Sun Feb 14 13:48:58 GMT 2016 Linux pcik 2.6.32-573.12.1.el6.x86_64 #1 SMP Wed Dec 16 21:43:04 CET 2015 x86_64 x86_64 x86_64 GNU/Linux Submit Host pciy `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training/TMVA-TrainPhysTks-EvalPhysTks-ReweightRICH2.txt' -> `train-config.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training/AllPhysTracksInEvent.txt' -> `./AllPhysTracksInEvent.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training/AllPhysTracksInEvent.txt' -> `./AllPhysTracksInEvent.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/TrackSelection/NoTrackPreSelection.txt' -> `./NoTrackPreSelection.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MVA-Configuration.txt' -> `MVA.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MC12-TrainingFiles-Mixture-Cambridge.txt' -> `TrainingFiles-Mixture.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MC12-TrainingFiles-Mixture-Cambridge.txt' -> `MC12-EvalFiles-Mixture.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MC2015Sim09Dev03-TrainingFiles-Mixture-Cambridge.txt' -> `MC2015Sim09Dev03-EvalFiles-Mixture.txt' Training in /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Long Will use ionice `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/networks/TMVA-Run2-NoTkLikCDVelodEdx/GlobalPID_Ghost_Long_ANN.txt' -> `./GlobalPID_Ghost_Long_ANN.txt' 2016-02-14 13:49:04 | Cache directory = '/var/work/jonesc/ANNPID-DataCache' Warning in : class pair found in libEventPackerDict.so is already in libPhysEventDict.so 2016-02-14 13:49:20 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Long/GlobalPID_Ghost_Long_ANN.txt 2016-02-14 13:49:20 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Long/train-config.txt 2016-02-14 13:49:20 | Particle type = Ghost 2016-02-14 13:49:20 | Background types = All 2016-02-14 13:49:20 | Training Mix = NaturalMix 2016-02-14 13:49:20 | Track type = Long 2016-02-14 13:49:20 | Track PresSel = NoTrackPreSelection.txt 2016-02-14 13:49:20 | Network type = TMVA 2016-02-14 13:49:20 | Ghost treatment = Ghosts Ghosts 2016-02-14 13:49:20 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2016-02-14 13:49:20 | Reweighting = ReweightRICH2 2016-02-14 13:49:20 | Output file = GlobalPID_Ghost_Long_TMVA.weights.xml 2016-02-14 13:49:20 | Skipping input #TrackCloneDist 2016-02-14 13:49:20 | Skipping input #RichAboveElThres 2016-02-14 13:49:20 | Skipping input #RichAbovePiThres 2016-02-14 13:49:20 | Skipping input #RichAbovePrThres 2016-02-14 13:49:20 | Creating selection from 'NoTrackPreSelection.txt' 2016-02-14 13:49:20 | -> # very very loose. Essentially no cuts 2016-02-14 13:49:20 | -> TrackP > 0 2016-02-14 13:49:20 | -> TrackPt > 0 2016-02-14 13:49:20 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-14 13:49:20 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-14 13:49:20 | Training sample size (excluding ghosts) = 1800000 2016-02-14 13:49:20 | Evaluation sample size = 10000000 2016-02-14 13:49:20 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Long/MVA.txt 2016-02-14 13:49:20 | -> NBTASK = CLA 2016-02-14 13:49:20 | -> NBMOM = 0.0 2016-02-14 13:49:20 | -> NBREG = ALL 2016-02-14 13:49:20 | -> TMVAVALIDATIONFRAC = 0.3 2016-02-14 13:49:20 | -> TMVATESTFRAC = 0.3 2016-02-14 13:49:20 | -> MaxTrainSizeFactor = 1.5 2016-02-14 13:49:20 | -> HiddenLayerScaleFactor = 1.4 2016-02-14 13:49:20 | -> GhostAcceptFraction = 1.0 2016-02-14 13:49:20 | -> KaonAcceptFraction = 1.0 2016-02-14 13:49:20 | -> ProtonAcceptFraction = 1.0 2016-02-14 13:49:20 | -> ReuseTrainingFiles = 0 2016-02-14 13:49:20 | -> TrainingYear = MC12 2016-02-14 13:49:20 | -> TMVAMETHOD = MLP 2016-02-14 13:49:20 | -> TMVAUSEREGULATOR = false 2016-02-14 13:49:20 | -> TMVAMLPNCYCLES = 750 2016-02-14 13:49:20 | -> TMVAVARTRANSFORM = Norm 2016-02-14 13:49:20 | -> TMVAMLPNEURONTYPE = tanh 2016-02-14 13:49:20 | -> TMVAMLPMETHOD = BP 2016-02-14 13:49:20 | -> TMVAMLPESTIMATORTYPE = CE 2016-02-14 13:49:20 | -> TMVAMLPCONVIMPROVE = 1e-16 2016-02-14 13:49:20 | -> TMVAMLPCONVTEST = 15 2016-02-14 13:49:20 | -> TMVABDTBOOSTTYPE = AdaBoost 2016-02-14 13:49:20 | -> TMVABDTNTREES = 800 2016-02-14 13:49:20 | -> TMVABDTPRUNEMETHOD = CostComplexity 2016-02-14 13:49:20 | -> TMVABDTMAXTREEDEPTH = 3 2016-02-14 13:49:20 | Node layer two scale = 1.4 2016-02-14 13:49:20 | Input layer has 33 nodes, hidden layer has 44 nodes 2016-02-14 13:49:20 | Ghost Accept Fraction = 1 2016-02-14 13:49:20 | Proton Accept Fraction = 1 2016-02-14 13:49:20 | Kaon Accept Fraction = 1 2016-02-14 13:49:20 | Max Training sample size (with ghosts) = 2700000 2016-02-14 13:49:20 | Training data year = MC12 2016-02-14 13:49:20 | Evaluation data year = MC12 2016-02-14 13:49:20 | Creating training MC12 RICH2 reweighting selection 2016-02-14 13:49:20 | TMVA Output ROOT file Long-Ghost-TMVA.root 2016-02-14 13:49:20 | TMVA testing fraction = 0.3 --- Factory : Parsing option string: --- Factory : ... "V:!Silent:!Color:!DrawProgressBar" --- Factory : The following options are set: --- Factory : - By User: --- Factory : V: "True" [Verbose flag] --- Factory : Color: "False" [Flag for coloured screen output (default: True, if in batch mode: False)] --- Factory : Silent: "False" [Batch mode: boolean silent flag inhibiting any output from TMVA after the creation of the factory class object (default: False)] --- Factory : DrawProgressBar: "False" [Draw progress bar to display training, testing and evaluation schedule (default: True)] --- Factory : - Default: --- Factory : Transformations: "I" [List of transformations to test; formatting example: "Transformations=I;D;P;U;G,D", for identity, decorrelation, PCA, Uniform and Gaussianisation followed by decorrelation transformations] --- Factory : AnalysisType: "Auto" [Set the analysis type (Classification, Regression, Multiclass, Auto) (default: Auto)] --- Factory : You are running ROOT Version: 6.02/01, Oct 14, 2014 --- Factory : --- Factory : _/_/_/_/_/ _| _| _| _| _|_| --- Factory : _/ _|_| _|_| _| _| _| _| --- Factory : _/ _| _| _| _| _| _|_|_|_| --- Factory : _/ _| _| _| _| _| _| --- Factory : _/ _| _| _| _| _| --- Factory : --- Factory : ___________TMVA Version 4.2.0, Sep 19, 2013 --- Factory : 2016-02-14 13:49:20 | Input TrackP Type F 2016-02-14 13:49:20 | Input TrackPt Type F 2016-02-14 13:49:20 | Input TrackChi2PerDof Type F 2016-02-14 13:49:20 | Input TrackNumDof Type I 2016-02-14 13:49:20 | Input TrackGhostProbability Type F 2016-02-14 13:49:20 | Input TrackFitMatchChi2 Type F 2016-02-14 13:49:20 | Input TrackFitVeloChi2 Type F 2016-02-14 13:49:20 | Input TrackFitVeloNDoF Type I 2016-02-14 13:49:20 | Input TrackFitTChi2 Type F 2016-02-14 13:49:20 | Input TrackFitTNDoF Type I 2016-02-14 13:49:20 | Input RichUsedR1Gas Type I 2016-02-14 13:49:20 | Input RichUsedR2Gas Type I 2016-02-14 13:49:20 | Input RichAboveMuThres Type I 2016-02-14 13:49:20 | Input RichAboveKaThres Type I 2016-02-14 13:49:20 | Input RichDLLe Type F 2016-02-14 13:49:20 | Input RichDLLmu Type F 2016-02-14 13:49:20 | Input RichDLLk Type F 2016-02-14 13:49:20 | Input RichDLLp Type F 2016-02-14 13:49:20 | Input RichDLLbt Type F 2016-02-14 13:49:20 | Input MuonBkgLL Type F 2016-02-14 13:49:20 | Input MuonMuLL Type F 2016-02-14 13:49:20 | Input MuonIsMuon Type I 2016-02-14 13:49:20 | Input MuonNShared Type I 2016-02-14 13:49:20 | Input InAccMuon Type I 2016-02-14 13:49:20 | Input MuonIsLooseMuon Type I 2016-02-14 13:49:20 | Input EcalPIDe Type F 2016-02-14 13:49:20 | Input EcalPIDmu Type F 2016-02-14 13:49:20 | Input HcalPIDe Type F 2016-02-14 13:49:20 | Input HcalPIDmu Type F 2016-02-14 13:49:20 | Input PrsPIDe Type F 2016-02-14 13:49:20 | Input InAccBrem Type I 2016-02-14 13:49:20 | Input BremPIDe Type F 2016-02-14 13:49:20 | Input Data file = TrainingFiles-Mixture.txt 2016-02-14 13:49:20 | Using 4496 data files 2016-02-14 13:49:20 | Training Datafile Selection hash = 559276767101072260 2016-02-14 13:49:20 | Using training file (1/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKKPi0/ANNPID.75.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-14 13:49:20 | -> Pre-selected 47769 entries from 47769 ( 100 % ) --- DataSetInfo : Added class "Background" with internal class number 0 --- DataSetInfo : Added class "Signal" with internal class number 1 2016-02-14 13:49:22 | -> Selected 47769 entries ( 100 % ). Overall 21964 ( 1.22022 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:49:22 | Using training file (2/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.32.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-14 13:49:22 | -> Pre-selected 121828 entries from 121828 ( 100 % ) 2016-02-14 13:49:27 | -> Selected 121828 entries ( 100 % ). Overall 74186 ( 4.12144 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:49:27 | Using training file (3/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbLcKa/ANNPID.65.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-14 13:49:28 | -> Pre-selected 459659 entries from 459659 ( 100 % ) 2016-02-14 13:49:48 | -> Selected 459659 entries ( 100 % ). Overall 269412 ( 14.9673 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:49:48 | Using training file (4/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKaPhi/ANNPID.11.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-14 13:49:48 | -> Pre-selected 112661 entries from 112661 ( 100 % ) 2016-02-14 13:49:53 | -> Selected 112661 entries ( 100 % ). Overall 317991 ( 17.6662 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:49:53 | Using training file (5/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiPi/ANNPID.32.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-14 13:49:53 | -> Pre-selected 306385 entries from 306385 ( 100 % ) 2016-02-14 13:50:06 | -> Selected 306385 entries ( 100 % ). Overall 454752 ( 25.264 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:50:06 | Using training file (6/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.148.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-14 13:50:07 | -> Pre-selected 290153 entries from 290153 ( 100 % ) 2016-02-14 13:50:19 | -> Selected 290153 entries ( 100 % ). Overall 581882 ( 32.3268 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:50:19 | Using training file (7/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.32.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-14 13:50:19 | -> Pre-selected 231820 entries from 231820 ( 100 % ) 2016-02-14 13:50:29 | -> Selected 231820 entries ( 100 % ). Overall 683136 ( 37.952 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:50:29 | Using training file (8/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.26.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-14 13:50:30 | -> Pre-selected 409068 entries from 409068 ( 100 % ) 2016-02-14 13:50:47 | -> Selected 409068 entries ( 100 % ). Overall 864465 ( 48.0258 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:50:47 | Using training file (9/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbLcKa/ANNPID.44.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-14 13:50:47 | -> Pre-selected 111792 entries from 111792 ( 100 % ) 2016-02-14 13:50:52 | -> Selected 111792 entries ( 100 % ). Overall 912511 ( 50.6951 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:50:52 | Using training file (10/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiKstar/ANNPID.52.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-14 13:50:52 | -> Pre-selected 238975 entries from 238975 ( 100 % ) 2016-02-14 13:51:02 | -> Selected 238975 entries ( 100 % ). Overall 1017798 ( 56.5443 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:02 | Using training file (11/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.258.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-14 13:51:03 | -> Pre-selected 482546 entries from 482546 ( 100 % ) 2016-02-14 13:51:23 | -> Selected 482546 entries ( 100 % ). Overall 1225454 ( 68.0808 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:23 | Using training file (12/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKK/ANNPID.31.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-14 13:51:24 | -> Pre-selected 416009 entries from 416009 ( 100 % ) 2016-02-14 13:51:41 | -> Selected 416009 entries ( 100 % ). Overall 1405043 ( 78.0579 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:41 | Using training file (13/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiX/ANNPID.139.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-14 13:51:41 | -> Pre-selected 106811 entries from 106811 ( 100 % ) 2016-02-14 13:51:46 | -> Selected 106811 entries ( 100 % ). Overall 1451350 ( 80.6306 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:46 | Using training file (14/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.5.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-14 13:51:46 | -> Pre-selected 283267 entries from 283267 ( 100 % ) 2016-02-14 13:51:58 | -> Selected 283267 entries ( 100 % ). Overall 1577810 ( 87.6561 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:58 | Using training file (15/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.143.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-14 13:51:58 | -> Pre-selected 74198 entries from 74198 ( 100 % ) 2016-02-14 13:52:01 | -> Selected 74198 entries ( 100 % ). Overall 1610673 ( 89.4818 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:01 | Using training file (16/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.231.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-14 13:52:02 | -> Pre-selected 475627 entries from 475627 ( 100 % ) 2016-02-14 13:52:10 | -> Selected 163996 entries ( 34.48 % ). Overall 1681588 ( 93.4216 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:10 | Considered 3856937 tracks for input to MVA training 2016-02-14 13:52:10 | Sel. Eff. = 100% 2016-02-14 13:52:10 | Selected 2700000/719457 tracks for input to MVA training/testing 2016-02-14 13:52:10 | Ghost percentage = 37.719% 2016-02-14 13:52:10 | Electron percentage = 0.456963% 2016-02-14 13:52:10 | Muon percentage = 1.03993% 2016-02-14 13:52:10 | Pion percentage = 49.4846% 2016-02-14 13:52:10 | Kaon percentage = 7.41496% 2016-02-14 13:52:10 | Unknown Particle type 411 2016-02-14 13:52:10 | percentage = 0.000111111% 2016-02-14 13:52:10 | Unknown Particle type 431 2016-02-14 13:52:10 | percentage = 3.7037e-05% 2016-02-14 13:52:10 | Unknown Particle type 521 2016-02-14 13:52:10 | percentage = 7.40741e-05% 2016-02-14 13:52:10 | Proton percentage = 3.86504% 2016-02-14 13:52:10 | Unknown Particle type 3112 2016-02-14 13:52:10 | percentage = 0.00437037% 2016-02-14 13:52:10 | Unknown Particle type 3222 2016-02-14 13:52:10 | percentage = 0.0137037% 2016-02-14 13:52:10 | Unknown Particle type 3312 2016-02-14 13:52:10 | percentage = 0.0012963% --- Factory : Add Tree TrainAssignTree_Background of type Background with 1681588 events --- Factory : Add Tree TestAssignTree_Background of type Background with 719457 events --- Factory : Add Tree TrainAssignTree_Signal of type Signal with 1018412 events --- Factory : Add Tree TestAssignTree_Signal of type Signal with 437480 events --- DataSetInfo : Class index : 0 name : Background --- DataSetInfo : Class index : 1 name : Signal 2016-02-14 13:52:10 | TMVA MLP 'H:V:EpochMonitoring:HiddenLayers=44:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE' --- Factory : Booking method: Ghost_Long_TMVA --- Configurable : Parsing option string: --- Configurable : ... "H:V:EpochMonitoring:HiddenLayers=44:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE" --- Configurable : The following options are set: --- Configurable : - By User: --- Configurable : --- Configurable : - Default: --- Configurable : Boost_num: "0" [Number of times the classifier will be boosted] --- Ghost_Long_TMVA : Parsing option string: --- Ghost_Long_TMVA : ... "H:V:EpochMonitoring:HiddenLayers=44:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE" --- Ghost_Long_TMVA : The following options are set: --- Ghost_Long_TMVA : - By User: --- Ghost_Long_TMVA : NCycles: "750" [Number of training cycles] --- Ghost_Long_TMVA : HiddenLayers: "44" [Specification of hidden layer architecture] --- Ghost_Long_TMVA : NeuronType: "tanh" [Neuron activation function type] --- Ghost_Long_TMVA : EstimatorType: "CE" [MSE (Mean Square Estimator) for Gaussian Likelihood or CE(Cross-Entropy) for Bernoulli Likelihood] --- Ghost_Long_TMVA : V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)] --- Ghost_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)"] --- Ghost_Long_TMVA : H: "True" [Print method-specific help message] --- Ghost_Long_TMVA : TrainingMethod: "BP" [Train with Back-Propagation (BP), BFGS Algorithm (BFGS), or Genetic Algorithm (GA - slower and worse)] --- Ghost_Long_TMVA : EpochMonitoring: "True" [Provide epoch-wise monitoring plots according to TestRate (caution: causes big ROOT output