Wed Jun 18 03:28:03 BST 2014 Linux pckh 2.6.32-431.11.2.el6.x86_64 #1 SMP Wed Mar 26 09:39:43 CET 2014 x86_64 x86_64 x86_64 GNU/Linux Submit Host pciy `/usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/configs/training/TMVA-TrainPhysTksNoGhosts-EvalPhysTks-ReweightRICH2.txt' -> `train-config.txt' `/usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/configs/training/AllPhysTracksInEvent.txt' -> `./AllPhysTracksInEvent.txt' `/usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/configs/training/AllPhysTracksInEvent.txt' -> `./AllPhysTracksInEvent.txt' `/usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/configs/TrackSelection/NoTrackPreSelection.txt' -> `./NoTrackPreSelection.txt' `/usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MVA-Configuration.txt' -> `MVA.txt' `/usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MC12-TrainingFiles-Heavy-Cambridge.txt' -> `TrainingFiles-Heavy.txt' `/usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MC12-TrainingFiles-Mixture-Cambridge.txt' -> `EvalFiles-Mixture.txt' `/usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MC12-TrainingFiles-Heavy-Cambridge.txt' -> `EvalFiles-Heavy.txt' Training in /usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainHeavy/TrainPhysTksNoGhosts-EvalPhysTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Long Will use ionice `/usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/configs/networks/TMVA-NoPreSels-NoGECs/GlobalPID_Pion_Long_ANN.txt' -> `./GlobalPID_Pion_Long_ANN.txt' 2014-06-18 03:28:08 | Cache directory = '/var/work/jonesc/ANNPID-DataCache' 2014-06-18 03:28:09 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainHeavy/TrainPhysTksNoGhosts-EvalPhysTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Long/GlobalPID_Pion_Long_ANN.txt 2014-06-18 03:28:09 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainHeavy/TrainPhysTksNoGhosts-EvalPhysTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Long/train-config.txt 2014-06-18 03:28:09 | Particle type = Pion 2014-06-18 03:28:09 | Background types = All 2014-06-18 03:28:09 | Training Mix = NaturalMix 2014-06-18 03:28:09 | Track type = Long 2014-06-18 03:28:09 | Track PresSel = NoTrackPreSelection.txt 2014-06-18 03:28:09 | Network type = TMVA 2014-06-18 03:28:09 | Ghost treatment = NoGhosts Ghosts 2014-06-18 03:28:09 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2014-06-18 03:28:09 | Reweighting = ReweightRICH2 2014-06-18 03:28:09 | Output file = GlobalPID_Pion_Long_TMVA.weights.xml 2014-06-18 03:28:09 | Skipping input #TrackCloneDist 2014-06-18 03:28:09 | Skipping input #RichAboveElThres 2014-06-18 03:28:09 | Skipping input #RichAboveMuThres 2014-06-18 03:28:09 | Skipping input #RichAbovePrThres 2014-06-18 03:28:09 | Creating selection from 'NoTrackPreSelection.txt' 2014-06-18 03:28:09 | -> # very very loose. Essentially no cuts 2014-06-18 03:28:09 | -> TrackLikelihood > -100.0 2014-06-18 03:28:09 | -> TrackP > 0 2014-06-18 03:28:09 | -> TrackPt > 0 2014-06-18 03:28:09 | Creating selection from 'AllPhysTracksInEvent.txt' 2014-06-18 03:28:09 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2014-06-18 03:28:09 | Training sample size = 1200000 2014-06-18 03:28:09 | Evaluation sample size = 10000000 2014-06-18 03:28:09 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainHeavy/TrainPhysTksNoGhosts-EvalPhysTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Long/MVA.txt 2014-06-18 03:28:09 | -> NBTASK = CLA 2014-06-18 03:28:09 | -> NBMOM = 0.0 2014-06-18 03:28:09 | -> NBREG = ALL 2014-06-18 03:28:09 | -> TMVAVALIDATIONFRAC = 0.3 2014-06-18 03:28:09 | -> TMVATESTFRAC = 0.3 2014-06-18 03:28:09 | -> HiddenLayerScaleFactor = 1.2 2014-06-18 03:28:09 | -> TMVAMETHOD = MLP 2014-06-18 03:28:09 | -> TMVAUSEREGULATOR = false 2014-06-18 03:28:09 | -> TMVAMLPNCYCLES = 750 2014-06-18 03:28:09 | -> TMVAVARTRANSFORM = Norm 2014-06-18 03:28:09 | -> TMVAMLPNEURONTYPE = tanh 2014-06-18 03:28:09 | -> TMVAMLPMETHOD = BP 2014-06-18 03:28:09 | -> TMVAMLPESTIMATORTYPE = CE 2014-06-18 03:28:09 | -> TMVAMLPCONVIMPROVE = 1e-16 2014-06-18 03:28:09 | -> TMVAMLPCONVTEST = 15 2014-06-18 03:28:09 | -> TMVABDTBOOSTTYPE = AdaBoost 2014-06-18 03:28:09 | -> TMVABDTNTREES = 800 2014-06-18 03:28:09 | -> TMVABDTPRUNEMETHOD = CostComplexity 2014-06-18 03:28:09 | -> TMVABDTMAXTREEDEPTH = 3 2014-06-18 03:28:09 | Node layer two scale = 1.2 2014-06-18 03:28:09 | Input layer has 36 nodes, hidden layer has 42 nodes 2014-06-18 03:28:09 | TMVA Output ROOT file Long-Pion-TMVA.root 2014-06-18 03:28:09 | 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: 5.34/18, Mar 14, 2014 --- Factory : --- Factory : _/_/_/_/_/ _| _| _| _| _|_| --- Factory : _/ _|_| _|_| _| _| _| _| --- Factory : _/ _| _| _| _| _| _|_|_|_| --- Factory : _/ _| _| _| _| _| _| --- Factory : _/ _| _| _| _| _| --- Factory : --- Factory : ___________TMVA Version 4.2.0, Sep 19, 2013 --- Factory : 2014-06-18 03:28:09 | Input TrackP Type F 2014-06-18 03:28:09 | Input TrackPt Type F 2014-06-18 03:28:09 | Input TrackChi2PerDof Type F 2014-06-18 03:28:09 | Input TrackNumDof Type I 2014-06-18 03:28:09 | Input TrackLikelihood Type F 2014-06-18 03:28:09 | Input TrackGhostProbability Type F 2014-06-18 03:28:09 | Input TrackFitMatchChi2 Type F 2014-06-18 03:28:09 | Input TrackFitVeloChi2 Type F 2014-06-18 03:28:09 | Input TrackFitVeloNDoF Type I 2014-06-18 03:28:09 | Input TrackFitTChi2 Type F 2014-06-18 03:28:09 | Input TrackFitTNDoF Type I 2014-06-18 03:28:09 | Input RichUsedAero Type I 2014-06-18 03:28:09 | Input RichUsedR1Gas Type I 2014-06-18 03:28:09 | Input RichUsedR2Gas Type I 2014-06-18 03:28:09 | Input RichAbovePiThres Type I 2014-06-18 03:28:09 | Input RichAboveKaThres Type I 2014-06-18 03:28:09 | Input RichDLLe Type F 2014-06-18 03:28:09 | Input RichDLLmu Type F 2014-06-18 03:28:09 | Input RichDLLk Type F 2014-06-18 03:28:09 | Input RichDLLp Type F 2014-06-18 03:28:09 | Input RichDLLbt Type F 2014-06-18 03:28:09 | Input MuonBkgLL Type F 2014-06-18 03:28:09 | Input MuonMuLL Type F 2014-06-18 03:28:09 | Input MuonIsMuon Type I 2014-06-18 03:28:09 | Input MuonNShared Type I 2014-06-18 03:28:09 | Input InAccMuon Type I 2014-06-18 03:28:09 | Input MuonIsLooseMuon Type I 2014-06-18 03:28:09 | Input EcalPIDe Type F 2014-06-18 03:28:09 | Input EcalPIDmu Type F 2014-06-18 03:28:09 | Input HcalPIDe Type F 2014-06-18 03:28:09 | Input HcalPIDmu Type F 2014-06-18 03:28:09 | Input PrsPIDe Type F 2014-06-18 03:28:09 | Input InAccBrem Type I 2014-06-18 03:28:09 | Input BremPIDe Type F 2014-06-18 03:28:09 | Input VeloCharge Type F 2014-06-18 03:28:09 | Input Data file = TrainingFiles-Heavy.txt 2014-06-18 03:28:09 | Using 619 data files 2014-06-18 03:28:09 | Training Datafile Selection hash = 1183992426505638073 2014-06-18 03:28:09 | Using training file (1/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.11.root.1183992426505638073 2014-06-18 03:28:09 | -> Pre-selected 279706 entries from 279706 ( 100 % ) --- DataSetInfo : Added class "Signal" with internal class number 0 --- DataSetInfo : Added class "Background" with internal class number 1 2014-06-18 03:28:15 | -> Selected 177860 entries ( 63.5882 % ). Overall 124403 ( 10.3669 % ) of required 1200000 entries. 2014-06-18 03:28:15 | Using training file (2/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.28.root.1183992426505638073 2014-06-18 03:28:15 | -> Pre-selected 158685 entries from 158685 ( 100 % ) 2014-06-18 03:28:18 | -> Selected 97521 entries ( 61.4557 % ). Overall 192548 ( 16.0457 % ) of required 1200000 entries. 2014-06-18 03:28:18 | Using training file (3/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.118.root.1183992426505638073 2014-06-18 03:28:19 | -> Pre-selected 479557 entries from 479557 ( 100 % ) 2014-06-18 03:28:28 | -> Selected 296707 entries ( 61.8711 % ). Overall 400142 ( 33.3452 % ) of required 1200000 entries. 2014-06-18 03:28:28 | Using training file (4/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.50.root.1183992426505638073 2014-06-18 03:28:28 | -> Pre-selected 245890 entries from 245890 ( 100 % ) 2014-06-18 03:28:33 | -> Selected 156663 entries ( 63.7126 % ). Overall 510069 ( 42.5057 % ) of required 1200000 entries. 2014-06-18 03:28:33 | Using training file (5/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.222.root.1183992426505638073 2014-06-18 03:28:34 | -> Pre-selected 410198 entries from 410198 ( 100 % ) 2014-06-18 03:28:42 | -> Selected 255055 entries ( 62.1785 % ). Overall 688671 ( 57.3892 % ) of required 1200000 entries. 2014-06-18 03:28:42 | Using training file (6/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.20.root.1183992426505638073 2014-06-18 03:28:42 | -> Pre-selected 247039 entries from 247039 ( 100 % ) 2014-06-18 03:28:47 | -> Selected 155234 entries ( 62.8379 % ). Overall 797444 ( 66.4537 % ) of required 1200000 entries. 2014-06-18 03:28:48 | Using training file (7/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.108.root.1183992426505638073 2014-06-18 03:28:48 | -> Pre-selected 255811 entries from 255811 ( 100 % ) 2014-06-18 03:28:53 | -> Selected 161100 entries ( 62.9762 % ). Overall 910214 ( 75.8512 % ) of required 1200000 entries. 2014-06-18 03:28:53 | Using training file (8/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.73.root.1183992426505638073 2014-06-18 03:28:54 | -> Pre-selected 345140 entries from 345140 ( 100 % ) 2014-06-18 03:29:01 | -> Selected 214978 entries ( 62.2872 % ). Overall 1060509 ( 88.3757 % ) of required 1200000 entries. 2014-06-18 03:29:01 | Using training file (9/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.93.root.1183992426505638073 2014-06-18 03:29:01 | -> Pre-selected 285815 entries from 285815 ( 100 % ) 2014-06-18 03:29:07 | -> Selected 179936 entries ( 62.9554 % ). Overall 1186215 ( 98.8512 % ) of required 1200000 entries. 2014-06-18 03:29:07 | Using training file (10/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.2.root.1183992426505638073 2014-06-18 03:29:07 | -> Pre-selected 475686 entries from 475686 ( 100 % ) 2014-06-18 03:29:10 | -> Selected 19661 entries ( 4.13319 % ). Overall 1200000 ( 100 % ) of required 1200000 entries. 2014-06-18 03:29:10 | Considered 2738928 tracks for input to MVA training 2014-06-18 03:29:10 | Sel. Eff. = 62.6053% 2014-06-18 03:29:10 | Selected 1200000/514715 tracks for input to MVA training/testing 2014-06-18 03:29:10 | Electron percentage = 0.495833% 2014-06-18 03:29:10 | Muon percentage = 1.91792% 2014-06-18 03:29:10 | Pion percentage = 79.3038% 2014-06-18 03:29:10 | Kaon percentage = 11.7083% 2014-06-18 03:29:10 | Unknown Particle type 411 2014-06-18 03:29:10 | percentage = 0.000416667% 2014-06-18 03:29:10 | Unknown Particle type 431 2014-06-18 03:29:10 | percentage = 8.33333e-05% 2014-06-18 03:29:10 | Unknown Particle type 521 2014-06-18 03:29:10 | percentage = 8.33333e-05% 2014-06-18 03:29:10 | Proton percentage = 6.54308% 2014-06-18 03:29:10 | Unknown Particle type 3112 2014-06-18 03:29:10 | percentage = 0.0055% 2014-06-18 03:29:10 | Unknown Particle type 3222 2014-06-18 03:29:10 | percentage = 0.0221667% 2014-06-18 03:29:10 | Unknown Particle type 3312 2014-06-18 03:29:10 | percentage = 0.00275% --- Factory : Add Tree TrainAssignTree_Signal of type Signal with 951646 events --- Factory : Add Tree TestAssignTree_Signal of type Signal with 408158 events --- Factory : Add Tree TrainAssignTree_Background of type Background with 248354 events --- Factory : Add Tree TestAssignTree_Background of type Background with 106557 events --- DataSetInfo : Class index : 0 name : Signal --- DataSetInfo : Class index : 1 name : Background 2014-06-18 03:29:10 | 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: Pion_Long_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] --- Pion_Long_TMVA : Parsing option string: --- Pion_Long_TMVA : ... "H:V:EpochMonitoring:HiddenLayers=42:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE" --- Pion_Long_TMVA : The following options are set: --- Pion_Long_TMVA : - By User: --- Pion_Long_TMVA : NCycles: "750" [Number of training cycles] --- Pion_Long_TMVA : HiddenLayers: "42" [Specification of hidden layer architecture] --- Pion_Long_TMVA : NeuronType: "tanh" [Neuron activation function type] --- Pion_Long_TMVA : EstimatorType: "CE" [MSE (Mean Square Estimator) for Gaussian Likelihood or CE(Cross-Entropy) for Bernoulli Likelihood] --- Pion_Long_TMVA : V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)] --- Pion_Long_TMVA : VarTransform: "Norm" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"] --- Pion_Long_TMVA : H: "True" [Print method-specific help message] --- Pion_Long_TMVA : TrainingMethod: "BP" [Train with Back-Propagation (BP), BFGS Algorithm (BFGS), or Genetic Algorithm (GA - slower and worse)] --- Pion_Long_TMVA : EpochMonitoring: "True" [Provide epoch-wise monitoring plots according to TestRate (caution: causes big ROOT output file!)] --- Pion_Long_TMVA : ConvergenceImprove: "1.000000e-16" [Minimum improvement which counts as improvement (<0 means automatic convergence check is turned off)] --- Pion_Long_TMVA : ConvergenceTests: "15" [Number of steps (without improvement) required for convergence (<0 means automatic convergence check is turned off)] --- Pion_Long_TMVA : UseRegulator: "False" [Use regulator to avoid over-training] --- Pion_Long_TMVA : - Default: --- Pion_Long_TMVA : RandomSeed: "1" [Random seed for initial synapse weights (0 means unique seed for each run; default value '1')] --- Pion_Long_TMVA : NeuronInputType: "sum" [Neuron input function type] --- Pion_Long_TMVA : VerbosityLevel: "Default" [Verbosity level] --- Pion_Long_TMVA : CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)] --- Pion_Long_TMVA : IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)] --- Pion_Long_TMVA : LearningRate: "2.000000e-02" [ANN learning rate parameter] --- Pion_Long_TMVA : DecayRate: "1.000000e-02" [Decay rate for learning parameter] --- Pion_Long_TMVA : TestRate: "10" [Test for overtraining performed at each #th epochs] --- Pion_Long_TMVA : Sampling: "1.000000e+00" [Only 'Sampling' (randomly selected) events are trained each epoch] --- Pion_Long_TMVA : SamplingEpoch: "1.000000e+00" [Sampling is used for the first 'SamplingEpoch' epochs, afterwards, all events are taken for training] --- Pion_Long_TMVA : SamplingImportance: "1.000000e+00" [ The sampling weights of events in epochs which successful (worse estimator than before) are multiplied with SamplingImportance, else they are divided.] --- Pion_Long_TMVA : SamplingTraining: "True" [The training sample is sampled] --- Pion_Long_TMVA : SamplingTesting: "False" [The testing sample is sampled] --- Pion_Long_TMVA : ResetStep: "50" [How often BFGS should reset history] --- Pion_Long_TMVA : Tau: "3.000000e+00" [LineSearch "size step"] --- Pion_Long_TMVA : BPMode: "sequential" [Back-propagation learning mode: sequential or batch] --- Pion_Long_TMVA : BatchSize: "-1" [Batch size: number of events/batch, only set if in Batch Mode, -1 for BatchSize=number_of_events] --- Pion_Long_TMVA : UpdateLimit: "10000" [Maximum times of regulator update] --- Pion_Long_TMVA : CalculateErrors: "False" [Calculates inverse Hessian matrix at the end of the training to be able to calculate the uncertainties of an MVA value] --- Pion_Long_TMVA : WeightRange: "1.000000e+00" [Take the events for the estimator calculations from small deviations from the desired value to large deviations only over the weight range] --- Pion_Long_TMVA : Create Transformation "Norm" with events from all classes. --- Norm : Transformation, Variable selection : --- Norm : Input : variable 'TrackP' (index=0). <---> Output : variable 'TrackP' (index=0). --- Norm : Input : variable 'TrackPt' (index=1). <---> Output : variable 'TrackPt' (index=1). --- Norm : Input : variable 'TrackChi2PerDof' (index=2). <---> Output : variable 'TrackChi2PerDof' (index=2). --- Norm : Input : variable 'TrackNumDof' (index=3). <---> Output : variable 'TrackNumDof' (index=3). --- Norm : Input : variable 'TrackLikelihood' (index=4). <---> Output : variable 'TrackLikelihood' (index=4). --- Norm : Input : variable 'TrackGhostProbability' (index=5). <---> Output : variable 'TrackGhostProbability' (index=5). --- Norm : Input : variable 'TrackFitMatchChi2' (index=6). <---> Output : variable 'TrackFitMatchChi2' (index=6). --- Norm : Input : variable 'TrackFitVeloChi2' (index=7). <---> Output : variable 'TrackFitVeloChi2' (index=7). --- Norm : Input : variable 'TrackFitVeloNDoF' (index=8). <---> Output : variable 'TrackFitVeloNDoF' (index=8). --- Norm : Input : variable 'TrackFitTChi2' (index=9). <---> Output : variable 'TrackFitTChi2' (index=9). --- Norm : Input : variable 'TrackFitTNDoF' (index=10). <---> Output : variable 'TrackFitTNDoF' (index=10). --- Norm : Input : variable 'RichUsedAero' (index=11). <---> Output : variable 'RichUsedAero' (index=11). --- Norm : Input : variable 'RichUsedR1Gas' (index=12). <---> Output : variable 'RichUsedR1Gas' (index=12). --- Norm : Input : variable 'RichUsedR2Gas' (index=13). <---> Output : variable 'RichUsedR2Gas' (index=13). --- Norm : Input : variable 'RichAbovePiThres' (index=14). <---> Output : variable 'RichAbovePiThres' (index=14). --- Norm : Input : variable 'RichAboveKaThres' (index=15). <---> Output : variable 'RichAboveKaThres' (index=15). --- Norm : Input : variable 'RichDLLe' (index=16). <---> Output : variable 'RichDLLe' (index=16). --- Norm : Input : variable 'RichDLLmu' (index=17). <---> Output : variable 'RichDLLmu' (index=17). --- Norm : Input : variable 'RichDLLk' (index=18). <---> Output : variable 'RichDLLk' (index=18). --- Norm : Input : variable 'RichDLLp' (index=19). <---> Output : variable 'RichDLLp' (index=19). --- Norm : Input : variable 'RichDLLbt' (index=20). <---> Output : variable 'RichDLLbt' (index=20). --- Norm : Input : variable 'MuonBkgLL' (index=21). <---> Output : variable 'MuonBkgLL' (index=21). --- Norm : Input : variable 'MuonMuLL' (index=22). <---> Output : variable 'MuonMuLL' (index=22). --- Norm : Input : variable 'MuonIsMuon' (index=23). <---> Output : variable 'MuonIsMuon' (index=23). --- Norm : Input : variable 'MuonNShared' (index=24). <---> Output : variable 'MuonNShared' (index=24). --- Norm : Input : variable 'InAccMuon' (index=25). <---> Output : variable 'InAccMuon' (index=25). --- Norm : Input : variable 'MuonIsLooseMuon' (index=26). <---> Output : variable 'MuonIsLooseMuon' (index=26). --- Norm : Input : variable 'EcalPIDe' (index=27). <---> Output : variable 'EcalPIDe' (index=27). --- Norm : Input : variable 'EcalPIDmu' (index=28). <---> Output : variable 'EcalPIDmu' (index=28). --- Norm : Input : variable 'HcalPIDe' (index=29). <---> Output : variable 'HcalPIDe' (index=29). --- Norm : Input : variable 'HcalPIDmu' (index=30). <---> Output : variable 'HcalPIDmu' (index=30). --- Norm : Input : variable 'PrsPIDe' (index=31). <---> Output : variable 'PrsPIDe' (index=31). --- Norm : Input : variable 'InAccBrem' (index=32). <---> Output : variable 'InAccBrem' (index=32). --- Norm : Input : variable 'BremPIDe' (index=33). <---> Output : variable 'BremPIDe' (index=33). --- Norm : Input : variable 'VeloCharge' (index=34). <---> Output : variable 'VeloCharge' (index=34). --- Pion_Long_TMVA : Building Network --- Pion_Long_TMVA : Initializing weights 2014-06-18 03:29:10 | 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_Signal: "0" [Number of training events of class Signal (default: 0 = all)] --- DataSetFactory : nTrain_Background: "0" [Number of training events of class Background (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_Signal: "0" [Number of test events of class Signal (default: 0 = all)] --- DataSetFactory : nTest_Background: "0" [Number of test events of class Background (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 "Signal" ... --- DataSetFactory : Weight expression for class 'Signal': "weight" --- DataSetFactory : Create training and testing trees -- looping over class "Background" ... --- DataSetFactory : Weight expression for class 'Background': "weight" --- DataSetFactory : Number of events in input trees (after possible flattening of arrays): --- DataSetFactory : Signal -- number of events : 1359804 / sum of weights: 1.3598e+06 --- DataSetFactory : Background -- number of events : 354911 / sum of weights: 354911 --- DataSetFactory : Signal tree -- total number of entries: 1359804 --- DataSetFactory : Background tree -- total number of entries: 354911 --- 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 (Signal): --- DataSetInfo : ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ --- DataSetInfo : TrackP TrackPt TrackChi2PerDof TrackNumDof TrackLikelihood TrackGhostProbability TrackFitMatchChi2 TrackFitVeloChi2 TrackFitVeloNDoF TrackFitTChi2 TrackFitTNDoF RichUsedAero RichUsedR1Gas RichUsedR2Gas RichAbovePiThres RichAboveKaThres RichDLLe RichDLLmu RichDLLk RichDLLp RichDLLbt MuonBkgLL MuonMuLL MuonIsMuon MuonNShared InAccMuon MuonIsLooseMuon EcalPIDe EcalPIDmu HcalPIDe HcalPIDmu PrsPIDe InAccBrem BremPIDe VeloCharge --- DataSetInfo : TrackP: +1.000 +0.585 -0.011 -0.354 +0.158 -0.032 -0.055 -0.107 -0.151 -0.189 -0.360 -0.393 -0.370 +0.470 +0.030 +0.184 +0.005 -0.007 -0.033 -0.039 -0.039 -0.070 -0.070 -0.067 -0.077 +0.113 -0.070 -0.116 -0.116 -0.075 -0.076 -0.076 -0.361 -0.361 +0.080 --- DataSetInfo : TrackPt: +0.585 +1.000 -0.010 -0.022 +0.058 -0.069 -0.054 +0.032 +0.008 -0.004 -0.047 +0.016 +0.107 +0.248 +0.128 +0.377 +0.092 +0.092 +0.063 +0.062 +0.071 -0.065 -0.065 -0.051 -0.063 +0.118 -0.065 +0.016 +0.016 +0.017 +0.017 +0.032 +0.094 +0.094 +0.086 --- DataSetInfo : TrackChi2PerDof: -0.011 -0.010 +1.000 -0.030 -0.572 +0.005 +0.701 +0.249 +0.003 +0.457 -0.027 +0.033 +0.018 -0.026 +0.004 +0.008 +0.002 +0.001 +0.005 +0.005 +0.005 +0.037 +0.037 +0.043 +0.026 -0.003 +0.037 +0.006 +0.006 +0.003 +0.003 +0.006 +0.018 +0.018 +0.008 --- DataSetInfo : TrackNumDof: -0.354 -0.022 -0.030 +1.000 -0.018 -0.001 -0.008 +0.501 +0.715 +0.470 +0.803 +0.251 +0.608 -0.267 +0.069 +0.034 +0.108 +0.116 +0.120 +0.124 +0.127 +0.001 +0.001 +0.009 +0.012 -0.025 +0.001 +0.161 +0.161 +0.077 +0.077 +0.121 +0.625 +0.625 -0.107 --- DataSetInfo : TrackLikelihood: +0.158 +0.058 -0.572 -0.018 +1.000 -0.005 -0.485 -0.142 -0.043 -0.252 -0.021 -0.159 -0.176 +0.183 +0.012 +0.030 -0.029 -0.031 -0.042 -0.044 -0.043 -0.007 -0.007 -0.018 -0.016 +0.159 -0.007 +0.073 +0.073 +0.106 +0.106 +0.086 -0.170 -0.170 +0.084 --- DataSetInfo : TrackGhostProbability: -0.032 -0.069 +0.005 -0.001 -0.005 +1.000 +0.006 -0.007 -0.006 +0.001 +0.001 +0.009 +0.005 -0.004 +0.006 +0.004 +0.008 +0.008 +0.008 +0.008 +0.009 +0.001 +0.001 +0.001 -0.000 -0.004 +0.001 -0.003 -0.003 -0.003 -0.003 -0.003 +0.004 +0.004 -0.002 --- DataSetInfo : TrackFitMatchChi2: -0.055 -0.054 +0.701 -0.008 -0.485 +0.006 +1.000 +0.005 +0.013 +0.078 -0.000 +0.045 +0.038 -0.084 -0.017 -0.025 +0.005 +0.004 +0.010 +0.010 +0.009 +0.040 +0.040 +0.054 +0.022 -0.061 +0.040 -0.028 -0.028 -0.042 -0.042 -0.029 +0.034 +0.034 -0.003 --- DataSetInfo : TrackFitVeloChi2: -0.107 +0.032 +0.249 +0.501 -0.142 -0.007 +0.005 +1.000 +0.693 +0.103 +0.146 +0.096 +0.334 -0.057 +0.100 +0.074 +0.108 +0.111 +0.113 +0.115 +0.118 +0.026 +0.026 +0.021 +0.024 +0.019 +0.026 +0.063 +0.063 +0.049 +0.049 +0.050 +0.337 +0.337 -0.077 --- DataSetInfo : TrackFitVeloNDoF: -0.151 +0.008 +0.003 +0.715 -0.043 -0.006 +0.013 +0.693 +1.000 +0.123 +0.197 +0.086 +0.462 -0.083 +0.115 +0.054 +0.146 +0.149 +0.151 +0.154 +0.158 +0.037 +0.036 +0.029 +0.031 +0.017 +0.036 +0.080 +0.080 +0.061 +0.061 +0.061 +0.465 +0.465 -0.089 --- DataSetInfo : TrackFitTChi2: -0.189 -0.004 +0.457 +0.470 -0.252 +0.001 +0.078 +0.103 +0.123 +1.000 +0.579 +0.153 +0.254 -0.143 +0.012 +0.008 +0.019 +0.022 +0.026 +0.027 +0.028 -0.003 -0.003 +0.003 +0.010 +0.014 -0.003 +0.132 +0.132 +0.077 +0.077 +0.106 +0.273 +0.273 -0.026 --- DataSetInfo : TrackFitTNDoF: -0.360 -0.047 -0.027 +0.803 -0.021 +0.001 -0.000 +0.146 +0.197 +0.579 +1.000 +0.272 +0.423 -0.302 -0.013 -0.012 +0.017 +0.024 +0.030 +0.032 +0.034 -0.033 -0.033 -0.013 -0.012 -0.054 -0.033 +0.162 +0.162 +0.061 +0.061 +0.116 +0.458 +0.458 -0.072 --- DataSetInfo : RichUsedAero: -0.393 +0.016 +0.033 +0.251 -0.159 +0.009 +0.045 +0.096 +0.086 +0.153 +0.272 +1.000 +0.404 -0.509 +0.177 +0.492 +0.109 +0.124 +0.153 +0.159 +0.170 -0.006 -0.006 +0.014 +0.025 -0.267 -0.006 -0.128 -0.127 -0.178 -0.178 -0.138 +0.430 +0.430 -0.014 --- DataSetInfo : RichUsedR1Gas: -0.370 +0.107 +0.018 +0.608 -0.176 +0.005 +0.038 +0.334 +0.462 +0.254 +0.423 +0.404 +1.000 -0.345 +0.247 +0.221 +0.326 +0.337 +0.344 +0.347 +0.351 +0.017 +0.017 +0.024 +0.035 -0.118 +0.017 +0.042 +0.042 -0.023 -0.023 +0.009 +0.822 +0.822 -0.082 --- DataSetInfo : RichUsedR2Gas: +0.470 +0.248 -0.026 -0.267 +0.183 -0.004 -0.084 -0.057 -0.083 -0.143 -0.302 -0.509 -0.345 +1.000 +0.184 +0.103 +0.158 +0.156 +0.118 +0.114 +0.114 -0.003 -0.003 -0.021 -0.057 +0.354 -0.003 +0.166 +0.166 +0.228 +0.228 +0.185 -0.345 -0.345 +0.074 --- DataSetInfo : RichAbovePiThres: +0.030 +0.128 +0.004 +0.069 +0.012 +0.006 -0.017 +0.100 +0.115 +0.012 -0.013 +0.177 +0.247 +0.184 +1.000 +0.305 +0.787 +0.789 +0.786 +0.787 +0.788 -0.001 -0.001 -0.001 -0.008 +0.158 -0.001 +0.125 +0.125 +0.122 +0.122 +0.139 +0.206 +0.206 +0.018 --- DataSetInfo : RichAboveKaThres: +0.184 +0.377 +0.008 +0.034 +0.030 +0.004 -0.025 +0.074 +0.054 +0.008 -0.012 +0.492 +0.221 +0.103 +0.305 +1.000 +0.232 +0.237 +0.223 +0.232 +0.240 -0.076 -0.076 -0.062 -0.061 -0.020 -0.076 -0.074 -0.074 -0.092 -0.092 -0.043 +0.204 +0.204 +0.051 --- DataSetInfo : RichDLLe: +0.005 +0.092 +0.002 +0.108 -0.029 +0.008 +0.005 +0.108 +0.146 +0.019 +0.017 +0.109 +0.326 +0.158 +0.787 +0.232 +1.000 +0.999 +0.995 +0.995 +0.995 -0.032 -0.032 -0.025 -0.030 +0.016 -0.032 +0.003 +0.003 -0.006 -0.007 +0.016 +0.259 +0.259 -0.002 --- DataSetInfo : RichDLLmu: -0.007 +0.092 +0.001 +0.116 -0.031 +0.008 +0.004 +0.111 +0.149 +0.022 +0.024 +0.124 +0.337 +0.156 +0.789 +0.237 +0.999 +1.000 +0.996 +0.996 +0.996 -0.032 -0.032 -0.025 -0.032 +0.014 -0.032 +0.004 +0.004 -0.006 -0.006 +0.016 +0.270 +0.270 -0.003 --- DataSetInfo : RichDLLk: -0.033 +0.063 +0.005 +0.120 -0.042 +0.008 +0.010 +0.113 +0.151 +0.026 +0.030 +0.153 +0.344 +0.118 +0.786 +0.223 +0.995 +0.996 +1.000 +0.999 +0.999 -0.027 -0.027 -0.020 -0.025 -0.003 -0.027 -0.005 -0.004 -0.016 -0.017 +0.007 +0.279 +0.279 -0.005 --- DataSetInfo : RichDLLp: -0.039 +0.062 +0.005 +0.124 -0.044 +0.008 +0.010 +0.115 +0.154 +0.027 +0.032 +0.159 +0.347 +0.114 +0.787 +0.232 +0.995 +0.996 +0.999 +1.000 +1.000 -0.028 -0.028 -0.021 -0.025 -0.007 -0.028 -0.006 -0.006 -0.019 -0.019 +0.006 +0.284 +0.284 -0.005 --- DataSetInfo : RichDLLbt: -0.039 +0.071 +0.005 +0.127 -0.043 +0.009 +0.009 +0.118 +0.158 +0.028 +0.034 +0.170 +0.351 +0.114 +0.788 +0.240 +0.995 +0.996 +0.999 +1.000 +1.000 -0.027 -0.027 -0.020 -0.024 -0.003 -0.027 -0.003 -0.003 -0.016 -0.016 +0.008 +0.290 +0.290 -0.004 --- DataSetInfo : MuonBkgLL: -0.070 -0.065 +0.037 +0.001 -0.007 +0.001 +0.040 +0.026 +0.037 -0.003 -0.033 -0.006 +0.017 -0.003 -0.001 -0.076 -0.032 -0.032 -0.027 -0.028 -0.027 +1.000 +1.000 +0.745 +0.674 +0.148 +1.000 +0.100 +0.100 +0.114 +0.115 +0.101 +0.011 +0.011 -0.007 --- DataSetInfo : MuonMuLL: -0.070 -0.065 +0.037 +0.001 -0.007 +0.001 +0.040 +0.026 +0.036 -0.003 -0.033 -0.006 +0.017 -0.003 -0.001 -0.076 -0.032 -0.032 -0.027 -0.028 -0.027 +1.000 +1.000 +0.745 +0.674 +0.148 +1.000 +0.100 +0.100 +0.114 +0.115 +0.101 +0.011 +0.011 -0.007 --- DataSetInfo : MuonIsMuon: -0.067 -0.051 +0.043 +0.009 -0.018 +0.001 +0.054 +0.021 +0.029 +0.003 -0.013 +0.014 +0.024 -0.021 -0.001 -0.062 -0.025 -0.025 -0.020 -0.021 -0.020 +0.745 +0.745 +1.000 +0.491 +0.110 +0.746 +0.084 +0.084 +0.095 +0.096 +0.080 +0.020 +0.020 -0.007 --- DataSetInfo : MuonNShared: -0.077 -0.063 +0.026 +0.012 -0.016 -0.000 +0.022 +0.024 +0.031 +0.010 -0.012 +0.025 +0.035 -0.057 -0.008 -0.061 -0.030 -0.032 -0.025 -0.025 -0.024 +0.674 +0.674 +0.491 +1.000 +0.099 +0.673 +0.080 +0.080 +0.093 +0.093 +0.076 +0.031 +0.031 -0.005 --- DataSetInfo : InAccMuon: +0.113 +0.118 -0.003 -0.025 +0.159 -0.004 -0.061 +0.019 +0.017 +0.014 -0.054 -0.267 -0.118 +0.354 +0.158 -0.020 +0.016 +0.014 -0.003 -0.007 -0.003 +0.148 +0.148 +0.110 +0.099 +1.000 +0.148 +0.731 +0.731 +0.828 +0.828 +0.721 -0.118 -0.118 +0.044 --- DataSetInfo : MuonIsLooseMuon: -0.070 -0.065 +0.037 +0.001 -0.007 +0.001 +0.040 +0.026 +0.036 -0.003 -0.033 -0.006 +0.017 -0.003 -0.001 -0.076 -0.032 -0.032 -0.027 -0.028 -0.027 +1.000 +1.000 +0.746 +0.673 +0.148 +1.000 +0.100 +0.100 +0.114 +0.115 +0.101 +0.011 +0.011 -0.007 --- DataSetInfo : EcalPIDe: -0.116 +0.016 +0.006 +0.161 +0.073 -0.003 -0.028 +0.063 +0.080 +0.132 +0.162 -0.128 +0.042 +0.166 +0.125 -0.074 +0.003 +0.004 -0.005 -0.006 -0.003 +0.100 +0.100 +0.084 +0.080 +0.731 +0.100 +1.000 +1.000 +0.818 +0.818 +0.876 +0.067 +0.067 +0.012 --- DataSetInfo : EcalPIDmu: -0.116 +0.016 +0.006 +0.161 +0.073 -0.003 -0.028 +0.063 +0.080 +0.132 +0.162 -0.127 +0.042 +0.166 +0.125 -0.074 +0.003 +0.004 -0.004 -0.006 -0.003 +0.100 +0.100 +0.084 +0.080 +0.731 +0.100 +1.000 +1.000 +0.818 +0.818 +0.876 +0.067 +0.067 +0.012 --- DataSetInfo : HcalPIDe: -0.075 +0.017 +0.003 +0.077 +0.106 -0.003 -0.042 +0.049 +0.061 +0.077 +0.061 -0.178 -0.023 +0.228 +0.122 -0.092 -0.006 -0.006 -0.016 -0.019 -0.016 +0.114 +0.114 +0.095 +0.093 +0.828 +0.114 +0.818 +0.818 +1.000 +1.000 +0.743 -0.012 -0.013 +0.022 --- DataSetInfo : HcalPIDmu: -0.076 +0.017 +0.003 +0.077 +0.106 -0.003 -0.042 +0.049 +0.061 +0.077 +0.061 -0.178 -0.023 +0.228 +0.122 -0.092 -0.007 -0.006 -0.017 -0.019 -0.016 +0.115 +0.115 +0.096 +0.093 +0.828 +0.115 +0.818 +0.818 +1.000 +1.000 +0.743 -0.012 -0.013 +0.022 --- DataSetInfo : PrsPIDe: -0.076 +0.032 +0.006 +0.121 +0.086 -0.003 -0.029 +0.050 +0.061 +0.106 +0.116 -0.138 +0.009 +0.185 +0.139 -0.043 +0.016 +0.016 +0.007 +0.006 +0.008 +0.101 +0.101 +0.080 +0.076 +0.721 +0.101 +0.876 +0.876 +0.743 +0.743 +1.000 +0.021 +0.021 +0.017 --- DataSetInfo : InAccBrem: -0.361 +0.094 +0.018 +0.625 -0.170 +0.004 +0.034 +0.337 +0.465 +0.273 +0.458 +0.430 +0.822 -0.345 +0.206 +0.204 +0.259 +0.270 +0.279 +0.284 +0.290 +0.011 +0.011 +0.020 +0.031 -0.118 +0.011 +0.067 +0.067 -0.012 -0.012 +0.021 +1.000 +1.000 -0.067 --- DataSetInfo : BremPIDe: -0.361 +0.094 +0.018 +0.625 -0.170 +0.004 +0.034 +0.337 +0.465 +0.273 +0.458 +0.430 +0.822 -0.345 +0.206 +0.204 +0.259 +0.270 +0.279 +0.284 +0.290 +0.011 +0.011 +0.020 +0.031 -0.118 +0.011 +0.067 +0.067 -0.013 -0.013 +0.021 +1.000 +1.000 -0.067 --- DataSetInfo : VeloCharge: +0.080 +0.086 +0.008 -0.107 +0.084 -0.002 -0.003 -0.077 -0.089 -0.026 -0.072 -0.014 -0.082 +0.074 +0.018 +0.051 -0.002 -0.003 -0.005 -0.005 -0.004 -0.007 -0.007 -0.007 -0.005 +0.044 -0.007 +0.012 +0.012 +0.022 +0.022 +0.017 -0.067 -0.067 +1.000 --- DataSetInfo : ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ --- DataSetInfo : Correlation matrix (Background): --- DataSetInfo : ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ --- DataSetInfo : TrackP TrackPt TrackChi2PerDof TrackNumDof TrackLikelihood TrackGhostProbability TrackFitMatchChi2 TrackFitVeloChi2 TrackFitVeloNDoF TrackFitTChi2 TrackFitTNDoF RichUsedAero RichUsedR1Gas RichUsedR2Gas RichAbovePiThres RichAboveKaThres RichDLLe RichDLLmu RichDLLk RichDLLp RichDLLbt MuonBkgLL MuonMuLL MuonIsMuon MuonNShared InAccMuon MuonIsLooseMuon EcalPIDe EcalPIDmu HcalPIDe HcalPIDmu PrsPIDe InAccBrem BremPIDe VeloCharge --- DataSetInfo : TrackP: +1.000 +0.567 -0.041 -0.330 +0.159 -0.043 -0.072 -0.094 -0.122 -0.202 -0.351 -0.438 -0.369 +0.410 -0.029 +0.159 -0.053 -0.063 -0.072 -0.084 -0.091 -0.001 -0.000 +0.022 -0.079 +0.011 -0.000 -0.226 -0.226 -0.195 -0.195 -0.184 -0.357 -0.357 +0.099 --- DataSetInfo : TrackPt: +0.567 +1.000 -0.053 +0.003 +0.064 -0.111 -0.079 +0.014 -0.005 -0.007 +0.003 -0.106 +0.112 +0.210 +0.083 +0.308 +0.065 +0.060 +0.059 +0.047 +0.052 +0.085 +0.085 +0.126 -0.055 +0.098 +0.085 +0.015 +0.016 +0.011 +0.011 +0.026 +0.095 +0.095 +0.113 --- DataSetInfo : TrackChi2PerDof: -0.041 -0.053 +1.000 -0.027 -0.600 -0.002 +0.694 +0.253 -0.001 +0.462 -0.015 +0.055 +0.019 -0.064 -0.017 -0.022 -0.014 -0.012 -0.015 -0.012 -0.013 +0.027 +0.027 +0.028 +0.031 -0.041 +0.027 -0.015 -0.015 -0.018 -0.018 -0.019 +0.020 +0.020 +0.018 --- DataSetInfo : TrackNumDof: -0.330 +0.003 -0.027 +1.000 -0.028 -0.009 -0.009 +0.502 +0.713 +0.478 +0.807 +0.214 +0.613 -0.150 +0.110 +0.040 +0.140 +0.142 +0.152 +0.155 +0.161 +0.034 +0.034 +0.039 +0.017 +0.110 +0.034 +0.336 +0.337 +0.242 +0.242 +0.280 +0.639 +0.639 -0.109 --- DataSetInfo : TrackLikelihood: +0.159 +0.064 -0.600 -0.028 +1.000 -0.003 -0.500 -0.154 -0.042 -0.279 -0.047 -0.160 -0.174 +0.175 +0.001 +0.041 -0.024 -0.030 -0.028 -0.033 -0.034 -0.009 -0.009 -0.012 -0.027 +0.107 -0.009 +0.001 +0.001 +0.036 +0.036 +0.017 -0.171 -0.171 +0.065 --- DataSetInfo : TrackGhostProbability: -0.043 -0.111 -0.002 -0.009 -0.003 +1.000 +0.004 -0.019 -0.015 -0.005 -0.002 +0.012 -0.003 -0.005 +0.001 +0.002 +0.001 +0.001 +0.002 +0.002 +0.002 +0.002 +0.002 +0.002 +0.002 -0.003 +0.002 -0.004 -0.004 -0.002 -0.002 -0.003 -0.003 -0.003 -0.001 --- DataSetInfo : TrackFitMatchChi2: -0.072 -0.079 +0.694 -0.009 -0.500 +0.004 +1.000 +0.002 +0.007 +0.078 +0.006 +0.060 +0.033 -0.107 -0.029 -0.055 -0.013 -0.010 -0.015 -0.012 -0.013 +0.044 +0.044 +0.049 +0.033 -0.066 +0.044 -0.021 -0.021 -0.032 -0.032 -0.022 +0.032 +0.032 +0.007 --- DataSetInfo : TrackFitVeloChi2: -0.094 +0.014 +0.253 +0.502 -0.154 -0.019 +0.002 +1.000 +0.691 +0.108 +0.153 +0.043 +0.313 +0.011 +0.088 +0.056 +0.095 +0.093 +0.102 +0.104 +0.108 +0.019 +0.019 +0.014 +0.011 +0.046 +0.019 +0.107 +0.107 +0.097 +0.098 +0.086 +0.323 +0.323 -0.084 --- DataSetInfo : TrackFitVeloNDoF: -0.122 -0.005 -0.001 +0.713 -0.042 -0.015 +0.007 +0.691 +1.000 +0.128 +0.201 +0.011 +0.430 +0.027 +0.108 +0.039 +0.128 +0.126 +0.138 +0.139 +0.144 +0.031 +0.031 +0.024 +0.015 +0.060 +0.031 +0.143 +0.143 +0.131 +0.131 +0.114 +0.442 +0.442 -0.100 --- DataSetInfo : TrackFitTChi2: -0.202 -0.007 +0.462 +0.478 -0.279 -0.005 +0.078 +0.108 +0.128 +1.000 +0.587 +0.175 +0.281 -0.129 +0.033 +0.007 +0.046 +0.049 +0.051 +0.053 +0.056 +0.013 +0.013 +0.019 +0.021 +0.061 +0.013 +0.212 +0.212 +0.145 +0.145 +0.172 +0.302 +0.302 -0.022 --- DataSetInfo : TrackFitTNDoF: -0.351 +0.003 -0.015 +0.807 -0.047 -0.002 +0.006 +0.153 +0.201 +0.587 +1.000 +0.283 +0.464 -0.230 +0.047 +0.008 +0.073 +0.078 +0.082 +0.085 +0.090 +0.019 +0.019 +0.033 +0.010 +0.101 +0.019 +0.359 +0.360 +0.238 +0.238 +0.296 +0.502 +0.502 -0.066 --- DataSetInfo : RichUsedAero: -0.438 -0.106 +0.055 +0.214 -0.160 +0.012 +0.060 +0.043 +0.011 +0.175 +0.283 +1.000 +0.372 -0.543 +0.132 +0.356 +0.095 +0.110 +0.117 +0.130 +0.148 +0.008 +0.008 +0.010 +0.056 -0.172 +0.008 -0.004 -0.003 -0.048 -0.048 -0.024 +0.387 +0.387 -0.032 --- DataSetInfo : RichUsedR1Gas: -0.369 +0.112 +0.019 +0.613 -0.174 -0.003 +0.033 +0.313 +0.430 +0.281 +0.464 +0.372 +1.000 -0.261 +0.244 +0.210 +0.295 +0.302 +0.310 +0.314 +0.322 +0.054 +0.054 +0.059 +0.043 -0.015 +0.054 +0.200 +0.200 +0.129 +0.129 +0.145 +0.808 +0.808 -0.075 --- DataSetInfo : RichUsedR2Gas: +0.410 +0.210 -0.064 -0.150 +0.175 -0.005 -0.107 +0.011 +0.027 -0.129 -0.230 -0.543 -0.261 +1.000 +0.173 +0.132 +0.162 +0.151 +0.160 +0.148 +0.143 +0.026 +0.026 +0.021 -0.068 +0.309 +0.026 +0.107 +0.106 +0.156 +0.156 +0.134 -0.251 -0.251 +0.048 --- DataSetInfo : RichAbovePiThres: -0.029 +0.083 -0.017 +0.110 +0.001 +0.001 -0.029 +0.088 +0.108 +0.033 +0.047 +0.132 +0.244 +0.173 +1.000 +0.329 +0.852 +0.852 +0.850 +0.851 +0.851 +0.017 +0.017 +0.020 -0.007 +0.188 +0.017 +0.139 +0.139 +0.127 +0.127 +0.161 +0.207 +0.207 -0.009 --- DataSetInfo : RichAboveKaThres: +0.159 +0.308 -0.022 +0.040 +0.041 +0.002 -0.055 +0.056 +0.039 +0.007 +0.008 +0.356 +0.210 +0.132 +0.329 +1.000 +0.278 +0.280 +0.289 +0.290 +0.299 -0.020 -0.019 +0.002 -0.065 +0.017 -0.019 -0.052 -0.051 -0.071 -0.071 -0.021 +0.190 +0.190 +0.042 --- DataSetInfo : RichDLLe: -0.053 +0.065 -0.014 +0.140 -0.024 +0.001 -0.013 +0.095 +0.128 +0.046 +0.073 +0.095 +0.295 +0.162 +0.852 +0.278 +1.000 +0.998 +0.993 +0.993 +0.992 -0.002 -0.002 +0.004 -0.021 +0.119 -0.002 +0.087 +0.087 +0.072 +0.072 +0.109 +0.239 +0.239 -0.008 --- DataSetInfo : RichDLLmu: -0.063 +0.060 -0.012 +0.142 -0.030 +0.001 -0.010 +0.093 +0.126 +0.049 +0.078 +0.110 +0.302 +0.151 +0.852 +0.280 +0.998 +1.000 +0.993 +0.993 +0.993 +0.006 +0.006 +0.013 -0.018 +0.111 +0.006 +0.084 +0.084 +0.068 +0.068 +0.106 +0.246 +0.246 -0.009 --- DataSetInfo : RichDLLk: -0.072 +0.059 -0.015 +0.152 -0.028 +0.002 -0.015 +0.102 +0.138 +0.051 +0.082 +0.117 +0.310 +0.160 +0.850 +0.289 +0.993 +0.993 +1.000 +0.997 +0.998 -0.038 -0.038 -0.037 -0.028 +0.118 -0.038 +0.091 +0.091 +0.075 +0.075 +0.113 +0.257 +0.257 -0.013 --- DataSetInfo : RichDLLp: -0.084 +0.047 -0.012 +0.155 -0.033 +0.002 -0.012 +0.104 +0.139 +0.053 +0.085 +0.130 +0.314 +0.148 +0.851 +0.290 +0.993 +0.993 +0.997 +1.000 +0.999 -0.036 -0.036 -0.034 -0.026 +0.112 -0.036 +0.089 +0.090 +0.073 +0.073 +0.110 +0.263 +0.263 -0.016 --- DataSetInfo : RichDLLbt: -0.091 +0.052 -0.013 +0.161 -0.034 +0.002 -0.013 +0.108 +0.144 +0.056 +0.090 +0.148 +0.322 +0.143 +0.851 +0.299 +0.992 +0.993 +0.998 +0.999 +1.000 -0.031 -0.031 -0.029 -0.025 +0.115 -0.031 +0.094 +0.094 +0.078 +0.078 +0.115 +0.273 +0.273 -0.015 --- DataSetInfo : MuonBkgLL: -0.001 +0.085 +0.027 +0.034 -0.009 +0.002 +0.044 +0.019 +0.031 +0.013 +0.019 +0.008 +0.054 +0.026 +0.017 -0.020 -0.002 +0.006 -0.038 -0.036 -0.031 +1.000 +1.000 +0.859 +0.566 +0.163 +1.000 +0.108 +0.109 +0.105 +0.106 +0.113 +0.052 +0.052 +0.017 --- DataSetInfo : MuonMuLL: -0.000 +0.085 +0.027 +0.034 -0.009 +0.002 +0.044 +0.019 +0.031 +0.013 +0.019 +0.008 +0.054 +0.026 +0.017 -0.019 -0.002 +0.006 -0.038 -0.036 -0.031 +1.000 +1.000 +0.860 +0.565 +0.163 +1.000 +0.108 +0.109 +0.105 +0.106 +0.113 +0.052 +0.052 +0.017 --- DataSetInfo : MuonIsMuon: +0.022 +0.126 +0.028 +0.039 -0.012 +0.002 +0.049 +0.014 +0.024 +0.019 +0.033 +0.010 +0.059 +0.021 +0.020 +0.002 +0.004 +0.013 -0.037 -0.034 -0.029 +0.859 +0.860 +1.000 +0.409 +0.140 +0.860 +0.104 +0.105 +0.103 +0.104 +0.105 +0.058 +0.058 +0.030 --- DataSetInfo : MuonNShared: -0.079 -0.055 +0.031 +0.017 -0.027 +0.002 +0.033 +0.011 +0.015 +0.021 +0.010 +0.056 +0.043 -0.068 -0.007 -0.065 -0.021 -0.018 -0.028 -0.026 -0.025 +0.566 +0.565 +0.409 +1.000 +0.092 +0.565 +0.072 +0.072 +0.078 +0.078 +0.070 +0.040 +0.040 -0.015 --- DataSetInfo : InAccMuon: +0.011 +0.098 -0.041 +0.110 +0.107 -0.003 -0.066 +0.046 +0.060 +0.061 +0.101 -0.172 -0.015 +0.309 +0.188 +0.017 +0.119 +0.111 +0.118 +0.112 +0.115 +0.163 +0.163 +0.140 +0.092 +1.000 +0.163 +0.687 +0.687 +0.731 +0.731 +0.709 -0.003 -0.003 -0.012 --- DataSetInfo : MuonIsLooseMuon: -0.000 +0.085 +0.027 +0.034 -0.009 +0.002 +0.044 +0.019 +0.031 +0.013 +0.019 +0.008 +0.054 +0.026 +0.017 -0.019 -0.002 +0.006 -0.038 -0.036 -0.031 +1.000 +1.000 +0.860 +0.565 +0.163 +1.000 +0.108 +0.109 +0.105 +0.106 +0.113 +0.052 +0.052 +0.017 --- DataSetInfo : EcalPIDe: -0.226 +0.015 -0.015 +0.336 +0.001 -0.004 -0.021 +0.107 +0.143 +0.212 +0.359 -0.004 +0.200 +0.107 +0.139 -0.052 +0.087 +0.084 +0.091 +0.089 +0.094 +0.108 +0.108 +0.104 +0.072 +0.687 +0.108 +1.000 +1.000 +0.815 +0.815 +0.851 +0.252 +0.252 -0.042 --- DataSetInfo : EcalPIDmu: -0.226 +0.016 -0.015 +0.337 +0.001 -0.004 -0.021 +0.107 +0.143 +0.212 +0.360 -0.003 +0.200 +0.106 +0.139 -0.051 +0.087 +0.084 +0.091 +0.090 +0.094 +0.109 +0.109 +0.105 +0.072 +0.687 +0.109 +1.000 +1.000 +0.815 +0.815 +0.851 +0.253 +0.253 -0.042 --- DataSetInfo : HcalPIDe: -0.195 +0.011 -0.018 +0.242 +0.036 -0.002 -0.032 +0.097 +0.131 +0.145 +0.238 -0.048 +0.129 +0.156 +0.127 -0.071 +0.072 +0.068 +0.075 +0.073 +0.078 +0.105 +0.105 +0.103 +0.078 +0.731 +0.105 +0.815 +0.815 +1.000 +1.000 +0.725 +0.158 +0.158 -0.037 --- DataSetInfo : HcalPIDmu: -0.195 +0.011 -0.018 +0.242 +0.036 -0.002 -0.032 +0.098 +0.131 +0.145 +0.238 -0.048 +0.129 +0.156 +0.127 -0.071 +0.072 +0.068 +0.075 +0.073 +0.078 +0.106 +0.106 +0.104 +0.078 +0.731 +0.106 +0.815 +0.815 +1.000 +1.000 +0.725 +0.158 +0.158 -0.037 --- DataSetInfo : PrsPIDe: -0.184 +0.026 -0.019 +0.280 +0.017 -0.003 -0.022 +0.086 +0.114 +0.172 +0.296 -0.024 +0.145 +0.134 +0.161 -0.021 +0.109 +0.106 +0.113 +0.110 +0.115 +0.113 +0.113 +0.105 +0.070 +0.709 +0.113 +0.851 +0.851 +0.725 +0.725 +1.000 +0.173 +0.173 -0.036 --- DataSetInfo : InAccBrem: -0.357 +0.095 +0.020 +0.639 -0.171 -0.003 +0.032 +0.323 +0.442 +0.302 +0.502 +0.387 +0.808 -0.251 +0.207 +0.190 +0.239 +0.246 +0.257 +0.263 +0.273 +0.052 +0.052 +0.058 +0.040 -0.003 +0.052 +0.252 +0.253 +0.158 +0.158 +0.173 +1.000 +1.000 -0.064 --- DataSetInfo : BremPIDe: -0.357 +0.095 +0.020 +0.639 -0.171 -0.003 +0.032 +0.323 +0.442 +0.302 +0.502 +0.387 +0.808 -0.251 +0.207 +0.190 +0.239 +0.246 +0.257 +0.263 +0.273 +0.052 +0.052 +0.058 +0.040 -0.003 +0.052 +0.252 +0.253 +0.158 +0.158 +0.173 +1.000 +1.000 -0.064 --- DataSetInfo : VeloCharge: +0.099 +0.113 +0.018 -0.109 +0.065 -0.001 +0.007 -0.084 -0.100 -0.022 -0.066 -0.032 -0.075 +0.048 -0.009 +0.042 -0.008 -0.009 -0.013 -0.016 -0.015 +0.017 +0.017 +0.030 -0.015 -0.012 +0.017 -0.042 -0.042 -0.037 -0.037 -0.036 -0.064 -0.064 +1.000 --- DataSetInfo : ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ --- DataSetFactory : --- Factory : --- Factory : current transformation string: 'I' --- Factory : Create Transformation "I" with events from all classes. --- Id : Transformation, Variable selection : --- Id : Input : variable 'TrackP' (index=0). <---> Output : variable 'TrackP' (index=0). --- Id : Input : variable 'TrackPt' (index=1). <---> Output : variable 'TrackPt' (index=1). --- Id : Input : variable 'TrackChi2PerDof' (index=2). <---> Output : variable 'TrackChi2PerDof' (index=2). --- Id : Input : variable 'TrackNumDof' (index=3). <---> Output : variable 'TrackNumDof' (index=3). --- Id : Input : variable 'TrackLikelihood' (index=4). <---> Output : variable 'TrackLikelihood' (index=4). --- Id : Input : variable 'TrackGhostProbability' (index=5). <---> Output : variable 'TrackGhostProbability' (index=5). --- Id : Input : variable 'TrackFitMatchChi2' (index=6). <---> Output : variable 'TrackFitMatchChi2' (index=6). --- Id : Input : variable 'TrackFitVeloChi2' (index=7). <---> Output : variable 'TrackFitVeloChi2' (index=7). --- Id : Input : variable 'TrackFitVeloNDoF' (index=8). <---> Output : variable 'TrackFitVeloNDoF' (index=8). --- Id : Input : variable 'TrackFitTChi2' (index=9). <---> Output : variable 'TrackFitTChi2' (index=9). --- Id : Input : variable 'TrackFitTNDoF' (index=10). <---> Output : variable 'TrackFitTNDoF' (index=10). --- Id : Input : variable 'RichUsedAero' (index=11). <---> Output : variable 'RichUsedAero' (index=11). --- Id : Input : variable 'RichUsedR1Gas' (index=12). <---> Output : variable 'RichUsedR1Gas' (index=12). --- Id : Input : variable 'RichUsedR2Gas' (index=13). <---> Output : variable 'RichUsedR2Gas' (index=13). --- Id : Input : variable 'RichAbovePiThres' (index=14). <---> Output : variable 'RichAbovePiThres' (index=14). --- Id : Input : variable 'RichAboveKaThres' (index=15). <---> Output : variable 'RichAboveKaThres' (index=15). --- Id : Input : variable 'RichDLLe' (index=16). <---> Output : variable 'RichDLLe' (index=16). --- Id : Input : variable 'RichDLLmu' (index=17). <---> Output : variable 'RichDLLmu' (index=17). --- Id : Input : variable 'RichDLLk' (index=18). <---> Output : variable 'RichDLLk' (index=18). --- Id : Input : variable 'RichDLLp' (index=19). <---> Output : variable 'RichDLLp' (index=19). --- Id : Input : variable 'RichDLLbt' (index=20). <---> Output : variable 'RichDLLbt' (index=20). --- Id : Input : variable 'MuonBkgLL' (index=21). <---> Output : variable 'MuonBkgLL' (index=21). --- Id : Input : variable 'MuonMuLL' (index=22). <---> Output : variable 'MuonMuLL' (index=22). --- Id : Input : variable 'MuonIsMuon' (index=23). <---> Output : variable 'MuonIsMuon' (index=23). --- Id : Input : variable 'MuonNShared' (index=24). <---> Output : variable 'MuonNShared' (index=24). --- Id : Input : variable 'InAccMuon' (index=25). <---> Output : variable 'InAccMuon' (index=25). --- Id : Input : variable 'MuonIsLooseMuon' (index=26). <---> Output : variable 'MuonIsLooseMuon' (index=26). --- Id : Input : variable 'EcalPIDe' (index=27). <---> Output : variable 'EcalPIDe' (index=27). --- Id : Input : variable 'EcalPIDmu' (index=28). <---> Output : variable 'EcalPIDmu' (index=28). --- Id : Input : variable 'HcalPIDe' (index=29). <---> Output : variable 'HcalPIDe' (index=29). --- Id : Input : variable 'HcalPIDmu' (index=30). <---> Output : variable 'HcalPIDmu' (index=30). --- Id : Input : variable 'PrsPIDe' (index=31). <---> Output : variable 'PrsPIDe' (index=31). --- Id : Input : variable 'InAccBrem' (index=32). <---> Output : variable 'InAccBrem' (index=32). --- Id : Input : variable 'BremPIDe' (index=33). <---> Output : variable 'BremPIDe' (index=33). --- Id : Input : variable 'VeloCharge' (index=34). <---> Output : variable 'VeloCharge' (index=34). --- Id : Preparing the Identity transformation... --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Variable Mean RMS [ Min Max ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : TrackP: 12431. 