Wed Feb 3 14:06:11 GMT 2016 Linux pckg 2.6.32-573.12.1.el6.x86_64 #1 SMP Wed Dec 16 21:43:04 CET 2015 x86_64 x86_64 x86_64 GNU/Linux Submit Host pciy `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training/TMVA-TrainPhysTks-EvalPhysTks-NoReweight.txt' -> `train-config.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training/AllPhysTracksInEvent.txt' -> `./AllPhysTracksInEvent.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training/AllPhysTracksInEvent.txt' -> `./AllPhysTracksInEvent.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/TrackSelection/NoTrackPreSelection.txt' -> `./NoTrackPreSelection.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MVA-Configuration.txt' -> `MVA.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MC2015Sim09Dev03-TrainingFiles-Mixture-Cambridge.txt' -> `TrainingFiles-Mixture.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MC2015Sim09Dev03-TrainingFiles-Mixture-Cambridge.txt' -> `MC2015Sim09Dev03-EvalFiles-Mixture.txt' Training in /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.001/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Long Will use ionice `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/networks/TMVA-Run2-NoTkLikCDVelodEdx/GlobalPID_Electron_Long_ANN.txt' -> `./GlobalPID_Electron_Long_ANN.txt' 2016-02-03 14:06:17 | Cache directory = '/var/work/jonesc/ANNPID-DataCache' Warning in : class pair found in libEventPackerDict.so is already in libPhysEventDict.so 2016-02-03 14:06:26 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.001/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Long/GlobalPID_Electron_Long_ANN.txt 2016-02-03 14:06:26 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.001/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Long/train-config.txt 2016-02-03 14:06:26 | Particle type = Electron 2016-02-03 14:06:26 | Background types = All 2016-02-03 14:06:26 | Training Mix = NaturalMix 2016-02-03 14:06:26 | Track type = Long 2016-02-03 14:06:26 | Track PresSel = NoTrackPreSelection.txt 2016-02-03 14:06:26 | Network type = TMVA 2016-02-03 14:06:26 | Ghost treatment = Ghosts Ghosts 2016-02-03 14:06:26 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2016-02-03 14:06:26 | Reweighting = NoReweight 2016-02-03 14:06:26 | Output file = GlobalPID_Electron_Long_TMVA.weights.xml 2016-02-03 14:06:26 | Skipping input #TrackCloneDist 2016-02-03 14:06:26 | Skipping input #RichAboveElThres 2016-02-03 14:06:26 | Skipping input #RichAbovePiThres 2016-02-03 14:06:26 | Skipping input #RichAbovePrThres 2016-02-03 14:06:26 | Creating selection from 'NoTrackPreSelection.txt' 2016-02-03 14:06:26 | -> # very very loose. Essentially no cuts 2016-02-03 14:06:26 | -> TrackP > 0 2016-02-03 14:06:26 | -> TrackPt > 0 2016-02-03 14:06:26 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-03 14:06:26 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-03 14:06:26 | Training sample size = 1800000 2016-02-03 14:06:26 | Evaluation sample size = 10000000 2016-02-03 14:06:26 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.001/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Long/MVA.txt 2016-02-03 14:06:26 | -> NBTASK = CLA 2016-02-03 14:06:26 | -> NBMOM = 0.0 2016-02-03 14:06:26 | -> NBREG = ALL 2016-02-03 14:06:26 | -> TMVAVALIDATIONFRAC = 0.3 2016-02-03 14:06:26 | -> TMVATESTFRAC = 0.3 2016-02-03 14:06:26 | -> HiddenLayerScaleFactor = 1.3 2016-02-03 14:06:26 | -> GhostAcceptFraction = 0.001 2016-02-03 14:06:26 | -> ReuseTrainingFiles = 0 2016-02-03 14:06:26 | -> TrainingYear = MC2015Sim09Dev03 2016-02-03 14:06:26 | -> TMVAMETHOD = MLP 2016-02-03 14:06:26 | -> TMVAUSEREGULATOR = false 2016-02-03 14:06:26 | -> TMVAMLPNCYCLES = 750 2016-02-03 14:06:26 | -> TMVAVARTRANSFORM = Norm 2016-02-03 14:06:26 | -> TMVAMLPNEURONTYPE = tanh 2016-02-03 14:06:26 | -> TMVAMLPMETHOD = BP 2016-02-03 14:06:26 | -> TMVAMLPESTIMATORTYPE = CE 2016-02-03 14:06:26 | -> TMVAMLPCONVIMPROVE = 1e-16 2016-02-03 14:06:26 | -> TMVAMLPCONVTEST = 15 2016-02-03 14:06:26 | -> TMVABDTBOOSTTYPE = AdaBoost 2016-02-03 14:06:26 | -> TMVABDTNTREES = 800 2016-02-03 14:06:26 | -> TMVABDTPRUNEMETHOD = CostComplexity 2016-02-03 14:06:26 | -> TMVABDTMAXTREEDEPTH = 3 2016-02-03 14:06:26 | Node layer two scale = 1.3 2016-02-03 14:06:26 | Input layer has 33 nodes, hidden layer has 41 nodes 2016-02-03 14:06:26 | Ghost Accept Fraction = 0.001 2016-02-03 14:06:26 | Training data year = MC2015Sim09Dev03 2016-02-03 14:06:26 | Evaluation data year = MC12 2016-02-03 14:06:26 | TMVA Output ROOT file Long-Electron-TMVA.root 2016-02-03 14:06:26 | TMVA testing fraction = 0.3 --- Factory : Parsing option string: --- Factory : ... "V:!Silent:!Color:!DrawProgressBar" --- 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 : 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 : Transformations: "I" [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 : AnalysisType: "Auto" [Set the analysis type (Classification, Regression, Multiclass, Auto) (default: Auto)] --- Factory : You are running ROOT Version: 6.02/01, Oct 14, 2014 --- Factory : --- Factory : _/_/_/_/_/ _| _| _| _| _|_| --- Factory : _/ _|_| _|_| _| _| _| _| --- Factory : _/ _| _| _| _| _| _|_|_|_| --- Factory : _/ _| _| _| _| _| _| --- Factory : _/ _| _| _| _| _| --- Factory : --- Factory : ___________TMVA Version 4.2.0, Sep 19, 2013 --- Factory : 2016-02-03 14:06:26 | Input TrackP Type F 2016-02-03 14:06:26 | Input TrackPt Type F 2016-02-03 14:06:26 | Input TrackChi2PerDof Type F 2016-02-03 14:06:26 | Input TrackNumDof Type I 2016-02-03 14:06:26 | Input TrackGhostProbability Type F 2016-02-03 14:06:26 | Input TrackFitMatchChi2 Type F 2016-02-03 14:06:26 | Input TrackFitVeloChi2 Type F 2016-02-03 14:06:26 | Input TrackFitVeloNDoF Type I 2016-02-03 14:06:26 | Input TrackFitTChi2 Type F 2016-02-03 14:06:26 | Input TrackFitTNDoF Type I 2016-02-03 14:06:26 | Input RichUsedR1Gas Type I 2016-02-03 14:06:26 | Input RichUsedR2Gas Type I 2016-02-03 14:06:26 | Input RichAboveMuThres Type I 2016-02-03 14:06:26 | Input RichAboveKaThres Type I 2016-02-03 14:06:26 | Input RichDLLe Type F 2016-02-03 14:06:26 | Input RichDLLmu Type F 2016-02-03 14:06:26 | Input RichDLLk Type F 2016-02-03 14:06:26 | Input RichDLLp Type F 2016-02-03 14:06:26 | Input RichDLLbt Type F 2016-02-03 14:06:26 | Input MuonBkgLL Type F 2016-02-03 14:06:26 | Input MuonMuLL Type F 2016-02-03 14:06:26 | Input MuonIsMuon Type I 2016-02-03 14:06:26 | Input MuonNShared Type I 2016-02-03 14:06:26 | Input InAccMuon Type I 2016-02-03 14:06:26 | Input MuonIsLooseMuon Type I 2016-02-03 14:06:26 | Input EcalPIDe Type F 2016-02-03 14:06:26 | Input EcalPIDmu Type F 2016-02-03 14:06:26 | Input HcalPIDe Type F 2016-02-03 14:06:26 | Input HcalPIDmu Type F 2016-02-03 14:06:26 | Input PrsPIDe Type F 2016-02-03 14:06:26 | Input InAccBrem Type I 2016-02-03 14:06:26 | Input BremPIDe Type F 2016-02-03 14:06:26 | Input Data file = TrainingFiles-Mixture.txt 2016-02-03 14:06:26 | Using 552 data files 2016-02-03 14:06:26 | Training Datafile Selection hash = 1561230010602986647 2016-02-03 14:06:26 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.1.root. File size 101.52MB, free cache space 718.748GB. 2016-02-03 14:06:26 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.1.root.1561230010602986647. Size = 61.9944MB. 2016-02-03 14:06:34 | Using training file (1/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.1.root.1561230010602986647 Tuple=ANNPID/DecayTree 2016-02-03 14:06:34 | -> Pre-selected 385661 entries from 446115 ( 86.4488 % ) --- DataSetInfo : Added class "Background" with internal class number 0 --- DataSetInfo : Added class "Signal" with internal class number 1 2016-02-03 14:06:47 | -> Selected 385661 entries ( 86.4488 % ). Overall 269660 ( 14.9811 % ) of required 1800000 entries. 2016-02-03 14:06:47 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.2.root. File size 114.811MB, free cache space 718.619GB. 2016-02-03 14:06:47 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.2.root.1561230010602986647. Size = 69.1428MB. 2016-02-03 14:06:56 | Using training file (2/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.2.root.1561230010602986647 Tuple=ANNPID/DecayTree 2016-02-03 14:06:57 | -> Pre-selected 425505 entries from 495745 ( 85.8314 % ) 2016-02-03 14:07:11 | -> Selected 425505 entries ( 85.8314 % ). Overall 567808 ( 31.5449 % ) of required 1800000 entries. 2016-02-03 14:07:11 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.3.root. File size 549.142MB, free cache space 718.477GB. 2016-02-03 14:07:11 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.3.root.1561230010602986647. Size = 332.039MB. 2016-02-03 14:07:50 | Using training file (3/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.3.root.1561230010602986647 Tuple=ANNPID/DecayTree 2016-02-03 14:07:53 | -> Pre-selected 2032204 entries from 2391213 ( 84.9863 % ) 2016-02-03 14:08:55 | -> Selected 1760207 entries ( 73.6115 % ). Overall 1800000 ( 100 % ) of required 1800000 entries. 