Sun Feb 7 08:59:16 GMT 2016 Linux cl017 2.6.32-573.8.1.el6.x86_64 #1 SMP Wed Nov 11 15:27:45 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/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Downstream Will use ionice `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/networks/TMVA-Run2-NoTkLikCDVelodEdx/GlobalPID_Ghost_Downstream_ANN.txt' -> `./GlobalPID_Ghost_Downstream_ANN.txt' 2016-02-07 08:59:20 | Cache directory = '/lwork/jonesc/ANNPID-DataCache' Warning in : class pair found in libEventPackerDict.so is already in libPhysEventDict.so 2016-02-07 08:59:22 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Downstream/GlobalPID_Ghost_Downstream_ANN.txt 2016-02-07 08:59:22 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Downstream/train-config.txt 2016-02-07 08:59:22 | Particle type = Ghost 2016-02-07 08:59:22 | Background types = All 2016-02-07 08:59:22 | Training Mix = NaturalMix 2016-02-07 08:59:22 | Track type = Downstream 2016-02-07 08:59:22 | Track PresSel = NoTrackPreSelection.txt 2016-02-07 08:59:22 | Network type = TMVA 2016-02-07 08:59:22 | Ghost treatment = Ghosts Ghosts 2016-02-07 08:59:22 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2016-02-07 08:59:22 | Reweighting = NoReweight 2016-02-07 08:59:22 | Output file = GlobalPID_Ghost_Downstream_TMVA.weights.xml 2016-02-07 08:59:22 | Skipping input #TrackCloneDist 2016-02-07 08:59:22 | Skipping input #RichAboveElThres 2016-02-07 08:59:22 | Skipping input #RichAboveMuThres 2016-02-07 08:59:22 | Creating selection from 'NoTrackPreSelection.txt' 2016-02-07 08:59:22 | -> # very very loose. Essentially no cuts 2016-02-07 08:59:22 | -> TrackP > 0 2016-02-07 08:59:22 | -> TrackPt > 0 2016-02-07 08:59:22 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-07 08:59:22 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-07 08:59:22 | Training sample size = 1800000 2016-02-07 08:59:22 | Evaluation sample size = 10000000 2016-02-07 08:59:22 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Downstream/MVA.txt 2016-02-07 08:59:22 | -> NBTASK = CLA 2016-02-07 08:59:22 | -> NBMOM = 0.0 2016-02-07 08:59:22 | -> NBREG = ALL 2016-02-07 08:59:22 | -> TMVAVALIDATIONFRAC = 0.3 2016-02-07 08:59:22 | -> TMVATESTFRAC = 0.3 2016-02-07 08:59:22 | -> HiddenLayerScaleFactor = 1.4 2016-02-07 08:59:22 | -> GhostAcceptFraction = 1.0 2016-02-07 08:59:22 | -> KaonAcceptFraction = 1.0 2016-02-07 08:59:22 | -> ProtonAcceptFraction = 1.0 2016-02-07 08:59:22 | -> ReuseTrainingFiles = 0 2016-02-07 08:59:22 | -> TrainingYear = MC2015Sim09Dev03 2016-02-07 08:59:22 | -> TMVAMETHOD = MLP 2016-02-07 08:59:22 | -> TMVAUSEREGULATOR = false 2016-02-07 08:59:22 | -> TMVAMLPNCYCLES = 750 2016-02-07 08:59:22 | -> TMVAVARTRANSFORM = Norm 2016-02-07 08:59:22 | -> TMVAMLPNEURONTYPE = tanh 2016-02-07 08:59:22 | -> TMVAMLPMETHOD = BP 2016-02-07 08:59:22 | -> TMVAMLPESTIMATORTYPE = CE 2016-02-07 08:59:22 | -> TMVAMLPCONVIMPROVE = 1e-16 2016-02-07 08:59:22 | -> TMVAMLPCONVTEST = 15 2016-02-07 08:59:22 | -> TMVABDTBOOSTTYPE = AdaBoost 2016-02-07 08:59:22 | -> TMVABDTNTREES = 800 2016-02-07 08:59:22 | -> TMVABDTPRUNEMETHOD = CostComplexity 2016-02-07 08:59:22 | -> TMVABDTMAXTREEDEPTH = 3 2016-02-07 08:59:22 | Node layer two scale = 1.4 2016-02-07 08:59:22 | Input layer has 31 nodes, hidden layer has 42 nodes 2016-02-07 08:59:22 | Ghost Accept Fraction = 1 2016-02-07 08:59:22 | Proton Accept Fraction = 1 2016-02-07 08:59:22 | Kaon Accept Fraction = 1 2016-02-07 08:59:22 | Training data year = MC2015Sim09Dev03 2016-02-07 08:59:22 | Evaluation data year = MC12 2016-02-07 08:59:22 | TMVA Output ROOT file Downstream-Ghost-TMVA.root 2016-02-07 08:59:22 | 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 : 2016-02-07 08:59:22 | Input TrackP Type F 2016-02-07 08:59:22 | Input TrackPt Type F 2016-02-07 08:59:22 | Input TrackChi2PerDof Type F 2016-02-07 08:59:22 | Input TrackNumDof Type I 2016-02-07 08:59:22 | Input TrackGhostProbability Type F 2016-02-07 08:59:22 | Input TrackFitTChi2 Type F 2016-02-07 08:59:22 | Input TrackFitTNDoF Type I 2016-02-07 08:59:22 | Input RichUsedR1Gas Type I 2016-02-07 08:59:22 | Input RichUsedR2Gas Type I 2016-02-07 08:59:22 | Input RichAbovePiThres Type I 2016-02-07 08:59:22 | Input RichAboveKaThres Type I 2016-02-07 08:59:22 | Input RichAbovePrThres Type I 2016-02-07 08:59:22 | Input RichDLLe Type F 2016-02-07 08:59:22 | Input RichDLLmu Type F 2016-02-07 08:59:22 | Input RichDLLk Type F 2016-02-07 08:59:22 | Input RichDLLp Type F 2016-02-07 08:59:22 | Input RichDLLbt Type F 2016-02-07 08:59:22 | Input InAccMuon Type I 2016-02-07 08:59:22 | Input MuonBkgLL Type F 2016-02-07 08:59:22 | Input MuonMuLL Type F 2016-02-07 08:59:22 | Input MuonIsMuon Type I 2016-02-07 08:59:22 | Input MuonNShared Type I 2016-02-07 08:59:22 | Input MuonIsLooseMuon Type I 2016-02-07 08:59:22 | Input InAccEcal Type I 2016-02-07 08:59:22 | Input EcalPIDe Type F 2016-02-07 08:59:22 | Input EcalPIDmu Type F 2016-02-07 08:59:22 | Input InAccHcal Type I 2016-02-07 08:59:22 | Input HcalPIDe Type F 2016-02-07 08:59:22 | Input HcalPIDmu Type F 2016-02-07 08:59:22 | Input PrsPIDe Type F 2016-02-07 08:59:22 | Input Data file = TrainingFiles-Mixture.txt 2016-02-07 08:59:22 | Using 552 data files 2016-02-07 08:59:22 | Training Datafile Selection hash = 9379173056323707944 2016-02-07 08:59:22 | Using training file (1/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.1.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 08:59:22 | -> Pre-selected 128149 entries from 128149 ( 100 % ) --- DataSetInfo : Added class "Background" with internal class number 0 --- DataSetInfo : Added class "Signal" with internal class number 1 2016-02-07 08:59:27 | -> Selected 128149 entries ( 100 % ). Overall 36657 ( 2.0365 % ) of required 1800000 entries. 2016-02-07 08:59:27 | Using training file (2/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.2.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 08:59:27 | -> Pre-selected 146132 entries from 146132 ( 100 % ) 2016-02-07 08:59:32 | -> Selected 146132 entries ( 100 % ). Overall 77995 ( 4.33306 % ) of required 1800000 entries. 2016-02-07 08:59:32 | Using training file (3/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.3.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 08:59:33 | -> Pre-selected 736500 entries from 736500 ( 100 % ) 2016-02-07 08:59:58 | -> Selected 736500 entries ( 100 % ). Overall 284883 ( 15.8268 % ) of required 1800000 entries. 2016-02-07 08:59:58 | Using training file (4/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.4.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 08:59:59 | -> Pre-selected 707124 entries from 707124 ( 100 % ) 2016-02-07 09:00:23 | -> Selected 707124 entries ( 100 % ). Overall 485336 ( 26.9631 % ) of required 1800000 entries. 2016-02-07 09:00:23 | Using training file (5/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.5.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 09:00:24 | -> Pre-selected 688835 entries from 688835 ( 100 % ) 2016-02-07 09:00:48 | -> Selected 688835 entries ( 100 % ). Overall 679355 ( 37.7419 % ) of required 1800000 entries. 2016-02-07 09:00:48 | Using training file (6/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.6.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 09:00:49 | -> Pre-selected 695661 entries from 695661 ( 100 % ) 2016-02-07 09:01:13 | -> Selected 695661 entries ( 100 % ). Overall 872165 ( 48.4536 % ) of required 1800000 entries. 2016-02-07 09:01:13 | Using training file (7/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.7.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 09:01:14 | -> Pre-selected 715607 entries from 715607 ( 100 % ) 2016-02-07 09:01:39 | -> Selected 715607 entries ( 100 % ). Overall 1065952 ( 59.2196 % ) of required 1800000 entries. 2016-02-07 09:01:39 | Using training file (8/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.8.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 09:01:40 | -> Pre-selected 723538 entries from 723538 ( 100 % ) 2016-02-07 09:02:06 | -> Selected 723538 entries ( 100 % ). Overall 1273999 ( 70.7777 % ) of required 1800000 entries. 2016-02-07 09:02:06 | Using training file (9/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.9.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 09:02:07 | -> Pre-selected 729342 entries from 729342 ( 100 % ) 2016-02-07 09:02:32 | -> Selected 729342 entries ( 100 % ). Overall 1478623 ( 82.1457 % ) of required 1800000 entries. 2016-02-07 09:02:32 | Using training file (10/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.10.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 09:02:33 | -> Pre-selected 696897 entries from 696897 ( 100 % ) 2016-02-07 09:02:58 | -> Selected 696897 entries ( 100 % ). Overall 1669760 ( 92.7644 % ) of required 1800000 entries. 2016-02-07 09:02:58 | Using training file (11/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.11.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-07 09:02:59 | -> Pre-selected 703853 entries from 703853 ( 100 % ) 2016-02-07 09:03:19 | -> Selected 478148 entries ( 67.9329 % ). Overall 1800000 ( 100 % ) of required 1800000 entries. 