15992. [ 1150.8 8.4218e+05 ] --- TFHandler_Factory : TrackPt: 657.93 662.66 [ 7.5157 47949. ] --- TFHandler_Factory : TrackChi2PerDof: 1.1921 0.40242 [ 0.16350 2.9999 ] --- TFHandler_Factory : TrackNumDof: 30.771 6.4397 [ 7.0000 55.000 ] --- TFHandler_Factory : TrackLikelihood: -7.6865 5.7771 [ -95.454 0.39503 ] --- TFHandler_Factory : TrackGhostProbability: -0.16508 14.215 [ -999.00 1.0000 ] --- TFHandler_Factory : TrackFitMatchChi2: 7.4260 7.6034 [ 0.015749 93.440 ] --- TFHandler_Factory : TrackFitVeloChi2: 8.5947 5.9028 [ 5.4441e-06 88.541 ] --- TFHandler_Factory : TrackFitVeloNDoF: 7.0868 3.4373 [ 1.0000 27.000 ] --- TFHandler_Factory : TrackFitTChi2: 16.541 8.0027 [ 0.0035297 100.88 ] --- TFHandler_Factory : TrackFitTNDoF: 15.070 4.1704 [ 1.0000 30.000 ] --- TFHandler_Factory : RichUsedAero: 0.45174 0.49767 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichUsedR1Gas: 0.83918 0.36737 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichUsedR2Gas: 0.49474 0.49997 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAbovePiThres: 0.96676 0.17927 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAboveKaThres: 0.73620 0.44069 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichDLLe: -31.975 144.00 [ -999.00 140.71 ] --- TFHandler_Factory : RichDLLmu: -25.879 144.60 [ -999.00 82.723 ] --- TFHandler_Factory : RichDLLk: -25.037 145.28 [ -999.00 120.02 ] --- TFHandler_Factory : RichDLLp: -23.246 145.52 [ -999.00 100.40 ] --- TFHandler_Factory : RichDLLbt: -21.108 145.83 [ -999.00 66.187 ] --- TFHandler_Factory : MuonBkgLL: -893.77 306.45 [ -999.00 0.020400 ] --- TFHandler_Factory : MuonMuLL: -893.65 306.78 [ -999.00 0.0000 ] --- TFHandler_Factory : MuonIsMuon: 0.067105 0.25020 [ 0.0000 1.0000 ] --- TFHandler_Factory : MuonNShared: 0.47086 2.1374 [ 0.0000 70.000 ] --- TFHandler_Factory : InAccMuon: 0.83478 0.37138 [ 0.0000 1.0000 ] --- TFHandler_Factory : MuonIsLooseMuon: 0.10548 0.30718 [ 0.0000 1.0000 ] --- TFHandler_Factory : EcalPIDe: -171.57 374.69 [ -999.00 4.3413 ] --- TFHandler_Factory : EcalPIDmu: -170.85 375.02 [ -999.00 2.1530 ] --- TFHandler_Factory : HcalPIDe: -216.14 410.48 [ -999.00 3.1280 ] --- TFHandler_Factory : HcalPIDmu: -216.12 410.49 [ -999.00 2.8734 ] --- TFHandler_Factory : PrsPIDe: -137.72 341.62 [ -999.00 3.4631 ] --- TFHandler_Factory : InAccBrem: 0.80293 0.39778 [ 0.0000 1.0000 ] --- TFHandler_Factory : BremPIDe: -197.23 397.21 [ -999.00 4.7915 ] --- TFHandler_Factory : VeloCharge: 0.92056 0.096357 [ 0.54775 3.2022 ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Plot event variables for Id --- TFHandler_Factory : --- TFHandler_Factory : Will not produce scatter plots ==> --- TFHandler_Factory : | The number of 35 input variables and 0 target values would require 595 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 : RichDLLk : 2.899e-01 --- IdTransformation : 2 : RichDLLbt : 2.574e-01 --- IdTransformation : 3 : RichDLLp : 1.944e-01 --- IdTransformation : 4 : RichDLLe : 1.496e-01 --- IdTransformation : 5 : RichDLLmu : 7.053e-02 --- IdTransformation : 6 : TrackPt : 6.892e-02 --- IdTransformation : 7 : TrackP : 3.039e-02 --- IdTransformation : 8 : RichAboveKaThres : 2.153e-02 --- IdTransformation : 9 : MuonNShared : 1.929e-02 --- IdTransformation : 10 : MuonMuLL : 1.516e-02 --- IdTransformation : 11 : MuonBkgLL : 1.484e-02 --- IdTransformation : 12 : MuonIsMuon : 1.230e-02 --- IdTransformation : 13 : RichUsedR2Gas : 1.197e-02 --- IdTransformation : 14 : MuonIsLooseMuon : 7.675e-03 --- IdTransformation : 15 : VeloCharge : 6.417e-03 --- IdTransformation : 16 : InAccMuon : 3.789e-03 --- IdTransformation : 17 : TrackFitTNDoF : 3.199e-03 --- IdTransformation : 18 : EcalPIDmu : 3.072e-03 --- IdTransformation : 19 : RichAbovePiThres : 2.074e-03 --- IdTransformation : 20 : HcalPIDmu : 9.463e-04 --- IdTransformation : 21 : TrackNumDof : 8.678e-04 --- IdTransformation : 22 : RichUsedR1Gas : 6.965e-04 --- IdTransformation : 23 : TrackChi2PerDof : 6.316e-04 --- IdTransformation : 24 : PrsPIDe : 5.963e-04 --- IdTransformation : 25 : BremPIDe : 5.251e-04 --- IdTransformation : 26 : InAccBrem : 4.773e-04 --- IdTransformation : 27 : EcalPIDe : 4.035e-04 --- IdTransformation : 28 : HcalPIDe : 2.930e-04 --- IdTransformation : 29 : TrackFitVeloNDoF : 2.426e-04 --- IdTransformation : 30 : TrackFitVeloChi2 : 1.976e-04 --- IdTransformation : 31 : TrackLikelihood : 1.602e-04 --- IdTransformation : 32 : TrackFitTChi2 : 1.453e-04 --- IdTransformation : 33 : TrackFitMatchChi2 : 1.222e-04 --- IdTransformation : 34 : RichUsedAero : 3.024e-05 --- IdTransformation : 35 : TrackGhostProbability : 3.397e-06 --- IdTransformation : ---------------------------------------------- --- Factory : --- Factory : Train all methods for Classification ... --- Factory : Train method: Pion_Long_TMVA for Classification --- Pion_Long_TMVA : --- Pion_Long_TMVA : ================================================================ --- Pion_Long_TMVA : H e l p f o r M V A m e t h o d [ Pion_Long_TMVA ] : --- Pion_Long_TMVA : --- Pion_Long_TMVA : --- Short description: --- Pion_Long_TMVA : --- Pion_Long_TMVA : The MLP artificial neural network (ANN) is a traditional feed- --- Pion_Long_TMVA : forward multilayer perceptron impementation. The MLP has a user- --- Pion_Long_TMVA : defined hidden layer architecture, while the number of input (output) --- Pion_Long_TMVA : nodes is determined by the input variables (output classes, i.e., --- Pion_Long_TMVA : signal and one background). --- Pion_Long_TMVA : --- Pion_Long_TMVA : --- Performance optimisation: --- Pion_Long_TMVA : --- Pion_Long_TMVA : Neural networks are stable and performing for a large variety of --- Pion_Long_TMVA : linear and non-linear classification problems. However, in contrast --- Pion_Long_TMVA : to (e.g.) boosted decision trees, the user is advised to reduce the --- Pion_Long_TMVA : number of input variables that have only little discrimination power. --- Pion_Long_TMVA : --- Pion_Long_TMVA : In the tests we have carried out so far, the MLP and ROOT networks --- Pion_Long_TMVA : (TMlpANN, interfaced via TMVA) performed equally well, with however --- Pion_Long_TMVA : a clear speed advantage for the MLP. The Clermont-Ferrand neural --- Pion_Long_TMVA : net (CFMlpANN) exhibited worse classification performance in these --- Pion_Long_TMVA : tests, which is partly due to the slow convergence of its training --- Pion_Long_TMVA : (at least 10k training cycles are required to achieve approximately --- Pion_Long_TMVA : competitive results). --- Pion_Long_TMVA : --- Pion_Long_TMVA : Overtraining: only the TMlpANN performs an explicit separation of the --- Pion_Long_TMVA : full training sample into independent training and validation samples. --- Pion_Long_TMVA : We have found that in most high-energy physics applications the --- Pion_Long_TMVA : avaliable degrees of freedom (training events) are sufficient to --- Pion_Long_TMVA : constrain the weights of the relatively simple architectures required --- Pion_Long_TMVA : to achieve good performance. Hence no overtraining should occur, and --- Pion_Long_TMVA : the use of validation samples would only reduce the available training --- Pion_Long_TMVA : information. However, if the perrormance on the training sample is --- Pion_Long_TMVA : found to be significantly better than the one found with the inde- --- Pion_Long_TMVA : pendent test sample, caution is needed. The results for these samples --- Pion_Long_TMVA : are printed to standard output at the end of each training job. --- Pion_Long_TMVA : --- Pion_Long_TMVA : --- Performance tuning via configuration options: --- Pion_Long_TMVA : --- Pion_Long_TMVA : The hidden layer architecture for all ANNs is defined by the option --- Pion_Long_TMVA : "HiddenLayers=N+1,N,...", where here the first hidden layer has N+1 --- Pion_Long_TMVA : neurons and the second N neurons (and so on), and where N is the number --- Pion_Long_TMVA : of input variables. Excessive numbers of hidden layers should be avoided, --- Pion_Long_TMVA : in favour of more neurons in the first hidden layer. --- Pion_Long_TMVA : --- Pion_Long_TMVA : The number of cycles should be above 500. As said, if the number of --- Pion_Long_TMVA : adjustable weights is small compared to the training sample size, --- Pion_Long_TMVA : using a large number of training samples should not lead to overtraining. --- Pion_Long_TMVA : --- Pion_Long_TMVA : --- Pion_Long_TMVA : ================================================================ --- Pion_Long_TMVA : --- Norm : Preparing the transformation. --- TFHandler_Pion_Long_TMVA : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Pion_Long_TMVA : Variable Mean RMS [ Min Max ] --- TFHandler_Pion_Long_TMVA : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Pion_Long_TMVA : TrackP: -0.97318 0.038029 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : TrackPt: -0.97287 0.027644 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : TrackChi2PerDof: -0.27474 0.28375 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : TrackNumDof: -0.0095235 0.26832 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : TrackLikelihood: 0.83137 0.12055 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : TrackGhostProbability: 0.99767 0.028431 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : TrackFitMatchChi2: -0.84136 0.16277 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : TrackFitVeloChi2: -0.80586 0.13334 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : TrackFitVeloNDoF: -0.53178 0.26441 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : TrackFitTChi2: -0.67212 0.15867 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : TrackFitTNDoF: -0.029686 0.28761 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichUsedAero: -0.096518 0.99533 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichUsedR1Gas: 0.67836 0.73473 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichUsedR2Gas: -0.010512 0.99994 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichAbovePiThres: 0.93351 0.35855 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichAboveKaThres: 0.47239 0.88139 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichDLLe: 0.69697 0.25270 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichDLLmu: 0.79921 0.26736 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichDLLk: 0.74075 0.25966 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichDLLp: 0.77507 0.26473 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichDLLbt: 0.83610 0.27381 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : MuonBkgLL: -0.78932 0.61350 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : MuonMuLL: -0.78909 0.61417 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : MuonIsMuon: -0.86579 0.50041 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : MuonNShared: -0.98655 0.061070 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : InAccMuon: 0.66955 0.74276 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : MuonIsLooseMuon: -0.78903 0.61435 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : EcalPIDe: 0.64934 0.74688 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : EcalPIDmu: 0.65438 0.74917 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : HcalPIDe: 0.56239 0.81922 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : HcalPIDmu: 0.56283 0.81945 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : PrsPIDe: 0.71833 0.68156 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : InAccBrem: 0.60586 0.79557 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : BremPIDe: 0.59748 0.79142 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : VeloCharge: -0.71911 0.072599 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : ---------------------------------------------------------------------------------------------------------------------------- --- Pion_Long_TMVA : Begin training --- Pion_Long_TMVA : Training Network --- Pion_Long_TMVA : Inaccurate progress timing for MLP... --- Pion_Long_TMVA : End of training --- Pion_Long_TMVA : Elapsed time for training with 1200000 events: 3.08e+04 sec --- Pion_Long_TMVA : Create MVA output for classification on training sample --- Pion_Long_TMVA : Evaluation of Pion_Long_TMVA on training sample (1200000 events) --- Pion_Long_TMVA : Elapsed time for evaluation of 1200000 events: 14.9 sec --- Pion_Long_TMVA : Creating weight file in xml format: ./GlobalPID_Pion_Long_TMVA.weights.xml --- Pion_Long_TMVA : Creating standalone response class: ./GlobalPID_Pion_Long_TMVA.class.C --- Pion_Long_TMVA : Write special histos to file: Long-Pion-TMVA.root:/Method_MLP/Pion_Long_TMVA --- Factory : Training finished --- Factory : --- Factory : Ranking input variables (method specific)... --- Pion_Long_TMVA : Ranking result (top variable is best ranked) --- Pion_Long_TMVA : ---------------------------------------------- --- Pion_Long_TMVA : Rank : Variable : Importance --- Pion_Long_TMVA : ---------------------------------------------- --- Pion_Long_TMVA : 1 : RichDLLk : 1.059e+04 --- Pion_Long_TMVA : 2 : TrackPt : 7.054e+03 --- Pion_Long_TMVA : 3 : RichDLLmu : 2.762e+03 --- Pion_Long_TMVA : 4 : RichDLLe : 2.172e+03 --- Pion_Long_TMVA : 5 : RichDLLp : 2.113e+03 --- Pion_Long_TMVA : 6 : TrackGhostProbability : 1.989e+03 --- Pion_Long_TMVA : 7 : RichDLLbt : 1.798e+03 --- Pion_Long_TMVA : 8 : RichAbovePiThres : 1.348e+03 --- Pion_Long_TMVA : 9 : TrackP : 1.008e+03 --- Pion_Long_TMVA : 10 : MuonNShared : 7.784e+02 --- Pion_Long_TMVA : 11 : MuonIsMuon : 7.302e+02 --- Pion_Long_TMVA : 12 : VeloCharge : 4.175e+02 --- Pion_Long_TMVA : 13 : InAccMuon : 3.568e+02 --- Pion_Long_TMVA : 14 : MuonBkgLL : 2.919e+02 --- Pion_Long_TMVA : 15 : MuonMuLL : 2.168e+02 --- Pion_Long_TMVA : 16 : MuonIsLooseMuon : 2.016e+02 --- Pion_Long_TMVA : 17 : RichUsedAero : 1.977e+02 --- Pion_Long_TMVA : 18 : EcalPIDe : 1.937e+02 --- Pion_Long_TMVA : 19 : EcalPIDmu : 1.781e+02 --- Pion_Long_TMVA : 20 : InAccBrem : 1.072e+02 --- Pion_Long_TMVA : 21 : PrsPIDe : 9.592e+01 --- Pion_Long_TMVA : 22 : HcalPIDmu : 9.577e+01 --- Pion_Long_TMVA : 23 : RichUsedR1Gas : 9.089e+01 --- Pion_Long_TMVA : 24 : BremPIDe : 8.635e+01 --- Pion_Long_TMVA : 25 : HcalPIDe : 8.300e+01 --- Pion_Long_TMVA : 26 : RichUsedR2Gas : 6.437e+01 --- Pion_Long_TMVA : 27 : TrackLikelihood : 6.070e+01 --- Pion_Long_TMVA : 28 : TrackFitMatchChi2 : 4.572e+01 --- Pion_Long_TMVA : 29 : RichAboveKaThres : 3.524e+01 --- Pion_Long_TMVA : 30 : TrackFitVeloNDoF : 2.521e+01 --- Pion_Long_TMVA : 31 : TrackFitTChi2 : 1.708e+01 --- Pion_Long_TMVA : 32 : TrackFitVeloChi2 : 1.263e+01 --- Pion_Long_TMVA : 33 : TrackNumDof : 8.637e+00 --- Pion_Long_TMVA : 34 : TrackFitTNDoF : 7.222e+00 --- Pion_Long_TMVA : 35 : TrackChi2PerDof : 1.728e+00 --- Pion_Long_TMVA : ---------------------------------------------- --- Factory : --- Factory : === Destroy and recreate all methods via weight files for testing === --- Factory : --- MethodBase : Reading weight file: ./GlobalPID_Pion_Long_TMVA.weights.xml --- Pion_Long_TMVA : Read method "Pion_Long_TMVA" of type "MLP" --- Pion_Long_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Pion_Long_TMVA : MVA method was trained with ROOT Version: 5.34/18 --- Pion_Long_TMVA : Building Network --- Pion_Long_TMVA : Initializing weights 2014-06-18 12:04:21 | Starting Testing... --- Factory : Test all methods... --- Factory : Test method: Pion_Long_TMVA for Classification performance --- Pion_Long_TMVA : Evaluation of Pion_Long_TMVA on testing sample (514715 events) --- Pion_Long_TMVA : Elapsed time for evaluation of 514715 events: 6.24 sec 2014-06-18 12:04:27 | Starting Evaluation... --- Factory : Evaluate all methods... --- Factory : Evaluate classifier: Pion_Long_TMVA --- TFHandler_Pion_Long_TMVA : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Pion_Long_TMVA : Variable Mean RMS [ Min Max ] --- TFHandler_Pion_Long_TMVA : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Pion_Long_TMVA : TrackP: -0.97316 0.038441 [ -0.99999 1.6394 ] --- TFHandler_Pion_Long_TMVA : TrackPt: -0.97287 0.027317 [ -0.99988 0.67767 ] --- TFHandler_Pion_Long_TMVA : TrackChi2PerDof: -0.27476 0.28336 [ -1.0473 0.99986 ] --- TFHandler_Pion_Long_TMVA : TrackNumDof: -0.0099067 0.26860 [ -1.0000 0.87500 ] --- TFHandler_Pion_Long_TMVA : TrackLikelihood: 0.83134 0.12099 [ -0.70879 0.99196 ] --- TFHandler_Pion_Long_TMVA : TrackGhostProbability: 0.99769 0.027848 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : TrackFitMatchChi2: -0.84111 0.16311 [ -0.99986 0.96329 ] --- TFHandler_Pion_Long_TMVA : TrackFitVeloChi2: -0.80592 0.13283 [ -1.0000 0.65558 ] --- TFHandler_Pion_Long_TMVA : TrackFitVeloNDoF: -0.53202 0.26492 [ -1.0000 0.84615 ] --- TFHandler_Pion_Long_TMVA : TrackFitTChi2: -0.67256 0.15800 [ -0.99984 0.79737 ] --- TFHandler_Pion_Long_TMVA : TrackFitTNDoF: -0.030018 0.28769 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichUsedAero: -0.094955 0.99548 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichUsedR1Gas: 0.67897 0.73417 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichUsedR2Gas: -0.013365 0.99991 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichAbovePiThres: 0.93429 0.35652 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichAboveKaThres: 0.47385 0.88060 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichDLLe: 0.69745 0.25127 [ -1.0000 0.92726 ] --- TFHandler_Pion_Long_TMVA : RichDLLmu: 0.79969 0.26584 [ -1.0000 1.0194 ] --- TFHandler_Pion_Long_TMVA : RichDLLk: 0.74124 0.25820 [ -1.0000 0.97577 ] --- TFHandler_Pion_Long_TMVA : RichDLLp: 0.77558 0.26324 [ -1.0000 1.0076 ] --- TFHandler_Pion_Long_TMVA : RichDLLbt: 0.83661 0.27227 [ -1.0000 1.0104 ] --- TFHandler_Pion_Long_TMVA : MuonBkgLL: -0.78957 0.61319 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : MuonMuLL: -0.78934 0.61386 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : MuonIsMuon: -0.86644 0.49928 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : MuonNShared: -0.98652 0.061416 [ -1.0000 0.94286 ] --- TFHandler_Pion_Long_TMVA : InAccMuon: 0.66745 0.74465 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : MuonIsLooseMuon: -0.78927 0.61404 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : EcalPIDe: 0.64737 0.74861 [ -1.0000 0.99943 ] --- TFHandler_Pion_Long_TMVA : EcalPIDmu: 0.65240 0.75089 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : HcalPIDe: 0.56028 0.82067 [ -1.0000 0.99865 ] --- TFHandler_Pion_Long_TMVA : HcalPIDmu: 0.56072 0.82090 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : PrsPIDe: 0.71758 0.68235 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : InAccBrem: 0.60591 0.79554 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : BremPIDe: 0.59752 0.79138 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : VeloCharge: -0.71901 0.072574 [ -0.99365 1.4162 ] --- TFHandler_Pion_Long_TMVA : ---------------------------------------------------------------------------------------------------------------------------- --- Pion_Long_TMVA : Loop over test events and fill histograms with classifier response... --- Factory : Write evaluation histograms to file --- TFHandler_Pion_Long_TMVA : Plot event variables for Pion_Long_TMVA --- TFHandler_Pion_Long_TMVA : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Pion_Long_TMVA : Variable Mean RMS [ Min Max ] --- TFHandler_Pion_Long_TMVA : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Pion_Long_TMVA : TrackP: -0.97316 0.038441 [ -0.99999 1.6394 ] --- TFHandler_Pion_Long_TMVA : TrackPt: -0.97287 0.027317 [ -0.99988 0.67767 ] --- TFHandler_Pion_Long_TMVA : TrackChi2PerDof: -0.27476 0.28336 [ -1.0473 0.99986 ] --- TFHandler_Pion_Long_TMVA : TrackNumDof: -0.0099067 0.26860 [ -1.0000 0.87500 ] --- TFHandler_Pion_Long_TMVA : TrackLikelihood: 0.83134 0.12099 [ -0.70879 0.99196 ] --- TFHandler_Pion_Long_TMVA : TrackGhostProbability: 0.99769 0.027848 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : TrackFitMatchChi2: -0.84111 0.16311 [ -0.99986 0.96329 ] --- TFHandler_Pion_Long_TMVA : TrackFitVeloChi2: -0.80592 0.13283 [ -1.0000 0.65558 ] --- TFHandler_Pion_Long_TMVA : TrackFitVeloNDoF: -0.53202 0.26492 [ -1.0000 0.84615 ] --- TFHandler_Pion_Long_TMVA : TrackFitTChi2: -0.67256 0.15800 [ -0.99984 0.79737 ] --- TFHandler_Pion_Long_TMVA : TrackFitTNDoF: -0.030018 0.28769 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichUsedAero: -0.094955 0.99548 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichUsedR1Gas: 0.67897 0.73417 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichUsedR2Gas: -0.013365 0.99991 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichAbovePiThres: 0.93429 0.35652 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichAboveKaThres: 0.47385 0.88060 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : RichDLLe: 0.69745 0.25127 [ -1.0000 0.92726 ] --- TFHandler_Pion_Long_TMVA : RichDLLmu: 0.79969 0.26584 [ -1.0000 1.0194 ] --- TFHandler_Pion_Long_TMVA : RichDLLk: 0.74124 0.25820 [ -1.0000 0.97577 ] --- TFHandler_Pion_Long_TMVA : RichDLLp: 0.77558 0.26324 [ -1.0000 1.0076 ] --- TFHandler_Pion_Long_TMVA : RichDLLbt: 0.83661 0.27227 [ -1.0000 1.0104 ] --- TFHandler_Pion_Long_TMVA : MuonBkgLL: -0.78957 0.61319 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : MuonMuLL: -0.78934 0.61386 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : MuonIsMuon: -0.86644 0.49928 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : MuonNShared: -0.98652 0.061416 [ -1.0000 0.94286 ] --- TFHandler_Pion_Long_TMVA : InAccMuon: 0.66745 0.74465 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : MuonIsLooseMuon: -0.78927 0.61404 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : EcalPIDe: 0.64737 0.74861 [ -1.0000 0.99943 ] --- TFHandler_Pion_Long_TMVA : EcalPIDmu: 0.65240 0.75089 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : HcalPIDe: 0.56028 0.82067 [ -1.0000 0.99865 ] --- TFHandler_Pion_Long_TMVA : HcalPIDmu: 0.56072 0.82090 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : PrsPIDe: 0.71758 0.68235 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : InAccBrem: 0.60591 0.79554 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : BremPIDe: 0.59752 0.79138 [ -1.0000 1.0000 ] --- TFHandler_Pion_Long_TMVA : VeloCharge: -0.71901 0.072574 [ -0.99365 1.4162 ] --- TFHandler_Pion_Long_TMVA : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Pion_Long_TMVA : --- TFHandler_Pion_Long_TMVA : Will not produce scatter plots ==> --- TFHandler_Pion_Long_TMVA : | The number of 35 input variables and 0 target values would require 595 two-dimensional --- TFHandler_Pion_Long_TMVA : | histograms, which would occupy the computer's memory. Note that this --- TFHandler_Pion_Long_TMVA : | suppression does not have any consequences for your analysis, other --- TFHandler_Pion_Long_TMVA : | than not disposing of these scatter plots. You can modify the maximum --- TFHandler_Pion_Long_TMVA : | number of input variables allowed to generate scatter plots in your --- TFHandler_Pion_Long_TMVA : | script via the command line: --- TFHandler_Pion_Long_TMVA : | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = ;" --- TFHandler_Pion_Long_TMVA : --- TFHandler_Pion_Long_TMVA : Some more output --- Tools : zero variances for variables (0, 35) --- Tools : zero variances for variables (15, 35) --- Tools : zero variances for variables (35, 0) --- Tools : zero variances for variables (35, 15) --- Tools : zero variances for variables (0, 35) --- Tools : zero variances for variables (3, 35) --- Tools : zero variances for variables (13, 35) --- Tools : zero variances for variables (15, 35) --- Tools : zero variances for variables (16, 35) --- Tools : zero variances for variables (24, 35) --- Tools : zero variances for variables (26, 35) --- Tools : zero variances for variables (27, 35) --- Tools : zero variances for variables (33, 35) --- Tools : zero variances for variables (35, 0) --- Tools : zero variances for variables (35, 3) --- Tools : zero variances for variables (35, 13) --- Tools : zero variances for variables (35, 15) --- Tools : zero variances for variables (35, 16) --- Tools : zero variances for variables (35, 24) --- Tools : zero variances for variables (35, 26) --- Tools : zero variances for variables (35, 27) --- Tools : zero variances for variables (35, 33) --- Factory : Correlations between input variables and MVA response (signal): --- Factory : ------------------------------ --- Factory : Pion_Long_TMVA --- Factory : TrackP: -0.096 --- Factory : TrackPt: -0.026 --- Factory : TrackChi2PerDof: -0.090 --- Factory : TrackNumDof: +0.082 --- Factory : TrackLikelihood: +0.076 --- Factory : TrackGhostProbability: +0.018 --- Factory : TrackFitMatchChi2: -0.079 --- Factory : TrackFitVeloChi2: +0.024 --- Factory : TrackFitVeloNDoF: +0.046 --- Factory : TrackFitTChi2: -0.004 --- Factory : TrackFitTNDoF: +0.079 --- Factory : RichUsedAero: +0.008 --- Factory : RichUsedR1Gas: +0.016 --- Factory : RichUsedR2Gas: +0.043 --- Factory : RichAbovePiThres: +0.033 --- Factory : RichAboveKaThres: -0.002 --- Factory : RichDLLe: +0.012 --- Factory : RichDLLmu: +0.026 --- Factory : RichDLLk: -0.003 --- Factory : RichDLLp: -0.001 --- Factory : RichDLLbt: +0.001 --- Factory : MuonBkgLL: -0.095 --- Factory : MuonMuLL: -0.095 --- Factory : MuonIsMuon: -0.124 --- Factory : MuonNShared: -0.028 --- Factory : InAccMuon: +0.058 --- Factory : MuonIsLooseMuon: -0.095 --- Factory : EcalPIDe: +0.074 --- Factory : EcalPIDmu: +0.074 --- Factory : HcalPIDe: +0.073 --- Factory : HcalPIDmu: +0.073 --- Factory : PrsPIDe: +0.072 --- Factory : InAccBrem: +0.036 --- Factory : BremPIDe: +0.036 --- Factory : VeloCharge: +0.000 --- Factory : ------------------------------ --- Factory : --- Factory : Correlations between input variables and MVA response (background): --- Factory : ------------------------------ --- Factory : Pion_Long_TMVA --- Factory : TrackP: -0.155 --- Factory : TrackPt: -0.389 --- Factory : TrackChi2PerDof: +0.117 --- Factory : TrackNumDof: -0.086 --- Factory : TrackLikelihood: -0.144 --- Factory : TrackGhostProbability: -0.005 --- Factory : TrackFitMatchChi2: +0.149 --- Factory : TrackFitVeloChi2: -0.059 --- Factory : TrackFitVeloNDoF: -0.069 --- Factory : TrackFitTChi2: -0.007 --- Factory : TrackFitTNDoF: -0.057 --- Factory : RichUsedAero: +0.000 --- Factory : RichUsedR1Gas: -0.094 --- Factory : RichUsedR2Gas: -0.317 --- Factory : RichAbovePiThres: -0.188 --- Factory : RichAboveKaThres: -0.366 --- Factory : RichDLLe: -0.174 --- Factory : RichDLLmu: -0.161 --- Factory : RichDLLk: -0.206 --- Factory : RichDLLp: -0.194 --- Factory : RichDLLbt: -0.202 --- Factory : MuonBkgLL: -0.061 --- Factory : MuonMuLL: -0.061 --- Factory : MuonIsMuon: -0.081 --- Factory : MuonNShared: +0.056 --- Factory : InAccMuon: -0.258 --- Factory : MuonIsLooseMuon: -0.061 --- Factory : EcalPIDe: -0.161 --- Factory : EcalPIDmu: -0.162 --- Factory : HcalPIDe: -0.165 --- Factory : HcalPIDmu: -0.165 --- Factory : PrsPIDe: -0.175 --- Factory : InAccBrem: -0.111 --- Factory : BremPIDe: -0.111 --- Factory : VeloCharge: +0.000 --- Factory : ------------------------------ --- Factory : --- Factory : The following "overlap" matrices contain the fraction of events for which --- Factory : the MVAs 'i' and 'j' have returned conform answers about "signal-likeness" --- Factory : An event is signal-like, if its MVA output exceeds the following value: --- Factory : ------------------------------- --- Factory : Method: Cut value: --- Factory : ------------------------------- --- Factory : Pion_Long_TMVA: +0.828 --- 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 : Pion_Long_TMVA : 0.366(00) 0.713(00) 0.936(00) 0.917 | 0.540 1.381 --- 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 : Pion_Long_TMVA : 0.366 (0.366) 0.713 (0.715) 0.936 (0.936) --- Factory : -------------------------------------------------------------------------------- --- Factory : --- Dataset:Default : Created tree 'TestTree' with 514715 events --- Dataset:Default : Created tree 'TrainTree' with 1200000 events --- Factory : --- Factory : Thank you for using TMVA! --- Factory : For citation information, please visit: http://tmva.sf.net/citeTMVA.html 2014-06-18 12:07:17 | ... Complete :) 2014-06-18 12:07:17 | Finished... 