2016-02-03 14:08:55 | Considered 2571373 tracks for input to MVA training 2016-02-03 14:08:55 | Sel. Eff. = 100% 2016-02-03 14:08:55 | Selected 1800409/770964 tracks for input to MVA training/testing 2016-02-03 14:08:55 | Ghost percentage = 0.0157778% 2016-02-03 14:08:55 | Electron percentage = 0.6725% 2016-02-03 14:08:55 | Muon percentage = 1.84939% 2016-02-03 14:08:55 | Pion percentage = 76.8366% 2016-02-03 14:08:55 | Kaon percentage = 12.5136% 2016-02-03 14:08:55 | Unknown Particle type 411 2016-02-03 14:08:55 | percentage = 5.55556e-05% 2016-02-03 14:08:55 | Unknown Particle type 521 2016-02-03 14:08:55 | percentage = 0.000166667% 2016-02-03 14:08:55 | Proton percentage = 8.07444% 2016-02-03 14:08:55 | Unknown Particle type 3112 2016-02-03 14:08:55 | percentage = 0.0123889% 2016-02-03 14:08:55 | Unknown Particle type 3222 2016-02-03 14:08:55 | percentage = 0.0355556% 2016-02-03 14:08:55 | Unknown Particle type 3312 2016-02-03 14:08:55 | percentage = 0.00483333% 2016-02-03 14:08:55 | Unknown Particle type 3334 2016-02-03 14:08:55 | percentage = 0.000444444% --- Factory : Add Tree TrainAssignTree_Background of type Background with 1788179 events --- Factory : Add Tree TestAssignTree_Background of type Background with 765904 events --- Factory : Add Tree TrainAssignTree_Signal of type Signal with 12105 events --- Factory : Add Tree TestAssignTree_Signal of type Signal with 5185 events --- DataSetInfo : Class index : 0 name : Background --- DataSetInfo : Class index : 1 name : Signal 2016-02-03 14:08:55 | TMVA MLP 'H:V:EpochMonitoring:HiddenLayers=41:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15: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=41:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15: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=41:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15: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: "41" [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 : ConvergenceImprove: "1.000000e-16" [Minimum improvement which counts as improvement (<0 means automatic convergence check is turned off)] --- Electron_Long_TMVA : ConvergenceTests: "15" [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 : - 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 : 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 'TrackGhostProbability' (index=4). <---> Output : variable 'TrackGhostProbability' (index=4). --- Norm : Input : variable 'TrackFitMatchChi2' (index=5). <---> Output : variable 'TrackFitMatchChi2' (index=5). --- Norm : Input : variable 'TrackFitVeloChi2' (index=6). <---> Output : variable 'TrackFitVeloChi2' (index=6). --- Norm : Input : variable 'TrackFitVeloNDoF' (index=7). <---> Output : variable 'TrackFitVeloNDoF' (index=7). --- Norm : Input : variable 'TrackFitTChi2' (index=8). <---> Output : variable 'TrackFitTChi2' (index=8). --- Norm : Input : variable 'TrackFitTNDoF' (index=9). <---> Output : variable 'TrackFitTNDoF' (index=9). --- Norm : Input : variable 'RichUsedR1Gas' (index=10). <---> Output : variable 'RichUsedR1Gas' (index=10). --- Norm : Input : variable 'RichUsedR2Gas' (index=11). <---> Output : variable 'RichUsedR2Gas' (index=11). --- Norm : Input : variable 'RichAboveMuThres' (index=12). <---> Output : variable 'RichAboveMuThres' (index=12). --- Norm : Input : variable 'RichAboveKaThres' (index=13). <---> Output : variable 'RichAboveKaThres' (index=13). --- Norm : Input : variable 'RichDLLe' (index=14). <---> Output : variable 'RichDLLe' (index=14). --- Norm : Input : variable 'RichDLLmu' (index=15). <---> Output : variable 'RichDLLmu' (index=15). --- Norm : Input : variable 'RichDLLk' (index=16). <---> Output : variable 'RichDLLk' (index=16). --- Norm : Input : variable 'RichDLLp' (index=17). <---> Output : variable 'RichDLLp' (index=17). --- Norm : Input : variable 'RichDLLbt' (index=18). <---> Output : variable 'RichDLLbt' (index=18). --- Norm : Input : variable 'MuonBkgLL' (index=19). <---> Output : variable 'MuonBkgLL' (index=19). --- Norm : Input : variable 'MuonMuLL' (index=20). <---> Output : variable 'MuonMuLL' (index=20). --- Norm : Input : variable 'MuonIsMuon' (index=21). <---> Output : variable 'MuonIsMuon' (index=21). --- Norm : Input : variable 'MuonNShared' (index=22). <---> Output : variable 'MuonNShared' (index=22). --- Norm : Input : variable 'InAccMuon' (index=23). <---> Output : variable 'InAccMuon' (index=23). --- Norm : Input : variable 'MuonIsLooseMuon' (index=24). <---> Output : variable 'MuonIsLooseMuon' (index=24). --- Norm : Input : variable 'EcalPIDe' (index=25). <---> Output : variable 'EcalPIDe' (index=25). --- Norm : Input : variable 'EcalPIDmu' (index=26). <---> Output : variable 'EcalPIDmu' (index=26). --- Norm : Input : variable 'HcalPIDe' (index=27). <---> Output : variable 'HcalPIDe' (index=27). --- Norm : Input : variable 'HcalPIDmu' (index=28). <---> Output : variable 'HcalPIDmu' (index=28). --- Norm : Input : variable 'PrsPIDe' (index=29). <---> Output : variable 'PrsPIDe' (index=29). --- Norm : Input : variable 'InAccBrem' (index=30). <---> Output : variable 'InAccBrem' (index=30). --- Norm : Input : variable 'BremPIDe' (index=31). <---> Output : variable 'BremPIDe' (index=31). --- Electron_Long_TMVA : Building Network --- Electron_Long_TMVA : Initializing weights 2016-02-03 14:08:57 | Starting Training... --- DataSetFactory : Parsing option string: --- DataSetFactory : ... "V:nTrain_Signal=0:nTrain_Background=0:SplitMode=Random:NormMode=None" --- DataSetFactory : The following options are set: --- DataSetFactory : - By User: --- DataSetFactory : SplitMode: "Random" [Method of picking training and testing events (default: random)] --- DataSetFactory : NormMode: "None" [Overall renormalisation of event-by-event weights used in the training (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 : ScaleWithPreselEff: "False" [Scale the number of requested events by the eff. of the preselection cuts (or not)] --- 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 : 2554083 / sum of weights: 2.55408e+06 --- DataSetFactory : Signal -- number of events : 17290 / sum of weights: 17290 --- DataSetFactory : Background tree -- total number of entries: 2554083 --- DataSetFactory : Signal tree -- total number of entries: 17290 --- DataSetFactory : Preselection: (will NOT affect number of requested training and testing events) --- DataSetFactory : No preselection cuts applied on event classes --- DataSetFactory : No weight renormalisation applied: use original global and event weights --- DataSetFactory : Create internal training tree --- DataSetFactory : Create internal testing tree --- DataSetInfo : Correlation matrix (Background): --- DataSetInfo : -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : TrackP TrackPt TrackChi2PerDof TrackNumDof TrackGhostProbability TrackFitMatchChi2 TrackFitVeloChi2 TrackFitVeloNDoF TrackFitTChi2 TrackFitTNDoF RichUsedR1Gas RichUsedR2Gas RichAboveMuThres RichAboveKaThres RichDLLe RichDLLmu RichDLLk RichDLLp RichDLLbt MuonBkgLL MuonMuLL MuonIsMuon MuonNShared InAccMuon MuonIsLooseMuon EcalPIDe EcalPIDmu HcalPIDe HcalPIDmu PrsPIDe InAccBrem BremPIDe --- DataSetInfo : TrackP: +1.000 +0.602 +0.063 -0.342 -0.058 -0.018 -0.064 -0.135 -0.158 -0.349 -0.353 +0.444 +0.071 +0.541 +0.013 -0.009 -0.023 -0.029 -0.031 -0.018 -0.018 -0.005 -0.049 +0.081 -0.018 -0.158 -0.158 -0.116 -0.116 -0.112 -0.344 -0.344 --- DataSetInfo : TrackPt: +0.602 +1.000 +0.015 -0.012 -0.056 -0.044 +0.075 +0.015 +0.004 -0.041 +0.107 +0.265 +0.137 +0.453 +0.101 +0.094 +0.075 +0.069 +0.070 +0.023 +0.024 +0.051 -0.031 +0.127 +0.024 +0.021 +0.021 +0.023 +0.023 +0.037 +0.094 +0.094 --- DataSetInfo : TrackChi2PerDof: +0.063 +0.015 +1.000 -0.124 +0.606 +0.764 +0.189 -0.059 +0.413 -0.103 -0.073 +0.058 +0.002 +0.045 -0.007 -0.011 -0.009 -0.009 -0.009 +0.050 +0.050 +0.056 +0.032 +0.033 +0.050 +0.012 +0.012 +0.017 +0.017 +0.018 -0.075 -0.075 --- DataSetInfo : TrackNumDof: -0.342 -0.012 -0.124 +1.000 -0.150 -0.050 +0.427 +0.670 +0.446 +0.827 +0.601 -0.249 +0.060 -0.185 +0.102 +0.115 +0.115 +0.117 +0.118 +0.007 +0.007 +0.015 +0.014 +0.003 +0.007 +0.211 +0.211 +0.116 +0.116 +0.162 +0.623 +0.623 --- DataSetInfo : TrackGhostProbability: -0.058 -0.056 +0.606 -0.150 +1.000 +0.602 -0.043 -0.130 +0.111 -0.031 -0.055 -0.057 -0.095 -0.086 -0.077 -0.079 -0.073 -0.072 -0.073 +0.037 +0.037 +0.043 +0.036 -0.029 +0.037 +0.008 +0.008 -0.002 -0.001 -0.001 -0.064 -0.064 --- DataSetInfo : TrackFitMatchChi2: -0.018 -0.044 +0.764 -0.050 +0.602 +1.000 -0.006 -0.011 +0.081 -0.038 -0.018 -0.025 -0.020 -0.037 -0.014 -0.015 -0.012 -0.012 -0.012 +0.065 +0.065 +0.078 +0.038 -0.012 +0.065 +0.005 +0.006 -0.003 -0.003 +0.006 -0.018 -0.018 --- DataSetInfo : TrackFitVeloChi2: -0.064 +0.075 +0.189 +0.427 -0.043 -0.006 +1.000 +0.633 +0.085 +0.119 +0.290 -0.002 +0.109 +0.040 +0.101 +0.103 +0.099 +0.101 +0.102 +0.021 +0.021 +0.017 +0.018 +0.046 +0.021 +0.082 +0.082 +0.072 +0.072 +0.069 +0.301 +0.301 --- DataSetInfo : TrackFitVeloNDoF: -0.135 +0.015 -0.059 +0.670 -0.130 -0.011 +0.633 +1.000 +0.103 +0.182 +0.439 -0.054 +0.140 +0.003 +0.139 +0.143 +0.139 +0.141 +0.143 +0.032 +0.032 +0.026 +0.028 +0.029 +0.032 +0.099 +0.099 +0.081 +0.081 +0.077 +0.451 +0.451 --- DataSetInfo : TrackFitTChi2: -0.158 +0.004 +0.413 +0.446 +0.111 +0.081 +0.085 +0.103 +1.000 +0.536 +0.230 -0.115 -0.007 -0.103 +0.023 +0.028 +0.031 +0.032 +0.032 +0.006 +0.006 +0.011 +0.016 +0.025 +0.006 +0.144 +0.144 +0.084 +0.084 +0.115 +0.250 +0.250 --- DataSetInfo : TrackFitTNDoF: -0.349 -0.041 -0.103 +0.827 -0.031 -0.038 +0.119 +0.182 +0.536 +1.000 +0.426 -0.291 -0.041 -0.259 +0.015 +0.029 +0.033 +0.033 +0.034 -0.018 -0.018 -0.002 -0.004 -0.025 -0.018 +0.210 +0.210 +0.098 +0.098 +0.154 +0.460 +0.460 --- DataSetInfo : RichUsedR1Gas: -0.353 +0.107 -0.073 +0.601 -0.055 -0.018 +0.290 +0.439 +0.230 +0.426 +1.000 -0.316 +0.172 -0.138 +0.319 +0.337 +0.336 +0.337 +0.337 +0.031 +0.031 +0.036 +0.029 -0.091 +0.031 +0.092 +0.092 +0.021 +0.021 +0.048 +0.825 +0.825 --- DataSetInfo : RichUsedR2Gas: +0.444 +0.265 +0.058 -0.249 -0.057 -0.025 -0.002 -0.054 -0.115 -0.291 -0.316 +1.000 +0.240 +0.668 +0.193 +0.177 +0.142 +0.141 +0.142 +0.006 +0.006 -0.003 -0.031 +0.350 +0.006 +0.147 +0.146 +0.211 +0.212 +0.175 -0.312 -0.312 --- DataSetInfo : RichAboveMuThres: +0.071 +0.137 +0.002 +0.060 -0.095 -0.020 +0.109 +0.140 -0.007 -0.041 +0.172 +0.240 +1.000 +0.183 +0.642 +0.635 +0.627 +0.627 +0.628 +0.031 +0.031 +0.027 +0.016 +0.305 +0.031 +0.238 +0.238 +0.230 +0.230 +0.263 +0.131 +0.131 --- DataSetInfo : RichAboveKaThres: +0.541 +0.453 +0.045 -0.185 -0.086 -0.037 +0.040 +0.003 -0.103 -0.259 -0.138 +0.668 +0.183 +1.000 +0.169 +0.144 +0.107 +0.107 +0.108 -0.048 -0.048 -0.042 -0.079 +0.209 -0.048 +0.001 +0.001 +0.047 +0.047 +0.040 -0.168 -0.168 --- DataSetInfo : RichDLLe: +0.013 +0.101 -0.007 +0.102 -0.077 -0.014 +0.101 +0.139 +0.023 +0.015 +0.319 +0.193 +0.642 +0.169 +1.000 +0.997 +0.990 +0.991 +0.991 -0.014 -0.014 -0.009 -0.021 +0.048 -0.014 +0.022 +0.022 +0.014 +0.014 +0.038 +0.252 +0.252 --- DataSetInfo : RichDLLmu: -0.009 +0.094 -0.011 +0.115 -0.079 -0.015 +0.103 +0.143 +0.028 +0.029 +0.337 +0.177 +0.635 +0.144 +0.997 +1.000 +0.990 +0.991 +0.991 -0.014 -0.014 -0.007 -0.022 +0.041 -0.014 +0.023 +0.023 +0.014 +0.014 +0.038 +0.270 +0.270 --- DataSetInfo : RichDLLk: -0.023 +0.075 -0.009 +0.115 -0.073 -0.012 +0.099 +0.139 +0.031 +0.033 +0.336 +0.142 +0.627 +0.107 +0.990 +0.990 +1.000 +0.999 +0.999 -0.021 -0.021 -0.018 -0.021 +0.024 -0.021 +0.013 +0.013 +0.001 +0.001 +0.027 +0.272 +0.272 --- DataSetInfo : RichDLLp: -0.029 +0.069 -0.009 +0.117 -0.072 -0.012 +0.101 +0.141 +0.032 +0.033 +0.337 +0.141 +0.627 +0.107 +0.991 +0.991 +0.999 +1.000 +1.000 -0.022 -0.022 -0.019 -0.021 +0.024 -0.022 +0.014 +0.014 +0.002 +0.002 +0.028 +0.274 +0.274 --- DataSetInfo : RichDLLbt: -0.031 +0.070 -0.009 +0.118 -0.073 -0.012 +0.102 +0.143 +0.032 +0.034 +0.337 +0.142 +0.628 +0.108 +0.991 +0.991 +0.999 +1.000 +1.000 -0.021 -0.021 -0.018 -0.021 +0.025 -0.021 +0.015 +0.015 +0.003 +0.003 +0.029 +0.276 +0.276 --- DataSetInfo : MuonBkgLL: -0.018 +0.023 +0.050 +0.007 +0.037 +0.065 +0.021 +0.032 +0.006 -0.018 +0.031 +0.006 +0.031 -0.048 -0.014 -0.014 -0.021 -0.022 -0.021 +1.000 +1.000 +0.809 +0.719 +0.133 +1.000 +0.086 +0.086 +0.095 +0.095 +0.091 +0.026 +0.026 --- DataSetInfo : MuonMuLL: -0.018 +0.024 +0.050 +0.007 +0.037 +0.065 +0.021 +0.032 +0.006 -0.018 +0.031 +0.006 +0.031 -0.048 -0.014 -0.014 -0.021 -0.022 -0.021 +1.000 +1.000 +0.809 +0.719 +0.133 +1.000 +0.086 +0.086 +0.095 +0.095 +0.091 +0.026 +0.026 --- DataSetInfo : MuonIsMuon: -0.005 +0.051 +0.056 +0.015 +0.043 +0.078 +0.017 +0.026 +0.011 -0.002 +0.036 -0.003 +0.027 -0.042 -0.009 -0.007 -0.018 -0.019 -0.018 +0.809 +0.809 +1.000 +0.509 +0.108 +0.809 +0.079 +0.079 +0.086 +0.086 +0.079 +0.033 +0.033 --- DataSetInfo : MuonNShared: -0.049 -0.031 +0.032 +0.014 +0.036 +0.038 +0.018 +0.028 +0.016 -0.004 +0.029 -0.031 +0.016 -0.079 -0.021 -0.022 -0.021 -0.021 -0.021 +0.719 +0.719 +0.509 +1.000 +0.096 +0.719 +0.074 +0.074 +0.084 +0.084 +0.072 +0.026 +0.026 --- DataSetInfo : InAccMuon: +0.081 +0.127 +0.033 +0.003 -0.029 -0.012 +0.046 +0.029 +0.025 -0.025 -0.091 +0.350 +0.305 +0.209 +0.048 +0.041 +0.024 +0.024 +0.025 +0.133 +0.133 +0.108 +0.096 +1.000 +0.133 +0.711 +0.711 +0.804 +0.804 +0.719 -0.087 -0.087 --- DataSetInfo : MuonIsLooseMuon: -0.018 +0.024 +0.050 +0.007 +0.037 +0.065 +0.021 +0.032 +0.006 -0.018 +0.031 +0.006 +0.031 -0.048 -0.014 -0.014 -0.021 -0.022 -0.021 +1.000 +1.000 +0.809 +0.719 +0.133 +1.000 +0.086 +0.086 +0.095 +0.095 +0.091 +0.026 +0.026 --- DataSetInfo : EcalPIDe: -0.158 +0.021 +0.012 +0.211 +0.008 +0.005 +0.082 +0.099 +0.144 +0.210 +0.092 +0.147 +0.238 +0.001 +0.022 +0.023 +0.013 +0.014 +0.015 +0.086 +0.086 +0.079 +0.074 +0.711 +0.086 +1.000 +1.000 +0.812 +0.812 +0.875 +0.122 +0.122 --- DataSetInfo : EcalPIDmu: -0.158 +0.021 +0.012 +0.211 +0.008 +0.006 +0.082 +0.099 +0.144 +0.210 +0.092 +0.146 +0.238 +0.001 +0.022 +0.023 +0.013 +0.014 +0.015 +0.086 +0.086 +0.079 +0.074 +0.711 +0.086 +1.000 +1.000 +0.812 +0.812 +0.875 +0.123 +0.123 --- DataSetInfo : HcalPIDe: -0.116 +0.023 +0.017 +0.116 -0.002 -0.003 +0.072 +0.081 +0.084 +0.098 +0.021 +0.211 +0.230 +0.047 +0.014 +0.014 +0.001 +0.002 +0.003 +0.095 +0.095 +0.086 +0.084 +0.804 +0.095 +0.812 +0.812 +1.000 +1.000 +0.741 +0.036 +0.036 --- DataSetInfo : HcalPIDmu: -0.116 +0.023 +0.017 +0.116 -0.001 -0.003 +0.072 +0.081 +0.084 +0.098 +0.021 +0.212 +0.230 +0.047 +0.014 +0.014 +0.001 +0.002 +0.003 +0.095 +0.095 +0.086 +0.084 +0.804 +0.095 +0.812 +0.812 +1.000 +1.000 +0.741 +0.036 +0.036 --- DataSetInfo : PrsPIDe: -0.112 +0.037 +0.018 +0.162 -0.001 +0.006 +0.069 +0.077 +0.115 +0.154 +0.048 +0.175 +0.263 +0.040 +0.038 +0.038 +0.027 +0.028 +0.029 +0.091 +0.091 +0.079 +0.072 +0.719 +0.091 +0.875 +0.875 +0.741 +0.741 +1.000 +0.063 +0.063 --- DataSetInfo : InAccBrem: -0.344 +0.094 -0.075 +0.623 -0.064 -0.018 +0.301 +0.451 +0.250 +0.460 +0.825 -0.312 +0.131 -0.168 +0.252 +0.270 +0.272 +0.274 +0.276 +0.026 +0.026 +0.033 +0.026 -0.087 +0.026 +0.122 +0.123 +0.036 +0.036 +0.063 +1.000 +1.000 --- DataSetInfo : BremPIDe: -0.344 +0.094 -0.075 +0.623 -0.064 -0.018 +0.301 +0.451 +0.250 +0.460 +0.825 -0.312 +0.131 -0.168 +0.252 +0.270 +0.272 +0.274 +0.276 +0.026 +0.026 +0.033 +0.026 -0.087 +0.026 +0.122 +0.123 +0.036 +0.036 +0.063 +1.000 +1.000 --- DataSetInfo : -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : Correlation matrix (Signal): --- DataSetInfo : -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : TrackP TrackPt TrackChi2PerDof TrackNumDof TrackGhostProbability TrackFitMatchChi2 TrackFitVeloChi2 TrackFitVeloNDoF TrackFitTChi2 TrackFitTNDoF RichUsedR1Gas RichUsedR2Gas RichAboveMuThres RichAboveKaThres RichDLLe RichDLLmu RichDLLk RichDLLp RichDLLbt MuonBkgLL MuonMuLL MuonIsMuon MuonNShared InAccMuon MuonIsLooseMuon EcalPIDe EcalPIDmu HcalPIDe HcalPIDmu PrsPIDe InAccBrem BremPIDe --- DataSetInfo : TrackP: +1.000 +0.633 +0.050 -0.245 -0.075 -0.036 +0.025 -0.037 -0.103 -0.298 -0.167 +0.494 +0.148 +0.596 +0.047 +0.078 +0.058 +0.050 +0.051 -0.055 -0.055 -0.048 -0.051 +0.175 -0.055 -0.008 -0.010 +0.025 +0.026 +0.025 -0.160 -0.160 --- DataSetInfo : TrackPt: +0.633 +1.000 -0.016 -0.033 -0.107 -0.074 +0.085 +0.007 -0.002 -0.065 +0.168 +0.337 +0.209 +0.569 +0.154 +0.173 +0.130 +0.125 +0.129 -0.065 -0.065 -0.048 -0.061 +0.212 -0.065 +0.117 +0.115 +0.126 +0.126 +0.126 +0.154 +0.155 --- DataSetInfo : TrackChi2PerDof: +0.050 -0.016 +1.000 -0.153 +0.611 +0.835 +0.154 -0.060 +0.357 -0.143 -0.108 +0.076 -0.003 +0.027 -0.048 -0.040 -0.037 -0.037 -0.037 +0.014 +0.014 +0.006 +0.023 +0.085 +0.014 +0.064 +0.064 +0.074 +0.074 +0.077 -0.113 -0.113 --- DataSetInfo : TrackNumDof: -0.245 -0.033 -0.153 +1.000 -0.220 -0.049 +0.375 +0.651 +0.396 +0.794 +0.500 -0.200 +0.096 -0.112 +0.179 +0.170 +0.170 +0.171 +0.172 -0.018 -0.018 -0.004 -0.002 -0.074 -0.018 +0.056 +0.056 -0.002 -0.002 +0.026 +0.521 +0.520 --- DataSetInfo : TrackGhostProbability: -0.075 -0.107 +0.611 -0.220 +1.000 +0.558 -0.063 -0.169 +0.090 -0.078 -0.203 -0.047 -0.169 -0.104 -0.207 -0.201 -0.192 -0.192 -0.193 +0.021 +0.021 +0.009 +0.042 -0.003 +0.021 +0.012 +0.012 +0.018 +0.018 +0.009 -0.203 -0.203 --- DataSetInfo : TrackFitMatchChi2: -0.036 -0.074 +0.835 -0.049 +0.558 +1.000 -0.013 -0.001 +0.081 -0.052 -0.052 -0.009 -0.026 -0.048 -0.051 -0.047 -0.041 -0.041 -0.041 +0.015 +0.015 +0.007 +0.024 +0.033 +0.015 +0.034 +0.035 +0.040 +0.040 +0.039 -0.062 -0.062 --- DataSetInfo : TrackFitVeloChi2: +0.025 +0.085 +0.154 +0.375 -0.063 -0.013 +1.000 +0.598 +0.053 +0.035 +0.274 +0.062 +0.179 +0.099 +0.185 +0.191 +0.185 +0.185 +0.186 +0.001 +0.001 +0.002 +0.015 +0.066 +0.001 +0.072 +0.071 +0.076 +0.076 +0.068 +0.285 +0.285 --- DataSetInfo : TrackFitVeloNDoF: -0.037 +0.007 -0.060 +0.651 -0.169 -0.001 +0.598 +1.000 +0.074 +0.100 +0.425 +0.006 +0.215 +0.060 +0.253 +0.260 +0.259 +0.260 +0.261 -0.001 -0.001 -0.005 +0.008 +0.001 -0.001 +0.037 +0.037 +0.033 +0.033 +0.026 +0.442 +0.441 --- DataSetInfo : TrackFitTChi2: -0.103 -0.002 +0.357 +0.396 +0.090 +0.081 +0.053 +0.074 +1.000 +0.478 +0.147 -0.071 -0.001 -0.054 +0.022 +0.017 +0.018 +0.019 +0.019 +0.001 +0.001 +0.006 +0.008 +0.008 +0.001 +0.084 +0.085 +0.037 +0.037 +0.072 +0.162 +0.162 --- DataSetInfo : TrackFitTNDoF: -0.298 -0.065 -0.143 +0.794 -0.078 -0.052 +0.035 +0.100 +0.478 +1.000 +0.271 -0.268 -0.074 -0.212 +0.007 -0.011 -0.009 -0.008 -0.008 -0.024 -0.024 -0.003 -0.007 -0.104 -0.024 +0.044 +0.044 -0.028 -0.029 +0.008 +0.294 +0.294 --- DataSetInfo : RichUsedR1Gas: -0.167 +0.168 -0.108 +0.500 -0.203 -0.052 +0.274 +0.425 +0.147 +0.271 +1.000 -0.164 +0.426 +0.029 +0.638 +0.624 +0.618 +0.618 +0.619 -0.030 -0.030 -0.020 -0.023 -0.096 -0.030 -0.002 -0.002 -0.044 -0.045 -0.024 +0.811 +0.811 --- DataSetInfo : RichUsedR2Gas: +0.494 +0.337 +0.076 -0.200 -0.047 -0.009 +0.062 +0.006 -0.071 -0.268 -0.164 +1.000 +0.283 +0.653 +0.179 +0.218 +0.181 +0.181 +0.184 -0.013 -0.013 -0.027 -0.036 +0.370 -0.013 +0.226 +0.224 +0.282 +0.283 +0.236 -0.147 -0.147 --- DataSetInfo : RichAboveMuThres: +0.148 +0.209 -0.003 +0.096 -0.169 -0.026 +0.179 +0.215 -0.001 -0.074 +0.426 +0.283 +1.000 +0.229 +0.738 +0.749 +0.741 +0.741 +0.742 -0.008 -0.008 -0.012 -0.016 +0.263 -0.008 +0.236 +0.235 +0.214 +0.214 +0.258 +0.346 +0.346 --- DataSetInfo : RichAboveKaThres: +0.596 +0.569 +0.027 -0.112 -0.104 -0.048 +0.099 +0.060 -0.054 -0.212 +0.029 +0.653 +0.229 +1.000 +0.130 +0.172 +0.119 +0.121 +0.125 -0.088 -0.088 -0.079 -0.082 +0.264 -0.088 +0.114 +0.112 +0.148 +0.148 +0.132 +0.018 +0.018 --- DataSetInfo : RichDLLe: +0.047 +0.154 -0.048 +0.179 -0.207 -0.051 +0.185 +0.253 +0.022 +0.007 +0.638 +0.179 +0.738 +0.130 +1.000 +0.995 +0.994 +0.994 +0.995 -0.051 -0.051 -0.041 -0.053 +0.008 -0.051 -0.003 -0.003 -0.013 -0.013 +0.003 +0.522 +0.522 --- DataSetInfo : RichDLLmu: +0.078 +0.173 -0.040 +0.170 -0.201 -0.047 +0.191 +0.260 +0.017 -0.011 +0.624 +0.218 +0.749 +0.172 +0.995 +1.000 +0.995 +0.996 +0.996 -0.053 -0.053 -0.044 -0.053 +0.025 -0.053 +0.006 +0.006 +0.000 +0.000 +0.013 +0.508 +0.508 --- DataSetInfo : RichDLLk: +0.058 +0.130 -0.037 +0.170 -0.192 -0.041 +0.185 +0.259 +0.018 -0.009 +0.618 +0.181 +0.741 +0.119 +0.994 +0.995 +1.000 +1.000 +1.000 -0.046 -0.046 -0.039 -0.047 +0.003 -0.046 -0.009 -0.009 -0.018 -0.018 -0.002 +0.502 +0.501 --- DataSetInfo : RichDLLp: +0.050 +0.125 -0.037 +0.171 -0.192 -0.041 +0.185 +0.260 +0.019 -0.008 +0.618 +0.181 +0.741 +0.121 +0.994 +0.996 +1.000 +1.000 +1.000 -0.046 -0.046 -0.039 -0.047 +0.004 -0.046 -0.007 -0.008 -0.016 -0.016 -0.001 +0.503 +0.503 --- DataSetInfo : RichDLLbt: +0.051 +0.129 -0.037 +0.172 -0.193 -0.041 +0.186 +0.261 +0.019 -0.008 +0.619 +0.184 +0.742 +0.125 +0.995 +0.996 +1.000 +1.000 +1.000 -0.047 -0.047 -0.039 -0.047 +0.005 -0.047 -0.006 -0.007 -0.015 -0.015 +0.000 +0.504 +0.504 --- DataSetInfo : MuonBkgLL: -0.055 -0.065 +0.014 -0.018 +0.021 +0.015 +0.001 -0.001 +0.001 -0.024 -0.030 -0.013 -0.008 -0.088 -0.051 -0.053 -0.046 -0.046 -0.047 +1.000 +1.000 +0.699 +0.752 +0.122 +1.000 +0.095 +0.095 +0.108 +0.108 +0.095 -0.029 -0.029 --- DataSetInfo : MuonMuLL: -0.055 -0.065 +0.014 -0.018 +0.021 +0.015 +0.001 -0.001 +0.001 -0.024 -0.030 -0.013 -0.008 -0.088 -0.051 -0.053 -0.046 -0.046 -0.047 +1.000 +1.000 +0.699 +0.752 +0.122 +1.000 +0.095 +0.095 +0.108 +0.108 +0.095 -0.029 -0.030 --- DataSetInfo : MuonIsMuon: -0.048 -0.048 +0.006 -0.004 +0.009 +0.007 +0.002 -0.005 +0.006 -0.003 -0.020 -0.027 -0.012 -0.079 -0.041 -0.044 -0.039 -0.039 -0.039 +0.699 +0.699 +1.000 +0.489 +0.085 +0.699 +0.069 +0.069 +0.077 +0.077 +0.069 -0.009 -0.009 --- DataSetInfo : MuonNShared: -0.051 -0.061 +0.023 -0.002 +0.042 +0.024 +0.015 +0.008 +0.008 -0.007 -0.023 -0.036 -0.016 -0.082 -0.053 -0.053 -0.047 -0.047 -0.047 +0.752 +0.752 +0.489 +1.000 +0.092 +0.752 +0.076 +0.076 +0.086 +0.087 +0.074 -0.024 -0.024 --- DataSetInfo : InAccMuon: +0.175 +0.212 +0.085 -0.074 -0.003 +0.033 +0.066 +0.001 +0.008 -0.104 -0.096 +0.370 +0.263 +0.264 +0.008 +0.025 +0.003 +0.004 +0.005 +0.122 +0.122 +0.085 +0.092 +1.000 +0.122 +0.770 +0.769 +0.867 +0.867 +0.747 -0.083 -0.083 --- DataSetInfo : MuonIsLooseMuon: -0.055 -0.065 +0.014 -0.018 +0.021 +0.015 +0.001 -0.001 +0.001 -0.024 -0.030 -0.013 -0.008 -0.088 -0.051 -0.053 -0.046 -0.046 -0.047 +1.000 +1.000 +0.699 +0.752 +0.122 +1.000 +0.095 +0.095 +0.108 +0.108 +0.095 -0.029 -0.030 --- DataSetInfo : EcalPIDe: -0.008 +0.117 +0.064 +0.056 +0.012 +0.034 +0.072 +0.037 +0.084 +0.044 -0.002 +0.226 +0.236 +0.114 -0.003 +0.006 -0.009 -0.007 -0.006 +0.095 +0.095 +0.069 +0.076 +0.770 +0.095 +1.000 +1.000 +0.821 +0.821 +0.895 +0.031 +0.032 --- DataSetInfo : EcalPIDmu: -0.010 +0.115 +0.064 +0.056 +0.012 +0.035 +0.071 +0.037 +0.085 +0.044 -0.002 +0.224 +0.235 +0.112 -0.003 +0.006 -0.009 -0.008 -0.007 +0.095 +0.095 +0.069 +0.076 +0.769 +0.095 +1.000 +1.000 +0.820 +0.820 +0.895 +0.031 +0.032 --- DataSetInfo : HcalPIDe: +0.025 +0.126 +0.074 -0.002 +0.018 +0.040 +0.076 +0.033 +0.037 -0.028 -0.044 +0.282 +0.214 +0.148 -0.013 +0.000 -0.018 -0.016 -0.015 +0.108 +0.108 +0.077 +0.086 +0.867 +0.108 +0.821 +0.820 +1.000 +1.000 +0.747 -0.019 -0.019 --- DataSetInfo : HcalPIDmu: +0.026 +0.126 +0.074 -0.002 +0.018 +0.040 +0.076 +0.033 +0.037 -0.029 -0.045 +0.283 +0.214 +0.148 -0.013 +0.000 -0.018 -0.016 -0.015 +0.108 +0.108 +0.077 +0.087 +0.867 +0.108 +0.821 +0.820 +1.000 +1.000 +0.747 -0.020 -0.020 --- DataSetInfo : PrsPIDe: +0.025 +0.126 +0.077 +0.026 +0.009 +0.039 +0.068 +0.026 +0.072 +0.008 -0.024 +0.236 +0.258 +0.132 +0.003 +0.013 -0.002 -0.001 +0.000 +0.095 +0.095 +0.069 +0.074 +0.747 +0.095 +0.895 +0.895 +0.747 +0.747 +1.000 -0.001 -0.001 --- DataSetInfo : InAccBrem: -0.160 +0.154 -0.113 +0.521 -0.203 -0.062 +0.285 +0.442 +0.162 +0.294 +0.811 -0.147 +0.346 +0.018 +0.522 +0.508 +0.502 +0.503 +0.504 -0.029 -0.029 -0.009 -0.024 -0.083 -0.029 +0.031 +0.031 -0.019 -0.020 -0.001 +1.000 +1.000 --- DataSetInfo : BremPIDe: -0.160 +0.155 -0.113 +0.520 -0.203 -0.062 +0.285 +0.441 +0.162 +0.294 +0.811 -0.147 +0.346 +0.018 +0.522 +0.508 +0.501 +0.503 +0.504 -0.029 -0.030 -0.009 -0.024 -0.083 -0.030 +0.032 +0.032 -0.019 -0.020 -0.001 +1.000 +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 'TrackGhostProbability' (index=4). <---> Output : variable 'TrackGhostProbability' (index=4). --- Id : Input : variable 'TrackFitMatchChi2' (index=5). <---> Output : variable 'TrackFitMatchChi2' (index=5). --- Id : Input : variable 'TrackFitVeloChi2' (index=6). <---> Output : variable 'TrackFitVeloChi2' (index=6). --- Id : Input : variable 'TrackFitVeloNDoF' (index=7). <---> Output : variable 'TrackFitVeloNDoF' (index=7). --- Id : Input : variable 'TrackFitTChi2' (index=8). <---> Output : variable 'TrackFitTChi2' (index=8). --- Id : Input : variable 'TrackFitTNDoF' (index=9). <---> Output : variable 'TrackFitTNDoF' (index=9). --- Id : Input : variable 'RichUsedR1Gas' (index=10). <---> Output : variable 'RichUsedR1Gas' (index=10). --- Id : Input : variable 'RichUsedR2Gas' (index=11). <---> Output : variable 'RichUsedR2Gas' (index=11). --- Id : Input : variable 'RichAboveMuThres' (index=12). <---> Output : variable 'RichAboveMuThres' (index=12). --- Id : Input : variable 'RichAboveKaThres' (index=13). <---> Output : variable 'RichAboveKaThres' (index=13). --- Id : Input : variable 'RichDLLe' (index=14). <---> Output : variable 'RichDLLe' (index=14). --- Id : Input : variable 'RichDLLmu' (index=15). <---> Output : variable 'RichDLLmu' (index=15). --- Id : Input : variable 'RichDLLk' (index=16). <---> Output : variable 'RichDLLk' (index=16). --- Id : Input : variable 'RichDLLp' (index=17). <---> Output : variable 'RichDLLp' (index=17). --- Id : Input : variable 'RichDLLbt' (index=18). <---> Output : variable 'RichDLLbt' (index=18). --- Id : Input : variable 'MuonBkgLL' (index=19). <---> Output : variable 'MuonBkgLL' (index=19). --- Id : Input : variable 'MuonMuLL' (index=20). <---> Output : variable 'MuonMuLL' (index=20). --- Id : Input : variable 'MuonIsMuon' (index=21). <---> Output : variable 'MuonIsMuon' (index=21). --- Id : Input : variable 'MuonNShared' (index=22). <---> Output : variable 'MuonNShared' (index=22). --- Id : Input : variable 'InAccMuon' (index=23). <---> Output : variable 'InAccMuon' (index=23). --- Id : Input : variable 'MuonIsLooseMuon' (index=24). <---> Output : variable 'MuonIsLooseMuon' (index=24). --- Id : Input : variable 'EcalPIDe' (index=25). <---> Output : variable 'EcalPIDe' (index=25). --- Id : Input : variable 'EcalPIDmu' (index=26). <---> Output : variable 'EcalPIDmu' (index=26). --- Id : Input : variable 'HcalPIDe' (index=27). <---> Output : variable 'HcalPIDe' (index=27). --- Id : Input : variable 'HcalPIDmu' (index=28). <---> Output : variable 'HcalPIDmu' (index=28). --- Id : Input : variable 'PrsPIDe' (index=29). <---> Output : variable 'PrsPIDe' (index=29). --- Id : Input : variable 'InAccBrem' (index=30). <---> Output : variable 'InAccBrem' (index=30). --- Id : Input : variable 'BremPIDe' (index=31). <---> Output : variable 'BremPIDe' (index=31). --- Id : Preparing the Identity transformation... --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Variable Mean RMS [ Min Max ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : TrackP: 13048. 17410. [ 1126.3 1.4262e+06 ] --- TFHandler_Factory : TrackPt: 697.99 703.80 [ 9.7636 39066. ] --- TFHandler_Factory : TrackChi2PerDof: 1.1104 0.44352 [ 0.11807 3.9996 ] --- TFHandler_Factory : TrackNumDof: 29.640 5.9724 [ 7.0000 51.000 ] --- TFHandler_Factory : TrackGhostProbability: 0.024859 0.049412 [ 0.0014444 0.40000 ] --- TFHandler_Factory : TrackFitMatchChi2: 6.8301 8.6960 [ 0.0066107 127.18 ] --- TFHandler_Factory : TrackFitVeloChi2: 6.6489 4.6944 [ 2.6525e-07 107.30 ] --- TFHandler_Factory : TrackFitVeloNDoF: 6.1608 2.9201 [ 1.0000 21.000 ] --- TFHandler_Factory : TrackFitTChi2: 15.598 7.3654 [ 0.00043010 124.25 ] --- TFHandler_Factory : TrackFitTNDoF: 14.829 4.0937 [ 1.0000 31.000 ] --- TFHandler_Factory : RichUsedR1Gas: 0.83742 0.36898 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichUsedR2Gas: 0.49740 0.49999 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAboveMuThres: 0.94492 0.22814 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAboveKaThres: 0.36676 0.48192 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichDLLe: -39.273 150.58 [ -999.00 172.30 ] --- TFHandler_Factory : RichDLLmu: -30.069 151.24 [ -999.00 124.88 ] --- TFHandler_Factory : RichDLLk: -33.199 152.02 [ -999.00 177.72 ] --- TFHandler_Factory : RichDLLp: -33.182 151.85 [ -999.00 139.67 ] --- TFHandler_Factory : RichDLLbt: -33.071 151.79 [ -999.00 74.614 ] --- TFHandler_Factory : MuonBkgLL: -918.87 271.12 [ -999.00 0.023100 ] --- TFHandler_Factory : MuonMuLL: -918.78 271.44 [ -999.00 0.0000 ] --- TFHandler_Factory : MuonIsMuon: 0.054020 0.22606 [ 0.0000 1.0000 ] --- TFHandler_Factory : MuonNShared: 0.19947 0.93854 [ 0.0000 35.000 ] --- TFHandler_Factory : InAccMuon: 0.83116 0.37461 [ 0.0000 1.0000 ] --- TFHandler_Factory : MuonIsLooseMuon: 0.080332 0.27181 [ 0.0000 1.0000 ] --- TFHandler_Factory : EcalPIDe: -174.75 378.07 [ -999.00 4.3413 ] --- TFHandler_Factory : EcalPIDmu: -174.44 378.22 [ -999.00 2.1530 ] --- TFHandler_Factory : HcalPIDe: -221.76 414.48 [ -999.00 3.0037 ] --- TFHandler_Factory : HcalPIDmu: -221.95 414.38 [ -999.00 2.8734 ] --- TFHandler_Factory : PrsPIDe: -142.00 346.05 [ -999.00 3.4631 ] --- TFHandler_Factory : InAccBrem: 0.80343 0.39740 [ 0.0000 1.0000 ] --- TFHandler_Factory : BremPIDe: -196.46 396.97 [ -999.00 4.7915 ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Plot event variables for Id --- TFHandler_Factory : --- TFHandler_Factory : Will not produce scatter plots ==> --- TFHandler_Factory : | The number of 32 input variables and 0 target values would require 496 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 : 4.582e-01 --- IdTransformation : 2 : RichDLLmu : 1.503e-01 --- IdTransformation : 3 : RichDLLk : 7.017e-02 --- IdTransformation : 4 : RichDLLp : 6.804e-02 --- IdTransformation : 5 : EcalPIDe : 6.504e-02 --- IdTransformation : 6 : RichDLLbt : 5.925e-02 --- IdTransformation : 7 : TrackPt : 5.032e-02 --- IdTransformation : 8 : TrackFitMatchChi2 : 2.508e-02 --- IdTransformation : 9 : TrackGhostProbability : 1.960e-02 --- IdTransformation : 10 : PrsPIDe : 1.707e-02 --- IdTransformation : 11 : EcalPIDmu : 1.528e-02 --- IdTransformation : 12 : TrackP : 1.457e-02 --- IdTransformation : 13 : BremPIDe : 1.311e-02 --- IdTransformation : 14 : RichUsedR2Gas : 1.293e-02 --- IdTransformation : 15 : TrackChi2PerDof : 1.143e-02 --- IdTransformation : 16 : RichAboveMuThres : 1.128e-02 --- IdTransformation : 17 : MuonMuLL : 7.283e-03 --- IdTransformation : 18 : MuonBkgLL : 6.892e-03 --- IdTransformation : 19 : RichAboveKaThres : 6.788e-03 --- IdTransformation : 20 : MuonNShared : 6.363e-03 --- IdTransformation : 21 : TrackFitTNDoF : 6.316e-03 --- IdTransformation : 22 : TrackNumDof : 6.232e-03 --- IdTransformation : 23 : MuonIsMuon : 6.057e-03 --- IdTransformation : 24 : InAccMuon : 5.406e-03 --- IdTransformation : 25 : MuonIsLooseMuon : 4.405e-03 --- IdTransformation : 26 : HcalPIDe : 3.743e-03 --- IdTransformation : 27 : HcalPIDmu : 3.115e-03 --- IdTransformation : 28 : TrackFitTChi2 : 2.705e-03 --- IdTransformation : 29 : TrackFitVeloChi2 : 1.046e-03 --- IdTransformation : 30 : TrackFitVeloNDoF : 8.088e-04 --- IdTransformation : 31 : RichUsedR1Gas : 8.905e-05 --- IdTransformation : 32 : InAccBrem : 8.918e-06 --- 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: -0.98327 0.024434 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackPt: -0.96476 0.036041 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackChi2PerDof: -0.48868 0.22853 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackNumDof: 0.029071 0.27147 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackGhostProbability: -0.88250 0.24796 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitMatchChi2: -0.89269 0.13676 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitVeloChi2: -0.87608 0.087497 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitVeloNDoF: -0.48392 0.29201 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitTChi2: -0.74892 0.11856 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: TrackFitTNDoF: -0.078036 0.27291 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichUsedR1Gas: 0.67484 0.73796 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichUsedR2Gas: -0.0052058 0.99999 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichAboveMuThres: 0.88983 0.45628 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichAboveKaThres: -0.26649 0.96384 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLe: 0.63874 0.25712 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLmu: 0.72427 0.26914 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLk: 0.64151 0.25838 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLp: 0.69640 0.26671 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLbt: 0.79940 0.28276 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonBkgLL: -0.83958 0.54277 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonMuLL: -0.83939 0.54343 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonIsMuon: -0.89196 0.45211 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonNShared: -0.98860 0.053631 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: InAccMuon: 0.66232 0.74922 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonIsLooseMuon: -0.83934 0.54361 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: EcalPIDe: 0.64300 0.75363 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: EcalPIDmu: 0.64722 0.75557 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: HcalPIDe: 0.55137 0.82731 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: HcalPIDmu: 0.55118 0.82721 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: PrsPIDe: 0.70979 0.69040 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: InAccBrem: 0.60686 0.79481 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: BremPIDe: 0.59903 0.79093 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: ---------------------------------------------------------------------------------------------------------------------------- --- Electron_Long_TMVA : Begin training --- Electron_Long_TMVA : Training Network --- Electron_Long_TMVA : Inaccurate progress timing for MLP... --- Electron_Long_TMVA : End of training --- Electron_Long_TMVA : Elapsed time for training with 1800284 events: 3.94e+04 sec --- Electron_Long_TMVA : Create MVA output for classification on training sample --- Electron_Long_TMVA : Evaluation of Electron_Long_TMVA on training sample (1800284 events) --- Electron_Long_TMVA : Elapsed time for evaluation of 1800284 events: 20.4 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 : EcalPIDe : 3.328e+03 --- Electron_Long_TMVA : 2 : EcalPIDmu : 3.129e+03 --- Electron_Long_TMVA : 3 : RichDLLe : 2.087e+03 --- Electron_Long_TMVA : 4 : PrsPIDe : 1.864e+03 --- Electron_Long_TMVA : 5 : InAccMuon : 3.325e+02 --- Electron_Long_TMVA : 6 : InAccBrem : 2.921e+02 --- Electron_Long_TMVA : 7 : HcalPIDmu : 2.538e+02 --- Electron_Long_TMVA : 8 : MuonIsMuon : 2.244e+02 --- Electron_Long_TMVA : 9 : TrackPt : 2.212e+02 --- Electron_Long_TMVA : 10 : TrackP : 1.923e+02 --- Electron_Long_TMVA : 11 : HcalPIDe : 1.809e+02 --- Electron_Long_TMVA : 12 : BremPIDe : 1.518e+02 --- Electron_Long_TMVA : 13 : RichUsedR1Gas : 1.381e+02 --- Electron_Long_TMVA : 14 : MuonNShared : 1.297e+02 --- Electron_Long_TMVA : 15 : RichUsedR2Gas : 1.207e+02 --- Electron_Long_TMVA : 16 : RichAboveMuThres : 1.129e+02 --- Electron_Long_TMVA : 17 : RichAboveKaThres : 7.586e+01 --- Electron_Long_TMVA : 18 : TrackFitMatchChi2 : 6.576e+01 --- Electron_Long_TMVA : 19 : RichDLLbt : 5.933e+01 --- Electron_Long_TMVA : 20 : MuonIsLooseMuon : 5.724e+01 --- Electron_Long_TMVA : 21 : RichDLLp : 5.402e+01 --- Electron_Long_TMVA : 22 : RichDLLk : 5.202e+01 --- Electron_Long_TMVA : 23 : MuonBkgLL : 4.654e+01 --- Electron_Long_TMVA : 24 : TrackFitVeloChi2 : 4.602e+01 --- Electron_Long_TMVA : 25 : TrackFitTChi2 : 4.342e+01 --- Electron_Long_TMVA : 26 : MuonMuLL : 4.129e+01 --- Electron_Long_TMVA : 27 : RichDLLmu : 4.003e+01 --- Electron_Long_TMVA : 28 : TrackGhostProbability : 2.963e+01 --- Electron_Long_TMVA : 29 : TrackFitVeloNDoF : 1.197e+01 --- Electron_Long_TMVA : 30 : TrackChi2PerDof : 1.115e+01 --- Electron_Long_TMVA : 31 : TrackFitTNDoF : 3.972e+00 --- Electron_Long_TMVA : 32 : TrackNumDof : 3.231e+00 --- 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: 4.2.0 --- Electron_Long_TMVA : MVA method was trained with ROOT Version: 6.02/01 --- Electron_Long_TMVA : Building Network --- Electron_Long_TMVA : Initializing weights 2016-02-04 01:07:19 | Starting Testing... --- Factory : Test all methods... --- Factory : Test method: Electron_Long_TMVA for Classification performance --- Electron_Long_TMVA : Evaluation of Electron_Long_TMVA on testing sample (771089 events) --- Electron_Long_TMVA : Elapsed time for evaluation of 771089 events: 8.81 sec 2016-02-04 01:07:27 | Starting Evaluation... --- 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: -0.98325 0.024397 [ -1.0000 0.32826 ] --- TFHandler_Electron_Lon...: TrackPt: -0.96479 0.035973 [ -1.0001 0.74678 ] --- TFHandler_Electron_Lon...: TrackChi2PerDof: -0.48837 0.22916 [ -0.97984 1.0002 ] --- TFHandler_Electron_Lon...: TrackNumDof: 0.029782 0.27112 [ -0.95455 0.95455 ] --- TFHandler_Electron_Lon...: TrackGhostProbability: -0.88263 0.24779 [ -0.99995 0.99975 ] --- TFHandler_Electron_Lon...: TrackFitMatchChi2: -0.89251 0.13719 [ -0.99996 1.0520 ] --- TFHandler_Electron_Lon...: TrackFitVeloChi2: -0.87579 0.087583 [ -1.0000 0.82342 ] --- TFHandler_Electron_Lon...: TrackFitVeloNDoF: -0.48337 0.29219 [ -1.0000 1.1000 ] --- TFHandler_Electron_Lon...: TrackFitTChi2: -0.74887 0.11860 [ -0.99994 0.70907 ] --- TFHandler_Electron_Lon...: TrackFitTNDoF: -0.077415 0.27250 [ -1.0000 0.86667 ] --- TFHandler_Electron_Lon...: RichUsedR1Gas: 0.67529 0.73755 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichUsedR2Gas: -0.0037648 0.99999 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichAboveMuThres: 0.89036 0.45526 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichAboveKaThres: -0.26510 0.96422 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLe: 