2016-02-07 09:03:19 | Considered 6445933 tracks for input to MVA training 2016-02-07 09:03:19 | Sel. Eff. = 100% 2016-02-07 09:03:19 | Selected 5673276/772657 tracks for input to MVA training/testing 2016-02-07 09:03:19 | Ghost percentage = 150.714% 2016-02-07 09:03:19 | Electron percentage = 0.499833% 2016-02-07 09:03:19 | Muon percentage = 5.0115% 2016-02-07 09:03:19 | Pion percentage = 72.9252% 2016-02-07 09:03:19 | Kaon percentage = 7.06394% 2016-02-07 09:03:19 | Proton percentage = 14.4541% 2016-02-07 09:03:19 | Unknown Particle type 3112 2016-02-07 09:03:19 | percentage = 0.0175% 2016-02-07 09:03:19 | Unknown Particle type 3222 2016-02-07 09:03:19 | percentage = 0.0217778% 2016-02-07 09:03:19 | Unknown Particle type 3312 2016-02-07 09:03:19 | percentage = 0.00594444% 2016-02-07 09:03:19 | Unknown Particle type 3334 2016-02-07 09:03:19 | percentage = 0.000222222% --- Factory : Add Tree TrainAssignTree_Background of type Background with 1800000 events --- Factory : Add Tree TestAssignTree_Background of type Background with 772657 events --- Factory : Add Tree TrainAssignTree_Signal of type Signal with 2712856 events --- Factory : Add Tree TestAssignTree_Signal of type Signal with 1160420 events --- DataSetInfo : Class index : 0 name : Background --- DataSetInfo : Class index : 1 name : Signal 2016-02-07 09:03:19 | TMVA MLP 'H:V:EpochMonitoring:HiddenLayers=42:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE' --- Factory : Booking method: Ghost_Downstream_TMVA --- Configurable : Parsing option string: --- Configurable : ... "H:V:EpochMonitoring:HiddenLayers=42: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] --- Ghost_Downstream_TMVA : Parsing option string: --- Ghost_Downstream_TMVA : ... "H:V:EpochMonitoring:HiddenLayers=42:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE" --- Ghost_Downstream_TMVA : The following options are set: --- Ghost_Downstream_TMVA : - By User: --- Ghost_Downstream_TMVA : NCycles: "750" [Number of training cycles] --- Ghost_Downstream_TMVA : HiddenLayers: "42" [Specification of hidden layer architecture] --- Ghost_Downstream_TMVA : NeuronType: "tanh" [Neuron activation function type] --- Ghost_Downstream_TMVA : EstimatorType: "CE" [MSE (Mean Square Estimator) for Gaussian Likelihood or CE(Cross-Entropy) for Bernoulli Likelihood] --- Ghost_Downstream_TMVA : V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)] --- Ghost_Downstream_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)"] --- Ghost_Downstream_TMVA : H: "True" [Print method-specific help message] --- Ghost_Downstream_TMVA : TrainingMethod: "BP" [Train with Back-Propagation (BP), BFGS Algorithm (BFGS), or Genetic Algorithm (GA - slower and worse)] --- Ghost_Downstream_TMVA : EpochMonitoring: "True" [Provide epoch-wise monitoring plots according to TestRate (caution: causes big ROOT output file!)] --- Ghost_Downstream_TMVA : ConvergenceImprove: "1.000000e-16" [Minimum improvement which counts as improvement (<0 means automatic convergence check is turned off)] --- Ghost_Downstream_TMVA : ConvergenceTests: "15" [Number of steps (without improvement) required for convergence (<0 means automatic convergence check is turned off)] --- Ghost_Downstream_TMVA : UseRegulator: "False" [Use regulator to avoid over-training] --- Ghost_Downstream_TMVA : - Default: --- Ghost_Downstream_TMVA : RandomSeed: "1" [Random seed for initial synapse weights (0 means unique seed for each run; default value '1')] --- Ghost_Downstream_TMVA : NeuronInputType: "sum" [Neuron input function type] --- Ghost_Downstream_TMVA : VerbosityLevel: "Default" [Verbosity level] --- Ghost_Downstream_TMVA : CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)] --- Ghost_Downstream_TMVA : IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)] --- Ghost_Downstream_TMVA : LearningRate: "2.000000e-02" [ANN learning rate parameter] --- Ghost_Downstream_TMVA : DecayRate: "1.000000e-02" [Decay rate for learning parameter] --- Ghost_Downstream_TMVA : TestRate: "10" [Test for overtraining performed at each #th epochs] --- Ghost_Downstream_TMVA : Sampling: "1.000000e+00" [Only 'Sampling' (randomly selected) events are trained each epoch] --- Ghost_Downstream_TMVA : SamplingEpoch: "1.000000e+00" [Sampling is used for the first 'SamplingEpoch' epochs, afterwards, all events are taken for training] --- Ghost_Downstream_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.] --- Ghost_Downstream_TMVA : SamplingTraining: "True" [The training sample is sampled] --- Ghost_Downstream_TMVA : SamplingTesting: "False" [The testing sample is sampled] --- Ghost_Downstream_TMVA : ResetStep: "50" [How often BFGS should reset history] --- Ghost_Downstream_TMVA : Tau: "3.000000e+00" [LineSearch "size step"] --- Ghost_Downstream_TMVA : BPMode: "sequential" [Back-propagation learning mode: sequential or batch] --- Ghost_Downstream_TMVA : BatchSize: "-1" [Batch size: number of events/batch, only set if in Batch Mode, -1 for BatchSize=number_of_events] --- Ghost_Downstream_TMVA : UpdateLimit: "10000" [Maximum times of regulator update] --- Ghost_Downstream_TMVA : CalculateErrors: "False" [Calculates inverse Hessian matrix at the end of the training to be able to calculate the uncertainties of an MVA value] --- Ghost_Downstream_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] --- Ghost_Downstream_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 'TrackFitTChi2' (index=5). <---> Output : variable 'TrackFitTChi2' (index=5). --- Norm : Input : variable 'TrackFitTNDoF' (index=6). <---> Output : variable 'TrackFitTNDoF' (index=6). --- Norm : Input : variable 'RichUsedR1Gas' (index=7). <---> Output : variable 'RichUsedR1Gas' (index=7). --- Norm : Input : variable 'RichUsedR2Gas' (index=8). <---> Output : variable 'RichUsedR2Gas' (index=8). --- Norm : Input : variable 'RichAbovePiThres' (index=9). <---> Output : variable 'RichAbovePiThres' (index=9). --- Norm : Input : variable 'RichAboveKaThres' (index=10). <---> Output : variable 'RichAboveKaThres' (index=10). --- Norm : Input : variable 'RichAbovePrThres' (index=11). <---> Output : variable 'RichAbovePrThres' (index=11). --- Norm : Input : variable 'RichDLLe' (index=12). <---> Output : variable 'RichDLLe' (index=12). --- Norm : Input : variable 'RichDLLmu' (index=13). <---> Output : variable 'RichDLLmu' (index=13). --- Norm : Input : variable 'RichDLLk' (index=14). <---> Output : variable 'RichDLLk' (index=14). --- Norm : Input : variable 'RichDLLp' (index=15). <---> Output : variable 'RichDLLp' (index=15). --- Norm : Input : variable 'RichDLLbt' (index=16). <---> Output : variable 'RichDLLbt' (index=16). --- Norm : Input : variable 'InAccMuon' (index=17). <---> Output : variable 'InAccMuon' (index=17). --- Norm : Input : variable 'MuonBkgLL' (index=18). <---> Output : variable 'MuonBkgLL' (index=18). --- Norm : Input : variable 'MuonMuLL' (index=19). <---> Output : variable 'MuonMuLL' (index=19). --- Norm : Input : variable 'MuonIsMuon' (index=20). <---> Output : variable 'MuonIsMuon' (index=20). --- Norm : Input : variable 'MuonNShared' (index=21). <---> Output : variable 'MuonNShared' (index=21). --- Norm : Input : variable 'MuonIsLooseMuon' (index=22). <---> Output : variable 'MuonIsLooseMuon' (index=22). --- Norm : Input : variable 'InAccEcal' (index=23). <---> Output : variable 'InAccEcal' (index=23). --- Norm : Input : variable 'EcalPIDe' (index=24). <---> Output : variable 'EcalPIDe' (index=24). --- Norm : Input : variable 'EcalPIDmu' (index=25). <---> Output : variable 'EcalPIDmu' (index=25). --- Norm : Input : variable 'InAccHcal' (index=26). <---> Output : variable 'InAccHcal' (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). --- Ghost_Downstream_TMVA : Building Network --- Ghost_Downstream_TMVA : Initializing weights 2016-02-07 09:03:19 | 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 : 2572657 / sum of weights: 2.57266e+06 --- DataSetFactory : Signal -- number of events : 3873276 / sum of weights: 3.87328e+06 --- DataSetFactory : Background tree -- total number of entries: 2572657 --- DataSetFactory : Signal tree -- total number of entries: 3873276 --- 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 TrackFitTChi2 TrackFitTNDoF RichUsedR1Gas RichUsedR2Gas RichAbovePiThres RichAboveKaThres RichAbovePrThres RichDLLe RichDLLmu RichDLLk RichDLLp RichDLLbt InAccMuon MuonBkgLL MuonMuLL MuonIsMuon MuonNShared MuonIsLooseMuon InAccEcal EcalPIDe EcalPIDmu InAccHcal HcalPIDe HcalPIDmu PrsPIDe --- DataSetInfo : TrackP: +1.000 +0.515 +0.047 -0.373 -0.087 -0.161 -0.374 -0.314 +0.495 +0.237 +0.593 +0.687 +0.077 +0.056 +0.043 +0.041 +0.035 +0.195 +0.033 +0.033 +0.043 -0.020 +0.033 -0.048 -0.048 -0.049 -0.025 -0.026 -0.026 +0.007 --- DataSetInfo : TrackPt: +0.515 +1.000 +0.004 -0.041 -0.169 +0.004 -0.036 +0.104 +0.211 +0.251 +0.431 +0.429 +0.125 +0.121 +0.103 +0.102 +0.102 +0.190 +0.095 +0.096 +0.127 +0.010 +0.096 +0.087 +0.087 +0.087 +0.077 +0.077 +0.077 +0.106 --- DataSetInfo : TrackChi2PerDof: +0.047 +0.004 +1.000 -0.139 +0.517 +0.566 -0.128 -0.028 +0.044 -0.000 +0.038 +0.038 +0.027 +0.026 +0.030 +0.030 +0.030 +0.031 +0.031 +0.031 +0.033 +0.020 +0.031 +0.017 +0.017 +0.017 +0.017 +0.017 +0.017 +0.025 --- DataSetInfo : TrackNumDof: -0.373 -0.041 -0.139 +1.000 -0.111 +0.464 +0.996 +0.354 -0.355 -0.179 -0.321 -0.268 -0.048 -0.037 -0.032 -0.032 -0.030 -0.153 -0.041 -0.041 -0.019 -0.023 -0.041 +0.058 +0.058 +0.058 +0.000 +0.000 +0.000 -0.004 --- DataSetInfo : TrackGhostProbability: -0.087 -0.169 +0.517 -0.111 +1.000 +0.099 -0.083 -0.090 -0.083 -0.155 -0.111 -0.079 -0.096 -0.102 -0.097 -0.097 -0.097 -0.102 +0.025 +0.025 +0.025 +0.034 +0.025 -0.051 -0.050 -0.050 -0.061 -0.061 -0.061 -0.053 --- DataSetInfo : TrackFitTChi2: -0.161 +0.004 +0.566 +0.464 +0.099 +1.000 +0.467 +0.178 -0.144 -0.078 -0.132 -0.111 -0.006 -0.001 +0.003 +0.003 +0.004 -0.029 -0.009 -0.009 -0.001 +0.002 -0.009 +0.068 +0.068 +0.069 +0.040 +0.040 +0.040 +0.040 --- DataSetInfo : TrackFitTNDoF: -0.374 -0.036 -0.128 +0.996 -0.083 +0.467 +1.000 +0.356 -0.358 -0.182 -0.323 -0.269 -0.045 -0.034 -0.029 -0.028 -0.027 -0.154 -0.040 -0.040 -0.017 -0.023 -0.040 +0.057 +0.057 +0.057 -0.001 -0.001 -0.001 -0.005 --- DataSetInfo : RichUsedR1Gas: -0.314 +0.104 -0.028 +0.354 -0.090 +0.178 +0.356 +1.000 -0.269 +0.066 -0.138 -0.117 +0.464 +0.478 +0.477 +0.477 +0.477 -0.105 +0.012 +0.012 +0.019 +0.015 +0.012 +0.061 +0.061 +0.061 +0.021 +0.021 +0.021 +0.013 --- DataSetInfo : RichUsedR2Gas: +0.495 +0.211 +0.044 -0.355 -0.083 -0.144 -0.358 -0.269 +1.000 +0.346 +0.661 +0.413 +0.147 +0.131 +0.107 +0.108 +0.106 +0.349 +0.040 +0.040 +0.024 -0.000 +0.040 +0.166 +0.166 +0.166 +0.230 +0.230 +0.230 +0.188 --- DataSetInfo : RichAbovePiThres: +0.237 +0.251 -0.000 -0.179 -0.155 -0.078 -0.182 +0.066 +0.346 +1.000 +0.279 +0.157 +0.349 +0.333 +0.319 +0.320 +0.319 +0.478 +0.124 +0.124 +0.106 +0.086 +0.124 +0.323 +0.323 +0.323 +0.344 +0.344 +0.344 +0.342 --- DataSetInfo : RichAboveKaThres: +0.593 +0.431 +0.038 -0.321 -0.111 -0.132 -0.323 -0.138 +0.661 +0.279 +1.000 +0.562 +0.137 +0.113 +0.084 +0.086 +0.084 +0.248 -0.004 -0.004 +0.003 -0.049 -0.004 +0.055 +0.055 +0.055 +0.093 +0.093 +0.093 +0.091 --- DataSetInfo : RichAbovePrThres: +0.687 +0.429 +0.038 -0.268 -0.079 -0.111 -0.269 -0.117 +0.413 +0.157 +0.562 +1.000 +0.085 +0.065 +0.051 +0.051 +0.047 +0.122 +0.007 +0.007 +0.020 -0.031 +0.007 -0.054 -0.054 -0.054 -0.053 -0.053 -0.053 -0.014 --- DataSetInfo : RichDLLe: +0.077 +0.125 +0.027 -0.048 -0.096 -0.006 -0.045 +0.464 +0.147 +0.349 +0.137 +0.085 +1.000 +0.996 +0.991 +0.991 +0.991 +0.026 -0.006 -0.006 +0.001 -0.013 -0.006 -0.002 -0.003 -0.002 -0.000 -0.001 -0.000 +0.006 --- DataSetInfo : RichDLLmu: +0.056 +0.121 +0.026 -0.037 -0.102 -0.001 -0.034 +0.478 +0.131 +0.333 +0.113 +0.065 +0.996 +1.000 +0.992 +0.992 +0.992 +0.018 -0.006 -0.005 +0.002 -0.014 -0.005 -0.004 -0.004 -0.004 -0.004 -0.004 -0.004 +0.003 --- DataSetInfo : RichDLLk: +0.043 +0.103 +0.030 -0.032 -0.097 +0.003 -0.029 +0.477 +0.107 +0.319 +0.084 +0.051 +0.991 +0.992 +1.000 +0.999 +0.999 +0.004 -0.023 -0.023 -0.019 -0.019 -0.023 -0.012 -0.012 -0.012 -0.014 -0.014 -0.014 -0.006 --- DataSetInfo : RichDLLp: +0.041 +0.102 +0.030 -0.032 -0.097 +0.003 -0.028 +0.477 +0.108 +0.320 +0.086 +0.051 +0.991 +0.992 +0.999 +1.000 +1.000 +0.005 -0.024 -0.024 -0.019 -0.020 -0.024 -0.012 -0.012 -0.012 -0.013 -0.013 -0.013 -0.005 --- DataSetInfo : RichDLLbt: +0.035 +0.102 +0.030 -0.030 -0.097 +0.004 -0.027 +0.477 +0.106 +0.319 +0.084 +0.047 +0.991 +0.992 +0.999 +1.000 +1.000 +0.005 -0.023 -0.023 -0.018 -0.019 -0.023 -0.011 -0.011 -0.011 -0.012 -0.012 -0.012 -0.005 --- DataSetInfo : InAccMuon: +0.195 +0.190 +0.031 -0.153 -0.102 -0.029 -0.154 -0.105 +0.349 +0.478 +0.248 +0.122 +0.026 +0.018 +0.004 +0.005 +0.005 +1.000 +0.168 +0.168 +0.142 +0.120 +0.168 +0.717 +0.717 +0.717 +0.815 +0.815 +0.815 +0.705 --- DataSetInfo : MuonBkgLL: +0.033 +0.095 +0.031 -0.041 +0.025 -0.009 -0.040 +0.012 +0.040 +0.124 -0.004 +0.007 -0.006 -0.006 -0.023 -0.024 -0.023 +0.168 +1.000 +1.000 +0.844 +0.714 +1.000 +0.114 +0.114 +0.114 +0.127 +0.127 +0.128 +0.115 --- DataSetInfo : MuonMuLL: +0.033 +0.096 +0.031 -0.041 +0.025 -0.009 -0.040 +0.012 +0.040 +0.124 -0.004 +0.007 -0.006 -0.005 -0.023 -0.024 -0.023 +0.168 +1.000 +1.000 +0.844 +0.714 +1.000 +0.114 +0.114 +0.114 +0.127 +0.127 +0.128 +0.115 --- DataSetInfo : MuonIsMuon: +0.043 +0.127 +0.033 -0.019 +0.025 -0.001 -0.017 +0.019 +0.024 +0.106 +0.003 +0.020 +0.001 +0.002 -0.019 -0.019 -0.018 +0.142 +0.844 +0.844 +1.000 +0.529 +0.844 +0.101 +0.101 +0.102 +0.110 +0.110 +0.111 +0.100 --- DataSetInfo : MuonNShared: -0.020 +0.010 +0.020 -0.023 +0.034 +0.002 -0.023 +0.015 -0.000 +0.086 -0.049 -0.031 -0.013 -0.014 -0.019 -0.020 -0.019 +0.120 +0.714 +0.714 +0.529 +1.000 +0.713 +0.091 +0.091 +0.091 +0.105 +0.105 +0.105 +0.087 --- DataSetInfo : MuonIsLooseMuon: +0.033 +0.096 +0.031 -0.041 +0.025 -0.009 -0.040 +0.012 +0.040 +0.124 -0.004 +0.007 -0.006 -0.005 -0.023 -0.024 -0.023 +0.168 +1.000 +1.000 +0.844 +0.713 +1.000 +0.114 +0.114 +0.114 +0.127 +0.127 +0.128 +0.115 --- DataSetInfo : InAccEcal: -0.048 +0.087 +0.017 +0.058 -0.051 +0.068 +0.057 +0.061 +0.166 +0.323 +0.055 -0.054 -0.002 -0.004 -0.012 -0.012 -0.011 +0.717 +0.114 +0.114 +0.101 +0.091 +0.114 +1.000 +1.000 +1.000 +0.792 +0.792 +0.792 +0.875 --- DataSetInfo : EcalPIDe: -0.048 +0.087 +0.017 +0.058 -0.050 +0.068 +0.057 +0.061 +0.166 +0.323 +0.055 -0.054 -0.003 -0.004 -0.012 -0.012 -0.011 +0.717 +0.114 +0.114 +0.101 +0.091 +0.114 +1.000 +1.000 +1.000 +0.792 +0.792 +0.792 +0.875 --- DataSetInfo : EcalPIDmu: -0.049 +0.087 +0.017 +0.058 -0.050 +0.069 +0.057 +0.061 +0.166 +0.323 +0.055 -0.054 -0.002 -0.004 -0.012 -0.012 -0.011 +0.717 +0.114 +0.114 +0.102 +0.091 +0.114 +1.000 +1.000 +1.000 +0.792 +0.792 +0.792 +0.875 --- DataSetInfo : InAccHcal: -0.025 +0.077 +0.017 +0.000 -0.061 +0.040 -0.001 +0.021 +0.230 +0.344 +0.093 -0.053 -0.000 -0.004 -0.014 -0.013 -0.012 +0.815 +0.127 +0.127 +0.110 +0.105 +0.127 +0.792 +0.792 +0.792 +1.000 +1.000 +1.000 +0.708 --- DataSetInfo : HcalPIDe: -0.026 +0.077 +0.017 +0.000 -0.061 +0.040 -0.001 +0.021 +0.230 +0.344 +0.093 -0.053 -0.001 -0.004 -0.014 -0.013 -0.012 +0.815 +0.127 +0.127 +0.110 +0.105 +0.127 +0.792 +0.792 +0.792 +1.000 +1.000 +1.000 +0.708 --- DataSetInfo : HcalPIDmu: -0.026 +0.077 +0.017 +0.000 -0.061 +0.040 -0.001 +0.021 +0.230 +0.344 +0.093 -0.053 -0.000 -0.004 -0.014 -0.013 -0.012 +0.815 +0.128 +0.128 +0.111 +0.105 +0.128 +0.792 +0.792 +0.792 +1.000 +1.000 +1.000 +0.708 --- DataSetInfo : PrsPIDe: +0.007 +0.106 +0.025 -0.004 -0.053 +0.040 -0.005 +0.013 +0.188 +0.342 +0.091 -0.014 +0.006 +0.003 -0.006 -0.005 -0.005 +0.705 +0.115 +0.115 +0.100 +0.087 +0.115 +0.875 +0.875 +0.875 +0.708 +0.708 +0.708 +1.000 --- DataSetInfo : ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : Correlation matrix (Signal): --- DataSetInfo : ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : TrackP TrackPt TrackChi2PerDof TrackNumDof TrackGhostProbability TrackFitTChi2 TrackFitTNDoF RichUsedR1Gas RichUsedR2Gas RichAbovePiThres RichAboveKaThres RichAbovePrThres RichDLLe RichDLLmu RichDLLk RichDLLp RichDLLbt InAccMuon MuonBkgLL MuonMuLL MuonIsMuon MuonNShared MuonIsLooseMuon InAccEcal EcalPIDe EcalPIDmu InAccHcal HcalPIDe HcalPIDmu PrsPIDe --- DataSetInfo : TrackP: +1.000 +0.713 +0.064 -0.249 -0.088 -0.075 -0.241 -0.090 +0.393 +0.216 +0.464 +0.529 +0.073 +0.070 +0.070 +0.071 +0.071 +0.169 +0.001 +0.001 -0.006 -0.011 +0.001 +0.061 +0.061 +0.061 +0.081 +0.081 +0.081 +0.071 --- DataSetInfo : TrackPt: +0.713 +1.000 +0.141 -0.117 -0.076 +0.047 -0.098 +0.065 +0.229 +0.170 +0.303 +0.354 +0.110 +0.111 +0.114 +0.115 +0.115 +0.140 +0.000 +0.000 +0.001 -0.008 +0.000 +0.085 +0.085 +0.086 +0.089 +0.089 +0.089 +0.089 --- DataSetInfo : TrackChi2PerDof: +0.064 +0.141 +1.000 -0.222 +0.431 +0.365 -0.216 +0.094 +0.134 +0.140 +0.110 +0.073 +0.120 +0.124 +0.128 +0.128 +0.128 +0.156 +0.028 +0.028 +0.019 +0.009 +0.028 +0.140 +0.139 +0.140 +0.145 +0.145 +0.145 +0.138 --- DataSetInfo : TrackNumDof: -0.249 -0.117 -0.222 +1.000 -0.110 +0.440 +0.992 +0.089 -0.410 -0.264 -0.330 -0.217 -0.094 -0.095 -0.097 -0.097 -0.098 -0.295 -0.081 -0.081 -0.048 -0.047 -0.081 -0.209 -0.209 -0.209 -0.243 -0.243 -0.243 -0.222 --- DataSetInfo : TrackGhostProbability: -0.088 -0.076 +0.431 -0.110 +1.000 +0.077 -0.079 +0.038 -0.081 -0.064 -0.086 -0.079 +0.005 +0.008 +0.009 +0.009 +0.009 -0.049 -0.001 -0.001 -0.003 +0.004 -0.001 -0.024 -0.024 -0.024 -0.029 -0.029 -0.029 -0.026 --- DataSetInfo : TrackFitTChi2: -0.075 +0.047 +0.365 +0.440 +0.077 +1.000 +0.443 +0.111 -0.117 -0.051 -0.080 -0.041 +0.025 +0.027 +0.028 +0.028 +0.028 -0.049 -0.027 -0.027 -0.016 -0.012 -0.027 -0.006 -0.007 -0.006 -0.028 -0.028 -0.028 -0.015 --- DataSetInfo : TrackFitTNDoF: -0.241 -0.098 -0.216 +0.992 -0.079 +0.443 +1.000 +0.099 -0.397 -0.259 -0.314 -0.207 -0.082 -0.082 -0.083 -0.084 -0.084 -0.293 -0.084 -0.084 -0.050 -0.052 -0.084 -0.210 -0.210 -0.210 -0.242 -0.242 -0.242 -0.222 --- DataSetInfo : RichUsedR1Gas: -0.090 +0.065 +0.094 +0.089 +0.038 +0.111 +0.099 +1.000 -0.092 +0.288 +0.021 -0.006 +0.786 +0.788 +0.789 +0.789 +0.789 -0.026 -0.008 -0.008 -0.002 -0.004 -0.008 +0.010 +0.010 +0.011 -0.006 -0.006 -0.006 +0.006 --- DataSetInfo : RichUsedR2Gas: +0.393 +0.229 +0.134 -0.410 -0.081 -0.117 -0.397 -0.092 +1.000 +0.431 +0.663 +0.366 +0.210 +0.206 +0.208 +0.208 +0.208 +0.378 +0.057 +0.057 +0.033 +0.013 +0.057 +0.247 +0.247 +0.247 +0.309 +0.308 +0.309 +0.242 --- DataSetInfo : RichAbovePiThres: +0.216 +0.170 +0.140 -0.264 -0.064 -0.051 -0.259 +0.288 +0.431 +1.000 +0.294 +0.162 +0.484 +0.477 +0.478 +0.479 +0.479 +0.616 +0.154 +0.154 +0.120 +0.111 +0.154 +0.520 +0.519 +0.520 +0.553 +0.553 +0.553 +0.510 --- DataSetInfo : RichAboveKaThres: +0.464 +0.303 +0.110 -0.330 -0.086 -0.080 -0.314 +0.021 +0.663 +0.294 +1.000 +0.550 +0.144 +0.141 +0.141 +0.142 +0.142 +0.239 -0.021 -0.021 -0.033 -0.042 -0.021 +0.117 +0.117 +0.117 +0.151 +0.151 +0.152 +0.125 --- DataSetInfo : RichAbovePrThres: +0.529 +0.354 +0.073 -0.217 -0.079 -0.041 -0.207 -0.006 +0.366 +0.162 +0.550 +1.000 +0.080 +0.078 +0.077 +0.078 +0.078 +0.105 -0.034 -0.034 -0.035 -0.037 -0.034 +0.000 -0.000 +0.000 +0.004 +0.004 +0.004 +0.017 --- DataSetInfo : RichDLLe: +0.073 +0.110 +0.120 -0.094 +0.005 +0.025 -0.082 +0.786 +0.210 +0.484 +0.144 +0.080 +1.000 +0.999 +0.999 +0.999 +0.999 +0.080 +0.000 +0.000 +0.000 -0.007 +0.000 +0.058 +0.057 +0.058 +0.065 +0.065 +0.065 +0.059 --- DataSetInfo : RichDLLmu: +0.070 +0.111 +0.124 -0.095 +0.008 +0.027 -0.082 +0.788 +0.206 +0.477 +0.141 +0.078 +0.999 +1.000 +1.000 +1.000 +0.999 +0.075 -0.002 -0.002 -0.001 -0.008 -0.002 +0.055 +0.054 +0.055 +0.061 +0.061 +0.061 +0.056 --- DataSetInfo : RichDLLk: +0.070 +0.114 +0.128 -0.097 +0.009 +0.028 -0.083 +0.789 +0.208 +0.478 +0.141 +0.077 +0.999 +1.000 +1.000 +1.000 +1.000 +0.077 -0.002 -0.002 -0.001 -0.009 -0.002 +0.056 +0.056 +0.057 +0.063 +0.063 +0.063 +0.057 --- DataSetInfo : RichDLLp: +0.071 +0.115 +0.128 -0.097 +0.009 +0.028 -0.084 +0.789 +0.208 +0.479 +0.142 +0.078 +0.999 +1.000 +1.000 +1.000 +1.000 +0.078 -0.002 -0.002 -0.001 -0.009 -0.002 +0.056 +0.056 +0.057 +0.063 +0.063 +0.063 +0.057 --- DataSetInfo : RichDLLbt: +0.071 +0.115 +0.128 -0.098 +0.009 +0.028 -0.084 +0.789 +0.208 +0.479 +0.142 +0.078 +0.999 +0.999 +1.000 +1.000 +1.000 +0.078 -0.002 -0.002 -0.001 -0.009 -0.002 +0.057 +0.056 +0.057 +0.063 +0.063 +0.063 +0.057 --- DataSetInfo : InAccMuon: +0.169 +0.140 +0.156 -0.295 -0.049 -0.049 -0.293 -0.026 +0.378 +0.616 +0.239 +0.105 +0.080 +0.075 +0.077 +0.078 +0.078 +1.000 +0.212 +0.212 +0.165 +0.159 +0.212 +0.765 +0.765 +0.765 +0.920 +0.920 +0.920 +0.720 --- DataSetInfo : MuonBkgLL: +0.001 +0.000 +0.028 -0.081 -0.001 -0.027 -0.084 -0.008 +0.057 +0.154 -0.021 -0.034 +0.000 -0.002 -0.002 -0.002 -0.002 +0.212 +1.000 +1.000 +0.779 +0.751 +1.000 +0.162 +0.162 +0.162 +0.195 +0.195 +0.195 +0.152 --- DataSetInfo : MuonMuLL: +0.001 +0.000 +0.028 -0.081 -0.001 -0.027 -0.084 -0.008 +0.057 +0.154 -0.021 -0.034 +0.000 -0.002 -0.002 -0.002 -0.002 +0.212 +1.000 +1.000 +0.779 +0.751 +1.000 +0.162 +0.162 +0.162 +0.195 +0.195 +0.195 +0.152 --- DataSetInfo : MuonIsMuon: -0.006 +0.001 +0.019 -0.048 -0.003 -0.016 -0.050 -0.002 +0.033 +0.120 -0.033 -0.035 +0.000 -0.001 -0.001 -0.001 -0.001 +0.165 +0.779 +0.779 +1.000 +0.515 +0.779 +0.129 +0.129 +0.129 +0.155 +0.155 +0.155 +0.120 --- DataSetInfo : MuonNShared: -0.011 -0.008 +0.009 -0.047 +0.004 -0.012 -0.052 -0.004 +0.013 +0.111 -0.042 -0.037 -0.007 -0.008 -0.009 -0.009 -0.009 +0.159 +0.751 +0.751 +0.515 +1.000 +0.751 +0.125 +0.126 +0.125 +0.152 +0.152 +0.152 +0.117 --- DataSetInfo : MuonIsLooseMuon: +0.001 +0.000 +0.028 -0.081 -0.001 -0.027 -0.084 -0.008 +0.057 +0.154 -0.021 -0.034 +0.000 -0.002 -0.002 -0.002 -0.002 +0.212 +1.000 +1.000 +0.779 +0.751 +1.000 +0.162 +0.162 +0.162 +0.195 +0.195 +0.195 +0.152 --- DataSetInfo : InAccEcal: +0.061 +0.085 +0.140 -0.209 -0.024 -0.006 -0.210 +0.010 +0.247 +0.520 +0.117 +0.000 +0.058 +0.055 +0.056 +0.056 +0.057 +0.765 +0.162 +0.162 +0.129 +0.125 +0.162 +1.000 +1.000 +1.000 +0.805 +0.805 +0.805 +0.911 --- DataSetInfo : EcalPIDe: +0.061 +0.085 +0.139 -0.209 -0.024 -0.007 -0.210 +0.010 +0.247 +0.519 +0.117 -0.000 +0.057 +0.054 +0.056 +0.056 +0.056 +0.765 +0.162 +0.162 +0.129 +0.126 +0.162 +1.000 +1.000 +1.000 +0.805 +0.805 +0.805 +0.911 --- DataSetInfo : EcalPIDmu: +0.061 +0.086 +0.140 -0.209 -0.024 -0.006 -0.210 +0.011 +0.247 +0.520 +0.117 +0.000 +0.058 +0.055 +0.057 +0.057 +0.057 +0.765 +0.162 +0.162 +0.129 +0.125 +0.162 +1.000 +1.000 +1.000 +0.805 +0.805 +0.805 +0.911 --- DataSetInfo : InAccHcal: +0.081 +0.089 +0.145 -0.243 -0.029 -0.028 -0.242 -0.006 +0.309 +0.553 +0.151 +0.004 +0.065 +0.061 +0.063 +0.063 +0.063 +0.920 +0.195 +0.195 +0.155 +0.152 +0.195 +0.805 +0.805 +0.805 +1.000 +1.000 +1.000 +0.743 --- DataSetInfo : HcalPIDe: +0.081 +0.089 +0.145 -0.243 -0.029 -0.028 -0.242 -0.006 +0.308 +0.553 +0.151 +0.004 +0.065 +0.061 +0.063 +0.063 +0.063 +0.920 +0.195 +0.195 +0.155 +0.152 +0.195 +0.805 +0.805 +0.805 +1.000 +1.000 +1.000 +0.743 --- DataSetInfo : HcalPIDmu: +0.081 +0.089 +0.145 -0.243 -0.029 -0.028 -0.242 -0.006 +0.309 +0.553 +0.152 +0.004 +0.065 +0.061 +0.063 +0.063 +0.063 +0.920 +0.195 +0.195 +0.155 +0.152 +0.195 +0.805 +0.805 +0.805 +1.000 +1.000 +1.000 +0.743 --- DataSetInfo : PrsPIDe: +0.071 +0.089 +0.138 -0.222 -0.026 -0.015 -0.222 +0.006 +0.242 +0.510 +0.125 +0.017 +0.059 +0.056 +0.057 +0.057 +0.057 +0.720 +0.152 +0.152 +0.120 +0.117 +0.152 +0.911 +0.911 +0.911 +0.743 +0.743 +0.743 +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 'TrackFitTChi2' (index=5). <---> Output : variable 'TrackFitTChi2' (index=5). --- Id : Input : variable 'TrackFitTNDoF' (index=6). <---> Output : variable 'TrackFitTNDoF' (index=6). --- Id : Input : variable 'RichUsedR1Gas' (index=7). <---> Output : variable 'RichUsedR1Gas' (index=7). --- Id : Input : variable 'RichUsedR2Gas' (index=8). <---> Output : variable 'RichUsedR2Gas' (index=8). --- Id : Input : variable 'RichAbovePiThres' (index=9). <---> Output : variable 'RichAbovePiThres' (index=9). --- Id : Input : variable 'RichAboveKaThres' (index=10). <---> Output : variable 'RichAboveKaThres' (index=10). --- Id : Input : variable 'RichAbovePrThres' (index=11). <---> Output : variable 'RichAbovePrThres' (index=11). --- Id : Input : variable 'RichDLLe' (index=12). <---> Output : variable 'RichDLLe' (index=12). --- Id : Input : variable 'RichDLLmu' (index=13). <---> Output : variable 'RichDLLmu' (index=13). --- Id : Input : variable 'RichDLLk' (index=14). <---> Output : variable 'RichDLLk' (index=14). --- Id : Input : variable 'RichDLLp' (index=15). <---> Output : variable 'RichDLLp' (index=15). --- Id : Input : variable 'RichDLLbt' (index=16). <---> Output : variable 'RichDLLbt' (index=16). --- Id : Input : variable 'InAccMuon' (index=17). <---> Output : variable 'InAccMuon' (index=17). --- Id : Input : variable 'MuonBkgLL' (index=18). <---> Output : variable 'MuonBkgLL' (index=18). --- Id : Input : variable 'MuonMuLL' (index=19). <---> Output : variable 'MuonMuLL' (index=19). --- Id : Input : variable 'MuonIsMuon' (index=20). <---> Output : variable 'MuonIsMuon' (index=20). --- Id : Input : variable 'MuonNShared' (index=21). <---> Output : variable 'MuonNShared' (index=21). --- Id : Input : variable 'MuonIsLooseMuon' (index=22). <---> Output : variable 'MuonIsLooseMuon' (index=22). --- Id : Input : variable 'InAccEcal' (index=23). <---> Output : variable 'InAccEcal' (index=23). --- Id : Input : variable 'EcalPIDe' (index=24). <---> Output : variable 'EcalPIDe' (index=24). --- Id : Input : variable 'EcalPIDmu' (index=25). <---> Output : variable 'EcalPIDmu' (index=25). --- Id : Input : variable 'InAccHcal' (index=26). <---> Output : variable 'InAccHcal' (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 : Preparing the Identity transformation... --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Variable Mean RMS [ Min Max ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : TrackP: 7791.5 13694. [ 1108.6 3.8498e+06 ] --- TFHandler_Factory : TrackPt: 511.47 717.94 [ 0.34268 3.0759e+05 ] --- TFHandler_Factory : TrackChi2PerDof: 1.3837 0.70839 [ 0.022143 4.0000 ] --- TFHandler_Factory : TrackNumDof: 18.648 3.8171 [ 4.0000 31.000 ] --- TFHandler_Factory : TrackGhostProbability: 0.12724 0.12705 [ 3.5099e-05 0.40000 ] --- TFHandler_Factory : TrackFitTChi2: 15.764 7.2559 [ 0.00025526 77.930 ] --- TFHandler_Factory : TrackFitTNDoF: 14.844 3.7513 [ 1.0000 28.000 ] --- TFHandler_Factory : RichUsedR1Gas: 0.85836 0.34868 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichUsedR2Gas: 0.29114 0.45429 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAbovePiThres: 0.71276 0.45248 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAboveKaThres: 0.18530 0.38854 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAbovePrThres: 0.067333 0.25060 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichDLLe: -86.782 265.91 [ -999.00 170.32 ] --- TFHandler_Factory : RichDLLmu: -80.583 267.35 [ -999.00 128.54 ] --- TFHandler_Factory : RichDLLk: -80.728 267.61 [ -999.00 158.70 ] --- TFHandler_Factory : RichDLLp: -80.565 267.65 [ -999.00 121.27 ] --- TFHandler_Factory : RichDLLbt: -80.638 267.63 [ -999.00 72.579 ] --- TFHandler_Factory : InAccMuon: 0.71674 0.45058 [ 0.0000 1.0000 ] --- TFHandler_Factory : MuonBkgLL: -911.49 282.23 [ -999.00 0.024500 ] --- TFHandler_Factory : MuonMuLL: -911.41 282.50 [ -999.00 0.0000 ] --- TFHandler_Factory : MuonIsMuon: 0.058931 0.23550 [ 0.0000 1.0000 ] --- TFHandler_Factory : MuonNShared: 0.26580 1.1732 [ 0.0000 44.000 ] --- TFHandler_Factory : MuonIsLooseMuon: 0.087707 0.28287 [ 0.0000 1.0000 ] --- TFHandler_Factory : InAccEcal: 0.77249 0.41922 [ 0.0000 1.0000 ] --- TFHandler_Factory : EcalPIDe: -227.93 418.45 [ -999.00 4.3413 ] --- TFHandler_Factory : EcalPIDmu: -227.74 418.55 [ -999.00 2.6452 ] --- TFHandler_Factory : InAccHcal: 0.69531 0.46028 [ 0.0000 1.0000 ] --- TFHandler_Factory : HcalPIDe: -304.75 459.58 [ -999.00 3.1280 ] --- TFHandler_Factory : HcalPIDmu: -305.06 459.37 [ -999.00 2.6102 ] --- TFHandler_Factory : PrsPIDe: -194.34 393.61 [ -999.00 3.4631 ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Plot event variables for Id --- TFHandler_Factory : --- TFHandler_Factory : Will not produce scatter plots ==> --- TFHandler_Factory : | The number of 30 input variables and 0 target values would require 435 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 : TrackGhostProbability : 5.945e-01 --- IdTransformation : 2 : TrackChi2PerDof : 2.037e-01 --- IdTransformation : 3 : TrackPt : 1.988e-01 --- IdTransformation : 4 : RichDLLbt : 1.630e-01 --- IdTransformation : 5 : RichDLLk : 1.270e-01 --- IdTransformation : 6 : RichDLLp : 1.169e-01 --- IdTransformation : 7 : RichDLLe : 1.108e-01 --- IdTransformation : 8 : RichDLLmu : 7.793e-02 --- IdTransformation : 9 : TrackP : 4.237e-02 --- IdTransformation : 10 : RichAbovePiThres : 4.139e-02 --- IdTransformation : 11 : TrackNumDof : 3.631e-02 --- IdTransformation : 12 : RichAboveKaThres : 2.656e-02 --- IdTransformation : 13 : TrackFitTNDoF : 2.292e-02 --- IdTransformation : 14 : TrackFitTChi2 : 1.772e-02 --- IdTransformation : 15 : InAccMuon : 1.583e-02 --- IdTransformation : 16 : RichUsedR2Gas : 1.348e-02 --- IdTransformation : 17 : RichAbovePrThres : 1.202e-02 --- IdTransformation : 18 : RichUsedR1Gas : 1.125e-02 --- IdTransformation : 19 : EcalPIDmu : 8.070e-03 --- IdTransformation : 20 : PrsPIDe : 6.509e-03 --- IdTransformation : 21 : HcalPIDmu : 5.586e-03 --- IdTransformation : 22 : HcalPIDe : 5.570e-03 --- IdTransformation : 23 : InAccHcal : 5.569e-03 --- IdTransformation : 24 : EcalPIDe : 4.860e-03 --- IdTransformation : 25 : MuonNShared : 4.688e-03 --- IdTransformation : 26 : InAccEcal : 4.445e-03 --- IdTransformation : 27 : MuonMuLL : 3.008e-03 --- IdTransformation : 28 : MuonBkgLL : 1.989e-03 --- IdTransformation : 29 : MuonIsMuon : 1.033e-03 --- IdTransformation : 30 : MuonIsLooseMuon : 2.441e-04 --- IdTransformation : ---------------------------------------------- --- Factory : --- Factory : Train all methods for Classification ... --- Factory : Train method: Ghost_Downstream_TMVA for Classification --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : ================================================================ --- Ghost_Downstream_TMVA : H e l p f o r M V A m e t h o d [ Ghost_Downstream_TMVA ] : --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : --- Short description: --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : The MLP artificial neural network (ANN) is a traditional feed- --- Ghost_Downstream_TMVA : forward multilayer perceptron impementation. The MLP has a user- --- Ghost_Downstream_TMVA : defined hidden layer architecture, while the number of input (output) --- Ghost_Downstream_TMVA : nodes is determined by the input variables (output classes, i.e., --- Ghost_Downstream_TMVA : signal and one background). --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : --- Performance optimisation: --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : Neural networks are stable and performing for a large variety of --- Ghost_Downstream_TMVA : linear and non-linear classification problems. However, in contrast --- Ghost_Downstream_TMVA : to (e.g.) boosted decision trees, the user is advised to reduce the --- Ghost_Downstream_TMVA : number of input variables that have only little discrimination power. --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : In the tests we have carried out so far, the MLP and ROOT networks --- Ghost_Downstream_TMVA : (TMlpANN, interfaced via TMVA) performed equally well, with however --- Ghost_Downstream_TMVA : a clear speed advantage for the MLP. The Clermont-Ferrand