2014-06-18 12:07:23 | Cache directory = '/var/work/jonesc/ANNPID-DataCache' 2014-06-18 12:07:23 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainHeavy/TrainPhysTksNoGhosts-EvalPhysTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Long/GlobalPID_Pion_Long_ANN.txt 2014-06-18 12:07:23 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainHeavy/TrainPhysTksNoGhosts-EvalPhysTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Long/train-config.txt 2014-06-18 12:07:23 | Particle type = Pion 2014-06-18 12:07:23 | Background types = All 2014-06-18 12:07:23 | Training Mix = NaturalMix 2014-06-18 12:07:23 | Track type = Long 2014-06-18 12:07:23 | Track PresSel = NoTrackPreSelection.txt 2014-06-18 12:07:23 | Network type = TMVA 2014-06-18 12:07:23 | Ghost treatment = NoGhosts Ghosts 2014-06-18 12:07:23 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2014-06-18 12:07:23 | Reweighting = ReweightRICH2 2014-06-18 12:07:23 | Output file = GlobalPID_Pion_Long_TMVA.weights.xml 2014-06-18 12:07:23 | Skipping input #TrackCloneDist 2014-06-18 12:07:23 | Skipping input #RichAboveElThres 2014-06-18 12:07:23 | Skipping input #RichAboveMuThres 2014-06-18 12:07:23 | Skipping input #RichAbovePrThres 2014-06-18 12:07:23 | Creating selection from 'NoTrackPreSelection.txt' 2014-06-18 12:07:23 | -> # very very loose. Essentially no cuts 2014-06-18 12:07:23 | -> TrackLikelihood > -100.0 2014-06-18 12:07:23 | -> TrackP > 0 2014-06-18 12:07:23 | -> TrackPt > 0 2014-06-18 12:07:23 | Creating selection from 'AllPhysTracksInEvent.txt' 2014-06-18 12:07:23 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2014-06-18 12:07:23 | Training sample size = 1200000 2014-06-18 12:07:23 | Evaluation sample size = 10000000 2014-06-18 12:07:23 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainHeavy/TrainPhysTksNoGhosts-EvalPhysTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Long/MVA.txt 2014-06-18 12:07:24 | -> NBTASK = CLA 2014-06-18 12:07:24 | -> NBMOM = 0.0 2014-06-18 12:07:24 | -> NBREG = ALL 2014-06-18 12:07:24 | -> TMVAVALIDATIONFRAC = 0.3 2014-06-18 12:07:24 | -> TMVATESTFRAC = 0.3 2014-06-18 12:07:24 | -> HiddenLayerScaleFactor = 1.2 2014-06-18 12:07:24 | -> TMVAMETHOD = MLP 2014-06-18 12:07:24 | -> TMVAUSEREGULATOR = false 2014-06-18 12:07:24 | -> TMVAMLPNCYCLES = 750 2014-06-18 12:07:24 | -> TMVAVARTRANSFORM = Norm 2014-06-18 12:07:24 | -> TMVAMLPNEURONTYPE = tanh 2014-06-18 12:07:24 | -> TMVAMLPMETHOD = BP 2014-06-18 12:07:24 | -> TMVAMLPESTIMATORTYPE = CE 2014-06-18 12:07:24 | -> TMVAMLPCONVIMPROVE = 1e-16 2014-06-18 12:07:24 | -> TMVAMLPCONVTEST = 15 2014-06-18 12:07:24 | -> TMVABDTBOOSTTYPE = AdaBoost 2014-06-18 12:07:24 | -> TMVABDTNTREES = 800 2014-06-18 12:07:24 | -> TMVABDTPRUNEMETHOD = CostComplexity 2014-06-18 12:07:24 | -> TMVABDTMAXTREEDEPTH = 3 2014-06-18 12:07:24 | Reading Parameters file = Eval.txt 2014-06-18 12:07:24 | -> EVALMODE = EvalWithPreSel 2014-06-18 12:07:24 | -> EVALDATA = Mixture 2014-06-18 12:07:24 | Node layer two scale = 1.2 2014-06-18 12:07:24 | Input layer has 36 nodes, hidden layer has 42 nodes 2014-06-18 12:07:24 | Input Data file = TrainingFiles-Heavy.txt 2014-06-18 12:07:24 | Using 619 data files 2014-06-18 12:07:24 | Training Datafile Selection hash = 1183992426505638073 2014-06-18 12:07:24 | Using training file (1/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.11.root.1183992426505638073 2014-06-18 12:07:24 | -> Pre-selected 279706 entries from 279706 ( 100 % ) 2014-06-18 12:07:29 | -> Selected 177860 entries ( 63.5882 % ). Overall 177860 ( 14.8217 % ) of required 1200000 entries. 2014-06-18 12:07:29 | Using training file (2/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.28.root.1183992426505638073 2014-06-18 12:07:30 | -> Pre-selected 158685 entries from 158685 ( 100 % ) 2014-06-18 12:07:32 | -> Selected 97521 entries ( 61.4557 % ). Overall 275381 ( 22.9484 % ) of required 1200000 entries. 2014-06-18 12:07:32 | Using training file (3/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.118.root.1183992426505638073 2014-06-18 12:07:33 | -> Pre-selected 479557 entries from 479557 ( 100 % ) 2014-06-18 12:07:42 | -> Selected 296707 entries ( 61.8711 % ). Overall 572088 ( 47.674 % ) of required 1200000 entries. 2014-06-18 12:07:42 | Using training file (4/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.50.root.1183992426505638073 2014-06-18 12:07:42 | -> Pre-selected 245890 entries from 245890 ( 100 % ) 2014-06-18 12:07:47 | -> Selected 156663 entries ( 63.7126 % ). Overall 728751 ( 60.7293 % ) of required 1200000 entries. 2014-06-18 12:07:47 | Using training file (5/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.222.root.1183992426505638073 2014-06-18 12:07:47 | -> Pre-selected 410198 entries from 410198 ( 100 % ) 2014-06-18 12:07:55 | -> Selected 255055 entries ( 62.1785 % ). Overall 983806 ( 81.9838 % ) of required 1200000 entries. 2014-06-18 12:07:55 | Using training file (6/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.20.root.1183992426505638073 2014-06-18 12:07:55 | -> Pre-selected 247039 entries from 247039 ( 100 % ) 2014-06-18 12:08:00 | -> Selected 155234 entries ( 62.8379 % ). Overall 1139040 ( 94.92 % ) of required 1200000 entries. 2014-06-18 12:08:00 | Using training file (7/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.108.root.1183992426505638073 2014-06-18 12:08:00 | -> Pre-selected 255811 entries from 255811 ( 100 % ) 2014-06-18 12:08:03 | -> Selected 60960 entries ( 23.8301 % ). Overall 1200000 ( 100 % ) of required 1200000 entries. 2014-06-18 12:08:03 | Considered 1917275 tracks for input to MVA training 2014-06-18 12:08:03 | Sel. Eff. = 62.5888% 2014-06-18 12:08:03 | Selected 1200000/0 tracks for input to MVA training/testing 2014-06-18 12:08:03 | Electron percentage = 0.501583% 2014-06-18 12:08:03 | Muon percentage = 1.89225% 2014-06-18 12:08:03 | Pion percentage = 79.3004% 2014-06-18 12:08:03 | Kaon percentage = 11.9318% 2014-06-18 12:08:03 | Unknown Particle type 411 2014-06-18 12:08:03 | percentage = 0.000416667% 2014-06-18 12:08:03 | Unknown Particle type 521 2014-06-18 12:08:03 | percentage = 0.00025% 2014-06-18 12:08:03 | Proton percentage = 6.3405% 2014-06-18 12:08:03 | Unknown Particle type 3112 2014-06-18 12:08:03 | percentage = 0.00658333% 2014-06-18 12:08:03 | Unknown Particle type 3222 2014-06-18 12:08:03 | percentage = 0.0230833% 2014-06-18 12:08:03 | Unknown Particle type 3312 2014-06-18 12:08:03 | percentage = 0.00308333% 2014-06-18 12:08:03 | Created Plots directory Long-Pion-evaluation.root:/TrainHeavy/EvalMixture/EvalWithPreSel 2014-06-18 12:08:03 | Making plots for input TrackP 2014-06-18 12:08:03 | Creating ROOT directory MVAcut0.010 2014-06-18 12:08:03 | Creating ROOT directory MVAcut0.025 2014-06-18 12:08:03 | Creating ROOT directory MVAcut0.050 2014-06-18 12:08:03 | Creating ROOT directory MVAcut0.075 2014-06-18 12:08:03 | Creating ROOT directory MVAcut0.100 2014-06-18 12:08:03 | Creating ROOT directory MVAcut0.125 2014-06-18 12:08:03 | Creating ROOT directory MVAcut0.150 2014-06-18 12:08:03 | Creating ROOT directory MVAcut0.175 2014-06-18 12:08:03 | Creating ROOT directory MVAcut0.200 2014-06-18 12:08:03 | Creating ROOT directory MVAcut0.300 2014-06-18 12:08:03 | Creating ROOT directory MVAcut0.350 2014-06-18 12:08:03 | Creating ROOT directory MVAcut0.400 2014-06-18 12:08:03 | Creating ROOT directory MVAcut0.450 2014-06-18 12:08:03 | Creating ROOT directory MVAcut0.500 2014-06-18 12:08:03 | Creating ROOT directory MVAcut0.600 2014-06-18 12:08:03 | Creating ROOT directory MVAcut0.700 2014-06-18 12:08:03 | Creating ROOT directory MVAcut0.800 2014-06-18 12:08:03 | Creating ROOT directory MVAcut0.900 2014-06-18 12:08:03 | Creating ROOT directory MVAcut0.950 2014-06-18 12:08:03 | Creating ROOT directory DLLcut-8.000 2014-06-18 12:08:03 | Creating ROOT directory DLLcut-7.000 2014-06-18 12:08:03 | Creating ROOT directory DLLcut-6.000 2014-06-18 12:08:03 | Creating ROOT directory DLLcut-5.500 2014-06-18 12:08:03 | Creating ROOT directory DLLcut-5.000 2014-06-18 12:08:03 | Creating ROOT directory DLLcut-4.500 2014-06-18 12:08:03 | Creating ROOT directory DLLcut-4.000 2014-06-18 12:08:03 | Creating ROOT directory DLLcut-3.500 2014-06-18 12:08:03 | Creating ROOT directory DLLcut-3.000 2014-06-18 12:08:03 | Creating ROOT directory DLLcut-2.500 2014-06-18 12:08:03 | Creating ROOT directory DLLcut-2.000 2014-06-18 12:08:03 | Creating ROOT directory DLLcut-1.500 2014-06-18 12:08:03 | Creating ROOT directory DLLcut-1.000 2014-06-18 12:08:03 | Creating ROOT directory DLLcut-0.500 2014-06-18 12:08:03 | Creating ROOT directory DLLcut0.000 2014-06-18 12:08:03 | Creating ROOT directory DLLcut0.500 2014-06-18 12:08:03 | Creating ROOT directory DLLcut1.000 2014-06-18 12:08:03 | Creating ROOT directory DLLcut1.500 2014-06-18 12:08:03 | Creating ROOT directory DLLcut2.000 2014-06-18 12:08:03 | Creating ROOT directory DLLcut2.500 2014-06-18 12:08:03 | Creating ROOT directory DLLcut3.000 2014-06-18 12:08:03 | Creating ROOT directory DLLcut3.500 2014-06-18 12:08:03 | Creating ROOT directory DLLcut4.000 2014-06-18 12:08:03 | Creating ROOT directory DLLcut4.500 2014-06-18 12:08:03 | Creating ROOT directory DLLcut5.000 2014-06-18 12:08:03 | Creating ROOT directory DLLcut5.500 2014-06-18 12:08:03 | Creating ROOT directory DLLcut6.000 2014-06-18 12:08:03 | Creating ROOT directory DLLcut7.000 2014-06-18 12:08:03 | Creating ROOT directory DLLcut8.000 2014-06-18 12:08:03 | Making plots for input TrackPt 2014-06-18 12:08:03 | Making plots for input TrackChi2PerDof 2014-06-18 12:08:03 | Making plots for input TrackNumDof 2014-06-18 12:08:03 | Making plots for input TrackLikelihood 2014-06-18 12:08:03 | Making plots for input TrackGhostProbability 2014-06-18 12:08:03 | Making plots for input TrackFitMatchChi2 2014-06-18 12:08:03 | Making plots for input TrackFitVeloChi2 2014-06-18 12:08:03 | Making plots for input TrackFitVeloNDoF 2014-06-18 12:08:03 | Making plots for input TrackFitTChi2 2014-06-18 12:08:03 | Making plots for input TrackFitTNDoF 2014-06-18 12:08:03 | Making plots for input RichUsedAero 2014-06-18 12:08:03 | Making plots for input RichUsedR1Gas 2014-06-18 12:08:03 | Making plots for input RichUsedR2Gas 2014-06-18 12:08:03 | Making plots for input RichAbovePiThres 2014-06-18 12:08:03 | Making plots for input RichAboveKaThres 2014-06-18 12:08:03 | Making plots for input RichDLLe 2014-06-18 12:08:03 | Making plots for input RichDLLmu 2014-06-18 12:08:03 | Making plots for input RichDLLk 2014-06-18 12:08:03 | Making plots for input RichDLLp 2014-06-18 12:08:03 | Making plots for input RichDLLbt 2014-06-18 12:08:03 | Making plots for input MuonBkgLL 2014-06-18 12:08:03 | Making plots for input MuonMuLL 2014-06-18 12:08:03 | Making plots for input MuonIsMuon 2014-06-18 12:08:03 | Making plots for input MuonNShared 2014-06-18 12:08:03 | Making plots for input InAccMuon 2014-06-18 12:08:03 | Making plots for input MuonIsLooseMuon 2014-06-18 12:08:03 | Making plots for input EcalPIDe 2014-06-18 12:08:03 | Making plots for input EcalPIDmu 2014-06-18 12:08:03 | Making plots for input HcalPIDe 2014-06-18 12:08:03 | Making plots for input HcalPIDmu 2014-06-18 12:08:03 | Making plots for input PrsPIDe 2014-06-18 12:08:03 | Making plots for input InAccBrem 2014-06-18 12:08:03 | Making plots for input BremPIDe 2014-06-18 12:08:03 | Making plots for input VeloCharge --- Reader : Booking "MLP" of type "MLP" from GlobalPID_Pion_Long_TMVA.weights.xml. --- MethodBase : Reading weight file: GlobalPID_Pion_Long_TMVA.weights.xml --- Pion_Long_TMVA : Read method "Pion_Long_TMVA" of type "MLP" --- Pion_Long_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Pion_Long_TMVA : MVA method was trained with ROOT Version: 5.34/18 --- DataSetInfo : Added class "Signal" with internal class number 0 --- DataSetInfo : Added class "Background" with internal class number 1 --- Pion_Long_TMVA : Building Network --- Pion_Long_TMVA : Initializing weights --- Reader : Booked classifier "Pion_Long_TMVA" of type: "MLP" 2014-06-18 12:08:03 | Creating selection from 'AllPhysTracksInEvent.txt' 2014-06-18 12:08:03 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2014-06-18 12:08:03 | Evaluation mode 'EvalWithPreSel' 2014-06-18 12:08:03 | Will apply all track pre-selections during evaluation 2014-06-18 12:08:03 | Input Data file = EvalFiles-Mixture.txt 2014-06-18 12:08:03 | Using 4496 data files 2014-06-18 12:08:03 | Evaluation Datafile Selection hash = 1183992426505638073 2014-06-18 12:08:03 | Using evaluation file (1/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKKPi0/ANNPID.75.root.1183992426505638073 2014-06-18 12:08:03 | -> Pre-selected 47643 entries from 47643 ( 100 % ) 2014-06-18 12:08:21 | -> Selected 47643 entries ( 100 % ). Overall 47643 ( 0.47643 % ) of required 10000000 entries. 2014-06-18 12:08:21 | Using evaluation file (2/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.32.root.1183992426505638073 2014-06-18 12:08:22 | -> Pre-selected 121411 entries from 121411 ( 100 % ) 2014-06-18 12:09:06 | -> Selected 121411 entries ( 100 % ). Overall 169054 ( 1.69054 % ) of required 10000000 entries. 2014-06-18 12:09:06 | Using evaluation file (3/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbLcKa/ANNPID.65.root.1183992426505638073 2014-06-18 12:09:07 | -> Pre-selected 459028 entries from 459028 ( 100 % ) 2014-06-18 12:11:44 | -> Selected 459028 entries ( 100 % ). Overall 628082 ( 6.28082 % ) of required 10000000 entries. 2014-06-18 12:11:44 | Using evaluation file (4/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKaPhi/ANNPID.11.root.1183992426505638073 2014-06-18 12:11:44 | -> Pre-selected 112541 entries from 112541 ( 100 % ) 2014-06-18 12:12:15 | -> Selected 112541 entries ( 100 % ). Overall 740623 ( 7.40623 % ) of required 10000000 entries. 2014-06-18 12:12:15 | Using evaluation file (5/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiPi/ANNPID.32.root.1183992426505638073 2014-06-18 12:12:15 | -> Pre-selected 305774 entries from 305774 ( 100 % ) 2014-06-18 12:13:37 | -> Selected 305774 entries ( 100 % ). Overall 1046397 ( 10.464 % ) of required 10000000 entries. 2014-06-18 12:13:37 | Using evaluation file (6/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.148.root.1183992426505638073 2014-06-18 12:13:37 | -> Pre-selected 290109 entries from 290109 ( 100 % ) 2014-06-18 12:15:35 | -> Selected 290109 entries ( 100 % ). Overall 1336506 ( 13.3651 % ) of required 10000000 entries. 2014-06-18 12:15:35 | Using evaluation file (7/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.32.root.1183992426505638073 2014-06-18 12:15:35 | -> Pre-selected 232194 entries from 232194 ( 100 % ) 2014-06-18 12:17:03 | -> Selected 232194 entries ( 100 % ). Overall 1568700 ( 15.687 % ) of required 10000000 entries. 2014-06-18 12:17:03 | Using evaluation file (8/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.26.root.1183992426505638073 2014-06-18 12:17:04 | -> Pre-selected 408657 entries from 408657 ( 100 % ) 2014-06-18 12:19:52 | -> Selected 408657 entries ( 100 % ). Overall 1977357 ( 19.7736 % ) of required 10000000 entries. 2014-06-18 12:19:52 | Using evaluation file (9/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbLcKa/ANNPID.44.root.1183992426505638073 2014-06-18 12:19:52 | -> Pre-selected 111617 entries from 111617 ( 100 % ) 2014-06-18 12:20:38 | -> Selected 111617 entries ( 100 % ). Overall 2088974 ( 20.8897 % ) of required 10000000 entries. 2014-06-18 12:20:38 | Using evaluation file (10/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiKstar/ANNPID.52.root.1183992426505638073 2014-06-18 12:20:38 | -> Pre-selected 238620 entries from 238620 ( 100 % ) 2014-06-18 12:22:17 | -> Selected 238620 entries ( 100 % ). Overall 2327594 ( 23.2759 % ) of required 10000000 entries. 2014-06-18 12:22:17 | Using evaluation file (11/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.258.root.1183992426505638073 2014-06-18 12:22:17 | -> Pre-selected 481770 entries from 481770 ( 100 % ) 2014-06-18 12:25:36 | -> Selected 481770 entries ( 100 % ). Overall 2809364 ( 28.0936 % ) of required 10000000 entries. 2014-06-18 12:25:36 | Using evaluation file (12/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKK/ANNPID.31.root.1183992426505638073 2014-06-18 12:25:37 | -> Pre-selected 416317 entries from 416317 ( 100 % ) 2014-06-18 12:28:30 | -> Selected 416317 entries ( 100 % ). Overall 3225681 ( 32.2568 % ) of required 10000000 entries. 2014-06-18 12:28:30 | Using evaluation file (13/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiX/ANNPID.139.root.1183992426505638073 2014-06-18 12:28:30 | -> Pre-selected 106411 entries from 106411 ( 100 % ) 2014-06-18 12:29:14 | -> Selected 106411 entries ( 100 % ). Overall 3332092 ( 33.3209 % ) of required 10000000 entries. 2014-06-18 12:29:14 | Using evaluation file (14/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.5.root.1183992426505638073 2014-06-18 12:29:14 | -> Pre-selected 283000 entries from 283000 ( 100 % ) 2014-06-18 12:31:11 | -> Selected 283000 entries ( 100 % ). Overall 3615092 ( 36.1509 % ) of required 10000000 entries. 2014-06-18 12:31:11 | Using evaluation file (15/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.143.root.1183992426505638073 2014-06-18 12:31:11 | -> Pre-selected 74114 entries from 74114 ( 100 % ) 2014-06-18 12:31:42 | -> Selected 74114 entries ( 100 % ). Overall 3689206 ( 36.8921 % ) of required 10000000 entries. 2014-06-18 12:31:42 | Using evaluation file (16/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.231.root.1183992426505638073 2014-06-18 12:31:43 | -> Pre-selected 475387 entries from 475387 ( 100 % ) 2014-06-18 12:34:58 | -> Selected 475387 entries ( 100 % ). Overall 4164593 ( 41.6459 % ) of required 10000000 entries. 2014-06-18 12:34:58 | Using evaluation file (17/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.61.root.1183992426505638073 2014-06-18 12:34:58 | -> Pre-selected 20128 entries from 20128 ( 100 % ) 2014-06-18 12:35:07 | -> Selected 20128 entries ( 100 % ). Overall 4184721 ( 41.8472 % ) of required 10000000 entries. 2014-06-18 12:35:07 | Using evaluation file (18/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-SigmaPmumu/ANNPID.110.root.1183992426505638073 2014-06-18 12:35:07 | -> Pre-selected 95379 entries from 95379 ( 100 % ) 2014-06-18 12:35:47 | -> Selected 95379 entries ( 100 % ). Overall 4280100 ( 42.801 % ) of required 10000000 entries. 2014-06-18 12:35:47 | Using evaluation file (19/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BsJPsiX/ANNPID.69.root.1183992426505638073 2014-06-18 12:35:48 | -> Pre-selected 272126 entries from 272126 ( 100 % ) 2014-06-18 12:37:42 | -> Selected 272126 entries ( 100 % ). Overall 4552226 ( 45.5223 % ) of required 10000000 entries. 2014-06-18 12:37:42 | Using evaluation file (20/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.84.root.1183992426505638073 2014-06-18 12:37:42 | -> Pre-selected 227000 entries from 227000 ( 100 % ) 2014-06-18 12:39:16 | -> Selected 227000 entries ( 100 % ). Overall 4779226 ( 47.7923 % ) of required 10000000 entries. 2014-06-18 12:39:16 | Using evaluation file (21/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-Zgee40GeV/ANNPID.16.root.1183992426505638073 2014-06-18 12:39:17 | -> Pre-selected 273653 entries from 273653 ( 100 % ) 2014-06-18 12:41:12 | -> Selected 273653 entries ( 100 % ). Overall 5052879 ( 50.5288 % ) of required 10000000 entries. 2014-06-18 12:41:12 | Using evaluation file (22/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.141.root.1183992426505638073 2014-06-18 12:41:12 | -> Pre-selected 97772 entries from 97772 ( 100 % ) 2014-06-18 12:41:53 | -> Selected 97772 entries ( 100 % ). Overall 5150651 ( 51.5065 % ) of required 10000000 entries. 2014-06-18 12:41:53 | Using evaluation file (23/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.24.root.1183992426505638073 2014-06-18 12:41:54 | -> Pre-selected 295527 entries from 295527 ( 100 % ) 2014-06-18 12:43:57 | -> Selected 295527 entries ( 100 % ). Overall 5446178 ( 54.4618 % ) of required 10000000 entries. 2014-06-18 12:43:57 | Using evaluation file (24/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKKPi0/ANNPID.149.root.1183992426505638073 2014-06-18 12:43:57 | -> Pre-selected 125071 entries from 125071 ( 100 % ) 2014-06-18 12:44:50 | -> Selected 125071 entries ( 100 % ). Overall 5571249 ( 55.7125 % ) of required 10000000 entries. 2014-06-18 12:44:50 | Using evaluation file (25/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.39.root.1183992426505638073 2014-06-18 12:44:50 | -> Pre-selected 390234 entries from 390234 ( 100 % ) 2014-06-18 12:47:29 | -> Selected 390234 entries ( 100 % ). Overall 5961483 ( 59.6148 % ) of required 10000000 entries. 2014-06-18 12:47:29 | Using evaluation file (26/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.203.root.1183992426505638073 2014-06-18 12:47:30 | -> Pre-selected 288243 entries from 288243 ( 100 % ) 2014-06-18 12:49:29 | -> Selected 288243 entries ( 100 % ). Overall 6249726 ( 62.4973 % ) of required 10000000 entries. 2014-06-18 12:49:29 | Using evaluation file (27/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.56.root.1183992426505638073 2014-06-18 12:49:30 | -> Pre-selected 447532 entries from 447532 ( 100 % ) 2014-06-18 12:52:36 | -> Selected 447532 entries ( 100 % ). Overall 6697258 ( 66.9726 % ) of required 10000000 entries. 