Wed Feb 3 14:08:31 GMT 2016 Linux cl016 2.6.32-573.8.1.el6.x86_64 #1 SMP Wed Nov 11 15:27:45 CET 2015 x86_64 x86_64 x86_64 GNU/Linux Submit Host pciy `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training/TMVA-TrainPhysTks-EvalPhysTks-NoReweight.txt' -> `train-config.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training/AllPhysTracksInEvent.txt' -> `./AllPhysTracksInEvent.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training/AllPhysTracksInEvent.txt' -> `./AllPhysTracksInEvent.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/TrackSelection/IsMuonTrackPreselection.txt' -> `./IsMuonTrackPreselection.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MVA-Configuration.txt' -> `MVA.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MC2015Sim09Dev03-TrainingFiles-Mixture-Cambridge.txt' -> `TrainingFiles-Mixture.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MC2015Sim09Dev03-TrainingFiles-Mixture-Cambridge.txt' -> `MC2015Sim09Dev03-EvalFiles-Mixture.txt' Training in /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.1/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Muon/Long Will use ionice `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/networks/TMVA-Run2-NoTkLikCDVelodEdx/GlobalPID_Muon_Long_ANN.txt' -> `./GlobalPID_Muon_Long_ANN.txt' 2016-02-03 14:08:35 | Cache directory = '/lwork/jonesc/ANNPID-DataCache' Warning in : class pair found in libEventPackerDict.so is already in libPhysEventDict.so 2016-02-03 14:08:38 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.1/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Muon/Long/GlobalPID_Muon_Long_ANN.txt 2016-02-03 14:08:38 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.1/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Muon/Long/train-config.txt 2016-02-03 14:08:38 | Particle type = Muon 2016-02-03 14:08:38 | Background types = All 2016-02-03 14:08:38 | Training Mix = NaturalMix 2016-02-03 14:08:38 | Track type = Long 2016-02-03 14:08:38 | Track PresSel = IsMuonTrackPreselection.txt 2016-02-03 14:08:38 | Network type = TMVA 2016-02-03 14:08:38 | Ghost treatment = Ghosts Ghosts 2016-02-03 14:08:38 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2016-02-03 14:08:38 | Reweighting = NoReweight 2016-02-03 14:08:38 | Output file = GlobalPID_Muon_Long_TMVA.weights.xml 2016-02-03 14:08:38 | Skipping input #TrackCloneDist 2016-02-03 14:08:38 | Skipping input #RichAboveElThres 2016-02-03 14:08:38 | Skipping input #RichAbovePiThres 2016-02-03 14:08:38 | Skipping input #RichAbovePrThres 2016-02-03 14:08:38 | Creating selection from 'IsMuonTrackPreselection.txt' 2016-02-03 14:08:38 | -> # very very loose. Essentially no cuts 2016-02-03 14:08:38 | -> TrackP > 0 2016-02-03 14:08:38 | -> TrackPt > 0 2016-02-03 14:08:38 | -> # Is Muon preselection 2016-02-03 14:08:38 | -> MuonIsMuon > 0.5 2016-02-03 14:08:38 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-03 14:08:38 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-03 14:08:38 | Training sample size = 1800000 2016-02-03 14:08:38 | Evaluation sample size = 10000000 2016-02-03 14:08:38 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.1/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Muon/Long/MVA.txt 2016-02-03 14:08:38 | -> NBTASK = CLA 2016-02-03 14:08:38 | -> NBMOM = 0.0 2016-02-03 14:08:38 | -> NBREG = ALL 2016-02-03 14:08:38 | -> TMVAVALIDATIONFRAC = 0.3 2016-02-03 14:08:38 | -> TMVATESTFRAC = 0.3 2016-02-03 14:08:38 | -> HiddenLayerScaleFactor = 1.3 2016-02-03 14:08:38 | -> GhostAcceptFraction = 0.1 2016-02-03 14:08:38 | -> ReuseTrainingFiles = 0 2016-02-03 14:08:38 | -> TrainingYear = MC2015Sim09Dev03 2016-02-03 14:08:38 | -> TMVAMETHOD = MLP 2016-02-03 14:08:38 | -> TMVAUSEREGULATOR = false 2016-02-03 14:08:38 | -> TMVAMLPNCYCLES = 750 2016-02-03 14:08:38 | -> TMVAVARTRANSFORM = Norm 2016-02-03 14:08:38 | -> TMVAMLPNEURONTYPE = tanh 2016-02-03 14:08:38 | -> TMVAMLPMETHOD = BP 2016-02-03 14:08:38 | -> TMVAMLPESTIMATORTYPE = CE 2016-02-03 14:08:38 | -> TMVAMLPCONVIMPROVE = 1e-16 2016-02-03 14:08:38 | -> TMVAMLPCONVTEST = 15 2016-02-03 14:08:38 | -> TMVABDTBOOSTTYPE = AdaBoost 2016-02-03 14:08:38 | -> TMVABDTNTREES = 800 2016-02-03 14:08:38 | -> TMVABDTPRUNEMETHOD = CostComplexity 2016-02-03 14:08:38 | -> TMVABDTMAXTREEDEPTH = 3 2016-02-03 14:08:38 | Node layer two scale = 1.3 2016-02-03 14:08:38 | Input layer has 33 nodes, hidden layer has 41 nodes 2016-02-03 14:08:38 | Ghost Accept Fraction = 0.1 2016-02-03 14:08:38 | Training data year = MC2015Sim09Dev03 2016-02-03 14:08:38 | Evaluation data year = MC12 2016-02-03 14:08:38 | TMVA Output ROOT file Long-Muon-TMVA.root 2016-02-03 14:08:38 | TMVA testing fraction = 0.3 --- Factory : Parsing option string: --- Factory : ... "V:!Silent:!Color:!DrawProgressBar" --- Factory : The following options are set: --- Factory : - By User: --- Factory : V: "True" [Verbose flag] --- Factory : Color: "False" [Flag for coloured screen output (default: True, if in batch mode: False)] --- Factory : Silent: "False" [Batch mode: boolean silent flag inhibiting any output from TMVA after the creation of the factory class object (default: False)] --- Factory : DrawProgressBar: "False" [Draw progress bar to display training, testing and evaluation schedule (default: True)] --- Factory : - Default: --- Factory : Transformations: "I" [List of transformations to test; formatting example: "Transformations=I;D;P;U;G,D", for identity, decorrelation, PCA, Uniform and Gaussianisation followed by decorrelation transformations] --- Factory : AnalysisType: "Auto" [Set the analysis type (Classification, Regression, Multiclass, Auto) (default: Auto)] --- Factory : You are running ROOT Version: 6.02/01, Oct 14, 2014 --- Factory : --- Factory : _/_/_/_/_/ _| _| _| _| _|_| --- Factory : _/ _|_| _|_| _| _| _| _| --- Factory : _/ _| _| _| _| _| _|_|_|_| --- Factory : _/ _| _| _| _| _| _| --- Factory : _/ _| _| _| _| _| --- Factory : --- Factory : ___________TMVA Version 4.2.0, Sep 19, 2013 --- Factory : 2016-02-03 14:08:38 | Input TrackP Type F 2016-02-03 14:08:38 | Input TrackPt Type F 2016-02-03 14:08:38 | Input TrackChi2PerDof Type F 2016-02-03 14:08:38 | Input TrackNumDof Type I 2016-02-03 14:08:38 | Input TrackGhostProbability Type F 2016-02-03 14:08:38 | Input TrackFitMatchChi2 Type F 2016-02-03 14:08:38 | Input TrackFitVeloChi2 Type F 2016-02-03 14:08:38 | Input TrackFitVeloNDoF Type I 2016-02-03 14:08:38 | Input TrackFitTChi2 Type F 2016-02-03 14:08:38 | Input TrackFitTNDoF Type I 2016-02-03 14:08:38 | Input RichUsedR1Gas Type I 2016-02-03 14:08:38 | Input RichUsedR2Gas Type I 2016-02-03 14:08:38 | Input RichAboveMuThres Type I 2016-02-03 14:08:38 | Input RichAboveKaThres Type I 2016-02-03 14:08:38 | Input RichDLLe Type F 2016-02-03 14:08:38 | Input RichDLLmu Type F 2016-02-03 14:08:38 | Input RichDLLk Type F 2016-02-03 14:08:38 | Input RichDLLp Type F 2016-02-03 14:08:38 | Input RichDLLbt Type F 2016-02-03 14:08:38 | Input MuonBkgLL Type F 2016-02-03 14:08:38 | Input MuonMuLL Type F 2016-02-03 14:08:38 | Input MuonNShared Type I 2016-02-03 14:08:38 | Input InAccEcal Type I 2016-02-03 14:08:38 | Input EcalPIDe Type F 2016-02-03 14:08:38 | Input EcalPIDmu Type F 2016-02-03 14:08:38 | Input InAccHcal Type I 2016-02-03 14:08:38 | Input HcalPIDe Type F 2016-02-03 14:08:38 | Input HcalPIDmu Type F 2016-02-03 14:08:38 | Input InAccPrs Type I 2016-02-03 14:08:38 | Input PrsPIDe Type F 2016-02-03 14:08:38 | Input InAccBrem Type I 2016-02-03 14:08:38 | Input BremPIDe Type F 2016-02-03 14:08:38 | Input Data file = TrainingFiles-Mixture.txt 2016-02-03 14:08:38 | Using 552 data files 2016-02-03 14:08:38 | Training Datafile Selection hash = 4482838565114327776 2016-02-03 14:08:38 | Using training file (1/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.1.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:08:38 | -> Pre-selected 36980 entries from 40159 ( 92.084 % ) --- DataSetInfo : Added class "Signal" with internal class number 0 --- DataSetInfo : Added class "Background" with internal class number 1 2016-02-03 14:08:41 | -> Selected 36980 entries ( 92.084 % ). Overall 25730 ( 1.42944 % ) of required 1800000 entries. 2016-02-03 14:08:41 | Using training file (2/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.2.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:08:41 | -> Pre-selected 19033 entries from 22040 ( 86.3566 % ) 2016-02-03 14:08:42 | -> Selected 19033 entries ( 86.3566 % ). Overall 38955 ( 2.16417 % ) of required 1800000 entries. 2016-02-03 14:08:42 | Using training file (3/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.3.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:08:42 | -> Pre-selected 98108 entries from 113993 ( 86.0649 % ) 2016-02-03 14:08:47 | -> Selected 98108 entries ( 86.0649 % ). Overall 106230 ( 5.90167 % ) of required 1800000 entries. 2016-02-03 14:08:47 | Using training file (4/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.4.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:08:47 | -> Pre-selected 198375 entries from 216234 ( 91.7409 % ) 2016-02-03 14:08:56 | -> Selected 198375 entries ( 91.7409 % ). Overall 243492 ( 13.5273 % ) of required 1800000 entries. 2016-02-03 14:08:56 | Using training file (5/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.5.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:08:56 | -> Pre-selected 198786 entries from 215456 ( 92.2629 % ) 2016-02-03 14:09:05 | -> Selected 198786 entries ( 92.2629 % ). Overall 381305 ( 21.1836 % ) of required 1800000 entries. 2016-02-03 14:09:05 | Using training file (6/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.6.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:09:05 | -> Pre-selected 196413 entries from 213646 ( 91.9339 % ) 2016-02-03 14:09:14 | -> Selected 196413 entries ( 91.9339 % ). Overall 517694 ( 28.7608 % ) of required 1800000 entries. 2016-02-03 14:09:14 | Using training file (7/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.7.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:09:14 | -> Pre-selected 96811 entries from 112259 ( 86.239 % ) 2016-02-03 14:09:19 | -> Selected 96811 entries ( 86.239 % ). Overall 584339 ( 32.4633 % ) of required 1800000 entries. 2016-02-03 14:09:19 | Using training file (8/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.8.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:09:19 | -> Pre-selected 196743 entries from 214363 ( 91.7803 % ) 2016-02-03 14:09:28 | -> Selected 196743 entries ( 91.7803 % ). Overall 720738 ( 40.041 % ) of required 1800000 entries. 2016-02-03 14:09:28 | Using training file (9/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.9.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:09:28 | -> Pre-selected 97373 entries from 113125 ( 86.0756 % ) 2016-02-03 14:09:33 | -> Selected 97373 entries ( 86.0756 % ). Overall 787720 ( 43.7622 % ) of required 1800000 entries. 2016-02-03 14:09:33 | Using training file (10/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.10.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:09:33 | -> Pre-selected 203228 entries from 221001 ( 91.958 % ) 2016-02-03 14:09:42 | -> Selected 203228 entries ( 91.958 % ). Overall 928490 ( 51.5828 % ) of required 1800000 entries. 2016-02-03 14:09:42 | Using training file (11/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.11.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:09:43 | -> Pre-selected 94647 entries from 109681 ( 86.293 % ) 2016-02-03 14:09:47 | -> Selected 94647 entries ( 86.293 % ). Overall 993429 ( 55.1905 % ) of required 1800000 entries. 2016-02-03 14:09:47 | Using training file (12/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.12.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:09:47 | -> Pre-selected 194119 entries from 212037 ( 91.5496 % ) 2016-02-03 14:09:56 | -> Selected 194119 entries ( 91.5496 % ). Overall 1127956 ( 62.6642 % ) of required 1800000 entries. 2016-02-03 14:09:56 | Using training file (13/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.13.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:09:56 | -> Pre-selected 196505 entries from 213908 ( 91.8643 % ) 2016-02-03 14:10:05 | -> Selected 196505 entries ( 91.8643 % ). Overall 1264215 ( 70.2342 % ) of required 1800000 entries. 2016-02-03 14:10:05 | Using training file (14/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.14.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:10:06 | -> Pre-selected 96716 entries from 112002 ( 86.352 % ) 2016-02-03 14:10:10 | -> Selected 96716 entries ( 86.352 % ). Overall 1330923 ( 73.9402 % ) of required 1800000 entries. 2016-02-03 14:10:10 | Using training file (15/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.15.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:10:11 | -> Pre-selected 78647 entries from 91442 ( 86.0075 % ) 2016-02-03 14:10:14 | -> Selected 78647 entries ( 86.0075 % ). Overall 1385078 ( 76.9488 % ) of required 1800000 entries. 2016-02-03 14:10:14 | Using training file (16/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.16.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:10:15 | -> Pre-selected 197404 entries from 214637 ( 91.9711 % ) 2016-02-03 14:10:23 | -> Selected 197404 entries ( 91.9711 % ). Overall 1522012 ( 84.5562 % ) of required 1800000 entries. 2016-02-03 14:10:23 | Using training file (17/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.17.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:10:24 | -> Pre-selected 97148 entries from 112919 ( 86.0334 % ) 2016-02-03 14:10:28 | -> Selected 97148 entries ( 86.0334 % ). Overall 1588888 ( 88.2716 % ) of required 1800000 entries. 2016-02-03 14:10:28 | Using training file (18/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.18.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:10:28 | -> Pre-selected 118886 entries from 129482 ( 91.8166 % ) 2016-02-03 14:10:34 | -> Selected 118886 entries ( 91.8166 % ). Overall 1671339 ( 92.8522 % ) of required 1800000 entries. 2016-02-03 14:10:34 | Using training file (19/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.19.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:10:34 | -> Pre-selected 95900 entries from 111198 ( 86.2426 % ) 2016-02-03 14:10:39 | -> Selected 95900 entries ( 86.2426 % ). Overall 1737111 ( 96.5062 % ) of required 1800000 entries. 2016-02-03 14:10:39 | Using training file (20/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.20.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-03 14:10:39 | -> Pre-selected 95841 entries from 110994 ( 86.3479 % ) 2016-02-03 14:10:44 | -> Selected 91105 entries ( 82.081 % ). Overall 1800000 ( 100 % ) of required 1800000 entries. 