neural --- Ghost_Downstream_TMVA : net (CFMlpANN) exhibited worse classification performance in these --- Ghost_Downstream_TMVA : tests, which is partly due to the slow convergence of its training --- Ghost_Downstream_TMVA : (at least 10k training cycles are required to achieve approximately --- Ghost_Downstream_TMVA : competitive results). --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : Overtraining: only the TMlpANN performs an explicit separation of the --- Ghost_Downstream_TMVA : full training sample into independent training and validation samples. --- Ghost_Downstream_TMVA : We have found that in most high-energy physics applications the --- Ghost_Downstream_TMVA : avaliable degrees of freedom (training events) are sufficient to --- Ghost_Downstream_TMVA : constrain the weights of the relatively simple architectures required --- Ghost_Downstream_TMVA : to achieve good performance. Hence no overtraining should occur, and --- Ghost_Downstream_TMVA : the use of validation samples would only reduce the available training --- Ghost_Downstream_TMVA : information. However, if the perrormance on the training sample is --- Ghost_Downstream_TMVA : found to be significantly better than the one found with the inde- --- Ghost_Downstream_TMVA : pendent test sample, caution is needed. The results for these samples --- Ghost_Downstream_TMVA : are printed to standard output at the end of each training job. --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : --- Performance tuning via configuration options: --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : The hidden layer architecture for all ANNs is defined by the option --- Ghost_Downstream_TMVA : "HiddenLayers=N+1,N,...", where here the first hidden layer has N+1 --- Ghost_Downstream_TMVA : neurons and the second N neurons (and so on), and where N is the number --- Ghost_Downstream_TMVA : of input variables. Excessive numbers of hidden layers should be avoided, --- Ghost_Downstream_TMVA : in favour of more neurons in the first hidden layer. --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : The number of cycles should be above 500. As said, if the number of --- Ghost_Downstream_TMVA : adjustable weights is small compared to the training sample size, --- Ghost_Downstream_TMVA : using a large number of training samples should not lead to overtraining. --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : ================================================================ --- Ghost_Downstream_TMVA : --- Norm : Preparing the transformation. --- TFHandler_Ghost_Downst...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Downst...: Variable Mean RMS [ Min Max ] --- TFHandler_Ghost_Downst...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Downst...: TrackP: -0.99653 0.0071161 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: TrackPt: -0.99668 0.0046682 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: TrackChi2PerDof: -0.31541 0.35617 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: TrackNumDof: 0.085068 0.28275 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: TrackGhostProbability: -0.36393 0.63528 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: TrackFitTChi2: -0.59543 0.18622 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: TrackFitTNDoF: 0.025448 0.27787 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichUsedR1Gas: 0.71672 0.69736 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichUsedR2Gas: -0.41771 0.90858 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichAbovePiThres: 0.42551 0.90495 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichAboveKaThres: -0.62940 0.77708 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichAbovePrThres: -0.86533 0.50120 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichDLLe: 0.56025 0.45481 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichDLLmu: 0.62906 0.47421 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichDLLk: 0.58638 0.46231 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichDLLp: 0.63967 0.47784 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichDLLbt: 0.71403 0.49950 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: InAccMuon: 0.43348 0.90116 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonBkgLL: -0.82481 0.56500 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonMuLL: -0.82464 0.56556 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonIsMuon: -0.88214 0.47099 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonNShared: -0.98792 0.053327 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonIsLooseMuon: -0.82459 0.56574 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: InAccEcal: 0.54499 0.83844 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: EcalPIDe: 0.53700 0.83412 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: EcalPIDmu: 0.53998 0.83573 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: InAccHcal: 0.39062 0.92055 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: HcalPIDe: 0.38555 0.91720 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: HcalPIDmu: 0.38564 0.91727 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: PrsPIDe: 0.60536 0.78528 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: ---------------------------------------------------------------------------------------------------------------------------- --- Ghost_Downstream_TMVA : Begin training --- Ghost_Downstream_TMVA : Training Network --- Ghost_Downstream_TMVA : Inaccurate progress timing for MLP... --- Ghost_Downstream_TMVA : End of training --- Ghost_Downstream_TMVA : Elapsed time for training with 4512856 events: 1.24e+05 sec --- Ghost_Downstream_TMVA : Create MVA output for classification on training sample --- Ghost_Downstream_TMVA : Evaluation of Ghost_Downstream_TMVA on training sample (4512856 events) --- Ghost_Downstream_TMVA : Elapsed time for evaluation of 4512856 events: 60.7 sec --- Ghost_Downstream_TMVA : Creating weight file in xml format: ./GlobalPID_Ghost_Downstream_TMVA.weights.xml --- Ghost_Downstream_TMVA : Creating standalone response class: ./GlobalPID_Ghost_Downstream_TMVA.class.C --- Ghost_Downstream_TMVA : Write special histos to file: Downstream-Ghost-TMVA.root:/Method_MLP/Ghost_Downstream_TMVA --- Factory : Training finished --- Factory : --- Factory : Ranking input variables (method specific)... --- Ghost_Downstream_TMVA : Ranking result (top variable is best ranked) --- Ghost_Downstream_TMVA : ---------------------------------------------- --- Ghost_Downstream_TMVA : Rank : Variable : Importance --- Ghost_Downstream_TMVA : ---------------------------------------------- --- Ghost_Downstream_TMVA : 1 : PrsPIDe : 7.382e+03 --- Ghost_Downstream_TMVA : 2 : TrackPt : 6.902e+03 --- Ghost_Downstream_TMVA : 3 : EcalPIDe : 6.706e+03 --- Ghost_Downstream_TMVA : 4 : EcalPIDmu : 4.302e+03 --- Ghost_Downstream_TMVA : 5 : TrackP : 3.471e+03 --- Ghost_Downstream_TMVA : 6 : RichDLLbt : 2.219e+03 --- Ghost_Downstream_TMVA : 7 : RichDLLe : 2.188e+03 --- Ghost_Downstream_TMVA : 8 : TrackGhostProbability : 1.864e+03 --- Ghost_Downstream_TMVA : 9 : RichDLLp : 1.295e+03 --- Ghost_Downstream_TMVA : 10 : RichDLLmu : 1.213e+03 --- Ghost_Downstream_TMVA : 11 : HcalPIDmu : 1.166e+03 --- Ghost_Downstream_TMVA : 12 : InAccEcal : 1.081e+03 --- Ghost_Downstream_TMVA : 13 : RichDLLk : 9.721e+02 --- Ghost_Downstream_TMVA : 14 : HcalPIDe : 6.673e+02 --- Ghost_Downstream_TMVA : 15 : MuonNShared : 5.174e+02 --- Ghost_Downstream_TMVA : 16 : RichAbovePiThres : 4.167e+02 --- Ghost_Downstream_TMVA : 17 : InAccMuon : 3.075e+02 --- Ghost_Downstream_TMVA : 18 : InAccHcal : 2.739e+02 --- Ghost_Downstream_TMVA : 19 : MuonIsMuon : 2.402e+02 --- Ghost_Downstream_TMVA : 20 : RichUsedR1Gas : 2.163e+02 --- Ghost_Downstream_TMVA : 21 : MuonIsLooseMuon : 1.992e+02 --- Ghost_Downstream_TMVA : 22 : RichAbovePrThres : 1.962e+02 --- Ghost_Downstream_TMVA : 23 : RichUsedR2Gas : 1.891e+02 --- Ghost_Downstream_TMVA : 24 : MuonBkgLL : 1.845e+02 --- Ghost_Downstream_TMVA : 25 : MuonMuLL : 1.836e+02 --- Ghost_Downstream_TMVA : 26 : RichAboveKaThres : 1.656e+02 --- Ghost_Downstream_TMVA : 27 : TrackFitTNDoF : 1.139e+02 --- Ghost_Downstream_TMVA : 28 : TrackFitTChi2 : 9.738e+01 --- Ghost_Downstream_TMVA : 29 : TrackNumDof : 8.620e+01 --- Ghost_Downstream_TMVA : 30 : TrackChi2PerDof : 4.418e+01 --- Ghost_Downstream_TMVA : ---------------------------------------------- --- Factory : --- Factory : === Destroy and recreate all methods via weight files for testing === --- Factory : --- MethodBase : Reading weight file: ./GlobalPID_Ghost_Downstream_TMVA.weights.xml --- Ghost_Downstream_TMVA : Read method "Ghost_Downstream_TMVA" of type "MLP" --- Ghost_Downstream_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Ghost_Downstream_TMVA : MVA method was trained with ROOT Version: 6.02/01 --- Ghost_Downstream_TMVA : Building Network --- Ghost_Downstream_TMVA : Initializing weights 2016-02-08 19:44:03 | Starting Testing... --- Factory : Test all methods... --- Factory : Test method: Ghost_Downstream_TMVA for Classification performance --- Ghost_Downstream_TMVA : Evaluation of Ghost_Downstream_TMVA on testing sample (1933077 events) --- Ghost_Downstream_TMVA : Elapsed time for evaluation of 1933077 events: 26.9 sec 2016-02-08 19:44:30 | Starting Evaluation... --- Factory : Evaluate all methods... --- Factory : Evaluate classifier: Ghost_Downstream_TMVA --- TFHandler_Ghost_Downst...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Downst...: Variable Mean RMS [ Min Max ] --- TFHandler_Ghost_Downst...