Sun Feb 14 13:49:58 GMT 2016 Linux cl011 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-ReweightRICH2.txt' -> `train-config.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training/AllPhysTracksInEvent.txt' -> `./AllPhysTracksInEvent.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training/AllPhysTracksInEvent.txt' -> `./AllPhysTracksInEvent.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/TrackSelection/NoTrackPreSelection.txt' -> `./NoTrackPreSelection.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MVA-Configuration.txt' -> `MVA.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MC12-TrainingFiles-Mixture-Cambridge.txt' -> `TrainingFiles-Mixture.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MC12-TrainingFiles-Mixture-Cambridge.txt' -> `MC12-EvalFiles-Mixture.txt' `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/training//MC2015Sim09Dev03-TrainingFiles-Mixture-Cambridge.txt' -> `MC2015Sim09Dev03-EvalFiles-Mixture.txt' Training in /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Downstream Will use ionice `/usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/configs/networks/TMVA-Run2-NoTkLikCDVelodEdx/GlobalPID_Ghost_Downstream_ANN.txt' -> `./GlobalPID_Ghost_Downstream_ANN.txt' 2016-02-14 13:50:02 | Cache directory = '/lwork/jonesc/ANNPID-DataCache' Warning in : class pair found in libEventPackerDict.so is already in libPhysEventDict.so 2016-02-14 13:50:19 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Downstream/GlobalPID_Ghost_Downstream_ANN.txt 2016-02-14 13:50:19 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Downstream/train-config.txt 2016-02-14 13:50:19 | Particle type = Ghost 2016-02-14 13:50:19 | Background types = All 2016-02-14 13:50:19 | Training Mix = NaturalMix 2016-02-14 13:50:19 | Track type = Downstream 2016-02-14 13:50:19 | Track PresSel = NoTrackPreSelection.txt 2016-02-14 13:50:19 | Network type = TMVA 2016-02-14 13:50:19 | Ghost treatment = Ghosts Ghosts 2016-02-14 13:50:19 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2016-02-14 13:50:19 | Reweighting = ReweightRICH2 2016-02-14 13:50:19 | Output file = GlobalPID_Ghost_Downstream_TMVA.weights.xml 2016-02-14 13:50:19 | Skipping input #TrackCloneDist 2016-02-14 13:50:19 | Skipping input #RichAboveElThres 2016-02-14 13:50:19 | Skipping input #RichAboveMuThres 2016-02-14 13:50:19 | Creating selection from 'NoTrackPreSelection.txt' 2016-02-14 13:50:19 | -> # very very loose. Essentially no cuts 2016-02-14 13:50:19 | -> TrackP > 0 2016-02-14 13:50:19 | -> TrackPt > 0 2016-02-14 13:50:19 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-14 13:50:19 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-14 13:50:19 | Training sample size (excluding ghosts) = 1800000 2016-02-14 13:50:19 | Evaluation sample size = 10000000 2016-02-14 13:50:19 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Downstream/MVA.txt 2016-02-14 13:50:19 | -> NBTASK = CLA 2016-02-14 13:50:19 | -> NBMOM = 0.0 2016-02-14 13:50:19 | -> NBREG = ALL 2016-02-14 13:50:19 | -> TMVAVALIDATIONFRAC = 0.3 2016-02-14 13:50:19 | -> TMVATESTFRAC = 0.3 2016-02-14 13:50:19 | -> MaxTrainSizeFactor = 1.5 2016-02-14 13:50:19 | -> HiddenLayerScaleFactor = 1.4 2016-02-14 13:50:19 | -> GhostAcceptFraction = 1.0 2016-02-14 13:50:19 | -> KaonAcceptFraction = 1.0 2016-02-14 13:50:19 | -> ProtonAcceptFraction = 1.0 2016-02-14 13:50:19 | -> ReuseTrainingFiles = 0 2016-02-14 13:50:19 | -> TrainingYear = MC12 2016-02-14 13:50:19 | -> TMVAMETHOD = MLP 2016-02-14 13:50:19 | -> TMVAUSEREGULATOR = false 2016-02-14 13:50:19 | -> TMVAMLPNCYCLES = 750 2016-02-14 13:50:19 | -> TMVAVARTRANSFORM = Norm 2016-02-14 13:50:19 | -> TMVAMLPNEURONTYPE = tanh 2016-02-14 13:50:19 | -> TMVAMLPMETHOD = BP 2016-02-14 13:50:19 | -> TMVAMLPESTIMATORTYPE = CE 2016-02-14 13:50:19 | -> TMVAMLPCONVIMPROVE = 1e-16 2016-02-14 13:50:19 | -> TMVAMLPCONVTEST = 15 2016-02-14 13:50:19 | -> TMVABDTBOOSTTYPE = AdaBoost 2016-02-14 13:50:19 | -> TMVABDTNTREES = 800 2016-02-14 13:50:19 | -> TMVABDTPRUNEMETHOD = CostComplexity 2016-02-14 13:50:19 | -> TMVABDTMAXTREEDEPTH = 3 2016-02-14 13:50:19 | Node layer two scale = 1.4 2016-02-14 13:50:19 | Input layer has 31 nodes, hidden layer has 42 nodes 2016-02-14 13:50:19 | Ghost Accept Fraction = 1 2016-02-14 13:50:19 | Proton Accept Fraction = 1 2016-02-14 13:50:19 | Kaon Accept Fraction = 1 2016-02-14 13:50:19 | Max Training sample size (with ghosts) = 2700000 2016-02-14 13:50:19 | Training data year = MC12 2016-02-14 13:50:19 | Evaluation data year = MC12 2016-02-14 13:50:19 | Creating training MC12 RICH2 reweighting selection 2016-02-14 13:50:19 | TMVA Output ROOT file Downstream-Ghost-TMVA.root 2016-02-14 13:50:19 | TMVA testing fraction = 0.3 --- Factory : Parsing option string: --- Factory : ... "V:!Silent:!Color:!DrawProgressBar" --- Factory : The following options are set: --- Factory : - By User: --- Factory : V: "True" [Verbose flag] --- Factory : Color: "False" [Flag for coloured screen output (default: True, if in batch mode: False)] --- Factory : Silent: "False" [Batch mode: boolean silent flag inhibiting any output from TMVA after the creation of the factory class object (default: False)] --- Factory : DrawProgressBar: "False" [Draw progress bar to display training, testing and evaluation schedule (default: True)] --- Factory : - Default: --- Factory : Transformations: "I" [List of transformations to test; formatting example: "Transformations=I;D;P;U;G,D", for identity, decorrelation, PCA, Uniform and Gaussianisation followed by decorrelation transformations] --- Factory : AnalysisType: "Auto" [Set the analysis type (Classification, Regression, Multiclass, Auto) (default: Auto)] --- Factory : You are running ROOT Version: 6.02/01, Oct 14, 2014 --- Factory : --- Factory : _/_/_/_/_/ _| _| _| _| _|_| --- Factory : _/ _|_| _|_| _| _| _| _| --- Factory : _/ _| _| _| _| _| _|_|_|_| --- Factory : _/ _| _| _| _| _| _| --- Factory : _/ _| _| _| _| _| --- Factory : --- Factory : ___________TMVA Version 4.2.0, Sep 19, 2013 --- Factory : 2016-02-14 13:50:19 | Input TrackP Type F 2016-02-14 13:50:19 | Input TrackPt Type F 2016-02-14 13:50:19 | Input TrackChi2PerDof Type F 2016-02-14 13:50:19 | Input TrackNumDof Type I 2016-02-14 13:50:19 | Input TrackGhostProbability Type F 2016-02-14 13:50:19 | Input TrackFitTChi2 Type F 2016-02-14 13:50:19 | Input TrackFitTNDoF Type I 2016-02-14 13:50:19 | Input RichUsedR1Gas Type I 2016-02-14 13:50:19 | Input RichUsedR2Gas Type I 2016-02-14 13:50:19 | Input RichAbovePiThres Type I 2016-02-14 13:50:19 | Input RichAboveKaThres Type I 2016-02-14 13:50:19 | Input RichAbovePrThres Type I 2016-02-14 13:50:19 | Input RichDLLe Type F 2016-02-14 13:50:19 | Input RichDLLmu Type F 2016-02-14 13:50:19 | Input RichDLLk Type F 2016-02-14 13:50:19 | Input RichDLLp Type F 2016-02-14 13:50:19 | Input RichDLLbt Type F 2016-02-14 13:50:19 | Input InAccMuon Type I 2016-02-14 13:50:19 | Input MuonBkgLL Type F 2016-02-14 13:50:19 | Input MuonMuLL Type F 2016-02-14 13:50:19 | Input MuonIsMuon Type I 2016-02-14 13:50:19 | Input MuonNShared Type I 2016-02-14 13:50:19 | Input MuonIsLooseMuon Type I 2016-02-14 13:50:19 | Input InAccEcal Type I 2016-02-14 13:50:19 | Input EcalPIDe Type F 2016-02-14 13:50:19 | Input EcalPIDmu Type F 2016-02-14 13:50:19 | Input InAccHcal Type I 2016-02-14 13:50:19 | Input HcalPIDe Type F 2016-02-14 13:50:19 | Input HcalPIDmu Type F 2016-02-14 13:50:19 | Input PrsPIDe Type F 2016-02-14 13:50:19 | Input Data file = TrainingFiles-Mixture.txt 2016-02-14 13:50:19 | Using 4496 data files 2016-02-14 13:50:19 | Training Datafile Selection hash = 10023981467298386733 2016-02-14 13:50:19 | Using training file (1/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKKPi0/ANNPID.75.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:50:19 | -> Pre-selected 16272 entries from 16272 ( 100 % ) --- DataSetInfo : Added class "Signal" with internal class number 0 --- DataSetInfo : Added class "Background" with internal class number 1 2016-02-14 13:50:20 | -> Selected 16272 entries ( 100 % ). Overall 1514 ( 0.0841111 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:50:20 | Using training file (2/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.32.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:50:20 | -> Pre-selected 46459 entries from 46459 ( 100 % ) 2016-02-14 13:50:22 | -> Selected 46459 entries ( 100 % ). Overall 5970 ( 0.331667 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:50:22 | Using training file (3/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbLcKa/ANNPID.65.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:50:23 | -> Pre-selected 184086 entries from 184086 ( 100 % ) 2016-02-14 13:50:30 | -> Selected 184086 entries ( 100 % ). Overall 23696 ( 1.31644 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:50:30 | Using training file (4/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKaPhi/ANNPID.11.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:50:30 | -> Pre-selected 43247 entries from 43247 ( 100 % ) 2016-02-14 13:50:32 | -> Selected 43247 entries ( 100 % ). Overall 27808 ( 1.54489 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:50:32 | Using training file (5/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiPi/ANNPID.32.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:50:32 | -> Pre-selected 111347 entries from 111347 ( 100 % ) 2016-02-14 13:50:36 | -> Selected 111347 entries ( 100 % ). Overall 38835 ( 2.1575 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:50:36 | Using training file (6/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.148.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:50:37 | -> Pre-selected 106279 entries from 106279 ( 100 % ) 2016-02-14 13:50:41 | -> Selected 106279 entries ( 100 % ). Overall 49501 ( 2.75006 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:50:41 | Using training file (7/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.32.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:50:41 | -> Pre-selected 88900 entries from 88900 ( 100 % ) 2016-02-14 13:50:45 | -> Selected 88900 entries ( 100 % ). Overall 57878 ( 3.21544 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:50:45 | Using training file (8/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.26.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:50:45 | -> Pre-selected 156586 entries from 156586 ( 100 % ) 2016-02-14 13:50:51 | -> Selected 156586 entries ( 100 % ). Overall 72964 ( 4.05356 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:50:51 | Using training file (9/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbLcKa/ANNPID.44.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:50:51 | -> Pre-selected 45154 entries from 45154 ( 100 % ) 2016-02-14 13:50:53 | -> Selected 45154 entries ( 100 % ). Overall 77400 ( 4.3 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:50:53 | Using training file (10/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiKstar/ANNPID.52.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:50:53 | -> Pre-selected 92133 entries from 92133 ( 100 % ) 2016-02-14 13:50:57 | -> Selected 92133 entries ( 100 % ). Overall 86106 ( 4.78367 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:50:57 | Using training file (11/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.258.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:50:57 | -> Pre-selected 184349 entries from 184349 ( 100 % ) 2016-02-14 13:51:04 | -> Selected 184349 entries ( 100 % ). Overall 103879 ( 5.77106 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:04 | Using training file (12/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKK/ANNPID.31.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:51:05 | -> Pre-selected 164189 entries from 164189 ( 100 % ) 2016-02-14 13:51:11 | -> Selected 164189 entries ( 100 % ). Overall 118855 ( 6.60306 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:11 | Using training file (13/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiX/ANNPID.139.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:51:11 | -> Pre-selected 41321 entries from 41321 ( 100 % ) 2016-02-14 13:51:13 | -> Selected 41321 entries ( 100 % ). Overall 122749 ( 6.81939 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:13 | Using training file (14/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.5.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:51:13 | -> Pre-selected 102663 entries from 102663 ( 100 % ) 2016-02-14 13:51:17 | -> Selected 102663 entries ( 100 % ). Overall 132950 ( 7.38611 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:17 | Using training file (15/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.143.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:51:17 | -> Pre-selected 27929 entries from 27929 ( 100 % ) 2016-02-14 13:51:19 | -> Selected 27929 entries ( 100 % ). Overall 135671 ( 7.53728 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:19 | Using training file (16/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.231.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:51:19 | -> Pre-selected 182023 entries from 182023 ( 100 % ) 2016-02-14 13:51:26 | -> Selected 182023 entries ( 100 % ). Overall 153348 ( 8.51933 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:26 | Using training file (17/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.61.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:51:26 | -> Pre-selected 7479 entries from 7479 ( 100 % ) 2016-02-14 13:51:27 | -> Selected 7479 entries ( 100 % ). Overall 154068 ( 8.55933 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:27 | Using training file (18/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-SigmaPmumu/ANNPID.110.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:51:27 | -> Pre-selected 37377 entries from 37377 ( 100 % ) 2016-02-14 13:51:28 | -> Selected 37377 entries ( 100 % ). Overall 157603 ( 8.75572 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:28 | Using training file (19/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BsJPsiX/ANNPID.69.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:51:28 | -> Pre-selected 99281 entries from 99281 ( 100 % ) 2016-02-14 13:51:32 | -> Selected 99281 entries ( 100 % ). Overall 167629 ( 9.31272 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:32 | Using training file (20/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.84.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:51:33 | -> Pre-selected 82446 entries from 82446 ( 100 % ) 2016-02-14 13:51:36 | -> Selected 82446 entries ( 100 % ). Overall 176045 ( 9.78028 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:36 | Using training file (21/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-Zgee40GeV/ANNPID.16.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:51:36 | -> Pre-selected 106607 entries from 106607 ( 100 % ) 2016-02-14 13:51:41 | -> Selected 106607 entries ( 100 % ). Overall 186464 ( 10.3591 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:41 | Using training file (22/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.141.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:51:41 | -> Pre-selected 33302 entries from 33302 ( 100 % ) 2016-02-14 13:51:42 | -> Selected 33302 entries ( 100 % ). Overall 189591 ( 10.5328 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:42 | Using training file (23/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.24.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:51:42 | -> Pre-selected 107649 entries from 107649 ( 100 % ) 2016-02-14 13:51:47 | -> Selected 107649 entries ( 100 % ). Overall 200368 ( 11.1316 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:47 | Using training file (24/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKKPi0/ANNPID.149.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:51:47 | -> Pre-selected 43291 entries from 43291 ( 100 % ) 2016-02-14 13:51:49 | -> Selected 43291 entries ( 100 % ). Overall 204241 ( 11.3467 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:49 | Using training file (25/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.39.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:51:49 | -> Pre-selected 148928 entries from 148928 ( 100 % ) 2016-02-14 13:51:55 | -> Selected 148928 entries ( 100 % ). Overall 218424 ( 12.1347 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:55 | Using training file (26/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.203.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:51:55 | -> Pre-selected 107004 entries from 107004 ( 100 % ) 2016-02-14 13:51:59 | -> Selected 107004 entries ( 100 % ). Overall 228883 ( 12.7157 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:51:59 | Using training file (27/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.56.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:00 | -> Pre-selected 172360 entries from 172360 ( 100 % ) 2016-02-14 13:52:07 | -> Selected 172360 entries ( 100 % ). Overall 245111 ( 13.6173 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:07 | Using training file (28/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Bs4mu/ANNPID.33.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:07 | -> Pre-selected 78078 entries from 78078 ( 100 % ) 2016-02-14 13:52:10 | -> Selected 78078 entries ( 100 % ). Overall 252620 ( 14.0344 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:10 | Using training file (29/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ks4mu/ANNPID.3.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:10 | -> Pre-selected 20292 entries from 20292 ( 100 % ) 2016-02-14 13:52:11 | -> Selected 20292 entries ( 100 % ). Overall 254641 ( 14.1467 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:11 | Using training file (30/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdKstarmumu/ANNPID.30.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:11 | -> Pre-selected 27061 entries from 27061 ( 100 % ) 2016-02-14 13:52:12 | -> Selected 27061 entries ( 100 % ). Overall 257367 ( 14.2982 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:12 | Using training file (31/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-SigmaPmumu/ANNPID.50.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:12 | -> Pre-selected 43522 entries from 43522 ( 100 % ) 2016-02-14 13:52:14 | -> Selected 43522 entries ( 100 % ). Overall 261866 ( 14.5481 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:14 | Using training file (32/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPPi/ANNPID.33.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:14 | -> Pre-selected 123041 entries from 123041 ( 100 % ) 2016-02-14 13:52:19 | -> Selected 123041 entries ( 100 % ). Overall 273329 ( 15.1849 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:19 | Using training file (33/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Bd4mu/ANNPID.28.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:20 | -> Pre-selected 19003 entries from 19003 ( 100 % ) 2016-02-14 13:52:20 | -> Selected 19003 entries ( 100 % ). Overall 275186 ( 15.2881 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:20 | Using training file (34/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.200.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:20 | -> Pre-selected 44780 entries from 44780 ( 100 % ) 2016-02-14 13:52:22 | -> Selected 44780 entries ( 100 % ). Overall 279654 ( 15.5363 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:22 | Using training file (35/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.126.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:23 | -> Pre-selected 132557 entries from 132557 ( 100 % ) 2016-02-14 13:52:28 | -> Selected 132557 entries ( 100 % ). Overall 292333 ( 16.2407 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:28 | Using training file (36/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ks4mu/ANNPID.13.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:28 | -> Pre-selected 4992 entries from 4992 ( 100 % ) 2016-02-14 13:52:28 | -> Selected 4992 entries ( 100 % ). Overall 292810 ( 16.2672 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:28 | Using training file (37/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiX/ANNPID.78.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:28 | -> Pre-selected 20809 entries from 20809 ( 100 % ) 2016-02-14 13:52:29 | -> Selected 20809 entries ( 100 % ). Overall 294853 ( 16.3807 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:29 | Using training file (38/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ksmumu/ANNPID.261.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:29 | -> Pre-selected 269 entries from 269 ( 100 % ) 2016-02-14 13:52:29 | -> Selected 269 entries ( 100 % ). Overall 294886 ( 16.3826 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:29 | Using training file (39/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.153.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:29 | -> Pre-selected 30391 entries from 30391 ( 100 % ) 2016-02-14 13:52:31 | -> Selected 30391 entries ( 100 % ). Overall 297853 ( 16.5474 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:31 | Using training file (40/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.294.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:31 | -> Pre-selected 122744 entries from 122744 ( 100 % ) 2016-02-14 13:52:36 | -> Selected 122744 entries ( 100 % ). Overall 309676 ( 17.2042 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:36 | Using training file (41/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.172.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:36 | -> Pre-selected 134679 entries from 134679 ( 100 % ) 2016-02-14 13:52:42 | -> Selected 134679 entries ( 100 % ). Overall 322470 ( 17.915 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:42 | Using training file (42/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuKee/ANNPID.56.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:42 | -> Pre-selected 85432 entries from 85432 ( 100 % ) 2016-02-14 13:52:46 | -> Selected 85432 entries ( 100 % ). Overall 330836 ( 18.3798 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:46 | Using training file (43/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ksmumu/ANNPID.58.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:46 | -> Pre-selected 24322 entries from 24322 ( 100 % ) 2016-02-14 13:52:47 | -> Selected 24322 entries ( 100 % ). Overall 333194 ( 18.5108 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:47 | Using training file (44/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKK/ANNPID.54.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:47 | -> Pre-selected 119398 entries from 119398 ( 100 % ) 2016-02-14 13:52:52 | -> Selected 119398 entries ( 100 % ). Overall 344131 ( 19.1184 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:52 | Using training file (45/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.43.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:52 | -> Pre-selected 32287 entries from 32287 ( 100 % ) 2016-02-14 13:52:53 | -> Selected 32287 entries ( 100 % ). Overall 347196 ( 19.2887 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:53 | Using training file (46/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKaMuMu/ANNPID.36.