2016-02-03 14:10:44 | Considered 2602927 tracks for input to MVA training 2016-02-03 14:10:44 | Sel. Eff. = 100% 2016-02-03 14:10:44 | Selected 1832182/770745 tracks for input to MVA training/testing 2016-02-03 14:10:44 | Ghost percentage = 1.2515% 2016-02-03 14:10:44 | Electron percentage = 0.252333% 2016-02-03 14:10:44 | Muon percentage = 42.2573% 2016-02-03 14:10:44 | Pion percentage = 47.4719% 2016-02-03 14:10:44 | Kaon percentage = 7.09561% 2016-02-03 14:10:44 | Unknown Particle type 411 2016-02-03 14:10:44 | percentage = 0.000444444% 2016-02-03 14:10:44 | Unknown Particle type 431 2016-02-03 14:10:44 | percentage = 5.55556e-05% 2016-02-03 14:10:44 | Unknown Particle type 521 2016-02-03 14:10:44 | percentage = 0.000166667% 2016-02-03 14:10:44 | Proton percentage = 2.90606% 2016-02-03 14:10:44 | Unknown Particle type 3112 2016-02-03 14:10:44 | percentage = 0.00466667% 2016-02-03 14:10:44 | Unknown Particle type 3222 2016-02-03 14:10:44 | percentage = 0.009% 2016-02-03 14:10:44 | Unknown Particle type 3312 2016-02-03 14:10:44 | percentage = 0.00222222% 2016-02-03 14:10:44 | Unknown Particle type 3334 2016-02-03 14:10:44 | percentage = 0.000166667% --- Factory : Add Tree TrainAssignTree_Signal of type Signal with 760632 events --- Factory : Add Tree TestAssignTree_Signal of type Signal with 326458 events --- Factory : Add Tree TrainAssignTree_Background of type Background with 1061895 events --- Factory : Add Tree TestAssignTree_Background of type Background with 453942 events --- DataSetInfo : Class index : 0 name : Signal --- DataSetInfo : Class index : 1 name : Background 2016-02-03 14:10:44 | TMVA MLP 'H:V:EpochMonitoring:HiddenLayers=41:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE' --- Factory : Booking method: Muon_Long_TMVA --- Configurable : Parsing option string: --- Configurable : ... "H:V:EpochMonitoring:HiddenLayers=41:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE" --- Configurable : The following options are set: --- Configurable : - By User: --- Configurable : --- Configurable : - Default: --- Configurable : Boost_num: "0" [Number of times the classifier will be boosted] --- Muon_Long_TMVA : Parsing option string: --- Muon_Long_TMVA : ... "H:V:EpochMonitoring:HiddenLayers=41:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE" --- Muon_Long_TMVA : The following options are set: --- Muon_Long_TMVA : - By User: --- Muon_Long_TMVA : NCycles: "750" [Number of training cycles] --- Muon_Long_TMVA : HiddenLayers: "41" [Specification of hidden layer architecture] --- Muon_Long_TMVA : NeuronType: "tanh" [Neuron activation function type] --- Muon_Long_TMVA : EstimatorType: "CE" [MSE (Mean Square Estimator) for Gaussian Likelihood or CE(Cross-Entropy) for Bernoulli Likelihood] --- Muon_Long_TMVA : V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)] --- Muon_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)"] --- Muon_Long_TMVA : H: "True" [Print method-specific help message] --- Muon_Long_TMVA : TrainingMethod: "BP" [Train with Back-Propagation (BP), BFGS Algorithm (BFGS), or Genetic Algorithm (GA - slower and worse)] --- Muon_Long_TMVA : EpochMonitoring: "True" [Provide epoch-wise monitoring plots according to TestRate (caution: causes big ROOT output file!)] --- Muon_Long_TMVA : ConvergenceImprove: "1.000000e-16" [Minimum improvement which counts as improvement (<0 means automatic convergence check is turned off)] --- Muon_Long_TMVA : ConvergenceTests: "15" [Number of steps (without improvement) required for convergence (<0 means automatic convergence check is turned off)] --- Muon_Long_TMVA : UseRegulator: "False" [Use regulator to avoid over-training] --- Muon_Long_TMVA : - Default: --- Muon_Long_TMVA : RandomSeed: "1" [Random seed for initial synapse weights (0 means unique seed for each run; default value '1')] --- Muon_Long_TMVA : NeuronInputType: "sum" [Neuron input function type] --- Muon_Long_TMVA : VerbosityLevel: "Default" [Verbosity level] --- Muon_Long_TMVA : CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)] --- Muon_Long_TMVA : IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)] --- Muon_Long_TMVA : LearningRate: "2.000000e-02" [ANN learning rate parameter] --- Muon_Long_TMVA : DecayRate: "1.000000e-02" [Decay rate for learning parameter] --- Muon_Long_TMVA : TestRate: "10" [Test for overtraining performed at each #th epochs] --- Muon_Long_TMVA : Sampling: "1.000000e+00" [Only 'Sampling' (randomly selected) events are trained each epoch] --- Muon_Long_TMVA : SamplingEpoch: "1.000000e+00" [Sampling is used for the first 'SamplingEpoch' epochs, afterwards, all events are taken for training] --- Muon_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.] --- Muon_Long_TMVA : SamplingTraining: "True" [The training sample is sampled] --- Muon_Long_TMVA : SamplingTesting: "False" [The testing sample is sampled] --- Muon_Long_TMVA : ResetStep: "50" [How often BFGS should reset history] --- Muon_Long_TMVA : Tau: "3.000000e+00" [LineSearch "size step"] --- Muon_Long_TMVA : BPMode: "sequential" [Back-propagation learning mode: sequential or batch] --- Muon_Long_TMVA : BatchSize: "-1" [Batch size: number of events/batch, only set if in Batch Mode, -1 for BatchSize=number_of_events] --- Muon_Long_TMVA : UpdateLimit: "10000" [Maximum times of regulator update] --- Muon_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] --- Muon_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] --- Muon_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 'MuonNShared' (index=21). <---> Output : variable 'MuonNShared' (index=21). --- Norm : Input : variable 'InAccEcal' (index=22). <---> Output : variable 'InAccEcal' (index=22). --- Norm : Input : variable 'EcalPIDe' (index=23). <---> Output : variable 'EcalPIDe' (index=23). --- Norm : Input : variable 'EcalPIDmu' (index=24). <---> Output : variable 'EcalPIDmu' (index=24). --- Norm : Input : variable 'InAccHcal' (index=25). <---> Output : variable 'InAccHcal' (index=25). --- Norm : Input : variable 'HcalPIDe' (index=26). <---> Output : variable 'HcalPIDe' (index=26). --- Norm : Input : variable 'HcalPIDmu' (index=27). <---> Output : variable 'HcalPIDmu' (index=27). --- Norm : Input : variable 'InAccPrs' (index=28). <---> Output : variable 'InAccPrs' (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). --- Muon_Long_TMVA : Building Network --- Muon_Long_TMVA : Initializing weights 2016-02-03 14:10:44 | Starting Training... --- DataSetFactory : Parsing option string: --- DataSetFactory : ... "V:nTrain_Signal=0:nTrain_Background=0:SplitMode=Random:NormMode=None" --- DataSetFactory : The following options are set: --- DataSetFactory : - By User: --- DataSetFactory : SplitMode: "Random" [Method of picking training and testing events (default: random)] --- DataSetFactory : NormMode: "None" [Overall renormalisation of event-by-event weights used in the training (NumEvents: average weight of 1 per event, independently for signal and background; EqualNumEvents: average weight of 1 per event for signal, and sum of weights for background equal to sum of weights for signal)] --- DataSetFactory : nTrain_Signal: "0" [Number of training events of class Signal (default: 0 = all)] --- DataSetFactory : nTrain_Background: "0" [Number of training events of class Background (default: 0 = all)] --- DataSetFactory : V: "True" [Verbosity (default: true)] --- DataSetFactory : - Default: --- DataSetFactory : MixMode: "SameAsSplitMode" [Method of mixing events of differnt classes into one dataset (default: SameAsSplitMode)] --- DataSetFactory : SplitSeed: "100" [Seed for random event shuffling] --- DataSetFactory : ScaleWithPreselEff: "False" [Scale the number of requested events by the eff. of the preselection cuts (or not)] --- DataSetFactory : nTest_Signal: "0" [Number of test events of class Signal (default: 0 = all)] --- DataSetFactory : nTest_Background: "0" [Number of test events of class Background (default: 0 = all)] --- DataSetFactory : VerboseLevel: "Info" [VerboseLevel (Debug/Verbose/Info)] --- DataSetFactory : Splitmode is: "RANDOM" the mixmode is: "SAMEASSPLITMODE" --- DataSetFactory : Create training and testing trees -- looping over class "Signal" ... --- DataSetFactory : Weight expression for class 'Signal': "weight" --- DataSetFactory : Create training and testing trees -- looping over class "Background" ... --- DataSetFactory : Weight expression for class 'Background': "weight" --- DataSetFactory : Number of events in input trees (after possible flattening of arrays): --- DataSetFactory : Signal -- number of events : 1087090 / sum of weights: 1.08709e+06 --- DataSetFactory : Background -- number of events : 1515837 / sum of weights: 1.51584e+06 --- DataSetFactory : Signal tree -- total number of entries: 1087090 --- DataSetFactory : Background tree -- total number of entries: 1515837 --- DataSetFactory : Preselection: (will NOT affect number of requested training and testing events) --- DataSetFactory : No preselection cuts applied on event classes --- DataSetFactory : No weight renormalisation applied: use original global and event weights --- DataSetFactory : Create internal training tree --- DataSetFactory : Create internal testing tree --- DataSetInfo : Correlation matrix (Signal): --- DataSetInfo : ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ --- DataSetInfo : TrackP TrackPt TrackChi2PerDof TrackNumDof TrackGhostProbability TrackFitMatchChi2 TrackFitVeloChi2 TrackFitVeloNDoF TrackFitTChi2 TrackFitTNDoF RichUsedR1Gas RichUsedR2Gas RichAboveMuThres RichAboveKaThres RichDLLe RichDLLmu RichDLLk RichDLLp RichDLLbt MuonBkgLL MuonMuLL MuonNShared InAccEcal EcalPIDe EcalPIDmu InAccHcal HcalPIDe HcalPIDmu InAccPrs PrsPIDe InAccBrem BremPIDe --- DataSetInfo : TrackP: +1.000 +0.611 -0.048 -0.166 -0.136 -0.099 +0.016 +0.024 -0.130 -0.277 -0.250 +0.352 +0.055 +0.388 +0.080 +0.013 +0.161 +0.094 +0.061 -0.454 -0.126 -0.117 -0.339 -0.338 -0.339 -0.321 -0.321 -0.321 -0.274 -0.273 -0.238 -0.238 --- DataSetInfo : TrackPt: +0.611 +1.000 -0.126 +0.032 -0.130 -0.163 +0.044 +0.012 -0.018 +0.024 +0.124 +0.145 +0.082 +0.410 +0.110 +0.046 +0.073 -0.008 -0.016 -0.424 -0.105 -0.057 -0.018 -0.018 -0.017 -0.024 -0.023 -0.024 -0.016 -0.015 +0.099 +0.099 --- DataSetInfo : TrackChi2PerDof: -0.048 -0.126 +1.000 -0.084 +0.640 +0.786 +0.199 -0.015 +0.426 -0.084 -0.075 -0.081 -0.062 -0.172 -0.081 -0.076 +0.012 +0.019 +0.012 +0.150 +0.040 +0.094 -0.022 -0.022 -0.023 -0.003 -0.003 -0.003 -0.021 -0.020 -0.079 -0.079 --- DataSetInfo : TrackNumDof: -0.166 +0.032 -0.084 +1.000 -0.155 -0.027 +0.468 +0.699 +0.369 +0.765 +0.510 +0.020 +0.061 +0.031 +0.059 +0.056 -0.004 -0.015 -0.002 -0.001 +0.016 +0.030 +0.463 +0.463 +0.463 +0.339 +0.339 +0.339 +0.359 +0.358 +0.572 +0.572 --- DataSetInfo : TrackGhostProbability: -0.136 -0.130 +0.640 -0.155 +1.000 +0.624 -0.038 -0.109 +0.121 -0.036 -0.034 -0.168 -0.125 -0.248 -0.142 -0.127 -0.054 -0.042 -0.048 +0.200 +0.050 +0.132 +0.037 +0.038 +0.037 +0.036 +0.036 +0.036 +0.017 +0.017 -0.077 -0.077 --- DataSetInfo : TrackFitMatchChi2: -0.099 -0.163 +0.786 -0.027 +0.624 +1.000 -0.005 +0.010 +0.086 -0.025 -0.034 -0.140 -0.068 -0.238 -0.095 -0.083 +0.002 +0.009 +0.002 +0.206 +0.055 +0.097 +0.021 +0.022 +0.021 +0.027 +0.027 +0.027 +0.014 +0.014 -0.038 -0.038 --- DataSetInfo : TrackFitVeloChi2: +0.016 +0.044 +0.199 +0.468 -0.038 -0.005 +1.000 +0.653 +0.061 +0.091 +0.209 +0.132 +0.061 +0.111 +0.065 +0.045 +0.046 +0.032 +0.043 -0.071 -0.003 -0.002 +0.136 +0.136 +0.136 +0.148 +0.148 +0.148 +0.107 +0.107 +0.240 +0.240 --- DataSetInfo : TrackFitVeloNDoF: +0.024 +0.012 -0.015 +0.699 -0.109 +0.010 +0.653 +1.000 +0.067 +0.112 +0.295 +0.195 +0.079 +0.139 +0.083 +0.054 +0.064 +0.042 +0.055 -0.084 +0.001 -0.019 +0.196 +0.196 +0.196 +0.216 +0.216 +0.216 +0.154 +0.154 +0.343 +0.343 --- DataSetInfo : TrackFitTChi2: -0.130 -0.018 +0.426 +0.369 +0.121 +0.086 +0.061 +0.067 +1.000 +0.473 +0.188 -0.067 -0.002 -0.076 -0.010 +0.000 -0.008 -0.003 -0.001 +0.071 +0.019 +0.078 +0.216 +0.216 +0.216 +0.134 +0.134 +0.134 +0.157 +0.156 +0.212 +0.212 --- DataSetInfo : TrackFitTNDoF: -0.277 +0.024 -0.084 +0.765 -0.036 -0.025 +0.091 +0.112 +0.473 +1.000 +0.424 -0.156 -0.000 -0.102 -0.008 +0.017 -0.077 -0.071 -0.064 +0.085 +0.024 +0.065 +0.478 +0.478 +0.479 +0.294 +0.294 +0.295 +0.350 +0.350 +0.469 +0.469 --- DataSetInfo : RichUsedR1Gas: -0.250 +0.124 -0.075 +0.510 -0.034 -0.034 +0.209 +0.295 +0.188 +0.424 +1.000 -0.121 +0.268 -0.011 +0.257 +0.278 +0.164 +0.163 +0.171 +0.055 +0.025 +0.048 +0.462 +0.461 +0.462 +0.359 +0.359 +0.360 +0.366 +0.366 +0.723 +0.723 --- DataSetInfo : RichUsedR2Gas: +0.352 +0.145 -0.081 +0.020 -0.168 -0.140 +0.132 +0.195 -0.067 -0.156 -0.121 +1.000 +0.128 +0.550 +0.156 +0.079 +0.106 +0.071 +0.082 -0.381 -0.065 -0.142 -0.071 -0.072 -0.072 -0.015 -0.014 -0.015 -0.057 -0.057 -0.064 -0.064 --- DataSetInfo : RichAboveMuThres: +0.055 +0.082 -0.062 +0.061 -0.125 -0.068 +0.061 +0.079 -0.002 -0.000 +0.268 +0.128 +1.000 +0.135 +0.991 +0.986 +0.916 +0.917 +0.928 -0.088 -0.017 -0.035 -0.020 -0.021 -0.020 -0.026 -0.026 -0.026 -0.014 -0.014 +0.195 +0.195 --- DataSetInfo : RichAboveKaThres: +0.388 +0.410 -0.172 +0.031 -0.248 -0.238 +0.111 +0.139 -0.076 -0.102 -0.011 +0.550 +0.135 +1.000 +0.191 +0.057 +0.012 -0.011 +0.007 -0.558 -0.083 -0.170 -0.100 -0.101 -0.100 -0.083 -0.082 -0.083 -0.074 -0.074 +0.013 +0.013 --- DataSetInfo : RichDLLe: +0.080 +0.110 -0.081 +0.059 -0.142 -0.095 +0.065 +0.083 -0.010 -0.008 +0.257 +0.156 +0.991 +0.191 +1.000 +0.977 +0.905 +0.904 +0.916 -0.131 -0.025 -0.045 -0.028 -0.028 -0.028 -0.034 -0.033 -0.033 -0.020 -0.020 +0.187 +0.187 --- DataSetInfo : RichDLLmu: +0.013 +0.046 -0.076 +0.056 -0.127 -0.083 +0.045 +0.054 +0.000 +0.017 +0.278 +0.079 +0.986 +0.057 +0.977 +1.000 +0.910 +0.915 +0.924 -0.036 -0.010 -0.029 -0.010 -0.011 -0.010 -0.022 -0.022 -0.022 -0.006 -0.006 +0.200 +0.200 --- DataSetInfo : RichDLLk: +0.161 +0.073 +0.012 -0.004 -0.054 +0.002 +0.046 +0.064 -0.008 -0.077 +0.164 +0.106 +0.916 +0.012 +0.905 +0.910 +1.000 +0.975 +0.974 -0.044 -0.014 +0.007 -0.080 -0.080 -0.080 -0.082 -0.082 -0.082 -0.060 -0.059 +0.095 +0.095 --- DataSetInfo : RichDLLp: +0.094 -0.008 +0.019 -0.015 -0.042 +0.009 +0.032 +0.042 -0.003 -0.071 +0.163 +0.071 +0.917 -0.011 +0.904 +0.915 +0.975 +1.000 +0.991 +0.007 -0.007 +0.018 -0.075 -0.075 -0.075 -0.079 -0.079 -0.079 -0.056 -0.055 +0.094 +0.094 --- DataSetInfo : RichDLLbt: +0.061 -0.016 +0.012 -0.002 -0.048 +0.002 +0.043 +0.055 -0.001 -0.064 +0.171 +0.082 +0.928 +0.007 +0.916 +0.924 +0.974 +0.991 +1.000 -0.003 -0.004 +0.016 -0.065 -0.065 -0.065 -0.066 -0.066 -0.066 -0.048 -0.048 +0.109 +0.109 --- DataSetInfo : MuonBkgLL: -0.454 -0.424 +0.150 -0.001 +0.200 +0.206 -0.071 -0.084 +0.071 +0.085 +0.055 -0.381 -0.088 -0.558 -0.131 -0.036 -0.044 +0.007 -0.003 +1.000 +0.663 +0.165 +0.091 +0.092 +0.091 +0.068 +0.067 +0.068 +0.074 +0.074 +0.046 +0.046 --- DataSetInfo : MuonMuLL: -0.126 -0.105 +0.040 +0.016 +0.050 +0.055 -0.003 +0.001 +0.019 +0.024 +0.025 -0.065 -0.017 -0.083 -0.025 -0.010 -0.014 -0.007 -0.004 +0.663 +1.000 +0.045 +0.051 +0.051 +0.051 +0.050 +0.050 +0.050 +0.041 +0.041 +0.033 +0.033 --- DataSetInfo : MuonNShared: -0.117 -0.057 +0.094 +0.030 +0.132 +0.097 -0.002 -0.019 +0.078 +0.065 +0.048 -0.142 -0.035 -0.170 -0.045 -0.029 +0.007 +0.018 +0.016 +0.165 +0.045 +1.000 +0.065 +0.065 +0.065 +0.072 +0.071 +0.071 +0.047 +0.047 +0.046 +0.046 --- DataSetInfo : InAccEcal: -0.339 -0.018 -0.022 +0.463 +0.037 +0.021 +0.136 +0.196 +0.216 +0.478 +0.462 -0.071 -0.020 -0.100 -0.028 -0.010 -0.080 -0.075 -0.065 +0.091 +0.051 +0.065 +1.000 +1.000 +1.000 +0.712 +0.712 +0.713 +0.664 +0.664 +0.584 +0.584 --- DataSetInfo : EcalPIDe: -0.338 -0.018 -0.022 +0.463 +0.038 +0.022 +0.136 +0.196 +0.216 +0.478 +0.461 -0.072 -0.021 -0.101 -0.028 -0.011 -0.080 -0.075 -0.065 +0.092 +0.051 +0.065 +1.000 +1.000 +1.000 +0.712 +0.712 +0.712 +0.664 +0.664 +0.584 +0.584 --- DataSetInfo : EcalPIDmu: -0.339 -0.017 -0.023 +0.463 +0.037 +0.021 +0.136 +0.196 +0.216 +0.479 +0.462 -0.072 -0.020 -0.100 -0.028 -0.010 -0.080 -0.075 -0.065 +0.091 +0.051 +0.065 +1.000 +1.000 +1.000 +0.712 +0.712 +0.712 +0.664 +0.664 +0.584 +0.584 --- DataSetInfo : InAccHcal: -0.321 -0.024 -0.003 +0.339 +0.036 +0.027 +0.148 +0.216 +0.134 +0.294 +0.359 -0.015 -0.026 -0.083 -0.034 -0.022 -0.082 -0.079 -0.066 +0.068 +0.050 +0.072 +0.712 +0.712 +0.712 +1.000 +1.000 +1.000 +0.507 +0.507 +0.411 +0.411 --- DataSetInfo : HcalPIDe: -0.321 -0.023 -0.003 +0.339 +0.036 +0.027 +0.148 +0.216 +0.134 +0.294 +0.359 -0.014 -0.026 -0.082 -0.033 -0.022 -0.082 -0.079 -0.066 +0.067 +0.050 +0.071 +0.712 +0.712 +0.712 +1.000 +1.000 +1.000 +0.507 +0.507 +0.411 +0.411 --- DataSetInfo : HcalPIDmu: -0.321 -0.024 -0.003 +0.339 +0.036 +0.027 +0.148 +0.216 +0.134 +0.295 +0.360 -0.015 -0.026 -0.083 -0.033 -0.022 -0.082 -0.079 -0.066 +0.068 +0.050 +0.071 +0.713 +0.712 +0.712 +1.000 +1.000 +1.000 +0.507 +0.507 +0.411 +0.411 --- DataSetInfo : InAccPrs: -0.274 -0.016 -0.021 +0.359 +0.017 +0.014 +0.107 +0.154 +0.157 +0.350 +0.366 -0.057 -0.014 -0.074 -0.020 -0.006 -0.060 -0.056 -0.048 +0.074 +0.041 +0.047 +0.664 +0.664 +0.664 +0.507 +0.507 +0.507 +1.000 +1.000 +0.414 +0.414 --- DataSetInfo : PrsPIDe: -0.273 -0.015 -0.020 +0.358 +0.017 +0.014 +0.107 +0.154 +0.156 +0.350 +0.366 -0.057 -0.014 -0.074 -0.020 -0.006 -0.059 -0.055 -0.048 +0.074 +0.041 +0.047 +0.664 +0.664 +0.664 +0.507 +0.507 +0.507 +1.000 +1.000 +0.414 +0.414 --- DataSetInfo : InAccBrem: -0.238 +0.099 -0.079 +0.572 -0.077 -0.038 +0.240 +0.343 +0.212 +0.469 +0.723 -0.064 +0.195 +0.013 +0.187 +0.200 +0.095 +0.094 +0.109 +0.046 +0.033 +0.046 +0.584 +0.584 +0.584 +0.411 +0.411 +0.411 +0.414 +0.414 +1.000 +1.000 --- DataSetInfo : BremPIDe: -0.238 +0.099 -0.079 +0.572 -0.077 -0.038 +0.240 +0.343 +0.212 +0.469 +0.723 -0.064 +0.195 +0.013 +0.187 +0.200 +0.095 +0.094 +0.109 +0.046 +0.033 +0.046 +0.584 +0.584 +0.584 +0.411 +0.411 +0.411 +0.414 +0.414 +1.000 +1.000 --- DataSetInfo : ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ --- 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 MuonNShared InAccEcal EcalPIDe EcalPIDmu InAccHcal HcalPIDe HcalPIDmu InAccPrs PrsPIDe InAccBrem BremPIDe --- DataSetInfo : TrackP: +1.000 +0.478 +0.039 -0.182 -0.017 -0.006 -0.024 -0.068 -0.070 -0.176 -0.242 +0.419 +0.065 +0.577 +0.091 +0.081 +0.066 +0.064 +0.064 -0.307 -0.057 -0.125 -0.210 -0.211 -0.210 -0.207 -0.207 -0.208 -0.151 -0.152 -0.230 -0.230 --- DataSetInfo : TrackPt: +0.478 +1.000 +0.005 +0.043 -0.048 -0.026 +0.056 -0.022 +0.072 +0.060 +0.237 +0.181 +0.193 +0.336 +0.179 +0.188 +0.183 +0.180 +0.181 -0.136 -0.038 -0.091 -0.117 -0.118 -0.117 -0.187 -0.187 -0.187 -0.080 -0.080 +0.234 +0.234 --- DataSetInfo : TrackChi2PerDof: +0.039 +0.005 +1.000 -0.084 +0.669 +0.848 +0.139 -0.047 +0.350 -0.044 -0.055 +0.002 -0.029 +0.037 -0.018 -0.018 -0.023 -0.023 -0.023 -0.178 -0.130 -0.031 +0.027 +0.027 +0.028 +0.023 +0.023 +0.024 +0.020 +0.020 -0.053 -0.052 --- DataSetInfo : TrackNumDof: -0.182 +0.043 -0.084 +1.000 -0.195 -0.008 +0.418 +0.646 +0.422 +0.766 +0.455 -0.185 +0.133 -0.069 +0.120 +0.127 +0.127 +0.128 +0.128 +0.029 -0.004 +0.033 +0.193 +0.192 +0.193 +0.066 +0.066 +0.066 +0.150 +0.150 +0.475 +0.475 --- DataSetInfo : TrackGhostProbability: -0.017 -0.048 +0.669 -0.195 +1.000 +0.604 -0.068 -0.147 +0.123 -0.044 -0.135 -0.052 -0.145 -0.030 -0.130 -0.134 -0.135 -0.135 -0.135 -0.128 -0.089 +0.023 +0.061 +0.061 +0.061 +0.056 +0.056 +0.056 +0.041 +0.041 -0.133 -0.133 --- DataSetInfo : TrackFitMatchChi2: -0.006 -0.026 +0.848 -0.008 +0.604 +1.000 -0.002 +0.019 +0.079 +0.003 -0.013 -0.046 -0.023 +0.003 -0.014 -0.013 -0.018 -0.018 -0.018 -0.196 -0.154 -0.056 +0.048 +0.048 +0.049 +0.043 +0.042 +0.043 +0.034 +0.034 -0.010 -0.010 --- DataSetInfo : TrackFitVeloChi2: -0.024 +0.056 +0.139 +0.418 -0.068 -0.002 +1.000 +0.635 +0.043 +0.039 +0.274 +0.020 +0.150 +0.041 +0.148 +0.151 +0.150 +0.151 +0.151 +0.022 -0.001 +0.021 -0.003 -0.003 -0.003 -0.014 -0.014 -0.014 +0.002 +0.002 +0.285 +0.285 --- DataSetInfo : TrackFitVeloNDoF: -0.068 -0.022 -0.047 +0.646 -0.147 +0.019 +0.635 +1.000 +0.031 +0.046 +0.399 -0.014 +0.209 +0.023 +0.205 +0.210 +0.209 +0.210 +0.210 +0.035 -0.003 +0.016 +0.013 +0.012 +0.013 +0.009 +0.009 +0.009 +0.013 +0.013 +0.411 +0.411 --- DataSetInfo : TrackFitTChi2: -0.070 +0.072 +0.350 +0.422 +0.123 +0.079 +0.043 +0.031 +1.000 +0.542 +0.126 -0.096 +0.002 -0.034 -0.002 -0.000 +0.002 +0.002 +0.002 -0.002 +0.000 +0.048 +0.134 +0.134 +0.134 +0.038 +0.038 +0.038 +0.102 +0.102 +0.146 +0.146 --- DataSetInfo : TrackFitTNDoF: -0.176 +0.060 -0.044 +0.766 -0.044 +0.003 +0.039 +0.046 +0.542 +1.000 +0.204 -0.229 -0.026 -0.114 -0.038 -0.033 -0.032 -0.032 -0.032 -0.009 -0.012 +0.026 +0.259 +0.258 +0.259 +0.092 +0.092 +0.092 +0.195 +0.195 +0.236 +0.236 --- DataSetInfo : RichUsedR1Gas: -0.242 +0.237 -0.055 +0.455 -0.135 -0.013 +0.274 +0.399 +0.126 +0.204 +1.000 -0.184 +0.539 -0.036 +0.516 +0.527 +0.528 +0.528 +0.528 +0.147 +0.023 +0.049 +0.031 +0.031 +0.032 -0.019 -0.019 -0.018 +0.025 +0.025 +0.795 +0.795 --- DataSetInfo : RichUsedR2Gas: +0.419 +0.181 +0.002 -0.185 -0.052 -0.046 +0.020 -0.014 -0.096 -0.229 -0.184 +1.000 +0.174 +0.460 +0.190 +0.189 +0.169 +0.169 +0.170 -0.152 -0.019 -0.105 -0.111 -0.112 -0.112 -0.084 -0.084 -0.084 -0.069 -0.070 -0.188 -0.188 --- DataSetInfo : RichAboveMuThres: +0.065 +0.193 -0.029 +0.133 -0.145 -0.023 +0.150 +0.209 +0.002 -0.026 +0.539 +0.174 +1.000 +0.086 +0.994 +0.997 +0.995 +0.995 +0.995 -0.014 -0.006 -0.021 -0.043 -0.043 -0.042 -0.051 -0.051 -0.051 -0.031 -0.031 +0.420 +0.420 --- DataSetInfo : RichAboveKaThres: +0.577 +0.336 +0.037 -0.069 -0.030 +0.003 +0.041 +0.023 -0.034 -0.114 -0.036 +0.460 +0.086 +1.000 +0.115 +0.103 +0.083 +0.083 +0.084 -0.304 -0.056 -0.125 -0.187 -0.188 -0.187 -0.197 -0.197 -0.197 -0.129 -0.129 -0.079 -0.079 --- DataSetInfo : RichDLLe: +0.091 +0.179 -0.018 +0.120 -0.130 -0.014 +0.148 +0.205 -0.002 -0.038 +0.516 +0.190 +0.994 +0.115 +1.000 +0.998 +0.996 +0.996 +0.996 -0.035 -0.011 -0.016 -0.044 -0.045 -0.044 -0.050 -0.050 -0.050 -0.032 -0.032 +0.393 +0.393 --- DataSetInfo : RichDLLmu: +0.081 +0.188 -0.018 +0.127 -0.134 -0.013 +0.151 +0.210 -0.000 -0.033 +0.527 +0.189 +0.997 +0.103 +0.998 +1.000 +0.996 +0.996 +0.996 -0.032 -0.014 -0.023 -0.044 -0.045 -0.044 -0.052 -0.052 -0.052 -0.032 -0.032 +0.406 +0.406 --- DataSetInfo : RichDLLk: +0.066 +0.183 -0.023 +0.127 -0.135 -0.018 +0.150 +0.209 +0.002 -0.032 +0.528 +0.169 +0.995 +0.083 +0.996 +0.996 +1.000 +1.000 +1.000 -0.013 -0.002 -0.013 -0.040 -0.041 -0.040 -0.046 -0.046 -0.046 -0.029 -0.029 +0.411 +0.411 --- DataSetInfo : RichDLLp: +0.064 +0.180 -0.023 +0.128 -0.135 -0.018 +0.151 +0.210 +0.002 -0.032 +0.528 +0.169 +0.995 +0.083 +0.996 +0.996 +1.000 +1.000 +1.000 -0.012 -0.003 -0.013 -0.040 -0.041 -0.040 -0.047 -0.047 -0.047 -0.029 -0.029 +0.411 +0.411 --- DataSetInfo : RichDLLbt: +0.064 +0.181 -0.023 +0.128 -0.135 -0.018 +0.151 +0.210 +0.002 -0.032 +0.528 +0.170 +0.995 +0.084 +0.996 +0.996 +1.000 +1.000 +1.000 -0.013 -0.003 -0.013 -0.040 -0.041 -0.040 -0.046 -0.047 -0.046 -0.029 -0.029 +0.412 +0.412 --- DataSetInfo : MuonBkgLL: -0.307 -0.136 -0.178 +0.029 -0.128 -0.196 +0.022 +0.035 -0.002 -0.009 +0.147 -0.152 -0.014 -0.304 -0.035 -0.032 -0.013 -0.012 -0.013 +1.000 +0.778 +0.218 -0.061 -0.059 -0.062 -0.065 -0.064 -0.066 -0.045 -0.044 +0.140 +0.140 --- DataSetInfo : MuonMuLL: -0.057 -0.038 -0.130 -0.004 -0.089 -0.154 -0.001 -0.003 +0.000 -0.012 +0.023 -0.019 -0.006 -0.056 -0.011 -0.014 -0.002 -0.003 -0.003 +0.778 +1.000 +0.142 +0.000 +0.001 -0.001 +0.013 +0.014 +0.012 -0.002 -0.002 +0.023 +0.023 --- DataSetInfo : MuonNShared: -0.125 -0.091 -0.031 +0.033 +0.023 -0.056 +0.021 +0.016 +0.048 +0.026 +0.049 -0.105 -0.021 -0.125 -0.016 -0.023 -0.013 -0.013 -0.013 +0.218 +0.142 +1.000 +0.050 +0.051 +0.049 +0.063 +0.063 +0.063 +0.036 +0.036 +0.046 +0.046 --- DataSetInfo : InAccEcal: -0.210 -0.117 +0.027 +0.193 +0.061 +0.048 -0.003 +0.013 +0.134 +0.259 +0.031 -0.111 -0.043 -0.187 -0.044 -0.044 -0.040 -0.040 -0.040 -0.061 +0.000 +0.050 +1.000 +1.000 +1.000 +0.611 +0.611 +0.611 +0.687 +0.686 +0.068 +0.068 --- DataSetInfo : EcalPIDe: -0.211 -0.118 +0.027 +0.192 +0.061 +0.048 -0.003 +0.012 +0.134 +0.258 +0.031 -0.112 -0.043 -0.188 -0.045 -0.045 -0.041 -0.041 -0.041 -0.059 +0.001 +0.051 +1.000 +1.000 +1.000 +0.611 +0.611 +0.611 +0.687 +0.686 +0.067 +0.067 --- DataSetInfo : EcalPIDmu: -0.210 -0.117 +0.028 +0.193 +0.061 +0.049 -0.003 +0.013 +0.134 +0.259 +0.032 -0.112 -0.042 -0.187 -0.044 -0.044 -0.040 -0.040 -0.040 -0.062 -0.001 +0.049 +1.000 +1.000 +1.000 +0.611 +0.611 +0.611 +0.687 +0.686 +0.068 +0.068 --- DataSetInfo : InAccHcal: -0.207 -0.187 +0.023 +0.066 +0.056 +0.043 -0.014 +0.009 +0.038 +0.092 -0.019 -0.084 -0.051 -0.197 -0.050 -0.052 -0.046 -0.047 -0.046 -0.065 +0.013 +0.063 +0.611 +0.611 +0.611 +1.000 +1.000 +1.000 +0.440 +0.439 +0.004 +0.004 --- DataSetInfo : HcalPIDe: -0.207 -0.187 +0.023 +0.066 +0.056 +0.042 -0.014 +0.009 +0.038 +0.092 -0.019 -0.084 -0.051 -0.197 -0.050 -0.052 -0.046 -0.047 -0.047 -0.064 +0.014 +0.063 +0.611 +0.611 +0.611 +1.000 +1.000 +1.000 +0.440 +0.440 +0.004 +0.004 --- DataSetInfo : HcalPIDmu: -0.208 -0.187 +0.024 +0.066 +0.056 +0.043 -0.014 +0.009 +0.038 +0.092 -0.018 -0.084 -0.051 -0.197 -0.050 -0.052 -0.046 -0.047 -0.046 -0.066 +0.012 +0.063 +0.611 +0.611 +0.611 +1.000 +1.000 +1.000 +0.440 +0.439 +0.004 +0.004 --- DataSetInfo : InAccPrs: -0.151 -0.080 +0.020 +0.150 +0.041 +0.034 +0.002 +0.013 +0.102 +0.195 +0.025 -0.069 -0.031 -0.129 -0.032 -0.032 -0.029 -0.029 -0.029 -0.045 -0.002 +0.036 +0.687 +0.687 +0.687 +0.440 +0.440 +0.440 +1.000 +1.000 +0.046 +0.046 --- DataSetInfo : PrsPIDe: -0.152 -0.080 +0.020 +0.150 +0.041 +0.034 +0.002 +0.013 +0.102 +0.195 +0.025 -0.070 -0.031 -0.129 -0.032 -0.032 -0.029 -0.029 -0.029 -0.044 -0.002 +0.036 +0.686 +0.686 +0.686 +0.439 +0.440 +0.439 +1.000 +1.000 +0.046 +0.046 --- DataSetInfo : InAccBrem: -0.230 +0.234 -0.053 +0.475 -0.133 -0.010 +0.285 +0.411 +0.146 +0.236 +0.795 -0.188 +0.420 -0.079 +0.393 +0.406 +0.411 +0.411 +0.412 +0.140 +0.023 +0.046 +0.068 +0.067 +0.068 +0.004 +0.004 +0.004 +0.046 +0.046 +1.000 +1.000 --- DataSetInfo : BremPIDe: -0.230 +0.234 -0.052 +0.475 -0.133 -0.010 +0.285 +0.411 +0.146 +0.236 +0.795 -0.188 +0.420 -0.079 +0.393 +0.406 +0.411 +0.411 +0.412 +0.140 +0.023 +0.046 +0.068 +0.067 +0.068 +0.004 +0.004 +0.004 +0.046 +0.046 +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 'MuonNShared' (index=21). <---> Output : variable 'MuonNShared' (index=21). --- Id : Input : variable 'InAccEcal' (index=22). <---> Output : variable 'InAccEcal' (index=22). --- Id : Input : variable 'EcalPIDe' (index=23). <---> Output : variable 'EcalPIDe' (index=23). --- Id : Input : variable 'EcalPIDmu' (index=24). <---> Output : variable 'EcalPIDmu' (index=24). --- Id : Input : variable 'InAccHcal' (index=25). <---> Output : variable 'InAccHcal' (index=25). --- Id : Input : variable 'HcalPIDe' (index=26). <---> Output : variable 'HcalPIDe' (index=26). --- Id : Input : variable 'HcalPIDmu' (index=27). <---> Output : variable 'HcalPIDmu' (index=27). --- Id : Input : variable 'InAccPrs' (index=28). <---> Output : variable 'InAccPrs' (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: 18129. 28154. [ 3000.0 1.1048e+06 ] --- TFHandler_Factory : TrackPt: 1252.8 1594.6 [ 5.6353 65090. ] --- TFHandler_Factory : TrackChi2PerDof: 1.1862 0.53136 [ 0.11807 4.0000 ] --- TFHandler_Factory : TrackNumDof: 30.349 5.3828 [ 7.0000 52.000 ] --- TFHandler_Factory : TrackGhostProbability: 0.030793 0.059750 [ 0.0014664 0.40000 ] --- TFHandler_Factory : TrackFitMatchChi2: 8.8138 12.490 [ 0.0078188 144.88 ] --- TFHandler_Factory : TrackFitVeloChi2: 7.3807 4.9812 [ 1.4179e-06 96.854 ] --- TFHandler_Factory : TrackFitVeloNDoF: 6.7378 3.1091 [ 1.0000 25.000 ] --- TFHandler_Factory : TrackFitTChi2: 15.863 7.3622 [ 0.00065165 110.61 ] --- TFHandler_Factory : TrackFitTNDoF: 14.880 3.7606 [ 1.0000 31.000 ] --- TFHandler_Factory : RichUsedR1Gas: 0.89890 0.30146 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichUsedR2Gas: 0.56094 0.49627 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAboveMuThres: 0.97549 0.15462 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAboveKaThres: 0.40817 0.49149 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichDLLe: -36.711 153.73 [ -999.00 147.19 ] --- TFHandler_Factory : RichDLLmu: -27.438 154.74 [ -999.00 143.25 ] --- TFHandler_Factory : RichDLLk: -43.508 153.99 [ -999.00 157.36 ] --- TFHandler_Factory : RichDLLp: -44.835 153.83 [ -999.00 102.94 ] --- TFHandler_Factory : RichDLLbt: -43.764 153.70 [ -999.00 67.429 ] --- TFHandler_Factory : MuonBkgLL: -2.4718 1.9966 [ -11.761 0.025900 ] --- TFHandler_Factory : MuonMuLL: -0.59670 0.88022 [ -69.078 0.0000 ] --- TFHandler_Factory : MuonNShared: 2.0617 1.9580 [ 1.0000 45.000 ] --- TFHandler_Factory : InAccEcal: 0.94691 0.22421 [ 0.0000 1.0000 ] --- TFHandler_Factory : EcalPIDe: -54.608 223.62 [ -999.00 4.0548 ] --- TFHandler_Factory : EcalPIDmu: -52.947 224.01 [ -999.00 2.1530 ] --- TFHandler_Factory : InAccHcal: 0.91950 0.27206 [ 0.0000 1.0000 ] --- TFHandler_Factory : HcalPIDe: -81.225 271.55 [ -999.00 3.1280 ] --- TFHandler_Factory : HcalPIDmu: -80.209 271.85 [ -999.00 2.8734 ] --- TFHandler_Factory : InAccPrs: 0.97260 0.16324 [ 0.0000 1.0000 ] --- TFHandler_Factory : PrsPIDe: -29.719 162.69 [ -999.00 3.4631 ] --- TFHandler_Factory : InAccBrem: 0.86191 0.34500 [ 0.0000 1.0000 ] --- TFHandler_Factory : BremPIDe: -138.04 344.62 [ -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 : MuonBkgLL : 5.375e-01 --- IdTransformation : 2 : TrackPt : 4.836e-01 --- IdTransformation : 3 : TrackP : 3.775e-01 --- IdTransformation : 4 : RichAboveKaThres : 3.609e-01 --- IdTransformation : 5 : RichDLLmu : 3.515e-01 --- IdTransformation : 6 : MuonMuLL : 2.996e-01 --- IdTransformation : 7 : RichDLLe : 2.038e-01 --- IdTransformation : 8 : RichDLLp : 1.895e-01 --- IdTransformation : 9 : RichDLLbt : 1.792e-01 --- IdTransformation : 10 : MuonNShared : 1.749e-01 --- IdTransformation : 11 : RichDLLk : 1.504e-01 --- IdTransformation : 12 : RichUsedR2Gas : 9.390e-02 --- IdTransformation : 13 : EcalPIDmu : 6.586e-02 --- IdTransformation : 14 : HcalPIDmu : 3.651e-02 --- IdTransformation : 15 : TrackGhostProbability : 3.429e-02 --- IdTransformation : 16 : TrackFitMatchChi2 : 2.167e-02 --- IdTransformation : 17 : TrackChi2PerDof : 1.721e-02 --- IdTransformation : 18 : TrackFitTNDoF : 1.280e-02 --- IdTransformation : 19 : RichAboveMuThres : 1.204e-02 --- IdTransformation : 20 : TrackFitTChi2 : 9.488e-03 --- IdTransformation : 21 : TrackNumDof : 6.745e-03 --- IdTransformation : 22 : HcalPIDe : 6.729e-03 --- IdTransformation : 23 : InAccHcal : 6.481e-03 --- IdTransformation : 24 : RichUsedR1Gas : 5.479e-03 --- IdTransformation : 25 : BremPIDe : 5.447e-03 --- IdTransformation : 26 : InAccBrem : 4.735e-03 --- IdTransformation : 27 : EcalPIDe : 4.574e-03 --- IdTransformation : 28 : InAccEcal : 2.287e-03 --- IdTransformation : 29 : TrackFitVeloNDoF : 1.609e-03 --- IdTransformation : 30 : PrsPIDe : 9.884e-04 --- IdTransformation : 31 : InAccPrs : 8.846e-04 --- IdTransformation : 32 : TrackFitVeloChi2 : 3.053e-04 --- IdTransformation : ---------------------------------------------- --- Factory : --- Factory : Train all methods for Classification ... --- Factory : Train method: Muon_Long_TMVA for Classification --- Muon_Long_TMVA : --- Muon_Long_TMVA : ================================================================ --- Muon_Long_TMVA : H e l p f o r M V A m e t h o d [ Muon_Long_TMVA ] : --- Muon_Long_TMVA : --- Muon_Long_TMVA : --- Short description: --- Muon_Long_TMVA : --- Muon_Long_TMVA : The MLP artificial neural network (ANN) is a traditional feed- --- Muon_Long_TMVA : forward multilayer perceptron impementation. The MLP has a user- --- Muon_Long_TMVA : defined hidden layer architecture, while the number of input (output) --- Muon_Long_TMVA : nodes is determined by the input variables (output classes, i.e., --- Muon_Long_TMVA : signal and one background). --- Muon_Long_TMVA : --- Muon_Long_TMVA : --- Performance optimisation: --- Muon_Long_TMVA : --- Muon_Long_TMVA : Neural networks are stable and performing for a large variety of --- Muon_Long_TMVA : linear and non-linear classification problems. However, in contrast --- Muon_Long_TMVA : to (e.g.) boosted decision trees, the user is advised to reduce the --- Muon_Long_TMVA : number of input variables that have only little discrimination power. --- Muon_Long_TMVA : --- Muon_Long_TMVA : In the tests we have carried out so far, the MLP and ROOT networks --- Muon_Long_TMVA : (TMlpANN, interfaced via TMVA) performed equally well, with however --- Muon_Long_TMVA : a clear speed advantage for the MLP. The Clermont-Ferrand neural --- Muon_Long_TMVA : net (CFMlpANN) exhibited worse classification performance in these --- Muon_Long_TMVA : tests, which is partly due to the slow convergence of its training --- Muon_Long_TMVA : (at least 10k training cycles are required to achieve approximately --- Muon_Long_TMVA : competitive results). --- Muon_Long_TMVA : --- Muon_Long_TMVA : Overtraining: only the TMlpANN performs an explicit separation of the --- Muon_Long_TMVA : full training sample into independent training and validation samples. --- Muon_Long_TMVA : We have found that in most high-energy physics applications the --- Muon_Long_TMVA : avaliable degrees of freedom (training events) are sufficient to --- Muon_Long_TMVA : constrain the weights of the relatively simple architectures required --- Muon_Long_TMVA : to achieve good performance. Hence no overtraining should occur, and --- Muon_Long_TMVA : the use of validation samples would only reduce the available training --- Muon_Long_TMVA : information. However, if the perrormance on the training sample is --- Muon_Long_TMVA : found to be significantly better than the one found with the inde- --- Muon_Long_TMVA : pendent test sample, caution is needed. The results for these samples --- Muon_Long_TMVA : are printed to standard output at the end of each training job. --- Muon_Long_TMVA : --- Muon_Long_TMVA : --- Performance tuning via configuration options: --- Muon_Long_TMVA : --- Muon_Long_TMVA : The hidden layer architecture for all ANNs is defined by the option --- Muon_Long_TMVA : "HiddenLayers=N+1,N,...", where here the first hidden layer has N+1 --- Muon_Long_TMVA : neurons and the second N neurons (and so on), and where N is the number --- Muon_Long_TMVA : of input variables. Excessive numbers of hidden layers should be avoided, --- Muon_Long_TMVA : in favour of more neurons in the first hidden layer. --- Muon_Long_TMVA : --- Muon_Long_TMVA : The number of cycles should be above 500. As said, if the number of --- Muon_Long_TMVA : adjustable weights is small compared to the training sample size, --- Muon_Long_TMVA : using a large number of training samples should not lead to overtraining. --- Muon_Long_TMVA : --- Muon_Long_TMVA : --- Muon_Long_TMVA : ================================================================ --- Muon_Long_TMVA : --- Norm : Preparing the transformation. --- TFHandler_Muon_Long_TMVA : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Muon_Long_TMVA : Variable Mean RMS [ Min Max ] --- TFHandler_Muon_Long_TMVA : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Muon_Long_TMVA : TrackP: -0.97254 0.051103 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : TrackPt: -0.96168 0.049000 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : TrackChi2PerDof: -0.44966 0.27376 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : TrackNumDof: 0.037752 0.23924 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : TrackGhostProbability: -0.85283 0.29985 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : TrackFitMatchChi2: -0.87843 0.17244 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : TrackFitVeloChi2: -0.84759 0.10286 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : TrackFitVeloNDoF: -0.52185 0.25909 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : TrackFitTChi2: -0.71318 0.13312 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : TrackFitTNDoF: -0.074659 0.25071 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : RichUsedR1Gas: 0.79780 0.60292 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : RichUsedR2Gas: 0.12188 0.99254 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : RichAboveMuThres: 0.95098 0.30924 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : RichAboveKaThres: -0.18366 0.98299 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : RichDLLe: 0.67911 0.26825 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : RichDLLmu: 0.70114 0.27093 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : RichDLLk: 0.65258 0.26633 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : RichDLLp: 0.73180 0.27920 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : RichDLLbt: 0.79147 0.28824 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : MuonBkgLL: 0.57619 0.33878 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : MuonMuLL: 0.98272 0.025485 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : MuonNShared: -0.95174 0.088998 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : InAccEcal: 0.89382 0.44842 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : EcalPIDe: 0.88303 0.44587 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : EcalPIDmu: 0.88993 0.44750 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : InAccHcal: 0.83901 0.54412 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : HcalPIDe: 0.83165 0.54194 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : HcalPIDmu: 0.83415 0.54269 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : InAccPrs: 0.94520 0.32648 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : PrsPIDe: 0.93380 0.32457 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : InAccBrem: 0.72381 0.69000 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : BremPIDe: 0.71541 0.68664 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : ---------------------------------------------------------------------------------------------------------------------------- --- Muon_Long_TMVA : Begin training --- Muon_Long_TMVA : Training Network --- Muon_Long_TMVA : Inaccurate progress timing for MLP... --- Muon_Long_TMVA : End of training --- Muon_Long_TMVA : Elapsed time for training with 1822527 events: 5.32e+04 sec --- Muon_Long_TMVA : Create MVA output for classification on training sample --- Muon_Long_TMVA : Evaluation of Muon_Long_TMVA on training sample (1822527 events) --- Muon_Long_TMVA : Elapsed time for evaluation of 1822527 events: 25.5 sec --- Muon_Long_TMVA : Creating weight file in xml format: ./GlobalPID_Muon_Long_TMVA.weights.xml --- Muon_Long_TMVA : Creating standalone response class: ./GlobalPID_Muon_Long_TMVA.class.C --- Muon_Long_TMVA : Write special histos to file: Long-Muon-TMVA.root:/Method_MLP/Muon_Long_TMVA --- Factory : Training finished --- Factory : --- Factory : Ranking input variables (method specific)... --- Muon_Long_TMVA : Ranking result (top variable is best ranked) --- Muon_Long_TMVA : ---------------------------------------------- --- Muon_Long_TMVA : Rank : Variable : Importance --- Muon_Long_TMVA : ---------------------------------------------- --- Muon_Long_TMVA : 1 : RichDLLmu : 9.852e+03 --- Muon_Long_TMVA : 2 : EcalPIDmu : 5.560e+03 --- Muon_Long_TMVA : 3 : TrackPt : 3.945e+03 --- Muon_Long_TMVA : 4 : HcalPIDmu : 3.832e+03 --- Muon_Long_TMVA : 5 : EcalPIDe : 2.323e+03 --- Muon_Long_TMVA : 6 : TrackP : 2.220e+03 --- Muon_Long_TMVA : 7 : MuonNShared : 1.681e+03 --- Muon_Long_TMVA : 8 : HcalPIDe : 1.272e+03 --- Muon_Long_TMVA : 9 : RichAboveMuThres : 1.233e+03 --- Muon_Long_TMVA : 10 : RichDLLk : 1.047e+03 --- Muon_Long_TMVA : 11 : MuonMuLL : 7.739e+02 --- Muon_Long_TMVA : 12 : InAccEcal : 6.593e+02 --- Muon_Long_TMVA : 13 : RichDLLe : 6.546e+02 --- Muon_Long_TMVA : 14 : InAccHcal : 5.969e+02 --- Muon_Long_TMVA : 15 : PrsPIDe : 3.558e+02 --- Muon_Long_TMVA : 16 : TrackFitMatchChi2 : 3.050e+02 --- Muon_Long_TMVA : 17 : InAccPrs : 2.366e+02 --- Muon_Long_TMVA : 18 : RichUsedR1Gas : 2.286e+02 --- Muon_Long_TMVA : 19 : RichDLLp : 1.482e+02 --- Muon_Long_TMVA : 20 : RichDLLbt : 1.036e+02 --- Muon_Long_TMVA : 21 : MuonBkgLL : 8.315e+01 --- Muon_Long_TMVA : 22 : RichUsedR2Gas : 6.593e+01 --- Muon_Long_TMVA : 23 : TrackFitTChi2 : 4.392e+01 --- Muon_Long_TMVA : 24 : TrackGhostProbability : 4.236e+01 --- Muon_Long_TMVA : 25 : InAccBrem : 3.879e+01 --- Muon_Long_TMVA : 26 : RichAboveKaThres : 3.874e+01 --- Muon_Long_TMVA : 27 : BremPIDe : 3.290e+01 --- Muon_Long_TMVA : 28 : TrackFitVeloChi2 : 3.163e+01 --- Muon_Long_TMVA : 29 : TrackFitVeloNDoF : 2.087e+01 --- Muon_Long_TMVA : 30 : TrackChi2PerDof : 1.524e+01 --- Muon_Long_TMVA : 31 : TrackNumDof : 7.373e+00 --- Muon_Long_TMVA : 32 : TrackFitTNDoF : 4.834e+00 --- Muon_Long_TMVA : ---------------------------------------------- --- Factory : --- Factory : === Destroy and recreate all methods via weight files for testing === --- Factory : --- MethodBase : Reading weight file: ./GlobalPID_Muon_Long_TMVA.weights.xml --- Muon_Long_TMVA : Read method "Muon_Long_TMVA" of type "MLP" --- Muon_Long_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Muon_Long_TMVA : MVA method was trained with ROOT Version: 6.02/01 --- Muon_Long_TMVA : Building Network --- Muon_Long_TMVA : Initializing weights 2016-02-04 05:00:28 | Starting Testing... --- Factory : Test all methods... --- Factory : Test method: Muon_Long_TMVA for Classification performance --- Muon_Long_TMVA : Evaluation of Muon_Long_TMVA on testing sample (780400 events) --- Muon_Long_TMVA : Elapsed time for evaluation of 780400 events: 11.6 sec 2016-02-04 05:00:40 | Starting Evaluation... --- Factory : Evaluate all methods... --- Factory : Evaluate classifier: Muon_Long_TMVA --- TFHandler_Muon_Long_TMVA : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Muon_Long_TMVA : Variable Mean RMS [ Min Max ] --- TFHandler_Muon_Long_TMVA : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Muon_Long_TMVA : TrackP: -0.97252 0.050677 [ -1.0000 0.97307 ] --- TFHandler_Muon_Long_TMVA : TrackPt: -0.96160 0.048853 [ -0.99987 0.92394 ] --- TFHandler_Muon_Long_TMVA : TrackChi2PerDof: -0.44882 0.27468 [ -0.99273 1.0000 ] --- TFHandler_Muon_Long_TMVA : TrackNumDof: 0.037413 0.23929 [ -1.0000 0.91111 ] --- TFHandler_Muon_Long_TMVA : TrackGhostProbability: -0.85242 0.30018 [ -0.99985 0.99999 ] --- TFHandler_Muon_Long_TMVA : TrackFitMatchChi2: -0.87782 0.17399 [ -0.99997 0.86670 ] --- TFHandler_Muon_Long_TMVA : TrackFitVeloChi2: -0.84746 0.10312 [ -1.0000 1.3214 ] --- TFHandler_Muon_Long_TMVA : TrackFitVeloNDoF: -0.52164 0.25936 [ -1.0000 0.83333 ] --- TFHandler_Muon_Long_TMVA : TrackFitTChi2: -0.71333 0.13271 [ -1.0000 1.0300 ] --- TFHandler_Muon_Long_TMVA : TrackFitTNDoF: -0.075236 0.25069 [ -1.0000 0.86667 ] --- TFHandler_Muon_Long_TMVA : RichUsedR1Gas: 0.79713 0.60381 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : RichUsedR2Gas: 0.12406 0.99227 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : RichAboveMuThres: 0.95105 0.30904 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : RichAboveKaThres: -0.17992 0.98368 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : RichDLLe: 0.67920 0.26808 [ -1.0000 1.0304 ] --- TFHandler_Muon_Long_TMVA : RichDLLmu: 0.70120 0.27077 [ -1.0000 0.99367 ] --- TFHandler_Muon_Long_TMVA : RichDLLk: 0.65248 0.26616 [ -1.0000 0.96516 ] --- TFHandler_Muon_Long_TMVA : RichDLLp: 0.73174 0.27901 [ -1.0000 0.98927 ] --- TFHandler_Muon_Long_TMVA : RichDLLbt: 0.79143 0.28806 [ -1.0000 0.99523 ] --- TFHandler_Muon_Long_TMVA : MuonBkgLL: 0.57511 0.33906 [ -0.75901 1.0001 ] --- TFHandler_Muon_Long_TMVA : MuonMuLL: 0.98266 0.025193 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : MuonNShared: -0.95174 0.088836 [ -1.0000 1.6818 ] --- TFHandler_Muon_Long_TMVA : InAccEcal: 0.89332 0.44942 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : EcalPIDe: 0.88252 0.44687 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : EcalPIDmu: 0.88943 0.44850 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : InAccHcal: 0.83813 0.54546 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : HcalPIDe: 0.83078 0.54328 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : HcalPIDmu: 0.83328 0.54403 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : InAccPrs: 0.94474 0.32782 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : PrsPIDe: 0.93334 0.32590 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : InAccBrem: 0.72390 0.68991 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : BremPIDe: 0.71549 0.68655 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : ---------------------------------------------------------------------------------------------------------------------------- --- Muon_Long_TMVA : Loop over test events and fill histograms with classifier response... --- Factory : Write evaluation histograms to file --- TFHandler_Muon_Long_TMVA : Plot event variables for Muon_Long_TMVA --- TFHandler_Muon_Long_TMVA : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Muon_Long_TMVA : Variable Mean RMS [ Min Max ] --- TFHandler_Muon_Long_TMVA : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Muon_Long_TMVA : TrackP: -0.97252 0.050677 [ -1.0000 0.97307 ] --- TFHandler_Muon_Long_TMVA : TrackPt: -0.96160 0.048853 [ -0.99987 0.92394 ] --- TFHandler_Muon_Long_TMVA : TrackChi2PerDof: -0.44882 0.27468 [ -0.99273 1.0000 ] --- TFHandler_Muon_Long_TMVA : TrackNumDof: 0.037413 0.23929 [ -1.0000 0.91111 ] --- TFHandler_Muon_Long_TMVA : TrackGhostProbability: -0.85242 0.30018 [ -0.99985 0.99999 ] --- TFHandler_Muon_Long_TMVA : TrackFitMatchChi2: -0.87782 0.17399 [ -0.99997 0.86670 ] --- TFHandler_Muon_Long_TMVA : TrackFitVeloChi2: -0.84746 0.10312 [ -1.0000 1.3214 ] --- TFHandler_Muon_Long_TMVA : TrackFitVeloNDoF: -0.52164 0.25936 [ -1.0000 0.83333 ] --- TFHandler_Muon_Long_TMVA : TrackFitTChi2: -0.71333 0.13271 [ -1.0000 1.0300 ] --- TFHandler_Muon_Long_TMVA : TrackFitTNDoF: -0.075236 0.25069 [ -1.0000 0.86667 ] --- TFHandler_Muon_Long_TMVA : RichUsedR1Gas: 0.79713 0.60381 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : RichUsedR2Gas: 0.12406 0.99227 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : RichAboveMuThres: 0.95105 0.30904 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : RichAboveKaThres: -0.17992 0.98368 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : RichDLLe: 0.67920 0.26808 [ -1.0000 1.0304 ] --- TFHandler_Muon_Long_TMVA : RichDLLmu: 0.70120 0.27077 [ -1.0000 0.99367 ] --- TFHandler_Muon_Long_TMVA : RichDLLk: 0.65248 0.26616 [ -1.0000 0.96516 ] --- TFHandler_Muon_Long_TMVA : RichDLLp: 0.73174 0.27901 [ -1.0000 0.98927 ] --- TFHandler_Muon_Long_TMVA : RichDLLbt: 0.79143 0.28806 [ -1.0000 0.99523 ] --- TFHandler_Muon_Long_TMVA : MuonBkgLL: 0.57511 0.33906 [ -0.75901 1.0001 ] --- TFHandler_Muon_Long_TMVA : MuonMuLL: 0.98266 0.025193 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : MuonNShared: -0.95174 0.088836 [ -1.0000 1.6818 ] --- TFHandler_Muon_Long_TMVA : InAccEcal: 0.89332 0.44942 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : EcalPIDe: 0.88252 0.44687 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : EcalPIDmu: 0.88943 0.44850 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : InAccHcal: 0.83813 0.54546 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : HcalPIDe: 0.83078 0.54328 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : HcalPIDmu: 0.83328 0.54403 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : InAccPrs: 0.94474 0.32782 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : PrsPIDe: 0.93334 0.32590 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : InAccBrem: 0.72390 0.68991 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : BremPIDe: 0.71549 0.68655 [ -1.0000 1.0000 ] --- TFHandler_Muon_Long_TMVA : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Muon_Long_TMVA : --- TFHandler_Muon_Long_TMVA : Will not produce scatter plots ==> --- TFHandler_Muon_Long_TMVA : | The number of 32 input variables and 0 target values would require 496 two-dimensional --- TFHandler_Muon_Long_TMVA : | histograms, which would occupy the computer's memory. Note that this --- TFHandler_Muon_Long_TMVA : | suppression does not have any consequences for your analysis, other --- TFHandler_Muon_Long_TMVA : | than not disposing of these scatter plots. You can modify the maximum --- TFHandler_Muon_Long_TMVA : | number of input variables allowed to generate scatter plots in your --- TFHandler_Muon_Long_TMVA : | script via the command line: --- TFHandler_Muon_Long_TMVA : | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = ;" --- TFHandler_Muon_Long_TMVA : --- TFHandler_Muon_Long_TMVA : Some more output --- Tools : zero variances for variables (0, 3) --- Tools : zero variances for variables (0, 5) --- Tools : zero variances for variables (0, 11) --- Tools : zero variances for variables (0, 12) --- Tools : zero variances for variables (0, 13) --- Tools : zero variances for variables (0, 14) --- Tools : zero variances for variables (0, 23) --- Tools : zero variances for variables (0, 26) --- Tools : zero variances for variables (0, 29) --- Tools : zero variances for variables (0, 31) --- Tools : zero variances for variables (3, 0) --- Tools : zero variances for variables (3, 5) --- Tools : zero variances for variables (3, 11) --- Tools : zero variances for variables (3, 13) --- Tools : zero variances for variables (3, 23) --- Tools : zero variances for variables (3, 26) --- Tools : zero variances for variables (3, 29) --- Tools : zero variances for variables (3, 31) --- Tools : zero variances for variables (5, 0) --- Tools : zero variances for variables (5, 3) --- Tools : zero variances for variables (5, 8) --- Tools : zero variances for variables (5, 11) --- Tools : zero variances for variables (5, 12) --- Tools : zero variances for variables (5, 13) --- Tools : zero variances for variables (5, 14) --- Tools : zero variances for variables (5, 20) --- Tools : zero variances for variables (5, 21) --- Tools : zero variances for variables (5, 22) --- Tools : zero variances for variables (5, 23) --- Tools : zero variances for variables (5, 26) --- Tools : zero variances for variables (5, 29) --- Tools : zero variances for variables (5, 31) --- Tools : zero variances for variables (8, 5) --- Tools : zero variances for variables (11, 0) --- Tools : zero variances for variables (11, 3) --- Tools : zero variances for variables (11, 5) --- 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, 23) --- Tools : zero variances for variables (11, 26) --- Tools : zero variances for variables (11, 29) --- Tools : zero variances for variables (11, 31) --- Tools : zero variances for variables (12, 0) --- Tools : zero variances for variables (12, 5) --- Tools : zero variances for variables (12, 11) --- Tools : zero variances for variables (12, 13) --- Tools : zero variances for variables (12, 23) --- Tools : zero variances for variables (12, 26) --- Tools : zero variances for variables (12, 29) --- 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, 5) --- 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, 20) --- Tools : zero variances for variables (13, 21) --- Tools : zero variances for variables (13, 22) --- Tools : zero variances for variables (13, 23) --- Tools : zero variances for variables (13, 26) --- Tools : zero variances for variables (13, 29) --- Tools : zero variances for variables (13, 31) --- Tools : zero variances for variables (14, 0) --- Tools : zero variances for variables (14, 5) --- Tools : zero variances for variables (14, 11) --- Tools : zero variances for variables (14, 13) --- Tools : zero variances for variables (14, 23) --- Tools : zero variances for variables (14, 26) --- Tools : zero variances for variables (14, 29) --- Tools : zero variances for variables (14, 31) --- Tools : zero variances for variables (20, 5) --- Tools : zero variances for variables (20, 13) --- Tools : zero variances for variables (21, 5) --- Tools : zero variances for variables (21, 13) --- Tools : zero variances for variables (22, 5) --- Tools : zero variances for variables (22, 13) --- Tools : zero variances for variables (23, 0) --- Tools : zero variances for variables (23, 3) --- Tools : zero variances for variables (23, 5) --- Tools : zero variances for variables (23, 11) --- Tools : zero variances for variables (23, 12) --- Tools : zero variances for variables (23, 13) --- Tools : zero variances for variables (23, 14) --- Tools : zero variances for variables (23, 26) --- Tools : zero variances for variables (23, 29) --- Tools : zero variances for variables (23, 31) --- Tools : zero variances for variables (26, 0) --- Tools : zero variances for variables (26, 3) --- Tools : zero variances for variables (26, 5) --- Tools : zero variances for variables (26, 11) --- Tools : zero variances for variables (26, 12) --- Tools : zero variances for variables (26, 13) --- Tools : zero variances for variables (26, 14) --- Tools : zero variances for variables (26, 23) --- Tools : zero variances for variables (26, 29) --- Tools : zero variances for variables (26, 31) --- Tools : zero variances for variables (29, 0) --- Tools : zero variances for variables (29, 3) --- Tools : zero variances for variables (29, 5) --- Tools : zero variances for variables (29, 11) --- Tools : zero variances for variables (29, 12) --- Tools : zero variances for variables (29, 13) --- Tools : zero variances for variables (29, 14) --- Tools : zero variances for variables (29, 23) --- Tools : zero variances for variables (29, 26) --- Tools : zero variances for variables (29, 31) --- Tools : zero variances for variables (31, 0) --- Tools : zero variances for variables (31, 3) --- Tools : zero variances for variables (31, 5) --- 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, 23) --- Tools : zero variances for variables (31, 26) --- Tools : zero variances for variables (31, 29) --- Factory : Correlations between input variables and MVA response (signal): --- Factory : ------------------------------ --- Factory : Muon_Long_TMVA --- Factory : TrackP: +0.285 --- Factory : TrackPt: +0.408 --- Factory : TrackChi2PerDof: +0.000 --- Factory : TrackNumDof: +0.059 --- Factory : TrackGhostProbability: +0.000 --- Factory : TrackFitMatchChi2: -0.519 --- Factory : TrackFitVeloChi2: +0.032 --- Factory : TrackFitVeloNDoF: +0.013 --- Factory : TrackFitTChi2: -0.073 --- Factory : TrackFitTNDoF: +0.043 --- Factory : RichUsedR1Gas: +0.000 --- Factory : RichUsedR2Gas: +0.000 --- Factory : RichAboveMuThres: +0.000 --- Factory : RichAboveKaThres: +0.000 --- Factory : RichDLLe: +0.248 --- Factory : RichDLLmu: +0.223 --- Factory : RichDLLk: +0.055 --- Factory : RichDLLp: +0.029 --- Factory : RichDLLbt: +0.045 --- Factory : MuonBkgLL: -0.499 --- Factory : MuonMuLL: -0.153 --- Factory : MuonNShared: -0.213 --- Factory : InAccEcal: +0.000 --- Factory : EcalPIDe: -0.048 --- Factory : EcalPIDmu: -0.046 --- Factory : InAccHcal: +0.000 --- Factory : HcalPIDe: -0.067 --- Factory : HcalPIDmu: -0.067 --- Factory : InAccPrs: +0.000 --- Factory : PrsPIDe: -0.029 --- Factory : InAccBrem: +0.000 --- Factory : BremPIDe: +0.124 --- Factory : ------------------------------ --- Factory : --- Factory : Correlations between input variables and MVA response (background): --- Factory : ------------------------------ --- Factory : Muon_Long_TMVA --- Factory : TrackP: +0.339 --- Factory : TrackPt: +0.277 --- Factory : TrackChi2PerDof: +0.231 --- Factory : TrackNumDof: -0.011 --- Factory : TrackGhostProbability: +0.168 --- Factory : TrackFitMatchChi2: +0.241 --- Factory : TrackFitVeloChi2: -0.020 --- Factory : TrackFitVeloNDoF: -0.044 --- Factory : TrackFitTChi2: +0.058 --- Factory : TrackFitTNDoF: +0.029 --- Factory : RichUsedR1Gas: -0.045 --- Factory : RichUsedR2Gas: +0.096 --- Factory : RichAboveMuThres: +0.009 --- Factory : RichAboveKaThres: +0.314 --- Factory : RichDLLe: +0.034 --- Factory : RichDLLmu: +0.035 --- Factory : RichDLLk: +0.001 --- Factory : RichDLLp: +0.003 --- Factory : RichDLLbt: +0.003 --- Factory : MuonBkgLL: -0.629 --- Factory : MuonMuLL: -0.416 --- Factory : MuonNShared: -0.199 --- Factory : InAccEcal: +0.001 --- Factory : EcalPIDe: -0.001 --- Factory : EcalPIDmu: +0.003 --- Factory : InAccHcal: -0.011 --- Factory : HcalPIDe: -0.012 --- Factory : HcalPIDmu: -0.010 --- Factory : InAccPrs: -0.002 --- Factory : PrsPIDe: -0.003 --- Factory : InAccBrem: -0.043 --- Factory : BremPIDe: -0.043 --- 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 : Muon_Long_TMVA: +0.329 --- 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 : Muon_Long_TMVA : 0.769(00) 0.931(00) 0.987(00) 0.978 | 0.777 2.605 --- Factory : -------------------------------------------------------------------------------- --- Factory : --- Factory : Testing efficiency compared to training efficiency (overtraining check) --- Factory : -------------------------------------------------------------------------------- --- Factory : MVA Signal efficiency: from test sample (from training sample) --- Factory : Method: @B=0.01 @B=0.10 @B=0.30 --- Factory : -------------------------------------------------------------------------------- --- Factory : Muon_Long_TMVA : 0.769 (0.769) 0.931 (0.931) 0.987 (0.987) --- Factory : -------------------------------------------------------------------------------- --- Factory : --- Dataset:Default : Created tree 'TestTree' with 780400 events --- Dataset:Default : Created tree 'TrainTree' with 1822527 events --- Factory : --- Factory : Thank you for using TMVA! --- Factory : For citation information, please visit: http://tmva.sf.net/citeTMVA.html 2016-02-04 05:07:49 | ... Complete :) 2016-02-04 05:07:49 | Finished... 2016-02-04 05:07:54 | Cache directory = '/lwork/jonesc/ANNPID-DataCache' Warning in : class pair found in libEventPackerDict.so is already in libPhysEventDict.so 2016-02-04 05:07:56 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.1/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Muon/Long/GlobalPID_Muon_Long_ANN.txt 2016-02-04 05:07:56 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.1/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Muon/Long/train-config.txt 2016-02-04 05:07:56 | Particle type = Muon 2016-02-04 05:07:56 | Background types = All 2016-02-04 05:07:56 | Training Mix = NaturalMix 2016-02-04 05:07:56 | Track type = Long 2016-02-04 05:07:56 | Track PresSel = IsMuonTrackPreselection.txt 2016-02-04 05:07:56 | Network type = TMVA 2016-02-04 05:07:56 | Ghost treatment = Ghosts Ghosts 2016-02-04 05:07:56 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2016-02-04 05:07:56 | Reweighting = NoReweight 2016-02-04 05:07:56 | Output file = GlobalPID_Muon_Long_TMVA.weights.xml 2016-02-04 05:07:56 | Skipping input #TrackCloneDist 2016-02-04 05:07:56 | Skipping input #RichAboveElThres 2016-02-04 05:07:56 | Skipping input #RichAbovePiThres 2016-02-04 05:07:56 | Skipping input #RichAbovePrThres 2016-02-04 05:07:56 | Creating selection from 'IsMuonTrackPreselection.txt' 2016-02-04 05:07:56 | -> # very very loose. Essentially no cuts 2016-02-04 05:07:56 | -> TrackP > 0 2016-02-04 05:07:56 | -> TrackPt > 0 2016-02-04 05:07:56 | -> # Is Muon preselection 2016-02-04 05:07:56 | -> MuonIsMuon > 0.5 2016-02-04 05:07:56 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-04 05:07:56 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-04 05:07:56 | Training sample size = 1800000 2016-02-04 05:07:56 | Evaluation sample size = 10000000 2016-02-04 05:07:56 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC2015Sim09Dev03/TrainMixture/TrainPhysTks-EvalPhysTks-NoReweight/GhostAccFrac0.1/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.3/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Muon/Long/MVA.txt 2016-02-04 05:07:56 | -> NBTASK = CLA 2016-02-04 05:07:56 | -> NBMOM = 0.0 2016-02-04 05:07:56 | -> NBREG = ALL 2016-02-04 05:07:56 | -> TMVAVALIDATIONFRAC = 0.3 2016-02-04 05:07:56 | -> TMVATESTFRAC = 0.3 2016-02-04 05:07:56 | -> HiddenLayerScaleFactor = 1.3 2016-02-04 05:07:56 | -> GhostAcceptFraction = 0.1 2016-02-04 05:07:56 | -> ReuseTrainingFiles = 0 2016-02-04 05:07:56 | -> TrainingYear = MC2015Sim09Dev03 2016-02-04 05:07:56 | -> TMVAMETHOD = MLP 2016-02-04 05:07:56 | -> TMVAUSEREGULATOR = false 2016-02-04 05:07:56 | -> TMVAMLPNCYCLES = 750 2016-02-04 05:07:56 | -> TMVAVARTRANSFORM = Norm 2016-02-04 05:07:56 | -> TMVAMLPNEURONTYPE = tanh 2016-02-04 05:07:56 | -> TMVAMLPMETHOD = BP 2016-02-04 05:07:56 | -> TMVAMLPESTIMATORTYPE = CE 2016-02-04 05:07:56 | -> TMVAMLPCONVIMPROVE = 1e-16 2016-02-04 05:07:56 | -> TMVAMLPCONVTEST = 15 2016-02-04 05:07:56 | -> TMVABDTBOOSTTYPE = AdaBoost 2016-02-04 05:07:56 | -> TMVABDTNTREES = 800 2016-02-04 05:07:56 | -> TMVABDTPRUNEMETHOD = CostComplexity 2016-02-04 05:07:56 | -> TMVABDTMAXTREEDEPTH = 3 2016-02-04 05:07:56 | Reading Parameters file = Eval.txt 2016-02-04 05:07:56 | -> EVALMODE = EvalWithPreSel 2016-02-04 05:07:56 | -> EVALDATA = Mixture 2016-02-04 05:07:56 | -> EVALYEAR = MC2015Sim09Dev03 2016-02-04 05:07:56 | Node layer two scale = 1.3 2016-02-04 05:07:56 | Input layer has 33 nodes, hidden layer has 41 nodes 2016-02-04 05:07:56 | Ghost Accept Fraction = 0.1 2016-02-04 05:07:56 | Training data year = MC2015Sim09Dev03 2016-02-04 05:07:56 | Evaluation data year = MC2015Sim09Dev03 2016-02-04 05:07:56 | Input Data file = TrainingFiles-Mixture.txt 2016-02-04 05:07:56 | Using 552 data files 2016-02-04 05:07:56 | Training Datafile Selection hash = 4482838565114327776 2016-02-04 05:07:56 | Using training file (1/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.1.