Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Ghost/Long Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Ghost/Long/GlobalPID_Ghost_Long_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Ghost/Long/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Ghost/Long/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Ghost/Long/NB.txt Training Host = lxplus432.cern.ch Particle type = ghost Background types = all Training Mix = NaturalMix Track type = Long Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Ghost_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 38 Your number of nodes in the hidden layer is: 44 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function global preprocessing flag: 621 You want to use the global preprocessing flag 21 You use momentum: 0.0000000 Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackFitMatchChi2 PreproFlag 34 Input 10 TrackCloneDist PreproFlag 34 Input 11 TrackFitVeloChi2 PreproFlag 14 Input 12 TrackFitVeloNDoF PreproFlag 19 Input 13 TrackFitTChi2 PreproFlag 14 Input 14 TrackFitTNDoF PreproFlag 19 Input 15 RichUsedAero PreproFlag 18 Input 16 RichUsedR1Gas PreproFlag 18 Input 17 RichUsedR2Gas PreproFlag 18 Input 18 RichAboveMuThres PreproFlag 18 Input 19 RichAboveKaThres PreproFlag 18 Input 20 RichDLLe PreproFlag 34 Input 21 RichDLLmu PreproFlag 34 Input 22 RichDLLk PreproFlag 34 Input 23 RichDLLp PreproFlag 34 Input 24 RichDLLbt PreproFlag 34 Input 25 MuonBkgLL PreproFlag 34 Input 26 MuonMuLL PreproFlag 34 Input 27 MuonIsMuon PreproFlag 19 Input 28 MuonNShared PreproFlag 19 Input 29 InAccMuon PreproFlag 19 Input 30 MuonIsLooseMuon PreproFlag 19 Input 31 EcalPIDe PreproFlag 34 Input 32 EcalPIDmu PreproFlag 34 Input 33 HcalPIDe PreproFlag 34 Input 34 HcalPIDmu PreproFlag 34 Input 35 PrsPIDe PreproFlag 34 Input 36 InAccBrem PreproFlag 19 Input 37 BremPIDe PreproFlag 34 Input 38 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Considered 1796476 tracks for input to NN training Sel. Eff. = 55.6645% Selected 1000000 tracks for input to NN training ghost percentage = 17.7101% electron percentage = 3.2769% muon percentage = 0.9167% pion percentage = 63.4828% kaon percentage = 9.1606% Unknown Particle type 411 percentage = 0.0002% Unknown Particle type 431 percentage = 0.0001% proton percentage = 5.4207% Unknown Particle type 3112 percentage = 0.0069% Unknown Particle type 3222 percentage = 0.0223% Unknown Particle type 3312 percentage = 0.0024% Unknown Particle type 1000020040 percentage = 0.0003% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\\\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T GmbH 2001-2011 Copyright Phi-T GmbH Version 20120322 Library compiled with: Number of Events= 1000000 NB_MAXNODE = 150 ----------------------------------- preprocessing flags/parameters: individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 3 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 4 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 5 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 6 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 7 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 8 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 9 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 10 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 11 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 12 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 13 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 14 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 15 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 16 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 17 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 18 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 19 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 20 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 