file!)] --- Ghost_Long_TMVA : ConvergenceImprove: "1.000000e-16" [Minimum improvement which counts as improvement (<0 means automatic convergence check is turned off)] --- Ghost_Long_TMVA : ConvergenceTests: "15" [Number of steps (without improvement) required for convergence (<0 means automatic convergence check is turned off)] --- Ghost_Long_TMVA : UseRegulator: "False" [Use regulator to avoid over-training] --- Ghost_Long_TMVA : - Default: --- Ghost_Long_TMVA : RandomSeed: "1" [Random seed for initial synapse weights (0 means unique seed for each run; default value '1')] --- Ghost_Long_TMVA : NeuronInputType: "sum" [Neuron input function type] --- Ghost_Long_TMVA : VerbosityLevel: "Default" [Verbosity level] --- Ghost_Long_TMVA : CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)] --- Ghost_Long_TMVA : IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)] --- Ghost_Long_TMVA : LearningRate: "2.000000e-02" [ANN learning rate parameter] --- Ghost_Long_TMVA : DecayRate: "1.000000e-02" [Decay rate for learning parameter] --- Ghost_Long_TMVA : TestRate: "10" [Test for overtraining performed at each #th epochs] --- Ghost_Long_TMVA : Sampling: "1.000000e+00" [Only 'Sampling' (randomly selected) events are trained each epoch] --- Ghost_Long_TMVA : SamplingEpoch: "1.000000e+00" [Sampling is used for the first 'SamplingEpoch' epochs, afterwards, all events are taken for training] --- Ghost_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.] --- Ghost_Long_TMVA : SamplingTraining: "True" [The training sample is sampled] --- Ghost_Long_TMVA : SamplingTesting: "False" [The testing sample is sampled] --- Ghost_Long_TMVA : ResetStep: "50" [How often BFGS should reset history] --- Ghost_Long_TMVA : Tau: "3.000000e+00" [LineSearch "size step"] --- Ghost_Long_TMVA : BPMode: "sequential" [Back-propagation learning mode: sequential or batch] --- Ghost_Long_TMVA : BatchSize: "-1" [Batch size: number of events/batch, only set if in Batch Mode, -1 for BatchSize=number_of_events] --- Ghost_Long_TMVA : UpdateLimit: "10000" [Maximum times of regulator update] --- Ghost_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] --- Ghost_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] --- Ghost_Long_TMVA : Create Transformation "Norm" with events from all classes. --- Norm : Transformation, Variable selection : --- Norm : Input : variable 'TrackP' (index=0). <---> Output : variable 'TrackP' (index=0). --- Norm : Input : variable 'TrackPt' (index=1). <---> Output : variable 'TrackPt' (index=1). --- Norm : Input : variable 'TrackChi2PerDof' (index=2). <---> Output : variable 'TrackChi2PerDof' (index=2). --- Norm : Input : variable 'TrackNumDof' (index=3). <---> Output : variable 'TrackNumDof' (index=3). --- Norm : Input : variable 'TrackGhostProbability' (index=4). <---> Output : variable 'TrackGhostProbability' (index=4). --- Norm : Input : variable 'TrackFitMatchChi2' (index=5). <---> Output : variable 'TrackFitMatchChi2' (index=5). --- Norm : Input : variable 'TrackFitVeloChi2' (index=6). <---> Output : variable 'TrackFitVeloChi2' (index=6). --- Norm : Input : variable 'TrackFitVeloNDoF' (index=7). <---> Output : variable 'TrackFitVeloNDoF' (index=7). --- Norm : Input : variable 'TrackFitTChi2' (index=8). <---> Output : variable 'TrackFitTChi2' (index=8). --- Norm : Input : variable 'TrackFitTNDoF' (index=9). <---> Output : variable 'TrackFitTNDoF' (index=9). --- Norm : Input : variable 'RichUsedR1Gas' (index=10). <---> Output : variable 'RichUsedR1Gas' (index=10). --- Norm : Input : variable 'RichUsedR2Gas' (index=11). <---> Output : variable 'RichUsedR2Gas' (index=11). --- Norm : Input : variable 'RichAboveMuThres' (index=12). <---> Output : variable 'RichAboveMuThres' (index=12). --- Norm : Input : variable 'RichAboveKaThres' (index=13). <---> Output : variable 'RichAboveKaThres' (index=13). --- Norm : Input : variable 'RichDLLe' (index=14). <---> Output : variable 'RichDLLe' (index=14). --- Norm : Input : variable 'RichDLLmu' (index=15). <---> Output : variable 'RichDLLmu' (index=15). --- Norm : Input : variable 'RichDLLk' (index=16). <---> Output : variable 'RichDLLk' (index=16). --- Norm : Input : variable 'RichDLLp' (index=17). <---> Output : variable 'RichDLLp' (index=17). --- Norm : Input : variable 'RichDLLbt' (index=18). <---> Output : variable 'RichDLLbt' (index=18). --- Norm : Input : variable 'MuonBkgLL' (index=19). <---> Output : variable 'MuonBkgLL' (index=19). --- Norm : Input : variable 'MuonMuLL' (index=20). <---> Output : variable 'MuonMuLL' (index=20). --- Norm : Input : variable 'MuonIsMuon' (index=21). <---> Output : variable 'MuonIsMuon' (index=21). --- Norm : Input : variable 'MuonNShared' (index=22). <---> Output : variable 'MuonNShared' (index=22). --- Norm : Input : variable 'InAccMuon' (index=23). <---> Output : variable 'InAccMuon' (index=23). --- Norm : Input : variable 'MuonIsLooseMuon' (index=24). <---> Output : variable 'MuonIsLooseMuon' (index=24). --- Norm : Input : variable 'EcalPIDe' (index=25). <---> Output : variable 'EcalPIDe' (index=25). --- Norm : Input : variable 'EcalPIDmu' (index=26). <---> Output : variable 'EcalPIDmu' (index=26). --- Norm : Input : variable 'HcalPIDe' (index=27). <---> Output : variable 'HcalPIDe' (index=27). --- Norm : Input : variable 'HcalPIDmu' (index=28). <---> Output : variable 'HcalPIDmu' (index=28). --- Norm : Input : variable 'PrsPIDe' (index=29). <---> Output : variable 'PrsPIDe' (index=29). --- Norm : Input : variable 'InAccBrem' (index=30). <---> Output : variable 'InAccBrem' (index=30). --- Norm : Input : variable 'BremPIDe' (index=31). <---> Output : variable 'BremPIDe' (index=31). --- Ghost_Long_TMVA : Building Network --- Ghost_Long_TMVA : Initializing weights 2016-02-14 13:52:18 | Starting Training... --- DataSetFactory : Parsing option string: --- DataSetFactory : ... "V:nTrain_Signal=0:nTrain_Background=0:SplitMode=Random:NormMode=None" --- DataSetFactory : The following options are set: --- DataSetFactory : - By User: --- DataSetFactory : SplitMode: "Random" [Method of picking training and testing events (default: random)] --- DataSetFactory : NormMode: "None" [Overall renormalisation of event-by-event weights used in the training (NumEvents: average weight of 1 per event, independently for signal and background; EqualNumEvents: average weight of 1 per event for signal, and sum of weights for background equal to sum of weights for signal)] --- DataSetFactory : nTrain_Background: "0" [Number of training events of class Background (default: 0 = all)] --- DataSetFactory : nTrain_Signal: "0" [Number of training events of class Signal (default: 0 = all)] --- DataSetFactory : V: "True" [Verbosity (default: true)] --- DataSetFactory : - Default: --- DataSetFactory : MixMode: "SameAsSplitMode" [Method of mixing events of differnt classes into one dataset (default: SameAsSplitMode)] --- DataSetFactory : SplitSeed: "100" [Seed for random event shuffling] --- DataSetFactory : ScaleWithPreselEff: "False" [Scale the number of requested events by the eff. of the preselection cuts (or not)] --- DataSetFactory : nTest_Background: "0" [Number of test events of class Background (default: 0 = all)] --- DataSetFactory : nTest_Signal: "0" [Number of test events of class Signal (default: 0 = all)] --- DataSetFactory : VerboseLevel: "Info" [VerboseLevel (Debug/Verbose/Info)] --- DataSetFactory : Splitmode is: "RANDOM" the mixmode is: "SAMEASSPLITMODE" --- DataSetFactory : Create training and testing trees -- looping over class "Background" ... --- DataSetFactory : Weight expression for class 'Background': "weight" --- DataSetFactory : Create training and testing trees -- looping over class "Signal" ... --- DataSetFactory : Weight expression for class 'Signal': "weight" --- DataSetFactory : Number of events in input trees (after possible flattening of arrays): --- DataSetFactory : Background -- number of events : 2401045 / sum of weights: 2.40104e+06 --- DataSetFactory : Signal -- number of events : 1455892 / sum of weights: 1.45589e+06 --- DataSetFactory : Background tree -- total number of entries: 2401045 --- DataSetFactory : Signal tree -- total number of entries: 1455892 --- DataSetFactory : Preselection: (will NOT affect number of requested training and testing events) --- DataSetFactory : No preselection cuts applied on event classes --- DataSetFactory : No weight renormalisation applied: use original global and event weights --- DataSetFactory : Create internal training tree --- DataSetFactory : Create internal testing tree --- DataSetInfo : Correlation matrix (Background): --- DataSetInfo : -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : TrackP TrackPt TrackChi2PerDof TrackNumDof TrackGhostProbability TrackFitMatchChi2 TrackFitVeloChi2 TrackFitVeloNDoF TrackFitTChi2 TrackFitTNDoF RichUsedR1Gas RichUsedR2Gas RichAboveMuThres RichAboveKaThres RichDLLe RichDLLmu RichDLLk RichDLLp RichDLLbt MuonBkgLL MuonMuLL MuonIsMuon MuonNShared InAccMuon MuonIsLooseMuon EcalPIDe EcalPIDmu HcalPIDe HcalPIDmu PrsPIDe InAccBrem BremPIDe --- DataSetInfo : TrackP: +1.000 +0.598 -0.017 -0.332 -0.044 -0.058 -0.096 -0.135 -0.185 -0.346 -0.345 +0.437 -0.021 +0.184 -0.007 -0.019 -0.036 -0.045 -0.046 -0.042 -0.042 -0.028 -0.074 +0.077 -0.042 -0.151 -0.151 -0.117 -0.118 -0.112 -0.336 -0.336 --- DataSetInfo : TrackPt: +0.598 +1.000 -0.024 -0.016 -0.096 -0.060 +0.025 +0.002 -0.006 -0.033 +0.104 +0.239 +0.081 +0.342 +0.083 +0.079 +0.066 +0.059 +0.066 -0.006 -0.006 +0.026 -0.058 +0.114 -0.005 +0.018 +0.018 +0.016 +0.016 +0.031 +0.090 +0.090 --- DataSetInfo : TrackChi2PerDof: -0.017 -0.024 +1.000 -0.032 +0.001 +0.698 +0.248 +0.003 +0.457 -0.028 +0.015 -0.030 -0.003 +0.001 -0.002 -0.003 +0.000 +0.001 +0.001 +0.038 +0.038 +0.044 +0.027 -0.006 +0.038 +0.003 +0.003 +0.001 +0.001 +0.003 +0.013 +0.013 --- DataSetInfo : TrackNumDof: -0.332 -0.016 -0.032 +1.000 -0.007 -0.008 +0.505 +0.717 +0.474 +0.805 +0.612 -0.239 +0.119 +0.031 +0.114 +0.121 +0.125 +0.129 +0.132 +0.009 +0.009 +0.016 +0.013 +0.008 +0.009 +0.210 +0.211 +0.124 +0.124 +0.166 +0.631 +0.631 --- DataSetInfo : TrackGhostProbability: -0.044 -0.096 +0.001 -0.007 +1.000 +0.006 -0.014 -0.010 -0.004 -0.003 +0.002 -0.005 +0.010 +0.000 +0.010 +0.010 +0.010 +0.011 +0.011 +0.000 +0.000 +0.001 +0.001 -0.003 +0.000 -0.003 -0.003 -0.002 -0.002 -0.002 -0.001 -0.001 --- DataSetInfo : TrackFitMatchChi2: -0.058 -0.060 +0.698 -0.008 +0.006 +1.000 +0.007 +0.014 +0.076 -0.001 +0.037 -0.088 -0.003 -0.031 +0.002 +0.001 +0.005 +0.006 +0.005 +0.043 +0.043 +0.057 +0.023 -0.058 +0.043 -0.023 -0.023 -0.036 -0.036 -0.024 +0.033 +0.033 --- DataSetInfo : TrackFitVeloChi2: -0.096 +0.025 +0.248 +0.505 -0.014 +0.007 +1.000 +0.695 +0.106 +0.151 +0.331 -0.039 +0.108 +0.068 +0.105 +0.107 +0.110 +0.112 +0.115 +0.025 +0.025 +0.019 +0.022 +0.028 +0.025 +0.078 +0.078 +0.065 +0.065 +0.062 +0.335 +0.335 --- DataSetInfo : TrackFitVeloNDoF: -0.135 +0.002 +0.003 +0.717 -0.010 +0.014 +0.695 +1.000 +0.127 +0.202 +0.456 -0.056 +0.141 +0.050 +0.141 +0.143 +0.146 +0.149 +0.153 +0.035 +0.035 +0.027 +0.027 +0.027 +0.035 +0.099 +0.099 +0.082 +0.083 +0.078 +0.460 +0.460 --- DataSetInfo : TrackFitTChi2: -0.185 -0.006 +0.457 +0.474 -0.004 +0.076 +0.106 +0.127 +1.000 +0.582 +0.262 -0.136 +0.028 +0.006 +0.024 +0.028 +0.031 +0.032 +0.034 +0.003 +0.003 +0.011 +0.011 +0.031 +0.003 +0.157 +0.158 +0.099 +0.099 +0.127 +0.283 +0.283 --- DataSetInfo : TrackFitTNDoF: -0.346 -0.033 -0.028 +0.805 -0.003 -0.001 +0.151 +0.202 +0.582 +1.000 +0.437 -0.287 +0.034 -0.013 +0.028 +0.036 +0.040 +0.043 +0.045 -0.021 -0.021 -0.002 -0.008 -0.016 -0.021 +0.217 +0.217 +0.111 +0.111 +0.165 +0.474 +0.474 --- DataSetInfo : RichUsedR1Gas: -0.345 +0.104 +0.015 +0.612 +0.002 +0.037 +0.331 +0.456 +0.262 +0.437 +1.000 -0.319 +0.315 +0.217 +0.317 +0.327 +0.334 +0.337 +0.342 +0.031 +0.031 +0.037 +0.037 -0.090 +0.031 +0.089 +0.089 +0.022 +0.022 +0.051 +0.818 +0.818 --- DataSetInfo : RichUsedR2Gas: +0.437 +0.239 -0.030 -0.239 -0.005 -0.088 -0.039 -0.056 -0.136 -0.287 -0.319 +1.000 +0.157 +0.125 +0.166 +0.160 +0.133 +0.128 +0.126 +0.005 +0.006 -0.007 -0.059 +0.346 +0.006 +0.151 +0.151 +0.207 +0.207 +0.172 -0.316 -0.316 --- DataSetInfo : RichAboveMuThres: -0.021 +0.081 -0.003 +0.119 +0.010 -0.003 +0.108 +0.141 +0.028 +0.034 +0.315 +0.157 +1.000 +0.264 +0.953 +0.954 +0.951 +0.951 +0.951 -0.012 -0.012 -0.008 -0.020 +0.065 -0.012 +0.052 +0.052 +0.037 +0.037 +0.070 +0.259 +0.259 --- DataSetInfo : RichAboveKaThres: +0.184 +0.342 +0.001 +0.031 +0.000 -0.031 +0.068 +0.050 +0.006 -0.013 +0.217 +0.125 +0.264 +1.000 +0.247 +0.249 +0.242 +0.249 +0.257 -0.056 -0.056 -0.038 -0.061 -0.005 -0.056 -0.067 -0.067 -0.085 -0.086 -0.036 +0.199 +0.199 --- DataSetInfo : RichDLLe: -0.007 +0.083 -0.002 +0.114 +0.010 +0.002 +0.105 +0.141 +0.024 +0.028 +0.317 +0.166 +0.953 +0.247 +1.000 +0.998 +0.995 +0.995 +0.994 -0.018 -0.018 -0.012 -0.026 +0.044 -0.018 +0.025 +0.025 +0.015 +0.014 +0.041 +0.252 +0.252 --- DataSetInfo : RichDLLmu: -0.019 +0.079 -0.003 +0.121 +0.010 +0.001 +0.107 +0.143 +0.028 +0.036 +0.327 +0.160 +0.954 +0.249 +0.998 +1.000 +0.995 +0.995 +0.995 -0.018 -0.018 -0.012 -0.027 +0.041 -0.018 +0.026 +0.026 +0.014 +0.014 +0.041 +0.262 +0.262 --- DataSetInfo : RichDLLk: -0.036 +0.066 +0.000 +0.125 +0.010 +0.005 +0.110 +0.146 +0.031 +0.040 +0.334 +0.133 +0.951 +0.242 +0.995 +0.995 +1.000 +0.999 +0.999 -0.020 -0.020 -0.015 -0.022 +0.029 -0.020 +0.020 +0.020 +0.007 +0.007 +0.035 +0.271 +0.271 --- DataSetInfo : RichDLLp: -0.045 +0.059 +0.001 +0.129 +0.011 +0.006 +0.112 +0.149 +0.032 +0.043 +0.337 +0.128 +0.951 +0.249 +0.995 +0.995 +0.999 +1.000 +1.000 -0.020 -0.020 -0.015 -0.022 +0.024 -0.020 +0.019 +0.019 +0.005 +0.005 +0.033 +0.276 +0.276 --- DataSetInfo : RichDLLbt: -0.046 +0.066 +0.001 +0.132 +0.011 +0.005 +0.115 +0.153 +0.034 +0.045 +0.342 +0.126 +0.951 +0.257 +0.994 +0.995 +0.999 +1.000 +1.000 -0.019 -0.019 -0.014 -0.021 +0.028 -0.019 +0.022 +0.022 +0.009 +0.009 +0.036 +0.282 +0.282 --- DataSetInfo : MuonBkgLL: -0.042 -0.006 +0.038 +0.009 +0.000 +0.043 +0.025 +0.035 +0.003 -0.021 +0.031 +0.005 -0.012 -0.056 -0.018 -0.018 -0.020 -0.020 -0.019 +1.000 +1.000 +0.777 +0.639 +0.147 +1.000 +0.099 +0.099 +0.107 +0.108 +0.101 +0.024 +0.024 --- DataSetInfo : MuonMuLL: -0.042 -0.006 +0.038 +0.009 +0.000 +0.043 +0.025 +0.035 +0.003 -0.021 +0.031 +0.006 -0.012 -0.056 -0.018 -0.018 -0.020 -0.020 -0.019 +1.000 +1.000 +0.777 +0.639 +0.147 +1.000 +0.099 +0.099 +0.107 +0.108 +0.101 +0.024 +0.024 --- DataSetInfo : MuonIsMuon: -0.028 +0.026 +0.044 +0.016 +0.001 +0.057 +0.019 +0.027 +0.011 -0.002 +0.037 -0.007 -0.008 -0.038 -0.012 -0.012 -0.015 -0.015 -0.014 +0.777 +0.777 +1.000 +0.462 +0.114 +0.777 +0.087 +0.087 +0.094 +0.094 +0.084 +0.034 +0.034 --- DataSetInfo : MuonNShared: -0.074 -0.058 +0.027 +0.013 +0.001 +0.023 +0.022 +0.027 +0.011 -0.008 +0.037 -0.059 -0.020 -0.061 -0.026 -0.027 -0.022 -0.022 -0.021 +0.639 +0.639 +0.462 +1.000 +0.094 +0.639 +0.076 +0.076 +0.085 +0.086 +0.072 +0.034 +0.034 --- DataSetInfo : InAccMuon: +0.077 +0.114 -0.006 +0.008 -0.003 -0.058 +0.028 +0.027 +0.031 -0.016 -0.090 +0.346 +0.065 -0.005 +0.044 +0.041 +0.029 +0.024 +0.028 +0.147 +0.147 +0.114 +0.094 +1.000 +0.147 +0.718 +0.718 +0.799 +0.799 +0.716 -0.086 -0.086 --- DataSetInfo : MuonIsLooseMuon: -0.042 -0.005 +0.038 +0.009 +0.000 +0.043 +0.025 +0.035 +0.003 -0.021 +0.031 +0.006 -0.012 -0.056 -0.018 -0.018 -0.020 -0.020 -0.019 +1.000 +1.000 +0.777 +0.639 +0.147 +1.000 +0.099 +0.099 +0.107 +0.108 +0.101 +0.024 +0.024 --- DataSetInfo : EcalPIDe: -0.151 +0.018 +0.003 +0.210 -0.003 -0.023 +0.078 +0.099 +0.157 +0.217 +0.089 +0.151 +0.052 -0.067 +0.025 +0.026 +0.020 +0.019 +0.022 +0.099 +0.099 +0.087 +0.076 +0.718 +0.099 +1.000 +1.000 +0.818 +0.818 +0.868 +0.121 +0.121 --- DataSetInfo : EcalPIDmu: -0.151 +0.018 +0.003 +0.211 -0.003 -0.023 +0.078 +0.099 +0.158 +0.217 +0.089 +0.151 +0.052 -0.067 +0.025 +0.026 +0.020 +0.019 +0.022 +0.099 +0.099 +0.087 +0.076 +0.718 +0.099 +1.000 +1.000 +0.818 +0.818 +0.868 +0.122 +0.122 --- DataSetInfo : HcalPIDe: -0.117 +0.016 +0.001 +0.124 -0.002 -0.036 +0.065 +0.082 +0.099 +0.111 +0.022 +0.207 +0.037 -0.085 +0.015 +0.014 +0.007 +0.005 +0.009 +0.107 +0.107 +0.094 +0.085 +0.799 +0.107 +0.818 +0.818 +1.000 +1.000 +0.738 +0.038 +0.038 --- DataSetInfo : HcalPIDmu: -0.118 +0.016 +0.001 +0.124 -0.002 -0.036 +0.065 +0.083 +0.099 +0.111 +0.022 +0.207 +0.037 -0.086 +0.014 +0.014 +0.007 +0.005 +0.009 +0.108 +0.108 +0.094 +0.086 +0.799 +0.108 +0.818 +0.818 +1.000 +1.000 +0.738 +0.038 +0.038 --- DataSetInfo : PrsPIDe: -0.112 +0.031 +0.003 +0.166 -0.002 -0.024 +0.062 +0.078 +0.127 +0.165 +0.051 +0.172 +0.070 -0.036 +0.041 +0.041 +0.035 +0.033 +0.036 +0.101 +0.101 +0.084 +0.072 +0.716 +0.101 +0.868 +0.868 +0.738 +0.738 +1.000 +0.067 +0.067 --- DataSetInfo : InAccBrem: -0.336 +0.090 +0.013 +0.631 -0.001 +0.033 +0.335 +0.460 +0.283 +0.474 +0.818 -0.316 +0.259 +0.199 +0.252 +0.262 +0.271 +0.276 +0.282 +0.024 +0.024 +0.034 +0.034 -0.086 +0.024 +0.121 +0.122 +0.038 +0.038 +0.067 +1.000 +1.000 --- DataSetInfo : BremPIDe: -0.336 +0.090 +0.013 +0.631 -0.001 +0.033 +0.335 +0.460 +0.283 +0.474 +0.818 -0.316 +0.259 +0.199 +0.252 +0.262 +0.271 +0.276 +0.282 +0.024 +0.024 +0.034 +0.034 -0.086 +0.024 +0.121 +0.122 +0.038 +0.038 +0.067 +1.000 +1.000 --- DataSetInfo : -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : Correlation matrix (Signal): --- DataSetInfo : -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : TrackP TrackPt TrackChi2PerDof TrackNumDof TrackGhostProbability TrackFitMatchChi2 TrackFitVeloChi2 TrackFitVeloNDoF TrackFitTChi2 TrackFitTNDoF RichUsedR1Gas RichUsedR2Gas RichAboveMuThres RichAboveKaThres RichDLLe RichDLLmu RichDLLk RichDLLp RichDLLbt MuonBkgLL MuonMuLL MuonIsMuon MuonNShared InAccMuon MuonIsLooseMuon EcalPIDe EcalPIDmu HcalPIDe HcalPIDmu PrsPIDe InAccBrem BremPIDe --- DataSetInfo : TrackP: +1.000 +0.855 +0.000 -0.058 -0.443 -0.046 +0.030 -0.001 -0.003 -0.061 +0.027 +0.146 +0.053 +0.101 +0.050 +0.049 +0.048 +0.048 +0.051 -0.033 -0.033 -0.027 -0.029 +0.065 -0.033 +0.042 +0.042 +0.034 +0.034 +0.040 +0.036 +0.036 --- DataSetInfo : TrackPt: +0.855 +1.000 +0.011 -0.061 -0.499 -0.049 +0.037 +0.001 +0.010 -0.063 +0.075 +0.087 +0.060 +0.121 +0.058 +0.057 +0.057 +0.057 +0.062 -0.032 -0.032 -0.024 -0.024 +0.059 -0.032 +0.041 +0.041 +0.037 +0.037 +0.042 +0.077 +0.077 --- DataSetInfo : TrackChi2PerDof: +0.000 +0.011 +1.000 -0.150 +0.022 +0.528 +0.215 -0.010 +0.345 -0.183 +0.162 +0.042 +0.161 +0.159 +0.155 +0.155 +0.158 +0.159 +0.160 +0.024 +0.024 +0.018 +0.028 +0.122 +0.024 +0.111 +0.112 +0.106 +0.106 +0.111 +0.158 +0.158 --- DataSetInfo : TrackNumDof: -0.058 -0.061 -0.150 +1.000 -0.004 +0.275 +0.301 +0.603 +0.290 +0.780 +0.146 -0.225 -0.058 -0.164 -0.029 -0.029 -0.034 -0.035 -0.037 -0.019 -0.019 -0.009 -0.009 -0.290 -0.019 -0.224 -0.225 -0.238 -0.238 -0.229 +0.134 +0.134 --- DataSetInfo : TrackGhostProbability: -0.443 -0.499 +0.022 -0.004 +1.000 +0.014 +0.003 +0.004 +0.008 -0.006 +0.015 -0.000 +0.025 +0.003 +0.026 +0.026 +0.027 +0.027 +0.026 +0.009 +0.009 +0.006 +0.006 +0.014 +0.009 +0.015 +0.015 +0.016 +0.016 +0.016 +0.012 +0.012 --- DataSetInfo : TrackFitMatchChi2: -0.046 -0.049 +0.528 +0.275 +0.014 +1.000 -0.026 +0.178 -0.100 +0.202 +0.035 -0.152 -0.011 -0.119 +0.009 +0.010 +0.008 +0.007 +0.005 +0.000 +0.000 +0.005 +0.003 -0.168 +0.000 -0.135 -0.136 -0.140 -0.140 -0.135 +0.017 +0.017 --- DataSetInfo : TrackFitVeloChi2: +0.030 +0.037 +0.215 +0.301 +0.003 -0.026 +1.000 +0.604 +0.073 -0.029 +0.294 +0.090 +0.214 +0.226 +0.211 +0.212 +0.214 +0.216 +0.217 +0.005 +0.005 +0.002 +0.002 +0.080 +0.005 +0.079 +0.080 +0.077 +0.077 +0.076 +0.299 +0.299 --- DataSetInfo : TrackFitVeloNDoF: -0.001 +0.001 -0.010 +0.603 +0.004 +0.178 +0.604 +1.000 +0.109 +0.039 +0.318 -0.009 +0.181 +0.122 +0.198 +0.199 +0.200 +0.200 +0.201 +0.013 +0.013 +0.010 +0.010 -0.039 +0.013 -0.016 -0.016 -0.020 -0.020 -0.021 +0.317 +0.317 --- DataSetInfo : TrackFitTChi2: -0.003 +0.010 +0.345 +0.290 +0.008 -0.100 +0.073 +0.109 +1.000 +0.340 +0.219 +0.009 +0.114 +0.144 +0.111 +0.112 +0.113 +0.114 +0.115 +0.007 +0.007 +0.006 +0.018 +0.066 +0.007 +0.079 +0.080 +0.064 +0.064 +0.072 +0.224 +0.224 --- DataSetInfo : TrackFitTNDoF: -0.061 -0.063 -0.183 +0.780 -0.006 +0.202 -0.029 +0.039 +0.340 +1.000 -0.018 -0.256 -0.184 -0.236 -0.161 -0.162 -0.167 -0.168 -0.170 -0.044 -0.044 -0.026 -0.027 -0.325 -0.044 -0.259 -0.261 -0.274 -0.273 -0.264 -0.021 -0.021 --- DataSetInfo : RichUsedR1Gas: +0.027 +0.075 +0.162 +0.146 +0.015 +0.035 +0.294 +0.318 +0.219 -0.018 +1.000 -0.016 +0.636 +0.504 +0.677 +0.678 +0.682 +0.683 +0.685 -0.032 -0.032 -0.020 -0.008 +0.010 -0.032 +0.035 +0.038 +0.005 +0.005 +0.035 +0.810 +0.810 --- DataSetInfo : RichUsedR2Gas: +0.146 +0.087 +0.042 -0.225 -0.000 -0.152 +0.090 -0.009 +0.009 -0.256 -0.016 +1.000 +0.340 +0.268 +0.327 +0.324 +0.326 +0.326 +0.328 -0.035 -0.035 -0.040 -0.077 +0.369 -0.035 +0.287 +0.288 +0.319 +0.319 +0.272 +0.025 +0.025 --- DataSetInfo : RichAboveMuThres: +0.053 +0.060 +0.161 -0.058 +0.025 -0.011 +0.214 +0.181 +0.114 -0.184 +0.636 +0.340 +1.000 +0.446 +0.949 +0.949 +0.949 +0.949 +0.949 -0.025 -0.025 -0.020 -0.027 +0.198 -0.025 +0.181 +0.182 +0.162 +0.162 +0.191 +0.544 +0.544 --- DataSetInfo : RichAboveKaThres: +0.101 +0.121 +0.159 -0.164 +0.003 -0.119 +0.226 +0.122 +0.144 -0.236 +0.504 +0.268 +0.446 +1.000 +0.421 +0.422 +0.429 +0.433 +0.439 -0.060 -0.060 -0.049 -0.043 +0.213 -0.060 +0.163 +0.166 +0.144 +0.144 +0.175 +0.520 +0.520 --- DataSetInfo : RichDLLe: +0.050 +0.058 +0.155 -0.029 +0.026 +0.009 +0.211 +0.198 +0.111 -0.161 +0.677 +0.327 +0.949 +0.421 +1.000 +1.000 +0.999 +0.999 +0.999 -0.038 -0.038 -0.030 -0.037 +0.134 -0.038 +0.109 +0.111 +0.103 +0.103 +0.112 +0.556 +0.556 --- DataSetInfo : RichDLLmu: +0.049 +0.057 +0.155 -0.029 +0.026 +0.010 +0.212 +0.199 +0.112 -0.162 +0.678 +0.324 +0.949 +0.422 +1.000 +1.000 +1.000 +0.999 +0.999 -0.038 -0.038 -0.030 -0.037 +0.132 -0.038 +0.108 +0.110 +0.101 +0.101 +0.110 +0.558 +0.558 --- DataSetInfo : RichDLLk: +0.048 +0.057 +0.158 -0.034 +0.027 +0.008 +0.214 +0.200 +0.113 -0.167 +0.682 +0.326 +0.949 +0.429 +0.999 +1.000 +1.000 +1.000 +1.000 -0.038 -0.038 -0.030 -0.037 +0.135 -0.038 +0.110 +0.112 +0.103 +0.103 +0.113 +0.564 +0.564 --- DataSetInfo : RichDLLp: +0.048 +0.057 +0.159 -0.035 +0.027 +0.007 +0.216 +0.200 +0.114 -0.168 +0.683 +0.326 +0.949 +0.433 +0.999 +0.999 +1.000 +1.000 +1.000 -0.039 -0.039 -0.030 -0.037 +0.135 -0.039 +0.111 +0.113 +0.104 +0.103 +0.113 +0.566 +0.566 --- DataSetInfo : RichDLLbt: +0.051 +0.062 +0.160 -0.037 +0.026 +0.005 +0.217 +0.201 +0.115 -0.170 +0.685 +0.328 +0.949 +0.439 +0.999 +0.999 +1.000 +1.000 +1.000 -0.039 -0.039 -0.030 -0.037 +0.138 -0.039 +0.113 +0.115 +0.106 +0.106 +0.115 +0.569 +0.569 --- DataSetInfo : MuonBkgLL: -0.033 -0.032 +0.024 -0.019 +0.009 +0.000 +0.005 +0.013 +0.007 -0.044 -0.032 -0.035 -0.025 -0.060 -0.038 -0.038 -0.038 -0.039 -0.039 +1.000 +1.000 +0.744 +0.699 +0.143 +1.000 +0.106 +0.105 +0.110 +0.110 +0.104 -0.030 -0.030 --- DataSetInfo : MuonMuLL: -0.033 -0.032 +0.024 -0.019 +0.009 +0.000 +0.005 +0.013 +0.007 -0.044 -0.032 -0.035 -0.025 -0.060 -0.038 -0.038 -0.038 -0.039 -0.039 +1.000 +1.000 +0.744 +0.699 +0.143 +1.000 +0.106 +0.105 +0.110 +0.110 +0.104 -0.030 -0.030 --- DataSetInfo : MuonIsMuon: -0.027 -0.024 +0.018 -0.009 +0.006 +0.005 +0.002 +0.010 +0.006 -0.026 -0.020 -0.040 -0.020 -0.049 -0.030 -0.030 -0.030 -0.030 -0.030 +0.744 +0.744 +1.000 +0.517 +0.107 +0.744 +0.078 +0.078 +0.082 +0.082 +0.077 -0.019 -0.019 --- DataSetInfo : MuonNShared: -0.029 -0.024 +0.028 -0.009 +0.006 +0.003 +0.002 +0.010 +0.018 -0.027 -0.008 -0.077 -0.027 -0.043 -0.037 -0.037 -0.037 -0.037 -0.037 +0.699 +0.699 +0.517 +1.000 +0.100 +0.699 +0.074 +0.074 +0.080 +0.081 +0.072 -0.009 -0.009 --- DataSetInfo : InAccMuon: +0.065 +0.059 +0.122 -0.290 +0.014 -0.168 +0.080 -0.039 +0.066 -0.325 +0.010 +0.369 +0.198 +0.213 +0.134 +0.132 +0.135 +0.135 +0.138 +0.143 +0.143 +0.107 +0.100 +1.000 +0.143 +0.793 +0.793 +0.871 +0.871 +0.759 +0.031 +0.030 --- DataSetInfo : MuonIsLooseMuon: -0.033 -0.032 +0.024 -0.019 +0.009 +0.000 +0.005 +0.013 +0.007 -0.044 -0.032 -0.035 -0.025 -0.060 -0.038 -0.038 -0.038 -0.039 -0.039 +1.000 +1.000 +0.744 +0.699 +0.143 +1.000 +0.106 +0.105 +0.110 +0.110 +0.104 -0.030 -0.030 --- DataSetInfo : EcalPIDe: +0.042 +0.041 +0.111 -0.224 +0.015 -0.135 +0.079 -0.016 +0.079 -0.259 +0.035 +0.287 +0.181 +0.163 +0.109 +0.108 +0.110 +0.111 +0.113 +0.106 +0.106 +0.078 +0.074 +0.793 +0.106 +1.000 +1.000 +0.822 +0.822 +0.904 +0.077 +0.077 --- DataSetInfo : EcalPIDmu: +0.042 +0.041 +0.112 -0.225 +0.015 -0.136 +0.080 -0.016 +0.080 -0.261 +0.038 +0.288 +0.182 +0.166 +0.111 +0.110 +0.112 +0.113 +0.115 +0.105 +0.105 +0.078 +0.074 +0.793 +0.105 +1.000 +1.000 +0.822 +0.822 +0.904 +0.080 +0.080 --- DataSetInfo : HcalPIDe: +0.034 +0.037 +0.106 -0.238 +0.016 -0.140 +0.077 -0.020 +0.064 -0.274 +0.005 +0.319 +0.162 +0.144 +0.103 +0.101 +0.103 +0.104 +0.106 +0.110 +0.110 +0.082 +0.080 +0.871 +0.110 +0.822 +0.822 +1.000 +1.000 +0.752 +0.047 +0.047 --- DataSetInfo : HcalPIDmu: +0.034 +0.037 +0.106 -0.238 +0.016 -0.140 +0.077 -0.020 +0.064 -0.273 +0.005 +0.319 +0.162 +0.144 +0.103 +0.101 +0.103 +0.103 +0.106 +0.110 +0.110 +0.082 +0.081 +0.871 +0.110 +0.822 +0.822 +1.000 +1.000 +0.752 +0.046 +0.046 --- DataSetInfo : PrsPIDe: +0.040 +0.042 +0.111 -0.229 +0.016 -0.135 +0.076 -0.021 +0.072 -0.264 +0.035 +0.272 +0.191 +0.175 +0.112 +0.110 +0.113 +0.113 +0.115 +0.104 +0.104 +0.077 +0.072 +0.759 +0.104 +0.904 +0.904 +0.752 +0.752 +1.000 +0.060 +0.060 --- DataSetInfo : InAccBrem: +0.036 +0.077 +0.158 +0.134 +0.012 +0.017 +0.299 +0.317 +0.224 -0.021 +0.810 +0.025 +0.544 +0.520 +0.556 +0.558 +0.564 +0.566 +0.569 -0.030 -0.030 -0.019 -0.009 +0.031 -0.030 +0.077 +0.080 +0.047 +0.046 +0.060 +1.000 +1.000 --- DataSetInfo : BremPIDe: +0.036 +0.077 +0.158 +0.134 +0.012 +0.017 +0.299 +0.317 +0.224 -0.021 +0.810 +0.025 +0.544 +0.520 +0.556 +0.558 +0.564 +0.566 +0.569 -0.030 -0.030 -0.019 -0.009 +0.030 -0.030 +0.077 +0.080 +0.047 +0.046 +0.060 +1.000 +1.000 --- DataSetInfo : -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetFactory : --- Factory : --- Factory : current transformation string: 'I' --- Factory : Create Transformation "I" with events from all classes. --- Id : Transformation, Variable selection : --- Id : Input : variable 'TrackP' (index=0). <---> Output : variable 'TrackP' (index=0). --- Id : Input : variable 'TrackPt' (index=1). <---> Output : variable 'TrackPt' (index=1). --- Id : Input : variable 'TrackChi2PerDof' (index=2). <---> Output : variable 'TrackChi2PerDof' (index=2). --- Id : Input : variable 'TrackNumDof' (index=3). <---> Output : variable 'TrackNumDof' (index=3). --- Id : Input : variable 'TrackGhostProbability' (index=4). <---> Output : variable 'TrackGhostProbability' (index=4). --- Id : Input : variable 'TrackFitMatchChi2' (index=5). <---> Output : variable 'TrackFitMatchChi2' (index=5). --- Id : Input : variable 'TrackFitVeloChi2' (index=6). <---> Output : variable 'TrackFitVeloChi2' (index=6). --- Id : Input : variable 'TrackFitVeloNDoF' (index=7). <---> Output : variable 'TrackFitVeloNDoF' (index=7). --- Id : Input : variable 'TrackFitTChi2' (index=8). <---> Output : variable 'TrackFitTChi2' (index=8). --- Id : Input : variable 'TrackFitTNDoF' (index=9). <---> Output : variable 'TrackFitTNDoF' (index=9). --- Id : Input : variable 'RichUsedR1Gas' (index=10). <---> Output : variable 'RichUsedR1Gas' (index=10). --- Id : Input : variable 'RichUsedR2Gas' (index=11). <---> Output : variable 'RichUsedR2Gas' (index=11). --- Id : Input : variable 'RichAboveMuThres' (index=12). <---> Output : variable 'RichAboveMuThres' (index=12). --- Id : Input : variable 'RichAboveKaThres' (index=13). <---> Output : variable 'RichAboveKaThres' (index=13). --- Id : Input : variable 'RichDLLe' (index=14). <---> Output : variable 'RichDLLe' (index=14). --- Id : Input : variable 'RichDLLmu' (index=15). <---> Output : variable 'RichDLLmu' (index=15). --- Id : Input : variable 'RichDLLk' (index=16). <---> Output : variable 'RichDLLk' (index=16). --- Id : Input : variable 'RichDLLp' (index=17). <---> Output : variable 'RichDLLp' (index=17). --- Id : Input : variable 'RichDLLbt' (index=18). <---> Output : variable 'RichDLLbt' (index=18). --- Id : Input : variable 'MuonBkgLL' (index=19). <---> Output : variable 'MuonBkgLL' (index=19). --- Id : Input : variable 'MuonMuLL' (index=20). <---> Output : variable 'MuonMuLL' (index=20). --- Id : Input : variable 'MuonIsMuon' (index=21). <---> Output : variable 'MuonIsMuon' (index=21). --- Id : Input : variable 'MuonNShared' (index=22). <---> Output : variable 'MuonNShared' (index=22). --- Id : Input : variable 'InAccMuon' (index=23). <---> Output : variable 'InAccMuon' (index=23). --- Id : Input : variable 'MuonIsLooseMuon' (index=24). <---> Output : variable 'MuonIsLooseMuon' (index=24). --- Id : Input : variable 'EcalPIDe' (index=25). <---> Output : variable 'EcalPIDe' (index=25). --- Id : Input : variable 'EcalPIDmu' (index=26). <---> Output : variable 'EcalPIDmu' (index=26). --- Id : Input : variable 'HcalPIDe' (index=27). <---> Output : variable 'HcalPIDe' (index=27). --- Id : Input : variable 'HcalPIDmu' (index=28). <---> Output : variable 'HcalPIDmu' (index=28). --- Id : Input : variable 'PrsPIDe' (index=29). <---> Output : variable 'PrsPIDe' (index=29). --- Id : Input : variable 'InAccBrem' (index=30). <---> Output : variable 'InAccBrem' (index=30). --- Id : Input : variable 'BremPIDe' (index=31). <---> Output : variable 'BremPIDe' (index=31). --- Id : Preparing the Identity transformation... --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Variable Mean RMS [ Min Max ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : TrackP: 13315. 40330. [ 1139.1 4.9077e+06 ] --- TFHandler_Factory : TrackPt: 794.65 3264.6 [ 0.49323 7.1116e+05 ] --- TFHandler_Factory : TrackChi2PerDof: 1.5192 0.62696 [ 0.12432 3.0000 ] --- TFHandler_Factory : TrackNumDof: 27.905 7.3244 [ 7.0000 54.000 ] --- TFHandler_Factory : TrackGhostProbability: -0.33085 23.143 [ -999.00 1.0000 ] --- TFHandler_Factory : TrackFitMatchChi2: 11.276 10.687 [ 0.0079859 104.78 ] --- TFHandler_Factory : TrackFitVeloChi2: 8.1978 6.1080 [ 1.1180e-05 84.188 ] --- TFHandler_Factory : TrackFitVeloNDoF: 6.3103 3.5236 [ 1.0000 28.000 ] --- TFHandler_Factory : TrackFitTChi2: 17.606 8.5298 [ 9.4518e-05 100.10 ] --- TFHandler_Factory : TrackFitTNDoF: 13.917 4.3860 [ 1.0000 31.000 ] --- TFHandler_Factory : RichUsedR1Gas: 0.82099 0.38336 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichUsedR2Gas: 0.49142 0.49993 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAboveMuThres: 0.94119 0.23526 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAboveKaThres: 0.68966 0.46263 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichDLLe: -61.234 223.56 [ -999.00 142.49 ] --- TFHandler_Factory : RichDLLmu: -56.714 224.45 [ -999.00 88.869 ] --- TFHandler_Factory : RichDLLk: -54.085 225.40 [ -999.00 134.67 ] --- TFHandler_Factory : RichDLLp: -52.218 225.85 [ -999.00 108.03 ] --- TFHandler_Factory : RichDLLbt: -49.890 226.43 [ -999.00 67.608 ] --- TFHandler_Factory : MuonBkgLL: -896.36 303.12 [ -999.00 0.026400 ] --- TFHandler_Factory : MuonMuLL: -896.27 303.40 [ -999.00 0.0000 ] --- TFHandler_Factory : MuonIsMuon: 0.062789 0.24258 [ 0.0000 1.0000 ] --- TFHandler_Factory : MuonNShared: 0.52748 2.3618 [ 0.0000 119.00 ] --- TFHandler_Factory : InAccMuon: 0.84341 0.36341 [ 0.0000 1.0000 ] --- TFHandler_Factory : MuonIsLooseMuon: 0.10286 0.30378 [ 0.0000 1.0000 ] --- TFHandler_Factory : EcalPIDe: -154.06 358.63 [ -999.00 4.3413 ] --- TFHandler_Factory : EcalPIDmu: -153.17 359.01 [ -999.00 2.1530 ] --- TFHandler_Factory : HcalPIDe: -197.92 397.43 [ -999.00 3.6356 ] --- TFHandler_Factory : HcalPIDmu: -198.02 397.38 [ -999.00 2.8734 ] --- TFHandler_Factory : PrsPIDe: -125.71 328.52 [ -999.00 3.4631 ] --- TFHandler_Factory : InAccBrem: 0.77966 0.41448 [ 0.0000 1.0000 ] --- TFHandler_Factory : BremPIDe: -220.44 413.90 [ -999.00 4.7915 ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Plot event variables for Id --- TFHandler_Factory : --- TFHandler_Factory : Will not produce scatter plots ==> --- TFHandler_Factory : | The number of 32 input variables and 0 target values would require 496 two-dimensional --- TFHandler_Factory : | histograms, which would occupy the computer's memory. Note that this --- TFHandler_Factory : | suppression does not have any consequences for your analysis, other --- TFHandler_Factory : | than not disposing of these scatter plots. You can modify the maximum --- TFHandler_Factory : | number of input variables allowed to generate scatter plots in your --- TFHandler_Factory : | script via the command line: --- TFHandler_Factory : | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = ;" --- TFHandler_Factory : --- TFHandler_Factory : Some more output --- TFHandler_Factory : --- TFHandler_Factory : Ranking input variables (method unspecific)... --- IdTransformation : Ranking result (top variable is best ranked) --- IdTransformation : ---------------------------------------------- --- IdTransformation : Rank : Variable : Separation --- IdTransformation : ---------------------------------------------- --- IdTransformation : 1 : TrackChi2PerDof : 4.890e-01 --- IdTransformation : 2 : TrackFitMatchChi2 : 3.040e-01 --- IdTransformation : 3 : TrackNumDof : 2.964e-01 --- IdTransformation : 4 : TrackFitTNDoF : 2.501e-01 --- IdTransformation : 5 : RichDLLbt : 1.376e-01 --- IdTransformation : 6 : RichDLLp : 1.255e-01 --- IdTransformation : 7 : RichDLLk : 1.141e-01 --- IdTransformation : 8 : TrackFitVeloNDoF : 1.085e-01 --- IdTransformation : 9 : RichDLLe : 9.428e-02 --- IdTransformation : 10 : TrackGhostProbability : 6.860e-02 --- IdTransformation : 11 : RichDLLmu : 4.507e-02 --- IdTransformation : 12 : RichAboveMuThres : 3.389e-02 --- IdTransformation : 13 : TrackFitTChi2 : 2.772e-02 --- IdTransformation : 14 : RichAboveKaThres : 2.399e-02 --- IdTransformation : 15 : TrackFitVeloChi2 : 2.041e-02 --- IdTransformation : 16 : TrackP : 1.010e-02 --- IdTransformation : 17 : TrackPt : 9.497e-03 --- IdTransformation : 18 : MuonNShared : 6.269e-03 --- IdTransformation : 19 : HcalPIDmu : 4.644e-03 --- IdTransformation : 20 : BremPIDe : 4.564e-03 --- IdTransformation : 21 : InAccBrem : 4.511e-03 --- IdTransformation : 22 : EcalPIDmu : 4.479e-03 --- IdTransformation : 23 : EcalPIDe : 4.438e-03 --- IdTransformation : 24 : HcalPIDe : 3.761e-03 --- IdTransformation : 25 : RichUsedR1Gas : 3.181e-03 --- IdTransformation : 26 : PrsPIDe : 2.308e-03 --- IdTransformation : 27 : MuonMuLL : 1.896e-03 --- IdTransformation : 28 : RichUsedR2Gas : 1.724e-03 --- IdTransformation : 29 : MuonBkgLL : 1.175e-03 --- IdTransformation : 30 : InAccMuon : 3.764e-04 --- IdTransformation : 31 : MuonIsLooseMuon : 6.772e-05 --- IdTransformation : 32 : MuonIsMuon : 1.522e-05 --- IdTransformation : ---------------------------------------------- --- Factory : --- Factory : Train all methods for Classification ... --- Factory : Train method: Ghost_Long_TMVA for Classification --- Ghost_Long_TMVA : --- Ghost_Long_TMVA : ================================================================ --- Ghost_Long_TMVA : H e l p f o r M V A m e t h o d [ Ghost_Long_TMVA ] : --- Ghost_Long_TMVA : --- Ghost_Long_TMVA : --- Short description: --- Ghost_Long_TMVA : --- Ghost_Long_TMVA : The MLP artificial neural network (ANN) is a traditional feed- --- Ghost_Long_TMVA : forward multilayer perceptron impementation. The MLP has a user- --- Ghost_Long_TMVA : defined hidden layer architecture, while the number of input (output) --- Ghost_Long_TMVA : nodes is determined by the input variables (output classes, i.e., --- Ghost_Long_TMVA : signal and one background). --- Ghost_Long_TMVA : --- Ghost_Long_TMVA : --- Performance optimisation: --- Ghost_Long_TMVA : --- Ghost_Long_TMVA : Neural networks are stable and performing for a large variety of --- Ghost_Long_TMVA : linear and non-linear classification problems. However, in contrast --- Ghost_Long_TMVA : to (e.g.) boosted decision trees, the user is advised to reduce the --- Ghost_Long_TMVA : number of input variables that have only little discrimination power. --- Ghost_Long_TMVA : --- Ghost_Long_TMVA : In the tests we have carried out so far, the MLP and ROOT networks --- Ghost_Long_TMVA : (TMlpANN, interfaced via TMVA) performed equally well, with however --- Ghost_Long_TMVA : a clear speed advantage for the MLP. The Clermont-Ferrand neural --- Ghost_Long_TMVA : net (CFMlpANN) exhibited worse classification performance in these --- Ghost_Long_TMVA : tests, which is partly due to the slow convergence of its training --- Ghost_Long_TMVA : (at least 10k training cycles are required to achieve approximately --- Ghost_Long_TMVA : competitive results). --- Ghost_Long_TMVA : --- Ghost_Long_TMVA : Overtraining: only the TMlpANN performs an explicit separation of the --- Ghost_Long_TMVA : full training sample into independent training and validation samples. --- Ghost_Long_TMVA : We have found that in most high-energy physics applications the --- Ghost_Long_TMVA : avaliable degrees of freedom (training events) are sufficient to --- Ghost_Long_TMVA : constrain the weights of the relatively simple architectures required --- Ghost_Long_TMVA : to achieve good performance. Hence no overtraining should occur, and --- Ghost_Long_TMVA : the use of validation samples would only reduce the available training --- Ghost_Long_TMVA : information. However, if the perrormance on the training sample is --- Ghost_Long_TMVA : found to be significantly better than the one found with the inde- --- Ghost_Long_TMVA : pendent test sample, caution is needed. The results for these samples --- Ghost_Long_TMVA : are printed to standard output at the end of each training job. --- Ghost_Long_TMVA : --- Ghost_Long_TMVA : --- Performance tuning via configuration options: --- Ghost_Long_TMVA : --- Ghost_Long_TMVA : The hidden layer architecture for all ANNs is defined by the option --- Ghost_Long_TMVA : "HiddenLayers=N+1,N,...", where here the first hidden layer has N+1 --- Ghost_Long_TMVA : neurons and the second N neurons (and so on), and where N is the number --- Ghost_Long_TMVA : of input variables. Excessive numbers of hidden layers should be avoided, --- Ghost_Long_TMVA : in favour of more neurons in the first hidden layer. --- Ghost_Long_TMVA : --- Ghost_Long_TMVA : The number of cycles should be above 500. As said, if the number of --- Ghost_Long_TMVA : adjustable weights is small compared to the training sample size, --- Ghost_Long_TMVA : using a large number of training samples should not lead to overtraining. --- Ghost_Long_TMVA : --- Ghost_Long_TMVA : --- Ghost_Long_TMVA : ================================================================ --- Ghost_Long_TMVA : --- Norm : Preparing the transformation. --- TFHandler_Ghost_Long_TMVA: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Long_TMVA: Variable Mean RMS [ Min Max ] --- TFHandler_Ghost_Long_TMVA: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Long_TMVA: TrackP: -0.99504 0.016439 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: TrackPt: -0.99777 0.0091811 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: TrackChi2PerDof: -0.029844 0.43604 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: TrackNumDof: -0.11044 0.31168 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: TrackGhostProbability: 0.99734 0.046286 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: TrackFitMatchChi2: -0.78491 0.20401 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: TrackFitVeloChi2: -0.80525 0.14510 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: TrackFitVeloNDoF: -0.60664 0.26101 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: TrackFitTChi2: -0.64823 0.17043 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: TrackFitTNDoF: -0.13885 0.29240 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: RichUsedR1Gas: 0.64197 0.76673 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: RichUsedR2Gas: -0.017158 0.99985 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: RichAboveMuThres: 0.88239 0.47052 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: RichAboveKaThres: 0.37932 0.92527 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: RichDLLe: 0.64306 0.39170 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: RichDLLmu: 0.73235 0.41265 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: RichDLLk: 0.66700 0.39765 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: RichDLLp: 0.71049 0.40803 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: RichDLLbt: 0.77968 0.42459 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: MuonBkgLL: -0.79452 0.60683 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: MuonMuLL: -0.79433 0.60741 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: MuonIsMuon: -0.87442 0.48516 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: MuonNShared: -0.99113 0.039694 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: InAccMuon: 0.68683 0.72682 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: MuonIsLooseMuon: -0.79428 0.60755 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: EcalPIDe: 0.68425 0.71487 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: EcalPIDmu: 0.68971 0.71718 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: HcalPIDe: 0.59795 0.79277 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: HcalPIDmu: 0.59897 0.79327 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: PrsPIDe: 0.74229 0.65543 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: InAccBrem: 0.55931 0.82896 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: BremPIDe: 0.55124 0.82466 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: ---------------------------------------------------------------------------------------------------------------------------- --- Ghost_Long_TMVA : Begin training --- Ghost_Long_TMVA : Training Network --- Ghost_Long_TMVA : Inaccurate progress timing for MLP... --- Ghost_Long_TMVA : End of training --- Ghost_Long_TMVA : Elapsed time for training with 2700000 events: 1.02e+05 sec --- Ghost_Long_TMVA : Create MVA output for classification on training sample --- Ghost_Long_TMVA : Evaluation of Ghost_Long_TMVA on training sample (2700000 events) --- Ghost_Long_TMVA : Elapsed time for evaluation of 2700000 events: 46.5 sec --- Ghost_Long_TMVA : Creating weight file in xml format: ./GlobalPID_Ghost_Long_TMVA.weights.xml --- Ghost_Long_TMVA : Creating standalone response class: ./GlobalPID_Ghost_Long_TMVA.class.C --- Ghost_Long_TMVA : Write special histos to file: Long-Ghost-TMVA.root:/Method_MLP/Ghost_Long_TMVA --- Factory : Training finished --- Factory : --- Factory : Ranking input variables (method specific)... --- Ghost_Long_TMVA : Ranking result (top variable is best ranked) --- Ghost_Long_TMVA : ---------------------------------------------- --- Ghost_Long_TMVA : Rank : Variable : Importance --- Ghost_Long_TMVA : ---------------------------------------------- --- Ghost_Long_TMVA : 1 : RichDLLe : 2.879e+03 --- Ghost_Long_TMVA : 2 : PrsPIDe : 2.651e+03 --- Ghost_Long_TMVA : 3 : TrackP : 2.434e+03 --- Ghost_Long_TMVA : 4 : EcalPIDe : 1.282e+03 --- Ghost_Long_TMVA : 5 : EcalPIDmu : 1.250e+03 --- Ghost_Long_TMVA : 6 : RichDLLk : 9.329e+02 --- Ghost_Long_TMVA : 7 : RichAboveMuThres : 8.442e+02 --- Ghost_Long_TMVA : 8 : RichDLLbt : 7.735e+02 --- Ghost_Long_TMVA : 9 : MuonNShared : 7.594e+02 --- Ghost_Long_TMVA : 10 : RichDLLp : 6.733e+02 --- Ghost_Long_TMVA : 11 : TrackPt : 6.357e+02 --- Ghost_Long_TMVA : 12 : TrackFitVeloNDoF : 6.182e+02 --- Ghost_Long_TMVA : 13 : RichDLLmu : 5.325e+02 --- Ghost_Long_TMVA : 14 : RichAboveKaThres : 4.570e+02 --- Ghost_Long_TMVA : 15 : TrackFitTChi2 : 3.982e+02 --- Ghost_Long_TMVA : 16 : MuonIsMuon : 3.429e+02 --- Ghost_Long_TMVA : 17 : MuonBkgLL : 3.423e+02 --- Ghost_Long_TMVA : 18 : TrackFitMatchChi2 : 3.416e+02 --- Ghost_Long_TMVA : 19 : TrackGhostProbability : 3.390e+02 --- Ghost_Long_TMVA : 20 : HcalPIDmu : 3.251e+02 --- Ghost_Long_TMVA : 21 : RichUsedR1Gas : 3.207e+02 --- Ghost_Long_TMVA : 22 : HcalPIDe : 3.137e+02 --- Ghost_Long_TMVA : 23 : MuonMuLL : 3.123e+02 --- Ghost_Long_TMVA : 24 : InAccBrem : 3.083e+02 --- Ghost_Long_TMVA : 25 : TrackFitVeloChi2 : 2.852e+02 --- Ghost_Long_TMVA : 26 : TrackNumDof : 2.751e+02 --- Ghost_Long_TMVA : 27 : MuonIsLooseMuon : 2.528e+02 --- Ghost_Long_TMVA : 28 : BremPIDe : 2.522e+02 --- Ghost_Long_TMVA : 29 : RichUsedR2Gas : 2.474e+02 --- Ghost_Long_TMVA : 30 : TrackFitTNDoF : 1.913e+02 --- Ghost_Long_TMVA : 31 : InAccMuon : 1.895e+02 --- Ghost_Long_TMVA : 32 : TrackChi2PerDof : 4.630e+01 --- Ghost_Long_TMVA : ---------------------------------------------- --- Factory : --- Factory : === Destroy and recreate all methods via weight files for testing === --- Factory : --- MethodBase : Reading weight file: ./GlobalPID_Ghost_Long_TMVA.weights.xml --- Ghost_Long_TMVA : Read method "Ghost_Long_TMVA" of type "MLP" --- Ghost_Long_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Ghost_Long_TMVA : MVA method was trained with ROOT Version: 6.02/01 --- Ghost_Long_TMVA : Building Network --- Ghost_Long_TMVA : Initializing weights 2016-02-15 18:19:35 | Starting Testing... --- Factory : Test all methods... --- Factory : Test method: Ghost_Long_TMVA for Classification performance --- Ghost_Long_TMVA : Evaluation of Ghost_Long_TMVA on testing sample (1156937 events) --- Ghost_Long_TMVA : Elapsed time for evaluation of 1156937 events: 20.4 sec 2016-02-15 18:19:55 | Starting Evaluation... --- Factory : Evaluate all methods... --- Factory : Evaluate classifier: Ghost_Long_TMVA --- TFHandler_Ghost_Long_TMVA: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Long_TMVA: Variable Mean RMS [ Min Max ] --- TFHandler_Ghost_Long_TMVA: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Long_TMVA: TrackP: -0.99505 0.016367 [ -1.0000 1.0056 ] --- TFHandler_Ghost_Long_TMVA: TrackPt: -0.99777 0.0091678 [ -1.0000 1.0862 ] --- TFHandler_Ghost_Long_TMVA: TrackChi2PerDof: -0.029229 0.43635 [ -0.96931 0.99999 ] --- TFHandler_Ghost_Long_TMVA: TrackNumDof: -0.11151 0.31195 [ -1.0000 0.95745 ] --- TFHandler_Ghost_Long_TMVA: TrackGhostProbability: 0.99734 0.046216 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: TrackFitMatchChi2: -0.78473 0.20373 [ -0.99990 0.98045 ] --- TFHandler_Ghost_Long_TMVA: TrackFitVeloChi2: -0.80537 0.14498 [ -1.0000 0.83315 ] --- TFHandler_Ghost_Long_TMVA: TrackFitVeloNDoF: -0.60697 0.26090 [ -1.0000 0.85185 ] --- TFHandler_Ghost_Long_TMVA: TrackFitTChi2: -0.64866 0.17083 [ -0.99999 0.96085 ] --- TFHandler_Ghost_Long_TMVA: TrackFitTNDoF: -0.14001 0.29285 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: RichUsedR1Gas: 0.64242 0.76635 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: RichUsedR2Gas: -0.017945 0.99984 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: RichAboveMuThres: 0.88267 0.46999 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: RichAboveKaThres: 0.38009 0.92495 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: RichDLLe: 0.64328 0.39130 [ -1.0000 0.93896 ] --- TFHandler_Ghost_Long_TMVA: RichDLLmu: 0.73258 0.41223 [ -1.0000 0.97632 ] --- TFHandler_Ghost_Long_TMVA: RichDLLk: 0.66726 0.39725 [ -1.0000 0.96975 ] --- TFHandler_Ghost_Long_TMVA: RichDLLp: 0.71075 0.40762 [ -1.0000 0.98944 ] --- TFHandler_Ghost_Long_TMVA: RichDLLbt: 0.77997 0.42417 [ -1.0000 0.99961 ] --- TFHandler_Ghost_Long_TMVA: MuonBkgLL: -0.79610 0.60477 [ -1.0000 0.99999 ] --- TFHandler_Ghost_Long_TMVA: MuonMuLL: -0.79591 0.60534 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: MuonIsMuon: -0.87549 0.48323 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: MuonNShared: -0.99114 0.039772 [ -1.0000 0.24370 ] --- TFHandler_Ghost_Long_TMVA: InAccMuon: 0.68542 0.72815 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: MuonIsLooseMuon: -0.79586 0.60547 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: EcalPIDe: 0.68296 0.71612 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: EcalPIDmu: 0.68840 0.71844 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: HcalPIDe: 0.59633 0.79400 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: HcalPIDmu: 0.59734 0.79451 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: PrsPIDe: 0.74149 0.65634 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: InAccBrem: 0.55868 0.82939 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: BremPIDe: 0.55061 0.82509 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: ---------------------------------------------------------------------------------------------------------------------------- --- Ghost_Long_TMVA : Loop over test events and fill histograms with classifier response... --- Factory : Write evaluation histograms to file --- TFHandler_Ghost_Long_TMVA: Plot event variables for Ghost_Long_TMVA --- TFHandler_Ghost_Long_TMVA: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Long_TMVA: Variable Mean RMS [ Min Max ] --- TFHandler_Ghost_Long_TMVA: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Long_TMVA: TrackP: -0.99505 0.016367 [ -1.0000 1.0056 ] --- TFHandler_Ghost_Long_TMVA: TrackPt: -0.99777 0.0091678 [ -1.0000 1.0862 ] --- TFHandler_Ghost_Long_TMVA: TrackChi2PerDof: -0.029229 0.43635 [ -0.96931 0.99999 ] --- TFHandler_Ghost_Long_TMVA: TrackNumDof: -0.11151 0.31195 [ -1.0000 0.95745 ] --- TFHandler_Ghost_Long_TMVA: TrackGhostProbability: 0.99734 0.046216 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: TrackFitMatchChi2: -0.78473 0.20373 [ -0.99990 0.98045 ] --- TFHandler_Ghost_Long_TMVA: TrackFitVeloChi2: -0.80537 0.14498 [ -1.0000 0.83315 ] --- TFHandler_Ghost_Long_TMVA: TrackFitVeloNDoF: -0.60697 0.26090 [ -1.0000 0.85185 ] --- TFHandler_Ghost_Long_TMVA: TrackFitTChi2: -0.64866 0.17083 [ -0.99999 0.96085 ] --- TFHandler_Ghost_Long_TMVA: TrackFitTNDoF: -0.14001 0.29285 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: RichUsedR1Gas: 0.64242 0.76635 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: RichUsedR2Gas: -0.017945 0.99984 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: RichAboveMuThres: 0.88267 0.46999 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: RichAboveKaThres: 0.38009 0.92495 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: RichDLLe: 0.64328 0.39130 [ -1.0000 0.93896 ] --- TFHandler_Ghost_Long_TMVA: RichDLLmu: 0.73258 0.41223 [ -1.0000 0.97632 ] --- TFHandler_Ghost_Long_TMVA: RichDLLk: 0.66726 0.39725 [ -1.0000 0.96975 ] --- TFHandler_Ghost_Long_TMVA: RichDLLp: 0.71075 0.40762 [ -1.0000 0.98944 ] --- TFHandler_Ghost_Long_TMVA: RichDLLbt: 0.77997 0.42417 [ -1.0000 0.99961 ] --- TFHandler_Ghost_Long_TMVA: MuonBkgLL: -0.79610 0.60477 [ -1.0000 0.99999 ] --- TFHandler_Ghost_Long_TMVA: MuonMuLL: -0.79591 0.60534 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: MuonIsMuon: -0.87549 0.48323 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: MuonNShared: -0.99114 0.039772 [ -1.0000 0.24370 ] --- TFHandler_Ghost_Long_TMVA: InAccMuon: 0.68542 0.72815 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: MuonIsLooseMuon: -0.79586 0.60547 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: EcalPIDe: 0.68296 0.71612 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: EcalPIDmu: 0.68840 0.71844 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: HcalPIDe: 0.59633 0.79400 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: HcalPIDmu: 0.59734 0.79451 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: PrsPIDe: 0.74149 0.65634 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: InAccBrem: 0.55868 0.82939 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: BremPIDe: 0.55061 0.82509 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Long_TMVA: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Long_TMVA: --- TFHandler_Ghost_Long_TMVA: Will not produce scatter plots ==> --- TFHandler_Ghost_Long_TMVA: | The number of 32 input variables and 0 target values would require 496 two-dimensional --- TFHandler_Ghost_Long_TMVA: | histograms, which would occupy the computer's memory. Note that this --- TFHandler_Ghost_Long_TMVA: | suppression does not have any consequences for your analysis, other --- TFHandler_Ghost_Long_TMVA: | than not disposing of these scatter plots. You can modify the maximum --- TFHandler_Ghost_Long_TMVA: | number of input variables allowed to generate scatter plots in your --- TFHandler_Ghost_Long_TMVA: | script via the command line: --- TFHandler_Ghost_Long_TMVA: | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = ;" --- TFHandler_Ghost_Long_TMVA: --- TFHandler_Ghost_Long_TMVA: Some more output --- Tools : zero variances for variables (0, 3) --- Tools : zero variances for variables (0, 11) --- Tools : zero variances for variables (0, 12) --- Tools : zero variances for variables (0, 13) --- Tools : zero variances for variables (0, 14) --- Tools : zero variances for variables (0, 22) --- Tools : zero variances for variables (0, 24) --- Tools : zero variances for variables (0, 25) --- Tools : zero variances for variables (0, 31) --- Tools : zero variances for variables (3, 0) --- Tools : zero variances for variables (3, 11) --- Tools : zero variances for variables (3, 12) --- Tools : zero variances for variables (3, 13) --- Tools : zero variances for variables (3, 14) --- Tools : zero variances for variables (3, 22) --- Tools : zero variances for variables (3, 24) --- Tools : zero variances for variables (3, 25) --- Tools : zero variances for variables (3, 31) --- Tools : zero variances for variables (11, 0) --- Tools : zero variances for variables (11, 3) --- Tools : zero variances for variables (11, 12) --- Tools : zero variances for variables (11, 13) --- Tools : zero variances for variables (11, 14) --- Tools : zero variances for variables (11, 22) --- Tools : zero variances for variables (11, 24) --- Tools : zero variances for variables (11, 25) --- Tools : zero variances for variables (11, 31) --- Tools : zero variances for variables (12, 0) --- Tools : zero variances for variables (12, 3) --- Tools : zero variances for variables (12, 11) --- Tools : zero variances for variables (12, 13) --- Tools : zero variances for variables (12, 14) --- Tools : zero variances for variables (12, 22) --- Tools : zero variances for variables (12, 24) --- Tools : zero variances for variables (12, 25) --- Tools : zero variances for variables (12, 31) --- Tools : zero variances for variables (13, 0) --- Tools : zero variances for variables (13, 3) --- Tools : zero variances for variables (13, 11) --- Tools : zero variances for variables (13, 12) --- Tools : zero variances for variables (13, 14) --- Tools : zero variances for variables (13, 22) --- Tools : zero variances for variables (13, 24) --- Tools : zero variances for variables (13, 25) --- Tools : zero variances for variables (13, 31) --- Tools : zero variances for variables (14, 0) --- Tools : zero variances for variables (14, 3) --- Tools : zero variances for variables (14, 11) --- Tools : zero variances for variables (14, 12) --- Tools : zero variances for variables (14, 13) --- Tools : zero variances for variables (14, 22) --- Tools : zero variances for variables (14, 24) --- Tools : zero variances for variables (14, 25) --- Tools : zero variances for variables (14, 31) --- Tools : zero variances for variables (22, 0) --- Tools : zero variances for variables (22, 3) --- Tools : zero variances for variables (22, 11) --- Tools : zero variances for variables (22, 12) --- Tools : zero variances for variables (22, 13) --- Tools : zero variances for variables (22, 14) --- Tools : zero variances for variables (22, 24) --- Tools : zero variances for variables (22, 25) --- Tools : zero variances for variables (22, 31) --- Tools : zero variances for variables (24, 0) --- Tools : zero variances for variables (24, 3) --- Tools : zero variances for variables (24, 11) --- Tools : zero variances for variables (24, 12) --- Tools : zero variances for variables (24, 13) --- Tools : zero variances for variables (24, 14) --- Tools : zero variances for variables (24, 22) --- Tools : zero variances for variables (24, 25) --- Tools : zero variances for variables (24, 31) --- Tools : zero variances for variables (25, 0) --- Tools : zero variances for variables (25, 3) --- Tools : zero variances for variables (25, 11) --- Tools : zero variances for variables (25, 12) --- Tools : zero variances for variables (25, 13) --- Tools : zero variances for variables (25, 14) --- Tools : zero variances for variables (25, 22) --- Tools : zero variances for variables (25, 24) --- Tools : zero variances for variables (25, 31) --- Tools : zero variances for variables (31, 0) --- Tools : zero variances for variables (31, 3) --- Tools : zero variances for variables (31, 11) --- Tools : zero variances for variables (31, 12) --- Tools : zero variances for variables (31, 13) --- Tools : zero variances for variables (31, 14) --- Tools : zero variances for variables (31, 22) --- Tools : zero variances for variables (31, 24) --- Tools : zero variances for variables (31, 25) --- Tools : zero variances for variables (0, 13) --- Tools : zero variances for variables (13, 0) --- Factory : Correlations between input variables and MVA response (signal): --- Factory : -------------------------------- --- Factory : Ghost_Long_TMVA --- Factory : TrackP: +0.024 --- Factory : TrackPt: +0.050 --- Factory : TrackChi2PerDof: +0.000 --- Factory : TrackNumDof: -0.441 --- Factory : TrackGhostProbability: -0.003 --- Factory : TrackFitMatchChi2: +0.106 --- Factory : TrackFitVeloChi2: -0.021 --- Factory : TrackFitVeloNDoF: -0.175 --- Factory : TrackFitTChi2: +0.070 --- Factory : TrackFitTNDoF: -0.293 --- Factory : RichUsedR1Gas: +0.000 --- Factory : RichUsedR2Gas: +0.000 --- Factory : RichAboveMuThres: +0.000 --- Factory : RichAboveKaThres: +0.000 --- Factory : RichDLLe: -0.059 --- Factory : RichDLLmu: -0.061 --- Factory : RichDLLk: -0.055 --- Factory : RichDLLp: -0.053 --- Factory : RichDLLbt: -0.051 --- Factory : MuonBkgLL: -0.009 --- Factory : MuonMuLL: -0.009 --- Factory : MuonIsMuon: +0.000 --- Factory : MuonNShared: +0.017 --- Factory : InAccMuon: +0.000 --- Factory : MuonIsLooseMuon: +0.000 --- Factory : EcalPIDe: +0.101 --- Factory : EcalPIDmu: +0.102 --- Factory : HcalPIDe: +0.094 --- Factory : HcalPIDmu: +0.093 --- Factory : PrsPIDe: +0.089 --- Factory : InAccBrem: +0.000 --- Factory : BremPIDe: +0.070 --- Factory : -------------------------------- --- Factory : --- Factory : Correlations between input variables and MVA response (background): --- Factory : -------------------------------- --- Factory : Ghost_Long_TMVA --- Factory : TrackP: -0.059 --- Factory : TrackPt: -0.113 --- Factory : TrackChi2PerDof: +0.606 --- Factory : TrackNumDof: -0.227 --- Factory : TrackGhostProbability: -0.005 --- Factory : TrackFitMatchChi2: +0.552 --- Factory : TrackFitVeloChi2: -0.064 --- Factory : TrackFitVeloNDoF: -0.162 --- Factory : TrackFitTChi2: +0.108 --- Factory : TrackFitTNDoF: -0.113 --- Factory : RichUsedR1Gas: -0.135 --- Factory : RichUsedR2Gas: -0.063 --- Factory : RichAboveMuThres: +0.000 --- Factory : RichAboveKaThres: -0.229 --- Factory : RichDLLe: -0.171 --- Factory : RichDLLmu: -0.180 --- Factory : RichDLLk: -0.172 --- Factory : RichDLLp: -0.172 --- Factory : RichDLLbt: -0.175 --- Factory : MuonBkgLL: +0.020 --- Factory : MuonMuLL: +0.020 --- Factory : MuonIsMuon: +0.015 --- Factory : MuonNShared: +0.038 --- Factory : InAccMuon: -0.052 --- Factory : MuonIsLooseMuon: +0.020 --- Factory : EcalPIDe: -0.011 --- Factory : EcalPIDmu: -0.011 --- Factory : HcalPIDe: -0.015 --- Factory : HcalPIDmu: -0.015 --- Factory : PrsPIDe: -0.020 --- Factory : InAccBrem: -0.139 --- Factory : BremPIDe: -0.139 --- Factory : -------------------------------- --- Factory : --- Factory : The following "overlap" matrices contain the fraction of events for which --- Factory : the MVAs 'i' and 'j' have returned conform answers about "signal-likeness" --- Factory : An event is signal-like, if its MVA output exceeds the following value: --- Factory : --------------------------------- --- Factory : Method: Cut value: --- Factory : --------------------------------- --- Factory : Ghost_Long_TMVA: +0.348 --- Factory : --------------------------------- --- Factory : which correspond to the working point: eff(signal) = 1 - eff(background) --- Factory : --- Factory : Evaluation results ranked by best signal efficiency and purity (area) --- Factory : -------------------------------------------------------------------------------- --- Factory : MVA Signal efficiency at bkg eff.(error): | Sepa- Signifi- --- Factory : Method: @B=0.01 @B=0.10 @B=0.30 ROC-integ. | ration: cance: --- Factory : -------------------------------------------------------------------------------- --- Factory : Ghost_Long_TMVA: 0.718(00) 0.935(00) 0.982(00) 0.975 | 0.766 2.507 --- Factory : -------------------------------------------------------------------------------- --- Factory : --- Factory : Testing efficiency compared to training efficiency (overtraining check) --- Factory : -------------------------------------------------------------------------------- --- Factory : MVA Signal efficiency: from test sample (from training sample) --- Factory : Method: @B=0.01 @B=0.10 @B=0.30 --- Factory : -------------------------------------------------------------------------------- --- Factory : Ghost_Long_TMVA: 0.718 (0.718) 0.935 (0.936) 0.982 (0.982) --- Factory : -------------------------------------------------------------------------------- --- Factory : --- Dataset:Default : Created tree 'TestTree' with 1156937 events --- Dataset:Default : Created tree 'TrainTree' with 2700000 events --- Factory : --- Factory : Thank you for using TMVA! --- Factory : For citation information, please visit: http://tmva.sf.net/citeTMVA.html 2016-02-15 18:32:50 | ... Complete :) 2016-02-15 18:32:50 | Finished... 2016-02-15 18:33:03 | Cache directory = '/var/work/jonesc/ANNPID-DataCache' Warning in : class pair found in libEventPackerDict.so is already in libPhysEventDict.so 2016-02-15 18:33:15 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Long/GlobalPID_Ghost_Long_ANN.txt 2016-02-15 18:33:15 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Long/train-config.txt 2016-02-15 18:33:15 | Particle type = Ghost 2016-02-15 18:33:15 | Background types = All 2016-02-15 18:33:15 | Training Mix = NaturalMix 2016-02-15 18:33:15 | Track type = Long 2016-02-15 18:33:15 | Track PresSel = NoTrackPreSelection.txt 2016-02-15 18:33:15 | Network type = TMVA 2016-02-15 18:33:15 | Ghost treatment = Ghosts Ghosts 2016-02-15 18:33:15 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2016-02-15 18:33:15 | Reweighting = ReweightRICH2 2016-02-15 18:33:15 | Output file = GlobalPID_Ghost_Long_TMVA.weights.xml 2016-02-15 18:33:15 | Skipping input #TrackCloneDist 2016-02-15 18:33:15 | Skipping input #RichAboveElThres 2016-02-15 18:33:15 | Skipping input #RichAbovePiThres 2016-02-15 18:33:15 | Skipping input #RichAbovePrThres 2016-02-15 18:33:15 | Creating selection from 'NoTrackPreSelection.txt' 2016-02-15 18:33:15 | -> # very very loose. Essentially no cuts 2016-02-15 18:33:15 | -> TrackP > 0 2016-02-15 18:33:15 | -> TrackPt > 0 2016-02-15 18:33:15 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-15 18:33:15 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-15 18:33:15 | Training sample size (excluding ghosts) = 1800000 2016-02-15 18:33:15 | Evaluation sample size = 10000000 2016-02-15 18:33:15 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Long/MVA.txt 2016-02-15 18:33:15 | -> NBTASK = CLA 2016-02-15 18:33:15 | -> NBMOM = 0.0 2016-02-15 18:33:15 | -> NBREG = ALL 2016-02-15 18:33:15 | -> TMVAVALIDATIONFRAC = 0.3 2016-02-15 18:33:15 | -> TMVATESTFRAC = 0.3 2016-02-15 18:33:15 | -> MaxTrainSizeFactor = 1.5 2016-02-15 18:33:15 | -> HiddenLayerScaleFactor = 1.4 2016-02-15 18:33:15 | -> GhostAcceptFraction = 1.0 2016-02-15 18:33:15 | -> KaonAcceptFraction = 1.0 2016-02-15 18:33:15 | -> ProtonAcceptFraction = 1.0 2016-02-15 18:33:15 | -> ReuseTrainingFiles = 0 2016-02-15 18:33:15 | -> TrainingYear = MC12 2016-02-15 18:33:15 | -> TMVAMETHOD = MLP 2016-02-15 18:33:15 | -> TMVAUSEREGULATOR = false 2016-02-15 18:33:15 | -> TMVAMLPNCYCLES = 750 2016-02-15 18:33:15 | -> TMVAVARTRANSFORM = Norm 2016-02-15 18:33:15 | -> TMVAMLPNEURONTYPE = tanh 2016-02-15 18:33:15 | -> TMVAMLPMETHOD = BP 2016-02-15 18:33:15 | -> TMVAMLPESTIMATORTYPE = CE 2016-02-15 18:33:15 | -> TMVAMLPCONVIMPROVE = 1e-16 2016-02-15 18:33:15 | -> TMVAMLPCONVTEST = 15 2016-02-15 18:33:15 | -> TMVABDTBOOSTTYPE = AdaBoost 2016-02-15 18:33:15 | -> TMVABDTNTREES = 800 2016-02-15 18:33:15 | -> TMVABDTPRUNEMETHOD = CostComplexity 2016-02-15 18:33:15 | -> TMVABDTMAXTREEDEPTH = 3 2016-02-15 18:33:15 | Reading Parameters file = Eval.txt 2016-02-15 18:33:15 | -> EVALMODE = EvalWithPreSel 2016-02-15 18:33:15 | -> EVALDATA = Mixture 2016-02-15 18:33:15 | -> EVALYEAR = MC12 2016-02-15 18:33:15 | Node layer two scale = 1.4 2016-02-15 18:33:15 | Input layer has 33 nodes, hidden layer has 44 nodes 2016-02-15 18:33:15 | Ghost Accept Fraction = 1 2016-02-15 18:33:15 | Proton Accept Fraction = 1 2016-02-15 18:33:15 | Kaon Accept Fraction = 1 2016-02-15 18:33:15 | Max Training sample size (with ghosts) = 2700000 2016-02-15 18:33:15 | Training data year = MC12 2016-02-15 18:33:15 | Evaluation data year = MC12 2016-02-15 18:33:15 | Creating training MC12 RICH2 reweighting selection 2016-02-15 18:33:15 | Input Data file = TrainingFiles-Mixture.txt 2016-02-15 18:33:15 | Using 4496 data files 2016-02-15 18:33:15 | Training Datafile Selection hash = 559276767101072260 2016-02-15 18:33:15 | Using training file (1/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKKPi0/ANNPID.75.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:33:15 | -> Pre-selected 47769 entries from 47769 ( 100 % ) 2016-02-15 18:33:17 | -> Selected 47769 entries ( 100 % ). Overall 31239 ( 1.7355 % ) of required 1800000 non-ghost training entries. 2016-02-15 18:33:17 | Using training file (2/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.32.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:33:18 | -> Pre-selected 121828 entries from 121828 ( 100 % ) 2016-02-15 18:33:22 | -> Selected 121828 entries ( 100 % ). Overall 106037 ( 5.89094 % ) of required 1800000 non-ghost training entries. 2016-02-15 18:33:22 | Using training file (3/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbLcKa/ANNPID.65.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:33:23 | -> Pre-selected 459659 entries from 459659 ( 100 % ) 2016-02-15 18:33:41 | -> Selected 459659 entries ( 100 % ). Overall 384773 ( 21.3763 % ) of required 1800000 non-ghost training entries. 2016-02-15 18:33:41 | Using training file (4/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKaPhi/ANNPID.11.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:33:41 | -> Pre-selected 112661 entries from 112661 ( 100 % ) 2016-02-15 18:33:45 | -> Selected 112661 entries ( 100 % ). Overall 453995 ( 25.2219 % ) of required 1800000 non-ghost training entries. 2016-02-15 18:33:45 | Using training file (5/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiPi/ANNPID.32.