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:07:57 | -> Pre-selected 36980 entries from 40159 ( 92.084 % ) 2016-02-04 05:07:58 | -> Selected 36980 entries ( 92.084 % ). Overall 36625 ( 2.03472 % ) of required 1800000 entries. 2016-02-04 05:07:58 | Using training file (2/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.2.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:07:58 | -> Pre-selected 19033 entries from 22040 ( 86.3566 % ) 2016-02-04 05:07:59 | -> Selected 19033 entries ( 86.3566 % ). Overall 55347 ( 3.07483 % ) of required 1800000 entries. 2016-02-04 05:07:59 | Using training file (3/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.3.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:07:59 | -> Pre-selected 98108 entries from 113993 ( 86.0649 % ) 2016-02-04 05:08:03 | -> Selected 98108 entries ( 86.0649 % ). Overall 151686 ( 8.427 % ) of required 1800000 entries. 2016-02-04 05:08:03 | Using training file (4/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.4.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:08:03 | -> Pre-selected 198375 entries from 216234 ( 91.7409 % ) 2016-02-04 05:08:11 | -> Selected 198375 entries ( 91.7409 % ). Overall 348121 ( 19.3401 % ) of required 1800000 entries. 2016-02-04 05:08:11 | Using training file (5/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.5.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:08:11 | -> Pre-selected 198786 entries from 215456 ( 92.2629 % ) 2016-02-04 05:08:19 | -> Selected 198786 entries ( 92.2629 % ). Overall 545096 ( 30.2831 % ) of required 1800000 entries. 2016-02-04 05:08:19 | Using training file (6/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.6.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:08:19 | -> Pre-selected 196413 entries from 213646 ( 91.9339 % ) 2016-02-04 05:08:27 | -> Selected 196413 entries ( 91.9339 % ). Overall 739634 ( 41.0908 % ) of required 1800000 entries. 2016-02-04 05:08:27 | Using training file (7/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.7.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:08:27 | -> Pre-selected 96811 entries from 112259 ( 86.239 % ) 2016-02-04 05:08:31 | -> Selected 96811 entries ( 86.239 % ). Overall 834738 ( 46.3743 % ) of required 1800000 entries. 2016-02-04 05:08:31 | Using training file (8/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.8.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:08:32 | -> Pre-selected 196743 entries from 214363 ( 91.7803 % ) 2016-02-04 05:08:39 | -> Selected 196743 entries ( 91.7803 % ). Overall 1029558 ( 57.1977 % ) of required 1800000 entries. 2016-02-04 05:08:39 | Using training file (9/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.9.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:08:39 | -> Pre-selected 97373 entries from 113125 ( 86.0756 % ) 2016-02-04 05:08:43 | -> Selected 97373 entries ( 86.0756 % ). Overall 1125184 ( 62.5102 % ) of required 1800000 entries. 2016-02-04 05:08:43 | Using training file (10/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.10.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:08:44 | -> Pre-selected 203228 entries from 221001 ( 91.958 % ) 2016-02-04 05:08:52 | -> Selected 203228 entries ( 91.958 % ). Overall 1326471 ( 73.6928 % ) of required 1800000 entries. 2016-02-04 05:08:52 | Using training file (11/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.11.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:08:52 | -> Pre-selected 94647 entries from 109681 ( 86.293 % ) 2016-02-04 05:08:56 | -> Selected 94647 entries ( 86.293 % ). Overall 1419373 ( 78.8541 % ) of required 1800000 entries. 2016-02-04 05:08:56 | Using training file (12/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.12.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:08:56 | -> Pre-selected 194119 entries from 212037 ( 91.5496 % ) 2016-02-04 05:09:04 | -> Selected 194119 entries ( 91.5496 % ). Overall 1611590 ( 89.5328 % ) of required 1800000 entries. 2016-02-04 05:09:04 | Using training file (13/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.13.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:09:04 | -> Pre-selected 196505 entries from 213908 ( 91.8643 % ) 2016-02-04 05:09:12 | -> Selected 190235 entries ( 88.9331 % ). Overall 1800000 ( 100 % ) of required 1800000 entries. 2016-02-04 05:09:12 | Considered 1820851 tracks for input to MVA training 2016-02-04 05:09:12 | Sel. Eff. = 100% 2016-02-04 05:09:12 | Selected 1820851/0 tracks for input to MVA training/testing 2016-02-04 05:09:12 | Ghost percentage = 1.15839% 2016-02-04 05:09:12 | Electron percentage = 0.228389% 2016-02-04 05:09:12 | Muon percentage = 46.4328% 2016-02-04 05:09:12 | Pion percentage = 43.9646% 2016-02-04 05:09:12 | Kaon percentage = 6.63533% 2016-02-04 05:09:12 | Unknown Particle type 411 2016-02-04 05:09:12 | percentage = 0.000277778% 2016-02-04 05:09:12 | Unknown Particle type 431 2016-02-04 05:09:12 | percentage = 5.55556e-05% 2016-02-04 05:09:12 | Unknown Particle type 521 2016-02-04 05:09:12 | percentage = 0.000111111% 2016-02-04 05:09:12 | Proton percentage = 2.7225% 2016-02-04 05:09:12 | Unknown Particle type 3112 2016-02-04 05:09:12 | percentage = 0.00472222% 2016-02-04 05:09:12 | Unknown Particle type 3222 2016-02-04 05:09:12 | percentage = 0.00933333% 2016-02-04 05:09:12 | Unknown Particle type 3312 2016-02-04 05:09:12 | percentage = 0.00177778% 2016-02-04 05:09:12 | Unknown Particle type 3334 2016-02-04 05:09:12 | percentage = 0.000166667% 2016-02-04 05:09:12 | Created Plots directory Long-Muon-evaluation.root:/TrainMixture/EvalMC2015Sim09Dev03Mixture/EvalWithPreSel 2016-02-04 05:09:12 | Making plots for input BremPIDe 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.0100 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.0250 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.0500 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.0750 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.1000 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.1250 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.1500 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.1750 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.2000 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.3000 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.3500 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.4000 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.4500 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.5000 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.6000 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.7000 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.8000 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.9000 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.9500 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.9750 2016-02-04 05:09:12 | Creating ROOT directory MVAcut0.9900 2016-02-04 05:09:12 | Creating ROOT directory DLLcut-8.0000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut-7.0000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut-6.0000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut-5.5000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut-5.0000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut-4.5000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut-4.0000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut-3.5000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut-3.0000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut-2.5000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut-2.0000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut-1.5000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut-1.0000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut-0.5000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut0.0000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut0.5000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut1.0000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut1.5000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut2.0000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut2.5000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut3.0000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut3.5000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut4.0000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut4.5000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut5.0000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut5.5000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut6.0000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut7.0000 2016-02-04 05:09:12 | Creating ROOT directory DLLcut8.0000 2016-02-04 05:09:12 | Making plots for input EcalPIDe 2016-02-04 05:09:12 | Making plots for input EcalPIDmu 2016-02-04 05:09:12 | Making plots for input HcalPIDe 2016-02-04 05:09:12 | Making plots for input HcalPIDmu 2016-02-04 05:09:12 | Making plots for input InAccBrem 2016-02-04 05:09:12 | Making plots for input InAccEcal 2016-02-04 05:09:12 | Making plots for input InAccHcal 2016-02-04 05:09:12 | Making plots for input InAccPrs 2016-02-04 05:09:12 | Making plots for input MuonBkgLL 2016-02-04 05:09:12 | Making plots for input MuonMuLL 2016-02-04 05:09:12 | Making plots for input MuonNShared 2016-02-04 05:09:12 | Making plots for input PrsPIDe 2016-02-04 05:09:12 | Making plots for input RichAboveKaThres 2016-02-04 05:09:12 | Making plots for input RichAboveMuThres 2016-02-04 05:09:12 | Making plots for input RichDLLbt 2016-02-04 05:09:12 | Making plots for input RichDLLe 2016-02-04 05:09:12 | Making plots for input RichDLLk 2016-02-04 05:09:12 | Making plots for input RichDLLmu 2016-02-04 05:09:12 | Making plots for input RichDLLp 2016-02-04 05:09:12 | Making plots for input RichUsedR1Gas 2016-02-04 05:09:12 | Making plots for input RichUsedR2Gas 2016-02-04 05:09:12 | Making plots for input TrackChi2PerDof 2016-02-04 05:09:12 | Making plots for input TrackFitMatchChi2 2016-02-04 05:09:12 | Making plots for input TrackFitTChi2 2016-02-04 05:09:12 | Making plots for input TrackFitTNDoF 2016-02-04 05:09:12 | Making plots for input TrackFitVeloChi2 2016-02-04 05:09:12 | Making plots for input TrackFitVeloNDoF 2016-02-04 05:09:12 | Making plots for input TrackGhostProbability 2016-02-04 05:09:12 | Making plots for input TrackLikelihood 2016-02-04 05:09:12 | Making plots for input TrackNumDof 2016-02-04 05:09:12 | Making plots for input TrackP 2016-02-04 05:09:12 | Making plots for input TrackPt --- Reader : Booking "MLP" of type "MLP" from GlobalPID_Muon_Long_TMVA.weights.xml. --- MethodBase : Reading weight file: GlobalPID_Muon_Long_TMVA.weights.xml --- Muon_Long_TMVA : Read method "Muon_Long_TMVA" of type "MLP" --- Muon_Long_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Muon_Long_TMVA : MVA method was trained with ROOT Version: 6.02/01 --- DataSetInfo : Added class "Signal" with internal class number 0 --- DataSetInfo : Added class "Background" with internal class number 1 --- Muon_Long_TMVA : Building Network --- Muon_Long_TMVA : Initializing weights --- Reader : Booked classifier "Muon_Long_TMVA" of type: "MLP" 2016-02-04 05:09:12 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-04 05:09:12 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-04 05:09:12 | Evaluation mode 'EvalWithPreSel' 2016-02-04 05:09:12 | Will apply all track pre-selections during evaluation 2016-02-04 05:09:12 | Evaluation Datafile Selection hash = 4482838565114327776 2016-02-04 05:09:12 | Using evaluation file (14/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.14.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:09:12 | -> Pre-selected 112002 entries from 112002 ( 100 % ) 2016-02-04 05:10:04 | -> Selected 112002 entries ( 100 % ). Overall 112002 ( 1.12002 % ) of required 10000000 entries. 2016-02-04 05:10:04 | Using evaluation file (15/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.15.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:10:04 | -> Pre-selected 91442 entries from 91442 ( 100 % ) 2016-02-04 05:10:45 | -> Selected 91442 entries ( 100 % ). Overall 203444 ( 2.03444 % ) of required 10000000 entries. 2016-02-04 05:10:45 | Using evaluation file (16/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.16.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:10:45 | -> Pre-selected 214637 entries from 214637 ( 100 % ) 2016-02-04 05:12:29 | -> Selected 214637 entries ( 100 % ). Overall 418081 ( 4.18081 % ) of required 10000000 entries. 2016-02-04 05:12:29 | Using evaluation file (17/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.17.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:12:30 | -> Pre-selected 112919 entries from 112919 ( 100 % ) 2016-02-04 05:13:22 | -> Selected 112919 entries ( 100 % ). Overall 531000 ( 5.31 % ) of required 10000000 entries. 2016-02-04 05:13:22 | Using evaluation file (18/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.18.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:13:22 | -> Pre-selected 129482 entries from 129482 ( 100 % ) 2016-02-04 05:14:25 | -> Selected 129482 entries ( 100 % ). Overall 660482 ( 6.60482 % ) of required 10000000 entries. 