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:54 | -> Pre-selected 100641 entries from 100641 ( 100 % ) 2016-02-14 13:52:58 | -> Selected 100641 entries ( 100 % ). Overall 357440 ( 19.8578 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:52:58 | Using training file (47/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPPi/ANNPID.40.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-14 13:52:58 | -> Pre-selected 166362 entries from 166362 ( 100 % ) 2016-02-14 13:53:05 | -> Selected 153978 entries ( 92.556 % ). Overall 371695 ( 20.6497 % ) of required 1800000 non-ghost training entries. 2016-02-14 13:53:05 | Considered 3856937 tracks for input to MVA training 2016-02-14 13:53:05 | Sel. Eff. = 100% 2016-02-14 13:53:05 | Selected 2700000/159917 tracks for input to MVA training/testing 2016-02-14 13:53:05 | Ghost percentage = 86.2335% 2016-02-14 13:53:05 | Electron percentage = 0.075037% 2016-02-14 13:53:05 | Muon percentage = 0.596519% 2016-02-14 13:53:05 | Pion percentage = 10.5669% 2016-02-14 13:53:05 | Kaon percentage = 0.828444% 2016-02-14 13:53:05 | Proton percentage = 1.69433% 2016-02-14 13:53:05 | Unknown Particle type 3112 2016-02-14 13:53:05 | percentage = 0.00166667% 2016-02-14 13:53:05 | Unknown Particle type 3222 2016-02-14 13:53:05 | percentage = 0.00288889% 2016-02-14 13:53:05 | Unknown Particle type 3312 2016-02-14 13:53:05 | percentage = 0.000666667% --- Factory : Add Tree TrainAssignTree_Signal of type Signal with 2328305 events --- Factory : Add Tree TestAssignTree_Signal of type Signal with 997020 events --- Factory : Add Tree TrainAssignTree_Background of type Background with 371695 events --- Factory : Add Tree TestAssignTree_Background of type Background with 159917 events --- DataSetInfo : Class index : 0 name : Signal --- DataSetInfo : Class index : 1 name : Background 2016-02-14 13:53:05 | TMVA MLP 'H:V:EpochMonitoring:HiddenLayers=42:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE' --- Factory : Booking method: Ghost_Downstream_TMVA --- Configurable : Parsing option string: --- Configurable : ... "H:V:EpochMonitoring:HiddenLayers=42:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE" --- Configurable : The following options are set: --- Configurable : - By User: --- Configurable : --- Configurable : - Default: --- Configurable : Boost_num: "0" [Number of times the classifier will be boosted] --- Ghost_Downstream_TMVA : Parsing option string: --- Ghost_Downstream_TMVA : ... "H:V:EpochMonitoring:HiddenLayers=42:UseRegulator=false:ConvergenceImprove=1e-16:ConvergenceTests=15:VarTransform=Norm:NCycles=750:NeuronType=tanh:TrainingMethod=BP:EstimatorType=CE" --- Ghost_Downstream_TMVA : The following options are set: --- Ghost_Downstream_TMVA : - By User: --- Ghost_Downstream_TMVA : NCycles: "750" [Number of training cycles] --- Ghost_Downstream_TMVA : HiddenLayers: "42" [Specification of hidden layer architecture] --- Ghost_Downstream_TMVA : NeuronType: "tanh" [Neuron activation function type] --- Ghost_Downstream_TMVA : EstimatorType: "CE" [MSE (Mean Square Estimator) for Gaussian Likelihood or CE(Cross-Entropy) for Bernoulli Likelihood] --- Ghost_Downstream_TMVA : V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)] --- Ghost_Downstream_TMVA : VarTransform: "Norm" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"] --- Ghost_Downstream_TMVA : H: "True" [Print method-specific help message] --- Ghost_Downstream_TMVA : TrainingMethod: "BP" [Train with Back-Propagation (BP), BFGS Algorithm (BFGS), or Genetic Algorithm (GA - slower and worse)] --- Ghost_Downstream_TMVA : EpochMonitoring: "True" [Provide epoch-wise monitoring plots according to TestRate (caution: causes big ROOT output file!)] --- Ghost_Downstream_TMVA : ConvergenceImprove: "1.000000e-16" [Minimum improvement which counts as improvement (<0 means automatic convergence check is turned off)] --- Ghost_Downstream_TMVA : ConvergenceTests: "15" [Number of steps (without improvement) required for convergence (<0 means automatic convergence check is turned off)] --- Ghost_Downstream_TMVA : UseRegulator: "False" [Use regulator to avoid over-training] --- Ghost_Downstream_TMVA : - Default: --- Ghost_Downstream_TMVA : RandomSeed: "1" [Random seed for initial synapse weights (0 means unique seed for each run; default value '1')] --- Ghost_Downstream_TMVA : NeuronInputType: "sum" [Neuron input function type] --- Ghost_Downstream_TMVA : VerbosityLevel: "Default" [Verbosity level] --- Ghost_Downstream_TMVA : CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)] --- Ghost_Downstream_TMVA : IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)] --- Ghost_Downstream_TMVA : LearningRate: "2.000000e-02" [ANN learning rate parameter] --- Ghost_Downstream_TMVA : DecayRate: "1.000000e-02" [Decay rate for learning parameter] --- Ghost_Downstream_TMVA : TestRate: "10" [Test for overtraining performed at each #th epochs] --- Ghost_Downstream_TMVA : Sampling: "1.000000e+00" [Only 'Sampling' (randomly selected) events are trained each epoch] --- Ghost_Downstream_TMVA : SamplingEpoch: "1.000000e+00" [Sampling is used for the first 'SamplingEpoch' epochs, afterwards, all events are taken for training] --- Ghost_Downstream_TMVA : SamplingImportance: "1.000000e+00" [ The sampling weights of events in epochs which successful (worse estimator than before) are multiplied with SamplingImportance, else they are divided.] --- Ghost_Downstream_TMVA : SamplingTraining: "True" [The training sample is sampled] --- Ghost_Downstream_TMVA : SamplingTesting: "False" [The testing sample is sampled] --- Ghost_Downstream_TMVA : ResetStep: "50" [How often BFGS should reset history] --- Ghost_Downstream_TMVA : Tau: "3.000000e+00" [LineSearch "size step"] --- Ghost_Downstream_TMVA : BPMode: "sequential" [Back-propagation learning mode: sequential or batch] --- Ghost_Downstream_TMVA : BatchSize: "-1" [Batch size: number of events/batch, only set if in Batch Mode, -1 for BatchSize=number_of_events] --- Ghost_Downstream_TMVA : UpdateLimit: "10000" [Maximum times of regulator update] --- Ghost_Downstream_TMVA : CalculateErrors: "False" [Calculates inverse Hessian matrix at the end of the training to be able to calculate the uncertainties of an MVA value] --- Ghost_Downstream_TMVA : WeightRange: "1.000000e+00" [Take the events for the estimator calculations from small deviations from the desired value to large deviations only over the weight range] --- Ghost_Downstream_TMVA : Create Transformation "Norm" with events from all classes. --- Norm : Transformation, Variable selection : --- Norm : Input : variable 'TrackP' (index=0). <---> Output : variable 'TrackP' (index=0). --- Norm : Input : variable 'TrackPt' (index=1). <---> Output : variable 'TrackPt' (index=1). --- Norm : Input : variable 'TrackChi2PerDof' (index=2). <---> Output : variable 'TrackChi2PerDof' (index=2). --- Norm : Input : variable 'TrackNumDof' (index=3). <---> Output : variable 'TrackNumDof' (index=3). --- Norm : Input : variable 'TrackGhostProbability' (index=4). <---> Output : variable 'TrackGhostProbability' (index=4). --- Norm : Input : variable 'TrackFitTChi2' (index=5). <---> Output : variable 'TrackFitTChi2' (index=5). --- Norm : Input : variable 'TrackFitTNDoF' (index=6). <---> Output : variable 'TrackFitTNDoF' (index=6). --- Norm : Input : variable 'RichUsedR1Gas' (index=7). <---> Output : variable 'RichUsedR1Gas' (index=7). --- Norm : Input : variable 'RichUsedR2Gas' (index=8). <---> Output : variable 'RichUsedR2Gas' (index=8). --- Norm : Input : variable 'RichAbovePiThres' (index=9). <---> Output : variable 'RichAbovePiThres' (index=9). --- Norm : Input : variable 'RichAboveKaThres' (index=10). <---> Output : variable 'RichAboveKaThres' (index=10). --- Norm : Input : variable 'RichAbovePrThres' (index=11). <---> Output : variable 'RichAbovePrThres' (index=11). --- Norm : Input : variable 'RichDLLe' (index=12). <---> Output : variable 'RichDLLe' (index=12). --- Norm : Input : variable 'RichDLLmu' (index=13). <---> Output : variable 'RichDLLmu' (index=13). --- Norm : Input : variable 'RichDLLk' (index=14). <---> Output : variable 'RichDLLk' (index=14). --- Norm : Input : variable 'RichDLLp' (index=15). <---> Output : variable 'RichDLLp' (index=15). --- Norm : Input : variable 'RichDLLbt' (index=16). <---> Output : variable 'RichDLLbt' (index=16). --- Norm : Input : variable 'InAccMuon' (index=17). <---> Output : variable 'InAccMuon' (index=17). --- Norm : Input : variable 'MuonBkgLL' (index=18). <---> Output : variable 'MuonBkgLL' (index=18). --- Norm : Input : variable 'MuonMuLL' (index=19). <---> Output : variable 'MuonMuLL' (index=19). --- Norm : Input : variable 'MuonIsMuon' (index=20). <---> Output : variable 'MuonIsMuon' (index=20). --- Norm : Input : variable 'MuonNShared' (index=21). <---> Output : variable 'MuonNShared' (index=21). --- Norm : Input : variable 'MuonIsLooseMuon' (index=22). <---> Output : variable 'MuonIsLooseMuon' (index=22). --- Norm : Input : variable 'InAccEcal' (index=23). <---> Output : variable 'InAccEcal' (index=23). --- Norm : Input : variable 'EcalPIDe' (index=24). <---> Output : variable 'EcalPIDe' (index=24). --- Norm : Input : variable 'EcalPIDmu' (index=25). <---> Output : variable 'EcalPIDmu' (index=25). --- Norm : Input : variable 'InAccHcal' (index=26). <---> Output : variable 'InAccHcal' (index=26). --- Norm : Input : variable 'HcalPIDe' (index=27). <---> Output : variable 'HcalPIDe' (index=27). --- Norm : Input : variable 'HcalPIDmu' (index=28). <---> Output : variable 'HcalPIDmu' (index=28). --- Norm : Input : variable 'PrsPIDe' (index=29). <---> Output : variable 'PrsPIDe' (index=29). --- Ghost_Downstream_TMVA : Building Network --- Ghost_Downstream_TMVA : Initializing weights 2016-02-14 13:53:10 | Starting Training... --- DataSetFactory : Parsing option string: --- DataSetFactory : ... "V:nTrain_Signal=0:nTrain_Background=0:SplitMode=Random:NormMode=None" --- DataSetFactory : The following options are set: --- DataSetFactory : - By User: --- DataSetFactory : SplitMode: "Random" [Method of picking training and testing events (default: random)] --- DataSetFactory : NormMode: "None" [Overall renormalisation of event-by-event weights used in the training (NumEvents: average weight of 1 per event, independently for signal and background; EqualNumEvents: average weight of 1 per event for signal, and sum of weights for background equal to sum of weights for signal)] --- DataSetFactory : nTrain_Signal: "0" [Number of training events of class Signal (default: 0 = all)] --- DataSetFactory : nTrain_Background: "0" [Number of training events of class Background (default: 0 = all)] --- DataSetFactory : V: "True" [Verbosity (default: true)] --- DataSetFactory : - Default: --- DataSetFactory : MixMode: "SameAsSplitMode" [Method of mixing events of differnt classes into one dataset (default: SameAsSplitMode)] --- DataSetFactory : SplitSeed: "100" [Seed for random event shuffling] --- DataSetFactory : ScaleWithPreselEff: "False" [Scale the number of requested events by the eff. of the preselection cuts (or not)] --- DataSetFactory : nTest_Signal: "0" [Number of test events of class Signal (default: 0 = all)] --- DataSetFactory : nTest_Background: "0" [Number of test events of class Background (default: 0 = all)] --- DataSetFactory : VerboseLevel: "Info" [VerboseLevel (Debug/Verbose/Info)] --- DataSetFactory : Splitmode is: "RANDOM" the mixmode is: "SAMEASSPLITMODE" --- DataSetFactory : Create training and testing trees -- looping over class "Signal" ... --- DataSetFactory : Weight expression for class 'Signal': "weight" --- DataSetFactory : Create training and testing trees -- looping over class "Background" ... --- DataSetFactory : Weight expression for class 'Background': "weight" --- DataSetFactory : Number of events in input trees (after possible flattening of arrays): --- DataSetFactory : Signal -- number of events : 3325325 / sum of weights: 3.32532e+06 --- DataSetFactory : Background -- number of events : 531612 / sum of weights: 531612 --- DataSetFactory : Signal tree -- total number of entries: 3325325 --- DataSetFactory : Background tree -- total number of entries: 531612 --- 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 TrackFitTChi2 TrackFitTNDoF RichUsedR1Gas RichUsedR2Gas RichAbovePiThres RichAboveKaThres RichAbovePrThres RichDLLe RichDLLmu RichDLLk RichDLLp RichDLLbt InAccMuon MuonBkgLL MuonMuLL MuonIsMuon MuonNShared MuonIsLooseMuon InAccEcal EcalPIDe EcalPIDmu InAccHcal HcalPIDe HcalPIDmu PrsPIDe --- DataSetInfo : TrackP: +1.000 +0.778 +0.023 -0.117 -0.000 -0.038 -0.115 -0.016 +0.190 +0.061 +0.101 +0.161 +0.038 +0.036 +0.035 +0.035 +0.038 +0.070 -0.015 -0.015 -0.015 -0.018 -0.015 +0.015 +0.015 +0.015 +0.016 +0.016 +0.016 +0.022 --- DataSetInfo : TrackPt: +0.778 +1.000 +0.037 -0.066 +0.002 +0.016 -0.060 +0.018 +0.118 +0.056 +0.098 +0.145 +0.038 +0.037 +0.037 +0.037 +0.040 +0.063 -0.015 -0.015 -0.012 -0.014 -0.015 +0.036 +0.036 +0.036 +0.033 +0.034 +0.034 +0.038 --- DataSetInfo : TrackChi2PerDof: +0.023 +0.037 +1.000 -0.163 +0.044 +0.361 -0.148 +0.078 +0.034 +0.101 +0.102 +0.085 +0.080 +0.081 +0.083 +0.084 +0.085 +0.049 +0.006 +0.006 +0.002 +0.011 +0.006 +0.052 +0.052 +0.052 +0.047 +0.047 +0.047 +0.054 --- DataSetInfo : TrackNumDof: -0.117 -0.066 -0.163 +1.000 -0.006 +0.470 +0.990 +0.019 -0.346 -0.195 -0.190 -0.227 -0.091 -0.091 -0.094 -0.095 -0.097 -0.256 -0.073 -0.073 -0.041 -0.052 -0.073 -0.183 -0.183 -0.183 -0.199 -0.199 -0.199 -0.201 --- DataSetInfo : TrackGhostProbability: -0.000 +0.002 +0.044 -0.006 +1.000 +0.019 -0.002 +0.005 -0.005 +0.005 +0.006 +0.004 +0.003 +0.003 +0.003 +0.003 +0.004 -0.001 +0.001 +0.001 +0.001 +0.001 +0.001 +0.002 +0.002 +0.002 +0.002 +0.002 +0.002 +0.001 --- DataSetInfo : TrackFitTChi2: -0.038 +0.016 +0.361 +0.470 +0.019 +1.000 +0.481 +0.077 -0.136 -0.006 +0.001 -0.026 +0.017 +0.017 +0.018 +0.018 +0.018 -0.053 -0.033 -0.033 -0.019 -0.013 -0.033 -0.007 -0.007 -0.006 -0.022 -0.021 -0.022 -0.019 --- DataSetInfo : TrackFitTNDoF: -0.115 -0.060 -0.148 +0.990 -0.002 +0.481 +1.000 +0.029 -0.345 -0.182 -0.171 -0.214 -0.081 -0.081 -0.084 -0.084 -0.086 -0.258 -0.077 -0.077 -0.044 -0.056 -0.077 -0.185 -0.185 -0.185 -0.201 -0.200 -0.200 -0.203 --- DataSetInfo : RichUsedR1Gas: -0.016 +0.018 +0.078 +0.019 +0.005 +0.077 +0.029 +1.000 -0.048 +0.523 +0.325 +0.189 +0.797 +0.798 +0.800 +0.800 +0.801 -0.008 -0.013 -0.013 -0.007 -0.003 -0.013 +0.012 +0.012 +0.013 +0.006 +0.007 +0.006 +0.009 --- DataSetInfo : RichUsedR2Gas: +0.190 +0.118 +0.034 -0.346 -0.005 -0.136 -0.345 -0.048 +1.000 +0.283 +0.236 +0.283 +0.201 +0.197 +0.200 +0.200 +0.203 +0.375 +0.044 +0.044 +0.022 -0.021 +0.044 +0.247 +0.247 +0.247 +0.296 +0.295 +0.296 +0.244 --- DataSetInfo : RichAbovePiThres: +0.061 +0.056 +0.101 -0.195 +0.005 -0.006 -0.182 +0.523 +0.283 +1.000 +0.472 +0.266 +0.695 +0.695 +0.699 +0.700 +0.701 +0.357 +0.070 +0.070 +0.053 +0.043 +0.070 +0.321 +0.320 +0.321 +0.329 +0.329 +0.329 +0.316 --- DataSetInfo : RichAboveKaThres: +0.101 +0.098 +0.102 -0.190 +0.006 +0.001 -0.171 +0.325 +0.236 +0.472 +1.000 +0.562 +0.326 +0.327 +0.333 +0.338 +0.342 +0.142 -0.030 -0.030 -0.026 -0.028 -0.030 +0.095 +0.094 +0.095 +0.094 +0.094 +0.093 +0.105 --- DataSetInfo : RichAbovePrThres: +0.161 +0.145 +0.085 -0.227 +0.004 -0.026 -0.214 +0.189 +0.283 +0.266 +0.562 +1.000 +0.187 +0.184 +0.190 +0.191 +0.199 +0.314 +0.086 +0.086 +0.057 +0.057 +0.086 +0.208 +0.208 +0.209 +0.235 +0.235 +0.235 +0.208 --- DataSetInfo : RichDLLe: +0.038 +0.038 +0.080 -0.091 +0.003 +0.017 -0.081 +0.797 +0.201 +0.695 +0.326 +0.187 +1.000 +1.000 +0.999 +0.999 +0.999 +0.080 -0.004 -0.004 -0.004 -0.010 -0.004 +0.057 +0.056 +0.057 +0.063 +0.063 +0.063 +0.056 --- DataSetInfo : RichDLLmu: +0.036 +0.037 +0.081 -0.091 +0.003 +0.017 -0.081 +0.798 +0.197 +0.695 +0.327 +0.184 +1.000 +1.000 +1.000 +1.000 +0.999 +0.075 -0.006 -0.006 -0.005 -0.011 -0.006 +0.053 +0.053 +0.053 +0.059 +0.059 +0.059 +0.053 --- DataSetInfo : RichDLLk: +0.035 +0.037 +0.083 -0.094 +0.003 +0.018 -0.084 +0.800 +0.200 +0.699 +0.333 +0.190 +0.999 +1.000 +1.000 +1.000 +1.000 +0.077 -0.005 -0.005 -0.004 -0.011 -0.005 +0.056 +0.055 +0.056 +0.062 +0.062 +0.062 +0.055 --- DataSetInfo : RichDLLp: +0.035 +0.037 +0.084 -0.095 +0.003 +0.018 -0.084 +0.800 +0.200 +0.700 +0.338 +0.191 +0.999 +1.000 +1.000 +1.000 +1.000 +0.077 -0.006 -0.006 -0.005 -0.011 -0.006 +0.056 +0.056 +0.056 +0.062 +0.062 +0.062 +0.056 --- DataSetInfo : RichDLLbt: +0.038 +0.040 +0.085 -0.097 +0.004 +0.018 -0.086 +0.801 +0.203 +0.701 +0.342 +0.199 +0.999 +0.999 +1.000 +1.000 +1.000 +0.080 -0.005 -0.005 -0.004 -0.011 -0.005 +0.058 +0.057 +0.058 +0.064 +0.064 +0.064 +0.058 --- DataSetInfo : InAccMuon: +0.070 +0.063 +0.049 -0.256 -0.001 -0.053 -0.258 -0.008 +0.375 +0.357 +0.142 +0.314 +0.080 +0.075 +0.077 +0.077 +0.080 +1.000 +0.226 +0.226 +0.172 +0.158 +0.226 +0.784 +0.784 +0.784 +0.914 +0.914 +0.914 +0.739 --- DataSetInfo : MuonBkgLL: -0.015 -0.015 +0.006 -0.073 +0.001 -0.033 -0.077 -0.013 +0.044 +0.070 -0.030 +0.086 -0.004 -0.006 -0.005 -0.006 -0.005 +0.226 +1.000 +1.000 +0.762 +0.702 +1.000 +0.179 +0.179 +0.179 +0.209 +0.209 +0.209 +0.168 --- DataSetInfo : MuonMuLL: -0.015 -0.015 +0.006 -0.073 +0.001 -0.033 -0.077 -0.013 +0.044 +0.070 -0.030 +0.086 -0.004 -0.006 -0.005 -0.006 -0.005 +0.226 +1.000 +1.000 +0.762 +0.702 +1.000 +0.179 +0.179 +0.179 +0.209 +0.209 +0.209 +0.168 --- DataSetInfo : MuonIsMuon: -0.015 -0.012 +0.002 -0.041 +0.001 -0.019 -0.044 -0.007 +0.022 +0.053 -0.026 +0.057 -0.004 -0.005 -0.004 -0.005 -0.004 +0.172 +0.762 +0.762 +1.000 +0.510 +0.762 +0.139 +0.139 +0.140 +0.163 +0.163 +0.163 +0.130 --- DataSetInfo : MuonNShared: -0.018 -0.014 +0.011 -0.052 +0.001 -0.013 -0.056 -0.003 -0.021 +0.043 -0.028 +0.057 -0.010 -0.011 -0.011 -0.011 -0.011 +0.158 +0.702 +0.702 +0.510 +1.000 +0.702 +0.130 +0.130 +0.130 +0.152 +0.152 +0.153 +0.120 --- DataSetInfo : MuonIsLooseMuon: -0.015 -0.015 +0.006 -0.073 +0.001 -0.033 -0.077 -0.013 +0.044 +0.070 -0.030 +0.086 -0.004 -0.006 -0.005 -0.006 -0.005 +0.226 +1.000 +1.000 +0.762 +0.702 +1.000 +0.179 +0.179 +0.179 +0.209 +0.209 +0.209 +0.168 --- DataSetInfo : InAccEcal: +0.015 +0.036 +0.052 -0.183 +0.002 -0.007 -0.185 +0.012 +0.247 +0.321 +0.095 +0.208 +0.057 +0.053 +0.056 +0.056 +0.058 +0.784 +0.179 +0.179 +0.139 +0.130 +0.179 +1.000 +1.000 +1.000 +0.829 +0.829 +0.829 +0.908 --- DataSetInfo : EcalPIDe: +0.015 +0.036 +0.052 -0.183 +0.002 -0.007 -0.185 +0.012 +0.247 +0.320 +0.094 +0.208 +0.056 +0.053 +0.055 +0.056 +0.057 +0.784 +0.179 +0.179 +0.139 +0.130 +0.179 +1.000 +1.000 +1.000 +0.829 +0.829 +0.829 +0.908 --- DataSetInfo : EcalPIDmu: +0.015 +0.036 +0.052 -0.183 +0.002 -0.006 -0.185 +0.013 +0.247 +0.321 +0.095 +0.209 +0.057 +0.053 +0.056 +0.056 +0.058 +0.784 +0.179 +0.179 +0.140 +0.130 +0.179 +1.000 +1.000 +1.000 +0.829 +0.829 +0.829 +0.908 --- DataSetInfo : InAccHcal: +0.016 +0.033 +0.047 -0.199 +0.002 -0.022 -0.201 +0.006 +0.296 +0.329 +0.094 +0.235 +0.063 +0.059 +0.062 +0.062 +0.064 +0.914 +0.209 +0.209 +0.163 +0.152 +0.209 +0.829 +0.829 +0.829 +1.000 +1.000 +1.000 +0.762 --- DataSetInfo : HcalPIDe: +0.016 +0.034 +0.047 -0.199 +0.002 -0.021 -0.200 +0.007 +0.295 +0.329 +0.094 +0.235 +0.063 +0.059 +0.062 +0.062 +0.064 +0.914 +0.209 +0.209 +0.163 +0.152 +0.209 +0.829 +0.829 +0.829 +1.000 +1.000 +1.000 +0.762 --- DataSetInfo : HcalPIDmu: +0.016 +0.034 +0.047 -0.199 +0.002 -0.022 -0.200 +0.006 +0.296 +0.329 +0.093 +0.235 +0.063 +0.059 +0.062 +0.062 +0.064 +0.914 +0.209 +0.209 +0.163 +0.153 +0.209 +0.829 +0.829 +0.829 +1.000 +1.000 +1.000 +0.762 --- DataSetInfo : PrsPIDe: +0.022 +0.038 +0.054 -0.201 +0.001 -0.019 -0.203 +0.009 +0.244 +0.316 +0.105 +0.208 +0.056 +0.053 +0.055 +0.056 +0.058 +0.739 +0.168 +0.168 +0.130 +0.120 +0.168 +0.908 +0.908 +0.908 +0.762 +0.762 +0.762 +1.000 --- DataSetInfo : ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : Correlation matrix (Background): --- DataSetInfo : ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetInfo : TrackP TrackPt TrackChi2PerDof TrackNumDof TrackGhostProbability TrackFitTChi2 TrackFitTNDoF RichUsedR1Gas RichUsedR2Gas RichAbovePiThres RichAboveKaThres RichAbovePrThres RichDLLe RichDLLmu RichDLLk RichDLLp RichDLLbt InAccMuon MuonBkgLL MuonMuLL MuonIsMuon MuonNShared MuonIsLooseMuon InAccEcal EcalPIDe EcalPIDmu InAccHcal HcalPIDe HcalPIDmu PrsPIDe --- DataSetInfo : TrackP: +1.000 +0.501 -0.002 -0.380 -0.031 -0.197 -0.385 -0.348 +0.490 +0.084 +0.158 +0.243 +0.057 +0.047 +0.032 +0.028 +0.026 +0.198 -0.022 -0.022 -0.022 -0.052 -0.022 -0.041 -0.041 -0.042 -0.024 -0.024 -0.024 +0.023 --- DataSetInfo : TrackPt: +0.501 +1.000 -0.018 -0.038 -0.001 -0.005 -0.032 +0.067 +0.166 +0.131 +0.271 +0.358 +0.091 +0.090 +0.083 +0.082 +0.087 +0.153 -0.012 -0.012 +0.003 -0.036 -0.012 +0.071 +0.071 +0.071 +0.061 +0.061 +0.061 +0.090 --- DataSetInfo : TrackChi2PerDof: -0.002 -0.018 +1.000 -0.101 +0.026 +0.564 -0.082 +0.001 -0.017 +0.017 +0.002 -0.019 +0.014 +0.014 +0.017 +0.018 +0.017 -0.007 +0.037 +0.038 +0.044 +0.014 +0.038 -0.002 -0.002 -0.002 -0.006 -0.006 -0.006 +0.002 --- DataSetInfo : TrackNumDof: -0.380 -0.038 -0.101 +1.000 +0.022 +0.501 +0.991 +0.362 -0.371 -0.090 -0.055 -0.033 -0.037 -0.032 -0.026 -0.024 -0.022 -0.150 -0.059 -0.059 -0.032 -0.038 -0.059 +0.049 +0.049 +0.049 +0.003 +0.003 +0.003 -0.014 --- DataSetInfo : TrackGhostProbability: -0.031 -0.001 +0.026 +0.022 +1.000 +0.032 +0.036 +0.008 -0.027 -0.001 -0.007 -0.001 -0.004 -0.004 -0.002 -0.002 -0.002 -0.009 +0.003 +0.003 +0.002 +0.003 +0.003 +0.018 +0.018 +0.018 +0.012 +0.012 +0.012 +0.006 --- DataSetInfo : TrackFitTChi2: -0.197 -0.005 +0.564 +0.501 +0.032 +1.000 +0.508 +0.205 -0.188 -0.024 -0.009 -0.003 -0.007 -0.004 +0.001 +0.002 +0.003 -0.043 -0.017 -0.017 -0.003 -0.008 -0.017 +0.062 +0.062 +0.062 +0.036 +0.036 +0.036 +0.029 --- DataSetInfo : TrackFitTNDoF: -0.385 -0.032 -0.082 +0.991 +0.036 +0.508 +1.000 +0.364 -0.379 -0.087 -0.049 -0.029 -0.035 -0.029 -0.023 -0.021 -0.018 -0.154 -0.057 -0.057 -0.028 -0.038 -0.057 +0.047 +0.047 +0.047 +0.000 +0.000 +0.000 -0.017 --- DataSetInfo : RichUsedR1Gas: -0.348 +0.067 +0.001 +0.362 +0.008 +0.205 +0.364 +1.000 -0.294 +0.320 +0.223 +0.155 +0.471 +0.478 +0.485 +0.487 +0.490 -0.120 +0.007 +0.007 +0.016 +0.023 +0.007 +0.047 +0.047 +0.047 +0.016 +0.016 +0.016 -0.008 --- DataSetInfo : RichUsedR2Gas: +0.490 +0.166 -0.017 -0.371 -0.027 -0.188 -0.379 -0.294 +1.000 +0.158 +0.098 +0.134 +0.122 +0.118 +0.101 +0.097 +0.097 +0.349 +0.035 +0.035 +0.011 -0.027 +0.035 +0.168 +0.167 +0.167 +0.222 +0.222 +0.222 +0.195 --- DataSetInfo : RichAbovePiThres: +0.084 +0.131 +0.017 -0.090 -0.001 -0.024 -0.087 +0.320 +0.158 +1.000 +0.396 +0.200 +0.711 +0.715 +0.714 +0.716 +0.718 +0.191 +0.021 +0.021 +0.018 +0.011 +0.021 +0.156 +0.156 +0.156 +0.150 +0.150 +0.150 +0.169 --- DataSetInfo : RichAboveKaThres: +0.158 +0.271 +0.002 -0.055 -0.007 -0.009 -0.049 +0.223 +0.098 +0.396 +1.000 +0.506 +0.274 +0.279 +0.279 +0.287 +0.295 +0.082 -0.049 -0.049 -0.037 -0.037 -0.049 +0.021 +0.021 +0.021 +0.007 +0.007 +0.007 +0.048 --- DataSetInfo : RichAbovePrThres: +0.243 +0.358 -0.019 -0.033 -0.001 -0.003 -0.029 +0.155 +0.134 +0.200 +0.506 +1.000 +0.137 +0.137 +0.137 +0.135 +0.150 +0.265 +0.073 +0.073 +0.061 +0.034 +0.073 +0.156 +0.156 +0.156 +0.142 +0.142 +0.142 +0.174 --- DataSetInfo : RichDLLe: +0.057 +0.091 +0.014 -0.037 -0.004 -0.007 -0.035 +0.471 +0.122 +0.711 +0.274 +0.137 +1.000 +0.998 +0.996 +0.996 +0.996 +0.013 -0.019 -0.019 -0.014 -0.016 -0.019 -0.011 -0.011 -0.011 -0.011 -0.011 -0.011 -0.003 --- DataSetInfo : RichDLLmu: +0.047 +0.090 +0.014 -0.032 -0.004 -0.004 -0.029 +0.478 +0.118 +0.715 +0.279 +0.137 +0.998 +1.000 +0.997 +0.996 +0.996 +0.009 -0.019 -0.019 -0.013 -0.017 -0.019 -0.012 -0.012 -0.012 -0.012 -0.012 -0.012 -0.004 --- DataSetInfo : RichDLLk: +0.032 +0.083 +0.017 -0.026 -0.002 +0.001 -0.023 +0.485 +0.101 +0.714 +0.279 +0.137 +0.996 +0.997 +1.000 +0.999 +0.999 +0.000 -0.022 -0.022 -0.017 -0.015 -0.022 -0.015 -0.015 -0.015 -0.016 -0.016 -0.016 -0.009 --- DataSetInfo : RichDLLp: +0.028 +0.082 +0.018 -0.024 -0.002 +0.002 -0.021 +0.487 +0.097 +0.716 +0.287 +0.135 +0.996 +0.996 +0.999 +1.000 +1.000 -0.003 -0.023 -0.023 -0.018 -0.015 -0.023 -0.017 -0.017 -0.017 -0.018 -0.018 -0.019 -0.011 --- DataSetInfo : RichDLLbt: +0.026 +0.087 +0.017 -0.022 -0.002 +0.003 -0.018 +0.490 +0.097 +0.718 +0.295 +0.150 +0.996 +0.996 +0.999 +1.000 +1.000 +0.002 -0.021 -0.021 -0.016 -0.015 -0.021 -0.013 -0.013 -0.013 -0.014 -0.014 -0.014 -0.007 --- DataSetInfo : InAccMuon: +0.198 +0.153 -0.007 -0.150 -0.009 -0.043 -0.154 -0.120 +0.349 +0.191 +0.082 +0.265 +0.013 +0.009 +0.000 -0.003 +0.002 +1.000 +0.189 +0.189 +0.154 +0.117 +0.189 +0.743 +0.743 +0.743 +0.828 +0.828 +0.828 +0.727 --- DataSetInfo : MuonBkgLL: -0.022 -0.012 +0.037 -0.059 +0.003 -0.017 -0.057 +0.007 +0.035 +0.021 -0.049 +0.073 -0.019 -0.019 -0.022 -0.023 -0.021 +0.189 +1.000 +1.000 +0.817 +0.622 +1.000 +0.138 +0.138 +0.138 +0.156 +0.156 +0.157 +0.135 --- DataSetInfo : MuonMuLL: -0.022 -0.012 +0.038 -0.059 +0.003 -0.017 -0.057 +0.007 +0.035 +0.021 -0.049 +0.073 -0.019 -0.019 -0.022 -0.023 -0.021 +0.189 +1.000 +1.000 +0.817 +0.622 +1.000 +0.138 +0.138 +0.138 +0.156 +0.156 +0.157 +0.135 --- DataSetInfo : MuonIsMuon: -0.022 +0.003 +0.044 -0.032 +0.002 -0.003 -0.028 +0.016 +0.011 +0.018 -0.037 +0.061 -0.014 -0.013 -0.017 -0.018 -0.016 +0.154 +0.817 +0.817 +1.000 +0.472 +0.818 +0.120 +0.120 +0.121 +0.134 +0.134 +0.135 +0.115 --- DataSetInfo : MuonNShared: -0.052 -0.036 +0.014 -0.038 +0.003 -0.008 -0.038 +0.023 -0.027 +0.011 -0.037 +0.034 -0.016 -0.017 -0.015 -0.015 -0.015 +0.117 +0.622 +0.622 +0.472 +1.000 +0.622 +0.094 +0.094 +0.094 +0.109 +0.109 +0.109 +0.088 --- DataSetInfo : MuonIsLooseMuon: -0.022 -0.012 +0.038 -0.059 +0.003 -0.017 -0.057 +0.007 +0.035 +0.021 -0.049 +0.073 -0.019 -0.019 -0.022 -0.023 -0.021 +0.189 +1.000 +1.000 +0.818 +0.622 +1.000 +0.138 +0.138 +0.138 +0.156 +0.156 +0.157 +0.135 --- DataSetInfo : InAccEcal: -0.041 +0.071 -0.002 +0.049 +0.018 +0.062 +0.047 +0.047 +0.168 +0.156 +0.021 +0.156 -0.011 -0.012 -0.015 -0.017 -0.013 +0.743 +0.138 +0.138 +0.120 +0.094 +0.138 +1.000 +1.000 +1.000 +0.815 +0.815 +0.815 +0.872 --- DataSetInfo : EcalPIDe: -0.041 +0.071 -0.002 +0.049 +0.018 +0.062 +0.047 +0.047 +0.167 +0.156 +0.021 +0.156 -0.011 -0.012 -0.015 -0.017 -0.013 +0.743 +0.138 +0.138 +0.120 +0.094 +0.138 +1.000 +1.000 +1.000 +0.815 +0.815 +0.815 +0.872 --- DataSetInfo : EcalPIDmu: -0.042 +0.071 -0.002 +0.049 +0.018 +0.062 +0.047 +0.047 +0.167 +0.156 +0.021 +0.156 -0.011 -0.012 -0.015 -0.017 -0.013 +0.743 +0.138 +0.138 +0.121 +0.094 +0.138 +1.000 +1.000 +1.000 +0.815 +0.815 +0.815 +0.872 --- DataSetInfo : InAccHcal: -0.024 +0.061 -0.006 +0.003 +0.012 +0.036 +0.000 +0.016 +0.222 +0.150 +0.007 +0.142 -0.011 -0.012 -0.016 -0.018 -0.014 +0.828 +0.156 +0.156 +0.134 +0.109 +0.156 +0.815 +0.815 +0.815 +1.000 +1.000 +1.000 +0.725 --- DataSetInfo : HcalPIDe: -0.024 +0.061 -0.006 +0.003 +0.012 +0.036 +0.000 +0.016 +0.222 +0.150 +0.007 +0.142 -0.011 -0.012 -0.016 -0.018 -0.014 +0.828 +0.156 +0.156 +0.134 +0.109 +0.156 +0.815 +0.815 +0.815 +1.000 +1.000 +1.000 +0.725 --- DataSetInfo : HcalPIDmu: -0.024 +0.061 -0.006 +0.003 +0.012 +0.036 +0.000 +0.016 +0.222 +0.150 +0.007 +0.142 -0.011 -0.012 -0.016 -0.019 -0.014 +0.828 +0.157 +0.157 +0.135 +0.109 +0.157 +0.815 +0.815 +0.815 +1.000 +1.000 +1.000 +0.725 --- DataSetInfo : PrsPIDe: +0.023 +0.090 +0.002 -0.014 +0.006 +0.029 -0.017 -0.008 +0.195 +0.169 +0.048 +0.174 -0.003 -0.004 -0.009 -0.011 -0.007 +0.727 +0.135 +0.135 +0.115 +0.088 +0.135 +0.872 +0.872 +0.872 +0.725 +0.725 +0.725 +1.000 --- DataSetInfo : ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --- DataSetFactory : --- Factory : --- Factory : current transformation string: 'I' --- Factory : Create Transformation "I" with events from all classes. --- Id : Transformation, Variable selection : --- Id : Input : variable 'TrackP' (index=0). <---> Output : variable 'TrackP' (index=0). --- Id : Input : variable 'TrackPt' (index=1). <---> Output : variable 'TrackPt' (index=1). --- Id : Input : variable 'TrackChi2PerDof' (index=2). <---> Output : variable 'TrackChi2PerDof' (index=2). --- Id : Input : variable 'TrackNumDof' (index=3). <---> Output : variable 'TrackNumDof' (index=3). --- Id : Input : variable 'TrackGhostProbability' (index=4). <---> Output : variable 'TrackGhostProbability' (index=4). --- Id : Input : variable 'TrackFitTChi2' (index=5). <---> Output : variable 'TrackFitTChi2' (index=5). --- Id : Input : variable 'TrackFitTNDoF' (index=6). <---> Output : variable 'TrackFitTNDoF' (index=6). --- Id : Input : variable 'RichUsedR1Gas' (index=7). <---> Output : variable 'RichUsedR1Gas' (index=7). --- Id : Input : variable 'RichUsedR2Gas' (index=8). <---> Output : variable 'RichUsedR2Gas' (index=8). --- Id : Input : variable 'RichAbovePiThres' (index=9). <---> Output : variable 'RichAbovePiThres' (index=9). --- Id : Input : variable 'RichAboveKaThres' (index=10). <---> Output : variable 'RichAboveKaThres' (index=10). --- Id : Input : variable 'RichAbovePrThres' (index=11). <---> Output : variable 'RichAbovePrThres' (index=11). --- Id : Input : variable 'RichDLLe' (index=12). <---> Output : variable 'RichDLLe' (index=12). --- Id : Input : variable 'RichDLLmu' (index=13). <---> Output : variable 'RichDLLmu' (index=13). --- Id : Input : variable 'RichDLLk' (index=14). <---> Output : variable 'RichDLLk' (index=14). --- Id : Input : variable 'RichDLLp' (index=15). <---> Output : variable 'RichDLLp' (index=15). --- Id : Input : variable 'RichDLLbt' (index=16). <---> Output : variable 'RichDLLbt' (index=16). --- Id : Input : variable 'InAccMuon' (index=17). <---> Output : variable 'InAccMuon' (index=17). --- Id : Input : variable 'MuonBkgLL' (index=18). <---> Output : variable 'MuonBkgLL' (index=18). --- Id : Input : variable 'MuonMuLL' (index=19). <---> Output : variable 'MuonMuLL' (index=19). --- Id : Input : variable 'MuonIsMuon' (index=20). <---> Output : variable 'MuonIsMuon' (index=20). --- Id : Input : variable 'MuonNShared' (index=21). <---> Output : variable 'MuonNShared' (index=21). --- Id : Input : variable 'MuonIsLooseMuon' (index=22). <---> Output : variable 'MuonIsLooseMuon' (index=22). --- Id : Input : variable 'InAccEcal' (index=23). <---> Output : variable 'InAccEcal' (index=23). --- Id : Input : variable 'EcalPIDe' (index=24). <---> Output : variable 'EcalPIDe' (index=24). --- Id : Input : variable 'EcalPIDmu' (index=25). <---> Output : variable 'EcalPIDmu' (index=25). --- Id : Input : variable 'InAccHcal' (index=26). <---> Output : variable 'InAccHcal' (index=26). --- Id : Input : variable 'HcalPIDe' (index=27). <---> Output : variable 'HcalPIDe' (index=27). --- Id : Input : variable 'HcalPIDmu' (index=28). <---> Output : variable 'HcalPIDmu' (index=28). --- Id : Input : variable 'PrsPIDe' (index=29). <---> Output : variable 'PrsPIDe' (index=29). --- Id : Preparing the Identity transformation... --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Variable Mean RMS [ Min Max ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : TrackP: 8809.2 41016. [ 1099.4 4.9681e+06 ] --- TFHandler_Factory : TrackPt: 493.44 2421.3 [ 0.11959 7.1018e+05 ] --- TFHandler_Factory : TrackChi2PerDof: 1.6783 0.64769 [ 0.010214 3.0000 ] --- TFHandler_Factory : TrackNumDof: 17.911 4.3271 [ 3.0000 31.000 ] --- TFHandler_Factory : TrackGhostProbability: 0.56028 9.3297 [ -999.00 1.0000 ] --- TFHandler_Factory : TrackFitTChi2: 16.588 7.9728 [ 0.00013246 71.143 ] --- TFHandler_Factory : TrackFitTNDoF: 14.338 4.2339 [ 1.0000 28.000 ] --- TFHandler_Factory : RichUsedR1Gas: 0.86338 0.34344 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichUsedR2Gas: 0.27631 0.44717 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAbovePiThres: 0.83860 0.36790 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAboveKaThres: 0.53959 0.49843 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichAbovePrThres: 0.27116 0.44456 [ 0.0000 1.0000 ] --- TFHandler_Factory : RichDLLe: -90.864 278.82 [ -999.00 101.63 ] --- TFHandler_Factory : RichDLLmu: -87.361 279.77 [ -999.00 66.166 ] --- TFHandler_Factory : RichDLLk: -82.859 281.24 [ -999.00 93.976 ] --- TFHandler_Factory : RichDLLp: -80.885 281.87 [ -999.00 86.046 ] --- TFHandler_Factory : RichDLLbt: -79.402 282.35 [ -999.00 68.076 ] --- TFHandler_Factory : InAccMuon: 0.70223 0.45728 [ 0.0000 1.0000 ] --- TFHandler_Factory : MuonBkgLL: -896.18 303.40 [ -999.00 0.029000 ] --- TFHandler_Factory : MuonMuLL: -896.10 303.62 [ -999.00 0.0000 ] --- TFHandler_Factory : MuonIsMuon: 0.063766 0.24434 [ 0.0000 1.0000 ] --- TFHandler_Factory : MuonNShared: 0.62308 2.6620 [ 0.0000 88.000 ] --- TFHandler_Factory : MuonIsLooseMuon: 0.10302 0.30399 [ 0.0000 1.0000 ] --- TFHandler_Factory : InAccEcal: 0.75652 0.42918 [ 0.0000 1.0000 ] --- TFHandler_Factory : EcalPIDe: -244.19 428.22 [ -999.00 4.3413 ] --- TFHandler_Factory : EcalPIDmu: -243.73 428.48 [ -999.00 2.6452 ] --- TFHandler_Factory : InAccHcal: 0.68841 0.46314 [ 0.0000 1.0000 ] --- TFHandler_Factory : HcalPIDe: -311.73 462.37 [ -999.00 3.6356 ] --- TFHandler_Factory : HcalPIDmu: -311.76 462.36 [ -999.00 2.6102 ] --- TFHandler_Factory : PrsPIDe: -210.08 405.51 [ -999.00 3.4631 ] --- TFHandler_Factory : ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Factory : Plot event variables for Id --- TFHandler_Factory : --- TFHandler_Factory : Will not produce scatter plots ==> --- TFHandler_Factory : | The number of 30 input variables and 0 target values would require 435 two-dimensional --- TFHandler_Factory : | histograms, which would occupy the computer's memory. Note that this --- TFHandler_Factory : | suppression does not have any consequences for your analysis, other --- TFHandler_Factory : | than not disposing of these scatter plots. You can modify the maximum --- TFHandler_Factory : | number of input variables allowed to generate scatter plots in your --- TFHandler_Factory : | script via the command line: --- TFHandler_Factory : | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = ;" --- TFHandler_Factory : --- TFHandler_Factory : Some more output --- TFHandler_Factory : --- TFHandler_Factory : Ranking input variables (method unspecific)... --- IdTransformation : Ranking result (top variable is best ranked) --- IdTransformation : ---------------------------------------------- --- IdTransformation : Rank : Variable : Separation --- IdTransformation : ---------------------------------------------- --- IdTransformation : 1 : TrackChi2PerDof : 2.953e-01 --- IdTransformation : 2 : TrackPt : 1.150e-01 --- IdTransformation : 3 : RichDLLe : 8.289e-02 --- IdTransformation : 4 : RichDLLk : 7.039e-02 --- IdTransformation : 5 : RichAboveKaThres : 6.822e-02 --- IdTransformation : 6 : RichDLLbt : 6.723e-02 --- IdTransformation : 7 : RichDLLp : 6.158e-02 --- IdTransformation : 8 : TrackNumDof : 5.987e-02 --- IdTransformation : 9 : RichDLLmu : 4.660e-02 --- IdTransformation : 10 : RichAbovePrThres : 4.421e-02 --- IdTransformation : 11 : RichAbovePiThres : 4.299e-02 --- IdTransformation : 12 : TrackFitTNDoF : 3.992e-02 --- IdTransformation : 13 : TrackGhostProbability : 2.537e-02 --- IdTransformation : 14 : TrackFitTChi2 : 2.209e-02 --- IdTransformation : 15 : TrackP : 1.358e-02 --- IdTransformation : 16 : InAccMuon : 6.922e-03 --- IdTransformation : 17 : RichUsedR2Gas : 5.102e-03 --- IdTransformation : 18 : MuonNShared : 5.095e-03 --- IdTransformation : 19 : RichUsedR1Gas : 4.170e-03 --- IdTransformation : 20 : PrsPIDe : 2.567e-03 --- IdTransformation : 21 : EcalPIDmu : 2.524e-03 --- IdTransformation : 22 : MuonMuLL : 1.968e-03 --- IdTransformation : 23 : HcalPIDe : 1.382e-03 --- IdTransformation : 24 : HcalPIDmu : 1.369e-03 --- IdTransformation : 25 : InAccHcal : 1.359e-03 --- IdTransformation : 26 : EcalPIDe : 1.321e-03 --- IdTransformation : 27 : InAccEcal : 1.113e-03 --- IdTransformation : 28 : MuonBkgLL : 9.180e-04 --- IdTransformation : 29 : MuonIsMuon : 3.868e-04 --- IdTransformation : 30 : MuonIsLooseMuon : 6.744e-06 --- IdTransformation : ---------------------------------------------- --- Factory : --- Factory : Train all methods for Classification ... --- Factory : Train method: Ghost_Downstream_TMVA for Classification --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : ================================================================ --- Ghost_Downstream_TMVA : H e l p f o r M V A m e t h o d [ Ghost_Downstream_TMVA ] : --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : --- Short description: --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : The MLP artificial neural network (ANN) is a traditional feed- --- Ghost_Downstream_TMVA : forward multilayer perceptron impementation. The MLP has a user- --- Ghost_Downstream_TMVA : defined hidden layer architecture, while the number of input (output) --- Ghost_Downstream_TMVA : nodes is determined by the input variables (output classes, i.e., --- Ghost_Downstream_TMVA : signal and one background). --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : --- Performance optimisation: --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : Neural networks are stable and performing for a large variety of --- Ghost_Downstream_TMVA : linear and non-linear classification problems. However, in contrast --- Ghost_Downstream_TMVA : to (e.g.) boosted decision trees, the user is advised to reduce the --- Ghost_Downstream_TMVA : number of input variables that have only little discrimination power. --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : In the tests we have carried out so far, the MLP and ROOT networks --- Ghost_Downstream_TMVA : (TMlpANN, interfaced via TMVA) performed equally well, with however --- Ghost_Downstream_TMVA : a clear speed advantage for the MLP. The Clermont-Ferrand neural --- Ghost_Downstream_TMVA : net (CFMlpANN) exhibited worse classification performance in these --- Ghost_Downstream_TMVA : tests, which is partly due to the slow convergence of its training --- Ghost_Downstream_TMVA : (at least 10k training cycles are required to achieve approximately --- Ghost_Downstream_TMVA : competitive results). --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : Overtraining: only the TMlpANN performs an explicit separation of the --- Ghost_Downstream_TMVA : full training sample into independent training and validation samples. --- Ghost_Downstream_TMVA : We have found that in most high-energy physics applications the --- Ghost_Downstream_TMVA : avaliable degrees of freedom (training events) are sufficient to --- Ghost_Downstream_TMVA : constrain the weights of the relatively simple architectures required --- Ghost_Downstream_TMVA : to achieve good performance. Hence no overtraining should occur, and --- Ghost_Downstream_TMVA : the use of validation samples would only reduce the available training --- Ghost_Downstream_TMVA : information. However, if the perrormance on the training sample is --- Ghost_Downstream_TMVA : found to be significantly better than the one found with the inde- --- Ghost_Downstream_TMVA : pendent test sample, caution is needed. The results for these samples --- Ghost_Downstream_TMVA : are printed to standard output at the end of each training job. --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : --- Performance tuning via configuration options: --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : The hidden layer architecture for all ANNs is defined by the option --- Ghost_Downstream_TMVA : "HiddenLayers=N+1,N,...", where here the first hidden layer has N+1 --- Ghost_Downstream_TMVA : neurons and the second N neurons (and so on), and where N is the number --- Ghost_Downstream_TMVA : of input variables. Excessive numbers of hidden layers should be avoided, --- Ghost_Downstream_TMVA : in favour of more neurons in the first hidden layer. --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : The number of cycles should be above 500. As said, if the number of --- Ghost_Downstream_TMVA : adjustable weights is small compared to the training sample size, --- Ghost_Downstream_TMVA : using a large number of training samples should not lead to overtraining. --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : --- Ghost_Downstream_TMVA : ================================================================ --- Ghost_Downstream_TMVA : --- Norm : Preparing the transformation. --- TFHandler_Ghost_Downst...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Downst...: Variable Mean RMS [ Min Max ] --- TFHandler_Ghost_Downst...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Downst...: TrackP: -0.99690 0.016515 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: TrackPt: -0.99861 0.0068188 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: TrackChi2PerDof: 0.11584 0.43327 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: TrackNumDof: 0.065046 0.30908 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: TrackGhostProbability: 0.99912 0.018659 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: TrackFitTChi2: -0.53367 0.22413 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: TrackFitTNDoF: -0.012016 0.31362 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichUsedR1Gas: 0.72677 0.68689 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichUsedR2Gas: -0.44738 0.89434 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichAbovePiThres: 0.67721 0.73579 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichAboveKaThres: 0.079180 0.99686 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichAbovePrThres: -0.45767 0.88912 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichDLLe: 0.65021 0.50665 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichDLLmu: 0.71173 0.52531 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichDLLk: 0.67642 0.51464 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichDLLp: 0.69231 0.51955 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichDLLbt: 0.72358 0.52920 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: InAccMuon: 0.40446 0.91455 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonBkgLL: -0.79416 0.60738 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonMuLL: -0.79400 0.60785 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonIsMuon: -0.87247 0.48867 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonNShared: -0.98584 0.060500 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonIsLooseMuon: -0.79396 0.60797 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: InAccEcal: 0.51303 0.85837 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: EcalPIDe: 0.50460 0.85359 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: EcalPIDmu: 0.50805 0.85555 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: InAccHcal: 0.37683 0.92628 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: HcalPIDe: 0.37092 0.92231 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: HcalPIDmu: 0.37227 0.92322 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: PrsPIDe: 0.57397 0.80903 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: ---------------------------------------------------------------------------------------------------------------------------- --- Ghost_Downstream_TMVA : Begin training --- Ghost_Downstream_TMVA : Training Network --- Ghost_Downstream_TMVA : Inaccurate progress timing for MLP... --- Ghost_Downstream_TMVA : End of training --- Ghost_Downstream_TMVA : Elapsed time for training with 2700000 events: 8.95e+04 sec --- Ghost_Downstream_TMVA : Create MVA output for classification on training sample --- Ghost_Downstream_TMVA : Evaluation of Ghost_Downstream_TMVA on training sample (2700000 events) --- Ghost_Downstream_TMVA : Elapsed time for evaluation of 2700000 events: 42.4 sec --- Ghost_Downstream_TMVA : Creating weight file in xml format: ./GlobalPID_Ghost_Downstream_TMVA.weights.xml --- Ghost_Downstream_TMVA : Creating standalone response class: ./GlobalPID_Ghost_Downstream_TMVA.class.C --- Ghost_Downstream_TMVA : Write special histos to file: Downstream-Ghost-TMVA.root:/Method_MLP/Ghost_Downstream_TMVA --- Factory : Training finished --- Factory : --- Factory : Ranking input variables (method specific)... --- Ghost_Downstream_TMVA : Ranking result (top variable is best ranked) --- Ghost_Downstream_TMVA : ---------------------------------------------- --- Ghost_Downstream_TMVA : Rank : Variable : Importance --- Ghost_Downstream_TMVA : ---------------------------------------------- --- Ghost_Downstream_TMVA : 1 : EcalPIDe : 4.790e+03 --- Ghost_Downstream_TMVA : 2 : TrackPt : 3.971e+03 --- Ghost_Downstream_TMVA : 3 : RichDLLe : 2.085e+03 --- Ghost_Downstream_TMVA : 4 : RichDLLp : 1.583e+03 --- Ghost_Downstream_TMVA : 5 : EcalPIDmu : 1.410e+03 --- Ghost_Downstream_TMVA : 6 : PrsPIDe : 1.320e+03 --- Ghost_Downstream_TMVA : 7 : InAccEcal : 1.319e+03 --- Ghost_Downstream_TMVA : 8 : RichDLLk : 1.262e+03 --- Ghost_Downstream_TMVA : 9 : RichDLLbt : 1.237e+03 --- Ghost_Downstream_TMVA : 10 : TrackP : 1.177e+03 --- Ghost_Downstream_TMVA : 11 : TrackGhostProbability : 9.480e+02 --- Ghost_Downstream_TMVA : 12 : RichDLLmu : 9.399e+02 --- Ghost_Downstream_TMVA : 13 : MuonNShared : 7.538e+02 --- Ghost_Downstream_TMVA : 14 : InAccHcal : 6.990e+02 --- Ghost_Downstream_TMVA : 15 : RichAbovePiThres : 6.418e+02 --- Ghost_Downstream_TMVA : 16 : HcalPIDmu : 5.774e+02 --- Ghost_Downstream_TMVA : 17 : TrackFitTNDoF : 5.535e+02 --- Ghost_Downstream_TMVA : 18 : TrackNumDof : 5.413e+02 --- Ghost_Downstream_TMVA : 19 : HcalPIDe : 4.462e+02 --- Ghost_Downstream_TMVA : 20 : InAccMuon : 4.393e+02 --- Ghost_Downstream_TMVA : 21 : RichUsedR2Gas : 2.061e+02 --- Ghost_Downstream_TMVA : 22 : RichAboveKaThres : 2.031e+02 --- Ghost_Downstream_TMVA : 23 : RichUsedR1Gas : 1.631e+02 --- Ghost_Downstream_TMVA : 24 : TrackFitTChi2 : 1.602e+02 --- Ghost_Downstream_TMVA : 25 : RichAbovePrThres : 1.057e+02 --- Ghost_Downstream_TMVA : 26 : MuonIsMuon : 6.628e+01 --- Ghost_Downstream_TMVA : 27 : MuonBkgLL : 5.566e+01 --- Ghost_Downstream_TMVA : 28 : MuonIsLooseMuon : 5.518e+01 --- Ghost_Downstream_TMVA : 29 : MuonMuLL : 4.809e+01 --- Ghost_Downstream_TMVA : 30 : TrackChi2PerDof : 4.159e+01 --- Ghost_Downstream_TMVA : ---------------------------------------------- --- Factory : --- Factory : === Destroy and recreate all methods via weight files for testing === --- Factory : --- MethodBase : Reading weight file: ./GlobalPID_Ghost_Downstream_TMVA.weights.xml --- Ghost_Downstream_TMVA : Read method "Ghost_Downstream_TMVA" of type "MLP" --- Ghost_Downstream_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Ghost_Downstream_TMVA : MVA method was trained with ROOT Version: 6.02/01 --- Ghost_Downstream_TMVA : Building Network --- Ghost_Downstream_TMVA : Initializing weights 2016-02-15 14:49:54 | Starting Testing... --- Factory : Test all methods... --- Factory : Test method: Ghost_Downstream_TMVA for Classification performance --- Ghost_Downstream_TMVA : Evaluation of Ghost_Downstream_TMVA on testing sample (1156937 events) --- Ghost_Downstream_TMVA : Elapsed time for evaluation of 1156937 events: 18.7 sec 2016-02-15 14:50:13 | Starting Evaluation... --- Factory : Evaluate all methods... --- Factory : Evaluate classifier: Ghost_Downstream_TMVA --- TFHandler_Ghost_Downst...