21 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 22 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 23 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 24 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 25 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 26 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 27 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 28 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 29 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 30 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 31 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 32 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 33 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 34 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 35 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 36 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 37 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 38 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 Using weight factor: 1.00000000000000000 now perform preprocessing *** called with option 21 *** This will do for you: *** input variable equalisation *** to flat distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node Signal fraction: 17.710100 % ------------------------------ Transdef: Tab for variable 1 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 ------------------------------ Transdef: Tab for variable 2 2.0000000 16.000000 20.000000 23.000000 26.000000 28.000000 29.000000 31.000000 33.000000 34.000000 35.000000 37.000000 38.000000 39.000000 41.000000 42.000000 43.000000 44.000000 45.000000 46.000000 47.000000 48.000000 49.000000 50.000000 51.000000 52.000000 53.000000 54.000000 55.000000 56.000000 57.000000 58.000000 59.000000 60.000000 61.000000 62.000000 63.000000 64.000000 65.000000 66.000000 67.000000 68.000000 69.000000 69.000000 70.000000 71.000000 72.000000 73.000000 74.000000 75.000000 76.000000 77.000000 78.000000 79.000000 80.000000 82.000000 83.000000 84.000000 85.000000 86.000000 87.000000 88.000000 89.000000 91.000000 92.000000 93.000000 94.000000 96.000000 97.000000 98.000000 100.000000 101.00000 103.00000 104.00000 106.00000 107.00000 109.00000 110.00000 112.00000 114.00000 116.00000 118.00000 120.00000 122.00000 125.00000 127.00000 130.00000 132.00000 135.00000 138.00000 141.00000 145.00000 149.00000 154.00000 159.00000 165.00000 173.00000 183.00000 199.00000 224.00000 435.00000 build map for variable # 2 ------------------------------ Transdef: Tab for variable 3 1051.2000 1576.0850 1739.2350 1855.7800 1955.7800 2046.9050 2131.0100 2214.3799 2294.3950 2371.1748 2448.5552 2523.4351 2598.7400 2675.3652 2750.0952 2826.4951 2902.9800 2979.7000 3056.2300 3133.5100 3211.7852 3291.1299 3369.6851 3449.1101 3530.5000 3612.2300 3695.4600 3780.4048 3867.7500 3954.7000 4044.5952 4135.6748 4227.6748 4321.1401 4417.3096 4514.3398 4613.3447 4712.4800 4815.6450 4919.9453 5026.8701 5137.1699 5251.2949 5365.8550 5486.5898 5607.6953 5731.6299 5859.3799 5994.7749 6129.8604 6271.0098 6413.1602 6560.6152 6713.0049 6873.5049 7038.0947 7207.1953 7384.5400 7566.7900 7750.5801 7948.3198 8147.9053 8357.8398 8575.2998 8800.0596 9033.7754 9272.0645 9526.3555 9787.0898 10058.180 10340.980 10635.425 10949.910 11279.375 11632.975 12001.850 12383.835 12791.045 13223.445 13682.980 14182.811 14715.734 15289.100 15907.585 16551.600 17265.430 18057.199 18918.914 19876.805 20952.520 22171.719 23524.180 25132.381 26990.820 29246.445 32030.301 35597.000 40584.441 48211.719 63785.953 4761111.0 do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 3.5531886 61.780571 75.044228 83.490036 91.525146 99.246147 106.91708 114.52699 121.91080 129.05905 136.15710 143.07486 149.95673 156.58228 163.13701 169.55664 175.96762 182.27969 188.69659 194.92136 200.95587 207.07346 213.20837 219.34819 225.40919 