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:33:46 | -> Pre-selected 306385 entries from 306385 ( 100 % ) 2016-02-15 18:33:58 | -> Selected 306385 entries ( 100 % ). Overall 649401 ( 36.0778 % ) of required 1800000 non-ghost training entries. 2016-02-15 18:33:58 | Using training file (6/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.148.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:33:59 | -> Pre-selected 290153 entries from 290153 ( 100 % ) 2016-02-15 18:34:10 | -> Selected 290153 entries ( 100 % ). Overall 830912 ( 46.1618 % ) of required 1800000 non-ghost training entries. 2016-02-15 18:34:10 | Using training file (7/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.32.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:34:10 | -> Pre-selected 231820 entries from 231820 ( 100 % ) 2016-02-15 18:34:19 | -> Selected 231820 entries ( 100 % ). Overall 975706 ( 54.2059 % ) of required 1800000 non-ghost training entries. 2016-02-15 18:34:19 | Using training file (8/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.26.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:34:20 | -> Pre-selected 409068 entries from 409068 ( 100 % ) 2016-02-15 18:34:36 | -> Selected 409068 entries ( 100 % ). Overall 1234845 ( 68.6025 % ) of required 1800000 non-ghost training entries. 2016-02-15 18:34:36 | Using training file (9/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbLcKa/ANNPID.44.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:34:37 | -> Pre-selected 111792 entries from 111792 ( 100 % ) 2016-02-15 18:34:41 | -> Selected 111792 entries ( 100 % ). Overall 1303360 ( 72.4089 % ) of required 1800000 non-ghost training entries. 2016-02-15 18:34:41 | Using training file (10/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiKstar/ANNPID.52.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:34:41 | -> Pre-selected 238975 entries from 238975 ( 100 % ) 2016-02-15 18:34:50 | -> Selected 238975 entries ( 100 % ). Overall 1453853 ( 80.7696 % ) of required 1800000 non-ghost training entries. 2016-02-15 18:34:50 | Using training file (11/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.258.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:34:51 | -> Pre-selected 482546 entries from 482546 ( 100 % ) 2016-02-15 18:35:07 | -> Selected 369890 entries ( 76.6538 % ). Overall 1680914 ( 93.3841 % ) of required 1800000 non-ghost training entries. 2016-02-15 18:35:07 | Considered 2700000 tracks for input to MVA training 2016-02-15 18:35:07 | Sel. Eff. = 100% 2016-02-15 18:35:07 | Selected 2700000/0 tracks for input to MVA training/testing 2016-02-15 18:35:07 | Ghost percentage = 37.7439% 2016-02-15 18:35:07 | Electron percentage = 0.427333% 2016-02-15 18:35:07 | Muon percentage = 1.09052% 2016-02-15 18:35:07 | Pion percentage = 49.449% 2016-02-15 18:35:07 | Kaon percentage = 7.38389% 2016-02-15 18:35:07 | Unknown Particle type 411 2016-02-15 18:35:07 | percentage = 0.000111111% 2016-02-15 18:35:07 | Unknown Particle type 431 2016-02-15 18:35:07 | percentage = 0.000111111% 2016-02-15 18:35:07 | Unknown Particle type 521 2016-02-15 18:35:07 | percentage = 7.40741e-05% 2016-02-15 18:35:07 | Proton percentage = 3.88481% 2016-02-15 18:35:07 | Unknown Particle type 3112 2016-02-15 18:35:07 | percentage = 0.0042963% 2016-02-15 18:35:07 | Unknown Particle type 3222 2016-02-15 18:35:07 | percentage = 0.0142593% 2016-02-15 18:35:07 | Unknown Particle type 3312 2016-02-15 18:35:07 | percentage = 0.00162963% 2016-02-15 18:35:07 | Created Plots directory Long-Ghost-evaluation.root:/TrainMixture/EvalMC12Mixture/EvalWithPreSel 2016-02-15 18:35:07 | Making plots for input BremPIDe 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.0100 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.0250 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.0500 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.0750 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.1000 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.1250 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.1500 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.1750 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.2000 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.3000 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.3500 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.4000 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.4500 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.5000 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.6000 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.7000 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.8000 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.9000 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.9500 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.9750 2016-02-15 18:35:07 | Creating ROOT directory MVAcut0.9900 2016-02-15 18:35:07 | Creating ROOT directory DLLcut-8.0000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut-7.0000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut-6.0000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut-5.5000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut-5.0000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut-4.5000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut-4.0000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut-3.5000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut-3.0000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut-2.5000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut-2.0000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut-1.5000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut-1.0000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut-0.5000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut0.0000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut0.5000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut1.0000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut1.5000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut2.0000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut2.5000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut3.0000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut3.5000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut4.0000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut4.5000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut5.0000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut5.5000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut6.0000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut7.0000 2016-02-15 18:35:07 | Creating ROOT directory DLLcut8.0000 2016-02-15 18:35:07 | Making plots for input EcalPIDe 2016-02-15 18:35:07 | Making plots for input EcalPIDmu 2016-02-15 18:35:07 | Making plots for input HcalPIDe 2016-02-15 18:35:07 | Making plots for input HcalPIDmu 2016-02-15 18:35:07 | Making plots for input InAccBrem 2016-02-15 18:35:07 | Making plots for input InAccMuon 2016-02-15 18:35:07 | Making plots for input MuonBkgLL 2016-02-15 18:35:07 | Making plots for input MuonIsLooseMuon 2016-02-15 18:35:07 | Making plots for input MuonIsMuon 2016-02-15 18:35:07 | Making plots for input MuonMuLL 2016-02-15 18:35:07 | Making plots for input MuonNShared 2016-02-15 18:35:07 | Making plots for input PrsPIDe 2016-02-15 18:35:07 | Making plots for input RichAboveKaThres 2016-02-15 18:35:07 | Making plots for input RichAboveMuThres 2016-02-15 18:35:07 | Making plots for input RichDLLbt 2016-02-15 18:35:07 | Making plots for input RichDLLe 2016-02-15 18:35:07 | Making plots for input RichDLLk 2016-02-15 18:35:07 | Making plots for input RichDLLmu 2016-02-15 18:35:07 | Making plots for input RichDLLp 2016-02-15 18:35:07 | Making plots for input RichUsedR1Gas 2016-02-15 18:35:07 | Making plots for input RichUsedR2Gas 2016-02-15 18:35:07 | Making plots for input TrackChi2PerDof 2016-02-15 18:35:07 | Making plots for input TrackFitMatchChi2 2016-02-15 18:35:07 | Making plots for input TrackFitTChi2 2016-02-15 18:35:07 | Making plots for input TrackFitTNDoF 2016-02-15 18:35:07 | Making plots for input TrackFitVeloChi2 2016-02-15 18:35:07 | Making plots for input TrackFitVeloNDoF 2016-02-15 18:35:07 | Making plots for input TrackGhostProbability 2016-02-15 18:35:07 | Making plots for input TrackLikelihood 2016-02-15 18:35:07 | Making plots for input TrackNumDof 2016-02-15 18:35:07 | Making plots for input TrackP 2016-02-15 18:35:07 | Making plots for input TrackPt --- Reader : Booking "MLP" of type "MLP" from GlobalPID_Ghost_Long_TMVA.weights.xml. --- MethodBase : Reading weight file: GlobalPID_Ghost_Long_TMVA.weights.xml --- Ghost_Long_TMVA : Read method "Ghost_Long_TMVA" of type "MLP" --- Ghost_Long_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Ghost_Long_TMVA : MVA method was trained with ROOT Version: 6.02/01 --- DataSetInfo : Added class "Background" with internal class number 0 --- DataSetInfo : Added class "Signal" with internal class number 1 --- Ghost_Long_TMVA : Building Network --- Ghost_Long_TMVA : Initializing weights --- Reader : Booked classifier "Ghost_Long_TMVA" of type: "MLP" 2016-02-15 18:35:07 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-15 18:35:07 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-15 18:35:07 | Evaluation mode 'EvalWithPreSel' 2016-02-15 18:35:07 | Will apply all track pre-selections during evaluation 2016-02-15 18:35:07 | Creating evaluation MC12 RICH2 reweighting selection 2016-02-15 18:35:07 | Evaluation Datafile Selection hash = 559276767101072260 2016-02-15 18:35:08 | Using evaluation file (12/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKK/ANNPID.31.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:35:08 | -> Pre-selected 416009 entries from 416009 ( 100 % ) 2016-02-15 18:40:15 | -> Selected 416009 entries ( 100 % ). Overall 416009 ( 4.16009 % ) of required 10000000 entries. 2016-02-15 18:40:15 | Using evaluation file (13/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiX/ANNPID.139.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:40:15 | -> Pre-selected 106811 entries from 106811 ( 100 % ) 2016-02-15 18:41:33 | -> Selected 106811 entries ( 100 % ). Overall 522820 ( 5.2282 % ) of required 10000000 entries. 2016-02-15 18:41:33 | Using evaluation file (14/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.5.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:41:33 | -> Pre-selected 283267 entries from 283267 ( 100 % ) 2016-02-15 18:45:08 | -> Selected 283267 entries ( 100 % ). Overall 806087 ( 8.06087 % ) of required 10000000 entries. 2016-02-15 18:45:08 | Using evaluation file (15/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.143.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:45:08 | -> Pre-selected 74198 entries from 74198 ( 100 % ) 2016-02-15 18:46:03 | -> Selected 74198 entries ( 100 % ). Overall 880285 ( 8.80285 % ) of required 10000000 entries. 2016-02-15 18:46:03 | Using evaluation file (16/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.231.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:46:04 | -> Pre-selected 475627 entries from 475627 ( 100 % ) 2016-02-15 18:51:56 | -> Selected 475627 entries ( 100 % ). Overall 1355912 ( 13.5591 % ) of required 10000000 entries. 2016-02-15 18:51:56 | Using evaluation file (17/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.61.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:51:57 | -> Pre-selected 20314 entries from 20314 ( 100 % ) 2016-02-15 18:52:13 | -> Selected 20314 entries ( 100 % ). Overall 1376226 ( 13.7623 % ) of required 10000000 entries. 2016-02-15 18:52:13 | Using evaluation file (18/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-SigmaPmumu/ANNPID.110.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:52:13 | -> Pre-selected 94992 entries from 94992 ( 100 % ) 2016-02-15 18:53:24 | -> Selected 94992 entries ( 100 % ). Overall 1471218 ( 14.7122 % ) of required 10000000 entries. 2016-02-15 18:53:24 | Using evaluation file (19/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BsJPsiX/ANNPID.69.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:53:24 | -> Pre-selected 272882 entries from 272882 ( 100 % ) 2016-02-15 18:56:53 | -> Selected 272882 entries ( 100 % ). Overall 1744100 ( 17.441 % ) of required 10000000 entries. 2016-02-15 18:56:53 | Using evaluation file (20/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.84.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:56:53 | -> Pre-selected 227396 entries from 227396 ( 100 % ) 2016-02-15 18:59:48 | -> Selected 227396 entries ( 100 % ). Overall 1971496 ( 19.715 % ) of required 10000000 entries. 2016-02-15 18:59:48 | Using evaluation file (21/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-Zgee40GeV/ANNPID.16.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 18:59:48 | -> Pre-selected 273470 entries from 273470 ( 100 % ) 2016-02-15 19:03:15 | -> Selected 273470 entries ( 100 % ). Overall 2244966 ( 22.4497 % ) of required 10000000 entries. 2016-02-15 19:03:15 | Using evaluation file (22/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.141.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:03:16 | -> Pre-selected 97992 entries from 97992 ( 100 % ) 2016-02-15 19:04:25 | -> Selected 97992 entries ( 100 % ). Overall 2342958 ( 23.4296 % ) of required 10000000 entries. 2016-02-15 19:04:25 | Using evaluation file (23/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.24.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:04:25 | -> Pre-selected 296396 entries from 296396 ( 100 % ) 2016-02-15 19:07:42 | -> Selected 296396 entries ( 100 % ). Overall 2639354 ( 26.3935 % ) of required 10000000 entries. 2016-02-15 19:07:42 | Using evaluation file (24/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKKPi0/ANNPID.149.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:07:42 | -> Pre-selected 125443 entries from 125443 ( 100 % ) 2016-02-15 19:09:05 | -> Selected 125443 entries ( 100 % ). Overall 2764797 ( 27.648 % ) of required 10000000 entries. 2016-02-15 19:09:05 | Using evaluation file (25/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.39.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:09:05 | -> Pre-selected 390615 entries from 390615 ( 100 % ) 2016-02-15 19:13:20 | -> Selected 390615 entries ( 100 % ). Overall 3155412 ( 31.5541 % ) of required 10000000 entries. 2016-02-15 19:13:20 | Using evaluation file (26/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.203.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:13:20 | -> Pre-selected 289044 entries from 289044 ( 100 % ) 2016-02-15 19:16:31 | -> Selected 289044 entries ( 100 % ). Overall 3444456 ( 34.4446 % ) of required 10000000 entries. 2016-02-15 19:16:31 | Using evaluation file (27/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.56.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:16:32 | -> Pre-selected 446317 entries from 446317 ( 100 % ) 2016-02-15 19:23:22 | -> Selected 446317 entries ( 100 % ). Overall 3890773 ( 38.9077 % ) of required 10000000 entries. 2016-02-15 19:23:22 | Using evaluation file (28/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Bs4mu/ANNPID.33.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:23:22 | -> Pre-selected 199147 entries from 199147 ( 100 % ) 2016-02-15 19:27:24 | -> Selected 199147 entries ( 100 % ). Overall 4089920 ( 40.8992 % ) of required 10000000 entries. 2016-02-15 19:27:24 | Using evaluation file (29/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ks4mu/ANNPID.3.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:27:24 | -> Pre-selected 50542 entries from 50542 ( 100 % ) 2016-02-15 19:28:25 | -> Selected 50542 entries ( 100 % ). Overall 4140462 ( 41.4046 % ) of required 10000000 entries. 2016-02-15 19:28:25 | Using evaluation file (30/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdKstarmumu/ANNPID.30.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:28:25 | -> Pre-selected 72808 entries from 72808 ( 100 % ) 2016-02-15 19:29:37 | -> Selected 72808 entries ( 100 % ). Overall 4213270 ( 42.1327 % ) of required 10000000 entries. 2016-02-15 19:29:37 | Using evaluation file (31/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-SigmaPmumu/ANNPID.50.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:29:37 | -> Pre-selected 116340 entries from 116340 ( 100 % ) 2016-02-15 19:30:53 | -> Selected 116340 entries ( 100 % ). Overall 4329610 ( 43.2961 % ) of required 10000000 entries. 2016-02-15 19:30:53 | Using evaluation file (32/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPPi/ANNPID.33.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:30:54 | -> Pre-selected 319894 entries from 319894 ( 100 % ) 2016-02-15 19:34:21 | -> Selected 319894 entries ( 100 % ). Overall 4649504 ( 46.495 % ) of required 10000000 entries. 