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Downst...: Variable Mean RMS [ Min Max ] --- TFHandler_Ghost_Downst...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Downst...: TrackP: -0.99689 0.015951 [ -0.99999 1.0077 ] --- TFHandler_Ghost_Downst...: TrackPt: -0.99860 0.0065804 [ -1.0000 0.47081 ] --- TFHandler_Ghost_Downst...: TrackChi2PerDof: 0.11555 0.43295 [ -0.97834 1.0000 ] --- TFHandler_Ghost_Downst...: TrackNumDof: 0.065511 0.30899 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: TrackGhostProbability: 0.99912 0.018780 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: TrackFitTChi2: -0.53356 0.22443 [ -0.99998 0.80298 ] --- TFHandler_Ghost_Downst...: TrackFitTNDoF: -0.011623 0.31352 [ -1.0000 0.92593 ] --- TFHandler_Ghost_Downst...: RichUsedR1Gas: 0.72675 0.68690 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichUsedR2Gas: -0.44781 0.89413 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichAbovePiThres: 0.67653 0.73641 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichAboveKaThres: 0.078562 0.99691 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichAbovePrThres: -0.45541 0.89028 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichDLLe: 0.65001 0.50692 [ -1.0000 1.0251 ] --- TFHandler_Ghost_Downst...: RichDLLmu: 0.71154 0.52560 [ -1.0000 1.0187 ] --- TFHandler_Ghost_Downst...: RichDLLk: 0.67624 0.51492 [ -1.0000 0.99381 ] --- TFHandler_Ghost_Downst...: RichDLLp: 0.69213 0.51983 [ -1.0000 1.0574 ] --- TFHandler_Ghost_Downst...: RichDLLbt: 0.72341 0.52949 [ -1.0000 0.98995 ] --- TFHandler_Ghost_Downst...: InAccMuon: 0.40509 0.91428 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonBkgLL: -0.79524 0.60596 [ -1.0000 0.99999 ] --- TFHandler_Ghost_Downst...: MuonMuLL: -0.79508 0.60643 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonIsMuon: -0.87325 0.48727 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonNShared: -0.98603 0.059733 [ -1.0000 0.79545 ] --- TFHandler_Ghost_Downst...: MuonIsLooseMuon: -0.79504 0.60655 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: InAccEcal: 0.51358 0.85804 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: EcalPIDe: 0.50514 0.85326 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: EcalPIDmu: 0.50860 0.85522 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: InAccHcal: 0.37712 0.92616 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: HcalPIDe: 0.37122 0.92219 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: HcalPIDmu: 0.37256 0.92310 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: PrsPIDe: 0.57441 0.80872 [ -1.0000 1.0002 ] --- TFHandler_Ghost_Downst...: ---------------------------------------------------------------------------------------------------------------------------- --- Ghost_Downstream_TMVA : Loop over test events and fill histograms with classifier response... --- Factory : Write evaluation histograms to file --- TFHandler_Ghost_Downst...: Plot event variables for Ghost_Downstream_TMVA --- TFHandler_Ghost_Downst...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Downst...: Variable Mean RMS [ Min Max ] --- TFHandler_Ghost_Downst...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Downst...: TrackP: -0.99689 0.015951 [ -0.99999 1.0077 ] --- TFHandler_Ghost_Downst...: TrackPt: -0.99860 0.0065804 [ -1.0000 0.47081 ] --- TFHandler_Ghost_Downst...: TrackChi2PerDof: 0.11555 0.43295 [ -0.97834 1.0000 ] --- TFHandler_Ghost_Downst...: TrackNumDof: 0.065511 0.30899 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: TrackGhostProbability: 0.99912 0.018780 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: TrackFitTChi2: -0.53356 0.22443 [ -0.99998 0.80298 ] --- TFHandler_Ghost_Downst...: TrackFitTNDoF: -0.011623 0.31352 [ -1.0000 0.92593 ] --- TFHandler_Ghost_Downst...: RichUsedR1Gas: 0.72675 0.68690 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichUsedR2Gas: -0.44781 0.89413 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichAbovePiThres: 0.67653 0.73641 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichAboveKaThres: 0.078562 0.99691 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichAbovePrThres: -0.45541 0.89028 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: RichDLLe: 0.65001 0.50692 [ -1.0000 1.0251 ] --- TFHandler_Ghost_Downst...: RichDLLmu: 0.71154 0.52560 [ -1.0000 1.0187 ] --- TFHandler_Ghost_Downst...: RichDLLk: 0.67624 0.51492 [ -1.0000 0.99381 ] --- TFHandler_Ghost_Downst...: RichDLLp: 0.69213 0.51983 [ -1.0000 1.0574 ] --- TFHandler_Ghost_Downst...: RichDLLbt: 0.72341 0.52949 [ -1.0000 0.98995 ] --- TFHandler_Ghost_Downst...: InAccMuon: 0.40509 0.91428 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonBkgLL: -0.79524 0.60596 [ -1.0000 0.99999 ] --- TFHandler_Ghost_Downst...: MuonMuLL: -0.79508 0.60643 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonIsMuon: -0.87325 0.48727 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: MuonNShared: -0.98603 0.059733 [ -1.0000 0.79545 ] --- TFHandler_Ghost_Downst...: MuonIsLooseMuon: -0.79504 0.60655 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: InAccEcal: 0.51358 0.85804 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: EcalPIDe: 0.50514 0.85326 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: EcalPIDmu: 0.50860 0.85522 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: InAccHcal: 0.37712 0.92616 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: HcalPIDe: 0.37122 0.92219 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: HcalPIDmu: 0.37256 0.92310 [ -1.0000 1.0000 ] --- TFHandler_Ghost_Downst...: PrsPIDe: 0.57441 0.80872 [ -1.0000 1.0002 ] --- TFHandler_Ghost_Downst...: ---------------------------------------------------------------------------------------------------------------------------- --- TFHandler_Ghost_Downst...: --- TFHandler_Ghost_Downst...: Will not produce scatter plots ==> --- TFHandler_Ghost_Downst...: | The number of 30 input variables and 0 target values would require 435 two-dimensional --- TFHandler_Ghost_Downst...: | histograms, which would occupy the computer's memory. Note that this --- TFHandler_Ghost_Downst...: | suppression does not have any consequences for your analysis, other --- TFHandler_Ghost_Downst...: | than not disposing of these scatter plots. You can modify the maximum --- TFHandler_Ghost_Downst...: | number of input variables allowed to generate scatter plots in your --- TFHandler_Ghost_Downst...: | script via the command line: --- TFHandler_Ghost_Downst...: | "(TMVA::gConfig().GetVariablePlotting()).fMaxNumOfAllowedVariablesForScatterPlots = ;" --- TFHandler_Ghost_Downst...: --- TFHandler_Ghost_Downst...: Some more output --- Tools : zero variances for variables (0, 3) --- Tools : zero variances for variables (0, 8) --- Tools : zero variances for variables (0, 9) --- Tools : zero variances for variables (0, 10) --- Tools : zero variances for variables (0, 11) --- Tools : zero variances for variables (0, 12) --- Tools : zero variances for variables (0, 18) --- Tools : zero variances for variables (0, 21) --- Tools : zero variances for variables (0, 23) --- Tools : zero variances for variables (0, 24) --- Tools : zero variances for variables (0, 27) --- Tools : zero variances for variables (3, 0) --- Tools : zero variances for variables (3, 21) --- Tools : zero variances for variables (8, 0) --- Tools : zero variances for variables (8, 9) --- Tools : zero variances for variables (8, 10) --- Tools : zero variances for variables (8, 11) --- Tools : zero variances for variables (8, 12) --- Tools : zero variances for variables (8, 18) --- Tools : zero variances for variables (8, 21) --- Tools : zero variances for variables (8, 23) --- Tools : zero variances for variables (8, 24) --- Tools : zero variances for variables (8, 27) --- Tools : zero variances for variables (9, 0) --- Tools : zero variances for variables (9, 8) --- Tools : zero variances for variables (9, 10) --- Tools : zero variances for variables (9, 21) --- Tools : zero variances for variables (9, 23) --- Tools : zero variances for variables (10, 0) --- Tools : zero variances for variables (10, 8) --- Tools : zero variances for variables (10, 9) --- Tools : zero variances for variables (10, 12) --- Tools : zero variances for variables (10, 18) --- Tools : zero variances for variables (10, 21) --- Tools : zero variances for variables (10, 23) --- Tools : zero variances for variables (10, 24) --- Tools : zero variances for variables (10, 27) --- Tools : zero variances for variables (11, 0) --- Tools : zero variances for variables (11, 8) --- Tools : zero variances for variables (11, 21) --- Tools : zero variances for variables (11, 23) --- Tools : zero variances for variables (12, 0) --- Tools : zero variances for variables (12, 8) --- Tools : zero variances for variables (12, 10) --- Tools : zero variances for variables (12, 21) --- Tools : zero variances for variables (12, 23) --- Tools : zero variances for variables (18, 0) --- Tools : zero variances for variables (18, 8) --- Tools : zero variances for variables (18, 10) --- Tools : zero variances for variables (18, 21) --- Tools : zero variances for variables (18, 23) --- Tools : zero variances for variables (21, 0) --- Tools : zero variances for variables (21, 3) --- Tools : zero variances for variables (21, 8) --- Tools : zero variances for variables (21, 9) --- Tools : zero variances for variables (21, 10) --- Tools : zero variances for variables (21, 11) --- Tools : zero variances for variables (21, 12) --- Tools : zero variances for variables (21, 18) --- Tools : zero variances for variables (21, 23) --- Tools : zero variances for variables (21, 24) --- Tools : zero variances for variables (21, 27) --- Tools : zero variances for variables (23, 0) --- Tools : zero variances for variables (23, 8) --- Tools : zero variances for variables (23, 9) --- Tools : zero variances for variables (23, 10) --- Tools : zero variances for variables (23, 11) --- Tools : zero variances for variables (23, 12) --- Tools : zero variances for variables (23, 18) --- Tools : zero variances for variables (23, 21) --- Tools : zero variances for variables (23, 24) --- Tools : zero variances for variables (23, 27) --- Tools : zero variances for variables (24, 0) --- Tools : zero variances for variables (24, 8) --- Tools : zero variances for variables (24, 10) --- Tools : zero variances for variables (24, 21) --- Tools : zero variances for variables (24, 23) --- Tools : zero variances for variables (27, 0) --- Tools : zero variances for variables (27, 8) --- Tools : zero variances for variables (27, 10) --- Tools : zero variances for variables (27, 21) --- Tools : zero variances for variables (27, 23) --- Factory : Correlations between input variables and MVA response (signal): --- Factory : -------------------------------------------- --- Factory : Ghost_Downstream_TMVA --- Factory : TrackP: +0.005 --- Factory : TrackPt: -0.011 --- Factory : TrackChi2PerDof: +0.000 --- Factory : TrackNumDof: -0.105 --- Factory : TrackGhostProbability: +0.042 --- Factory : TrackFitTChi2: +0.056 --- Factory : TrackFitTNDoF: -0.063 --- Factory : RichUsedR1Gas: +0.000 --- Factory : RichUsedR2Gas: +0.000 --- Factory : RichAbovePiThres: +0.000 --- Factory : RichAboveKaThres: +0.000 --- Factory : RichAbovePrThres: +0.000 --- Factory : RichDLLe: -0.075 --- Factory : RichDLLmu: -0.077 --- Factory : RichDLLk: -0.075 --- Factory : RichDLLp: -0.076 --- Factory : RichDLLbt: -0.076 --- Factory : InAccMuon: +0.000 --- Factory : MuonBkgLL: -0.018 --- Factory : MuonMuLL: -0.018 --- Factory : MuonIsMuon: +0.000 --- Factory : MuonNShared: +0.013 --- Factory : MuonIsLooseMuon: +0.000 --- Factory : InAccEcal: +0.000 --- Factory : EcalPIDe: -0.003 --- Factory : EcalPIDmu: -0.003 --- Factory : InAccHcal: +0.000 --- Factory : HcalPIDe: -0.005 --- Factory : HcalPIDmu: -0.005 --- Factory : PrsPIDe: -0.009 --- Factory : -------------------------------------------- --- Factory : --- Factory : Correlations between input variables and MVA response (background): --- Factory : -------------------------------------------- --- Factory : Ghost_Downstream_TMVA --- Factory : TrackP: -0.070 --- Factory : TrackPt: -0.206 --- Factory : TrackChi2PerDof: +0.499 --- Factory : TrackNumDof: -0.111 --- Factory : TrackGhostProbability: +0.018 --- Factory : TrackFitTChi2: +0.121 --- Factory : TrackFitTNDoF: -0.074 --- Factory : RichUsedR1Gas: -0.092 --- Factory : RichUsedR2Gas: -0.102 --- Factory : RichAbovePiThres: -0.271 --- Factory : RichAboveKaThres: -0.370 --- Factory : RichAbovePrThres: -0.349 --- Factory : RichDLLe: -0.156 --- Factory : RichDLLmu: -0.172 --- Factory : RichDLLk: -0.157 --- Factory : RichDLLp: -0.159 --- Factory : RichDLLbt: -0.165 --- Factory : InAccMuon: -0.148 --- Factory : MuonBkgLL: +0.040 --- Factory : MuonMuLL: +0.040 --- Factory : MuonIsMuon: +0.035 --- Factory : MuonNShared: +0.046 --- Factory : MuonIsLooseMuon: +0.040 --- Factory : InAccEcal: -0.073 --- Factory : EcalPIDe: -0.072 --- Factory : EcalPIDmu: -0.073 --- Factory : InAccHcal: -0.080 --- Factory : HcalPIDe: -0.080 --- Factory : HcalPIDmu: -0.080 --- Factory : PrsPIDe: -0.091 --- Factory : -------------------------------------------- --- Factory : --- Factory : The following "overlap" matrices contain the fraction of events for which --- Factory : the MVAs 'i' and 'j' have returned conform answers about "signal-likeness" --- Factory : An event is signal-like, if its MVA output exceeds the following value: --- Factory : --------------------------------------------- --- Factory : Method: Cut value: --- Factory : --------------------------------------------- --- Factory : Ghost_Downstream_TMVA: +0.882 --- Factory : --------------------------------------------- --- Factory : which correspond to the working point: eff(signal) = 1 - eff(background) --- Factory : --- Factory : Evaluation results ranked by best signal efficiency and purity (area) --- Factory : -------------------------------------------------------------------------------- --- Factory : MVA Signal efficiency at bkg eff.(error): | Sepa- Signifi- --- Factory : Method: @B=0.01 @B=0.10 @B=0.30 ROC-integ. | ration: cance: --- Factory : -------------------------------------------------------------------------------- --- Factory : Ghost_Downstream_TMVA: 0.306(00) 0.813(00) 0.960(00) 0.936 | 0.610 1.496 --- Factory : -------------------------------------------------------------------------------- --- Factory : --- Factory : Testing efficiency compared to training efficiency (overtraining check) --- Factory : -------------------------------------------------------------------------------- --- Factory : MVA Signal efficiency: from test sample (from training sample) --- Factory : Method: @B=0.01 @B=0.10 @B=0.30 --- Factory : -------------------------------------------------------------------------------- --- Factory : Ghost_Downstream_TMVA: 0.306 (0.308) 0.813 (0.811) 0.960 (0.960) --- Factory : -------------------------------------------------------------------------------- --- Factory : --- Dataset:Default : Created tree 'TestTree' with 1156937 events --- Dataset:Default : Created tree 'TrainTree' with 2700000 events --- Factory : --- Factory : Thank you for using TMVA! --- Factory : For citation information, please visit: http://tmva.sf.net/citeTMVA.html 2016-02-15 15:03:38 | ... Complete :) 2016-02-15 15:03:38 | Finished... 2016-02-15 15:03:43 | Cache directory = '/lwork/jonesc/ANNPID-DataCache' Warning in : class pair found in libEventPackerDict.so is already in libPhysEventDict.so 2016-02-15 15:03:49 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Downstream/GlobalPID_Ghost_Downstream_ANN.txt 2016-02-15 15:03:49 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Downstream/train-config.txt 2016-02-15 15:03:49 | Particle type = Ghost 2016-02-15 15:03:49 | Background types = All 2016-02-15 15:03:49 | Training Mix = NaturalMix 2016-02-15 15:03:49 | Track type = Downstream 2016-02-15 15:03:49 | Track PresSel = NoTrackPreSelection.txt 2016-02-15 15:03:49 | Network type = TMVA 2016-02-15 15:03:49 | Ghost treatment = Ghosts Ghosts 2016-02-15 15:03:49 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2016-02-15 15:03:49 | Reweighting = ReweightRICH2 2016-02-15 15:03:49 | Output file = GlobalPID_Ghost_Downstream_TMVA.weights.xml 2016-02-15 15:03:49 | Skipping input #TrackCloneDist 2016-02-15 15:03:49 | Skipping input #RichAboveElThres 2016-02-15 15:03:49 | Skipping input #RichAboveMuThres 2016-02-15 15:03:49 | Creating selection from 'NoTrackPreSelection.txt' 2016-02-15 15:03:49 | -> # very very loose. Essentially no cuts 2016-02-15 15:03:49 | -> TrackP > 0 2016-02-15 15:03:49 | -> TrackPt > 0 2016-02-15 15:03:49 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-15 15:03:49 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-15 15:03:49 | Training sample size (excluding ghosts) = 1800000 2016-02-15 15:03:49 | Evaluation sample size = 10000000 2016-02-15 15:03:49 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Downstream/MVA.txt 2016-02-15 15:03:49 | -> NBTASK = CLA 2016-02-15 15:03:49 | -> NBMOM = 0.0 2016-02-15 15:03:49 | -> NBREG = ALL 2016-02-15 15:03:49 | -> TMVAVALIDATIONFRAC = 0.3 2016-02-15 15:03:49 | -> TMVATESTFRAC = 0.3 2016-02-15 15:03:49 | -> MaxTrainSizeFactor = 1.5 2016-02-15 15:03:49 | -> HiddenLayerScaleFactor = 1.4 2016-02-15 15:03:49 | -> GhostAcceptFraction = 1.0 2016-02-15 15:03:49 | -> KaonAcceptFraction = 1.0 2016-02-15 15:03:49 | -> ProtonAcceptFraction = 1.0 2016-02-15 15:03:49 | -> ReuseTrainingFiles = 0 2016-02-15 15:03:49 | -> TrainingYear = MC12 2016-02-15 15:03:49 | -> TMVAMETHOD = MLP 2016-02-15 15:03:49 | -> TMVAUSEREGULATOR = false 2016-02-15 15:03:49 | -> TMVAMLPNCYCLES = 750 2016-02-15 15:03:49 | -> TMVAVARTRANSFORM = Norm 2016-02-15 15:03:49 | -> TMVAMLPNEURONTYPE = tanh 2016-02-15 15:03:49 | -> TMVAMLPMETHOD = BP 2016-02-15 15:03:49 | -> TMVAMLPESTIMATORTYPE = CE 2016-02-15 15:03:49 | -> TMVAMLPCONVIMPROVE = 1e-16 2016-02-15 15:03:49 | -> TMVAMLPCONVTEST = 15 2016-02-15 15:03:49 | -> TMVABDTBOOSTTYPE = AdaBoost 2016-02-15 15:03:49 | -> TMVABDTNTREES = 800 2016-02-15 15:03:49 | -> TMVABDTPRUNEMETHOD = CostComplexity 2016-02-15 15:03:49 | -> TMVABDTMAXTREEDEPTH = 3 2016-02-15 15:03:49 | Reading Parameters file = Eval.txt 2016-02-15 15:03:49 | -> EVALMODE = EvalWithPreSel 2016-02-15 15:03:49 | -> EVALDATA = Mixture 2016-02-15 15:03:49 | -> EVALYEAR = MC12 2016-02-15 15:03:49 | Node layer two scale = 1.4 2016-02-15 15:03:49 | Input layer has 31 nodes, hidden layer has 42 nodes 2016-02-15 15:03:49 | Ghost Accept Fraction = 1 2016-02-15 15:03:49 | Proton Accept Fraction = 1 2016-02-15 15:03:49 | Kaon Accept Fraction = 1 2016-02-15 15:03:49 | Max Training sample size (with ghosts) = 2700000 2016-02-15 15:03:49 | Training data year = MC12 2016-02-15 15:03:49 | Evaluation data year = MC12 2016-02-15 15:03:49 | Creating training MC12 RICH2 reweighting selection 2016-02-15 15:03:49 | Input Data file = TrainingFiles-Mixture.txt 2016-02-15 15:03:49 | Using 4496 data files 2016-02-15 15:03:49 | Training Datafile Selection hash = 10023981467298386733 2016-02-15 15:03:49 | Using training file (1/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKKPi0/ANNPID.75.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:03:49 | -> Pre-selected 16272 entries from 16272 ( 100 % ) 2016-02-15 15:03:50 | -> Selected 16272 entries ( 100 % ). Overall 2144 ( 0.119111 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:03:50 | Using training file (2/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.32.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:03:50 | -> Pre-selected 46459 entries from 46459 ( 100 % ) 2016-02-15 15:03:52 | -> Selected 46459 entries ( 100 % ). Overall 8507 ( 0.472611 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:03:52 | Using training file (3/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbLcKa/ANNPID.65.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:03:52 | -> Pre-selected 184086 entries from 184086 ( 100 % ) 2016-02-15 15:03:58 | -> Selected 184086 entries ( 100 % ). Overall 33996 ( 1.88867 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:03:58 | Using training file (4/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKaPhi/ANNPID.11.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:03:58 | -> Pre-selected 43247 entries from 43247 ( 100 % ) 2016-02-15 15:04:00 | -> Selected 43247 entries ( 100 % ). Overall 39885 ( 2.21583 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:04:00 | Using training file (5/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiPi/ANNPID.32.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:04:00 | -> Pre-selected 111347 entries from 111347 ( 100 % ) 2016-02-15 15:04:03 | -> Selected 111347 entries ( 100 % ). Overall 55715 ( 3.09528 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:04:03 | Using training file (6/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.148.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:04:04 | -> Pre-selected 106279 entries from 106279 ( 100 % ) 2016-02-15 15:04:07 | -> Selected 106279 entries ( 100 % ). Overall 70884 ( 3.938 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:04:07 | Using training file (7/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.32.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:04:08 | -> Pre-selected 88900 entries from 88900 ( 100 % ) 2016-02-15 15:04:10 | -> Selected 88900 entries ( 100 % ). Overall 82818 ( 4.601 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:04:10 | Using training file (8/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.26.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:04:11 | -> Pre-selected 156586 entries from 156586 ( 100 % ) 2016-02-15 15:04:16 | -> Selected 156586 entries ( 100 % ). Overall 104676 ( 5.81533 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:04:16 | Using training file (9/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbLcKa/ANNPID.44.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:04:16 | -> Pre-selected 45154 entries from 45154 ( 100 % ) 2016-02-15 15:04:18 | -> Selected 45154 entries ( 100 % ). Overall 111053 ( 6.16961 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:04:18 | Using training file (10/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiKstar/ANNPID.52.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:04:18 | -> Pre-selected 92133 entries from 92133 ( 100 % ) 2016-02-15 15:04:21 | -> Selected 92133 entries ( 100 % ). Overall 123531 ( 6.86283 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:04:21 | Using training file (11/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.258.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:04:21 | -> Pre-selected 184349 entries from 184349 ( 100 % ) 2016-02-15 15:04:27 | -> Selected 184349 entries ( 100 % ). Overall 148892 ( 8.27178 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:04:27 | Using training file (12/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKK/ANNPID.31.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:04:28 | -> Pre-selected 164189 entries from 164189 ( 100 % ) 2016-02-15 15:04:33 | -> Selected 164189 entries ( 100 % ). Overall 170325 ( 9.4625 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:04:33 | Using training file (13/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiX/ANNPID.139.