0.63873 0.25726 [ -1.0000 0.97496 ] --- TFHandler_Electron_Lon...: RichDLLmu: 0.72422 0.26929 [ -1.0000 0.99338 ] --- TFHandler_Electron_Lon...: RichDLLk: 0.64142 0.25853 [ -1.0000 0.99736 ] --- TFHandler_Electron_Lon...: RichDLLp: 0.69631 0.26686 [ -1.0000 1.0027 ] --- TFHandler_Electron_Lon...: RichDLLbt: 0.79929 0.28293 [ -1.0000 0.99983 ] --- TFHandler_Electron_Lon...: MuonBkgLL: -0.83941 0.54304 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonMuLL: -0.83922 0.54369 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonIsMuon: -0.89201 0.45202 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonNShared: -0.98854 0.054128 [ -1.0000 1.1714 ] --- TFHandler_Electron_Lon...: InAccMuon: 0.66200 0.74950 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonIsLooseMuon: -0.83916 0.54388 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: EcalPIDe: 0.64358 0.75313 [ -1.0000 0.99943 ] --- TFHandler_Electron_Lon...: EcalPIDmu: 0.64780 0.75506 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: HcalPIDe: 0.55069 0.82776 [ -1.0000 1.0002 ] --- TFHandler_Electron_Lon...: HcalPIDmu: 0.55051 0.82767 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: PrsPIDe: 0.71055 0.68960 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: InAccBrem: 0.60833 0.79368 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: BremPIDe: 0.60049 0.78982 [ -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: -0.98325 0.024397 [ -1.0000 0.32826 ] --- TFHandler_Electron_Lon...: TrackPt: -0.96479 0.035973 [ -1.0001 0.74678 ] --- TFHandler_Electron_Lon...: TrackChi2PerDof: -0.48837 0.22916 [ -0.97984 1.0002 ] --- TFHandler_Electron_Lon...: TrackNumDof: 0.029782 0.27112 [ -0.95455 0.95455 ] --- TFHandler_Electron_Lon...: TrackGhostProbability: -0.88263 0.24779 [ -0.99995 0.99975 ] --- TFHandler_Electron_Lon...: TrackFitMatchChi2: -0.89251 0.13719 [ -0.99996 1.0520 ] --- TFHandler_Electron_Lon...: TrackFitVeloChi2: -0.87579 0.087583 [ -1.0000 0.82342 ] --- TFHandler_Electron_Lon...: TrackFitVeloNDoF: -0.48337 0.29219 [ -1.0000 1.1000 ] --- TFHandler_Electron_Lon...: TrackFitTChi2: -0.74887 0.11860 [ -0.99994 0.70907 ] --- TFHandler_Electron_Lon...: TrackFitTNDoF: -0.077415 0.27250 [ -1.0000 0.86667 ] --- TFHandler_Electron_Lon...: RichUsedR1Gas: 0.67529 0.73755 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichUsedR2Gas: -0.0037648 0.99999 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichAboveMuThres: 0.89036 0.45526 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichAboveKaThres: -0.26510 0.96422 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: RichDLLe: 0.63873 0.25726 [ -1.0000 0.97496 ] --- TFHandler_Electron_Lon...: RichDLLmu: 0.72422 0.26929 [ -1.0000 0.99338 ] --- TFHandler_Electron_Lon...: RichDLLk: 0.64142 0.25853 [ -1.0000 0.99736 ] --- TFHandler_Electron_Lon...: RichDLLp: 0.69631 0.26686 [ -1.0000 1.0027 ] --- TFHandler_Electron_Lon...: RichDLLbt: 0.79929 0.28293 [ -1.0000 0.99983 ] --- TFHandler_Electron_Lon...: MuonBkgLL: -0.83941 0.54304 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonMuLL: -0.83922 0.54369 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonIsMuon: -0.89201 0.45202 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonNShared: -0.98854 0.054128 [ -1.0000 1.1714 ] --- TFHandler_Electron_Lon...: InAccMuon: 0.66200 0.74950 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: MuonIsLooseMuon: -0.83916 0.54388 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: EcalPIDe: 0.64358 0.75313 [ -1.0000 0.99943 ] --- TFHandler_Electron_Lon...: EcalPIDmu: 0.64780 0.75506 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: HcalPIDe: 0.55069 0.82776 [ -1.0000 1.0002 ] --- TFHandler_Electron_Lon...: HcalPIDmu: 0.55051 0.82767 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: PrsPIDe: 0.71055 0.68960 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: InAccBrem: 0.60833 0.79368 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: BremPIDe: 0.60049 0.78982 [ -1.0000 1.0000 ] --- TFHandler_Electron_Lon...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Electron_Lon...: --- TFHandler_Electron_Lon...: Will not produce scatter plots ==> --- TFHandler_Electron_Lon...: | The number of 32 input variables and 0 target values would require 496 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, 5) --- Tools : zero variances for variables (5, 0) --- Tools : zero variances for variables (5, 11) --- Tools : zero variances for variables (5, 13) --- Tools : zero variances for variables (5, 22) --- Tools : zero variances for variables (5, 24) --- Tools : zero variances for variables (5, 25) --- Tools : zero variances for variables (5, 31) --- Tools : zero variances for variables (11, 5) --- Tools : zero variances for variables (13, 5) --- Tools : zero variances for variables (22, 5) --- Tools : zero variances for variables (24, 5) --- Tools : zero variances for variables (25, 5) --- Tools : zero variances for variables (31, 5) --- Tools : zero variances for variables (0, 3) --- Tools : zero variances for variables (0, 5) --- Tools : zero variances for variables (0, 11) --- Tools : zero variances for variables (0, 12) --- Tools : zero variances for variables (0, 13) --- Tools : zero variances for variables (0, 14) --- Tools : zero variances for variables (0, 22) --- Tools : zero variances for variables (0, 23) --- Tools : zero variances for variables (0, 24) --- Tools : zero variances for variables (0, 25) --- Tools : zero variances for variables (0, 31) --- Tools : zero variances for variables (3, 0) --- Tools : zero variances for variables (3, 5) --- Tools : zero variances for variables (5, 0) --- Tools : zero variances for variables (5, 3) --- Tools : zero variances for variables (5, 11) --- Tools : zero variances for variables (5, 12) --- Tools : zero variances for variables (5, 13) --- Tools : zero variances for variables (5, 14) --- Tools : zero variances for variables (5, 22) --- Tools : zero variances for variables (5, 24) --- Tools : zero variances for variables (5, 25) --- Tools : zero variances for variables (5, 31) --- Tools : zero variances for variables (11, 0) --- Tools : zero variances for variables (11, 5) --- Tools : zero variances for variables (12, 0) --- Tools : zero variances for variables (12, 5) --- Tools : zero variances for variables (13, 0) --- Tools : zero variances for variables (13, 5) --- Tools : zero variances for variables (14, 0) --- Tools : zero variances for variables (14, 5) --- Tools : zero variances for variables (22, 0) --- Tools : zero variances for variables (22, 5) --- Tools : zero variances for variables (23, 0) --- Tools : zero variances for variables (24, 0) --- Tools : zero variances for variables (24, 5) --- Tools : zero variances for variables (25, 0) --- Tools : zero variances for variables (25, 5) --- Tools : zero variances for variables (31, 0) --- Tools : zero variances for variables (31, 5) --- Factory : Correlations between input variables and MVA response (signal): --- Factory : -------------------------------------- --- Factory : Electron_Long_TMVA --- Factory : TrackP: -0.125 --- Factory : TrackPt: +0.100 --- Factory : TrackChi2PerDof: -0.052 --- Factory : TrackNumDof: +0.211 --- Factory : TrackGhostProbability: +0.000 --- Factory : TrackFitMatchChi2: -0.021 --- Factory : TrackFitVeloChi2: +0.114 --- Factory : TrackFitVeloNDoF: +0.136 --- Factory : TrackFitTChi2: +0.069 --- Factory : TrackFitTNDoF: +0.169 --- Factory : RichUsedR1Gas: +0.268 --- Factory : RichUsedR2Gas: +0.059 --- Factory : RichAboveMuThres: +0.232 --- Factory : RichAboveKaThres: -0.020 --- Factory : RichDLLe: +0.291 --- Factory : RichDLLmu: +0.249 --- Factory : RichDLLk: +0.235 --- Factory : RichDLLp: +0.237 --- Factory : RichDLLbt: +0.237 --- Factory : MuonBkgLL: -0.034 --- Factory : MuonMuLL: -0.034 --- Factory : MuonIsMuon: -0.044 --- Factory : MuonNShared: -0.055 --- Factory : InAccMuon: +0.271 --- Factory : MuonIsLooseMuon: -0.034 --- Factory : EcalPIDe: +0.369 --- Factory : EcalPIDmu: +0.368 --- Factory : HcalPIDe: +0.309 --- Factory : HcalPIDmu: +0.308 --- Factory : PrsPIDe: +0.352 --- Factory : InAccBrem: +0.286 --- Factory : BremPIDe: +0.287 --- Factory : -------------------------------------- --- Factory : --- Factory : Correlations between input variables and MVA response (background): --- Factory : -------------------------------------- --- Factory : Electron_Long_TMVA --- Factory : TrackP: +0.010 --- Factory : TrackPt: -0.002 --- Factory : TrackChi2PerDof: +0.000 --- Factory : TrackNumDof: -0.008 --- Factory : TrackGhostProbability: +0.000 --- Factory : TrackFitMatchChi2: +0.042 --- Factory : TrackFitVeloChi2: -0.013 --- Factory : TrackFitVeloNDoF: -0.011 --- Factory : TrackFitTChi2: +0.003 --- Factory : TrackFitTNDoF: -0.001 --- Factory : RichUsedR1Gas: +0.000 --- Factory : RichUsedR2Gas: +0.000 --- Factory : RichAboveMuThres: +0.000 --- Factory : RichAboveKaThres: +0.000 --- Factory : RichDLLe: -0.048 --- Factory : RichDLLmu: -0.058 --- Factory : RichDLLk: -0.059 --- Factory : RichDLLp: -0.059 --- Factory : RichDLLbt: -0.059 --- Factory : MuonBkgLL: -0.010 --- Factory : MuonMuLL: -0.010 --- Factory : MuonIsMuon: +0.000 --- Factory : MuonNShared: +0.000 --- Factory : InAccMuon: +0.000 --- Factory : MuonIsLooseMuon: +0.000 --- Factory : EcalPIDe: -0.040 --- Factory : EcalPIDmu: -0.041 --- Factory : HcalPIDe: -0.036 --- Factory : HcalPIDmu: -0.037 --- Factory : PrsPIDe: -0.040 --- Factory : InAccBrem: +0.000 --- Factory : BremPIDe: -0.029 --- 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: +0.006 --- 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: 0.882(04) 0.983(01) 1.000(00) 0.993 | 0.789 1.671 --- 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: 0.882 (0.883) 0.983 (0.983) 1.000 (1.000) --- Factory : -------------------------------------------------------------------------------- --- Factory : --- Dataset:Default : Created tree 'TestTree' with 771089 events --- Dataset:Default : Created tree 'TrainTree' with 1800284 events --- Factory : --- Factory : Thank you for using TMVA! --- Factory : For citation information, please visit: http://tmva.sf.net/citeTMVA.html 2016-02-04 01:12:37 | ... Complete :) 2016-02-04 01:12:37 | Finished... 