2016-02-04 05:14:25 | Using evaluation file (19/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.19.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:14:25 | -> Pre-selected 111198 entries from 111198 ( 100 % ) 2016-02-04 05:15:18 | -> Selected 111198 entries ( 100 % ). Overall 771680 ( 7.7168 % ) of required 10000000 entries. 2016-02-04 05:15:18 | Using evaluation file (20/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.20.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:15:18 | -> Pre-selected 110994 entries from 110994 ( 100 % ) 2016-02-04 05:16:13 | -> Selected 110994 entries ( 100 % ). Overall 882674 ( 8.82674 % ) of required 10000000 entries. 2016-02-04 05:16:13 | Using evaluation file (21/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.21.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:16:13 | -> Pre-selected 113098 entries from 113098 ( 100 % ) 2016-02-04 05:17:08 | -> Selected 113098 entries ( 100 % ). Overall 995772 ( 9.95772 % ) of required 10000000 entries. 2016-02-04 05:17:08 | Using evaluation file (22/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.22.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:17:08 | -> Pre-selected 104418 entries from 104418 ( 100 % ) 2016-02-04 05:18:14 | -> Selected 104418 entries ( 100 % ). Overall 1100190 ( 11.0019 % ) of required 10000000 entries. 2016-02-04 05:18:14 | Using evaluation file (23/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.23.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:18:14 | -> Pre-selected 43930 entries from 43930 ( 100 % ) 2016-02-04 05:18:42 | -> Selected 43930 entries ( 100 % ). Overall 1144120 ( 11.4412 % ) of required 10000000 entries. 2016-02-04 05:18:42 | Using evaluation file (24/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.24.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:18:43 | -> Pre-selected 212607 entries from 212607 ( 100 % ) 2016-02-04 05:21:01 | -> Selected 212607 entries ( 100 % ). Overall 1356727 ( 13.5673 % ) of required 10000000 entries. 2016-02-04 05:21:01 | Using evaluation file (25/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.25.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:21:01 | -> Pre-selected 111263 entries from 111263 ( 100 % ) 2016-02-04 05:22:15 | -> Selected 111263 entries ( 100 % ). Overall 1467990 ( 14.6799 % ) of required 10000000 entries. 2016-02-04 05:22:15 | Using evaluation file (26/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.26.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:22:15 | -> Pre-selected 78732 entries from 78732 ( 100 % ) 2016-02-04 05:23:06 | -> Selected 78732 entries ( 100 % ). Overall 1546722 ( 15.4672 % ) of required 10000000 entries. 2016-02-04 05:23:06 | Using evaluation file (27/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.27.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:23:06 | -> Pre-selected 113468 entries from 113468 ( 100 % ) 2016-02-04 05:24:20 | -> Selected 113468 entries ( 100 % ). Overall 1660190 ( 16.6019 % ) of required 10000000 entries. 2016-02-04 05:24:20 | Using evaluation file (28/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.28.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:24:20 | -> Pre-selected 114477 entries from 114477 ( 100 % ) 2016-02-04 05:25:36 | -> Selected 114477 entries ( 100 % ). Overall 1774667 ( 17.7467 % ) of required 10000000 entries. 2016-02-04 05:25:36 | Using evaluation file (29/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.29.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:25:36 | -> Pre-selected 219321 entries from 219321 ( 100 % ) 2016-02-04 05:28:08 | -> Selected 219321 entries ( 100 % ). Overall 1993988 ( 19.9399 % ) of required 10000000 entries. 2016-02-04 05:28:08 | Using evaluation file (30/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.30.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:28:08 | -> Pre-selected 113526 entries from 113526 ( 100 % ) 2016-02-04 05:29:18 | -> Selected 113526 entries ( 100 % ). Overall 2107514 ( 21.0751 % ) of required 10000000 entries. 2016-02-04 05:29:18 | Using evaluation file (31/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.31.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:29:18 | -> Pre-selected 65439 entries from 65439 ( 100 % ) 2016-02-04 05:29:59 | -> Selected 65439 entries ( 100 % ). Overall 2172953 ( 21.7295 % ) of required 10000000 entries. 2016-02-04 05:29:59 | Using evaluation file (32/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.32.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:29:59 | -> Pre-selected 112078 entries from 112078 ( 100 % ) 2016-02-04 05:31:01 | -> Selected 112078 entries ( 100 % ). Overall 2285031 ( 22.8503 % ) of required 10000000 entries. 2016-02-04 05:31:01 | Using evaluation file (33/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.33.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:31:01 | -> Pre-selected 111864 entries from 111864 ( 100 % ) 2016-02-04 05:31:58 | -> Selected 111864 entries ( 100 % ). Overall 2396895 ( 23.9689 % ) of required 10000000 entries. 2016-02-04 05:31:58 | Using evaluation file (34/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.34.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:31:58 | -> Pre-selected 114074 entries from 114074 ( 100 % ) 2016-02-04 05:32:55 | -> Selected 114074 entries ( 100 % ). Overall 2510969 ( 25.1097 % ) of required 10000000 entries. 2016-02-04 05:32:55 | Using evaluation file (35/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.35.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:32:55 | -> Pre-selected 113363 entries from 113363 ( 100 % ) 2016-02-04 05:33:48 | -> Selected 113363 entries ( 100 % ). Overall 2624332 ( 26.2433 % ) of required 10000000 entries. 2016-02-04 05:33:48 | Using evaluation file (36/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.36.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:33:48 | -> Pre-selected 114025 entries from 114025 ( 100 % ) 2016-02-04 05:34:46 | -> Selected 114025 entries ( 100 % ). Overall 2738357 ( 27.3836 % ) of required 10000000 entries. 2016-02-04 05:34:46 | Using evaluation file (37/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.37.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:34:46 | -> Pre-selected 42752 entries from 42752 ( 100 % ) 2016-02-04 05:35:05 | -> Selected 42752 entries ( 100 % ). Overall 2781109 ( 27.8111 % ) of required 10000000 entries. 2016-02-04 05:35:05 | Using evaluation file (38/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.38.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:35:05 | -> Pre-selected 112827 entries from 112827 ( 100 % ) 2016-02-04 05:35:45 | -> Selected 112827 entries ( 100 % ). Overall 2893936 ( 28.9394 % ) of required 10000000 entries. 2016-02-04 05:35:45 | Using evaluation file (39/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.39.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:35:46 | -> Pre-selected 216123 entries from 216123 ( 100 % ) 2016-02-04 05:37:26 | -> Selected 216123 entries ( 100 % ). Overall 3110059 ( 31.1006 % ) of required 10000000 entries. 2016-02-04 05:37:26 | Using evaluation file (40/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.40.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:37:26 | -> Pre-selected 43043 entries from 43043 ( 100 % ) 2016-02-04 05:37:49 | -> Selected 43043 entries ( 100 % ). Overall 3153102 ( 31.531 % ) of required 10000000 entries. 2016-02-04 05:37:49 | Using evaluation file (41/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.41.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:37:49 | -> Pre-selected 216283 entries from 216283 ( 100 % ) 2016-02-04 05:39:37 | -> Selected 216283 entries ( 100 % ). Overall 3369385 ( 33.6938 % ) of required 10000000 entries. 2016-02-04 05:39:37 | Using evaluation file (42/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.42.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:39:37 | -> Pre-selected 220076 entries from 220076 ( 100 % ) 2016-02-04 05:41:29 | -> Selected 220076 entries ( 100 % ). Overall 3589461 ( 35.8946 % ) of required 10000000 entries. 2016-02-04 05:41:29 | Using evaluation file (43/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.43.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:41:29 | -> Pre-selected 113887 entries from 113887 ( 100 % ) 2016-02-04 05:42:24 | -> Selected 113887 entries ( 100 % ). Overall 3703348 ( 37.0335 % ) of required 10000000 entries. 2016-02-04 05:42:24 | Using evaluation file (44/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.44.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:42:24 | -> Pre-selected 85826 entries from 85826 ( 100 % ) 2016-02-04 05:43:07 | -> Selected 85826 entries ( 100 % ). Overall 3789174 ( 37.8917 % ) of required 10000000 entries. 2016-02-04 05:43:07 | Using evaluation file (45/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.45.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:43:07 | -> Pre-selected 109979 entries from 109979 ( 100 % ) 2016-02-04 05:44:00 | -> Selected 109979 entries ( 100 % ). Overall 3899153 ( 38.9915 % ) of required 10000000 entries. 2016-02-04 05:44:00 | Using evaluation file (46/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.46.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:44:00 | -> Pre-selected 112978 entries from 112978 ( 100 % ) 2016-02-04 05:44:55 | -> Selected 112978 entries ( 100 % ). Overall 4012131 ( 40.1213 % ) of required 10000000 entries. 2016-02-04 05:44:55 | Using evaluation file (47/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.47.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:44:55 | -> Pre-selected 110120 entries from 110120 ( 100 % ) 2016-02-04 05:45:48 | -> Selected 110120 entries ( 100 % ). Overall 4122251 ( 41.2225 % ) of required 10000000 entries. 2016-02-04 05:45:48 | Using evaluation file (48/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.48.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:45:48 | -> Pre-selected 112436 entries from 112436 ( 100 % ) 2016-02-04 05:46:42 | -> Selected 112436 entries ( 100 % ). Overall 4234687 ( 42.3469 % ) of required 10000000 entries. 2016-02-04 05:46:42 | Using evaluation file (49/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.49.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:46:42 | -> Pre-selected 172167 entries from 172167 ( 100 % ) 2016-02-04 05:48:10 | -> Selected 172167 entries ( 100 % ). Overall 4406854 ( 44.0685 % ) of required 10000000 entries. 2016-02-04 05:48:10 | Using evaluation file (50/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.50.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:48:10 | -> Pre-selected 113044 entries from 113044 ( 100 % ) 2016-02-04 05:49:05 | -> Selected 113044 entries ( 100 % ). Overall 4519898 ( 45.199 % ) of required 10000000 entries. 2016-02-04 05:49:05 | Using evaluation file (51/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.51.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:49:05 | -> Pre-selected 214208 entries from 214208 ( 100 % ) 2016-02-04 05:50:51 | -> Selected 214208 entries ( 100 % ). Overall 4734106 ( 47.3411 % ) of required 10000000 entries. 2016-02-04 05:50:51 | Using evaluation file (52/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.52.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:50:51 | -> Pre-selected 111855 entries from 111855 ( 100 % ) 2016-02-04 05:51:42 | -> Selected 111855 entries ( 100 % ). Overall 4845961 ( 48.4596 % ) of required 10000000 entries. 2016-02-04 05:51:42 | Using evaluation file (53/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.53.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:51:43 | -> Pre-selected 111108 entries from 111108 ( 100 % ) 2016-02-04 05:52:30 | -> Selected 111108 entries ( 100 % ). Overall 4957069 ( 49.5707 % ) of required 10000000 entries. 2016-02-04 05:52:30 | Using evaluation file (54/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.54.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:52:30 | -> Pre-selected 214127 entries from 214127 ( 100 % ) 2016-02-04 05:54:06 | -> Selected 214127 entries ( 100 % ). Overall 5171196 ( 51.712 % ) of required 10000000 entries. 2016-02-04 05:54:06 | Using evaluation file (55/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.55.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:54:07 | -> Pre-selected 219038 entries from 219038 ( 100 % ) 2016-02-04 05:55:47 | -> Selected 219038 entries ( 100 % ). Overall 5390234 ( 53.9023 % ) of required 10000000 entries. 2016-02-04 05:55:47 | Using evaluation file (56/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.56.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:55:47 | -> Pre-selected 114856 entries from 114856 ( 100 % ) 2016-02-04 05:56:32 | -> Selected 114856 entries ( 100 % ). Overall 5505090 ( 55.0509 % ) of required 10000000 entries. 2016-02-04 05:56:32 | Using evaluation file (57/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.57.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:56:33 | -> Pre-selected 217318 entries from 217318 ( 100 % ) 2016-02-04 05:57:59 | -> Selected 217318 entries ( 100 % ). Overall 5722408 ( 57.2241 % ) of required 10000000 entries. 2016-02-04 05:57:59 | Using evaluation file (58/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.58.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:57:59 | -> Pre-selected 110837 entries from 110837 ( 100 % ) 2016-02-04 05:58:51 | -> Selected 110837 entries ( 100 % ). Overall 5833245 ( 58.3325 % ) of required 10000000 entries. 2016-02-04 05:58:51 | Using evaluation file (59/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.59.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:58:52 | -> Pre-selected 112205 entries from 112205 ( 100 % ) 2016-02-04 05:59:42 | -> Selected 112205 entries ( 100 % ). Overall 5945450 ( 59.4545 % ) of required 10000000 entries. 2016-02-04 05:59:42 | Using evaluation file (60/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.60.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 05:59:42 | -> Pre-selected 111786 entries from 111786 ( 100 % ) 2016-02-04 06:00:35 | -> Selected 111786 entries ( 100 % ). Overall 6057236 ( 60.5724 % ) of required 10000000 entries. 2016-02-04 06:00:35 | Using evaluation file (61/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.61.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:00:35 | -> Pre-selected 15073 entries from 15073 ( 100 % ) 2016-02-04 06:00:43 | -> Selected 15073 entries ( 100 % ). Overall 6072309 ( 60.7231 % ) of required 10000000 entries. 2016-02-04 06:00:43 | Using evaluation file (62/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.62.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:00:43 | -> Pre-selected 112763 entries from 112763 ( 100 % ) 2016-02-04 06:01:38 | -> Selected 112763 entries ( 100 % ). Overall 6185072 ( 61.8507 % ) of required 10000000 entries. 