2014-06-18 12:52:36 | Using evaluation file (28/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Bs4mu/ANNPID.33.root.1183992426505638073 2014-06-18 12:52:37 | -> Pre-selected 199056 entries from 199056 ( 100 % ) 2014-06-18 12:53:54 | -> Selected 199056 entries ( 100 % ). Overall 6896314 ( 68.9631 % ) of required 10000000 entries. 2014-06-18 12:53:54 | Using evaluation file (29/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ks4mu/ANNPID.3.root.1183992426505638073 2014-06-18 12:53:54 | -> Pre-selected 50638 entries from 50638 ( 100 % ) 2014-06-18 12:54:11 | -> Selected 50638 entries ( 100 % ). Overall 6946952 ( 69.4695 % ) of required 10000000 entries. 2014-06-18 12:54:11 | Using evaluation file (30/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdKstarmumu/ANNPID.30.root.1183992426505638073 2014-06-18 12:54:11 | -> Pre-selected 72838 entries from 72838 ( 100 % ) 2014-06-18 12:54:35 | -> Selected 72838 entries ( 100 % ). Overall 7019790 ( 70.1979 % ) of required 10000000 entries. 2014-06-18 12:54:35 | Using evaluation file (31/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-SigmaPmumu/ANNPID.50.root.1183992426505638073 2014-06-18 12:54:36 | -> Pre-selected 115930 entries from 115930 ( 100 % ) 2014-06-18 12:55:14 | -> Selected 115930 entries ( 100 % ). Overall 7135720 ( 71.3572 % ) of required 10000000 entries. 2014-06-18 12:55:14 | Using evaluation file (32/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPPi/ANNPID.33.root.1183992426505638073 2014-06-18 12:55:15 | -> Pre-selected 319319 entries from 319319 ( 100 % ) 2014-06-18 12:56:59 | -> Selected 319319 entries ( 100 % ). Overall 7455039 ( 74.5504 % ) of required 10000000 entries. 2014-06-18 12:56:59 | Using evaluation file (33/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Bd4mu/ANNPID.28.root.1183992426505638073 2014-06-18 12:57:00 | -> Pre-selected 51317 entries from 51317 ( 100 % ) 2014-06-18 12:57:17 | -> Selected 51317 entries ( 100 % ). Overall 7506356 ( 75.0636 % ) of required 10000000 entries. 2014-06-18 12:57:17 | Using evaluation file (34/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.200.root.1183992426505638073 2014-06-18 12:57:17 | -> Pre-selected 116838 entries from 116838 ( 100 % ) 2014-06-18 12:57:55 | -> Selected 116838 entries ( 100 % ). Overall 7623194 ( 76.2319 % ) of required 10000000 entries. 2014-06-18 12:57:55 | Using evaluation file (35/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.126.root.1183992426505638073 2014-06-18 12:57:56 | -> Pre-selected 342965 entries from 342965 ( 100 % ) 2014-06-18 12:59:49 | -> Selected 342965 entries ( 100 % ). Overall 7966159 ( 79.6616 % ) of required 10000000 entries. 2014-06-18 12:59:49 | Using evaluation file (36/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ks4mu/ANNPID.13.root.1183992426505638073 2014-06-18 12:59:49 | -> Pre-selected 12712 entries from 12712 ( 100 % ) 2014-06-18 12:59:53 | -> Selected 12712 entries ( 100 % ). Overall 7978871 ( 79.7887 % ) of required 10000000 entries. 2014-06-18 12:59:53 | Using evaluation file (37/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiX/ANNPID.78.root.1183992426505638073 2014-06-18 12:59:53 | -> Pre-selected 55376 entries from 55376 ( 100 % ) 2014-06-18 13:00:11 | -> Selected 55376 entries ( 100 % ). Overall 8034247 ( 80.3425 % ) of required 10000000 entries. 2014-06-18 13:00:11 | Using evaluation file (38/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ksmumu/ANNPID.261.root.1183992426505638073 2014-06-18 13:00:11 | -> Pre-selected 890 entries from 890 ( 100 % ) 2014-06-18 13:00:12 | -> Selected 890 entries ( 100 % ). Overall 8035137 ( 80.3514 % ) of required 10000000 entries. 2014-06-18 13:00:12 | Using evaluation file (39/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.153.root.1183992426505638073 2014-06-18 13:00:12 | -> Pre-selected 80213 entries from 80213 ( 100 % ) 2014-06-18 13:00:39 | -> Selected 80213 entries ( 100 % ). Overall 8115350 ( 81.1535 % ) of required 10000000 entries. 2014-06-18 13:00:39 | Using evaluation file (40/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.294.root.1183992426505638073 2014-06-18 13:00:39 | -> Pre-selected 319030 entries from 319030 ( 100 % ) 2014-06-18 13:02:12 | -> Selected 319030 entries ( 100 % ). Overall 8434380 ( 84.3438 % ) of required 10000000 entries. 2014-06-18 13:02:12 | Using evaluation file (41/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.172.root.1183992426505638073 2014-06-18 13:02:12 | -> Pre-selected 353478 entries from 353478 ( 100 % ) 2014-06-18 13:03:39 | -> Selected 353478 entries ( 100 % ). Overall 8787858 ( 87.8786 % ) of required 10000000 entries. 2014-06-18 13:03:40 | Using evaluation file (42/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuKee/ANNPID.56.root.1183992426505638073 2014-06-18 13:03:40 | -> Pre-selected 233319 entries from 233319 ( 100 % ) 2014-06-18 13:04:32 | -> Selected 233319 entries ( 100 % ). Overall 9021177 ( 90.2118 % ) of required 10000000 entries. 2014-06-18 13:04:32 | Using evaluation file (43/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ksmumu/ANNPID.58.root.1183992426505638073 2014-06-18 13:04:32 | -> Pre-selected 61676 entries from 61676 ( 100 % ) 2014-06-18 13:04:46 | -> Selected 61676 entries ( 100 % ). Overall 9082853 ( 90.8285 % ) of required 10000000 entries. 2014-06-18 13:04:46 | Using evaluation file (44/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKK/ANNPID.54.root.1183992426505638073 2014-06-18 13:04:46 | -> Pre-selected 301560 entries from 301560 ( 100 % ) 2014-06-18 13:05:54 | -> Selected 301560 entries ( 100 % ). Overall 9384413 ( 93.8441 % ) of required 10000000 entries. 2014-06-18 13:05:54 | Using evaluation file (45/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.43.root.1183992426505638073 2014-06-18 13:05:54 | -> Pre-selected 82511 entries from 82511 ( 100 % ) 2014-06-18 13:06:13 | -> Selected 82511 entries ( 100 % ). Overall 9466924 ( 94.6692 % ) of required 10000000 entries. 2014-06-18 13:06:13 | Using evaluation file (46/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKaMuMu/ANNPID.36.root.1183992426505638073 2014-06-18 13:06:13 | -> Pre-selected 278944 entries from 278944 ( 100 % ) 2014-06-18 13:07:15 | -> Selected 278944 entries ( 100 % ). Overall 9745868 ( 97.4587 % ) of required 10000000 entries. 2014-06-18 13:07:15 | Using evaluation file (47/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPPi/ANNPID.40.root.1183992426505638073 2014-06-18 13:07:16 | -> Pre-selected 426518 entries from 426518 ( 100 % ) 2014-06-18 13:08:14 | -> Selected 254132 entries ( 59.5829 % ). Overall 10000000 ( 100 % ) of required 10000000 entries. 2014-06-18 13:08:14 | Considered 10000000 tracks for input to MVA evaluation 2014-06-18 13:08:14 | Sel. Eff. = 100% 2014-06-18 13:08:14 | Selected 10000000 tracks for input to MVA evaluation 2014-06-18 13:08:14 | Ghost percentage = 37.314% 2014-06-18 13:08:14 | Electron percentage = 0.45244% 2014-06-18 13:08:14 | Muon percentage = 1.17626% 2014-06-18 13:08:14 | Pion percentage = 49.712% 2014-06-18 13:08:14 | Kaon percentage = 7.31459% 2014-06-18 13:08:14 | Unknown Particle type 411 2014-06-18 13:08:14 | percentage = 0.0001% 2014-06-18 13:08:14 | Unknown Particle type 431 2014-06-18 13:08:14 | percentage = 2e-05% 2014-06-18 13:08:14 | Unknown Particle type 521 2014-06-18 13:08:14 | percentage = 7e-05% 2014-06-18 13:08:14 | Proton percentage = 4.00769% 2014-06-18 13:08:14 | Unknown Particle type 3112 2014-06-18 13:08:14 | percentage = 0.00431% 2014-06-18 13:08:14 | Unknown Particle type 3222 2014-06-18 13:08:14 | percentage = 0.0173% 2014-06-18 13:08:14 | Unknown Particle type 3312 2014-06-18 13:08:14 | percentage = 0.00124% 2014-06-18 13:08:14 | Making input variable plots 2014-06-18 13:08:25 | Making purity plots 2014-06-18 13:08:26 | Making MVA Output plots 2014-06-18 13:08:26 | Making DLL Output plots 2014-06-18 13:08:26 | Making MVA DLL Correlation plots 2014-06-18 13:08:27 | Making MVA V P eff plots 2014-06-18 13:08:34 | Making DLL V P eff plots 2014-06-18 13:08:46 | Making MVA eff. V DLL cut plots 2014-06-18 13:08:55 | Making DLL eff. V MVA cut plots 2014-06-18 13:09:00 | Making final performance plots ... 2014-06-18 13:09:01 | Creating Eff V Purity text file : text/Mixture/EvalWithPreSel/LongPionEffVPurity-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalMixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 13:09:01 | Creating Eff V OverallMisID text file : text/Mixture/EvalWithPreSel/LongPionEffVOverallMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalMixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 13:09:01 | Creating Eff V Electron MisID text file : text/Mixture/EvalWithPreSel/LongPionEffVElectronMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalMixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 13:09:01 | Creating Eff V Ghost MisID text file : text/Mixture/EvalWithPreSel/LongPionEffVGhostMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalMixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 13:09:01 | Creating Eff V Kaon MisID text file : text/Mixture/EvalWithPreSel/LongPionEffVKaonMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalMixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 13:09:02 | Creating Eff V Muon MisID text file : text/Mixture/EvalWithPreSel/LongPionEffVMuonMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalMixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 13:09:02 | Creating Eff V Proton MisID text file : text/Mixture/EvalWithPreSel/LongPionEffVProtonMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalMixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 13:09:02 | Closing Long-Pion-evaluation.root 2014-06-18 13:09:33 | Finished... 2014-06-18 13:09:38 | Cache directory = '/var/work/jonesc/ANNPID-DataCache' 2014-06-18 13:09:38 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainHeavy/TrainPhysTksNoGhosts-EvalPhysTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Long/GlobalPID_Pion_Long_ANN.txt 2014-06-18 13:09:38 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainHeavy/TrainPhysTksNoGhosts-EvalPhysTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Long/train-config.txt 2014-06-18 13:09:38 | Particle type = Pion 2014-06-18 13:09:38 | Background types = All 2014-06-18 13:09:38 | Training Mix = NaturalMix 2014-06-18 13:09:38 | Track type = Long 2014-06-18 13:09:38 | Track PresSel = NoTrackPreSelection.txt 2014-06-18 13:09:38 | Network type = TMVA 2014-06-18 13:09:38 | Ghost treatment = NoGhosts Ghosts 2014-06-18 13:09:38 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2014-06-18 13:09:38 | Reweighting = ReweightRICH2 2014-06-18 13:09:38 | Output file = GlobalPID_Pion_Long_TMVA.weights.xml 2014-06-18 13:09:38 | Skipping input #TrackCloneDist 2014-06-18 13:09:38 | Skipping input #RichAboveElThres 2014-06-18 13:09:38 | Skipping input #RichAboveMuThres 2014-06-18 13:09:38 | Skipping input #RichAbovePrThres 2014-06-18 13:09:38 | Creating selection from 'NoTrackPreSelection.txt' 2014-06-18 13:09:38 | -> # very very loose. Essentially no cuts 2014-06-18 13:09:38 | -> TrackLikelihood > -100.0 2014-06-18 13:09:38 | -> TrackP > 0 2014-06-18 13:09:38 | -> TrackPt > 0 2014-06-18 13:09:38 | Creating selection from 'AllPhysTracksInEvent.txt' 2014-06-18 13:09:38 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2014-06-18 13:09:38 | Training sample size = 1200000 2014-06-18 13:09:38 | Evaluation sample size = 10000000 2014-06-18 13:09:38 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainHeavy/TrainPhysTksNoGhosts-EvalPhysTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Long/MVA.txt 2014-06-18 13:09:38 | -> NBTASK = CLA 2014-06-18 13:09:38 | -> NBMOM = 0.0 2014-06-18 13:09:38 | -> NBREG = ALL 2014-06-18 13:09:38 | -> TMVAVALIDATIONFRAC = 0.3 2014-06-18 13:09:38 | -> TMVATESTFRAC = 0.3 2014-06-18 13:09:38 | -> HiddenLayerScaleFactor = 1.2 2014-06-18 13:09:38 | -> TMVAMETHOD = MLP 2014-06-18 13:09:38 | -> TMVAUSEREGULATOR = false 2014-06-18 13:09:38 | -> TMVAMLPNCYCLES = 750 2014-06-18 13:09:38 | -> TMVAVARTRANSFORM = Norm 2014-06-18 13:09:38 | -> TMVAMLPNEURONTYPE = tanh 2014-06-18 13:09:38 | -> TMVAMLPMETHOD = BP 2014-06-18 13:09:38 | -> TMVAMLPESTIMATORTYPE = CE 2014-06-18 13:09:38 | -> TMVAMLPCONVIMPROVE = 1e-16 2014-06-18 13:09:38 | -> TMVAMLPCONVTEST = 15 2014-06-18 13:09:38 | -> TMVABDTBOOSTTYPE = AdaBoost 2014-06-18 13:09:38 | -> TMVABDTNTREES = 800 2014-06-18 13:09:38 | -> TMVABDTPRUNEMETHOD = CostComplexity 2014-06-18 13:09:38 | -> TMVABDTMAXTREEDEPTH = 3 2014-06-18 13:09:38 | Reading Parameters file = Eval.txt 2014-06-18 13:09:38 | -> EVALMODE = EvalWithPreSel 2014-06-18 13:09:38 | -> EVALDATA = Heavy 2014-06-18 13:09:38 | Node layer two scale = 1.2 2014-06-18 13:09:38 | Input layer has 36 nodes, hidden layer has 42 nodes 2014-06-18 13:09:38 | Input Data file = TrainingFiles-Heavy.txt 2014-06-18 13:09:38 | Using 619 data files 2014-06-18 13:09:38 | Training Datafile Selection hash = 1183992426505638073 2014-06-18 13:09:38 | Using training file (1/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.11.root.1183992426505638073 2014-06-18 13:09:39 | -> Pre-selected 279706 entries from 279706 ( 100 % ) 2014-06-18 13:09:44 | -> Selected 177860 entries ( 63.5882 % ). Overall 177860 ( 14.8217 % ) of required 1200000 entries. 2014-06-18 13:09:44 | Using training file (2/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.28.root.1183992426505638073 2014-06-18 13:09:44 | -> Pre-selected 158685 entries from 158685 ( 100 % ) 2014-06-18 13:09:46 | -> Selected 97521 entries ( 61.4557 % ). Overall 275381 ( 22.9484 % ) of required 1200000 entries. 2014-06-18 13:09:46 | Using training file (3/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.118.root.1183992426505638073 2014-06-18 13:09:47 | -> Pre-selected 479557 entries from 479557 ( 100 % ) 2014-06-18 13:09:55 | -> Selected 296707 entries ( 61.8711 % ). Overall 572088 ( 47.674 % ) of required 1200000 entries. 2014-06-18 13:09:55 | Using training file (4/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.50.root.1183992426505638073 2014-06-18 13:09:55 | -> Pre-selected 245890 entries from 245890 ( 100 % ) 2014-06-18 13:10:00 | -> Selected 156663 entries ( 63.7126 % ). Overall 728751 ( 60.7293 % ) of required 1200000 entries. 2014-06-18 13:10:00 | Using training file (5/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.222.root.1183992426505638073 2014-06-18 13:10:00 | -> Pre-selected 410198 entries from 410198 ( 100 % ) 2014-06-18 13:10:07 | -> Selected 255055 entries ( 62.1785 % ). Overall 983806 ( 81.9838 % ) of required 1200000 entries. 2014-06-18 13:10:07 | Using training file (6/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.20.root.1183992426505638073 2014-06-18 13:10:07 | -> Pre-selected 247039 entries from 247039 ( 100 % ) 2014-06-18 13:10:12 | -> Selected 155234 entries ( 62.8379 % ). Overall 1139040 ( 94.92 % ) of required 1200000 entries. 2014-06-18 13:10:12 | Using training file (7/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.108.root.1183992426505638073 2014-06-18 13:10:12 | -> Pre-selected 255811 entries from 255811 ( 100 % ) 2014-06-18 13:10:15 | -> Selected 60960 entries ( 23.8301 % ). Overall 1200000 ( 100 % ) of required 1200000 entries. 2014-06-18 13:10:15 | Considered 1917275 tracks for input to MVA training 2014-06-18 13:10:15 | Sel. Eff. = 62.5888% 2014-06-18 13:10:15 | Selected 1200000/0 tracks for input to MVA training/testing 2014-06-18 13:10:15 | Electron percentage = 0.501583% 2014-06-18 13:10:15 | Muon percentage = 1.89225% 2014-06-18 13:10:15 | Pion percentage = 79.3004% 2014-06-18 13:10:15 | Kaon percentage = 11.9318% 2014-06-18 13:10:15 | Unknown Particle type 411 2014-06-18 13:10:15 | percentage = 0.000416667% 2014-06-18 13:10:15 | Unknown Particle type 521 2014-06-18 13:10:15 | percentage = 0.00025% 2014-06-18 13:10:15 | Proton percentage = 6.3405% 2014-06-18 13:10:15 | Unknown Particle type 3112 2014-06-18 13:10:15 | percentage = 0.00658333% 2014-06-18 13:10:15 | Unknown Particle type 3222 2014-06-18 13:10:15 | percentage = 0.0230833% 2014-06-18 13:10:15 | Unknown Particle type 3312 2014-06-18 13:10:15 | percentage = 0.00308333% 2014-06-18 13:10:15 | Created Plots directory Long-Pion-evaluation.root:/TrainHeavy/EvalHeavy/EvalWithPreSel 2014-06-18 13:10:15 | Making plots for input TrackP 2014-06-18 13:10:15 | Creating ROOT directory MVAcut0.010 2014-06-18 13:10:15 | Creating ROOT directory MVAcut0.025 2014-06-18 13:10:15 | Creating ROOT directory MVAcut0.050 2014-06-18 13:10:15 | Creating ROOT directory MVAcut0.075 2014-06-18 13:10:15 | Creating ROOT directory MVAcut0.100 2014-06-18 13:10:15 | Creating ROOT directory MVAcut0.125 2014-06-18 13:10:15 | Creating ROOT directory MVAcut0.150 2014-06-18 13:10:15 | Creating ROOT directory MVAcut0.175 2014-06-18 13:10:15 | Creating ROOT directory MVAcut0.200 2014-06-18 13:10:15 | Creating ROOT directory MVAcut0.300 2014-06-18 13:10:15 | Creating ROOT directory MVAcut0.350 2014-06-18 13:10:15 | Creating ROOT directory MVAcut0.400 2014-06-18 13:10:15 | Creating ROOT directory MVAcut0.450 2014-06-18 13:10:15 | Creating ROOT directory MVAcut0.500 2014-06-18 13:10:15 | Creating ROOT directory MVAcut0.600 2014-06-18 13:10:15 | Creating ROOT directory MVAcut0.700 2014-06-18 13:10:15 | Creating ROOT directory MVAcut0.800 2014-06-18 13:10:15 | Creating ROOT directory MVAcut0.900 2014-06-18 13:10:15 | Creating ROOT directory MVAcut0.950 2014-06-18 13:10:15 | Creating ROOT directory DLLcut-8.000 2014-06-18 13:10:15 | Creating ROOT directory DLLcut-7.000 2014-06-18 13:10:15 | Creating ROOT directory DLLcut-6.000 2014-06-18 13:10:15 | Creating ROOT directory DLLcut-5.500 2014-06-18 13:10:15 | Creating ROOT directory DLLcut-5.000 2014-06-18 13:10:15 | Creating ROOT directory DLLcut-4.500 2014-06-18 13:10:15 | Creating ROOT directory DLLcut-4.000 2014-06-18 13:10:15 | Creating ROOT directory DLLcut-3.500 2014-06-18 13:10:15 | Creating ROOT directory DLLcut-3.000 2014-06-18 13:10:15 | Creating ROOT directory DLLcut-2.500 2014-06-18 13:10:15 | Creating ROOT directory DLLcut-2.000 2014-06-18 13:10:15 | Creating ROOT directory DLLcut-1.500 2014-06-18 13:10:15 | Creating ROOT directory DLLcut-1.000 2014-06-18 13:10:15 | Creating ROOT directory DLLcut-0.500 2014-06-18 13:10:15 | Creating ROOT directory DLLcut0.000 2014-06-18 13:10:15 | Creating ROOT directory DLLcut0.500 2014-06-18 13:10:15 | Creating ROOT directory DLLcut1.000 2014-06-18 13:10:15 | Creating ROOT directory DLLcut1.500 2014-06-18 13:10:15 | Creating ROOT directory DLLcut2.000 2014-06-18 13:10:15 | Creating ROOT directory DLLcut2.500 2014-06-18 13:10:15 | Creating ROOT directory DLLcut3.000 2014-06-18 13:10:15 | Creating ROOT directory DLLcut3.500 2014-06-18 13:10:15 | Creating ROOT directory DLLcut4.000 2014-06-18 13:10:15 | Creating ROOT directory DLLcut4.500 2014-06-18 13:10:15 | Creating ROOT directory DLLcut5.000 2014-06-18 13:10:15 | Creating ROOT directory DLLcut5.500 2014-06-18 13:10:15 | Creating ROOT directory DLLcut6.000 2014-06-18 13:10:15 | Creating ROOT directory DLLcut7.000 2014-06-18 13:10:15 | Creating ROOT directory DLLcut8.000 2014-06-18 13:10:15 | Making plots for input TrackPt 2014-06-18 13:10:15 | Making plots for input TrackChi2PerDof 2014-06-18 13:10:15 | Making plots for input TrackNumDof 2014-06-18 13:10:15 | Making plots for input TrackLikelihood 2014-06-18 13:10:15 | Making plots for input TrackGhostProbability 2014-06-18 13:10:15 | Making plots for input TrackFitMatchChi2 2014-06-18 13:10:15 | Making plots for input TrackFitVeloChi2 2014-06-18 13:10:15 | Making plots for input TrackFitVeloNDoF 2014-06-18 13:10:15 | Making plots for input TrackFitTChi2 2014-06-18 13:10:15 | Making plots for input TrackFitTNDoF 2014-06-18 13:10:15 | Making plots for input RichUsedAero 2014-06-18 13:10:15 | Making plots for input RichUsedR1Gas 2014-06-18 13:10:15 | Making plots for input RichUsedR2Gas 2014-06-18 13:10:15 | Making plots for input RichAbovePiThres 2014-06-18 13:10:15 | Making plots for input RichAboveKaThres 2014-06-18 13:10:15 | Making plots for input RichDLLe 2014-06-18 13:10:15 | Making plots for input RichDLLmu 2014-06-18 13:10:15 | Making plots for input RichDLLk 2014-06-18 13:10:15 | Making plots for input RichDLLp 2014-06-18 13:10:15 | Making plots for input RichDLLbt 2014-06-18 13:10:15 | Making plots for input MuonBkgLL 2014-06-18 13:10:15 | Making plots for input MuonMuLL 2014-06-18 13:10:15 | Making plots for input MuonIsMuon 2014-06-18 13:10:15 | Making plots for input MuonNShared 2014-06-18 13:10:15 | Making plots for input InAccMuon 2014-06-18 13:10:15 | Making plots for input MuonIsLooseMuon 2014-06-18 13:10:15 | Making plots for input EcalPIDe 2014-06-18 13:10:15 | Making plots for input EcalPIDmu 2014-06-18 13:10:15 | Making plots for input HcalPIDe 2014-06-18 13:10:15 | Making plots for input HcalPIDmu 2014-06-18 13:10:15 | Making plots for input PrsPIDe 2014-06-18 13:10:15 | Making plots for input InAccBrem 2014-06-18 13:10:15 | Making plots for input BremPIDe 2014-06-18 13:10:15 | Making plots for input VeloCharge --- Reader : Booking "MLP" of type "MLP" from GlobalPID_Pion_Long_TMVA.weights.xml. --- MethodBase : Reading weight file: GlobalPID_Pion_Long_TMVA.weights.xml --- Pion_Long_TMVA : Read method "Pion_Long_TMVA" of type "MLP" --- Pion_Long_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Pion_Long_TMVA : MVA method was trained with ROOT Version: 5.34/18 --- DataSetInfo : Added class "Signal" with internal class number 0 --- DataSetInfo : Added class "Background" with internal class number 1 --- Pion_Long_TMVA : Building Network --- Pion_Long_TMVA : Initializing weights --- Reader : Booked classifier "Pion_Long_TMVA" of type: "MLP" 2014-06-18 13:10:15 | Creating selection from 'AllPhysTracksInEvent.txt' 2014-06-18 13:10:15 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2014-06-18 13:10:15 | Evaluation mode 'EvalWithPreSel' 2014-06-18 13:10:15 | Will apply all track pre-selections during evaluation 2014-06-18 13:10:15 | Evaluation Datafile Selection hash = 1183992426505638073 2014-06-18 13:10:15 | Using evaluation file (8/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.73.root.1183992426505638073 2014-06-18 13:10:16 | -> Pre-selected 345140 entries from 345140 ( 100 % ) 2014-06-18 13:11:36 | -> Selected 345140 entries ( 100 % ). Overall 345140 ( 3.4514 % ) of required 10000000 entries. 2014-06-18 13:11:36 | Using evaluation file (9/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.93.root.1183992426505638073 2014-06-18 13:11:36 | -> Pre-selected 285815 entries from 285815 ( 100 % ) 2014-06-18 13:12:41 | -> Selected 285815 entries ( 100 % ). Overall 630955 ( 6.30955 % ) of required 10000000 entries. 2014-06-18 13:12:41 | Using evaluation file (10/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.2.root.1183992426505638073 2014-06-18 13:12:42 | -> Pre-selected 475686 entries from 475686 ( 100 % ) 2014-06-18 13:14:30 | -> Selected 475686 entries ( 100 % ). Overall 1106641 ( 11.0664 % ) of required 10000000 entries. 2014-06-18 13:14:30 | Using evaluation file (11/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.127.root.1183992426505638073 2014-06-18 13:14:30 | -> Pre-selected 278029 entries from 278029 ( 100 % ) 2014-06-18 13:15:34 | -> Selected 278029 entries ( 100 % ). Overall 1384670 ( 13.8467 % ) of required 10000000 entries. 2014-06-18 13:15:34 | Using evaluation file (12/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.25.root.1183992426505638073 2014-06-18 13:15:34 | -> Pre-selected 258894 entries from 258894 ( 100 % ) 2014-06-18 13:16:33 | -> Selected 258894 entries ( 100 % ). Overall 1643564 ( 16.4356 % ) of required 10000000 entries. 