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:04:33 | -> Pre-selected 41321 entries from 41321 ( 100 % ) 2016-02-15 15:04:35 | -> Selected 41321 entries ( 100 % ). Overall 175932 ( 9.774 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:04:35 | Using training file (14/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.5.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:04:35 | -> Pre-selected 102663 entries from 102663 ( 100 % ) 2016-02-15 15:04:38 | -> Selected 102663 entries ( 100 % ). Overall 190602 ( 10.589 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:04:38 | Using training file (15/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.143.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:04:38 | -> Pre-selected 27929 entries from 27929 ( 100 % ) 2016-02-15 15:04:39 | -> Selected 27929 entries ( 100 % ). Overall 194506 ( 10.8059 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:04:39 | Using training file (16/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.231.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:04:40 | -> Pre-selected 182023 entries from 182023 ( 100 % ) 2016-02-15 15:04:46 | -> Selected 182023 entries ( 100 % ). Overall 219744 ( 12.208 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:04:46 | Using training file (17/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.61.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:04:46 | -> Pre-selected 7479 entries from 7479 ( 100 % ) 2016-02-15 15:04:46 | -> Selected 7479 entries ( 100 % ). Overall 220789 ( 12.2661 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:04:46 | Using training file (18/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-SigmaPmumu/ANNPID.110.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:04:46 | -> Pre-selected 37377 entries from 37377 ( 100 % ) 2016-02-15 15:04:47 | -> Selected 37377 entries ( 100 % ). Overall 225849 ( 12.5472 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:04:47 | Using training file (19/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BsJPsiX/ANNPID.69.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:04:48 | -> Pre-selected 99281 entries from 99281 ( 100 % ) 2016-02-15 15:04:51 | -> Selected 99281 entries ( 100 % ). Overall 240104 ( 13.3391 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:04:51 | Using training file (20/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.84.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:04:51 | -> Pre-selected 82446 entries from 82446 ( 100 % ) 2016-02-15 15:04:54 | -> Selected 82446 entries ( 100 % ). Overall 252042 ( 14.0023 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:04:54 | Using training file (21/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-Zgee40GeV/ANNPID.16.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:04:54 | -> Pre-selected 106607 entries from 106607 ( 100 % ) 2016-02-15 15:04:58 | -> Selected 106607 entries ( 100 % ). Overall 266921 ( 14.8289 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:04:58 | Using training file (22/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.141.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:04:58 | -> Pre-selected 33302 entries from 33302 ( 100 % ) 2016-02-15 15:04:59 | -> Selected 33302 entries ( 100 % ). Overall 271444 ( 15.0802 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:04:59 | Using training file (23/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.24.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:04:59 | -> Pre-selected 107649 entries from 107649 ( 100 % ) 2016-02-15 15:05:03 | -> Selected 107649 entries ( 100 % ). Overall 286803 ( 15.9335 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:05:03 | Using training file (24/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKKPi0/ANNPID.149.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:05:03 | -> Pre-selected 43291 entries from 43291 ( 100 % ) 2016-02-15 15:05:04 | -> Selected 43291 entries ( 100 % ). Overall 292453 ( 16.2474 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:05:04 | Using training file (25/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.39.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:05:04 | -> Pre-selected 148928 entries from 148928 ( 100 % ) 2016-02-15 15:05:09 | -> Selected 148928 entries ( 100 % ). Overall 312762 ( 17.3757 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:05:09 | Using training file (26/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.203.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:05:10 | -> Pre-selected 107004 entries from 107004 ( 100 % ) 2016-02-15 15:05:13 | -> Selected 107004 entries ( 100 % ). Overall 327831 ( 18.2128 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:05:13 | Using training file (27/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.56.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:05:13 | -> Pre-selected 172360 entries from 172360 ( 100 % ) 2016-02-15 15:05:19 | -> Selected 172360 entries ( 100 % ). Overall 351039 ( 19.5022 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:05:19 | Using training file (28/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Bs4mu/ANNPID.33.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:05:19 | -> Pre-selected 78078 entries from 78078 ( 100 % ) 2016-02-15 15:05:22 | -> Selected 78078 entries ( 100 % ). Overall 361594 ( 20.0886 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:05:22 | Using training file (29/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ks4mu/ANNPID.3.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:05:22 | -> Pre-selected 20292 entries from 20292 ( 100 % ) 2016-02-15 15:05:23 | -> Selected 20292 entries ( 100 % ). Overall 364495 ( 20.2497 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:05:23 | Using training file (30/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdKstarmumu/ANNPID.30.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:05:23 | -> Pre-selected 27061 entries from 27061 ( 100 % ) 2016-02-15 15:05:24 | -> Selected 27061 entries ( 100 % ). Overall 368377 ( 20.4654 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:05:24 | Using training file (31/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-SigmaPmumu/ANNPID.50.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:05:24 | -> Pre-selected 43522 entries from 43522 ( 100 % ) 2016-02-15 15:05:25 | -> Selected 35908 entries ( 82.5054 % ). Overall 373614 ( 20.7563 % ) of required 1800000 non-ghost training entries. 2016-02-15 15:05:25 | Considered 2700000 tracks for input to MVA training 2016-02-15 15:05:25 | Sel. Eff. = 100% 2016-02-15 15:05:25 | Selected 2700000/0 tracks for input to MVA training/testing 2016-02-15 15:05:25 | Ghost percentage = 86.1624% 2016-02-15 15:05:25 | Electron percentage = 0.0705926% 2016-02-15 15:05:25 | Muon percentage = 0.601667% 2016-02-15 15:05:25 | Pion percentage = 10.6111% 2016-02-15 15:05:25 | Kaon percentage = 0.831704% 2016-02-15 15:05:25 | Proton percentage = 1.71719% 2016-02-15 15:05:25 | Unknown Particle type 3112 2016-02-15 15:05:25 | percentage = 0.00185185% 2016-02-15 15:05:25 | Unknown Particle type 3222 2016-02-15 15:05:25 | percentage = 0.00281481% 2016-02-15 15:05:25 | Unknown Particle type 3312 2016-02-15 15:05:25 | percentage = 0.000666667% 2016-02-15 15:05:25 | Created Plots directory Downstream-Ghost-evaluation.root:/TrainMixture/EvalMC12Mixture/EvalWithPreSel 2016-02-15 15:05:25 | Making plots for input EcalPIDe 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.0100 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.0250 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.0500 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.0750 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.1000 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.1250 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.1500 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.1750 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.2000 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.3000 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.3500 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.4000 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.4500 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.5000 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.6000 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.7000 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.8000 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.9000 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.9500 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.9750 2016-02-15 15:05:25 | Creating ROOT directory MVAcut0.9900 2016-02-15 15:05:25 | Creating ROOT directory DLLcut-8.0000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut-7.0000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut-6.0000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut-5.5000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut-5.0000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut-4.5000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut-4.0000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut-3.5000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut-3.0000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut-2.5000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut-2.0000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut-1.5000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut-1.0000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut-0.5000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut0.0000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut0.5000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut1.0000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut1.5000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut2.0000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut2.5000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut3.0000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut3.5000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut4.0000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut4.5000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut5.0000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut5.5000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut6.0000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut7.0000 2016-02-15 15:05:25 | Creating ROOT directory DLLcut8.0000 2016-02-15 15:05:25 | Making plots for input EcalPIDmu 2016-02-15 15:05:25 | Making plots for input HcalPIDe 2016-02-15 15:05:25 | Making plots for input HcalPIDmu 2016-02-15 15:05:25 | Making plots for input InAccEcal 2016-02-15 15:05:25 | Making plots for input InAccHcal 2016-02-15 15:05:25 | Making plots for input InAccMuon 2016-02-15 15:05:25 | Making plots for input MuonBkgLL 2016-02-15 15:05:25 | Making plots for input MuonIsLooseMuon 2016-02-15 15:05:25 | Making plots for input MuonIsMuon 2016-02-15 15:05:25 | Making plots for input MuonMuLL 2016-02-15 15:05:25 | Making plots for input MuonNShared 2016-02-15 15:05:25 | Making plots for input PrsPIDe 2016-02-15 15:05:25 | Making plots for input RichAboveKaThres 2016-02-15 15:05:25 | Making plots for input RichAbovePiThres 2016-02-15 15:05:25 | Making plots for input RichAbovePrThres 2016-02-15 15:05:25 | Making plots for input RichDLLbt 2016-02-15 15:05:25 | Making plots for input RichDLLe 2016-02-15 15:05:25 | Making plots for input RichDLLk 2016-02-15 15:05:25 | Making plots for input RichDLLmu 2016-02-15 15:05:25 | Making plots for input RichDLLp 2016-02-15 15:05:25 | Making plots for input RichUsedR1Gas 2016-02-15 15:05:25 | Making plots for input RichUsedR2Gas 2016-02-15 15:05:25 | Making plots for input TrackChi2PerDof 2016-02-15 15:05:25 | Making plots for input TrackFitTChi2 2016-02-15 15:05:25 | Making plots for input TrackFitTNDoF 2016-02-15 15:05:25 | Making plots for input TrackGhostProbability 2016-02-15 15:05:25 | Making plots for input TrackLikelihood 2016-02-15 15:05:25 | Making plots for input TrackNumDof 2016-02-15 15:05:25 | Making plots for input TrackP 2016-02-15 15:05:25 | Making plots for input TrackPt --- Reader : Booking "MLP" of type "MLP" from GlobalPID_Ghost_Downstream_TMVA.weights.xml. --- MethodBase : Reading weight file: GlobalPID_Ghost_Downstream_TMVA.weights.xml --- Ghost_Downstream_TMVA : Read method "Ghost_Downstream_TMVA" of type "MLP" --- Ghost_Downstream_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Ghost_Downstream_TMVA : MVA method was trained with ROOT Version: 6.02/01 --- DataSetInfo : Added class "Signal" with internal class number 0 --- DataSetInfo : Added class "Background" with internal class number 1 --- Ghost_Downstream_TMVA : Building Network --- Ghost_Downstream_TMVA : Initializing weights --- Reader : Booked classifier "Ghost_Downstream_TMVA" of type: "MLP" 2016-02-15 15:05:26 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-15 15:05:26 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-15 15:05:26 | Evaluation mode 'EvalWithPreSel' 2016-02-15 15:05:26 | Will apply all track pre-selections during evaluation 2016-02-15 15:05:26 | Creating evaluation MC12 RICH2 reweighting selection 2016-02-15 15:05:26 | Evaluation Datafile Selection hash = 10023981467298386733 2016-02-15 15:05:26 | Using evaluation file (32/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPPi/ANNPID.33.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:05:26 | -> Pre-selected 123041 entries from 123041 ( 100 % ) 2016-02-15 15:06:19 | -> Selected 123041 entries ( 100 % ). Overall 123041 ( 1.23041 % ) of required 10000000 entries. 2016-02-15 15:06:19 | Using evaluation file (33/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Bd4mu/ANNPID.28.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:06:19 | -> Pre-selected 19003 entries from 19003 ( 100 % ) 2016-02-15 15:06:27 | -> Selected 19003 entries ( 100 % ). Overall 142044 ( 1.42044 % ) of required 10000000 entries. 2016-02-15 15:06:27 | Using evaluation file (34/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.200.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:06:27 | -> Pre-selected 44780 entries from 44780 ( 100 % ) 2016-02-15 15:06:46 | -> Selected 44780 entries ( 100 % ). Overall 186824 ( 1.86824 % ) of required 10000000 entries. 2016-02-15 15:06:46 | Using evaluation file (35/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.126.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:06:47 | -> Pre-selected 132557 entries from 132557 ( 100 % ) 2016-02-15 15:07:47 | -> Selected 132557 entries ( 100 % ). Overall 319381 ( 3.19381 % ) of required 10000000 entries. 2016-02-15 15:07:47 | Using evaluation file (36/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ks4mu/ANNPID.13.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:07:47 | -> Pre-selected 4992 entries from 4992 ( 100 % ) 2016-02-15 15:07:49 | -> Selected 4992 entries ( 100 % ). Overall 324373 ( 3.24373 % ) of required 10000000 entries. 2016-02-15 15:07:49 | Using evaluation file (37/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiX/ANNPID.78.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:07:49 | -> Pre-selected 20809 entries from 20809 ( 100 % ) 2016-02-15 15:07:59 | -> Selected 20809 entries ( 100 % ). Overall 345182 ( 3.45182 % ) of required 10000000 entries. 2016-02-15 15:07:59 | Using evaluation file (38/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ksmumu/ANNPID.261.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:07:59 | -> Pre-selected 269 entries from 269 ( 100 % ) 2016-02-15 15:07:59 | -> Selected 269 entries ( 100 % ). Overall 345451 ( 3.45451 % ) of required 10000000 entries. 2016-02-15 15:07:59 | Using evaluation file (39/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.153.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:07:59 | -> Pre-selected 30391 entries from 30391 ( 100 % ) 2016-02-15 15:08:13 | -> Selected 30391 entries ( 100 % ). Overall 375842 ( 3.75842 % ) of required 10000000 entries. 2016-02-15 15:08:13 | Using evaluation file (40/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.294.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:08:13 | -> Pre-selected 122744 entries from 122744 ( 100 % ) 2016-02-15 15:09:09 | -> Selected 122744 entries ( 100 % ). Overall 498586 ( 4.98586 % ) of required 10000000 entries. 2016-02-15 15:09:09 | Using evaluation file (41/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.172.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:09:09 | -> Pre-selected 134679 entries from 134679 ( 100 % ) 2016-02-15 15:10:11 | -> Selected 134679 entries ( 100 % ). Overall 633265 ( 6.33265 % ) of required 10000000 entries. 2016-02-15 15:10:11 | Using evaluation file (42/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuKee/ANNPID.56.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:10:11 | -> Pre-selected 85432 entries from 85432 ( 100 % ) 2016-02-15 15:10:50 | -> Selected 85432 entries ( 100 % ). Overall 718697 ( 7.18697 % ) of required 10000000 entries. 2016-02-15 15:10:50 | Using evaluation file (43/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ksmumu/ANNPID.58.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:10:50 | -> Pre-selected 24322 entries from 24322 ( 100 % ) 2016-02-15 15:11:01 | -> Selected 24322 entries ( 100 % ). Overall 743019 ( 7.43019 % ) of required 10000000 entries. 2016-02-15 15:11:01 | Using evaluation file (44/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKK/ANNPID.54.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:11:01 | -> Pre-selected 119398 entries from 119398 ( 100 % ) 2016-02-15 15:11:56 | -> Selected 119398 entries ( 100 % ). Overall 862417 ( 8.62417 % ) of required 10000000 entries. 2016-02-15 15:11:56 | Using evaluation file (45/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.43.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:11:56 | -> Pre-selected 32287 entries from 32287 ( 100 % ) 2016-02-15 15:12:11 | -> Selected 32287 entries ( 100 % ). Overall 894704 ( 8.94704 % ) of required 10000000 entries. 2016-02-15 15:12:11 | Using evaluation file (46/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKaMuMu/ANNPID.36.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:12:11 | -> Pre-selected 100641 entries from 100641 ( 100 % ) 2016-02-15 15:12:57 | -> Selected 100641 entries ( 100 % ). Overall 995345 ( 9.95345 % ) of required 10000000 entries. 2016-02-15 15:12:57 | Using evaluation file (47/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPPi/ANNPID.40.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:12:57 | -> Pre-selected 166362 entries from 166362 ( 100 % ) 2016-02-15 15:14:14 | -> Selected 166362 entries ( 100 % ). Overall 1161707 ( 11.6171 % ) of required 10000000 entries. 2016-02-15 15:14:14 | Using evaluation file (48/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiK/ANNPID.2.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:14:14 | -> Pre-selected 36661 entries from 36661 ( 100 % ) 2016-02-15 15:14:30 | -> Selected 36661 entries ( 100 % ). Overall 1198368 ( 11.9837 % ) of required 10000000 entries. 2016-02-15 15:14:30 | Using evaluation file (49/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.25.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:14:31 | -> Pre-selected 99360 entries from 99360 ( 100 % ) 2016-02-15 15:15:16 | -> Selected 99360 entries ( 100 % ). Overall 1297728 ( 12.9773 % ) of required 10000000 entries. 2016-02-15 15:15:16 | Using evaluation file (50/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.289.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:15:16 | -> Pre-selected 123573 entries from 123573 ( 100 % ) 2016-02-15 15:16:13 | -> Selected 123573 entries ( 100 % ). Overall 1421301 ( 14.213 % ) of required 10000000 entries. 2016-02-15 15:16:13 | Using evaluation file (51/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdKstarmumu/ANNPID.15.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:16:13 | -> Pre-selected 39979 entries from 39979 ( 100 % ) 2016-02-15 15:16:32 | -> Selected 39979 entries ( 100 % ). Overall 1461280 ( 14.6128 % ) of required 10000000 entries. 2016-02-15 15:16:32 | Using evaluation file (52/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdD-K-KKPi/ANNPID.31.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:16:32 | -> Pre-selected 40620 entries from 40620 ( 100 % ) 2016-02-15 15:16:50 | -> Selected 40620 entries ( 100 % ). Overall 1501900 ( 15.019 % ) of required 10000000 entries. 2016-02-15 15:16:50 | Using evaluation file (53/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BsD0PhiKpi/ANNPID.9.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:16:50 | -> Pre-selected 38555 entries from 38555 ( 100 % ) 2016-02-15 15:17:08 | -> Selected 38555 entries ( 100 % ). Overall 1540455 ( 15.4046 % ) of required 10000000 entries. 2016-02-15 15:17:08 | Using evaluation file (54/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKK/ANNPID.8.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:17:08 | -> Pre-selected 9532 entries from 9532 ( 100 % ) 2016-02-15 15:17:12 | -> Selected 9532 entries ( 100 % ). Overall 1549987 ( 15.4999 % ) of required 10000000 entries. 2016-02-15 15:17:12 | Using evaluation file (55/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKK/ANNPID.12.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:17:12 | -> Pre-selected 88063 entries from 88063 ( 100 % ) 2016-02-15 15:17:53 | -> Selected 88063 entries ( 100 % ). Overall 1638050 ( 16.3805 % ) of required 10000000 entries. 2016-02-15 15:17:53 | Using evaluation file (56/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.136.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:17:53 | -> Pre-selected 3097 entries from 3097 ( 100 % ) 2016-02-15 15:17:54 | -> Selected 3097 entries ( 100 % ). Overall 1641147 ( 16.4115 % ) of required 10000000 entries. 2016-02-15 15:17:54 | Using evaluation file (57/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.165.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:17:54 | -> Pre-selected 184043 entries from 184043 ( 100 % ) 2016-02-15 15:19:19 | -> Selected 184043 entries ( 100 % ). Overall 1825190 ( 18.2519 % ) of required 10000000 entries. 2016-02-15 15:19:19 | Using evaluation file (58/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.107.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:19:19 | -> Pre-selected 151904 entries from 151904 ( 100 % ) 2016-02-15 15:20:28 | -> Selected 151904 entries ( 100 % ). Overall 1977094 ( 19.7709 % ) of required 10000000 entries. 2016-02-15 15:20:28 | Using evaluation file (59/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.40.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:20:29 | -> Pre-selected 115282 entries from 115282 ( 100 % ) 2016-02-15 15:21:21 | -> Selected 115282 entries ( 100 % ). Overall 2092376 ( 20.9238 % ) of required 10000000 entries. 2016-02-15 15:21:21 | Using evaluation file (60/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-SigmaPmumu/ANNPID.86.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:21:21 | -> Pre-selected 27254 entries from 27254 ( 100 % ) 2016-02-15 15:21:34 | -> Selected 27254 entries ( 100 % ). Overall 2119630 ( 21.1963 % ) of required 10000000 entries. 2016-02-15 15:21:34 | Using evaluation file (61/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.135.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:21:34 | -> Pre-selected 177011 entries from 177011 ( 100 % ) 2016-02-15 15:22:55 | -> Selected 177011 entries ( 100 % ). Overall 2296641 ( 22.9664 % ) of required 10000000 entries. 