2016-02-04 01:12:49 | Cache directory = '/var/work/jonesc/ANNPID-DataCache' Warning in : class pair found in libEventPackerDict.so is already in libPhysEventDict.so 2016-02-04 01:13:02 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.001/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Long/GlobalPID_Electron_Long_ANN.txt 2016-02-04 01:13:02 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.001/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Long/train-config.txt 2016-02-04 01:13:02 | Particle type = Electron 2016-02-04 01:13:02 | Background types = All 2016-02-04 01:13:02 | Training Mix = NaturalMix 2016-02-04 01:13:02 | Track type = Long 2016-02-04 01:13:02 | Track PresSel = NoTrackPreSelection.txt 2016-02-04 01:13:02 | Network type = TMVA 2016-02-04 01:13:02 | Ghost treatment = Ghosts Ghosts 2016-02-04 01:13:02 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2016-02-04 01:13:02 | Reweighting = NoReweight 2016-02-04 01:13:02 | Output file = GlobalPID_Electron_Long_TMVA.weights.xml 2016-02-04 01:13:02 | Skipping input #TrackCloneDist 2016-02-04 01:13:02 | Skipping input #RichAboveElThres 2016-02-04 01:13:02 | Skipping input #RichAbovePiThres 2016-02-04 01:13:02 | Skipping input #RichAbovePrThres 2016-02-04 01:13:02 | Creating selection from 'NoTrackPreSelection.txt' 2016-02-04 01:13:02 | -> # very very loose. Essentially no cuts 2016-02-04 01:13:02 | -> TrackP > 0 2016-02-04 01:13:02 | -> TrackPt > 0 2016-02-04 01:13:02 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-04 01:13:02 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-04 01:13:02 | Training sample size = 1800000 2016-02-04 01:13:02 | Evaluation sample size = 10000000 2016-02-04 01:13:02 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.001/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Electron/Long/MVA.txt 2016-02-04 01:13:02 | -> NBTASK = CLA 2016-02-04 01:13:02 | -> NBMOM = 0.0 2016-02-04 01:13:02 | -> NBREG = ALL 2016-02-04 01:13:02 | -> TMVAVALIDATIONFRAC = 0.3 2016-02-04 01:13:02 | -> TMVATESTFRAC = 0.3 2016-02-04 01:13:02 | -> HiddenLayerScaleFactor = 1.3 2016-02-04 01:13:02 | -> GhostAcceptFraction = 0.001 2016-02-04 01:13:02 | -> ReuseTrainingFiles = 0 2016-02-04 01:13:02 | -> TrainingYear = MC2015Sim09Dev03 2016-02-04 01:13:02 | -> TMVAMETHOD = MLP 2016-02-04 01:13:02 | -> TMVAUSEREGULATOR = false 2016-02-04 01:13:02 | -> TMVAMLPNCYCLES = 750 2016-02-04 01:13:02 | -> TMVAVARTRANSFORM = Norm 2016-02-04 01:13:02 | -> TMVAMLPNEURONTYPE = tanh 2016-02-04 01:13:02 | -> TMVAMLPMETHOD = BP 2016-02-04 01:13:02 | -> TMVAMLPESTIMATORTYPE = CE 2016-02-04 01:13:02 | -> TMVAMLPCONVIMPROVE = 1e-16 2016-02-04 01:13:02 | -> TMVAMLPCONVTEST = 15 2016-02-04 01:13:02 | -> TMVABDTBOOSTTYPE = AdaBoost 2016-02-04 01:13:02 | -> TMVABDTNTREES = 800 2016-02-04 01:13:02 | -> TMVABDTPRUNEMETHOD = CostComplexity 2016-02-04 01:13:02 | -> TMVABDTMAXTREEDEPTH = 3 2016-02-04 01:13:02 | Reading Parameters file = Eval.txt 2016-02-04 01:13:02 | -> EVALMODE = EvalWithPreSel 2016-02-04 01:13:02 | -> EVALDATA = Mixture 2016-02-04 01:13:02 | -> EVALYEAR = MC2015Sim09Dev03 2016-02-04 01:13:02 | Node layer two scale = 1.3 2016-02-04 01:13:02 | Input layer has 33 nodes, hidden layer has 41 nodes 2016-02-04 01:13:02 | Ghost Accept Fraction = 0.001 2016-02-04 01:13:02 | Training data year = MC2015Sim09Dev03 2016-02-04 01:13:02 | Evaluation data year = MC2015Sim09Dev03 2016-02-04 01:13:02 | Input Data file = TrainingFiles-Mixture.txt 2016-02-04 01:13:02 | Using 552 data files 2016-02-04 01:13:02 | Training Datafile Selection hash = 1561230010602986647 2016-02-04 01:13:02 | Using training file (1/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.1.root.1561230010602986647 Tuple=ANNPID/DecayTree 2016-02-04 01:13:03 | -> Pre-selected 385661 entries from 446115 ( 86.4488 % ) 2016-02-04 01:13:16 | -> Selected 385661 entries ( 86.4488 % ). Overall 385617 ( 21.4232 % ) of required 1800000 entries. 2016-02-04 01:13:16 | Using training file (2/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.2.root.1561230010602986647 Tuple=ANNPID/DecayTree 2016-02-04 01:13:16 | -> Pre-selected 425505 entries from 495745 ( 85.8314 % ) 2016-02-04 01:13:29 | -> Selected 425505 entries ( 85.8314 % ). Overall 811061 ( 45.0589 % ) of required 1800000 entries. 2016-02-04 01:13:29 | Using training file (3/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.3.root.1561230010602986647 Tuple=ANNPID/DecayTree 2016-02-04 01:13:33 | -> Pre-selected 2032204 entries from 2391213 ( 84.9863 % ) 2016-02-04 01:14:06 | -> Selected 989113 entries ( 41.3645 % ). Overall 1800000 ( 100 % ) of required 1800000 entries. 2016-02-04 01:14:06 | Considered 1800279 tracks for input to MVA training 2016-02-04 01:14:06 | Sel. Eff. = 100% 2016-02-04 01:14:06 | Selected 1800279/0 tracks for input to MVA training/testing 2016-02-04 01:14:06 | Ghost percentage = 0.0155% 2016-02-04 01:14:06 | Electron percentage = 0.636056% 2016-02-04 01:14:06 | Muon percentage = 2.14694% 2016-02-04 01:14:06 | Pion percentage = 76.35% 2016-02-04 01:14:06 | Kaon percentage = 12.7809% 2016-02-04 01:14:06 | Unknown Particle type 411 2016-02-04 01:14:06 | percentage = 5.55556e-05% 2016-02-04 01:14:06 | Unknown Particle type 521 2016-02-04 01:14:06 | percentage = 0.000277778% 2016-02-04 01:14:06 | Proton percentage = 8.03317% 2016-02-04 01:14:06 | Unknown Particle type 3112 2016-02-04 01:14:06 | percentage = 0.0123333% 2016-02-04 01:14:06 | Unknown Particle type 3222 2016-02-04 01:14:06 | percentage = 0.0348889% 2016-02-04 01:14:06 | Unknown Particle type 3312 2016-02-04 01:14:06 | percentage = 0.005% 2016-02-04 01:14:06 | Unknown Particle type 3334 2016-02-04 01:14:06 | percentage = 0.000388889% 2016-02-04 01:14:06 | Created Plots directory Long-Electron-evaluation.root:/TrainMixture/EvalMC2015Sim09Dev03Mixture/EvalWithPreSel 2016-02-04 01:14:06 | Making plots for input BremPIDe 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.0100 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.0250 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.0500 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.0750 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.1000 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.1250 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.1500 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.1750 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.2000 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.3000 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.3500 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.4000 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.4500 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.5000 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.6000 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.7000 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.8000 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.9000 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.9500 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.9750 2016-02-04 01:14:06 | Creating ROOT directory MVAcut0.9900 2016-02-04 01:14:06 | Creating ROOT directory DLLcut-8.0000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut-7.0000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut-6.0000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut-5.5000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut-5.0000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut-4.5000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut-4.0000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut-3.5000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut-3.0000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut-2.5000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut-2.0000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut-1.5000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut-1.0000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut-0.5000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut0.0000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut0.5000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut1.0000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut1.5000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut2.0000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut2.5000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut3.0000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut3.5000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut4.0000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut4.5000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut5.0000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut5.5000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut6.0000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut7.0000 