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Downst...: TrackP: -0.99653 0.0069102 [ -0.99999 1.5348 ] --- TFHandler_Ghost_Downst...: TrackPt: -0.99667 0.0045025 [ -1.0000 0.61056 ] --- TFHandler_Ghost_Downst...: TrackChi2PerDof: -0.31561 0.35601 [ -0.99383 1.0000 ] --- TFHandler_Ghost_Downst...: TrackNumDof: 0.084910 0.28306 [ -1.0000 1.0741 ] --- TFHandler_Ghost_Downst...: TrackGhostProbability: -0.36439 0.63537 [ -0.99986 1.0000 ] --- TFHandler_Ghost_Downst...: TrackFitTChi2: -0.59548 0.18609 [ -0.99998 1.0392 ] --- TFHandler_Ghost_Downst...: TrackFitTNDoF: 0.025305 0.27816 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichUsedR1Gas: 0.71672 0.69736 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichUsedR2Gas: -0.41723 0.90880 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichAbovePiThres: 0.42620 0.90463 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichAboveKaThres: -0.62875 0.77761 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichAbovePrThres: -0.86443 0.50275 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichDLLe: 0.56046 0.45451 [ -1.0000 0.96468 ] --- TFHandler_Ghost_Downst...: RichDLLmu: 0.62928 0.47391 [ -1.0000 0.98398 ] --- TFHandler_Ghost_Downst...: RichDLLk: 0.58655 0.46200 [ -1.0000 0.98956 ] --- TFHandler_Ghost_Downst...: RichDLLp: 0.63985 0.47752 [ -1.0000 0.99224 ] --- TFHandler_Ghost_Downst...: RichDLLbt: 0.71422 0.49917 [ -1.0000 0.99624 ] --- TFHandler_Ghost_Downst...: InAccMuon: 0.43405 0.90089 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonBkgLL: -0.82398 0.56621 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonMuLL: -0.82380 0.56678 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonIsMuon: -0.88159 0.47201 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonNShared: -0.98786 0.053555 [ -1.0000 1.0455 ] --- TFHandler_Ghost_Downst...: MuonIsLooseMuon: -0.82375 0.56695 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: InAccEcal: 0.54536 0.83820 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: EcalPIDe: 0.53736 0.83388 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: EcalPIDmu: 0.54035 0.83550 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: InAccHcal: 0.39083 0.92046 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: HcalPIDe: 0.38576 0.91711 [ -1.0000 0.99975 ] --- TFHandler_Ghost_Downst...: HcalPIDmu: 0.38586 0.91718 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: PrsPIDe: 0.60578 0.78496 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: ---------------------------------------------------------------------------------------------------------------------------- --- Ghost_Downstream_TMVA : Loop over test events and fill histograms with classifier response... --- Factory : Write evaluation histograms to file --- TFHandler_Ghost_Downst...: Plot event variables for Ghost_Downstream_TMVA --- TFHandler_Ghost_Downst...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Downst...: Variable Mean RMS [ Min Max ] --- TFHandler_Ghost_Downst...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Downst...: TrackP: -0.99653 0.0069102 [ -0.99999 1.5348 ] --- TFHandler_Ghost_Downst...: TrackPt: -0.99667 0.0045025 [ -1.0000 0.61056 ] --- TFHandler_Ghost_Downst...: TrackChi2PerDof: -0.31561 0.35601 [ -0.99383 1.0000 ] --- TFHandler_Ghost_Downst...: TrackNumDof: 0.084910 0.28306 [ -1.0000 1.0741 ] --- TFHandler_Ghost_Downst...: TrackGhostProbability: -0.36439 0.63537 [ -0.99986 1.0000 ] --- TFHandler_Ghost_Downst...: TrackFitTChi2: -0.59548 0.18609 [ -0.99998 1.0392 ] --- TFHandler_Ghost_Downst...: TrackFitTNDoF: 0.025305 0.27816 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichUsedR1Gas: 0.71672 0.69736 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichUsedR2Gas: -0.41723 0.90880 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichAbovePiThres: 0.42620 0.90463 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichAboveKaThres: -0.62875 0.77761 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichAbovePrThres: -0.86443 0.50275 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichDLLe: 0.56046 0.45451 [ -1.0000 0.96468 ] --- TFHandler_Ghost_Downst...: RichDLLmu: 0.62928 0.47391 [ -1.0000 0.98398 ] --- TFHandler_Ghost_Downst...: RichDLLk: 0.58655 0.46200 [ -1.0000 0.98956 ] --- TFHandler_Ghost_Downst...: RichDLLp: 0.63985 0.47752 [ -1.0000 0.99224 ] --- TFHandler_Ghost_Downst...: RichDLLbt: 0.71422 0.49917 [ -1.0000 0.99624 ] --- TFHandler_Ghost_Downst...: InAccMuon: 0.43405 0.90089 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonBkgLL: -0.82398 0.56621 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonMuLL: -0.82380 0.56678 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonIsMuon: -0.88159 0.47201 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonNShared: -0.98786 0.053555 [ -1.0000 1.0455 ] --- TFHandler_Ghost_Downst...: MuonIsLooseMuon: -0.82375 0.56695 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: InAccEcal: 0.54536 0.83820 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: EcalPIDe: 0.53736 0.83388 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: EcalPIDmu: 0.54035 0.83550 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: InAccHcal: 0.39083 0.92046 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: HcalPIDe: 0.38576 0.91711 [ -1.0000 0.99975 ] --- TFHandler_Ghost_Downst...: HcalPIDmu: 0.38586 0.91718 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: PrsPIDe: 0.60578 0.78496 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Downst...: --- TFHandler_Ghost_Downst...: Will not produce scatter plots ==> --- TFHandler_Ghost_Downst...: | The number of 30 input variables and 0 target values would require 435 two-dimensional --- TFHandler_Ghost_Downst...: | histograms, which would occupy the computer's memory. Note that this --- TFHandler_Ghost_Downst...: | suppression does not have any consequences for your analysis, other --- TFHandler_Ghost_Downst...: | than not disposing of these scatter plots. You can modify the maximum --- TFHandler_Ghost_Downst...: | number of input variables allowed to generate scatter plots in your --- TFHandler_Ghost_Downst...: | script via the command line: --- TFHandler_Ghost_Downst...: | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = ;" --- TFHandler_Ghost_Downst...: --- TFHandler_Ghost_Downst...: Some more output --- Tools : zero variances for variables (0, 5) --- Tools : zero variances for variables (5, 0) --- Tools : zero variances for variables (5, 8) --- Tools : zero variances for variables (5, 12) --- Tools : zero variances for variables (5, 21) --- Tools : zero variances for variables (5, 23) --- Tools : zero variances for variables (8, 5) --- Tools : zero variances for variables (12, 5) --- Tools : zero variances for variables (21, 5) --- Tools : zero variances for variables (23, 5) --- Factory : Correlations between input variables and MVA response (signal): --- Factory : -------------------------------------------- --- Factory : Ghost_Downstream_TMVA --- Factory : TrackP: -0.086 --- Factory : TrackPt: -0.130 --- Factory : TrackChi2PerDof: +0.264 --- Factory : TrackNumDof: -0.044 --- Factory : TrackGhostProbability: +0.637 --- Factory : TrackFitTChi2: +0.056 --- Factory : TrackFitTNDoF: -0.027 --- Factory : RichUsedR1Gas: -0.018 --- Factory : RichUsedR2Gas: -0.075 --- Factory : RichAbovePiThres: -0.082 --- Factory : RichAboveKaThres: -0.096 --- Factory : RichAbovePrThres: -0.081 --- Factory : RichDLLe: -0.085 --- Factory : RichDLLmu: -0.090 --- Factory : RichDLLk: -0.087 --- Factory : RichDLLp: -0.086 --- Factory : RichDLLbt: -0.086 --- Factory : InAccMuon: -0.041 --- Factory : MuonBkgLL: -0.023 --- Factory : MuonMuLL: -0.023 --- Factory : MuonIsMuon: -0.039 --- Factory : MuonNShared: +0.005 --- Factory : MuonIsLooseMuon: -0.023 --- Factory : InAccEcal: -0.014 --- Factory : EcalPIDe: -0.013 --- Factory : EcalPIDmu: -0.014 --- Factory : InAccHcal: -0.014 --- Factory : HcalPIDe: -0.014 --- Factory : HcalPIDmu: -0.015 --- Factory : PrsPIDe: -0.022 --- Factory : -------------------------------------------- --- Factory : --- Factory : Correlations between input variables and MVA response (background): --- Factory : -------------------------------------------- --- Factory : Ghost_Downstream_TMVA --- Factory : TrackP: -0.079 --- Factory : TrackPt: -0.268 --- Factory : TrackChi2PerDof: +0.443 --- Factory : TrackNumDof: -0.079 --- Factory : TrackGhostProbability: +0.000 --- Factory : TrackFitTChi2: +0.100 --- Factory : TrackFitTNDoF: -0.056 --- Factory : RichUsedR1Gas: -0.153 --- Factory : RichUsedR2Gas: -0.087 --- Factory : RichAbovePiThres: -0.233 --- Factory : RichAboveKaThres: -0.134 --- Factory : RichAbovePrThres: -0.078 --- Factory : RichDLLe: -0.175 --- Factory : RichDLLmu: -0.196 --- Factory : RichDLLk: -0.182 --- Factory : RichDLLp: -0.183 --- Factory : RichDLLbt: -0.183 --- Factory : InAccMuon: -0.147 --- Factory : MuonBkgLL: +0.004 --- Factory : MuonMuLL: +0.004 --- Factory : MuonIsMuon: -0.007 --- Factory : MuonNShared: +0.042 --- Factory : MuonIsLooseMuon: +0.004 --- Factory : InAccEcal: -0.086 --- Factory : EcalPIDe: -0.086 --- Factory : EcalPIDmu: -0.086 --- Factory : InAccHcal: -0.094 --- Factory : HcalPIDe: -0.094 --- Factory : HcalPIDmu: -0.094 --- Factory : PrsPIDe: -0.093 --- 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 : Ghost_Downstream_TMVA: +0.659 --- 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 : Ghost_Downstream_TMVA: 0.382(00) 0.865(00) 0.976(00) 0.952 | 0.667 1.969 --- 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 : Ghost_Downstream_TMVA: 0.382 (0.382) 0.865 (0.865) 0.976 (0.976) --- Factory : -------------------------------------------------------------------------------- --- Factory : --- Dataset:Default : Created tree 'TestTree' with 1933077 events --- Dataset:Default : Created tree 'TrainTree' with 4512856 events --- Factory : --- Factory : Thank you for using TMVA! --- Factory : For citation information, please visit: http://tmva.sf.net/citeTMVA.html 2016-02-08 20:01:50 | ... Complete :) 2016-02-08 20:01:50 | Finished... 