2016-02-15 15:22:55 | Using evaluation file (62/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuKee/ANNPID.4.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:22:55 | -> Pre-selected 62057 entries from 62057 ( 100 % ) 2016-02-15 15:23:24 | -> Selected 62057 entries ( 100 % ). Overall 2358698 ( 23.587 % ) of required 10000000 entries. 2016-02-15 15:23:24 | Using evaluation file (63/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.80.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:23:24 | -> Pre-selected 56431 entries from 56431 ( 100 % ) 2016-02-15 15:23:49 | -> Selected 56431 entries ( 100 % ). Overall 2415129 ( 24.1513 % ) of required 10000000 entries. 2016-02-15 15:23:49 | Using evaluation file (64/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-SigmaPmumu/ANNPID.96.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:23:50 | -> Pre-selected 14165 entries from 14165 ( 100 % ) 2016-02-15 15:23:56 | -> Selected 14165 entries ( 100 % ). Overall 2429294 ( 24.2929 % ) of required 10000000 entries. 2016-02-15 15:23:56 | Using evaluation file (65/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiX/ANNPID.71.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:23:56 | -> Pre-selected 41509 entries from 41509 ( 100 % ) 2016-02-15 15:24:15 | -> Selected 41509 entries ( 100 % ). Overall 2470803 ( 24.708 % ) of required 10000000 entries. 2016-02-15 15:24:15 | Using evaluation file (66/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiX/ANNPID.50.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:24:15 | -> Pre-selected 90125 entries from 90125 ( 100 % ) 2016-02-15 15:24:57 | -> Selected 90125 entries ( 100 % ). Overall 2560928 ( 25.6093 % ) of required 10000000 entries. 2016-02-15 15:24:57 | Using evaluation file (67/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-LbJPsiX/ANNPID.23.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:24:57 | -> Pre-selected 25655 entries from 25655 ( 100 % ) 2016-02-15 15:25:08 | -> Selected 25655 entries ( 100 % ). Overall 2586583 ( 25.8658 % ) of required 10000000 entries. 2016-02-15 15:25:08 | Using evaluation file (68/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKa/ANNPID.62.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:25:09 | -> Pre-selected 176839 entries from 176839 ( 100 % ) 2016-02-15 15:26:30 | -> Selected 176839 entries ( 100 % ). Overall 2763422 ( 27.6342 % ) of required 10000000 entries. 2016-02-15 15:26:30 | Using evaluation file (69/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKaPhi/ANNPID.39.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:26:30 | -> Pre-selected 28928 entries from 28928 ( 100 % ) 2016-02-15 15:26:43 | -> Selected 28928 entries ( 100 % ). Overall 2792350 ( 27.9235 % ) of required 10000000 entries. 2016-02-15 15:26:43 | Using evaluation file (70/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ks4mu/ANNPID.29.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:26:43 | -> Pre-selected 12090 entries from 12090 ( 100 % ) 2016-02-15 15:26:49 | -> Selected 12090 entries ( 100 % ). Overall 2804440 ( 28.0444 % ) of required 10000000 entries. 2016-02-15 15:26:49 | Using evaluation file (71/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ksmumu/ANNPID.145.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:26:49 | -> Pre-selected 18691 entries from 18691 ( 100 % ) 2016-02-15 15:26:57 | -> Selected 18691 entries ( 100 % ). Overall 2823131 ( 28.2313 % ) of required 10000000 entries. 2016-02-15 15:26:57 | Using evaluation file (72/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiX/ANNPID.119.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:26:58 | -> Pre-selected 45241 entries from 45241 ( 100 % ) 2016-02-15 15:27:18 | -> Selected 45241 entries ( 100 % ). Overall 2868372 ( 28.6837 % ) of required 10000000 entries. 2016-02-15 15:27:18 | Using evaluation file (73/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuKee/ANNPID.50.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:27:18 | -> Pre-selected 34336 entries from 34336 ( 100 % ) 2016-02-15 15:27:34 | -> Selected 34336 entries ( 100 % ). Overall 2902708 ( 29.0271 % ) of required 10000000 entries. 2016-02-15 15:27:34 | Using evaluation file (74/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.50.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:27:34 | -> Pre-selected 182735 entries from 182735 ( 100 % ) 2016-02-15 15:28:58 | -> Selected 182735 entries ( 100 % ). Overall 3085443 ( 30.8544 % ) of required 10000000 entries. 2016-02-15 15:28:58 | Using evaluation file (75/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ksmumu/ANNPID.284.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:28:58 | -> Pre-selected 18859 entries from 18859 ( 100 % ) 2016-02-15 15:29:06 | -> Selected 18859 entries ( 100 % ). Overall 3104302 ( 31.043 % ) of required 10000000 entries. 2016-02-15 15:29:06 | Using evaluation file (76/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.128.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:29:07 | -> Pre-selected 54053 entries from 54053 ( 100 % ) 2016-02-15 15:29:31 | -> Selected 54053 entries ( 100 % ). Overall 3158355 ( 31.5835 % ) of required 10000000 entries. 2016-02-15 15:29:31 | Using evaluation file (77/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.200.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:29:31 | -> Pre-selected 116871 entries from 116871 ( 100 % ) 2016-02-15 15:30:25 | -> Selected 116871 entries ( 100 % ). Overall 3275226 ( 32.7523 % ) of required 10000000 entries. 2016-02-15 15:30:25 | Using evaluation file (78/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiKstar/ANNPID.127.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:30:25 | -> Pre-selected 158981 entries from 158981 ( 100 % ) 2016-02-15 15:31:38 | -> Selected 158981 entries ( 100 % ). Overall 3434207 ( 34.3421 % ) of required 10000000 entries. 2016-02-15 15:31:38 | Using evaluation file (79/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Bs4mu/ANNPID.66.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:31:38 | -> Pre-selected 26914 entries from 26914 ( 100 % ) 2016-02-15 15:31:51 | -> Selected 26914 entries ( 100 % ). Overall 3461121 ( 34.6112 % ) of required 10000000 entries. 2016-02-15 15:31:51 | Using evaluation file (80/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.204.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:31:51 | -> Pre-selected 90647 entries from 90647 ( 100 % ) 2016-02-15 15:32:33 | -> Selected 90647 entries ( 100 % ). Overall 3551768 ( 35.5177 % ) of required 10000000 entries. 2016-02-15 15:32:33 | Using evaluation file (81/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.22.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:32:33 | -> Pre-selected 178281 entries from 178281 ( 100 % ) 2016-02-15 15:33:54 | -> Selected 178281 entries ( 100 % ). Overall 3730049 ( 37.3005 % ) of required 10000000 entries. 2016-02-15 15:33:54 | Using evaluation file (82/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.244.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:33:55 | -> Pre-selected 157258 entries from 157258 ( 100 % ) 2016-02-15 15:35:07 | -> Selected 157258 entries ( 100 % ). Overall 3887307 ( 38.8731 % ) of required 10000000 entries. 2016-02-15 15:35:07 | Using evaluation file (83/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.28.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:35:07 | -> Pre-selected 60612 entries from 60612 ( 100 % ) 2016-02-15 15:35:34 | -> Selected 60612 entries ( 100 % ). Overall 3947919 ( 39.4792 % ) of required 10000000 entries. 2016-02-15 15:35:34 | Using evaluation file (84/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.107.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:35:34 | -> Pre-selected 13816 entries from 13816 ( 100 % ) 2016-02-15 15:35:41 | -> Selected 13816 entries ( 100 % ). Overall 3961735 ( 39.6174 % ) of required 10000000 entries. 2016-02-15 15:35:41 | Using evaluation file (85/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.270.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:35:41 | -> Pre-selected 109698 entries from 109698 ( 100 % ) 2016-02-15 15:36:31 | -> Selected 109698 entries ( 100 % ). Overall 4071433 ( 40.7143 % ) of required 10000000 entries. 2016-02-15 15:36:31 | Using evaluation file (86/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiKstar/ANNPID.77.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:36:31 | -> Pre-selected 39154 entries from 39154 ( 100 % ) 2016-02-15 15:36:49 | -> Selected 39154 entries ( 100 % ). Overall 4110587 ( 41.1059 % ) of required 10000000 entries. 2016-02-15 15:36:49 | Using evaluation file (87/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.66.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:36:49 | -> Pre-selected 172270 entries from 172270 ( 100 % ) 2016-02-15 15:38:06 | -> Selected 172270 entries ( 100 % ). Overall 4282857 ( 42.8286 % ) of required 10000000 entries. 2016-02-15 15:38:06 | Using evaluation file (88/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.46.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:38:06 | -> Pre-selected 159125 entries from 159125 ( 100 % ) 2016-02-15 15:39:17 | -> Selected 159125 entries ( 100 % ). Overall 4441982 ( 44.4198 % ) of required 10000000 entries. 2016-02-15 15:39:17 | Using evaluation file (89/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.71.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:39:17 | -> Pre-selected 23781 entries from 23781 ( 100 % ) 2016-02-15 15:39:27 | -> Selected 23781 entries ( 100 % ). Overall 4465763 ( 44.6576 % ) of required 10000000 entries. 2016-02-15 15:39:27 | Using evaluation file (90/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-SigmaPmumu/ANNPID.60.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:39:27 | -> Pre-selected 21596 entries from 21596 ( 100 % ) 2016-02-15 15:39:37 | -> Selected 21596 entries ( 100 % ). Overall 4487359 ( 44.8736 % ) of required 10000000 entries. 2016-02-15 15:39:37 | Using evaluation file (91/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbLcKa/ANNPID.20.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:39:37 | -> Pre-selected 183285 entries from 183285 ( 100 % ) 2016-02-15 15:40:59 | -> Selected 183285 entries ( 100 % ). Overall 4670644 ( 46.7064 % ) of required 10000000 entries. 2016-02-15 15:40:59 | Using evaluation file (92/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiK/ANNPID.35.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:40:59 | -> Pre-selected 49137 entries from 49137 ( 100 % ) 2016-02-15 15:41:21 | -> Selected 49137 entries ( 100 % ). Overall 4719781 ( 47.1978 % ) of required 10000000 entries. 2016-02-15 15:41:21 | Using evaluation file (93/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ksmumu/ANNPID.48.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:41:21 | -> Pre-selected 71070 entries from 71070 ( 100 % ) 2016-02-15 15:41:52 | -> Selected 71070 entries ( 100 % ). Overall 4790851 ( 47.9085 % ) of required 10000000 entries. 2016-02-15 15:41:52 | Using evaluation file (94/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-LbJPsiX/ANNPID.13.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:41:53 | -> Pre-selected 60011 entries from 60011 ( 100 % ) 2016-02-15 15:42:19 | -> Selected 60011 entries ( 100 % ). Overall 4850862 ( 48.5086 % ) of required 10000000 entries. 2016-02-15 15:42:19 | Using evaluation file (95/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.115.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:42:19 | -> Pre-selected 45095 entries from 45095 ( 100 % ) 2016-02-15 15:42:39 | -> Selected 45095 entries ( 100 % ). Overall 4895957 ( 48.9596 % ) of required 10000000 entries. 2016-02-15 15:42:39 | Using evaluation file (96/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.5.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:42:40 | -> Pre-selected 27844 entries from 27844 ( 100 % ) 2016-02-15 15:42:52 | -> Selected 27844 entries ( 100 % ). Overall 4923801 ( 49.238 % ) of required 10000000 entries. 2016-02-15 15:42:52 | Using evaluation file (97/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ksmumu/ANNPID.76.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:42:52 | -> Pre-selected 61275 entries from 61275 ( 100 % ) 2016-02-15 15:43:19 | -> Selected 61275 entries ( 100 % ). Overall 4985076 ( 49.8508 % ) of required 10000000 entries. 2016-02-15 15:43:19 | Using evaluation file (98/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdKstar/ANNPID.181.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:43:19 | -> Pre-selected 64741 entries from 64741 ( 100 % ) 2016-02-15 15:43:48 | -> Selected 64741 entries ( 100 % ). Overall 5049817 ( 50.4982 % ) of required 10000000 entries. 2016-02-15 15:43:48 | Using evaluation file (99/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.112.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:43:48 | -> Pre-selected 177567 entries from 177567 ( 100 % ) 2016-02-15 15:45:08 | -> Selected 177567 entries ( 100 % ). Overall 5227384 ( 52.2738 % ) of required 10000000 entries. 2016-02-15 15:45:08 | Using evaluation file (100/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKaPhi/ANNPID.23.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:45:08 | -> Pre-selected 29608 entries from 29608 ( 100 % ) 2016-02-15 15:45:21 | -> Selected 29608 entries ( 100 % ). Overall 5256992 ( 52.5699 % ) of required 10000000 entries. 2016-02-15 15:45:21 | Using evaluation file (101/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.20.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:45:21 | -> Pre-selected 26345 entries from 26345 ( 100 % ) 2016-02-15 15:45:33 | -> Selected 26345 entries ( 100 % ). Overall 5283337 ( 52.8334 % ) of required 10000000 entries. 2016-02-15 15:45:33 | Using evaluation file (102/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdKstar/ANNPID.187.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:45:33 | -> Pre-selected 38043 entries from 38043 ( 100 % ) 2016-02-15 15:45:50 | -> Selected 38043 entries ( 100 % ). Overall 5321380 ( 53.2138 % ) of required 10000000 entries. 2016-02-15 15:45:50 | Using evaluation file (103/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPPi/ANNPID.46.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:45:50 | -> Pre-selected 57005 entries from 57005 ( 100 % ) 2016-02-15 15:46:15 | -> Selected 57005 entries ( 100 % ). Overall 5378385 ( 53.7839 % ) of required 10000000 entries. 2016-02-15 15:46:15 | Using evaluation file (104/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKa/ANNPID.37.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:46:15 | -> Pre-selected 105021 entries from 105021 ( 100 % ) 2016-02-15 15:47:02 | -> Selected 105021 entries ( 100 % ). Overall 5483406 ( 54.8341 % ) of required 10000000 entries. 2016-02-15 15:47:02 | Using evaluation file (105/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKKPi0/ANNPID.157.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:47:02 | -> Pre-selected 44021 entries from 44021 ( 100 % ) 2016-02-15 15:47:21 | -> Selected 44021 entries ( 100 % ). Overall 5527427 ( 55.2743 % ) of required 10000000 entries. 2016-02-15 15:47:21 | Using evaluation file (106/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BsJPsiX/ANNPID.147.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:47:21 | -> Pre-selected 28974 entries from 28974 ( 100 % ) 2016-02-15 15:47:34 | -> Selected 28974 entries ( 100 % ). Overall 5556401 ( 55.564 % ) of required 10000000 entries. 2016-02-15 15:47:34 | Using evaluation file (107/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKaPhi/ANNPID.29.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:47:34 | -> Pre-selected 10520 entries from 10520 ( 100 % ) 2016-02-15 15:47:39 | -> Selected 10520 entries ( 100 % ). Overall 5566921 ( 55.6692 % ) of required 10000000 entries. 2016-02-15 15:47:39 | Using evaluation file (108/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ks4mu/ANNPID.5.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:47:39 | -> Pre-selected 37555 entries from 37555 ( 100 % ) 2016-02-15 15:47:56 | -> Selected 37555 entries ( 100 % ). Overall 5604476 ( 56.0448 % ) of required 10000000 entries. 2016-02-15 15:47:56 | Using evaluation file (109/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdKstar/ANNPID.39.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:47:56 | -> Pre-selected 43746 entries from 43746 ( 100 % ) 2016-02-15 15:48:15 | -> Selected 43746 entries ( 100 % ). Overall 5648222 ( 56.4822 % ) of required 10000000 entries. 2016-02-15 15:48:15 | Using evaluation file (110/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuKee/ANNPID.75.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:48:16 | -> Pre-selected 42755 entries from 42755 ( 100 % ) 2016-02-15 15:48:35 | -> Selected 42755 entries ( 100 % ). Overall 5690977 ( 56.9098 % ) of required 10000000 entries. 2016-02-15 15:48:35 | Using evaluation file (111/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Bd4mu/ANNPID.25.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:48:35 | -> Pre-selected 51829 entries from 51829 ( 100 % ) 2016-02-15 15:48:58 | -> Selected 51829 entries ( 100 % ). Overall 5742806 ( 57.4281 % ) of required 10000000 entries. 2016-02-15 15:48:58 | Using evaluation file (112/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Tau3mu/ANNPID.5.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:48:58 | -> Pre-selected 27521 entries from 27521 ( 100 % ) 2016-02-15 15:49:10 | -> Selected 27521 entries ( 100 % ). Overall 5770327 ( 57.7033 % ) of required 10000000 entries. 2016-02-15 15:49:10 | Using evaluation file (113/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuKee/ANNPID.70.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:49:10 | -> Pre-selected 40394 entries from 40394 ( 100 % ) 2016-02-15 15:49:28 | -> Selected 40394 entries ( 100 % ). Overall 5810721 ( 58.1072 % ) of required 10000000 entries. 2016-02-15 15:49:28 | Using evaluation file (114/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdKstar/ANNPID.250.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:49:28 | -> Pre-selected 127279 entries from 127279 ( 100 % ) 2016-02-15 15:50:25 | -> Selected 127279 entries ( 100 % ). Overall 5938000 ( 59.38 % ) of required 10000000 entries. 2016-02-15 15:50:25 | Using evaluation file (115/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.100.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:50:25 | -> Pre-selected 107345 entries from 107345 ( 100 % ) 2016-02-15 15:51:13 | -> Selected 107345 entries ( 100 % ). Overall 6045345 ( 60.4534 % ) of required 10000000 entries. 2016-02-15 15:51:13 | Using evaluation file (116/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKK/ANNPID.56.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:51:13 | -> Pre-selected 79482 entries from 79482 ( 100 % ) 2016-02-15 15:51:48 | -> Selected 79482 entries ( 100 % ). Overall 6124827 ( 61.2483 % ) of required 10000000 entries. 2016-02-15 15:51:48 | Using evaluation file (117/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiKstar/ANNPID.101.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:51:48 | -> Pre-selected 107528 entries from 107528 ( 100 % ) 2016-02-15 15:52:36 | -> Selected 107528 entries ( 100 % ). Overall 6232355 ( 62.3235 % ) of required 10000000 entries. 2016-02-15 15:52:36 | Using evaluation file (118/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ksmumu/ANNPID.130.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:52:36 | -> Pre-selected 12051 entries from 12051 ( 100 % ) 2016-02-15 15:52:41 | -> Selected 12051 entries ( 100 % ). Overall 6244406 ( 62.4441 % ) of required 10000000 entries. 2016-02-15 15:52:41 | Using evaluation file (119/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ksmumu/ANNPID.144.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:52:41 | -> Pre-selected 14763 entries from 14763 ( 100 % ) 2016-02-15 15:52:48 | -> Selected 14763 entries ( 100 % ). Overall 6259169 ( 62.5917 % ) of required 10000000 entries. 2016-02-15 15:52:48 | Using evaluation file (120/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.47.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:52:48 | -> Pre-selected 46462 entries from 46462 ( 100 % ) 2016-02-15 15:53:09 | -> Selected 46462 entries ( 100 % ). Overall 6305631 ( 63.0563 % ) of required 10000000 entries. 2016-02-15 15:53:09 | Using evaluation file (121/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.108.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:53:09 | -> Pre-selected 183329 entries from 183329 ( 100 % ) 2016-02-15 15:54:30 | -> Selected 183329 entries ( 100 % ). Overall 6488960 ( 64.8896 % ) of required 10000000 entries. 2016-02-15 15:54:30 | Using evaluation file (122/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.41.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:54:31 | -> Pre-selected 153578 entries from 153578 ( 100 % ) 2016-02-15 15:55:39 | -> Selected 153578 entries ( 100 % ). Overall 6642538 ( 66.4254 % ) of required 10000000 entries. 2016-02-15 15:55:39 | Using evaluation file (123/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiX/ANNPID.2.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:55:39 | -> Pre-selected 46819 entries from 46819 ( 100 % ) 2016-02-15 15:56:00 | -> Selected 46819 entries ( 100 % ). Overall 6689357 ( 66.8936 % ) of required 10000000 entries. 2016-02-15 15:56:00 | Using evaluation file (124/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-SigmaPmumu/ANNPID.71.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:56:00 | -> Pre-selected 36200 entries from 36200 ( 100 % ) 2016-02-15 15:56:16 | -> Selected 36200 entries ( 100 % ). Overall 6725557 ( 67.2556 % ) of required 10000000 entries. 2016-02-15 15:56:16 | Using evaluation file (125/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiKstar/ANNPID.149.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:56:16 | -> Pre-selected 29252 entries from 29252 ( 100 % ) 2016-02-15 15:56:29 | -> Selected 29252 entries ( 100 % ). Overall 6754809 ( 67.5481 % ) of required 10000000 entries. 2016-02-15 15:56:29 | Using evaluation file (126/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdKstar/ANNPID.130.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:56:29 | -> Pre-selected 42769 entries from 42769 ( 100 % ) 2016-02-15 15:56:48 | -> Selected 42769 entries ( 100 % ). Overall 6797578 ( 67.9758 % ) of required 10000000 entries. 2016-02-15 15:56:48 | Using evaluation file (127/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPPi/ANNPID.11.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:56:48 | -> Pre-selected 26248 entries from 26248 ( 100 % ) 2016-02-15 15:57:00 | -> Selected 26248 entries ( 100 % ). Overall 6823826 ( 68.2383 % ) of required 10000000 entries. 2016-02-15 15:57:00 | Using evaluation file (128/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BsJPsiPhi/ANNPID.15.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:57:00 | -> Pre-selected 28246 entries from 28246 ( 100 % ) 2016-02-15 15:57:13 | -> Selected 28246 entries ( 100 % ). Overall 6852072 ( 68.5207 % ) of required 10000000 entries. 2016-02-15 15:57:13 | Using evaluation file (129/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BuKKK/ANNPID.38.