2016-02-04 01:14:06 | Creating ROOT directory DLLcut8.0000 2016-02-04 01:14:06 | Making plots for input EcalPIDe 2016-02-04 01:14:06 | Making plots for input EcalPIDmu 2016-02-04 01:14:06 | Making plots for input HcalPIDe 2016-02-04 01:14:06 | Making plots for input HcalPIDmu 2016-02-04 01:14:06 | Making plots for input InAccBrem 2016-02-04 01:14:06 | Making plots for input InAccMuon 2016-02-04 01:14:06 | Making plots for input MuonBkgLL 2016-02-04 01:14:06 | Making plots for input MuonIsLooseMuon 2016-02-04 01:14:06 | Making plots for input MuonIsMuon 2016-02-04 01:14:06 | Making plots for input MuonMuLL 2016-02-04 01:14:06 | Making plots for input MuonNShared 2016-02-04 01:14:06 | Making plots for input PrsPIDe 2016-02-04 01:14:06 | Making plots for input RichAboveKaThres 2016-02-04 01:14:06 | Making plots for input RichAboveMuThres 2016-02-04 01:14:06 | Making plots for input RichDLLbt 2016-02-04 01:14:06 | Making plots for input RichDLLe 2016-02-04 01:14:06 | Making plots for input RichDLLk 2016-02-04 01:14:06 | Making plots for input RichDLLmu 2016-02-04 01:14:06 | Making plots for input RichDLLp 2016-02-04 01:14:06 | Making plots for input RichUsedR1Gas 2016-02-04 01:14:06 | Making plots for input RichUsedR2Gas 2016-02-04 01:14:06 | Making plots for input TrackChi2PerDof 2016-02-04 01:14:06 | Making plots for input TrackFitMatchChi2 2016-02-04 01:14:06 | Making plots for input TrackFitTChi2 2016-02-04 01:14:06 | Making plots for input TrackFitTNDoF 2016-02-04 01:14:06 | Making plots for input TrackFitVeloChi2 2016-02-04 01:14:06 | Making plots for input TrackFitVeloNDoF 2016-02-04 01:14:06 | Making plots for input TrackGhostProbability 2016-02-04 01:14:06 | Making plots for input TrackLikelihood 2016-02-04 01:14:06 | Making plots for input TrackNumDof 2016-02-04 01:14:06 | Making plots for input TrackP 2016-02-04 01:14:06 | Making plots for input TrackPt --- 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: 4.2.0 --- Electron_Long_TMVA : MVA method was trained with ROOT Version: 6.02/01 --- 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" 2016-02-04 01:14:06 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-04 01:14:06 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-04 01:14:06 | Evaluation mode 'EvalWithPreSel' 2016-02-04 01:14:06 | Will apply all track pre-selections during evaluation 2016-02-04 01:14:06 | Evaluation Datafile Selection hash = 1561230010602986647 2016-02-04 01:14:06 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.4.root. File size 544.679MB, free cache space 841.205GB. 2016-02-04 01:14:06 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.4.root.1561230010602986647. Size = 333.655MB. 2016-02-04 01:14:39 | Using evaluation file (4/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.4.root.1561230010602986647 Tuple=ANNPID/DecayTree 2016-02-04 01:14:42 | -> Pre-selected 2393207 entries from 2393207 ( 100 % ) 2016-02-04 01:29:37 | -> Selected 2393207 entries ( 100 % ). Overall 2393207 ( 23.9321 % ) of required 10000000 entries. 2016-02-04 01:29:37 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.5.root. File size 546.028MB, free cache space 840.871GB. 2016-02-04 01:29:37 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.5.root.1561230010602986647. Size = 332.665MB. 2016-02-04 01:30:06 | Using evaluation file (5/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.5.root.1561230010602986647 Tuple=ANNPID/DecayTree 2016-02-04 01:30:09 | -> Pre-selected 2390435 entries from 2390435 ( 100 % ) 2016-02-04 01:44:49 | -> Selected 2390435 entries ( 100 % ). Overall 4783642 ( 47.8364 % ) of required 10000000 entries. 2016-02-04 01:44:49 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.6.root. File size 546.787MB, free cache space 840.539GB. 2016-02-04 01:44:49 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.6.root.1561230010602986647. Size = 335.209MB. 2016-02-04 01:45:20 | Using evaluation file (6/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.6.root.1561230010602986647 Tuple=ANNPID/DecayTree 2016-02-04 01:45:23 | -> Pre-selected 2405673 entries from 2405673 ( 100 % ) 2016-02-04 02:00:33 | -> Selected 2405673 entries ( 100 % ). Overall 7189315 ( 71.8932 % ) of required 10000000 entries. 2016-02-04 02:00:33 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.7.root. File size 549.796MB, free cache space 840.203GB. 2016-02-04 02:00:33 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.7.root.1561230010602986647. Size = 333.792MB. 2016-02-04 02:01:04 | Using evaluation file (7/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.7.root.1561230010602986647 Tuple=ANNPID/DecayTree 2016-02-04 02:01:07 | -> Pre-selected 2404080 entries from 2404080 ( 100 % ) 2016-02-04 02:15:50 | -> Selected 2404080 entries ( 100 % ). Overall 9593395 ( 95.9339 % ) of required 10000000 entries. 2016-02-04 02:15:50 | Creating cache file for /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.8.root. File size 550.324MB, free cache space 839.869GB. 2016-02-04 02:15:50 | -> Cloning global cache file /r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.8.root.1561230010602986647. Size = 335.824MB. 2016-02-04 02:16:23 | Using evaluation file (8/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.8.root.1561230010602986647 Tuple=ANNPID/DecayTree 2016-02-04 02:16:26 | -> Pre-selected 2410638 entries from 2410638 ( 100 % ) 2016-02-04 02:18:59 | -> Selected 406605 entries ( 16.8671 % ). Overall 10000000 ( 100 % ) of required 10000000 entries. 2016-02-04 02:18:59 | Considered 10000000 tracks for input to MVA evaluation 2016-02-04 02:18:59 | Sel. Eff. = 100% 2016-02-04 02:18:59 | Selected 10000000 tracks for input to MVA evaluation 2016-02-04 02:18:59 | Ghost percentage = 14.2833% 2016-02-04 02:18:59 | Electron percentage = 0.53566% 2016-02-04 02:18:59 | Muon percentage = 4.19485% 2016-02-04 02:18:59 | Unknown Particle type 15 2016-02-04 02:18:59 | percentage = 1e-05% 2016-02-04 02:18:59 | Pion percentage = 63.8391% 2016-02-04 02:18:59 | Kaon percentage = 10.5062% 2016-02-04 02:18:59 | Unknown Particle type 411 2016-02-04 02:18:59 | percentage = 0.00014% 2016-02-04 02:18:59 | Unknown Particle type 521 2016-02-04 02:18:59 | percentage = 4e-05% 2016-02-04 02:18:59 | Proton percentage = 6.59714% 2016-02-04 02:18:59 | Unknown Particle type 3112 2016-02-04 02:18:59 | percentage = 0.00963% 2016-02-04 02:18:59 | Unknown Particle type 3222 2016-02-04 02:18:59 | percentage = 0.02934% 2016-02-04 02:18:59 | Unknown Particle type 3312 2016-02-04 02:18:59 | percentage = 0.00441% 2016-02-04 02:18:59 | Unknown Particle type 3334 2016-02-04 02:18:59 | percentage = 0.00022% 2016-02-04 02:18:59 | Unknown Particle type 4232 2016-02-04 02:18:59 | percentage = 1e-05% 2016-02-04 02:18:59 | Making Input Variable plots 2016-02-04 02:19:13 | Making MVA V Input Variable plots 2016-02-04 02:19:19 | Making DLL V Input Variable plots 2016-02-04 02:19:24 | Making purity plots 2016-02-04 02:19:24 | Making MVA Output plots 2016-02-04 02:19:25 | Making DLL Output plots 2016-02-04 02:19:25 | Making MVA DLL Correlation plots 2016-02-04 02:19:25 | Making MVA V P eff plots 2016-02-04 02:19:32 | Making DLL V P eff plots 2016-02-04 02:19:44 | Making MVA eff. V DLL cut plots 2016-02-04 02:19:51 | Making DLL eff. V MVA cut plots 2016-02-04 02:19:55 | Making final performance plots ... 2016-02-04 02:19:56 | Creating Eff V Purity text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongElectronEffVPurity-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.001-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-04 02:19:56 | Creating Eff V OverallMisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongElectronEffVOverallMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.001-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-04 02:19:56 | Creating Eff V Ghost MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongElectronEffVGhostMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.001-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-04 02:19:56 | Creating Eff V Kaon MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongElectronEffVKaonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.001-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-04 02:19:57 | Creating Eff V Muon MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongElectronEffVMuonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.001-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-04 02:19:57 | Creating Eff V Pion MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongElectronEffVPionMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.001-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-04 02:19:57 | Creating Eff V Proton MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongElectronEffVProtonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.001-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-04 02:19:57 | Closing Long-Electron-evaluation.root 2016-02-04 02:20:51 | Finished... removed `train-config.txt' removed `MVA.txt' removed `ProtoPIDTeacher.exe' removed `EVALUATION-RUNNING' removed `MC2015Sim09Dev03-EvalFiles-Mixture.txt' removed `TrainingFiles-Mixture.txt' Scientific Linux CERN SLC release 6.7 (Carbon) Thu Feb 4 02:20:55 GMT 2016