2016-02-15 19:34:22 | Using evaluation file (33/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Bd4mu/ANNPID.28.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:34:22 | -> Pre-selected 51668 entries from 51668 ( 100 % ) 2016-02-15 19:34:56 | -> Selected 51668 entries ( 100 % ). Overall 4701172 ( 47.0117 % ) of required 10000000 entries. 2016-02-15 19:34:56 | Using evaluation file (34/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.200.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:34:56 | -> Pre-selected 117123 entries from 117123 ( 100 % ) 2016-02-15 19:36:12 | -> Selected 117123 entries ( 100 % ). Overall 4818295 ( 48.1829 % ) of required 10000000 entries. 2016-02-15 19:36:12 | Using evaluation file (35/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.126.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:36:13 | -> Pre-selected 344415 entries from 344415 ( 100 % ) 2016-02-15 19:39:54 | -> Selected 344415 entries ( 100 % ). Overall 5162710 ( 51.6271 % ) of required 10000000 entries. 2016-02-15 19:39:54 | Using evaluation file (36/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ks4mu/ANNPID.13.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:39:54 | -> Pre-selected 12651 entries from 12651 ( 100 % ) 2016-02-15 19:40:03 | -> Selected 12651 entries ( 100 % ). Overall 5175361 ( 51.7536 % ) of required 10000000 entries. 2016-02-15 19:40:03 | Using evaluation file (37/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiX/ANNPID.78.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:40:03 | -> Pre-selected 55482 entries from 55482 ( 100 % ) 2016-02-15 19:40:40 | -> Selected 55482 entries ( 100 % ). Overall 5230843 ( 52.3084 % ) of required 10000000 entries. 2016-02-15 19:40:40 | Using evaluation file (38/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ksmumu/ANNPID.261.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:40:40 | -> Pre-selected 846 entries from 846 ( 100 % ) 2016-02-15 19:40:40 | -> Selected 846 entries ( 100 % ). Overall 5231689 ( 52.3169 % ) of required 10000000 entries. 2016-02-15 19:40:40 | Using evaluation file (39/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.153.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:40:40 | -> Pre-selected 80516 entries from 80516 ( 100 % ) 2016-02-15 19:41:34 | -> Selected 80516 entries ( 100 % ). Overall 5312205 ( 53.1221 % ) of required 10000000 entries. 2016-02-15 19:41:34 | Using evaluation file (40/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.294.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:41:34 | -> Pre-selected 319093 entries from 319093 ( 100 % ) 2016-02-15 19:45:02 | -> Selected 319093 entries ( 100 % ). Overall 5631298 ( 56.313 % ) of required 10000000 entries. 2016-02-15 19:45:02 | Using evaluation file (41/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.172.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:45:03 | -> Pre-selected 353843 entries from 353843 ( 100 % ) 2016-02-15 19:48:56 | -> Selected 353843 entries ( 100 % ). Overall 5985141 ( 59.8514 % ) of required 10000000 entries. 2016-02-15 19:48:56 | Using evaluation file (42/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuKee/ANNPID.56.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:48:56 | -> Pre-selected 233301 entries from 233301 ( 100 % ) 2016-02-15 19:51:31 | -> Selected 233301 entries ( 100 % ). Overall 6218442 ( 62.1844 % ) of required 10000000 entries. 2016-02-15 19:51:31 | Using evaluation file (43/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ksmumu/ANNPID.58.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:51:31 | -> Pre-selected 61601 entries from 61601 ( 100 % ) 2016-02-15 19:52:12 | -> Selected 61601 entries ( 100 % ). Overall 6280043 ( 62.8004 % ) of required 10000000 entries. 2016-02-15 19:52:12 | Using evaluation file (44/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKK/ANNPID.54.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:52:13 | -> Pre-selected 301949 entries from 301949 ( 100 % ) 2016-02-15 19:55:32 | -> Selected 301949 entries ( 100 % ). Overall 6581992 ( 65.8199 % ) of required 10000000 entries. 2016-02-15 19:55:32 | Using evaluation file (45/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.43.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:55:32 | -> Pre-selected 82576 entries from 82576 ( 100 % ) 2016-02-15 19:56:26 | -> Selected 82576 entries ( 100 % ). Overall 6664568 ( 66.6457 % ) of required 10000000 entries. 2016-02-15 19:56:26 | Using evaluation file (46/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKaMuMu/ANNPID.36.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:56:27 | -> Pre-selected 279177 entries from 279177 ( 100 % ) 2016-02-15 19:59:33 | -> Selected 279177 entries ( 100 % ). Overall 6943745 ( 69.4374 % ) of required 10000000 entries. 2016-02-15 19:59:33 | Using evaluation file (47/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPPi/ANNPID.40.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 19:59:34 | -> Pre-selected 427282 entries from 427282 ( 100 % ) 2016-02-15 20:04:15 | -> Selected 427282 entries ( 100 % ). Overall 7371027 ( 73.7103 % ) of required 10000000 entries. 2016-02-15 20:04:15 | Using evaluation file (48/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiK/ANNPID.2.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:04:15 | -> Pre-selected 98444 entries from 98444 ( 100 % ) 2016-02-15 20:05:21 | -> Selected 98444 entries ( 100 % ). Overall 7469471 ( 74.6947 % ) of required 10000000 entries. 2016-02-15 20:05:21 | Using evaluation file (49/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.25.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:05:21 | -> Pre-selected 259218 entries from 259218 ( 100 % ) 2016-02-15 20:08:11 | -> Selected 259218 entries ( 100 % ). Overall 7728689 ( 77.2869 % ) of required 10000000 entries. 2016-02-15 20:08:11 | Using evaluation file (50/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.289.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:08:11 | -> Pre-selected 324829 entries from 324829 ( 100 % ) 2016-02-15 20:11:43 | -> Selected 324829 entries ( 100 % ). Overall 8053518 ( 80.5352 % ) of required 10000000 entries. 2016-02-15 20:11:43 | Using evaluation file (51/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdKstarmumu/ANNPID.15.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:11:43 | -> Pre-selected 103453 entries from 103453 ( 100 % ) 2016-02-15 20:12:51 | -> Selected 103453 entries ( 100 % ). Overall 8156971 ( 81.5697 % ) of required 10000000 entries. 2016-02-15 20:12:51 | Using evaluation file (52/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdD-K-KKPi/ANNPID.31.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:12:51 | -> Pre-selected 104203 entries from 104203 ( 100 % ) 2016-02-15 20:13:59 | -> Selected 104203 entries ( 100 % ). Overall 8261174 ( 82.6117 % ) of required 10000000 entries. 2016-02-15 20:13:59 | Using evaluation file (53/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BsD0PhiKpi/ANNPID.9.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:13:59 | -> Pre-selected 105834 entries from 105834 ( 100 % ) 2016-02-15 20:15:08 | -> Selected 105834 entries ( 100 % ). Overall 8367008 ( 83.6701 % ) of required 10000000 entries. 2016-02-15 20:15:08 | Using evaluation file (54/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKK/ANNPID.8.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:15:08 | -> Pre-selected 26034 entries from 26034 ( 100 % ) 2016-02-15 20:15:25 | -> Selected 26034 entries ( 100 % ). Overall 8393042 ( 83.9304 % ) of required 10000000 entries. 2016-02-15 20:15:25 | Using evaluation file (55/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKK/ANNPID.12.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:15:26 | -> Pre-selected 224036 entries from 224036 ( 100 % ) 2016-02-15 20:17:51 | -> Selected 224036 entries ( 100 % ). Overall 8617078 ( 86.1708 % ) of required 10000000 entries. 2016-02-15 20:17:51 | Using evaluation file (56/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.136.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:17:51 | -> Pre-selected 8084 entries from 8084 ( 100 % ) 2016-02-15 20:17:57 | -> Selected 8084 entries ( 100 % ). Overall 8625162 ( 86.2516 % ) of required 10000000 entries. 2016-02-15 20:17:57 | Using evaluation file (57/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.165.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:17:57 | -> Pre-selected 482436 entries from 482436 ( 100 % ) 2016-02-15 20:23:15 | -> Selected 482436 entries ( 100 % ). Overall 9107598 ( 91.076 % ) of required 10000000 entries. 2016-02-15 20:23:15 | Using evaluation file (58/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.107.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:23:16 | -> Pre-selected 393413 entries from 393413 ( 100 % ) 2016-02-15 20:27:28 | -> Selected 393413 entries ( 100 % ). Overall 9501011 ( 95.0101 % ) of required 10000000 entries. 2016-02-15 20:27:28 | Using evaluation file (59/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.40.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:27:29 | -> Pre-selected 318338 entries from 318338 ( 100 % ) 2016-02-15 20:30:59 | -> Selected 318338 entries ( 100 % ). Overall 9819349 ( 98.1935 % ) of required 10000000 entries. 2016-02-15 20:30:59 | Using evaluation file (60/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-SigmaPmumu/ANNPID.86.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:30:59 | -> Pre-selected 70199 entries from 70199 ( 100 % ) 2016-02-15 20:31:45 | -> Selected 70199 entries ( 100 % ). Overall 9889548 ( 98.8955 % ) of required 10000000 entries. 2016-02-15 20:31:45 | Using evaluation file (61/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.135.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:31:46 | -> Pre-selected 464319 entries from 464319 ( 100 % ) 2016-02-15 20:33:00 | -> Selected 110452 entries ( 23.788 % ). Overall 10000000 ( 100 % ) of required 10000000 entries. 2016-02-15 20:33:00 | Considered 10000000 tracks for input to MVA evaluation 2016-02-15 20:33:00 | Sel. Eff. = 100% 2016-02-15 20:33:00 | Selected 10000000 tracks for input to MVA evaluation 2016-02-15 20:33:00 | Ghost percentage = 37.3918% 2016-02-15 20:33:00 | Electron percentage = 0.43508% 2016-02-15 20:33:00 | Muon percentage = 1.20202% 2016-02-15 20:33:00 | Pion percentage = 49.6555% 2016-02-15 20:33:00 | Kaon percentage = 7.29303% 2016-02-15 20:33:00 | Unknown Particle type 411 2016-02-15 20:33:00 | percentage = 0.0001% 2016-02-15 20:33:00 | Unknown Particle type 521 2016-02-15 20:33:00 | percentage = 4e-05% 2016-02-15 20:33:00 | Proton percentage = 3.99864% 2016-02-15 20:33:00 | Unknown Particle type 3112 2016-02-15 20:33:00 | percentage = 0.0043% 2016-02-15 20:33:00 | Unknown Particle type 3222 2016-02-15 20:33:00 | percentage = 0.01817% 2016-02-15 20:33:00 | Unknown Particle type 3312 2016-02-15 20:33:00 | percentage = 0.00137% 2016-02-15 20:33:00 | Making Input Variable plots 2016-02-15 20:33:18 | Making MVA V Input Variable plots 2016-02-15 20:33:26 | Making DLL V Input Variable plots 2016-02-15 20:33:33 | Making purity plots 2016-02-15 20:33:34 | Making MVA Output plots 2016-02-15 20:33:35 | Making DLL Output plots 2016-02-15 20:33:35 | Making MVA DLL Correlation plots 2016-02-15 20:33:36 | Making MVA V P eff plots 2016-02-15 20:33:49 | Making DLL V P eff plots 2016-02-15 20:34:03 | Making MVA eff. V DLL cut plots 2016-02-15 20:34:10 | Making DLL eff. V MVA cut plots 2016-02-15 20:34:18 | Making final performance plots ... 2016-02-15 20:34:18 | Creating Eff V Purity text file : text/MC12-Mixture/EvalWithPreSel/LongGhostEffVPurity-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC12MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 20:34:18 | Creating Eff V OverallMisID text file : text/MC12-Mixture/EvalWithPreSel/LongGhostEffVOverallMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC12MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 20:34:19 | Creating Eff V Electron MisID text file : text/MC12-Mixture/EvalWithPreSel/LongGhostEffVElectronMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC12MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 20:34:19 | Creating Eff V Kaon MisID text file : text/MC12-Mixture/EvalWithPreSel/LongGhostEffVKaonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC12MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 20:34:19 | Creating Eff V Muon MisID text file : text/MC12-Mixture/EvalWithPreSel/LongGhostEffVMuonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC12MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 20:34:20 | Creating Eff V Pion MisID text file : text/MC12-Mixture/EvalWithPreSel/LongGhostEffVPionMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC12MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 20:34:20 | Creating Eff V Proton MisID text file : text/MC12-Mixture/EvalWithPreSel/LongGhostEffVProtonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC12MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 20:34:20 | Closing Long-Ghost-evaluation.root 2016-02-15 20:36:07 | Finished... 2016-02-15 20:36:11 | Cache directory = '/var/work/jonesc/ANNPID-DataCache' Warning in : class pair found in libEventPackerDict.so is already in libPhysEventDict.so 2016-02-15 20:36:15 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Long/GlobalPID_Ghost_Long_ANN.txt 2016-02-15 20:36:15 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Long/train-config.txt 2016-02-15 20:36:15 | Particle type = Ghost 2016-02-15 20:36:15 | Background types = All 2016-02-15 20:36:15 | Training Mix = NaturalMix 2016-02-15 20:36:15 | Track type = Long 2016-02-15 20:36:15 | Track PresSel = NoTrackPreSelection.txt 2016-02-15 20:36:15 | Network type = TMVA 2016-02-15 20:36:15 | Ghost treatment = Ghosts Ghosts 2016-02-15 20:36:15 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2016-02-15 20:36:15 | Reweighting = ReweightRICH2 2016-02-15 20:36:15 | Output file = GlobalPID_Ghost_Long_TMVA.weights.xml 2016-02-15 20:36:15 | Skipping input #TrackCloneDist 2016-02-15 20:36:15 | Skipping input #RichAboveElThres 2016-02-15 20:36:15 | Skipping input #RichAbovePiThres 2016-02-15 20:36:15 | Skipping input #RichAbovePrThres 2016-02-15 20:36:15 | Creating selection from 'NoTrackPreSelection.txt' 2016-02-15 20:36:15 | -> # very very loose. Essentially no cuts 2016-02-15 20:36:15 | -> TrackP > 0 2016-02-15 20:36:15 | -> TrackPt > 0 2016-02-15 20:36:15 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-15 20:36:15 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-15 20:36:15 | Training sample size (excluding ghosts) = 1800000 2016-02-15 20:36:15 | Evaluation sample size = 10000000 2016-02-15 20:36:15 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Long/MVA.txt 2016-02-15 20:36:15 | -> NBTASK = CLA 2016-02-15 20:36:15 | -> NBMOM = 0.0 2016-02-15 20:36:15 | -> NBREG = ALL 2016-02-15 20:36:15 | -> TMVAVALIDATIONFRAC = 0.3 2016-02-15 20:36:15 | -> TMVATESTFRAC = 0.3 2016-02-15 20:36:15 | -> MaxTrainSizeFactor = 1.5 2016-02-15 20:36:15 | -> HiddenLayerScaleFactor = 1.4 2016-02-15 20:36:15 | -> GhostAcceptFraction = 1.0 2016-02-15 20:36:15 | -> KaonAcceptFraction = 1.0 2016-02-15 20:36:15 | -> ProtonAcceptFraction = 1.0 2016-02-15 20:36:15 | -> ReuseTrainingFiles = 0 2016-02-15 20:36:15 | -> TrainingYear = MC12 2016-02-15 20:36:15 | -> TMVAMETHOD = MLP 2016-02-15 20:36:15 | -> TMVAUSEREGULATOR = false 2016-02-15 20:36:15 | -> TMVAMLPNCYCLES = 750 2016-02-15 20:36:15 | -> TMVAVARTRANSFORM = Norm 2016-02-15 20:36:15 | -> TMVAMLPNEURONTYPE = tanh 2016-02-15 20:36:15 | -> TMVAMLPMETHOD = BP 2016-02-15 20:36:15 | -> TMVAMLPESTIMATORTYPE = CE 2016-02-15 20:36:15 | -> TMVAMLPCONVIMPROVE = 1e-16 2016-02-15 20:36:15 | -> TMVAMLPCONVTEST = 15 2016-02-15 20:36:15 | -> TMVABDTBOOSTTYPE = AdaBoost 2016-02-15 20:36:15 | -> TMVABDTNTREES = 800 2016-02-15 20:36:15 | -> TMVABDTPRUNEMETHOD = CostComplexity 2016-02-15 20:36:15 | -> TMVABDTMAXTREEDEPTH = 3 2016-02-15 20:36:15 | Reading Parameters file = Eval.txt 2016-02-15 20:36:15 | -> EVALMODE = EvalWithPreSel 2016-02-15 20:36:15 | -> EVALDATA = Mixture 2016-02-15 20:36:15 | -> EVALYEAR = MC2015Sim09Dev03 2016-02-15 20:36:15 | Node layer two scale = 1.4 2016-02-15 20:36:15 | Input layer has 33 nodes, hidden layer has 44 nodes 2016-02-15 20:36:15 | Ghost Accept Fraction = 1 2016-02-15 20:36:15 | Proton Accept Fraction = 1 2016-02-15 20:36:15 | Kaon Accept Fraction = 1 2016-02-15 20:36:15 | Max Training sample size (with ghosts) = 2700000 2016-02-15 20:36:15 | Training data year = MC12 2016-02-15 20:36:15 | Evaluation data year = MC2015Sim09Dev03 2016-02-15 20:36:15 | Creating training MC12 RICH2 reweighting selection 2016-02-15 20:36:15 | Input Data file = TrainingFiles-Mixture.txt 2016-02-15 20:36:15 | Using 4496 data files 2016-02-15 20:36:15 | Training Datafile Selection hash = 559276767101072260 2016-02-15 20:36:15 | Using training file (1/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKKPi0/ANNPID.75.