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:57:13 | -> Pre-selected 127725 entries from 127725 ( 100 % ) 2016-02-15 15:58:10 | -> Selected 127725 entries ( 100 % ). Overall 6979797 ( 69.798 % ) of required 10000000 entries. 2016-02-15 15:58:10 | Using evaluation file (130/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiK/ANNPID.14.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:58:10 | -> Pre-selected 28983 entries from 28983 ( 100 % ) 2016-02-15 15:58:22 | -> Selected 28983 entries ( 100 % ). Overall 7008780 ( 70.0878 % ) of required 10000000 entries. 2016-02-15 15:58:22 | Using evaluation file (131/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ksmumu/ANNPID.47.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:58:23 | -> Pre-selected 23509 entries from 23509 ( 100 % ) 2016-02-15 15:58:33 | -> Selected 23509 entries ( 100 % ). Overall 7032289 ( 70.3229 % ) of required 10000000 entries. 2016-02-15 15:58:33 | Using evaluation file (132/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.88.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:58:33 | -> Pre-selected 157606 entries from 157606 ( 100 % ) 2016-02-15 15:59:43 | -> Selected 157606 entries ( 100 % ). Overall 7189895 ( 71.8989 % ) of required 10000000 entries. 2016-02-15 15:59:43 | Using evaluation file (133/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.68.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 15:59:44 | -> Pre-selected 139143 entries from 139143 ( 100 % ) 2016-02-15 16:00:46 | -> Selected 139143 entries ( 100 % ). Overall 7329038 ( 73.2904 % ) of required 10000000 entries. 2016-02-15 16:00:46 | Using evaluation file (134/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-LbJPsiX/ANNPID.33.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:00:46 | -> Pre-selected 28704 entries from 28704 ( 100 % ) 2016-02-15 16:00:59 | -> Selected 28704 entries ( 100 % ). Overall 7357742 ( 73.5774 % ) of required 10000000 entries. 2016-02-15 16:00:59 | Using evaluation file (135/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.263.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:00:59 | -> Pre-selected 74269 entries from 74269 ( 100 % ) 2016-02-15 16:01:32 | -> Selected 74269 entries ( 100 % ). Overall 7432011 ( 74.3201 % ) of required 10000000 entries. 2016-02-15 16:01:32 | Using evaluation file (136/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.133.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:01:32 | -> Pre-selected 180360 entries from 180360 ( 100 % ) 2016-02-15 16:02:52 | -> Selected 180360 entries ( 100 % ). Overall 7612371 ( 76.1237 % ) of required 10000000 entries. 2016-02-15 16:02:52 | Using evaluation file (137/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiX/ANNPID.74.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:02:52 | -> Pre-selected 5979 entries from 5979 ( 100 % ) 2016-02-15 16:02:55 | -> Selected 5979 entries ( 100 % ). Overall 7618350 ( 76.1835 % ) of required 10000000 entries. 2016-02-15 16:02:55 | Using evaluation file (138/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiPi/ANNPID.53.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:02:55 | -> Pre-selected 111058 entries from 111058 ( 100 % ) 2016-02-15 16:03:44 | -> Selected 111058 entries ( 100 % ). Overall 7729408 ( 77.2941 % ) of required 10000000 entries. 2016-02-15 16:03:44 | Using evaluation file (139/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.30.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:03:44 | -> Pre-selected 74674 entries from 74674 ( 100 % ) 2016-02-15 16:04:17 | -> Selected 74674 entries ( 100 % ). Overall 7804082 ( 78.0408 % ) of required 10000000 entries. 2016-02-15 16:04:17 | Using evaluation file (140/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BuKKK/ANNPID.50.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:04:17 | -> Pre-selected 97772 entries from 97772 ( 100 % ) 2016-02-15 16:05:01 | -> Selected 97772 entries ( 100 % ). Overall 7901854 ( 79.0185 % ) of required 10000000 entries. 2016-02-15 16:05:01 | Using evaluation file (141/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdKstar/ANNPID.260.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:05:01 | -> Pre-selected 125054 entries from 125054 ( 100 % ) 2016-02-15 16:05:56 | -> Selected 125054 entries ( 100 % ). Overall 8026908 ( 80.2691 % ) of required 10000000 entries. 2016-02-15 16:05:56 | Using evaluation file (142/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BsJPsiX/ANNPID.110.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:05:56 | -> Pre-selected 91315 entries from 91315 ( 100 % ) 2016-02-15 16:06:37 | -> Selected 91315 entries ( 100 % ). Overall 8118223 ( 81.1822 % ) of required 10000000 entries. 2016-02-15 16:06:37 | Using evaluation file (143/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKa/ANNPID.72.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:06:37 | -> Pre-selected 26343 entries from 26343 ( 100 % ) 2016-02-15 16:06:48 | -> Selected 26343 entries ( 100 % ). Overall 8144566 ( 81.4457 % ) of required 10000000 entries. 2016-02-15 16:06:48 | Using evaluation file (144/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Bd4mu/ANNPID.43.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:06:49 | -> Pre-selected 40247 entries from 40247 ( 100 % ) 2016-02-15 16:07:07 | -> Selected 40247 entries ( 100 % ). Overall 8184813 ( 81.8481 % ) of required 10000000 entries. 2016-02-15 16:07:07 | Using evaluation file (145/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKaMuMu/ANNPID.45.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:07:07 | -> Pre-selected 90559 entries from 90559 ( 100 % ) 2016-02-15 16:07:47 | -> Selected 90559 entries ( 100 % ). Overall 8275372 ( 82.7537 % ) of required 10000000 entries. 2016-02-15 16:07:47 | Using evaluation file (146/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-LbJPsiX/ANNPID.112.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:07:47 | -> Pre-selected 535 entries from 535 ( 100 % ) 2016-02-15 16:07:47 | -> Selected 535 entries ( 100 % ). Overall 8275907 ( 82.7591 % ) of required 10000000 entries. 2016-02-15 16:07:47 | Using evaluation file (147/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.103.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:07:47 | -> Pre-selected 54053 entries from 54053 ( 100 % ) 2016-02-15 16:08:11 | -> Selected 54053 entries ( 100 % ). Overall 8329960 ( 83.2996 % ) of required 10000000 entries. 2016-02-15 16:08:11 | Using evaluation file (148/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ksmumu/ANNPID.174.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:08:11 | -> Pre-selected 11707 entries from 11707 ( 100 % ) 2016-02-15 16:08:16 | -> Selected 11707 entries ( 100 % ). Overall 8341667 ( 83.4167 % ) of required 10000000 entries. 2016-02-15 16:08:16 | Using evaluation file (149/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.102.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:08:17 | -> Pre-selected 39779 entries from 39779 ( 100 % ) 2016-02-15 16:08:34 | -> Selected 39779 entries ( 100 % ). Overall 8381446 ( 83.8145 % ) of required 10000000 entries. 2016-02-15 16:08:34 | Using evaluation file (150/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiKstar/ANNPID.7.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:08:34 | -> Pre-selected 127471 entries from 127471 ( 100 % ) 2016-02-15 16:09:31 | -> Selected 127471 entries ( 100 % ). Overall 8508917 ( 85.0892 % ) of required 10000000 entries. 2016-02-15 16:09:31 | Using evaluation file (151/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-Kspipiee/ANNPID.33.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:09:31 | -> Pre-selected 33063 entries from 33063 ( 100 % ) 2016-02-15 16:09:45 | -> Selected 33063 entries ( 100 % ). Overall 8541980 ( 85.4198 % ) of required 10000000 entries. 2016-02-15 16:09:45 | Using evaluation file (152/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ksmumu/ANNPID.300.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:09:45 | -> Pre-selected 45347 entries from 45347 ( 100 % ) 2016-02-15 16:10:06 | -> Selected 45347 entries ( 100 % ). Overall 8587327 ( 85.8733 % ) of required 10000000 entries. 2016-02-15 16:10:06 | Using evaluation file (153/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiPi/ANNPID.70.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:10:06 | -> Pre-selected 78072 entries from 78072 ( 100 % ) 2016-02-15 16:10:40 | -> Selected 78072 entries ( 100 % ). Overall 8665399 ( 86.654 % ) of required 10000000 entries. 2016-02-15 16:10:40 | Using evaluation file (154/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdKstar/ANNPID.254.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:10:41 | -> Pre-selected 171821 entries from 171821 ( 100 % ) 2016-02-15 16:11:57 | -> Selected 171821 entries ( 100 % ). Overall 8837220 ( 88.3722 % ) of required 10000000 entries. 2016-02-15 16:11:57 | Using evaluation file (155/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.243.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:11:57 | -> Pre-selected 161137 entries from 161137 ( 100 % ) 2016-02-15 16:13:10 | -> Selected 161137 entries ( 100 % ). Overall 8998357 ( 89.9836 % ) of required 10000000 entries. 2016-02-15 16:13:10 | Using evaluation file (156/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BsJPsiX/ANNPID.108.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:13:10 | -> Pre-selected 98233 entries from 98233 ( 100 % ) 2016-02-15 16:13:55 | -> Selected 98233 entries ( 100 % ). Overall 9096590 ( 90.9659 % ) of required 10000000 entries. 2016-02-15 16:13:55 | Using evaluation file (157/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdKstar/ANNPID.57.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:13:55 | -> Pre-selected 173921 entries from 173921 ( 100 % ) 2016-02-15 16:15:15 | -> Selected 173921 entries ( 100 % ). Overall 9270511 ( 92.7051 % ) of required 10000000 entries. 2016-02-15 16:15:15 | Using evaluation file (158/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdKstar/ANNPID.229.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:15:16 | -> Pre-selected 83820 entries from 83820 ( 100 % ) 2016-02-15 16:15:54 | -> Selected 83820 entries ( 100 % ). Overall 9354331 ( 93.5433 % ) of required 10000000 entries. 2016-02-15 16:15:54 | Using evaluation file (159/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.175.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:15:54 | -> Pre-selected 43601 entries from 43601 ( 100 % ) 2016-02-15 16:16:14 | -> Selected 43601 entries ( 100 % ). Overall 9397932 ( 93.9793 % ) of required 10000000 entries. 2016-02-15 16:16:14 | Using evaluation file (160/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdKstar/ANNPID.221.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:16:14 | -> Pre-selected 15629 entries from 15629 ( 100 % ) 2016-02-15 16:16:22 | -> Selected 15629 entries ( 100 % ). Overall 9413561 ( 94.1356 % ) of required 10000000 entries. 2016-02-15 16:16:22 | Using evaluation file (161/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BuKKK/ANNPID.46.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:16:22 | -> Pre-selected 39837 entries from 39837 ( 100 % ) 2016-02-15 16:16:40 | -> Selected 39837 entries ( 100 % ). Overall 9453398 ( 94.534 % ) of required 10000000 entries. 2016-02-15 16:16:40 | Using evaluation file (162/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.143.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:16:40 | -> Pre-selected 78591 entries from 78591 ( 100 % ) 2016-02-15 16:17:16 | -> Selected 78591 entries ( 100 % ). Overall 9531989 ( 95.3199 % ) of required 10000000 entries. 2016-02-15 16:17:16 | Using evaluation file (163/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.17.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:17:17 | -> Pre-selected 171393 entries from 171393 ( 100 % ) 2016-02-15 16:18:36 | -> Selected 171393 entries ( 100 % ). Overall 9703382 ( 97.0338 % ) of required 10000000 entries. 2016-02-15 16:18:36 | Using evaluation file (164/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-SigmaPmumu/ANNPID.89.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:18:36 | -> Pre-selected 33897 entries from 33897 ( 100 % ) 2016-02-15 16:18:52 | -> Selected 33897 entries ( 100 % ). Overall 9737279 ( 97.3728 % ) of required 10000000 entries. 2016-02-15 16:18:52 | Using evaluation file (165/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiKstar/ANNPID.4.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:18:52 | -> Pre-selected 43229 entries from 43229 ( 100 % ) 2016-02-15 16:19:12 | -> Selected 43229 entries ( 100 % ). Overall 9780508 ( 97.8051 % ) of required 10000000 entries. 2016-02-15 16:19:12 | Using evaluation file (166/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdKstar/ANNPID.99.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:19:13 | -> Pre-selected 171014 entries from 171014 ( 100 % ) 2016-02-15 16:20:32 | -> Selected 171014 entries ( 100 % ). Overall 9951522 ( 99.5152 % ) of required 10000000 entries. 2016-02-15 16:20:32 | Using evaluation file (167/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.117.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:20:32 | -> Pre-selected 81689 entries from 81689 ( 100 % ) 2016-02-15 16:20:55 | -> Selected 48478 entries ( 59.3446 % ). Overall 10000000 ( 100 % ) of required 10000000 entries. 2016-02-15 16:20:55 | Considered 10000000 tracks for input to MVA evaluation 2016-02-15 16:20:55 | Sel. Eff. = 100% 2016-02-15 16:20:55 | Selected 10000000 tracks for input to MVA evaluation 2016-02-15 16:20:55 | Ghost percentage = 86.3266% 2016-02-15 16:20:55 | Electron percentage = 0.08931% 2016-02-15 16:20:55 | Muon percentage = 0.60061% 2016-02-15 16:20:55 | Pion percentage = 10.5208% 2016-02-15 16:20:55 | Kaon percentage = 0.82868% 2016-02-15 16:20:55 | Proton percentage = 1.62895% 2016-02-15 16:20:55 | Unknown Particle type 3112 2016-02-15 16:20:55 | percentage = 0.00177% 2016-02-15 16:20:55 | Unknown Particle type 3222 2016-02-15 16:20:55 | percentage = 0.00275% 2016-02-15 16:20:55 | Unknown Particle type 3312 2016-02-15 16:20:55 | percentage = 0.00053% 2016-02-15 16:20:55 | Making Input Variable plots 2016-02-15 16:21:15 | Making MVA V Input Variable plots 2016-02-15 16:21:25 | Making DLL V Input Variable plots 2016-02-15 16:21:34 | Making purity plots 2016-02-15 16:21:35 | Making MVA Output plots 2016-02-15 16:21:35 | Making DLL Output plots 2016-02-15 16:21:36 | Making MVA DLL Correlation plots 2016-02-15 16:21:37 | Making MVA V P eff plots 2016-02-15 16:21:53 | Making DLL V P eff plots 2016-02-15 16:22:10 | Making MVA eff. V DLL cut plots 2016-02-15 16:22:18 | Making DLL eff. V MVA cut plots 2016-02-15 16:22:27 | Making final performance plots ... 2016-02-15 16:22:28 | Creating Eff V Purity text file : text/MC12-Mixture/EvalWithPreSel/DownstreamGhostEffVPurity-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC12MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 16:22:28 | Creating Eff V OverallMisID text file : text/MC12-Mixture/EvalWithPreSel/DownstreamGhostEffVOverallMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC12MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 16:22:29 | Creating Eff V Electron MisID text file : text/MC12-Mixture/EvalWithPreSel/DownstreamGhostEffVElectronMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC12MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 16:22:29 | Creating Eff V Kaon MisID text file : text/MC12-Mixture/EvalWithPreSel/DownstreamGhostEffVKaonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC12MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 16:22:29 | Creating Eff V Muon MisID text file : text/MC12-Mixture/EvalWithPreSel/DownstreamGhostEffVMuonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC12MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 16:22:30 | Creating Eff V Pion MisID text file : text/MC12-Mixture/EvalWithPreSel/DownstreamGhostEffVPionMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC12MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 16:22:30 | Creating Eff V Proton MisID text file : text/MC12-Mixture/EvalWithPreSel/DownstreamGhostEffVProtonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC12MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 16:22:30 | Closing Downstream-Ghost-evaluation.root 2016-02-15 16:23:50 | Finished... 2016-02-15 16:23:55 | Cache directory = '/lwork/jonesc/ANNPID-DataCache' Warning in : class pair found in libEventPackerDict.so is already in libPhysEventDict.so 2016-02-15 16:23:58 | Network Config file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Downstream/GlobalPID_Ghost_Downstream_ANN.txt 2016-02-15 16:23:58 | Training parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Downstream/train-config.txt 2016-02-15 16:23:58 | Particle type = Ghost 2016-02-15 16:23:58 | Background types = All 2016-02-15 16:23:58 | Training Mix = NaturalMix 2016-02-15 16:23:58 | Track type = Downstream 2016-02-15 16:23:58 | Track PresSel = NoTrackPreSelection.txt 2016-02-15 16:23:58 | Network type = TMVA 2016-02-15 16:23:58 | Ghost treatment = Ghosts Ghosts 2016-02-15 16:23:58 | MC Track sel. = AllPhysTracksInEvent.txt AllPhysTracksInEvent.txt 2016-02-15 16:23:58 | Reweighting = ReweightRICH2 2016-02-15 16:23:58 | Output file = GlobalPID_Ghost_Downstream_TMVA.weights.xml 2016-02-15 16:23:58 | Skipping input #TrackCloneDist 2016-02-15 16:23:58 | Skipping input #RichAboveElThres 2016-02-15 16:23:58 | Skipping input #RichAboveMuThres 2016-02-15 16:23:58 | Creating selection from 'NoTrackPreSelection.txt' 2016-02-15 16:23:58 | -> # very very loose. Essentially no cuts 2016-02-15 16:23:58 | -> TrackP > 0 2016-02-15 16:23:58 | -> TrackPt > 0 2016-02-15 16:23:58 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-15 16:23:58 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-15 16:23:58 | Training sample size (excluding ghosts) = 1800000 2016-02-15 16:23:58 | Evaluation sample size = 10000000 2016-02-15 16:23:58 | Reading Parameters file = /usera/jonesc/cmtuser/DaVinci_v36r2/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainMixture/TrainPhysTks-EvalPhysTks-ReweightRICH2/GhostAccFrac1.0/ProtonAccFrac1.0/KaonAccFrac1.0/TMVA-Run2-NoTkLikCDVelodEdx/MLP/Norm/ScaleF1.4/BP/NCycles750/CE/tanh/CVTest15/CVImp1e-16/NotUseRegulator/Ghost/Downstream/MVA.txt 2016-02-15 16:23:58 | -> NBTASK = CLA 2016-02-15 16:23:58 | -> NBMOM = 0.0 2016-02-15 16:23:58 | -> NBREG = ALL 2016-02-15 16:23:58 | -> TMVAVALIDATIONFRAC = 0.3 2016-02-15 16:23:58 | -> TMVATESTFRAC = 0.3 2016-02-15 16:23:58 | -> MaxTrainSizeFactor = 1.5 2016-02-15 16:23:58 | -> HiddenLayerScaleFactor = 1.4 2016-02-15 16:23:58 | -> GhostAcceptFraction = 1.0 2016-02-15 16:23:58 | -> KaonAcceptFraction = 1.0 2016-02-15 16:23:58 | -> ProtonAcceptFraction = 1.0 2016-02-15 16:23:58 | -> ReuseTrainingFiles = 0 2016-02-15 16:23:58 | -> TrainingYear = MC12 2016-02-15 16:23:58 | -> TMVAMETHOD = MLP 2016-02-15 16:23:58 | -> TMVAUSEREGULATOR = false 2016-02-15 16:23:58 | -> TMVAMLPNCYCLES = 750 2016-02-15 16:23:58 | -> TMVAVARTRANSFORM = Norm 2016-02-15 16:23:58 | -> TMVAMLPNEURONTYPE = tanh 2016-02-15 16:23:58 | -> TMVAMLPMETHOD = BP 2016-02-15 16:23:58 | -> TMVAMLPESTIMATORTYPE = CE 2016-02-15 16:23:58 | -> TMVAMLPCONVIMPROVE = 1e-16 2016-02-15 16:23:58 | -> TMVAMLPCONVTEST = 15 2016-02-15 16:23:58 | -> TMVABDTBOOSTTYPE = AdaBoost 2016-02-15 16:23:58 | -> TMVABDTNTREES = 800 2016-02-15 16:23:58 | -> TMVABDTPRUNEMETHOD = CostComplexity 2016-02-15 16:23:58 | -> TMVABDTMAXTREEDEPTH = 3 2016-02-15 16:23:58 | Reading Parameters file = Eval.txt 2016-02-15 16:23:58 | -> EVALMODE = EvalWithPreSel 2016-02-15 16:23:58 | -> EVALDATA = Mixture 2016-02-15 16:23:58 | -> EVALYEAR = MC2015Sim09Dev03 2016-02-15 16:23:58 | Node layer two scale = 1.4 2016-02-15 16:23:58 | Input layer has 31 nodes, hidden layer has 42 nodes 2016-02-15 16:23:58 | Ghost Accept Fraction = 1 2016-02-15 16:23:58 | Proton Accept Fraction = 1 2016-02-15 16:23:58 | Kaon Accept Fraction = 1 2016-02-15 16:23:58 | Max Training sample size (with ghosts) = 2700000 2016-02-15 16:23:58 | Training data year = MC12 2016-02-15 16:23:58 | Evaluation data year = MC2015Sim09Dev03 2016-02-15 16:23:58 | Creating training MC12 RICH2 reweighting selection 2016-02-15 16:23:58 | Input Data file = TrainingFiles-Mixture.txt 2016-02-15 16:23:58 | Using 4496 data files 2016-02-15 16:23:58 | Training Datafile Selection hash = 10023981467298386733 2016-02-15 16:23:58 | Using training file (1/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKKPi0/ANNPID.75.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:23:58 | -> Pre-selected 16272 entries from 16272 ( 100 % ) 2016-02-15 16:23:58 | -> Selected 16272 entries ( 100 % ). Overall 2144 ( 0.119111 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:23:58 | Using training file (2/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.32.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:23:59 | -> Pre-selected 46459 entries from 46459 ( 100 % ) 2016-02-15 16:24:00 | -> Selected 46459 entries ( 100 % ). Overall 8507 ( 0.472611 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:24:00 | Using training file (3/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbLcKa/ANNPID.65.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:24:00 | -> Pre-selected 184086 entries from 184086 ( 100 % ) 2016-02-15 16:24:06 | -> Selected 184086 entries ( 100 % ). Overall 33996 ( 1.88867 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:24:06 | Using training file (4/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbPKaPhi/ANNPID.11.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:24:07 | -> Pre-selected 43247 entries from 43247 ( 100 % ) 2016-02-15 16:24:08 | -> Selected 43247 entries ( 100 % ). Overall 39885 ( 2.21583 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:24:08 | Using training file (5/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiPi/ANNPID.32.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:24:08 | -> Pre-selected 111347 entries from 111347 ( 100 % ) 2016-02-15 16:24:12 | -> Selected 111347 entries ( 100 % ). Overall 55715 ( 3.09528 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:24:12 | Using training file (6/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.148.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:24:12 | -> Pre-selected 106279 entries from 106279 ( 100 % ) 2016-02-15 16:24:16 | -> Selected 106279 entries ( 100 % ). Overall 70884 ( 3.938 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:24:16 | Using training file (7/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.32.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:24:16 | -> Pre-selected 88900 entries from 88900 ( 100 % ) 2016-02-15 16:24:19 | -> Selected 88900 entries ( 100 % ). Overall 82818 ( 4.601 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:24:19 | Using training file (8/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.26.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:24:19 | -> Pre-selected 156586 entries from 156586 ( 100 % ) 2016-02-15 16:24:25 | -> Selected 156586 entries ( 100 % ). Overall 104676 ( 5.81533 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:24:25 | Using training file (9/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Pr-LbLcKa/ANNPID.44.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:24:25 | -> Pre-selected 45154 entries from 45154 ( 100 % ) 2016-02-15 16:24:27 | -> Selected 45154 entries ( 100 % ). Overall 111053 ( 6.16961 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:24:27 | Using training file (10/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiKstar/ANNPID.52.