231.47873 237.55582 243.52165 249.59290 255.74680 261.97855 268.12372 274.33929 280.57718 286.77808 293.09164 299.47717 305.86646 312.35373 318.81744 325.41284 332.14474 338.87921 345.77798 352.63156 359.80933 367.08398 374.37244 381.83813 389.32281 396.89343 404.73752 412.59583 420.72266 428.89551 437.38483 445.86127 454.72601 463.73438 472.88599 482.41302 492.11740 502.04752 512.24084 522.63794 533.58887 544.68787 556.08252 567.87360 579.89380 592.46503 605.49487 619.11108 633.12964 647.77209 663.18530 679.20703 695.67938 712.95325 731.38489 751.13306 772.25470 794.84259 818.63434 844.42383 872.45605 902.67340 936.05786 972.97479 1013.1487 1058.2502 1110.4368 1172.0813 1244.7515 1332.3726 1440.5693 1585.0964 1787.9780 2103.0708 2742.0005 640132.38 do regularised spline fit for input variable # 4 build map for variable # 4 warning: map is empty for variable 4 ------------------------------ Transdef: Tab for variable 5 0.16140768 0.51801693 0.57203043 0.60786325 0.63563174 0.65871429 0.67891961 0.69686490 0.71309876 0.72844100 0.74265260 0.75603998 0.76870972 0.78082466 0.79236001 0.80338633 0.81430298 0.82486010 0.83534616 0.84539402 0.85529745 0.86503160 0.87451744 0.88385004 0.89314020 0.90207064 0.91114056 0.92018980 0.92924428 0.93817627 0.94697309 0.95595992 0.96484458 0.97355807 0.98237336 0.99135971 1.0002143 1.0092220 1.0182190 1.0272732 1.0364590 1.0457094 1.0550091 1.0645591 1.0741589 1.0837984 1.0935807 1.1035726 1.1135833 1.1238997 1.1343588 1.1452471 1.1561593 1.1673142 1.1788465 1.1909108 1.2030925 1.2156076 1.2285063 1.2417617 1.2554816 1.2700629 1.2850881 1.3007123 1.3170654 1.3340958 1.3521087 1.3716258 1.3921785 1.4138455 1.4370527 1.4622052 1.4889489 1.5185782 1.5505084 1.5856836 1.6250482 1.6674879 1.7153275 1.7695607 1.8297808 1.8980771 1.9736453 2.0563412 2.1488810 2.2498653 2.3615119 2.4858809 2.6214657 2.7673917 2.9255643 3.0951025 3.2779016 3.4744344 3.6869488 3.9109983 4.1622133 4.4546618 4.8440895 5.5028696 9.9982109 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 7.0000000 12.000000 13.000000 15.000000 15.000000 16.000000 17.000000 17.000000 18.000000 19.000000 19.000000 20.000000 20.000000 21.000000 21.000000 21.000000 22.000000 22.000000 23.000000 23.000000 24.000000 24.000000 24.000000 25.000000 25.000000 25.000000 26.000000 26.000000 26.000000 27.000000 27.000000 27.000000 27.000000 28.000000 28.000000 28.000000 28.000000 28.000000 29.000000 29.000000 29.000000 29.000000 29.000000 30.000000 30.000000 30.000000 30.000000 30.000000 30.000000 31.000000 31.000000 31.000000 31.000000 31.000000 31.000000 32.000000 32.000000 32.000000 32.000000 32.000000 32.000000 33.000000 33.000000 33.000000 33.000000 33.000000 33.000000 33.000000 34.000000 34.000000 34.000000 34.000000 34.000000 34.000000 35.000000 35.000000 35.000000 35.000000 35.000000 35.000000 36.000000 36.000000 36.000000 36.000000 36.000000 37.000000 37.000000 37.000000 37.000000 37.000000 38.000000 38.000000 38.000000 39.000000 39.000000 39.000000 40.000000 40.000000 41.000000 42.000000 55.000000 build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -99.970230 -68.640388 -60.515778 -54.392303 -49.204582 -44.685608 -40.924343 -37.890289 -35.355446 -33.070747 -31.050354 -29.189243 -27.597637 -26.206715 -24.938408 -23.805679 -22.853424 -22.022806 -21.248360 -20.426323 -19.368683 -18.109467 -17.033630 -16.049856 -15.117842 -14.206228 -13.398127 -12.695412 -12.066381 -11.493750 -10.988232 -10.527733 -10.113190 -9.7448196 -9.4093742 -9.0944901 -8.8054466 -8.5359402 -8.2852097 -8.0560646 -7.8376155 -7.6324520 -7.4442577 -7.2658176 -7.0974069 -6.9350910 -6.7789450 -6.6324730 -6.4917097 -6.3553638 -6.2258744 -6.1025820 -5.9814758 -5.8654995 -5.7527857 -5.6448879 -5.5379992 -5.4348202 -5.3344393 -5.2361708 -5.1404696 -5.0462656 -4.9549417 -4.8636060 -4.7748375 -4.6891451 -4.6037130 -4.5206146 -4.4378133 -4.3571682 -4.2775507 -4.2008562 -4.1239328 -4.0493989 -3.9748969 -3.9007173 -3.8259089 -3.7516146 -3.6766901 -3.6015265 -3.5256872 -3.4496078 -3.3724654 -3.2967091 -3.2215867 -3.1461325 -3.0697980 -2.9922495 -2.9124830 -2.8278456 -2.7396646 -2.6488900 -2.5528276 -2.4526567 -2.3487120 -2.2411909 -2.1257446 -1.9989167 -1.8482773 -1.6073644 -0.14660050 do regularised spline fit for input variable # 7 build map for variable # 7 warning: map is empty for variable 7 ------------------------------ Transdef: Tab for variable 8 1.00013376E-05 3.81545455E-04 7.44894496E-04 1.10580307E-03 1.46095641E-03 1.82177045E-03 2.17866967E-03 2.54094368E-03 2.90734367E-03 3.27057345E-03 3.62779037E-03 3.99105204E-03 4.36001644E-03 4.72527137E-03 5.09139989E-03 5.45678381E-03 5.83805423E-03 6.20949082E-03 6.58932421E-03 6.96955808E-03 7.34717585E-03 7.72630051E-03 8.10420420E-03 8.48564878E-03 8.87985155E-03 9.27856751E-03 9.69239883E-03 1.01272874E-02 1.05979489E-02 1.11239003E-02 1.17153265E-02 1.24018323E-02 1.31275477E-02 1.39391907E-02 1.48274461E-02 1.58115011E-02 1.68813094E-02 1.80669818E-02 1.93949174E-02 2.08737925E-02 2.25285962E-02 2.43819598E-02 2.65049655E-02 2.88895182E-02 3.16321403E-02 3.46499607E-02 3.79050076E-02 4.14558500E-02 4.50543985E-02 4.81514633E-02 5.08073196E-02 5.35130054E-02 5.64675704E-02 5.99133596E-02 6.39393479E-02 6.86061531E-02 7.38589987E-02 7.97122717E-02 8.60270560E-02 9.30039585E-02 0.10022173 0.10802636 0.11660594 0.12569541 0.13569728 0.14648035 0.15760000 0.16941729 0.18194860 0.19506232 0.20878804 0.22286317 0.23756617 0.25293478 0.26891845 0.28525388 0.30202651 0.31922463 0.33644709 0.35467404 0.37342083 0.39376831 0.41575044 0.43944371 0.46617496 0.49510866 0.52746856 0.56229162 0.59825367 0.63513649 0.67186719 0.70868361 0.74333751 0.77607298 0.80568731 0.83195156 0.85602891 0.87975526 0.90568519 0.93659568 0.99998784 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 1.11313853E-02 0.65183985 0.89395595 1.0828233 1.2417804 1.3871195 1.5200021 1.6441050 1.7620052 1.8764764 1.9860868 2.0929499 2.1950552 2.2967885 2.3962276 2.4956040 2.5912824 2.6857352 2.7819064 2.8766737 2.9704139 3.0639570 3.1582544 3.2533212 3.3477829 3.4432924 3.5389767 3.6339247 3.7293782 3.8255768 3.9221182 4.0181208 4.1167459 4.2164412 4.3172336 4.4206133 4.5242615 4.6295099 4.7344742 4.8417015 4.9497552 5.0613089 5.1730480 5.2866311 5.4037809 5.5220847 5.6454186 5.7685671 5.8943601 6.0259695 6.1614084 6.2991476 6.4382491 6.5811100 6.7297044 6.8826880 7.0407772 7.2054968 7.3753500 7.5548081 7.7333279 7.9255457 8.1239748 8.3284206 8.5483160 8.7698631 9.0069962 9.2621937 9.5289440 9.8143940 10.111412 10.440226 10.795883 11.172937 11.583723 12.029708 12.511749 13.044494 13.650079 14.314442 15.080963 15.939621 16.923651 18.040356 19.317696 20.765438 22.409225 24.271133 26.345507 28.618855 31.190296 33.996384 37.125919 40.650299 44.695553 49.247475 54.667091 61.327164 69.712540 81.894455 136.65933 do regularised spline fit for input variable # 9 build map for variable # 9 warning: map is empty for variable 9 ------------------------------ Transdef: Tab for variable 10 1.67804044E-02 6.4045029 13.645041 21.527988 29.214540 36.738739 43.009350 50.629498 57.561745 65.017090 72.074066 79.208374 88.335335 96.029526 104.11737 113.17073 121.75166 131.43309 141.06027 151.95267 162.58694 172.98444 184.62137 195.31412 206.64001 217.41190 230.08914 243.34056 256.02576 270.23499 284.38806 300.29379 316.99521 333.87689 350.62683 367.36163 385.41223 404.48126 425.44992 445.42999 465.75110 489.63495 513.69031 535.04327 557.18237 583. Only one class left for trimmed mean or sigma very small -> take "normal" mean 31879 612.73047 636.94934 662.61078 691.75793 721.16931 752.31604 784.58984 819.33997 853.75024 889.77637 927.33691 964.38947 1006.2169 1051.3641 1098.5627 1143.5315 1191.6563 1243.4138 1294.2886 1347.6871 1401.8213 1461.2803 1521.8254 