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:36:15 | -> Pre-selected 47769 entries from 47769 ( 100 % ) 2016-02-15 20:36:17 | -> Selected 47769 entries ( 100 % ). Overall 31239 ( 1.7355 % ) of required 1800000 non-ghost training entries. 2016-02-15 20:36:17 | Using training file (2/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.32.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:36:17 | -> Pre-selected 121828 entries from 121828 ( 100 % ) 2016-02-15 20:36:21 | -> Selected 121828 entries ( 100 % ). Overall 106037 ( 5.89094 % ) of required 1800000 non-ghost training entries. 2016-02-15 20:36:21 | Using training file (3/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbLcKa/ANNPID.65.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:36:22 | -> Pre-selected 459659 entries from 459659 ( 100 % ) 2016-02-15 20:36:39 | -> Selected 459659 entries ( 100 % ). Overall 384773 ( 21.3763 % ) of required 1800000 non-ghost training entries. 2016-02-15 20:36:39 | Using training file (4/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKaPhi/ANNPID.11.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:36:40 | -> Pre-selected 112661 entries from 112661 ( 100 % ) 2016-02-15 20:36:44 | -> Selected 112661 entries ( 100 % ). Overall 453995 ( 25.2219 % ) of required 1800000 non-ghost training entries. 2016-02-15 20:36:44 | Using training file (5/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiPi/ANNPID.32.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:36:44 | -> Pre-selected 306385 entries from 306385 ( 100 % ) 2016-02-15 20:36:56 | -> Selected 306385 entries ( 100 % ). Overall 649401 ( 36.0778 % ) of required 1800000 non-ghost training entries. 2016-02-15 20:36:56 | Using training file (6/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.148.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:36:56 | -> Pre-selected 290153 entries from 290153 ( 100 % ) 2016-02-15 20:37:07 | -> Selected 290153 entries ( 100 % ). Overall 830912 ( 46.1618 % ) of required 1800000 non-ghost training entries. 2016-02-15 20:37:07 | Using training file (7/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.32.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:37:07 | -> Pre-selected 231820 entries from 231820 ( 100 % ) 2016-02-15 20:37:16 | -> Selected 231820 entries ( 100 % ). Overall 975706 ( 54.2059 % ) of required 1800000 non-ghost training entries. 2016-02-15 20:37:16 | Using training file (8/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.26.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:37:16 | -> Pre-selected 409068 entries from 409068 ( 100 % ) 2016-02-15 20:37:32 | -> Selected 409068 entries ( 100 % ). Overall 1234845 ( 68.6025 % ) of required 1800000 non-ghost training entries. 2016-02-15 20:37:32 | Using training file (9/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbLcKa/ANNPID.44.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:37:32 | -> Pre-selected 111792 entries from 111792 ( 100 % ) 2016-02-15 20:37:36 | -> Selected 111792 entries ( 100 % ). Overall 1303360 ( 72.4089 % ) of required 1800000 non-ghost training entries. 2016-02-15 20:37:36 | Using training file (10/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiKstar/ANNPID.52.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:37:36 | -> Pre-selected 238975 entries from 238975 ( 100 % ) 2016-02-15 20:37:45 | -> Selected 238975 entries ( 100 % ). Overall 1453853 ( 80.7696 % ) of required 1800000 non-ghost training entries. 2016-02-15 20:37:45 | Using training file (11/4496) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.258.root.559276767101072260 Tuple=ANNPID/DecayTree 2016-02-15 20:37:46 | -> Pre-selected 482546 entries from 482546 ( 100 % ) 2016-02-15 20:38:01 | -> Selected 369890 entries ( 76.6538 % ). Overall 1680914 ( 93.3841 % ) of required 1800000 non-ghost training entries. 2016-02-15 20:38:01 | Considered 2700000 tracks for input to MVA training 2016-02-15 20:38:01 | Sel. Eff. = 100% 2016-02-15 20:38:01 | Selected 2700000/0 tracks for input to MVA training/testing 2016-02-15 20:38:01 | Ghost percentage = 37.7439% 2016-02-15 20:38:01 | Electron percentage = 0.427333% 2016-02-15 20:38:01 | Muon percentage = 1.09052% 2016-02-15 20:38:01 | Pion percentage = 49.449% 2016-02-15 20:38:01 | Kaon percentage = 7.38389% 2016-02-15 20:38:01 | Unknown Particle type 411 2016-02-15 20:38:01 | percentage = 0.000111111% 2016-02-15 20:38:01 | Unknown Particle type 431 2016-02-15 20:38:01 | percentage = 0.000111111% 2016-02-15 20:38:01 | Unknown Particle type 521 2016-02-15 20:38:01 | percentage = 7.40741e-05% 2016-02-15 20:38:01 | Proton percentage = 3.88481% 2016-02-15 20:38:01 | Unknown Particle type 3112 2016-02-15 20:38:01 | percentage = 0.0042963% 2016-02-15 20:38:01 | Unknown Particle type 3222 2016-02-15 20:38:01 | percentage = 0.0142593% 2016-02-15 20:38:01 | Unknown Particle type 3312 2016-02-15 20:38:01 | percentage = 0.00162963% 2016-02-15 20:38:01 | Created Plots directory Long-Ghost-evaluation.root:/TrainMixture/EvalMC2015Sim09Dev03Mixture/EvalWithPreSel 2016-02-15 20:38:01 | Making plots for input BremPIDe 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.0100 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.0250 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.0500 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.0750 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.1000 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.1250 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.1500 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.1750 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.2000 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.3000 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.3500 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.4000 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.4500 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.5000 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.6000 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.7000 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.8000 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.9000 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.9500 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.9750 2016-02-15 20:38:01 | Creating ROOT directory MVAcut0.9900 2016-02-15 20:38:01 | Creating ROOT directory DLLcut-8.0000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut-7.0000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut-6.0000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut-5.5000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut-5.0000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut-4.5000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut-4.0000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut-3.5000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut-3.0000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut-2.5000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut-2.0000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut-1.5000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut-1.0000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut-0.5000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut0.0000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut0.5000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut1.0000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut1.5000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut2.0000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut2.5000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut3.0000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut3.5000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut4.0000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut4.5000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut5.0000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut5.5000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut6.0000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut7.0000 2016-02-15 20:38:01 | Creating ROOT directory DLLcut8.0000 2016-02-15 20:38:01 | Making plots for input EcalPIDe 2016-02-15 20:38:01 | Making plots for input EcalPIDmu 2016-02-15 20:38:01 | Making plots for input HcalPIDe 2016-02-15 20:38:01 | Making plots for input HcalPIDmu 2016-02-15 20:38:01 | Making plots for input InAccBrem 2016-02-15 20:38:01 | Making plots for input InAccMuon 2016-02-15 20:38:01 | Making plots for input MuonBkgLL 2016-02-15 20:38:01 | Making plots for input MuonIsLooseMuon 2016-02-15 20:38:01 | Making plots for input MuonIsMuon 2016-02-15 20:38:01 | Making plots for input MuonMuLL 2016-02-15 20:38:01 | Making plots for input MuonNShared 2016-02-15 20:38:01 | Making plots for input PrsPIDe 2016-02-15 20:38:01 | Making plots for input RichAboveKaThres 2016-02-15 20:38:01 | Making plots for input RichAboveMuThres 2016-02-15 20:38:01 | Making plots for input RichDLLbt 2016-02-15 20:38:01 | Making plots for input RichDLLe 2016-02-15 20:38:01 | Making plots for input RichDLLk 2016-02-15 20:38:01 | Making plots for input RichDLLmu 2016-02-15 20:38:01 | Making plots for input RichDLLp 2016-02-15 20:38:01 | Making plots for input RichUsedR1Gas 2016-02-15 20:38:01 | Making plots for input RichUsedR2Gas 2016-02-15 20:38:01 | Making plots for input TrackChi2PerDof 2016-02-15 20:38:01 | Making plots for input TrackFitMatchChi2 2016-02-15 20:38:01 | Making plots for input TrackFitTChi2 2016-02-15 20:38:01 | Making plots for input TrackFitTNDoF 2016-02-15 20:38:01 | Making plots for input TrackFitVeloChi2 2016-02-15 20:38:01 | Making plots for input TrackFitVeloNDoF 2016-02-15 20:38:01 | Making plots for input TrackGhostProbability 2016-02-15 20:38:01 | Making plots for input TrackLikelihood 2016-02-15 20:38:01 | Making plots for input TrackNumDof 2016-02-15 20:38:01 | Making plots for input TrackP 2016-02-15 20:38:01 | Making plots for input TrackPt --- Reader : Booking "MLP" of type "MLP" from GlobalPID_Ghost_Long_TMVA.weights.xml. --- MethodBase : Reading weight file: GlobalPID_Ghost_Long_TMVA.weights.xml --- Ghost_Long_TMVA : Read method "Ghost_Long_TMVA" of type "MLP" --- Ghost_Long_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Ghost_Long_TMVA : MVA method was trained with ROOT Version: 6.02/01 --- DataSetInfo : Added class "Background" with internal class number 0 --- DataSetInfo : Added class "Signal" with internal class number 1 --- Ghost_Long_TMVA : Building Network --- Ghost_Long_TMVA : Initializing weights --- Reader : Booked classifier "Ghost_Long_TMVA" of type: "MLP" 2016-02-15 20:38:03 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-15 20:38:03 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-15 20:38:03 | Evaluation mode 'EvalWithPreSel' 2016-02-15 20:38:03 | Will apply all track pre-selections during evaluation 2016-02-15 20:38:03 | Input Data file = MC2015Sim09Dev03-EvalFiles-Mixture.txt 2016-02-15 20:38:03 | Using 552 data files 2016-02-15 20:38:03 | Evaluation Datafile Selection hash = 1561230010602986647 2016-02-15 20:38:03 | Using evaluation file (1/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.1.root.1561230010602986647 Tuple=ANNPID/DecayTree 2016-02-15 20:38:03 | -> Pre-selected 446115 entries from 446115 ( 100 % ) 2016-02-15 20:42:59 | -> Selected 446115 entries ( 100 % ). Overall 446115 ( 4.46115 % ) of required 10000000 entries. 2016-02-15 20:42:59 | Using evaluation file (2/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.2.root.1561230010602986647 Tuple=ANNPID/DecayTree 2016-02-15 20:43:00 | -> Pre-selected 495745 entries from 495745 ( 100 % ) 2016-02-15 20:48:20 | -> Selected 495745 entries ( 100 % ). Overall 941860 ( 9.4186 % ) of required 10000000 entries. 2016-02-15 20:48:20 | Using evaluation file (3/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.3.root.1561230010602986647 Tuple=ANNPID/DecayTree 2016-02-15 20:48:24 | -> Pre-selected 2391213 entries from 2391213 ( 100 % ) 2016-02-15 21:14:13 | -> Selected 2391213 entries ( 100 % ). Overall 3333073 ( 33.3307 % ) of required 10000000 entries. 2016-02-15 21:14:13 | Using evaluation file (4/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.4.root.1561230010602986647 Tuple=ANNPID/DecayTree 2016-02-15 21:14:18 | -> Pre-selected 2393207 entries from 2393207 ( 100 % ) 2016-02-15 21:41:35 | -> Selected 2393207 entries ( 100 % ). Overall 5726280 ( 57.2628 % ) of required 10000000 entries. 2016-02-15 21:41:35 | Using evaluation file (5/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.5.root.1561230010602986647 Tuple=ANNPID/DecayTree 2016-02-15 21:41:39 | -> Pre-selected 2390435 entries from 2390435 ( 100 % ) 2016-02-15 22:09:04 | -> Selected 2390435 entries ( 100 % ). Overall 8116715 ( 81.1672 % ) of required 10000000 entries. 2016-02-15 22:09:04 | Using evaluation file (6/552) /var/work/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.6.root.1561230010602986647 Tuple=ANNPID/DecayTree 2016-02-15 22:09:08 | -> Pre-selected 2405673 entries from 2405673 ( 100 % ) 2016-02-15 22:30:47 | -> Selected 1883285 entries ( 78.2852 % ). Overall 10000000 ( 100 % ) of required 10000000 entries. 2016-02-15 22:30:47 | Considered 10000000 tracks for input to MVA evaluation 2016-02-15 22:30:47 | Sel. Eff. = 100% 2016-02-15 22:30:47 | Selected 10000000 tracks for input to MVA evaluation 2016-02-15 22:30:47 | Ghost percentage = 14.2477% 2016-02-15 22:30:47 | Electron percentage = 0.52615% 2016-02-15 22:30:47 | Muon percentage = 3.99373% 2016-02-15 22:30:47 | Unknown Particle type 15 2016-02-15 22:30:47 | percentage = 1e-05% 2016-02-15 22:30:47 | Pion percentage = 63.8598% 2016-02-15 22:30:47 | Kaon percentage = 10.6931% 2016-02-15 22:30:47 | Unknown Particle type 411 2016-02-15 22:30:47 | percentage = 0.00014% 2016-02-15 22:30:47 | Unknown Particle type 431 2016-02-15 22:30:47 | percentage = 1e-05% 2016-02-15 22:30:47 | Unknown Particle type 521 2016-02-15 22:30:47 | percentage = 0.0001% 2016-02-15 22:30:47 | Proton percentage = 6.63564% 2016-02-15 22:30:47 | Unknown Particle type 3112 2016-02-15 22:30:47 | percentage = 0.00989% 2016-02-15 22:30:47 | Unknown Particle type 3222 2016-02-15 22:30:47 | percentage = 0.02934% 2016-02-15 22:30:47 | Unknown Particle type 3312 2016-02-15 22:30:47 | percentage = 0.00417% 2016-02-15 22:30:47 | Unknown Particle type 3334 2016-02-15 22:30:47 | percentage = 0.00022% 2016-02-15 22:30:47 | Making Input Variable plots 2016-02-15 22:31:05 | Making MVA V Input Variable plots 2016-02-15 22:31:13 | Making DLL V Input Variable plots 2016-02-15 22:31:22 | Making purity plots 2016-02-15 22:31:22 | Making MVA Output plots 2016-02-15 22:31:23 | Making DLL Output plots 2016-02-15 22:31:23 | Making MVA DLL Correlation plots 2016-02-15 22:31:24 | Making MVA V P eff plots 2016-02-15 22:31:37 | Making DLL V P eff plots 2016-02-15 22:31:45 | Making MVA eff. V DLL cut plots 2016-02-15 22:31:52 | Making DLL eff. V MVA cut plots 2016-02-15 22:31:57 | Making final performance plots ... 2016-02-15 22:31:57 | Creating Eff V Purity text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongGhostEffVPurity-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 22:31:58 | Creating Eff V OverallMisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongGhostEffVOverallMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 22:31:58 | Creating Eff V Electron MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongGhostEffVElectronMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 22:31:58 | Creating Eff V Kaon MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongGhostEffVKaonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 22:31:59 | Creating Eff V Muon MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongGhostEffVMuonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 22:31:59 | Creating Eff V Pion MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongGhostEffVPionMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 22:31:59 | Creating Eff V Proton MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongGhostEffVProtonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 22:31:59 | Closing Long-Ghost-evaluation.root 2016-02-15 22:32:51 | Finished... removed `train-config.txt' removed `MVA.txt' removed `ProtoPIDTeacher.exe' removed `EVALUATION-RUNNING' removed `MC12-EvalFiles-Mixture.txt' removed `MC2015Sim09Dev03-EvalFiles-Mixture.txt' removed `TrainingFiles-Mixture.txt' Scientific Linux CERN SLC release 6.7 (Carbon) Mon Feb 15 22:32:56 GMT 2016