2014-06-18 13:16:33 | Using evaluation file (13/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.121.root.1183992426505638073 2014-06-18 13:16:34 | -> Pre-selected 487499 entries from 487499 ( 100 % ) 2014-06-18 13:18:24 | -> Selected 487499 entries ( 100 % ). Overall 2131063 ( 21.3106 % ) of required 10000000 entries. 2014-06-18 13:18:24 | Using evaluation file (14/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.50.root.1183992426505638073 2014-06-18 13:18:24 | -> Pre-selected 477475 entries from 477475 ( 100 % ) 2014-06-18 13:20:13 | -> Selected 477475 entries ( 100 % ). Overall 2608538 ( 26.0854 % ) of required 10000000 entries. 2014-06-18 13:20:13 | Using evaluation file (15/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.275.root.1183992426505638073 2014-06-18 13:20:14 | -> Pre-selected 317514 entries from 317514 ( 100 % ) 2014-06-18 13:21:27 | -> Selected 317514 entries ( 100 % ). Overall 2926052 ( 29.2605 % ) of required 10000000 entries. 2014-06-18 13:21:27 | Using evaluation file (16/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.106.root.1183992426505638073 2014-06-18 13:21:27 | -> Pre-selected 368664 entries from 368664 ( 100 % ) 2014-06-18 13:22:51 | -> Selected 368664 entries ( 100 % ). Overall 3294716 ( 32.9472 % ) of required 10000000 entries. 2014-06-18 13:22:51 | Using evaluation file (17/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.12.root.1183992426505638073 2014-06-18 13:22:51 | -> Pre-selected 79335 entries from 79335 ( 100 % ) 2014-06-18 13:23:10 | -> Selected 79335 entries ( 100 % ). Overall 3374051 ( 33.7405 % ) of required 10000000 entries. 2014-06-18 13:23:10 | Using evaluation file (18/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.192.root.1183992426505638073 2014-06-18 13:23:10 | -> Pre-selected 476402 entries from 476402 ( 100 % ) 2014-06-18 13:24:59 | -> Selected 476402 entries ( 100 % ). Overall 3850453 ( 38.5045 % ) of required 10000000 entries. 2014-06-18 13:24:59 | Using evaluation file (19/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.48.root.1183992426505638073 2014-06-18 13:25:00 | -> Pre-selected 351688 entries from 351688 ( 100 % ) 2014-06-18 13:26:21 | -> Selected 351688 entries ( 100 % ). Overall 4202141 ( 42.0214 % ) of required 10000000 entries. 2014-06-18 13:26:21 | Using evaluation file (20/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.100.root.1183992426505638073 2014-06-18 13:26:21 | -> Pre-selected 283553 entries from 283553 ( 100 % ) 2014-06-18 13:27:26 | -> Selected 283553 entries ( 100 % ). Overall 4485694 ( 44.8569 % ) of required 10000000 entries. 2014-06-18 13:27:26 | Using evaluation file (21/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.69.root.1183992426505638073 2014-06-18 13:27:27 | -> Pre-selected 112639 entries from 112639 ( 100 % ) 2014-06-18 13:27:53 | -> Selected 112639 entries ( 100 % ). Overall 4598333 ( 45.9833 % ) of required 10000000 entries. 2014-06-18 13:27:53 | Using evaluation file (22/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.105.root.1183992426505638073 2014-06-18 13:27:53 | -> Pre-selected 242682 entries from 242682 ( 100 % ) 2014-06-18 13:28:49 | -> Selected 242682 entries ( 100 % ). Overall 4841015 ( 48.4102 % ) of required 10000000 entries. 2014-06-18 13:28:49 | Using evaluation file (23/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.54.root.1183992426505638073 2014-06-18 13:28:49 | -> Pre-selected 480889 entries from 480889 ( 100 % ) 2014-06-18 13:30:39 | -> Selected 480889 entries ( 100 % ). Overall 5321904 ( 53.219 % ) of required 10000000 entries. 2014-06-18 13:30:39 | Using evaluation file (24/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.78.root.1183992426505638073 2014-06-18 13:30:40 | -> Pre-selected 473936 entries from 473936 ( 100 % ) 2014-06-18 13:32:28 | -> Selected 473936 entries ( 100 % ). Overall 5795840 ( 57.9584 % ) of required 10000000 entries. 2014-06-18 13:32:28 | Using evaluation file (25/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.21.root.1183992426505638073 2014-06-18 13:32:29 | -> Pre-selected 330400 entries from 330400 ( 100 % ) 2014-06-18 13:33:45 | -> Selected 330400 entries ( 100 % ). Overall 6126240 ( 61.2624 % ) of required 10000000 entries. 2014-06-18 13:33:45 | Using evaluation file (26/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.125.root.1183992426505638073 2014-06-18 13:33:45 | -> Pre-selected 233193 entries from 233193 ( 100 % ) 2014-06-18 13:34:39 | -> Selected 233193 entries ( 100 % ). Overall 6359433 ( 63.5943 % ) of required 10000000 entries. 2014-06-18 13:34:39 | Using evaluation file (27/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.229.root.1183992426505638073 2014-06-18 13:34:40 | -> Pre-selected 475071 entries from 475071 ( 100 % ) 2014-06-18 13:36:28 | -> Selected 475071 entries ( 100 % ). Overall 6834504 ( 68.345 % ) of required 10000000 entries. 2014-06-18 13:36:28 | Using evaluation file (28/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.114.root.1183992426505638073 2014-06-18 13:36:29 | -> Pre-selected 286667 entries from 286667 ( 100 % ) 2014-06-18 13:37:34 | -> Selected 286667 entries ( 100 % ). Overall 7121171 ( 71.2117 % ) of required 10000000 entries. 2014-06-18 13:37:34 | Using evaluation file (29/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.165.root.1183992426505638073 2014-06-18 13:37:35 | -> Pre-selected 137354 entries from 137354 ( 100 % ) 2014-06-18 13:38:06 | -> Selected 137354 entries ( 100 % ). Overall 7258525 ( 72.5853 % ) of required 10000000 entries. 2014-06-18 13:38:06 | Using evaluation file (30/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.104.root.1183992426505638073 2014-06-18 13:38:06 | -> Pre-selected 278268 entries from 278268 ( 100 % ) 2014-06-18 13:39:11 | -> Selected 278268 entries ( 100 % ). Overall 7536793 ( 75.3679 % ) of required 10000000 entries. 2014-06-18 13:39:11 | Using evaluation file (31/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.41.root.1183992426505638073 2014-06-18 13:39:11 | -> Pre-selected 380726 entries from 380726 ( 100 % ) 2014-06-18 13:40:39 | -> Selected 380726 entries ( 100 % ). Overall 7917519 ( 79.1752 % ) of required 10000000 entries. 2014-06-18 13:40:39 | Using evaluation file (32/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.6.root.1183992426505638073 2014-06-18 13:40:39 | -> Pre-selected 173089 entries from 173089 ( 100 % ) 2014-06-18 13:41:19 | -> Selected 173089 entries ( 100 % ). Overall 8090608 ( 80.9061 % ) of required 10000000 entries. 2014-06-18 13:41:19 | Using evaluation file (33/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.143.root.1183992426505638073 2014-06-18 13:41:19 | -> Pre-selected 326526 entries from 326526 ( 100 % ) 2014-06-18 13:42:34 | -> Selected 326526 entries ( 100 % ). Overall 8417134 ( 84.1713 % ) of required 10000000 entries. 2014-06-18 13:42:34 | Using evaluation file (34/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.92.root.1183992426505638073 2014-06-18 13:42:34 | -> Pre-selected 279639 entries from 279639 ( 100 % ) 2014-06-18 13:43:38 | -> Selected 279639 entries ( 100 % ). Overall 8696773 ( 86.9677 % ) of required 10000000 entries. 2014-06-18 13:43:38 | Using evaluation file (35/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.153.root.1183992426505638073 2014-06-18 13:43:38 | -> Pre-selected 3268 entries from 3268 ( 100 % ) 2014-06-18 13:43:39 | -> Selected 3268 entries ( 100 % ). Overall 8700041 ( 87.0004 % ) of required 10000000 entries. 2014-06-18 13:43:39 | Using evaluation file (36/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.202.root.1183992426505638073 2014-06-18 13:43:40 | -> Pre-selected 475932 entries from 475932 ( 100 % ) 2014-06-18 13:45:29 | -> Selected 475932 entries ( 100 % ). Overall 9175973 ( 91.7597 % ) of required 10000000 entries. 2014-06-18 13:45:29 | Using evaluation file (37/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.134.root.1183992426505638073 2014-06-18 13:45:29 | -> Pre-selected 229471 entries from 229471 ( 100 % ) 2014-06-18 13:46:22 | -> Selected 229471 entries ( 100 % ). Overall 9405444 ( 94.0544 % ) of required 10000000 entries. 2014-06-18 13:46:22 | Using evaluation file (38/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.149.root.1183992426505638073 2014-06-18 13:46:22 | -> Pre-selected 134497 entries from 134497 ( 100 % ) 2014-06-18 13:46:54 | -> Selected 134497 entries ( 100 % ). Overall 9539941 ( 95.3994 % ) of required 10000000 entries. 2014-06-18 13:46:54 | Creating cache file for /r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.137.root. File size 469.019MB, free cache space 717.233GB. 2014-06-18 13:46:54 | -> Cloning global cache file /r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.137.root.1183992426505638073. Size = 50.0381MB. 2014-06-18 13:46:58 | Using evaluation file (39/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.137.root.1183992426505638073 2014-06-18 13:46:58 | -> Pre-selected 350472 entries from 350472 ( 100 % ) 2014-06-18 13:48:18 | -> Selected 350472 entries ( 100 % ). Overall 9890413 ( 98.9041 % ) of required 10000000 entries. 2014-06-18 13:48:18 | Creating cache file for /r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.178.root. File size 641.192MB, free cache space 717.183GB. 2014-06-18 13:48:18 | -> Cloning global cache file /r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.178.root.1183992426505638073. Size = 45.1389MB. 2014-06-18 13:48:22 | Using evaluation file (40/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.178.root.1183992426505638073 2014-06-18 13:48:22 | -> Pre-selected 312050 entries from 312050 ( 100 % ) 2014-06-18 13:48:48 | -> Selected 109587 entries ( 35.1184 % ). Overall 10000000 ( 100 % ) of required 10000000 entries. 2014-06-18 13:48:48 | Considered 10000000 tracks for input to MVA evaluation 2014-06-18 13:48:48 | Sel. Eff. = 100% 2014-06-18 13:48:48 | Selected 10000000 tracks for input to MVA evaluation 2014-06-18 13:48:48 | Ghost percentage = 37.539% 2014-06-18 13:48:48 | Electron percentage = 0.30304% 2014-06-18 13:48:48 | Muon percentage = 1.43968% 2014-06-18 13:48:48 | Unknown Particle type 15 2014-06-18 13:48:48 | percentage = 1e-05% 2014-06-18 13:48:48 | Pion percentage = 49.4534% 2014-06-18 13:48:48 | Kaon percentage = 7.35338% 2014-06-18 13:48:48 | Unknown Particle type 411 2014-06-18 13:48:48 | percentage = 0.00028% 2014-06-18 13:48:48 | Unknown Particle type 431 2014-06-18 13:48:48 | percentage = 4e-05% 2014-06-18 13:48:48 | Proton percentage = 3.89076% 2014-06-18 13:48:48 | Unknown Particle type 3112 2014-06-18 13:48:48 | percentage = 0.0045% 2014-06-18 13:48:48 | Unknown Particle type 3222 2014-06-18 13:48:48 | percentage = 0.01431% 2014-06-18 13:48:48 | Unknown Particle type 3312 2014-06-18 13:48:48 | percentage = 0.0016% 2014-06-18 13:48:48 | Unknown Particle type 4122 2014-06-18 13:48:48 | percentage = 1e-05% 2014-06-18 13:48:48 | Making input variable plots 2014-06-18 13:49:00 | Making purity plots 2014-06-18 13:49:00 | Making MVA Output plots 2014-06-18 13:49:01 | Making DLL Output plots 2014-06-18 13:49:01 | Making MVA DLL Correlation plots 2014-06-18 13:49:01 | Making MVA V P eff plots 2014-06-18 13:49:09 | Making DLL V P eff plots 2014-06-18 13:49:21 | Making MVA eff. V DLL cut plots 2014-06-18 13:49:30 | Making DLL eff. V MVA cut plots 2014-06-18 13:49:36 | Making final performance plots ... 2014-06-18 13:49:36 | Creating Eff V Purity text file : text/Heavy/EvalWithPreSel/LongPionEffVPurity-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalHeavyGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 13:49:36 | Creating Eff V OverallMisID text file : text/Heavy/EvalWithPreSel/LongPionEffVOverallMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalHeavyGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 13:49:36 | Creating Eff V Electron MisID text file : text/Heavy/EvalWithPreSel/LongPionEffVElectronMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalHeavyGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 13:49:36 | Creating Eff V Ghost MisID text file : text/Heavy/EvalWithPreSel/LongPionEffVGhostMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalHeavyGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 13:49:36 | Creating Eff V Kaon MisID text file : text/Heavy/EvalWithPreSel/LongPionEffVKaonMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalHeavyGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 13:49:37 | Creating Eff V Muon MisID text file : text/Heavy/EvalWithPreSel/LongPionEffVMuonMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalHeavyGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 13:49:37 | Creating Eff V Proton MisID text file : text/Heavy/EvalWithPreSel/LongPionEffVProtonMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalHeavyGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 13:49:37 | Closing Long-Pion-evaluation.root 2014-06-18 13:49:53 | Finished... 2014-06-18 13:49:59 | Cache directory = '/var/work/jonesc/ANNPID-DataCache' 2014-06-18 13:49:59 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainHeavy/TrainPhysTksNoGhosts-EvalPhysTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Long/GlobalPID_Pion_Long_ANN.txt 2014-06-18 13:49:59 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainHeavy/TrainPhysTksNoGhosts-EvalPhysTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Long/train-config.txt 2014-06-18 13:49:59 | Particle type = Pion 2014-06-18 13:49:59 | Background types = All 2014-06-18 13:49:59 | Training Mix = NaturalMix 2014-06-18 13:49:59 | Track type = Long 2014-06-18 13:49:59 | Track PresSel = NoTrackPreSelection.txt 2014-06-18 13:49:59 | Network type = TMVA 2014-06-18 13:49:59 | Ghost treatment = NoGhosts Ghosts 2014-06-18 13:49:59 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2014-06-18 13:49:59 | Reweighting = ReweightRICH2 2014-06-18 13:49:59 | Output file = GlobalPID_Pion_Long_TMVA.weights.xml 2014-06-18 13:49:59 | Skipping input #TrackCloneDist 2014-06-18 13:49:59 | Skipping input #RichAboveElThres 2014-06-18 13:49:59 | Skipping input #RichAboveMuThres 2014-06-18 13:49:59 | Skipping input #RichAbovePrThres 2014-06-18 13:49:59 | Creating selection from 'NoTrackPreSelection.txt' 2014-06-18 13:49:59 | -> # very very loose. Essentially no cuts 2014-06-18 13:49:59 | -> TrackLikelihood > -100.0 2014-06-18 13:49:59 | -> TrackP > 0 2014-06-18 13:49:59 | -> TrackPt > 0 2014-06-18 13:49:59 | Creating selection from 'AllPhysTracksInEvent.txt' 2014-06-18 13:49:59 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2014-06-18 13:49:59 | Training sample size = 1200000 2014-06-18 13:49:59 | Evaluation sample size = 10000000 2014-06-18 13:49:59 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainHeavy/TrainPhysTksNoGhosts-EvalPhysTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Long/MVA.txt 2014-06-18 13:49:59 | -> NBTASK = CLA 2014-06-18 13:49:59 | -> NBMOM = 0.0 2014-06-18 13:49:59 | -> NBREG = ALL 2014-06-18 13:49:59 | -> TMVAVALIDATIONFRAC = 0.3 2014-06-18 13:49:59 | -> TMVATESTFRAC = 0.3 2014-06-18 13:49:59 | -> HiddenLayerScaleFactor = 1.2 2014-06-18 13:49:59 | -> TMVAMETHOD = MLP 2014-06-18 13:49:59 | -> TMVAUSEREGULATOR = false 2014-06-18 13:49:59 | -> TMVAMLPNCYCLES = 750 2014-06-18 13:49:59 | -> TMVAVARTRANSFORM = Norm 2014-06-18 13:49:59 | -> TMVAMLPNEURONTYPE = tanh 2014-06-18 13:49:59 | -> TMVAMLPMETHOD = BP 2014-06-18 13:49:59 | -> TMVAMLPESTIMATORTYPE = CE 2014-06-18 13:49:59 | -> TMVAMLPCONVIMPROVE = 1e-16 2014-06-18 13:49:59 | -> TMVAMLPCONVTEST = 15 2014-06-18 13:49:59 | -> TMVABDTBOOSTTYPE = AdaBoost 2014-06-18 13:49:59 | -> TMVABDTNTREES = 800 2014-06-18 13:49:59 | -> TMVABDTPRUNEMETHOD = CostComplexity 2014-06-18 13:49:59 | -> TMVABDTMAXTREEDEPTH = 3 2014-06-18 13:49:59 | Reading Parameters file = Eval.txt 2014-06-18 13:49:59 | -> EVALMODE = EvalNoPreSel 2014-06-18 13:49:59 | -> EVALDATA = Mixture 2014-06-18 13:49:59 | Node layer two scale = 1.2 2014-06-18 13:49:59 | Input layer has 36 nodes, hidden layer has 42 nodes 2014-06-18 13:49:59 | Input Data file = TrainingFiles-Heavy.txt 2014-06-18 13:49:59 | Using 619 data files 2014-06-18 13:49:59 | Training Datafile Selection hash = 1183992426505638073 2014-06-18 13:49:59 | Using training file (1/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.11.root.1183992426505638073 2014-06-18 13:50:00 | -> Pre-selected 279706 entries from 279706 ( 100 % ) 2014-06-18 13:50:04 | -> Selected 177860 entries ( 63.5882 % ). Overall 177860 ( 14.8217 % ) of required 1200000 entries. 2014-06-18 13:50:04 | Using training file (2/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.28.root.1183992426505638073 2014-06-18 13:50:04 | -> Pre-selected 158685 entries from 158685 ( 100 % ) 2014-06-18 13:50:07 | -> Selected 97521 entries ( 61.4557 % ). Overall 275381 ( 22.9484 % ) of required 1200000 entries. 2014-06-18 13:50:07 | Using training file (3/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.118.root.1183992426505638073 2014-06-18 13:50:08 | -> Pre-selected 479557 entries from 479557 ( 100 % ) 2014-06-18 13:50:15 | -> Selected 296707 entries ( 61.8711 % ). Overall 572088 ( 47.674 % ) of required 1200000 entries. 2014-06-18 13:50:15 | Using training file (4/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.50.root.1183992426505638073 2014-06-18 13:50:16 | -> Pre-selected 245890 entries from 245890 ( 100 % ) 2014-06-18 13:50:20 | -> Selected 156663 entries ( 63.7126 % ). Overall 728751 ( 60.7293 % ) of required 1200000 entries. 2014-06-18 13:50:20 | Using training file (5/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.222.root.1183992426505638073 2014-06-18 13:50:20 | -> Pre-selected 410198 entries from 410198 ( 100 % ) 2014-06-18 13:50:27 | -> Selected 255055 entries ( 62.1785 % ). Overall 983806 ( 81.9838 % ) of required 1200000 entries. 2014-06-18 13:50:27 | Using training file (6/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.20.root.1183992426505638073 2014-06-18 13:50:27 | -> Pre-selected 247039 entries from 247039 ( 100 % ) 2014-06-18 13:50:32 | -> Selected 155234 entries ( 62.8379 % ). Overall 1139040 ( 94.92 % ) of required 1200000 entries. 2014-06-18 13:50:32 | Using training file (7/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.108.root.1183992426505638073 2014-06-18 13:50:32 | -> Pre-selected 255811 entries from 255811 ( 100 % ) 2014-06-18 13:50:35 | -> Selected 60960 entries ( 23.8301 % ). Overall 1200000 ( 100 % ) of required 1200000 entries. 2014-06-18 13:50:35 | Considered 1917275 tracks for input to MVA training 2014-06-18 13:50:35 | Sel. Eff. = 62.5888% 2014-06-18 13:50:35 | Selected 1200000/0 tracks for input to MVA training/testing 2014-06-18 13:50:35 | Electron percentage = 0.501583% 2014-06-18 13:50:35 | Muon percentage = 1.89225% 2014-06-18 13:50:35 | Pion percentage = 79.3004% 2014-06-18 13:50:35 | Kaon percentage = 11.9318% 2014-06-18 13:50:35 | Unknown Particle type 411 2014-06-18 13:50:35 | percentage = 0.000416667% 2014-06-18 13:50:35 | Unknown Particle type 521 2014-06-18 13:50:35 | percentage = 0.00025% 2014-06-18 13:50:35 | Proton percentage = 6.3405% 2014-06-18 13:50:35 | Unknown Particle type 3112 2014-06-18 13:50:35 | percentage = 0.00658333% 2014-06-18 13:50:35 | Unknown Particle type 3222 2014-06-18 13:50:35 | percentage = 0.0230833% 2014-06-18 13:50:35 | Unknown Particle type 3312 2014-06-18 13:50:35 | percentage = 0.00308333% 2014-06-18 13:50:35 | Created Plots directory Long-Pion-evaluation.root:/TrainHeavy/EvalMixture/EvalNoPreSel 2014-06-18 13:50:35 | Making plots for input TrackP 2014-06-18 13:50:35 | Creating ROOT directory MVAcut0.010 2014-06-18 13:50:35 | Creating ROOT directory MVAcut0.025 2014-06-18 13:50:35 | Creating ROOT directory MVAcut0.050 2014-06-18 13:50:35 | Creating ROOT directory MVAcut0.075 2014-06-18 13:50:35 | Creating ROOT directory MVAcut0.100 2014-06-18 13:50:35 | Creating ROOT directory MVAcut0.125 2014-06-18 13:50:35 | Creating ROOT directory MVAcut0.150 2014-06-18 13:50:35 | Creating ROOT directory MVAcut0.175 2014-06-18 13:50:35 | Creating ROOT directory MVAcut0.200 2014-06-18 13:50:35 | Creating ROOT directory MVAcut0.300 2014-06-18 13:50:35 | Creating ROOT directory MVAcut0.350 2014-06-18 13:50:35 | Creating ROOT directory MVAcut0.400 2014-06-18 13:50:35 | Creating ROOT directory MVAcut0.450 2014-06-18 13:50:35 | Creating ROOT directory MVAcut0.500 2014-06-18 13:50:35 | Creating ROOT directory MVAcut0.600 2014-06-18 13:50:35 | Creating ROOT directory MVAcut0.700 2014-06-18 13:50:35 | Creating ROOT directory MVAcut0.800 2014-06-18 13:50:35 | Creating ROOT directory MVAcut0.900 2014-06-18 13:50:35 | Creating ROOT directory MVAcut0.950 2014-06-18 13:50:35 | Creating ROOT directory DLLcut-8.000 2014-06-18 13:50:35 | Creating ROOT directory DLLcut-7.000 2014-06-18 13:50:35 | Creating ROOT directory DLLcut-6.000 2014-06-18 13:50:35 | Creating ROOT directory DLLcut-5.500 2014-06-18 13:50:35 | Creating ROOT directory DLLcut-5.000 2014-06-18 13:50:35 | Creating ROOT directory DLLcut-4.500 2014-06-18 13:50:35 | Creating ROOT directory DLLcut-4.000 2014-06-18 13:50:35 | Creating ROOT directory DLLcut-3.500 2014-06-18 13:50:35 | Creating ROOT directory DLLcut-3.000 2014-06-18 13:50:35 | Creating ROOT directory DLLcut-2.500 2014-06-18 13:50:35 | Creating ROOT directory DLLcut-2.000 2014-06-18 13:50:35 | Creating ROOT directory DLLcut-1.500 2014-06-18 13:50:35 | Creating ROOT directory DLLcut-1.000 2014-06-18 13:50:35 | Creating ROOT directory DLLcut-0.500 2014-06-18 13:50:35 | Creating ROOT directory DLLcut0.000 2014-06-18 13:50:35 | Creating ROOT directory DLLcut0.500 2014-06-18 13:50:35 | Creating ROOT directory DLLcut1.000 2014-06-18 13:50:35 | Creating ROOT directory DLLcut1.500 2014-06-18 13:50:35 | Creating ROOT directory DLLcut2.000 2014-06-18 13:50:35 | Creating ROOT directory DLLcut2.500 2014-06-18 13:50:35 | Creating ROOT directory DLLcut3.000 2014-06-18 13:50:35 | Creating ROOT directory DLLcut3.500 2014-06-18 13:50:35 | Creating ROOT directory DLLcut4.000 2014-06-18 13:50:35 | Creating ROOT directory DLLcut4.500 2014-06-18 13:50:35 | Creating ROOT directory DLLcut5.000 2014-06-18 13:50:35 | Creating ROOT directory DLLcut5.500 2014-06-18 13:50:35 | Creating ROOT directory DLLcut6.000 2014-06-18 13:50:35 | Creating ROOT directory DLLcut7.000 2014-06-18 13:50:35 | Creating ROOT directory DLLcut8.000 2014-06-18 13:50:35 | Making plots for input TrackPt 2014-06-18 13:50:35 | Making plots for input TrackChi2PerDof 2014-06-18 13:50:35 | Making plots for input TrackNumDof 2014-06-18 13:50:35 | Making plots for input TrackLikelihood 2014-06-18 13:50:35 | Making plots for input TrackGhostProbability 2014-06-18 13:50:35 | Making plots for input TrackFitMatchChi2 2014-06-18 13:50:35 | Making plots for input TrackFitVeloChi2 2014-06-18 13:50:35 | Making plots for input TrackFitVeloNDoF 2014-06-18 13:50:35 | Making plots for input TrackFitTChi2 2014-06-18 13:50:35 | Making plots for input TrackFitTNDoF 2014-06-18 13:50:35 | Making plots for input RichUsedAero 2014-06-18 13:50:35 | Making plots for input RichUsedR1Gas 2014-06-18 13:50:35 | Making plots for input RichUsedR2Gas 2014-06-18 13:50:35 | Making plots for input RichAbovePiThres 2014-06-18 13:50:35 | Making plots for input RichAboveKaThres 2014-06-18 13:50:35 | Making plots for input RichDLLe 2014-06-18 13:50:35 | Making plots for input RichDLLmu 2014-06-18 13:50:35 | Making plots for input RichDLLk 2014-06-18 13:50:35 | Making plots for input RichDLLp 2014-06-18 13:50:35 | Making plots for input RichDLLbt 2014-06-18 13:50:35 | Making plots for input MuonBkgLL 2014-06-18 13:50:35 | Making plots for input MuonMuLL 2014-06-18 13:50:35 | Making plots for input MuonIsMuon 2014-06-18 13:50:35 | Making plots for input MuonNShared 2014-06-18 13:50:35 | Making plots for input InAccMuon 2014-06-18 13:50:35 | Making plots for input MuonIsLooseMuon 2014-06-18 13:50:35 | Making plots for input EcalPIDe 2014-06-18 13:50:35 | Making plots for input EcalPIDmu 2014-06-18 13:50:35 | Making plots for input HcalPIDe 2014-06-18 13:50:35 | Making plots for input HcalPIDmu 2014-06-18 13:50:35 | Making plots for input PrsPIDe 2014-06-18 13:50:35 | Making plots for input InAccBrem 2014-06-18 13:50:35 | Making plots for input BremPIDe 2014-06-18 13:50:35 | Making plots for input VeloCharge --- Reader : Booking "MLP" of type "MLP" from GlobalPID_Pion_Long_TMVA.weights.xml. --- MethodBase : Reading weight file: GlobalPID_Pion_Long_TMVA.weights.xml --- Pion_Long_TMVA : Read method "Pion_Long_TMVA" of type "MLP" --- Pion_Long_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Pion_Long_TMVA : MVA method was trained with ROOT Version: 5.34/18 --- DataSetInfo : Added class "Signal" with internal class number 0 --- DataSetInfo : Added class "Background" with internal class number 1 --- Pion_Long_TMVA : Building Network --- Pion_Long_TMVA : Initializing weights --- Reader : Booked classifier "Pion_Long_TMVA" of type: "MLP" 2014-06-18 13:50:35 | Creating selection from 'AllPhysTracksInEvent.txt' 2014-06-18 13:50:35 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2014-06-18 13:50:35 | Evaluation mode 'EvalNoPreSel' 2014-06-18 13:50:35 | Will NOT apply track pre-selection during evaluation 2014-06-18 13:50:35 | Will apply track MC pre-selection during evaluation 2014-06-18 13:50:35 | Input Data file = EvalFiles-Mixture.txt 2014-06-18 13:50:35 | Using 4496 data files 2014-06-18 13:50:35 | Evaluation Datafile Selection hash = 1436521400490699518 2014-06-18 13:50:35 | Using evaluation file (1/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKKPi0/ANNPID.75.root.1436521400490699518 2014-06-18 13:50:35 | -> Pre-selected 47762 entries from 47762 ( 100 % ) 2014-06-18 13:50:47 | -> Selected 47762 entries ( 100 % ). Overall 47762 ( 0.47762 % ) of required 10000000 entries. 