2016-02-08 20:01:55 | Cache directory = '/lwork/jonesc/ANNPID-DataCache' Warning in : class pair found in libEventPackerDict.so is already in libPhysEventDict.so 2016-02-08 20:01:58 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Downstream/GlobalPID_Ghost_Downstream_ANN.txt 2016-02-08 20:01:58 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Downstream/train-config.txt 2016-02-08 20:01:58 | Particle type = Ghost 2016-02-08 20:01:58 | Background types = All 2016-02-08 20:01:58 | Training Mix = NaturalMix 2016-02-08 20:01:58 | Track type = Downstream 2016-02-08 20:01:58 | Track PresSel = NoTrackPreSelection.txt 2016-02-08 20:01:58 | Network type = TMVA 2016-02-08 20:01:58 | Ghost treatment = Ghosts Ghosts 2016-02-08 20:01:58 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2016-02-08 20:01:58 | Reweighting = NoReweight 2016-02-08 20:01:58 | Output file = GlobalPID_Ghost_Downstream_TMVA.weights.xml 2016-02-08 20:01:58 | Skipping input #TrackCloneDist 2016-02-08 20:01:58 | Skipping input #RichAboveElThres 2016-02-08 20:01:58 | Skipping input #RichAboveMuThres 2016-02-08 20:01:58 | Creating selection from 'NoTrackPreSelection.txt' 2016-02-08 20:01:58 | -> # very very loose. Essentially no cuts 2016-02-08 20:01:58 | -> TrackP > 0 2016-02-08 20:01:58 | -> TrackPt > 0 2016-02-08 20:01:58 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-08 20:01:58 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-08 20:01:58 | Training sample size = 1800000 2016-02-08 20:01:58 | Evaluation sample size = 10000000 2016-02-08 20:01:58 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Downstream/MVA.txt 2016-02-08 20:01:58 | -> NBTASK = CLA 2016-02-08 20:01:58 | -> NBMOM = 0.0 2016-02-08 20:01:58 | -> NBREG = ALL 2016-02-08 20:01:58 | -> TMVAVALIDATIONFRAC = 0.3 2016-02-08 20:01:58 | -> TMVATESTFRAC = 0.3 2016-02-08 20:01:58 | -> HiddenLayerScaleFactor = 1.4 2016-02-08 20:01:58 | -> GhostAcceptFraction = 1.0 2016-02-08 20:01:58 | -> KaonAcceptFraction = 1.0 2016-02-08 20:01:58 | -> ProtonAcceptFraction = 1.0 2016-02-08 20:01:58 | -> ReuseTrainingFiles = 0 2016-02-08 20:01:58 | -> TrainingYear = MC2015Sim09Dev03 2016-02-08 20:01:58 | -> TMVAMETHOD = MLP 2016-02-08 20:01:58 | -> TMVAUSEREGULATOR = false 2016-02-08 20:01:58 | -> TMVAMLPNCYCLES = 750 2016-02-08 20:01:58 | -> TMVAVARTRANSFORM = Norm 2016-02-08 20:01:58 | -> TMVAMLPNEURONTYPE = tanh 2016-02-08 20:01:58 | -> TMVAMLPMETHOD = BP 2016-02-08 20:01:58 | -> TMVAMLPESTIMATORTYPE = CE 2016-02-08 20:01:58 | -> TMVAMLPCONVIMPROVE = 1e-16 2016-02-08 20:01:58 | -> TMVAMLPCONVTEST = 15 2016-02-08 20:01:58 | -> TMVABDTBOOSTTYPE = AdaBoost 2016-02-08 20:01:58 | -> TMVABDTNTREES = 800 2016-02-08 20:01:58 | -> TMVABDTPRUNEMETHOD = CostComplexity 2016-02-08 20:01:58 | -> TMVABDTMAXTREEDEPTH = 3 2016-02-08 20:01:58 | Reading Parameters file = Eval.txt 2016-02-08 20:01:58 | -> EVALMODE = EvalWithPreSel 2016-02-08 20:01:58 | -> EVALDATA = Mixture 2016-02-08 20:01:58 | -> EVALYEAR = MC2015Sim09Dev03 2016-02-08 20:01:58 | Node layer two scale = 1.4 2016-02-08 20:01:58 | Input layer has 31 nodes, hidden layer has 42 nodes 2016-02-08 20:01:58 | Ghost Accept Fraction = 1 2016-02-08 20:01:58 | Proton Accept Fraction = 1 2016-02-08 20:01:58 | Kaon Accept Fraction = 1 2016-02-08 20:01:58 | Training data year = MC2015Sim09Dev03 2016-02-08 20:01:58 | Evaluation data year = MC2015Sim09Dev03 2016-02-08 20:01:58 | Input Data file = TrainingFiles-Mixture.txt 2016-02-08 20:01:58 | Using 552 data files 2016-02-08 20:01:58 | Training Datafile Selection hash = 9379173056323707944 2016-02-08 20:01:58 | Using training file (1/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.1.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:01:58 | -> Pre-selected 128149 entries from 128149 ( 100 % ) 2016-02-08 20:02:02 | -> Selected 128149 entries ( 100 % ). Overall 52211 ( 2.90061 % ) of required 1800000 entries. 2016-02-08 20:02:02 | Using training file (2/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.2.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:02:02 | -> Pre-selected 146132 entries from 146132 ( 100 % ) 2016-02-08 20:02:06 | -> Selected 146132 entries ( 100 % ). Overall 111563 ( 6.19794 % ) of required 1800000 entries. 2016-02-08 20:02:06 | Using training file (3/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.3.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:02:07 | -> Pre-selected 736500 entries from 736500 ( 100 % ) 2016-02-08 20:02:29 | -> Selected 736500 entries ( 100 % ). Overall 406981 ( 22.6101 % ) of required 1800000 entries. 2016-02-08 20:02:29 | Using training file (4/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.4.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:02:30 | -> Pre-selected 707124 entries from 707124 ( 100 % ) 2016-02-08 20:02:50 | -> Selected 707124 entries ( 100 % ). Overall 693930 ( 38.5517 % ) of required 1800000 entries. 2016-02-08 20:02:50 | Using training file (5/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.5.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:02:51 | -> Pre-selected 688835 entries from 688835 ( 100 % ) 2016-02-08 20:03:12 | -> Selected 688835 entries ( 100 % ). Overall 970267 ( 53.9037 % ) of required 1800000 entries. 2016-02-08 20:03:12 | Using training file (6/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.6.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:03:13 | -> Pre-selected 695661 entries from 695661 ( 100 % ) 2016-02-08 20:03:33 | -> Selected 695661 entries ( 100 % ). Overall 1246093 ( 69.2274 % ) of required 1800000 entries. 2016-02-08 20:03:33 | Using training file (7/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.7.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:03:34 | -> Pre-selected 715607 entries from 715607 ( 100 % ) 2016-02-08 20:03:55 | -> Selected 715607 entries ( 100 % ). Overall 1523668 ( 84.6482 % ) of required 1800000 entries. 2016-02-08 20:03:55 | Using training file (8/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.8.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:03:56 | -> Pre-selected 723538 entries from 723538 ( 100 % ) 2016-02-08 20:04:17 | -> Selected 672916 entries ( 93.0035 % ). Overall 1800000 ( 100 % ) of required 1800000 entries. 2016-02-08 20:04:17 | Considered 4490924 tracks for input to MVA training 2016-02-08 20:04:17 | Sel. Eff. = 100% 2016-02-08 20:04:17 | Selected 4490924/0 tracks for input to MVA training/testing 2016-02-08 20:04:17 | Ghost percentage = 149.496% 2016-02-08 20:04:17 | Electron percentage = 0.491778% 2016-02-08 20:04:17 | Muon percentage = 5.24828% 2016-02-08 20:04:17 | Pion percentage = 72.7618% 2016-02-08 20:04:17 | Kaon percentage = 7.0665% 2016-02-08 20:04:17 | Proton percentage = 14.3866% 2016-02-08 20:04:17 | Unknown Particle type 3112 2016-02-08 20:04:17 | percentage = 0.0173333% 2016-02-08 20:04:17 | Unknown Particle type 3222 2016-02-08 20:04:17 | percentage = 0.0213889% 2016-02-08 20:04:17 | Unknown Particle type 3312 2016-02-08 20:04:17 | percentage = 0.00611111% 2016-02-08 20:04:17 | Unknown Particle type 3334 2016-02-08 20:04:17 | percentage = 0.000166667% 2016-02-08 20:04:17 | Created Plots directory Downstream-Ghost-evaluation.root:/TrainMixture/EvalMC2015Sim09Dev03Mixture/EvalWithPreSel 2016-02-08 20:04:17 | Making plots for input EcalPIDe 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.0100 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.0250 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.0500 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.0750 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.1000 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.1250 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.1500 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.1750 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.2000 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.3000 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.3500 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.4000 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.4500 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.5000 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.6000 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.7000 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.8000 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.9000 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.9500 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.9750 2016-02-08 20:04:17 | Creating ROOT directory MVAcut0.9900 2016-02-08 20:04:17 | Creating ROOT directory DLLcut-8.0000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut-7.0000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut-6.0000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut-5.5000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut-5.0000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut-4.5000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut-4.0000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut-3.5000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut-3.0000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut-2.5000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut-2.0000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut-1.5000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut-1.0000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut-0.5000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut0.0000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut0.5000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut1.0000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut1.5000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut2.0000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut2.5000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut3.0000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut3.5000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut4.0000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut4.5000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut5.0000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut5.5000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut6.0000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut7.0000 2016-02-08 20:04:17 | Creating ROOT directory DLLcut8.0000 2016-02-08 20:04:17 | Making plots for input EcalPIDmu 2016-02-08 20:04:17 | Making plots for input HcalPIDe 2016-02-08 20:04:17 | Making plots for input HcalPIDmu 2016-02-08 20:04:17 | Making plots for input InAccEcal 2016-02-08 20:04:17 | Making plots for input InAccHcal 2016-02-08 20:04:17 | Making plots for input InAccMuon 2016-02-08 20:04:17 | Making plots for input MuonBkgLL 2016-02-08 20:04:17 | Making plots for input MuonIsLooseMuon 2016-02-08 20:04:17 | Making plots for input MuonIsMuon 2016-02-08 20:04:17 | Making plots for input MuonMuLL 2016-02-08 20:04:17 | Making plots for input MuonNShared 2016-02-08 