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:24:27 | -> Pre-selected 92133 entries from 92133 ( 100 % ) 2016-02-15 16:24:30 | -> Selected 92133 entries ( 100 % ). Overall 123531 ( 6.86283 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:24:30 | Using training file (11/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.258.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:24:30 | -> Pre-selected 184349 entries from 184349 ( 100 % ) 2016-02-15 16:24:36 | -> Selected 184349 entries ( 100 % ). Overall 148892 ( 8.27178 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:24:36 | Using training file (12/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKK/ANNPID.31.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:24:36 | -> Pre-selected 164189 entries from 164189 ( 100 % ) 2016-02-15 16:24:42 | -> Selected 164189 entries ( 100 % ). Overall 170325 ( 9.4625 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:24:42 | Using training file (13/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BdJPsiX/ANNPID.139.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:24:42 | -> Pre-selected 41321 entries from 41321 ( 100 % ) 2016-02-15 16:24:43 | -> Selected 41321 entries ( 100 % ). Overall 175932 ( 9.774 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:24:43 | Using training file (14/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.5.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:24:44 | -> Pre-selected 102663 entries from 102663 ( 100 % ) 2016-02-15 16:24:47 | -> Selected 102663 entries ( 100 % ). Overall 190602 ( 10.589 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:24:47 | Using training file (15/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-BuJPsiX/ANNPID.143.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:24:47 | -> Pre-selected 27929 entries from 27929 ( 100 % ) 2016-02-15 16:24:48 | -> Selected 27929 entries ( 100 % ). Overall 194506 ( 10.8059 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:24:48 | Using training file (16/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb-X/ANNPID.231.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:24:48 | -> Pre-selected 182023 entries from 182023 ( 100 % ) 2016-02-15 16:24:54 | -> Selected 182023 entries ( 100 % ). Overall 219744 ( 12.208 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:24:54 | Using training file (17/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.61.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:24:54 | -> Pre-selected 7479 entries from 7479 ( 100 % ) 2016-02-15 16:24:55 | -> Selected 7479 entries ( 100 % ). Overall 220789 ( 12.2661 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:24:55 | Using training file (18/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-SigmaPmumu/ANNPID.110.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:24:55 | -> Pre-selected 37377 entries from 37377 ( 100 % ) 2016-02-15 16:24:56 | -> Selected 37377 entries ( 100 % ). Overall 225849 ( 12.5472 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:24:56 | Using training file (19/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BsJPsiX/ANNPID.69.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:24:56 | -> Pre-selected 99281 entries from 99281 ( 100 % ) 2016-02-15 16:24:59 | -> Selected 99281 entries ( 100 % ). Overall 240104 ( 13.3391 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:24:59 | Using training file (20/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdJPsiX/ANNPID.84.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:25:00 | -> Pre-selected 82446 entries from 82446 ( 100 % ) 2016-02-15 16:25:02 | -> Selected 82446 entries ( 100 % ). Overall 252042 ( 14.0023 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:25:02 | Using training file (21/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/El-Zgee40GeV/ANNPID.16.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:25:03 | -> Pre-selected 106607 entries from 106607 ( 100 % ) 2016-02-15 16:25:06 | -> Selected 106607 entries ( 100 % ). Overall 266921 ( 14.8289 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:25:06 | Using training file (22/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.141.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:25:06 | -> Pre-selected 33302 entries from 33302 ( 100 % ) 2016-02-15 16:25:07 | -> Selected 33302 entries ( 100 % ). Overall 271444 ( 15.0802 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:25:07 | Using training file (23/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.24.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:25:08 | -> Pre-selected 107649 entries from 107649 ( 100 % ) 2016-02-15 16:25:11 | -> Selected 107649 entries ( 100 % ). Overall 286803 ( 15.9335 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:25:11 | Using training file (24/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Ka-BdKKPi0/ANNPID.149.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:25:11 | -> Pre-selected 43291 entries from 43291 ( 100 % ) 2016-02-15 16:25:13 | -> Selected 43291 entries ( 100 % ). Overall 292453 ( 16.2474 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:25:13 | Using training file (25/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incc-X/ANNPID.39.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:25:13 | -> Pre-selected 148928 entries from 148928 ( 100 % ) 2016-02-15 16:25:18 | -> Selected 148928 entries ( 100 % ). Overall 312762 ( 17.3757 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:25:18 | Using training file (26/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BuJPsiK/ANNPID.203.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:25:18 | -> Pre-selected 107004 entries from 107004 ( 100 % ) 2016-02-15 16:25:22 | -> Selected 107004 entries ( 100 % ). Overall 327831 ( 18.2128 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:25:22 | Using training file (27/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Incb/ANNPID.56.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:25:22 | -> Pre-selected 172360 entries from 172360 ( 100 % ) 2016-02-15 16:25:28 | -> Selected 172360 entries ( 100 % ). Overall 351039 ( 19.5022 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:25:28 | Using training file (28/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Bs4mu/ANNPID.33.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:25:28 | -> Pre-selected 78078 entries from 78078 ( 100 % ) 2016-02-15 16:25:30 | -> Selected 78078 entries ( 100 % ). Overall 361594 ( 20.0886 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:25:30 | Using training file (29/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-Ks4mu/ANNPID.3.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:25:31 | -> Pre-selected 20292 entries from 20292 ( 100 % ) 2016-02-15 16:25:31 | -> Selected 20292 entries ( 100 % ). Overall 364495 ( 20.2497 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:25:31 | Using training file (30/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-BdKstarmumu/ANNPID.30.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:25:31 | -> Pre-selected 27061 entries from 27061 ( 100 % ) 2016-02-15 16:25:32 | -> Selected 27061 entries ( 100 % ). Overall 368377 ( 20.4654 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:25:32 | Using training file (31/4496) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim08x/Digi13/Reco14a/Mu-SigmaPmumu/ANNPID.50.root.10023981467298386733 Tuple=ANNPID/DecayTree 2016-02-15 16:25:32 | -> Pre-selected 43522 entries from 43522 ( 100 % ) 2016-02-15 16:25:34 | -> Selected 35908 entries ( 82.5054 % ). Overall 373614 ( 20.7563 % ) of required 1800000 non-ghost training entries. 2016-02-15 16:25:34 | Considered 2700000 tracks for input to MVA training 2016-02-15 16:25:34 | Sel. Eff. = 100% 2016-02-15 16:25:34 | Selected 2700000/0 tracks for input to MVA training/testing 2016-02-15 16:25:34 | Ghost percentage = 86.1624% 2016-02-15 16:25:34 | Electron percentage = 0.0705926% 2016-02-15 16:25:34 | Muon percentage = 0.601667% 2016-02-15 16:25:34 | Pion percentage = 10.6111% 2016-02-15 16:25:34 | Kaon percentage = 0.831704% 2016-02-15 16:25:34 | Proton percentage = 1.71719% 2016-02-15 16:25:34 | Unknown Particle type 3112 2016-02-15 16:25:34 | percentage = 0.00185185% 2016-02-15 16:25:34 | Unknown Particle type 3222 2016-02-15 16:25:34 | percentage = 0.00281481% 2016-02-15 16:25:34 | Unknown Particle type 3312 2016-02-15 16:25:34 | percentage = 0.000666667% 2016-02-15 16:25:34 | Created Plots directory Downstream-Ghost-evaluation.root:/TrainMixture/EvalMC2015Sim09Dev03Mixture/EvalWithPreSel 2016-02-15 16:25:34 | Making plots for input EcalPIDe 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.0100 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.0250 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.0500 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.0750 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.1000 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.1250 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.1500 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.1750 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.2000 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.3000 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.3500 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.4000 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.4500 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.5000 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.6000 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.7000 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.8000 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.9000 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.9500 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.9750 2016-02-15 16:25:34 | Creating ROOT directory MVAcut0.9900 2016-02-15 16:25:34 | Creating ROOT directory DLLcut-8.0000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut-7.0000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut-6.0000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut-5.5000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut-5.0000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut-4.5000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut-4.0000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut-3.5000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut-3.0000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut-2.5000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut-2.0000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut-1.5000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut-1.0000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut-0.5000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut0.0000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut0.5000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut1.0000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut1.5000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut2.0000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut2.5000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut3.0000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut3.5000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut4.0000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut4.5000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut5.0000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut5.5000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut6.0000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut7.0000 2016-02-15 16:25:34 | Creating ROOT directory DLLcut8.0000 2016-02-15 16:25:34 | Making plots for input EcalPIDmu 2016-02-15 16:25:34 | Making plots for input HcalPIDe 2016-02-15 16:25:34 | Making plots for input HcalPIDmu 2016-02-15 16:25:34 | Making plots for input InAccEcal 2016-02-15 16:25:34 | Making plots for input InAccHcal 2016-02-15 16:25:34 | Making plots for input InAccMuon 2016-02-15 16:25:34 | Making plots for input MuonBkgLL 2016-02-15 16:25:34 | Making plots for input MuonIsLooseMuon 2016-02-15 16:25:34 | Making plots for input MuonIsMuon 2016-02-15 16:25:34 | Making plots for input MuonMuLL 2016-02-15 16:25:34 | Making plots for input MuonNShared 2016-02-15 16:25:34 | Making plots for input PrsPIDe 2016-02-15 16:25:34 | Making plots for input RichAboveKaThres 2016-02-15 16:25:34 | Making plots for input RichAbovePiThres 2016-02-15 16:25:34 | Making plots for input RichAbovePrThres 2016-02-15 16:25:34 | Making plots for input RichDLLbt 2016-02-15 16:25:34 | Making plots for input RichDLLe 2016-02-15 16:25:34 | Making plots for input RichDLLk 2016-02-15 16:25:34 | Making plots for input RichDLLmu 2016-02-15 16:25:34 | Making plots for input RichDLLp 2016-02-15 16:25:34 | Making plots for input RichUsedR1Gas 2016-02-15 16:25:34 | Making plots for input RichUsedR2Gas 2016-02-15 16:25:34 | Making plots for input TrackChi2PerDof 2016-02-15 16:25:34 | Making plots for input TrackFitTChi2 2016-02-15 16:25:34 | Making plots for input TrackFitTNDoF 2016-02-15 16:25:34 | Making plots for input TrackGhostProbability 2016-02-15 16:25:34 | Making plots for input TrackLikelihood 2016-02-15 16:25:34 | Making plots for input TrackNumDof 2016-02-15 16:25:34 | Making plots for input TrackP 2016-02-15 16:25:34 | Making plots for input TrackPt --- Reader : Booking "MLP" of type "MLP" from GlobalPID_Ghost_Downstream_TMVA.weights.xml. --- MethodBase : Reading weight file: GlobalPID_Ghost_Downstream_TMVA.weights.xml --- Ghost_Downstream_TMVA : Read method "Ghost_Downstream_TMVA" of type "MLP" --- Ghost_Downstream_TMVA : MVA method was trained with TMVA Version: 4.2.0 --- Ghost_Downstream_TMVA : MVA method was trained with ROOT Version: 6.02/01 --- DataSetInfo : Added class "Signal" with internal class number 0 --- DataSetInfo : Added class "Background" with internal class number 1 --- Ghost_Downstream_TMVA : Building Network --- Ghost_Downstream_TMVA : Initializing weights --- Reader : Booked classifier "Ghost_Downstream_TMVA" of type: "MLP" 2016-02-15 16:25:34 | Creating selection from 'AllPhysTracksInEvent.txt' 2016-02-15 16:25:34 | -> !HasMC || MCVertexType==1 || MCVertexType==2 2016-02-15 16:25:34 | Evaluation mode 'EvalWithPreSel' 2016-02-15 16:25:34 | Will apply all track pre-selections during evaluation 2016-02-15 16:25:34 | Input Data file = MC2015Sim09Dev03-EvalFiles-Mixture.txt 2016-02-15 16:25:34 | Using 552 data files 2016-02-15 16:25:34 | Evaluation Datafile Selection hash = 9379173056323707944 2016-02-15 16:25:34 | Using evaluation file (1/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.1.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-15 16:25:35 | -> Pre-selected 128149 entries from 128149 ( 100 % ) 2016-02-15 16:26:46 | -> Selected 128149 entries ( 100 % ). Overall 128149 ( 1.28149 % ) of required 10000000 entries. 2016-02-15 16:26:46 | Using evaluation file (2/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.2.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-15 16:26:46 | -> Pre-selected 146132 entries from 146132 ( 100 % ) 2016-02-15 16:28:08 | -> Selected 146132 entries ( 100 % ). Overall 274281 ( 2.74281 % ) of required 10000000 entries. 2016-02-15 16:28:08 | Using evaluation file (3/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.3.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-15 16:28:09 | -> Pre-selected 736500 entries from 736500 ( 100 % ) 2016-02-15 16:34:29 | -> Selected 736500 entries ( 100 % ). Overall 1010781 ( 10.1078 % ) of required 10000000 entries. 2016-02-15 16:34:29 | Using evaluation file (4/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.4.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-15 16:34:31 | -> Pre-selected 707124 entries from 707124 ( 100 % ) 2016-02-15 16:39:51 | -> Selected 707124 entries ( 100 % ). Overall 1717905 ( 17.1791 % ) of required 10000000 entries. 2016-02-15 16:39:51 | Using evaluation file (5/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.5.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-15 16:39:52 | -> Pre-selected 688835 entries from 688835 ( 100 % ) 2016-02-15 16:45:33 | -> Selected 688835 entries ( 100 % ). Overall 2406740 ( 24.0674 % ) of required 10000000 entries. 2016-02-15 16:45:33 | Using evaluation file (6/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.6.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-15 16:45:34 | -> Pre-selected 695661 entries from 695661 ( 100 % ) 2016-02-15 16:52:03 | -> Selected 695661 entries ( 100 % ). Overall 3102401 ( 31.024 % ) of required 10000000 entries. 2016-02-15 16:52:03 | Using evaluation file (7/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.7.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-15 16:52:04 | -> Pre-selected 715607 entries from 715607 ( 100 % ) 2016-02-15 16:57:58 | -> Selected 715607 entries ( 100 % ). Overall 3818008 ( 38.1801 % ) of required 10000000 entries. 2016-02-15 16:57:58 | Using evaluation file (8/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.8.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-15 16:57:59 | -> Pre-selected 723538 entries from 723538 ( 100 % ) 2016-02-15 17:03:36 | -> Selected 723538 entries ( 100 % ). Overall 4541546 ( 45.4155 % ) of required 10000000 entries. 2016-02-15 17:03:36 | Using evaluation file (9/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.9.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-15 17:03:37 | -> Pre-selected 729342 entries from 729342 ( 100 % ) 2016-02-15 17:09:03 | -> Selected 729342 entries ( 100 % ). Overall 5270888 ( 52.7089 % ) of required 10000000 entries. 2016-02-15 17:09:03 | Using evaluation file (10/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.10.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-15 17:09:04 | -> Pre-selected 696897 entries from 696897 ( 100 % ) 2016-02-15 17:14:17 | -> Selected 696897 entries ( 100 % ). Overall 5967785 ( 59.6778 % ) of required 10000000 entries. 2016-02-15 17:14:17 | Using evaluation file (11/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.11.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-15 17:14:19 | -> Pre-selected 703853 entries from 703853 ( 100 % ) 2016-02-15 17:19:33 | -> Selected 703853 entries ( 100 % ). Overall 6671638 ( 66.7164 % ) of required 10000000 entries. 2016-02-15 17:19:33 | Using evaluation file (12/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.12.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-15 17:19:34 | -> Pre-selected 720439 entries from 720439 ( 100 % ) 2016-02-15 17:25:00 | -> Selected 720439 entries ( 100 % ). Overall 7392077 ( 73.9208 % ) of required 10000000 entries. 2016-02-15 17:25:00 | Using evaluation file (13/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.13.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-15 17:25:01 | -> Pre-selected 699472 entries from 699472 ( 100 % ) 2016-02-15 17:30:21 | -> Selected 699472 entries ( 100 % ). Overall 8091549 ( 80.9155 % ) of required 10000000 entries. 2016-02-15 17:30:21 | Using evaluation file (14/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.14.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-15 17:30:22 | -> Pre-selected 714699 entries from 714699 ( 100 % ) 2016-02-15 17:35:54 | -> Selected 714699 entries ( 100 % ). Overall 8806248 ( 88.0625 % ) of required 10000000 entries. 2016-02-15 17:35:54 | Using evaluation file (15/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.15.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-15 17:35:55 | -> Pre-selected 593716 entries from 593716 ( 100 % ) 2016-02-15 17:40:32 | -> Selected 593716 entries ( 100 % ). Overall 9399964 ( 93.9996 % ) of required 10000000 entries. 2016-02-15 17:40:32 | Using evaluation file (16/552) /lwork/jonesc/ANNPID-DataCache/r02/lhcb/jonesc/ANNPID/ProtoParticlePIDtuples/MC/Sim09Devx/Reco15x/Dev03/ANNPID.16.root.9379173056323707944 Tuple=ANNPID/DecayTree 2016-02-15 17:40:33 | -> Pre-selected 705405 entries from 705405 ( 100 % ) 2016-02-15 17:45:10 | -> Selected 600036 entries ( 85.0626 % ). Overall 10000000 ( 100 % ) of required 10000000 entries. 2016-02-15 17:45:10 | Considered 10000000 tracks for input to MVA evaluation 2016-02-15 17:45:10 | Sel. Eff. = 100% 2016-02-15 17:45:10 | Selected 10000000 tracks for input to MVA evaluation 2016-02-15 17:45:10 | Ghost percentage = 60.1504% 2016-02-15 17:45:10 | Electron percentage = 0.20241% 2016-02-15 17:45:10 | Muon percentage = 2.00335% 2016-02-15 17:45:10 | Pion percentage = 29.1051% 2016-02-15 17:45:10 | Kaon percentage = 2.77081% 2016-02-15 17:45:10 | Proton percentage = 5.74968% 2016-02-15 17:45:10 | Unknown Particle type 3112 2016-02-15 17:45:10 | percentage = 0.00681% 2016-02-15 17:45:10 | Unknown Particle type 3222 2016-02-15 17:45:10 | percentage = 0.0089% 2016-02-15 17:45:10 | Unknown Particle type 3312 2016-02-15 17:45:10 | percentage = 0.00239% 2016-02-15 17:45:10 | Unknown Particle type 3334 2016-02-15 17:45:10 | percentage = 8e-05% 2016-02-15 17:45:10 | Making Input Variable plots 2016-02-15 17:45:32 | Making MVA V Input Variable plots 2016-02-15 17:45:44 | Making DLL V Input Variable plots 2016-02-15 17:45:54 | Making purity plots 2016-02-15 17:45:55 | Making MVA Output plots 2016-02-15 17:45:56 | Making DLL Output plots 2016-02-15 17:45:56 | Making MVA DLL Correlation plots 2016-02-15 17:45:57 | Making MVA V P eff plots 2016-02-15 17:46:17 | Making DLL V P eff plots 2016-02-15 17:46:26 | Making MVA eff. V DLL cut plots 2016-02-15 17:46:35 | Making DLL eff. V MVA cut plots 2016-02-15 17:46:41 | Making final performance plots ... 2016-02-15 17:46:41 | Creating Eff V Purity text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamGhostEffVPurity-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 17:46:42 | Creating Eff V OverallMisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamGhostEffVOverallMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 17:46:42 | Creating Eff V Electron MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamGhostEffVElectronMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 17:46:43 | Creating Eff V Kaon MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamGhostEffVKaonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 17:46:43 | Creating Eff V Muon MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamGhostEffVMuonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 17:46:44 | Creating Eff V Pion MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamGhostEffVPionMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 17:46:44 | Creating Eff V Proton MisID text file : text/MC2015Sim09Dev03-Mixture/EvalWithPreSel/DownstreamGhostEffVProtonMisID-TMVA-Run2-NoTkLikCDVelodEdx-AllPhysTracksInEvent-AllPhysTracksInEvent-ReweightRICH2-GhF1-TrainMixtureGhosts-EvalMC2015Sim09Dev03MixtureGhosts-EvalWithPreSel-MLP-Norm-BP-NCycles750-CE-tanh-SF1.4-CVTest151e-16-!UseReg.txt 2016-02-15 17:46:44 | Closing Downstream-Ghost-evaluation.root 2016-02-15 17:48:03 | Finished... removed `train-config.txt' removed `MVA.txt' removed `ProtoPIDTeacher.exe' removed `EVALUATION-RUNNING' removed `MC12-EvalFiles-Mixture.txt' removed `MC2015Sim09Dev03-EvalFiles-Mixture.txt' removed `TrainingFiles-Mixture.txt' Scientific Linux CERN SLC release 6.7 (Carbon) Mon Feb 15 17:48:06 GMT 2016