2014-06-18 13:50:47 | Using evaluation file (2/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.32.root.1436521400490699518 2014-06-18 13:50:47 | -> Pre-selected 121738 entries from 121738 ( 100 % ) 2014-06-18 13:51:16 | -> Selected 121738 entries ( 100 % ). Overall 169500 ( 1.695 % ) of required 10000000 entries. 2014-06-18 13:51:16 | Using evaluation file (3/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbLcKa/ANNPID.65.root.1436521400490699518 2014-06-18 13:51:16 | -> Pre-selected 460177 entries from 460177 ( 100 % ) 2014-06-18 13:53:09 | -> Selected 460177 entries ( 100 % ). Overall 629677 ( 6.29677 % ) of required 10000000 entries. 2014-06-18 13:53:09 | Using evaluation file (4/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKaPhi/ANNPID.11.root.1436521400490699518 2014-06-18 13:53:09 | -> Pre-selected 112672 entries from 112672 ( 100 % ) 2014-06-18 13:53:37 | -> Selected 112672 entries ( 100 % ). Overall 742349 ( 7.42349 % ) of required 10000000 entries. 2014-06-18 13:53:37 | Using evaluation file (5/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiPi/ANNPID.32.root.1436521400490699518 2014-06-18 13:53:37 | -> Pre-selected 306750 entries from 306750 ( 100 % ) 2014-06-18 13:54:53 | -> Selected 306750 entries ( 100 % ). Overall 1049099 ( 10.491 % ) of required 10000000 entries. 2014-06-18 13:54:53 | Using evaluation file (6/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.148.root.1436521400490699518 2014-06-18 13:54:53 | -> Pre-selected 289974 entries from 289974 ( 100 % ) 2014-06-18 13:56:04 | -> Selected 289974 entries ( 100 % ). Overall 1339073 ( 13.3907 % ) of required 10000000 entries. 2014-06-18 13:56:04 | Using evaluation file (7/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.32.root.1436521400490699518 2014-06-18 13:56:04 | -> Pre-selected 232213 entries from 232213 ( 100 % ) 2014-06-18 13:57:02 | -> Selected 232213 entries ( 100 % ). Overall 1571286 ( 15.7129 % ) of required 10000000 entries. 2014-06-18 13:57:02 | Using evaluation file (8/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.26.root.1436521400490699518 2014-06-18 13:57:02 | -> Pre-selected 409045 entries from 409045 ( 100 % ) 2014-06-18 13:58:42 | -> Selected 409045 entries ( 100 % ). Overall 1980331 ( 19.8033 % ) of required 10000000 entries. 2014-06-18 13:58:42 | Using evaluation file (9/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbLcKa/ANNPID.44.root.1436521400490699518 2014-06-18 13:58:42 | -> Pre-selected 112166 entries from 112166 ( 100 % ) 2014-06-18 13:59:10 | -> Selected 112166 entries ( 100 % ). Overall 2092497 ( 20.925 % ) of required 10000000 entries. 2014-06-18 13:59:10 | Using evaluation file (10/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiKstar/ANNPID.52.root.1436521400490699518 2014-06-18 13:59:10 | -> Pre-selected 238692 entries from 238692 ( 100 % ) 2014-06-18 14:00:10 | -> Selected 238692 entries ( 100 % ). Overall 2331189 ( 23.3119 % ) of required 10000000 entries. 2014-06-18 14:00:10 | Using evaluation file (11/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.258.root.1436521400490699518 2014-06-18 14:00:10 | -> Pre-selected 482483 entries from 482483 ( 100 % ) 2014-06-18 14:02:15 | -> Selected 482483 entries ( 100 % ). Overall 2813672 ( 28.1367 % ) of required 10000000 entries. 2014-06-18 14:02:15 | Using evaluation file (12/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKK/ANNPID.31.root.1436521400490699518 2014-06-18 14:02:15 | -> Pre-selected 416221 entries from 416221 ( 100 % ) 2014-06-18 14:04:02 | -> Selected 416221 entries ( 100 % ). Overall 3229893 ( 32.2989 % ) of required 10000000 entries. 2014-06-18 14:04:02 | Using evaluation file (13/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiX/ANNPID.139.root.1436521400490699518 2014-06-18 14:04:02 | -> Pre-selected 106722 entries from 106722 ( 100 % ) 2014-06-18 14:04:30 | -> Selected 106722 entries ( 100 % ). Overall 3336615 ( 33.3661 % ) of required 10000000 entries. 2014-06-18 14:04:30 | Using evaluation file (14/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.5.root.1436521400490699518 2014-06-18 14:04:30 | -> Pre-selected 283653 entries from 283653 ( 100 % ) 2014-06-18 14:05:43 | -> Selected 283653 entries ( 100 % ). Overall 3620268 ( 36.2027 % ) of required 10000000 entries. 2014-06-18 14:05:43 | Using evaluation file (15/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.143.root.1436521400490699518 2014-06-18 14:05:43 | -> Pre-selected 74272 entries from 74272 ( 100 % ) 2014-06-18 14:06:02 | -> Selected 74272 entries ( 100 % ). Overall 3694540 ( 36.9454 % ) of required 10000000 entries. 2014-06-18 14:06:02 | Using evaluation file (16/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.231.root.1436521400490699518 2014-06-18 14:06:02 | -> Pre-selected 476423 entries from 476423 ( 100 % ) 2014-06-18 14:08:05 | -> Selected 476423 entries ( 100 % ). Overall 4170963 ( 41.7096 % ) of required 10000000 entries. 2014-06-18 14:08:05 | Using evaluation file (17/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.61.root.1436521400490699518 2014-06-18 14:08:05 | -> Pre-selected 20305 entries from 20305 ( 100 % ) 2014-06-18 14:08:10 | -> Selected 20305 entries ( 100 % ). Overall 4191268 ( 41.9127 % ) of required 10000000 entries. 2014-06-18 14:08:10 | Using evaluation file (18/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-SigmaPmumu/ANNPID.110.root.1436521400490699518 2014-06-18 14:08:10 | -> Pre-selected 95205 entries from 95205 ( 100 % ) 2014-06-18 14:08:35 | -> Selected 95205 entries ( 100 % ). Overall 4286473 ( 42.8647 % ) of required 10000000 entries. 2014-06-18 14:08:35 | Using evaluation file (19/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BsJPsiX/ANNPID.69.root.1436521400490699518 2014-06-18 14:08:35 | -> Pre-selected 273323 entries from 273323 ( 100 % ) 2014-06-18 14:09:45 | -> Selected 273323 entries ( 100 % ). Overall 4559796 ( 45.598 % ) of required 10000000 entries. 2014-06-18 14:09:45 | Using evaluation file (20/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.84.root.1436521400490699518 2014-06-18 14:09:45 | -> Pre-selected 227107 entries from 227107 ( 100 % ) 2014-06-18 14:10:44 | -> Selected 227107 entries ( 100 % ). Overall 4786903 ( 47.869 % ) of required 10000000 entries. 2014-06-18 14:10:44 | Using evaluation file (21/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-Zgee40GeV/ANNPID.16.root.1436521400490699518 2014-06-18 14:10:44 | -> Pre-selected 273399 entries from 273399 ( 100 % ) 2014-06-18 14:11:55 | -> Selected 273399 entries ( 100 % ). Overall 5060302 ( 50.603 % ) of required 10000000 entries. 2014-06-18 14:11:55 | Using evaluation file (22/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.141.root.1436521400490699518 2014-06-18 14:11:55 | -> Pre-selected 97902 entries from 97902 ( 100 % ) 2014-06-18 14:12:20 | -> Selected 97902 entries ( 100 % ). Overall 5158204 ( 51.582 % ) of required 10000000 entries. 2014-06-18 14:12:20 | Using evaluation file (23/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.24.root.1436521400490699518 2014-06-18 14:12:20 | -> Pre-selected 295783 entries from 295783 ( 100 % ) 2014-06-18 14:13:36 | -> Selected 295783 entries ( 100 % ). Overall 5453987 ( 54.5399 % ) of required 10000000 entries. 2014-06-18 14:13:36 | Using evaluation file (24/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKKPi0/ANNPID.149.root.1436521400490699518 2014-06-18 14:13:36 | -> Pre-selected 125578 entries from 125578 ( 100 % ) 2014-06-18 14:14:08 | -> Selected 125578 entries ( 100 % ). Overall 5579565 ( 55.7957 % ) of required 10000000 entries. 2014-06-18 14:14:08 | Using evaluation file (25/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.39.root.1436521400490699518 2014-06-18 14:14:08 | -> Pre-selected 390893 entries from 390893 ( 100 % ) 2014-06-18 14:15:49 | -> Selected 390893 entries ( 100 % ). Overall 5970458 ( 59.7046 % ) of required 10000000 entries. 2014-06-18 14:15:49 | Using evaluation file (26/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.203.root.1436521400490699518 2014-06-18 14:15:49 | -> Pre-selected 289216 entries from 289216 ( 100 % ) 2014-06-18 14:17:03 | -> Selected 289216 entries ( 100 % ). Overall 6259674 ( 62.5967 % ) of required 10000000 entries. 2014-06-18 14:17:03 | Using evaluation file (27/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.56.root.1436521400490699518 2014-06-18 14:17:03 | -> Pre-selected 447543 entries from 447543 ( 100 % ) 2014-06-18 14:18:58 | -> Selected 447543 entries ( 100 % ). Overall 6707217 ( 67.0722 % ) of required 10000000 entries. 2014-06-18 14:18:58 | Using evaluation file (28/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Bs4mu/ANNPID.33.root.1436521400490699518 2014-06-18 14:18:58 | -> Pre-selected 199209 entries from 199209 ( 100 % ) 2014-06-18 14:19:50 | -> Selected 199209 entries ( 100 % ). Overall 6906426 ( 69.0643 % ) of required 10000000 entries. 2014-06-18 14:19:50 | Using evaluation file (29/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ks4mu/ANNPID.3.root.1436521400490699518 2014-06-18 14:19:50 | -> Pre-selected 50585 entries from 50585 ( 100 % ) 2014-06-18 14:20:03 | -> Selected 50585 entries ( 100 % ). Overall 6957011 ( 69.5701 % ) of required 10000000 entries. 2014-06-18 14:20:03 | Using evaluation file (30/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdKstarmumu/ANNPID.30.root.1436521400490699518 2014-06-18 14:20:03 | -> Pre-selected 72731 entries from 72731 ( 100 % ) 2014-06-18 14:20:22 | -> Selected 72731 entries ( 100 % ). Overall 7029742 ( 70.2974 % ) of required 10000000 entries. 2014-06-18 14:20:22 | Using evaluation file (31/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-SigmaPmumu/ANNPID.50.root.1436521400490699518 2014-06-18 14:20:22 | -> Pre-selected 116287 entries from 116287 ( 100 % ) 2014-06-18 14:20:52 | -> Selected 116287 entries ( 100 % ). Overall 7146029 ( 71.4603 % ) of required 10000000 entries. 2014-06-18 14:20:52 | Using evaluation file (32/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPPi/ANNPID.33.root.1436521400490699518 2014-06-18 14:20:52 | -> Pre-selected 320027 entries from 320027 ( 100 % ) 2014-06-18 14:22:14 | -> Selected 320027 entries ( 100 % ). Overall 7466056 ( 74.6606 % ) of required 10000000 entries. 2014-06-18 14:22:14 | Using evaluation file (33/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Bd4mu/ANNPID.28.root.1436521400490699518 2014-06-18 14:22:14 | -> Pre-selected 51378 entries from 51378 ( 100 % ) 2014-06-18 14:22:27 | -> Selected 51378 entries ( 100 % ). Overall 7517434 ( 75.1743 % ) of required 10000000 entries. 2014-06-18 14:22:27 | Using evaluation file (34/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.200.root.1436521400490699518 2014-06-18 14:22:27 | -> Pre-selected 117097 entries from 117097 ( 100 % ) 2014-06-18 14:22:58 | -> Selected 117097 entries ( 100 % ). Overall 7634531 ( 76.3453 % ) of required 10000000 entries. 2014-06-18 14:22:58 | Using evaluation file (35/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.126.root.1436521400490699518 2014-06-18 14:22:58 | -> Pre-selected 343894 entries from 343894 ( 100 % ) 2014-06-18 14:24:26 | -> Selected 343894 entries ( 100 % ). Overall 7978425 ( 79.7843 % ) of required 10000000 entries. 2014-06-18 14:24:26 | Using evaluation file (36/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ks4mu/ANNPID.13.root.1436521400490699518 2014-06-18 14:24:26 | -> Pre-selected 12603 entries from 12603 ( 100 % ) 2014-06-18 14:24:30 | -> Selected 12603 entries ( 100 % ). Overall 7991028 ( 79.9103 % ) of required 10000000 entries. 2014-06-18 14:24:30 | Using evaluation file (37/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiX/ANNPID.78.root.1436521400490699518 2014-06-18 14:24:30 | -> Pre-selected 55680 entries from 55680 ( 100 % ) 2014-06-18 14:24:44 | -> Selected 55680 entries ( 100 % ). Overall 8046708 ( 80.4671 % ) of required 10000000 entries. 2014-06-18 14:24:44 | Using evaluation file (38/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ksmumu/ANNPID.261.root.1436521400490699518 2014-06-18 14:24:44 | -> Pre-selected 868 entries from 868 ( 100 % ) 2014-06-18 14:24:44 | -> Selected 868 entries ( 100 % ). Overall 8047576 ( 80.4758 % ) of required 10000000 entries. 2014-06-18 14:24:44 | Using evaluation file (39/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.153.root.1436521400490699518 2014-06-18 14:24:44 | -> Pre-selected 80415 entries from 80415 ( 100 % ) 2014-06-18 14:25:05 | -> Selected 80415 entries ( 100 % ). Overall 8127991 ( 81.2799 % ) of required 10000000 entries. 2014-06-18 14:25:05 | Using evaluation file (40/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.294.root.1436521400490699518 2014-06-18 14:25:05 | -> Pre-selected 319352 entries from 319352 ( 100 % ) 2014-06-18 14:26:27 | -> Selected 319352 entries ( 100 % ). Overall 8447343 ( 84.4734 % ) of required 10000000 entries. 2014-06-18 14:26:27 | Using evaluation file (41/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.172.root.1436521400490699518 2014-06-18 14:26:28 | -> Pre-selected 353054 entries from 353054 ( 100 % ) 2014-06-18 14:27:58 | -> Selected 353054 entries ( 100 % ). Overall 8800397 ( 88.004 % ) of required 10000000 entries. 2014-06-18 14:27:58 | Using evaluation file (42/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuKee/ANNPID.56.root.1436521400490699518 2014-06-18 14:27:58 | -> Pre-selected 233835 entries from 233835 ( 100 % ) 2014-06-18 14:28:58 | -> Selected 233835 entries ( 100 % ). Overall 9034232 ( 90.3423 % ) of required 10000000 entries. 2014-06-18 14:28:58 | Using evaluation file (43/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ksmumu/ANNPID.58.root.1436521400490699518 2014-06-18 14:28:58 | -> Pre-selected 61692 entries from 61692 ( 100 % ) 2014-06-18 14:29:14 | -> Selected 61692 entries ( 100 % ). Overall 9095924 ( 90.9592 % ) of required 10000000 entries. 2014-06-18 14:29:14 | Using evaluation file (44/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKK/ANNPID.54.root.1436521400490699518 2014-06-18 14:29:14 | -> Pre-selected 302531 entries from 302531 ( 100 % ) 2014-06-18 14:30:31 | -> Selected 302531 entries ( 100 % ). Overall 9398455 ( 93.9845 % ) of required 10000000 entries. 2014-06-18 14:30:31 | Using evaluation file (45/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.43.root.1436521400490699518 2014-06-18 14:30:31 | -> Pre-selected 82471 entries from 82471 ( 100 % ) 2014-06-18 14:30:52 | -> Selected 82471 entries ( 100 % ). Overall 9480926 ( 94.8093 % ) of required 10000000 entries. 2014-06-18 14:30:52 | Using evaluation file (46/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKaMuMu/ANNPID.36.root.1436521400490699518 2014-06-18 14:30:52 | -> Pre-selected 279594 entries from 279594 ( 100 % ) 2014-06-18 14:32:04 | -> Selected 279594 entries ( 100 % ). Overall 9760520 ( 97.6052 % ) of required 10000000 entries. 2014-06-18 14:32:04 | Using evaluation file (47/4496) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPPi/ANNPID.40.root.1436521400490699518 2014-06-18 14:32:04 | -> Pre-selected 426799 entries from 426799 ( 100 % ) 2014-06-18 14:33:07 | -> Selected 239480 entries ( 56.1107 % ). Overall 10000000 ( 100 % ) of required 10000000 entries. 2014-06-18 14:33:07 | Considered 10000000 tracks for input to MVA evaluation 2014-06-18 14:33:07 | Sel. Eff. = 100% 2014-06-18 14:33:07 | Selected 10000000 tracks for input to MVA evaluation 2014-06-18 14:33:07 | Ghost percentage = 37.3972% 2014-06-18 14:33:07 | Electron percentage = 0.4535% 2014-06-18 14:33:07 | Muon percentage = 1.18026% 2014-06-18 14:33:07 | Pion percentage = 49.6257% 2014-06-18 14:33:07 | Kaon percentage = 7.30993% 2014-06-18 14:33:07 | Unknown Particle type 411 2014-06-18 14:33:07 | percentage = 0.00012% 2014-06-18 14:33:07 | Unknown Particle type 431 2014-06-18 14:33:07 | percentage = 2e-05% 2014-06-18 14:33:07 | Unknown Particle type 521 2014-06-18 14:33:07 | percentage = 5e-05% 2014-06-18 14:33:07 | Proton percentage = 4.01063% 2014-06-18 14:33:07 | Unknown Particle type 3112 2014-06-18 14:33:07 | percentage = 0.00397% 2014-06-18 14:33:07 | Unknown Particle type 3222 2014-06-18 14:33:07 | percentage = 0.01726% 2014-06-18 14:33:07 | Unknown Particle type 3312 2014-06-18 14:33:07 | percentage = 0.00135% 2014-06-18 14:33:07 | Making input variable plots 2014-06-18 14:33:20 | Making purity plots 2014-06-18 14:33:20 | Making MVA Output plots 2014-06-18 14:33:21 | Making DLL Output plots 2014-06-18 14:33:21 | Making MVA DLL Correlation plots 2014-06-18 14:33:22 | Making MVA V P eff plots 2014-06-18 14:33:29 | Making DLL V P eff plots 2014-06-18 14:33:41 | Making MVA eff. V DLL cut plots 2014-06-18 14:33:50 | Making DLL eff. V MVA cut plots 2014-06-18 14:33:56 | Making final performance plots ... 2014-06-18 14:33:56 | Creating Eff V Purity text file : text/Mixture/EvalNoPreSel/LongPionEffVPurity-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalMixtureGhosts-EvalNoPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 14:33:57 | Creating Eff V OverallMisID text file : text/Mixture/EvalNoPreSel/LongPionEffVOverallMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalMixtureGhosts-EvalNoPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 14:33:57 | Creating Eff V Electron MisID text file : text/Mixture/EvalNoPreSel/LongPionEffVElectronMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalMixtureGhosts-EvalNoPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 14:33:57 | Creating Eff V Ghost MisID text file : text/Mixture/EvalNoPreSel/LongPionEffVGhostMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalMixtureGhosts-EvalNoPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 14:33:57 | Creating Eff V Kaon MisID text file : text/Mixture/EvalNoPreSel/LongPionEffVKaonMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalMixtureGhosts-EvalNoPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 14:33:57 | Creating Eff V Muon MisID text file : text/Mixture/EvalNoPreSel/LongPionEffVMuonMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalMixtureGhosts-EvalNoPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 14:33:57 | Creating Eff V Proton MisID text file : text/Mixture/EvalNoPreSel/LongPionEffVProtonMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalMixtureGhosts-EvalNoPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 14:33:57 | Closing Long-Pion-evaluation.root 2014-06-18 14:34:13 | Finished... 2014-06-18 14:34:20 | Cache directory = '/var/work/jonesc/ANNPID-DataCache' 2014-06-18 14:34:20 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainHeavy/TrainPhysTksNoGhosts-EvalPhysTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Long/GlobalPID_Pion_Long_ANN.txt 2014-06-18 14:34:20 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainHeavy/TrainPhysTksNoGhosts-EvalPhysTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Long/train-config.txt 2014-06-18 14:34:20 | Particle type = Pion 2014-06-18 14:34:20 | Background types = All 2014-06-18 14:34:20 | Training Mix = NaturalMix 2014-06-18 14:34:20 | Track type = Long 2014-06-18 14:34:20 | Track PresSel = NoTrackPreSelection.txt 2014-06-18 14:34:20 | Network type = TMVA 2014-06-18 14:34:20 | Ghost treatment = NoGhosts Ghosts 2014-06-18 14:34:20 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2014-06-18 14:34:20 | Reweighting = ReweightRICH2 2014-06-18 14:34:20 | Output file = GlobalPID_Pion_Long_TMVA.weights.xml 2014-06-18 14:34:20 | Skipping input #TrackCloneDist 2014-06-18 14:34:20 | Skipping input #RichAboveElThres 2014-06-18 14:34:20 | Skipping input #RichAboveMuThres 2014-06-18 14:34:20 | Skipping input #RichAbovePrThres 2014-06-18 14:34:20 | Creating selection from 'NoTrackPreSelection.txt' 2014-06-18 14:34:20 | -> # very very loose. Essentially no cuts 2014-06-18 14:34:20 | -> TrackLikelihood > -100.0 2014-06-18 14:34:20 | -> TrackP > 0 2014-06-18 14:34:20 | -> TrackPt > 0 2014-06-18 14:34:20 | Creating selection from 'AllPhysTracksInEvent.txt' 2014-06-18 14:34:20 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2014-06-18 14:34:20 | Training sample size = 1200000 2014-06-18 14:34:20 | Evaluation sample size = 10000000 2014-06-18 14:34:20 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v34r1/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainHeavy/TrainPhysTksNoGhosts-EvalPhysTks-ReweightRICH2/TMVA-NoPreSels-NoGECs/MLP/Norm/ScaleF1.2/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Pion/Long/MVA.txt 2014-06-18 14:34:20 | -> NBTASK = CLA 2014-06-18 14:34:20 | -> NBMOM = 0.0 2014-06-18 14:34:20 | -> NBREG = ALL 2014-06-18 14:34:20 | -> TMVAVALIDATIONFRAC = 0.3 2014-06-18 14:34:20 | -> TMVATESTFRAC = 0.3 2014-06-18 14:34:20 | -> HiddenLayerScaleFactor = 1.2 2014-06-18 14:34:20 | -> TMVAMETHOD = MLP 2014-06-18 14:34:20 | -> TMVAUSEREGULATOR = false 2014-06-18 14:34:20 | -> TMVAMLPNCYCLES = 750 2014-06-18 14:34:20 | -> TMVAVARTRANSFORM = Norm 2014-06-18 14:34:20 | -> TMVAMLPNEURONTYPE = tanh 2014-06-18 14:34:20 | -> TMVAMLPMETHOD = BP 2014-06-18 14:34:20 | -> TMVAMLPESTIMATORTYPE = CE 2014-06-18 14:34:20 | -> TMVAMLPCONVIMPROVE = 1e-16 2014-06-18 14:34:20 | -> TMVAMLPCONVTEST = 15 2014-06-18 14:34:20 | -> TMVABDTBOOSTTYPE = AdaBoost 2014-06-18 14:34:20 | -> TMVABDTNTREES = 800 2014-06-18 14:34:20 | -> TMVABDTPRUNEMETHOD = CostComplexity 2014-06-18 14:34:20 | -> TMVABDTMAXTREEDEPTH = 3 2014-06-18 14:34:20 | Reading Parameters file = Eval.txt 2014-06-18 14:34:20 | -> EVALMODE = EvalNoPreSel 2014-06-18 14:34:20 | -> EVALDATA = Heavy 2014-06-18 14:34:20 | Node layer two scale = 1.2 2014-06-18 14:34:20 | Input layer has 36 nodes, hidden layer has 42 nodes 2014-06-18 14:34:20 | Input Data file = TrainingFiles-Heavy.txt 2014-06-18 14:34:20 | Using 619 data files 2014-06-18 14:34:20 | Training Datafile Selection hash = 1183992426505638073 2014-06-18 14:34:20 | Using training file (1/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.11.root.1183992426505638073 2014-06-18 14:34:20 | -> Pre-selected 279706 entries from 279706 ( 100 % ) 2014-06-18 14:34:25 | -> Selected 177860 entries ( 63.5882 % ). Overall 177860 ( 14.8217 % ) of required 1200000 entries. 