20:04:17 | Making plots for input PrsPIDe 2016-02-08 20:04:17 | Making plots for input RichAboveKaThres 2016-02-08 20:04:17 | Making plots for input RichAbovePiThres 2016-02-08 20:04:17 | Making plots for input RichAbovePrThres 2016-02-08 20:04:17 | Making plots for input RichDLLbt 2016-02-08 20:04:17 | Making plots for input RichDLLe 2016-02-08 20:04:17 | Making plots for input RichDLLk 2016-02-08 20:04:17 | Making plots for input RichDLLmu 2016-02-08 20:04:17 | Making plots for input RichDLLp 2016-02-08 20:04:17 | Making plots for input RichUsedR1Gas 2016-02-08 20:04:17 | Making plots for input RichUsedR2Gas 2016-02-08 20:04:17 | Making plots for input TrackChi2PerDof 2016-02-08 20:04:17 | Making plots for input TrackFitTChi2 2016-02-08 20:04:17 | Making plots for input TrackFitTNDoF 2016-02-08 20:04:17 | Making plots for input TrackGhostProbability 2016-02-08 20:04:17 | Making plots for input TrackLikelihood 2016-02-08 20:04:17 | Making plots for input TrackNumDof 2016-02-08 20:04:17 | Making plots for input TrackP 2016-02-08 20:04:17 | Making plots for input TrackPt --- Reader : Booking "MLP" of type "MLP" from GlobalPID_Ghost_Downstream_TMVA.weights.xml. --- MethodBase : Reading weight file: GlobalPID_Ghost_Downstream_TMVA.weights.xml --- Ghost_Downstream_TMVA : Read method "Ghost_Downstream_TMVA" of type "MLP" --- Ghost_Downstream_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Ghost_Downstream_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 --- Ghost_Downstream_TMVA : Building Network --- Ghost_Downstream_TMVA : Initializing weights --- Reader : Booked classifier "Ghost_Downstream_TMVA" of type: "MLP" 2016-02-08 20:04:18 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-08 20:04:18 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-08 20:04:18 | Evaluation mode 'EvalWithPreSel' 2016-02-08 20:04:18 | Will apply all track pre-selections during evaluation 2016-02-08 20:04:18 | Evaluation Datafile Selection hash = 9379173056323707944 2016-02-08 20:04:18 | Using evaluation file (9/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.9.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:04:19 | -> Pre-selected 729342 entries from 729342 ( 100 % ) 2016-02-08 20:08:55 | -> Selected 729342 entries ( 100 % ). Overall 729342 ( 7.29342 % ) of required 10000000 entries. 2016-02-08 20:08:55 | Using evaluation file (10/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.10.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:08:56 | -> Pre-selected 696897 entries from 696897 ( 100 % ) 2016-02-08 20:13:16 | -> Selected 696897 entries ( 100 % ). Overall 1426239 ( 14.2624 % ) of required 10000000 entries. 2016-02-08 20:13:16 | Using evaluation file (11/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.11.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:13:17 | -> Pre-selected 703853 entries from 703853 ( 100 % ) 2016-02-08 20:17:41 | -> Selected 703853 entries ( 100 % ). Overall 2130092 ( 21.3009 % ) of required 10000000 entries. 2016-02-08 20:17:41 | Using evaluation file (12/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.12.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:17:42 | -> Pre-selected 720439 entries from 720439 ( 100 % ) 2016-02-08 20:22:43 | -> Selected 720439 entries ( 100 % ). Overall 2850531 ( 28.5053 % ) of required 10000000 entries. 2016-02-08 20:22:43 | Using evaluation file (13/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.13.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:22:44 | -> Pre-selected 699472 entries from 699472 ( 100 % ) 2016-02-08 20:27:04 | -> Selected 699472 entries ( 100 % ). Overall 3550003 ( 35.5 % ) of required 10000000 entries. 2016-02-08 20:27:04 | Using evaluation file (14/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.14.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:27:05 | -> Pre-selected 714699 entries from 714699 ( 100 % ) 2016-02-08 20:31:14 | -> Selected 714699 entries ( 100 % ). Overall 4264702 ( 42.647 % ) of required 10000000 entries. 2016-02-08 20:31:14 | Using evaluation file (15/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.15.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:31:15 | -> Pre-selected 593716 entries from 593716 ( 100 % ) 2016-02-08 20:34:58 | -> Selected 593716 entries ( 100 % ). Overall 4858418 ( 48.5842 % ) of required 10000000 entries. 2016-02-08 20:34:58 | Using evaluation file (16/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.16.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:34:59 | -> Pre-selected 705405 entries from 705405 ( 100 % ) 2016-02-08 20:39:25 | -> Selected 705405 entries ( 100 % ). Overall 5563823 ( 55.6382 % ) of required 10000000 entries. 2016-02-08 20:39:25 | Using evaluation file (17/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.17.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:39:26 | -> Pre-selected 726443 entries from 726443 ( 100 % ) 2016-02-08 20:43:59 | -> Selected 726443 entries ( 100 % ). Overall 6290266 ( 62.9027 % ) of required 10000000 entries. 2016-02-08 20:43:59 | Using evaluation file (18/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.18.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:44:00 | -> Pre-selected 423352 entries from 423352 ( 100 % ) 2016-02-08 20:46:41 | -> Selected 423352 entries ( 100 % ). Overall 6713618 ( 67.1362 % ) of required 10000000 entries. 2016-02-08 20:46:41 | Using evaluation file (19/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.19.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:46:42 | -> Pre-selected 711116 entries from 711116 ( 100 % ) 2016-02-08 20:51:10 | -> Selected 711116 entries ( 100 % ). Overall 7424734 ( 74.2473 % ) of required 10000000 entries. 2016-02-08 20:51:10 | Using evaluation file (20/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.20.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:51:11 | -> Pre-selected 714060 entries from 714060 ( 100 % ) 2016-02-08 20:55:28 | -> Selected 714060 entries ( 100 % ). Overall 8138794 ( 81.3879 % ) of required 10000000 entries. 2016-02-08 20:55:28 | Using evaluation file (21/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.21.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:55:29 | -> Pre-selected 728030 entries from 728030 ( 100 % ) 2016-02-08 20:59:32 | -> Selected 728030 entries ( 100 % ). Overall 8866824 ( 88.6682 % ) of required 10000000 entries. 2016-02-08 20:59:32 | Using evaluation file (22/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.22.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 20:59:33 | -> Pre-selected 673606 entries from 673606 ( 100 % ) 2016-02-08 21:03:17 | -> Selected 673606 entries ( 100 % ). Overall 9540430 ( 95.4043 % ) of required 10000000 entries. 2016-02-08 21:03:17 | Using evaluation file (23/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.23.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 21:03:17 | -> Pre-selected 137960 entries from 137960 ( 100 % ) 2016-02-08 21:04:03 | -> Selected 137960 entries ( 100 % ). Overall 9678390 ( 96.7839 % ) of required 10000000 entries. 2016-02-08 21:04:03 | Using evaluation file (24/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.24.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-08 21:04:04 | -> Pre-selected 716671 entries from 716671 ( 100 % ) 2016-02-08 21:05:52 | -> Selected 321610 entries ( 44.8755 % ). Overall 10000000 ( 100 % ) of required 10000000 entries. 2016-02-08 21:05:52 | Considered 10000000 tracks for input to MVA evaluation 2016-02-08 21:05:52 | Sel. Eff. = 100% 2016-02-08 21:05:52 | Selected 10000000 tracks for input to MVA evaluation 2016-02-08 21:05:52 | Ghost percentage = 60.2935% 2016-02-08 21:05:52 | Electron percentage = 0.21073% 2016-02-08 21:05:52 | Muon percentage = 1.77719% 2016-02-08 21:05:52 | Pion percentage = 29.1714% 2016-02-08 21:05:52 | Kaon percentage = 2.73801% 2016-02-08 21:05:52 | Proton percentage = 5.7911% 2016-02-08 21:05:52 | Unknown Particle type 3112 2016-02-08 21:05:52 | percentage = 0.00611% 2016-02-08 21:05:52 | Unknown Particle type 3222 2016-02-08 21:05:52 | percentage = 0.00941% 2016-02-08 21:05:52 | Unknown Particle type 3312 2016-02-08 21:05:52 | percentage = 0.00252% 2016-02-08 21:05:52 | Unknown Particle type 3334 2016-02-08 21:05:52 | percentage = 8e-05% 2016-02-08 21:05:52 | Making Input Variable plots 2016-02-08 21:06:06 | Making MVA V Input Variable plots 2016-02-08 21:06:12 | Making DLL V Input Variable plots 2016-02-08 21:06:19 | Making purity plots 2016-02-08 21:06:20 | Making MVA Output plots 2016-02-08 21:06:20 | Making DLL Output plots 2016-02-08 21:06:21 | Making MVA DLL Correlation plots 2016-02-08 21:06:21 | Making MVA V P eff plots 2016-02-08 21:06:33 | Making DLL V P eff plots 2016-02-08 21:06:40 | Making MVA eff. V DLL cut plots 2016-02-08 21:06:46 | Making DLL eff. V MVA cut plots 2016-02-08 21:06:53 | Making final performance plots ... 2016-02-08 21:06:53 | Creating Eff V Purity text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamGhostEffVPurity-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-08 21:06:54 | Creating Eff V OverallMisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamGhostEffVOverallMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-08 21:06:54 | Creating Eff V Electron MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamGhostEffVElectronMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-08 21:06:54 | Creating Eff V Kaon MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamGhostEffVKaonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-08 21:06:54 | Creating Eff V Muon MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamGhostEffVMuonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-08 21:06:55 | Creating Eff V Pion MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamGhostEffVPionMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-08 21:06:55 | Creating Eff V Proton MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamGhostEffVProtonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-08 21:06:55 | Closing Downstream-Ghost-evaluation.root 2016-02-08 21:08:07 | 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) Mon Feb 8 21:08:10 GMT 2016