1578.7782 1640.6338 1710.8420 1779.8470 1849.3518 1914.0245 1993.8998 2072.6201 2142.7866 2228.5210 2321.7681 2412.4778 2507.8701 2605.6611 2711.4922 2818.3757 2917.8286 3023.9304 3127.0276 3247.7891 3369.2402 3498.8955 3637.3950 3774.9302 3918.9502 4068.0986 4231.2168 4371.6538 4520.7388 4685.5562 4846.2490 4999.8657 do regularised spline fit for input variable # 10 build map for variable # 10 ------------------------------ Transdef: Tab for variable 11 2.49335508E-09 0.10877792 0.30191308 0.51074100 0.71222973 0.90804249 1.0953040 1.2803329 1.4580777 1.6289370 1.7920597 1.9534242 2.1134615 2.2702537 2.4245529 2.5752783 2.7225413 2.8703947 3.0184107 3.1643496 3.3076270 3.4516449 3.5942903 3.7373834 3.8780789 4.0220842 4.1631269 4.3025379 4.4429779 4.5826068 4.7246218 4.8677883 5.0084100 5.1509662 5.2938795 5.4353356 5.5792112 5.7212353 5.8641882 6.0103645 6.1553683 6.3006620 6.4472160 6.5961018 6.7413101 6.8903427 7.0390062 7.1884918 7.3392611 7.4908085 7.6473579 7.8028154 7.9607096 8.1181288 8.2776136 8.4389648 8.5982265 8.7648964 8.9328394 9.0991888 9.2706604 9.4448195 9.6229362 9.8042526 9.9847927 10.171036 10.360556 10.552917 10.750378 10.950260 11.156011 11.365303 11.577610 11.794706 12.022455 12.254189 12.491183 12.739429 12.996112 13.258078 13.530337 13.820173 14.116446 14.423596 14.747173 15.091951 15.452050 15.838381 16.255291 16.705641 17.188206 17.724087 18.322914 19.002956 19.787956 20.731405 21.905830 23.463541 25.825117 30.383293 109.59134 do regularised spline fit for input variable # 11 ------------------------------ Transdef: Tab for variable 12 -1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 2.0000000 2.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 6.0000000 6.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 10.0000000 10.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 12.000000 12.000000 12.000000 13.000000 13.000000 13.000000 13.000000 13.000000 13.000000 13.000000 14.000000 15.000000 15.000000 15.000000 17.000000 28.000000 build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 2.49623990E-04 1.6191084 2.4781811 3.1254818 3.6580107 4.1333866 4.5504427 4.9407310 5.3054199 5.6491833 5.9689708 6.2796631 6.5657721 6.8392072 7.1036386 7.3622522 7.6058474 7.8454447 8.0853596 8.3129473 8.5327644 8.7492552 8.9665279 9.1741018 9.3799725 9.5838394 9.7840767 9.9809828 10.175143 10.369843 10.560722 10.749590 10.942301 11.130201 11.319551 11.501311 11.686251 11.873207 12.057505 12.242367 12.426704 12.611107 12.797525 12.982833 13.171495 13.361084 13.551189 13.739515 13.931349 14.123652 14.318823 14.517477 14.716383 14.917496 15.118893 15.324953 15.526190 15.734982 15.949820 16.165001 16.385977 16.608734 16.840942 17.076180 17.313549 17.560604 17.812401 18.073971 18.344559 18.620773 18.903818 19.196327 19.491627 19.809879 20.140343 20.485439 20.842815 21.215408 21.621769 22.039215 22.485443 22.957699 23.462410 24.015379 24.624033 25.299198 26.054281 26.886444 27.820925 28.909550 30.207489 31.723682 33.558243 35.783691 38.542179 41.960396 46.295464 51.687286 59.003242 70.658386 135.90981 do regularised spline fit for input variable # 13 ------------------------------ Transdef: Tab for variable 14 1.00000000 3.0000000 4.0000000 5.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 8.0000000 8.0000000 9.0000000 9.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 12.000000 12.000000 12.000000 12.000000 13.000000 13.000000 13.000000 13.000000 13.000000 13.