2016-02-04 06:01:38 | Using evaluation file (63/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.63.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:01:38 | -> Pre-selected 110827 entries from 110827 ( 100 % ) 2016-02-04 06:02:29 | -> Selected 110827 entries ( 100 % ). Overall 6295899 ( 62.959 % ) of required 10000000 entries. 2016-02-04 06:02:29 | Using evaluation file (64/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.64.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:02:29 | -> Pre-selected 129583 entries from 129583 ( 100 % ) 2016-02-04 06:03:32 | -> Selected 129583 entries ( 100 % ). Overall 6425482 ( 64.2548 % ) of required 10000000 entries. 2016-02-04 06:03:32 | Using evaluation file (65/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.65.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:03:33 | -> Pre-selected 214813 entries from 214813 ( 100 % ) 2016-02-04 06:06:08 | -> Selected 214813 entries ( 100 % ). Overall 6640295 ( 66.403 % ) of required 10000000 entries. 2016-02-04 06:06:08 | Using evaluation file (66/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.66.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:06:09 | -> Pre-selected 64454 entries from 64454 ( 100 % ) 2016-02-04 06:07:08 | -> Selected 64454 entries ( 100 % ). Overall 6704749 ( 67.0475 % ) of required 10000000 entries. 2016-02-04 06:07:08 | Using evaluation file (67/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.67.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:07:08 | -> Pre-selected 109721 entries from 109721 ( 100 % ) 2016-02-04 06:08:51 | -> Selected 109721 entries ( 100 % ). Overall 6814470 ( 68.1447 % ) of required 10000000 entries. 2016-02-04 06:08:51 | Using evaluation file (68/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.68.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:08:51 | -> Pre-selected 112798 entries from 112798 ( 100 % ) 2016-02-04 06:10:31 | -> Selected 112798 entries ( 100 % ). Overall 6927268 ( 69.2727 % ) of required 10000000 entries. 2016-02-04 06:10:31 | Using evaluation file (69/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.69.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:10:31 | -> Pre-selected 111641 entries from 111641 ( 100 % ) 2016-02-04 06:12:14 | -> Selected 111641 entries ( 100 % ). Overall 7038909 ( 70.3891 % ) of required 10000000 entries. 2016-02-04 06:12:14 | Using evaluation file (70/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.70.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:12:14 | -> Pre-selected 111519 entries from 111519 ( 100 % ) 2016-02-04 06:13:50 | -> Selected 111519 entries ( 100 % ). Overall 7150428 ( 71.5043 % ) of required 10000000 entries. 2016-02-04 06:13:50 | Using evaluation file (71/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.71.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:13:50 | -> Pre-selected 111320 entries from 111320 ( 100 % ) 2016-02-04 06:15:29 | -> Selected 111320 entries ( 100 % ). Overall 7261748 ( 72.6175 % ) of required 10000000 entries. 2016-02-04 06:15:29 | Using evaluation file (72/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.72.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:15:29 | -> Pre-selected 112601 entries from 112601 ( 100 % ) 2016-02-04 06:17:12 | -> Selected 112601 entries ( 100 % ). Overall 7374349 ( 73.7435 % ) of required 10000000 entries. 2016-02-04 06:17:12 | Using evaluation file (73/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.73.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:17:12 | -> Pre-selected 111314 entries from 111314 ( 100 % ) 2016-02-04 06:18:52 | -> Selected 111314 entries ( 100 % ). Overall 7485663 ( 74.8566 % ) of required 10000000 entries. 2016-02-04 06:18:52 | Using evaluation file (74/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.74.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:18:52 | -> Pre-selected 113322 entries from 113322 ( 100 % ) 2016-02-04 06:20:30 | -> Selected 113322 entries ( 100 % ). Overall 7598985 ( 75.9899 % ) of required 10000000 entries. 2016-02-04 06:20:31 | Using evaluation file (75/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.75.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:20:31 | -> Pre-selected 112440 entries from 112440 ( 100 % ) 2016-02-04 06:21:59 | -> Selected 112440 entries ( 100 % ). Overall 7711425 ( 77.1142 % ) of required 10000000 entries. 2016-02-04 06:21:59 | Using evaluation file (76/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.76.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:21:59 | -> Pre-selected 115883 entries from 115883 ( 100 % ) 2016-02-04 06:23:38 | -> Selected 115883 entries ( 100 % ). Overall 7827308 ( 78.2731 % ) of required 10000000 entries. 2016-02-04 06:23:38 | Using evaluation file (77/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.77.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:23:38 | -> Pre-selected 111389 entries from 111389 ( 100 % ) 2016-02-04 06:25:19 | -> Selected 111389 entries ( 100 % ). Overall 7938697 ( 79.387 % ) of required 10000000 entries. 2016-02-04 06:25:19 | Using evaluation file (78/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.78.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:25:19 | -> Pre-selected 114678 entries from 114678 ( 100 % ) 2016-02-04 06:27:01 | -> Selected 114678 entries ( 100 % ). Overall 8053375 ( 80.5337 % ) of required 10000000 entries. 2016-02-04 06:27:01 | Using evaluation file (79/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.79.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:27:01 | -> Pre-selected 8894 entries from 8894 ( 100 % ) 2016-02-04 06:27:09 | -> Selected 8894 entries ( 100 % ). Overall 8062269 ( 80.6227 % ) of required 10000000 entries. 2016-02-04 06:27:09 | Using evaluation file (80/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.80.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:27:09 | -> Pre-selected 113684 entries from 113684 ( 100 % ) 2016-02-04 06:28:42 | -> Selected 113684 entries ( 100 % ). Overall 8175953 ( 81.7595 % ) of required 10000000 entries. 2016-02-04 06:28:42 | Using evaluation file (81/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.81.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:28:42 | -> Pre-selected 111348 entries from 111348 ( 100 % ) 2016-02-04 06:30:10 | -> Selected 111348 entries ( 100 % ). Overall 8287301 ( 82.873 % ) of required 10000000 entries. 2016-02-04 06:30:10 | Using evaluation file (82/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.82.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:30:11 | -> Pre-selected 112546 entries from 112546 ( 100 % ) 2016-02-04 06:31:53 | -> Selected 112546 entries ( 100 % ). Overall 8399847 ( 83.9985 % ) of required 10000000 entries. 2016-02-04 06:31:53 | Using evaluation file (83/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.83.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:31:54 | -> Pre-selected 216945 entries from 216945 ( 100 % ) 2016-02-04 06:35:09 | -> Selected 216945 entries ( 100 % ). Overall 8616792 ( 86.1679 % ) of required 10000000 entries. 2016-02-04 06:35:09 | Using evaluation file (84/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.84.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:35:09 | -> Pre-selected 112903 entries from 112903 ( 100 % ) 2016-02-04 06:37:05 | -> Selected 112903 entries ( 100 % ). Overall 8729695 ( 87.2969 % ) of required 10000000 entries. 2016-02-04 06:37:05 | Using evaluation file (85/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.85.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:37:05 | -> Pre-selected 44370 entries from 44370 ( 100 % ) 2016-02-04 06:37:56 | -> Selected 44370 entries ( 100 % ). Overall 8774065 ( 87.7407 % ) of required 10000000 entries. 2016-02-04 06:37:56 | Using evaluation file (86/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.86.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:37:56 | -> Pre-selected 111006 entries from 111006 ( 100 % ) 2016-02-04 06:39:55 | -> Selected 111006 entries ( 100 % ). Overall 8885071 ( 88.8507 % ) of required 10000000 entries. 2016-02-04 06:39:55 | Using evaluation file (87/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.87.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:39:55 | -> Pre-selected 111653 entries from 111653 ( 100 % ) 2016-02-04 06:42:01 | -> Selected 111653 entries ( 100 % ). Overall 8996724 ( 89.9672 % ) of required 10000000 entries. 2016-02-04 06:42:01 | Using evaluation file (88/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.88.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:42:02 | -> Pre-selected 112825 entries from 112825 ( 100 % ) 2016-02-04 06:43:55 | -> Selected 112825 entries ( 100 % ). Overall 9109549 ( 91.0955 % ) of required 10000000 entries. 2016-02-04 06:43:55 | Using evaluation file (89/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.89.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:43:55 | -> Pre-selected 111392 entries from 111392 ( 100 % ) 2016-02-04 06:46:14 | -> Selected 111392 entries ( 100 % ). Overall 9220941 ( 92.2094 % ) of required 10000000 entries. 2016-02-04 06:46:14 | Using evaluation file (90/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.90.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:46:14 | -> Pre-selected 173285 entries from 173285 ( 100 % ) 2016-02-04 06:50:08 | -> Selected 173285 entries ( 100 % ). Overall 9394226 ( 93.9423 % ) of required 10000000 entries. 2016-02-04 06:50:08 | Using evaluation file (91/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.91.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:50:09 | -> Pre-selected 113996 entries from 113996 ( 100 % ) 2016-02-04 06:51:11 | -> Selected 113996 entries ( 100 % ). Overall 9508222 ( 95.0822 % ) of required 10000000 entries. 2016-02-04 06:51:11 | Using evaluation file (92/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.92.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:51:11 | -> Pre-selected 43650 entries from 43650 ( 100 % ) 2016-02-04 06:51:32 | -> Selected 43650 entries ( 100 % ). Overall 9551872 ( 95.5187 % ) of required 10000000 entries. 2016-02-04 06:51:32 | Using evaluation file (93/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.93.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:51:32 | -> Pre-selected 112880 entries from 112880 ( 100 % ) 2016-02-04 06:52:22 | -> Selected 112880 entries ( 100 % ). Overall 9664752 ( 96.6475 % ) of required 10000000 entries. 2016-02-04 06:52:22 | Using evaluation file (94/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.94.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:52:22 | -> Pre-selected 112602 entries from 112602 ( 100 % ) 2016-02-04 06:53:15 | -> Selected 112602 entries ( 100 % ). Overall 9777354 ( 97.7735 % ) of required 10000000 entries. 2016-02-04 06:53:15 | Using evaluation file (95/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.95.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:53:15 | -> Pre-selected 84493 entries from 84493 ( 100 % ) 2016-02-04 06:53:56 | -> Selected 84493 entries ( 100 % ). Overall 9861847 ( 98.6185 % ) of required 10000000 entries. 2016-02-04 06:53:56 | Using evaluation file (96/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.96.root.4482838565114327776 Tuple=ANNPID/DecayTree 2016-02-04 06:53:56 | -> Pre-selected 214471 entries from 214471 ( 100 % ) 2016-02-04 06:55:05 | -> Selected 138153 entries ( 64.4157 % ). Overall 10000000 ( 100 % ) of required 10000000 entries. 2016-02-04 06:55:05 | Considered 10000000 tracks for input to MVA evaluation 2016-02-04 06:55:05 | Sel. Eff. = 100% 2016-02-04 06:55:05 | Selected 10000000 tracks for input to MVA evaluation 2016-02-04 06:55:05 | Ghost percentage = 12.9267% 2016-02-04 06:55:05 | Electron percentage = 0.266% 2016-02-04 06:55:05 | Muon percentage = 27.8171% 2016-02-04 06:55:05 | Pion percentage = 48.8636% 2016-02-04 06:55:05 | Kaon percentage = 7.19183% 2016-02-04 06:55:05 | Unknown Particle type 411 2016-02-04 06:55:05 | percentage = 0.00041% 2016-02-04 06:55:05 | Unknown Particle type 431 2016-02-04 06:55:05 | percentage = 2e-05% 2016-02-04 06:55:05 | Unknown Particle type 521 2016-02-04 06:55:05 | percentage = 7e-05% 2016-02-04 06:55:05 | Proton percentage = 2.91811% 2016-02-04 06:55:05 | Unknown Particle type 3112 2016-02-04 06:55:05 | percentage = 0.00453% 2016-02-04 06:55:05 | Unknown Particle type 3222 2016-02-04 06:55:05 | percentage = 0.00957% 2016-02-04 06:55:05 | Unknown Particle type 3312 2016-02-04 06:55:05 | percentage = 0.00199% 2016-02-04 06:55:05 | Unknown Particle type 3334 2016-02-04 06:55:05 | percentage = 7e-05% 2016-02-04 06:55:05 | Making Input Variable plots 2016-02-04 06:55:20 | Making MVA V Input Variable plots 2016-02-04 06:55:27 | Making DLL V Input Variable plots 2016-02-04 06:55:34 | Making purity plots 2016-02-04 06:55:35 | Making MVA Output plots 2016-02-04 06:55:35 | Making DLL Output plots 2016-02-04 06:55:36 | Making MVA DLL Correlation plots 2016-02-04 06:55:36 | Making MVA V P eff plots 2016-02-04 06:55:49 | Making DLL V P eff plots 2016-02-04 06:56:10 | Making MVA eff. V DLL cut plots 2016-02-04 06:56:21 | Making DLL eff. V MVA cut plots 2016-02-04 06:56:27 | Making final performance plots ... 2016-02-04 06:56:28 | Creating Eff V Purity text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongMuonEffVPurity-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-04 06:56:28 | Creating Eff V OverallMisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongMuonEffVOverallMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-04 06:56:28 | Creating Eff V Electron MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongMuonEffVElectronMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-04 06:56:29 | Creating Eff V Ghost MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongMuonEffVGhostMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-04 06:56:29 | Creating Eff V Kaon MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongMuonEffVKaonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-04 06:56:29 | Creating Eff V Pion MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongMuonEffVPionMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-04 06:56:29 | Creating Eff V Proton MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/LongMuonEffVProtonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-NoReweight-GhF0.1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.3-CVTest151e-16-!UseReg.txt 2016-02-04 06:56:29 | Closing Long-Muon-evaluation.root 2016-02-04 06:57:25 | Finished... removed `train-config.txt' removed `MVA.txt' removed `ProtoPIDTeacher.exe' removed `EVALUATION-RUNNING' removed `MC2015Sim09Dev03-EvalFiles-Mixture.txt' removed `TrainingFiles-Mixture.txt' Scientific Linux CERN SLC release 6.7 (Carbon) Thu Feb 4 06:57:28 GMT 2016