2014-06-18 14:34:25 | Using training file (2/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.28.root.1183992426505638073 2014-06-18 14:34:25 | -> Pre-selected 158685 entries from 158685 ( 100 % ) 2014-06-18 14:34:28 | -> Selected 97521 entries ( 61.4557 % ). Overall 275381 ( 22.9484 % ) of required 1200000 entries. 2014-06-18 14:34:28 | Using training file (3/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.118.root.1183992426505638073 2014-06-18 14:34:28 | -> Pre-selected 479557 entries from 479557 ( 100 % ) 2014-06-18 14:34:37 | -> Selected 296707 entries ( 61.8711 % ). Overall 572088 ( 47.674 % ) of required 1200000 entries. 2014-06-18 14:34:37 | Using training file (4/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.50.root.1183992426505638073 2014-06-18 14:34:37 | -> Pre-selected 245890 entries from 245890 ( 100 % ) 2014-06-18 14:34:41 | -> Selected 156663 entries ( 63.7126 % ). Overall 728751 ( 60.7293 % ) of required 1200000 entries. 2014-06-18 14:34:41 | Using training file (5/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.222.root.1183992426505638073 2014-06-18 14:34:42 | -> Pre-selected 410198 entries from 410198 ( 100 % ) 2014-06-18 14:34:49 | -> Selected 255055 entries ( 62.1785 % ). Overall 983806 ( 81.9838 % ) of required 1200000 entries. 2014-06-18 14:34:49 | Using training file (6/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.20.root.1183992426505638073 2014-06-18 14:34:49 | -> Pre-selected 247039 entries from 247039 ( 100 % ) 2014-06-18 14:34:53 | -> Selected 155234 entries ( 62.8379 % ). Overall 1139040 ( 94.92 % ) of required 1200000 entries. 2014-06-18 14:34:53 | Using training file (7/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.108.root.1183992426505638073 2014-06-18 14:34:54 | -> Pre-selected 255811 entries from 255811 ( 100 % ) 2014-06-18 14:34:56 | -> Selected 60960 entries ( 23.8301 % ). Overall 1200000 ( 100 % ) of required 1200000 entries. 2014-06-18 14:34:56 | Considered 1917275 tracks for input to MVA training 2014-06-18 14:34:56 | Sel. Eff. = 62.5888% 2014-06-18 14:34:56 | Selected 1200000/0 tracks for input to MVA training/testing 2014-06-18 14:34:56 | Electron percentage = 0.501583% 2014-06-18 14:34:56 | Muon percentage = 1.89225% 2014-06-18 14:34:56 | Pion percentage = 79.3004% 2014-06-18 14:34:56 | Kaon percentage = 11.9318% 2014-06-18 14:34:56 | Unknown Particle type 411 2014-06-18 14:34:56 | percentage = 0.000416667% 2014-06-18 14:34:56 | Unknown Particle type 521 2014-06-18 14:34:56 | percentage = 0.00025% 2014-06-18 14:34:56 | Proton percentage = 6.3405% 2014-06-18 14:34:56 | Unknown Particle type 3112 2014-06-18 14:34:56 | percentage = 0.00658333% 2014-06-18 14:34:56 | Unknown Particle type 3222 2014-06-18 14:34:56 | percentage = 0.0230833% 2014-06-18 14:34:56 | Unknown Particle type 3312 2014-06-18 14:34:56 | percentage = 0.00308333% 2014-06-18 14:34:56 | Created Plots directory Long-Pion-evaluation.root:/TrainHeavy/EvalHeavy/EvalNoPreSel 2014-06-18 14:34:56 | Making plots for input TrackP 2014-06-18 14:34:56 | Creating ROOT directory MVAcut0.010 2014-06-18 14:34:56 | Creating ROOT directory MVAcut0.025 2014-06-18 14:34:56 | Creating ROOT directory MVAcut0.050 2014-06-18 14:34:56 | Creating ROOT directory MVAcut0.075 2014-06-18 14:34:56 | Creating ROOT directory MVAcut0.100 2014-06-18 14:34:56 | Creating ROOT directory MVAcut0.125 2014-06-18 14:34:56 | Creating ROOT directory MVAcut0.150 2014-06-18 14:34:56 | Creating ROOT directory MVAcut0.175 2014-06-18 14:34:56 | Creating ROOT directory MVAcut0.200 2014-06-18 14:34:56 | Creating ROOT directory MVAcut0.300 2014-06-18 14:34:56 | Creating ROOT directory MVAcut0.350 2014-06-18 14:34:56 | Creating ROOT directory MVAcut0.400 2014-06-18 14:34:56 | Creating ROOT directory MVAcut0.450 2014-06-18 14:34:56 | Creating ROOT directory MVAcut0.500 2014-06-18 14:34:56 | Creating ROOT directory MVAcut0.600 2014-06-18 14:34:56 | Creating ROOT directory MVAcut0.700 2014-06-18 14:34:56 | Creating ROOT directory MVAcut0.800 2014-06-18 14:34:56 | Creating ROOT directory MVAcut0.900 2014-06-18 14:34:56 | Creating ROOT directory MVAcut0.950 2014-06-18 14:34:56 | Creating ROOT directory DLLcut-8.000 2014-06-18 14:34:56 | Creating ROOT directory DLLcut-7.000 2014-06-18 14:34:56 | Creating ROOT directory DLLcut-6.000 2014-06-18 14:34:56 | Creating ROOT directory DLLcut-5.500 2014-06-18 14:34:56 | Creating ROOT directory DLLcut-5.000 2014-06-18 14:34:56 | Creating ROOT directory DLLcut-4.500 2014-06-18 14:34:56 | Creating ROOT directory DLLcut-4.000 2014-06-18 14:34:56 | Creating ROOT directory DLLcut-3.500 2014-06-18 14:34:56 | Creating ROOT directory DLLcut-3.000 2014-06-18 14:34:56 | Creating ROOT directory DLLcut-2.500 2014-06-18 14:34:56 | Creating ROOT directory DLLcut-2.000 2014-06-18 14:34:56 | Creating ROOT directory DLLcut-1.500 2014-06-18 14:34:56 | Creating ROOT directory DLLcut-1.000 2014-06-18 14:34:56 | Creating ROOT directory DLLcut-0.500 2014-06-18 14:34:56 | Creating ROOT directory DLLcut0.000 2014-06-18 14:34:56 | Creating ROOT directory DLLcut0.500 2014-06-18 14:34:56 | Creating ROOT directory DLLcut1.000 2014-06-18 14:34:56 | Creating ROOT directory DLLcut1.500 2014-06-18 14:34:56 | Creating ROOT directory DLLcut2.000 2014-06-18 14:34:56 | Creating ROOT directory DLLcut2.500 2014-06-18 14:34:56 | Creating ROOT directory DLLcut3.000 2014-06-18 14:34:56 | Creating ROOT directory DLLcut3.500 2014-06-18 14:34:56 | Creating ROOT directory DLLcut4.000 2014-06-18 14:34:56 | Creating ROOT directory DLLcut4.500 2014-06-18 14:34:56 | Creating ROOT directory DLLcut5.000 2014-06-18 14:34:56 | Creating ROOT directory DLLcut5.500 2014-06-18 14:34:56 | Creating ROOT directory DLLcut6.000 2014-06-18 14:34:56 | Creating ROOT directory DLLcut7.000 2014-06-18 14:34:56 | Creating ROOT directory DLLcut8.000 2014-06-18 14:34:56 | Making plots for input TrackPt 2014-06-18 14:34:56 | Making plots for input TrackChi2PerDof 2014-06-18 14:34:56 | Making plots for input TrackNumDof 2014-06-18 14:34:56 | Making plots for input TrackLikelihood 2014-06-18 14:34:56 | Making plots for input TrackGhostProbability 2014-06-18 14:34:56 | Making plots for input TrackFitMatchChi2 2014-06-18 14:34:56 | Making plots for input TrackFitVeloChi2 2014-06-18 14:34:56 | Making plots for input TrackFitVeloNDoF 2014-06-18 14:34:56 | Making plots for input TrackFitTChi2 2014-06-18 14:34:56 | Making plots for input TrackFitTNDoF 2014-06-18 14:34:56 | Making plots for input RichUsedAero 2014-06-18 14:34:56 | Making plots for input RichUsedR1Gas 2014-06-18 14:34:56 | Making plots for input RichUsedR2Gas 2014-06-18 14:34:56 | Making plots for input RichAbovePiThres 2014-06-18 14:34:56 | Making plots for input RichAboveKaThres 2014-06-18 14:34:56 | Making plots for input RichDLLe 2014-06-18 14:34:56 | Making plots for input RichDLLmu 2014-06-18 14:34:57 | Making plots for input RichDLLk 2014-06-18 14:34:57 | Making plots for input RichDLLp 2014-06-18 14:34:57 | Making plots for input RichDLLbt 2014-06-18 14:34:57 | Making plots for input MuonBkgLL 2014-06-18 14:34:57 | Making plots for input MuonMuLL 2014-06-18 14:34:57 | Making plots for input MuonIsMuon 2014-06-18 14:34:57 | Making plots for input MuonNShared 2014-06-18 14:34:57 | Making plots for input InAccMuon 2014-06-18 14:34:57 | Making plots for input MuonIsLooseMuon 2014-06-18 14:34:57 | Making plots for input EcalPIDe 2014-06-18 14:34:57 | Making plots for input EcalPIDmu 2014-06-18 14:34:57 | Making plots for input HcalPIDe 2014-06-18 14:34:57 | Making plots for input HcalPIDmu 2014-06-18 14:34:57 | Making plots for input PrsPIDe 2014-06-18 14:34:57 | Making plots for input InAccBrem 2014-06-18 14:34:57 | Making plots for input BremPIDe 2014-06-18 14:34:57 | Making plots for input VeloCharge --- Reader : Booking "MLP" of type "MLP" from GlobalPID_Pion_Long_TMVA.weights.xml. --- MethodBase : Reading weight file: GlobalPID_Pion_Long_TMVA.weights.xml --- Pion_Long_TMVA : Read method "Pion_Long_TMVA" of type "MLP" --- Pion_Long_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Pion_Long_TMVA : MVA method was trained with ROOT Version: 5.34/18 --- DataSetInfo : Added class "Signal" with internal class number 0 --- DataSetInfo : Added class "Background" with internal class number 1 --- Pion_Long_TMVA : Building Network --- Pion_Long_TMVA : Initializing weights --- Reader : Booked classifier "Pion_Long_TMVA" of type: "MLP" 2014-06-18 14:34:57 | Creating selection from 'AllPhysTracksInEvent.txt' 2014-06-18 14:34:57 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2014-06-18 14:34:57 | Evaluation mode 'EvalNoPreSel' 2014-06-18 14:34:57 | Will NOT apply track pre-selection during evaluation 2014-06-18 14:34:57 | Will apply track MC pre-selection during evaluation 2014-06-18 14:34:57 | Evaluation Datafile Selection hash = 1436521400490699518 2014-06-18 14:34:57 | Using evaluation file (8/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.73.root.1436521400490699518 2014-06-18 14:34:57 | -> Pre-selected 345759 entries from 345759 ( 100 % ) 2014-06-18 14:36:24 | -> Selected 345759 entries ( 100 % ). Overall 345759 ( 3.45759 % ) of required 10000000 entries. 2014-06-18 14:36:24 | Using evaluation file (9/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.93.root.1436521400490699518 2014-06-18 14:36:24 | -> Pre-selected 285890 entries from 285890 ( 100 % ) 2014-06-18 14:37:37 | -> Selected 285890 entries ( 100 % ). Overall 631649 ( 6.31649 % ) of required 10000000 entries. 2014-06-18 14:37:37 | Using evaluation file (10/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.2.root.1436521400490699518 2014-06-18 14:37:37 | -> Pre-selected 476197 entries from 476197 ( 100 % ) 2014-06-18 14:39:38 | -> Selected 476197 entries ( 100 % ). Overall 1107846 ( 11.0785 % ) of required 10000000 entries. 2014-06-18 14:39:38 | Using evaluation file (11/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.127.root.1436521400490699518 2014-06-18 14:39:38 | -> Pre-selected 278658 entries from 278658 ( 100 % ) 2014-06-18 14:40:49 | -> Selected 278658 entries ( 100 % ). Overall 1386504 ( 13.865 % ) of required 10000000 entries. 2014-06-18 14:40:49 | Using evaluation file (12/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.25.root.1436521400490699518 2014-06-18 14:40:50 | -> Pre-selected 259218 entries from 259218 ( 100 % ) 2014-06-18 14:41:56 | -> Selected 259218 entries ( 100 % ). Overall 1645722 ( 16.4572 % ) of required 10000000 entries. 2014-06-18 14:41:56 | Using evaluation file (13/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.121.root.1436521400490699518 2014-06-18 14:41:56 | -> Pre-selected 487200 entries from 487200 ( 100 % ) 2014-06-18 14:44:00 | -> Selected 487200 entries ( 100 % ). Overall 2132922 ( 21.3292 % ) of required 10000000 entries. 2014-06-18 14:44:00 | Using evaluation file (14/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.50.root.1436521400490699518 2014-06-18 14:44:00 | -> Pre-selected 478840 entries from 478840 ( 100 % ) 2014-06-18 14:46:02 | -> Selected 478840 entries ( 100 % ). Overall 2611762 ( 26.1176 % ) of required 10000000 entries. 2014-06-18 14:46:02 | Using evaluation file (15/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.275.root.1436521400490699518 2014-06-18 14:46:02 | -> Pre-selected 318558 entries from 318558 ( 100 % ) 2014-06-18 14:47:27 | -> Selected 318558 entries ( 100 % ). Overall 2930320 ( 29.3032 % ) of required 10000000 entries. 2014-06-18 14:47:27 | Using evaluation file (16/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.106.root.1436521400490699518 2014-06-18 14:47:27 | -> Pre-selected 369605 entries from 369605 ( 100 % ) 2014-06-18 14:49:16 | -> Selected 369605 entries ( 100 % ). Overall 3299925 ( 32.9993 % ) of required 10000000 entries. 2014-06-18 14:49:16 | Using evaluation file (17/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.12.root.1436521400490699518 2014-06-18 14:49:16 | -> Pre-selected 79820 entries from 79820 ( 100 % ) 2014-06-18 14:49:44 | -> Selected 79820 entries ( 100 % ). Overall 3379745 ( 33.7974 % ) of required 10000000 entries. 2014-06-18 14:49:44 | Using evaluation file (18/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.192.root.1436521400490699518 2014-06-18 14:49:44 | -> Pre-selected 476044 entries from 476044 ( 100 % ) 2014-06-18 14:52:34 | -> Selected 476044 entries ( 100 % ). Overall 3855789 ( 38.5579 % ) of required 10000000 entries. 2014-06-18 14:52:34 | Using evaluation file (19/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.48.root.1436521400490699518 2014-06-18 14:52:34 | -> Pre-selected 351359 entries from 351359 ( 100 % ) 2014-06-18 14:54:40 | -> Selected 351359 entries ( 100 % ). Overall 4207148 ( 42.0715 % ) of required 10000000 entries. 2014-06-18 14:54:40 | Using evaluation file (20/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.100.root.1436521400490699518 2014-06-18 14:54:40 | -> Pre-selected 283913 entries from 283913 ( 100 % ) 2014-06-18 14:56:20 | -> Selected 283913 entries ( 100 % ). Overall 4491061 ( 44.9106 % ) of required 10000000 entries. 2014-06-18 14:56:20 | Using evaluation file (21/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.69.root.1436521400490699518 2014-06-18 14:56:20 | -> Pre-selected 112236 entries from 112236 ( 100 % ) 2014-06-18 14:57:00 | -> Selected 112236 entries ( 100 % ). Overall 4603297 ( 46.033 % ) of required 10000000 entries. 2014-06-18 14:57:00 | Using evaluation file (22/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.105.root.1436521400490699518 2014-06-18 14:57:00 | -> Pre-selected 243391 entries from 243391 ( 100 % ) 2014-06-18 14:58:30 | -> Selected 243391 entries ( 100 % ). Overall 4846688 ( 48.4669 % ) of required 10000000 entries. 2014-06-18 14:58:30 | Using evaluation file (23/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.54.root.1436521400490699518 2014-06-18 14:58:31 | -> Pre-selected 481794 entries from 481794 ( 100 % ) 2014-06-18 15:01:22 | -> Selected 481794 entries ( 100 % ). Overall 5328482 ( 53.2848 % ) of required 10000000 entries. 2014-06-18 15:01:22 | Using evaluation file (24/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.78.root.1436521400490699518 2014-06-18 15:01:22 | -> Pre-selected 475096 entries from 475096 ( 100 % ) 2014-06-18 15:04:13 | -> Selected 475096 entries ( 100 % ). Overall 5803578 ( 58.0358 % ) of required 10000000 entries. 2014-06-18 15:04:13 | Using evaluation file (25/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.21.root.1436521400490699518 2014-06-18 15:04:13 | -> Pre-selected 331234 entries from 331234 ( 100 % ) 2014-06-18 15:06:11 | -> Selected 331234 entries ( 100 % ). Overall 6134812 ( 61.3481 % ) of required 10000000 entries. 2014-06-18 15:06:11 | Using evaluation file (26/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.125.root.1436521400490699518 2014-06-18 15:06:11 | -> Pre-selected 233553 entries from 233553 ( 100 % ) 2014-06-18 15:07:33 | -> Selected 233553 entries ( 100 % ). Overall 6368365 ( 63.6837 % ) of required 10000000 entries. 2014-06-18 15:07:33 | Using evaluation file (27/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.229.root.1436521400490699518 2014-06-18 15:07:34 | -> Pre-selected 475182 entries from 475182 ( 100 % ) 2014-06-18 15:10:23 | -> Selected 475182 entries ( 100 % ). Overall 6843547 ( 68.4355 % ) of required 10000000 entries. 2014-06-18 15:10:23 | Using evaluation file (28/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.114.root.1436521400490699518 2014-06-18 15:10:23 | -> Pre-selected 287209 entries from 287209 ( 100 % ) 2014-06-18 15:12:03 | -> Selected 287209 entries ( 100 % ). Overall 7130756 ( 71.3076 % ) of required 10000000 entries. 2014-06-18 15:12:03 | Using evaluation file (29/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.165.root.1436521400490699518 2014-06-18 15:12:03 | -> Pre-selected 138046 entries from 138046 ( 100 % ) 2014-06-18 15:12:52 | -> Selected 138046 entries ( 100 % ). Overall 7268802 ( 72.688 % ) of required 10000000 entries. 2014-06-18 15:12:52 | Using evaluation file (30/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.104.root.1436521400490699518 2014-06-18 15:12:52 | -> Pre-selected 277657 entries from 277657 ( 100 % ) 2014-06-18 15:14:30 | -> Selected 277657 entries ( 100 % ). Overall 7546459 ( 75.4646 % ) of required 10000000 entries. 2014-06-18 15:14:30 | Using evaluation file (31/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.41.root.1436521400490699518 2014-06-18 15:14:30 | -> Pre-selected 381460 entries from 381460 ( 100 % ) 2014-06-18 15:16:32 | -> Selected 381460 entries ( 100 % ). Overall 7927919 ( 79.2792 % ) of required 10000000 entries. 2014-06-18 15:16:32 | Using evaluation file (32/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.6.root.1436521400490699518 2014-06-18 15:16:32 | -> Pre-selected 173088 entries from 173088 ( 100 % ) 2014-06-18 15:17:30 | -> Selected 173088 entries ( 100 % ). Overall 8101007 ( 81.0101 % ) of required 10000000 entries. 2014-06-18 15:17:30 | Using evaluation file (33/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.143.root.1436521400490699518 2014-06-18 15:17:30 | -> Pre-selected 326780 entries from 326780 ( 100 % ) 2014-06-18 15:19:35 | -> Selected 326780 entries ( 100 % ). Overall 8427787 ( 84.2779 % ) of required 10000000 entries. 2014-06-18 15:19:35 | Using evaluation file (34/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.92.root.1436521400490699518 2014-06-18 15:19:35 | -> Pre-selected 280135 entries from 280135 ( 100 % ) 2014-06-18 15:21:22 | -> Selected 280135 entries ( 100 % ). Overall 8707922 ( 87.0792 % ) of required 10000000 entries. 2014-06-18 15:21:22 | Using evaluation file (35/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.153.root.1436521400490699518 2014-06-18 15:21:22 | -> Pre-selected 3277 entries from 3277 ( 100 % ) 2014-06-18 15:21:23 | -> Selected 3277 entries ( 100 % ). Overall 8711199 ( 87.112 % ) of required 10000000 entries. 2014-06-18 15:21:23 | Using evaluation file (36/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.202.root.1436521400490699518 2014-06-18 15:21:23 | -> Pre-selected 477241 entries from 477241 ( 100 % ) 2014-06-18 15:24:25 | -> Selected 477241 entries ( 100 % ). Overall 9188440 ( 91.8844 % ) of required 10000000 entries. 2014-06-18 15:24:25 | Using evaluation file (37/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.134.root.1436521400490699518 2014-06-18 15:24:25 | -> Pre-selected 229347 entries from 229347 ( 100 % ) 2014-06-18 15:25:52 | -> Selected 229347 entries ( 100 % ). Overall 9417787 ( 94.1779 % ) of required 10000000 entries. 2014-06-18 15:25:52 | Using evaluation file (38/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.149.root.1436521400490699518 2014-06-18 15:25:52 | -> Pre-selected 135039 entries from 135039 ( 100 % ) 2014-06-18 15:26:44 | -> Selected 135039 entries ( 100 % ). Overall 9552826 ( 95.5283 % ) of required 10000000 entries. 2014-06-18 15:26:44 | Using evaluation file (39/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.137.root.1436521400490699518 2014-06-18 15:26:44 | -> Pre-selected 350741 entries from 350741 ( 100 % ) 2014-06-18 15:28:58 | -> Selected 350741 entries ( 100 % ). Overall 9903567 ( 99.0357 % ) of required 10000000 entries. 2014-06-18 15:28:58 | Using evaluation file (40/619) /var/work/jonesc/ANNPID-DataCache/r03/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.178.root.1436521400490699518 2014-06-18 15:28:58 | -> Pre-selected 312736 entries from 312736 ( 100 % ) 2014-06-18 15:29:33 | -> Selected 96433 entries ( 30.8353 % ). Overall 10000000 ( 100 % ) of required 10000000 entries. 2014-06-18 15:29:33 | Considered 10000000 tracks for input to MVA evaluation 2014-06-18 15:29:33 | Sel. Eff. = 100% 2014-06-18 15:29:33 | Selected 10000000 tracks for input to MVA evaluation 2014-06-18 15:29:33 | Ghost percentage = 37.648% 2014-06-18 15:29:33 | Electron percentage = 0.29951% 2014-06-18 15:29:33 | Muon percentage = 1.43789% 2014-06-18 15:29:33 | Unknown Particle type 15 2014-06-18 15:29:33 | percentage = 1e-05% 2014-06-18 15:29:33 | Pion percentage = 49.3668% 2014-06-18 15:29:33 | Kaon percentage = 7.34736% 2014-06-18 15:29:33 | Unknown Particle type 411 2014-06-18 15:29:33 | percentage = 0.00028% 2014-06-18 15:29:33 | Unknown Particle type 431 2014-06-18 15:29:33 | percentage = 2e-05% 2014-06-18 15:29:33 | Unknown Particle type 521 2014-06-18 15:29:33 | percentage = 6e-05% 2014-06-18 15:29:33 | Proton percentage = 3.87955% 2014-06-18 15:29:33 | Unknown Particle type 3112 2014-06-18 15:29:33 | percentage = 0.00468% 2014-06-18 15:29:33 | Unknown Particle type 3222 2014-06-18 15:29:33 | percentage = 0.01426% 2014-06-18 15:29:33 | Unknown Particle type 3312 2014-06-18 15:29:33 | percentage = 0.00157% 2014-06-18 15:29:33 | Making input variable plots 2014-06-18 15:29:44 | Making purity plots 2014-06-18 15:29:45 | Making MVA Output plots 2014-06-18 15:29:45 | Making DLL Output plots 2014-06-18 15:29:46 | Making MVA DLL Correlation plots 2014-06-18 15:29:46 | Making MVA V P eff plots 2014-06-18 15:29:54 | Making DLL V P eff plots 2014-06-18 15:30:06 | Making MVA eff. V DLL cut plots 2014-06-18 15:30:15 | Making DLL eff. V MVA cut plots 2014-06-18 15:30:21 | Making final performance plots ... 2014-06-18 15:30:21 | Creating Eff V Purity text file : text/Heavy/EvalNoPreSel/LongPionEffVPurity-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalHeavyGhosts-EvalNoPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 15:30:21 | Creating Eff V OverallMisID text file : text/Heavy/EvalNoPreSel/LongPionEffVOverallMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalHeavyGhosts-EvalNoPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 15:30:21 | Creating Eff V Electron MisID text file : text/Heavy/EvalNoPreSel/LongPionEffVElectronMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalHeavyGhosts-EvalNoPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 15:30:22 | Creating Eff V Ghost MisID text file : text/Heavy/EvalNoPreSel/LongPionEffVGhostMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalHeavyGhosts-EvalNoPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 15:30:22 | Creating Eff V Kaon MisID text file : text/Heavy/EvalNoPreSel/LongPionEffVKaonMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalHeavyGhosts-EvalNoPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 15:30:22 | Creating Eff V Muon MisID text file : text/Heavy/EvalNoPreSel/LongPionEffVMuonMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalHeavyGhosts-EvalNoPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 15:30:22 | Creating Eff V Proton MisID text file : text/Heavy/EvalNoPreSel/LongPionEffVProtonMisID-TMVA-NoPreSels-NoGECs-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-TrainHeavyNoGhosts-EvalHeavyGhosts-EvalNoPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.2-CVTest151e-16-!UseReg.txt 2014-06-18 15:30:22 | Closing Long-Pion-evaluation.root 2014-06-18 15:30:57 | Finished... removed `train-config.txt' removed `MVA.txt' removed `ProtoPIDTeacher.exe' removed `EVALUATION-RUNNING' removed `EvalFiles-Heavy.txt' removed `EvalFiles-Mixture.txt' removed `TrainingFiles-Heavy.txt' Wed Jun 18 15:31:00 BST 2014