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 19.000000 19.000000 19.000000 19.000000 20.000000 20.000000 21.000000 30.000000 build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 15 ------------------------------ Transdef: Tab for variable 16 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -132.37560 -69.280899 -60.027298 -54.065598 -49.571449 -46.056801 -43.070251 -40.641350 -38.605652 -36.904648 -35.397800 -34.083599 -32.902851 -31.822599 -30.829050 -29.903450 -29.058050 -28.253849 -27.500000 -26.791500 -26.104250 -25.459599 -24.839100 -24.238850 -23.652399 -23.093500 -22.545799 -22.005951 -21.493200 -20.986250 -20.480200 -19.991749 -19.523800 -19.054050 -18.583599 -18.117201 -17.655399 -17.207951 -16.760849 -16.324301 -15.888849 -15.464350 -15.042800 -14.619100 -14.200100 -13.781500 -13.369850 -12.958200 -12.543400 -12.131500 -11.724251 -11.319850 -10.916800 -10.521749 -10.125999 -9.7300491 -9.3390999 -8.9535999 -8.5685997 -8.1887999 -7.8165002 -7.4517002 -7.0759001 -6.7083998 -6.3522000 -5.9941001 -5.6459999 -5.3048000 -4.9622002 -4.6241503 -4.2955499 -3.9714999 -3.6531000 -3.3378999 -3.0346999 -2.7442999 -2.4589000 -2.1810999 -1.9087000 -1.6434500 -1.3848000 -1.1368001 -0.89440000 -0.65710002 -0.42734998 -0.20350000 7.10000005E-03 0.25520000 0.55729997 0.92690003 1.3753500 1.9167000 2.5781000 3.3944998 4.4240499 5.7445498 7.5899496 10.251800 14.809650 24.177700 146.91409 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -109.29890 -43.608398 -35.806950 -31.125900 -27.884501 -25.477350 -23.541349 -21.917200 -20.548050 -19.334499 -18.254999 -17.307699 -16.425449 -15.631149 -14.910000 -14.251800 -13.628750 -13.045500 -12.500400 -11.992900 -11.506400 -11.043000 -10.602900 -10.187400 -9.7855997 -9.4027996 -9.0334492 -8.6913004 -8.3535500 -8.0313997 -7.7185998 -7.4205499 -7.1350999 -6.8546000 -6.5818000 -6.3204999 -6.0644002 -5.8245001 -5.5861502 -5.3552999 -5.1339502 -4.9169002 -4.7117000 -4.5091000 -4.3123999 -4.1174498 -3.9302001 -3.7484500 -3.5734000 -3.4026499 -3.2381999 -3.0775001 -2.9238501 -2.7721000 -2.6244500 -2.4798000 -2.3396001 -2.2045000 -2.0747001 -1.9497499 -1.8246000 -1.7038500 -1.5868000 -1.4707000 -1.3588001 -1.2480000 -1.1410000 -1.0369999 -0.93330002 -0.83200002 -0.73449999 -0.63870001 -0.54530001 -0.45289999 -0.36430001 -0.27620000 -0.18990000 -0.10560000 -2.76999995E-02 0.0000000 7.44000003E-02 0.17240000 0.28049999 0.40085000 0.52689999 0.66654998 0.82160002 0.99190003 1.1811500 1.3990000 1.6394000 1.9182000 2.2374001 2.6181500 3.0892000 3.6728501 4.4487500 5.5388498 7.2593498 10.635700 92.719803 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -169.43829 -70.220001 -59.700851 -53.374950 -48.647148 -45.030201 -42.040947 -39.456200 -37.138302 -35.061897 -33.153801 -31.429401 -29.816151 -28.315701 -26.899450 -25.570150 -24.277100 -23.040451 -21.865601 -20.747200 -19.676300 -18.628700 -17.622400 -16.633801 -15.695900 -14.770550 -13.896049 -13.055850 -12.243650 -11.458500 -10.708800 -9.9820995 -9.2933998 -8.6237001 -7.9808998 -7.3807998 -6.8122001 -6.2607002 -5.7370000 -5.2294002 -4.7525501 -4.2905002 -3.8406000 -3.4134500 -3.0030999 -2.6064501 -2.2314999 -1.8702500 -1.5299000 -1.2007999 -0.88220000 -0.57480001 -0.27039999 0.0000000 0.0000000 0.0000000 3.55999991E-02 0.30059999 0.55535001 0.81725001 1.0713000 1.3291000 1.5897501 1.8556000 2.1235001 2.3910499 2.6647000 2.9447999 3.2270000 3.5127501 3.8017001 4.0972500 4.3990998 4.7048502 5.0187998 5.3438501 5.6722999 6.0222502 6.3772001 6.7498002 7.1345501 7.5457001 7.9874501 8.4772997 9.0121002 9.5943003 10.269900 11.024100 11.887400 12.870550 13.957900 15.171850 16.480598 17.974600 19.627899 21.577000 23.915199 26.940601 31.192350 39.272247 145.50681 do regularised spline fit for input variable # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -179.76350 -64.825203 -55.173050 -49.368950 -45.116547 -41.808998 -39.022400 -36.655098 -34.548203 -32.625648 -30.878849 -29.267651 -27.790100 -26.364050 -25.039799 -23.763901 -22.570049 -21.399050 -20.288450 -19.231100 -18.173351 -17.176701 -16.178499 -15.230400 -14.301300 -13.399600 -12.532600 -11.689800 -10.865500 -10.075649 -9.3052006 -8.5556002 -7.8456001 -7.1615500 -6.5059500 -5.8595500 -5.2348003 -4.6402502 -4.0624499 -3.5135000 -2.9775000 -2.4620500 -1.9658500 -1.4815000 -1.0187000 -0.57335001 -0.14070000 0.0000000 0.0000000 0.0000000 0.28400001 0.65280002 1.0143499 1.3726499 1.7244000 2.0806000 2.4240499 2.7684500 3.0990500 3.4159000 3.7282000 4.0290499 4.3232002 4.5995998 4.8702002 5.1329999 5.3905001 5.6406999 5.8891001 6.1336002 6.3772998 6.6288500 6.8745999 7.1224999 7.3752999 7.6377001 7.9053998 8.1914997 8.4878998 8.8053999 9.1436501 9.5099001 9.9084997 10.360000 10.856500 11.418249 12.057449 12.797900 13.633650 14.556950 15.588350 16.704250 17.912350 19.258400 20.778650 22.549999 24.651449 27.237900 30.676750 36.434399 125.16070 do regularised spline fit for input variable # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -154.50130 -59.996700 -50.952850 -45.468750 -41.506699 -38.389950 -35.853500 -33.599201 -31.616249 -29.851749 -28.229700 -26.738251 -25.357700 -24.048100 -22.797550 -21.594349 -20.460449 -19.372051 -18.337849 -17.327049 -16.327150 -15.353399 -14.413400 -13.490100 -12.593950 -11.726700 -10.845400 -9.9811001 -9.1388998 -8.3161507 -7.5153499 -6.7377000 -5.9788499 -5.2511501 -4.5615501 -3.9037001 -3.2874498 -2.6961000 -2.1403499 -1.6181000 -1.1274000 -0.65885001 -0.20050000 0.0000000 0.0000000 0.0000000 0.25150001 0.63000000 0.99309999 1.3472000 1.6900500 2.0296500 2.3608499 2.6882999 3.0090499 3.3161500 3.6108999 3.9001000 4.1813002 4.4551501 4.7168002 4.9730000 5.2217999 5.4621000 5.7013998 5.9372001 6.1712999 6.4068999 6.6475000 6.8843999 7.1228499 7.3662000 7.6155500 7.8744001 8.1436005 8.4252005 8.7261000 9.0452003 9.3860998 9.7612000 10.174450 10.634400 11.135550 11.708151 12.365200 13.110001 13.920900 14.830650 15.821250 16.890598 18.048100 19.309601 20.694500 22.213299 23.914600 25.832199 28.069099 30.690300 34.054848 39.024601 76.131897 do regularised spline fit for input variable # 24 build map for variable # 24 ------------------------------ Transdef: Tab for variable 25 -8.3572998 -5.6815500 -5.2375002 -4.9379501 -4.7189002 -4.5158000 -4.3416996 -4.1882501 -4.0452499 -3.9049501 -3.7554500 -3.6297500 -3.5113502 -3.3920999 -3.2794001 -3.1791501 -3.0729499 -2.9685500 -2.8680501 -2.7698998 -2.6677499 -2.5750499 -2.4881001 -2.4053500 -2.3163500 -2.2375998 -2.1553001 -2.0758500 -1.9994000 -1.9171500 -1.8386500 -1.7592499 -1.6894500 -1.6194501 -1.5531499 -1.4874001 -1.4221499 -1.3625500 -1.3080000 -1.2502000 -1.1984501 -1.1480000 -1.0971000 -1.0485499 -1.0046500 -0.96035004 -0.91775000 -0.87884998 -0.84030002 -0.80435002 -0.76845002 -0.73465002 -0.70249999 -0.67070001 -0.64260000 -0.61530000 -0.59009999 -0.56330001 -0.53880000 -0.51520002 -0.49380001 -0.47229999 -0.45039999 -0.43045002 -0.41175002 -0.39240000 Only one class left for trimmed mean or sigma very small -> take "normal" mean -0.37529999 -0.35879999 -0.34240001 -0.32760000 -0.31314999 -0.29840001 -0.28485000 -0.27065000 -0.25770000 -0.24485001 -0.23230000 -0.22100000 -0.20980000 -0.19795001 -0.18730000 -0.17739999 -0.16660000 -0.15740000 -0.14790000 -0.13900000 -0.12909999 -0.12070000 -0.11090000 -0.10120000 -9.21000019E-02 -8.30999985E-02 -7.41000026E-02 -6.53000027E-02 -5.59500009E-02 -4.67999987E-02 -3.79000008E-02 -2.85499990E-02 -1.92500018E-02 -9.39999986E-03 1.74000002E-02 do regularised spline fit for input variable # 25 build map for variable # 25 ------------------------------ Transdef: Tab for variable 26 -69.077599 -3.2521999 -2.4823999 -2.1120000 -1.8389000 -1.6307000 -1.4464999 -1.3090000 -1.1987000 -1.0993000 -1.0114000 -0.93120003 -0.85004997 -0.78680003 -0.73250002 -0.67869997 -0.63069999 -0.58120000 -0.54299998 -0.50680000 -0.47465000 -0.44000000 -0.41040000 -0.38209999 -0.35670000 -0.33289999 -0.30919999 -0.29159999 -0.27340001 -0.25590000 -0.23999999 -0.22460000 -0.20990001 -0.19780000 -0.18619999 -0.17520000 -0.16440000 -0.15620001 -0.14620000 -0.13730000 -0.12700000 -0.11930000 -0.11220000 -0.10440000 -9.70999971E-02 -9.14999992E-02 -8.56999978E-02 -8.00499991E-02 -7.41499960E-02 -6.94999993E-02 -6.58999979E-02 -6.12000003E-02 -5.77000007E-02 -5.49000017E-02 -5.16999997E-02 -4.83999997E-02 -4.51500006E-02 -4.25999984E-02 -4.01000008E-02 -3.73999998E-02 -3.48999985E-02 -3.31999995E-02 -3.09999995E-02 -2.89999992E-02 -2.73000002E-02 -2.51000002E-02 -2.33999994E-02 -2.21999995E-02 -1.99999996E-02 -1.82000007E-02 -1.65999997E-02 -1.53999999E-02 -1.41000003E-02 -1.29000004E-02 -1.15999999E-02 -1.08000003E-02 -9.49999969E-03 -8.60000029E-03 -8.10000021E-03 -7.19999988E-03 -6.59999996E-03 -5.70000010E-03 -5 Only one class left for trimmed mean or sigma very small -> take "normal" mean .10000018E-03 -4.69999993E-03 -3.89999989E-03 -3.00000003E-03 -2.40000011E-03 -2.09999993E-03 -1.59999996E-03 -6.99999975E-04 -1.99999995E-04 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 do regularised spline fit for input variable # 26 build map for variable # 26 ------------------------------ Transdef: Tab for variable 27 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000 Only one class left for trimmed mean or sigma very small -> take "normal" mean 000 1.00000000 1.00000000 build map for variable # 27 ------------------------------ Transdef: Tab for variable 28 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.000000 Only one class left for trimmed mean or sigma very small -> take "normal" mean 0 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 2.0000000 4.0000000 78.000000 build map for variable # 28 ------------------------------ Transdef: Tab for variable 29 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 -4.0334678 -4.0334678 -4.0006666 -4.0006666 -3.9129190 -3.8812127 -3.8204284 -3.8204284 -3.8204284 -3.8204284 -3.7163520 -3.7066751 -3.7066751 -3.7066751 -3.7066751 -3.7066751 -3.7066751 -3.7066751 -3.7066751 -3.6604152 -3.6384654 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5158410 -3.4142692 -3.2506731 -3.0558212 -2.9829521 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9003887 -2.8412535 -2.7607589 -2.6861730 -2.6100240 -2.5340209 -2.4546051 -2.2195644 -2.0648508 -1.9799762 -1.8674178 -1.7293015 -1.5795941 -1.4092455 -1.3840051 -1.1739984 -1.0955777 -0.99252701 -0.79180145 -0.69111776 -0.54101419 -0.43367434 -0.34192896 -0.21458578 -6.20622635E-02 3.19619179E-02 0.11816597 0.27519011 0.49749804 0.60563135 0.83137012 0.98918176 1.5123587 1.8482902 2.9794741 2.9794741 2.9794741 2.9984963 3.6423001 3.6423001 6.3197398 do regularised spline fit for input variable # 31 build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 -4.9908690 -3.9668753 -3.8079293 -3.6317146 -3.5193827 -3.4030528 -3.2881608 -3.2379537 -3.1612437 -3.0705824 -3.0271349 -2.9628055 -2.9360871 -2.9006343 -2.8543921 -2.8301702 -2.7785907 -2.7293165 -2.7005734 -2.6566544 -2.5458415 -2.5088406 -2.4691846 -2.4084086 -2.3830161 -2.3632891 -2.3277090 -2.2589910 -2.2286015 -2.2153840 -2.2055523 -2.1932757 -2.0619669 -2.0246706 -1.9721079 -1.9560757 -1.8931854 -1.8613431 -1.8465135 -1.7673018 -1.7005978 -1.5863657 -1.5577736 -1.4539537 -1.3844159 -1.2530789 -1.2175653 -1.1419573 -0.97083092 -0.87951982 -0.78369832 -0.64679742 -0.50117159 -0.44068789 -0.37761950 -0.29013634 -0.16638517 -8.45901966E-02 0.0000000 8.38327408E-03 1.81838274E-02 0.12851095 0.27721381 0.30881739 0.30881739 0.30881739 0.36177742 0.36177742 0.38269866 0.38269866 0.38970459 0.38970459 0.38970459 0.43395531 0.43395531 0.45790577 0.45790577 0.49473286 0.49473286 0.49473286 0.50177789 0.50177789 0.52569431 0.52569431 0.57975560 0.63534582 0.67813468 0.69403076 0.83325982 0.92845798 1.0250947 1.0518795 1.0881913 1.1921762 1.2094169 1.2622266 1.2820680 1.4788733 1.7647532 1.9413552 2.1529760 do regularised spline fit for input variable # 32 build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -3.0056591 -2.9596336 -2.8745728 -2.8728075 -2.7419221 -2.5963116 -2.5812039 -2.5121613 -2.4428964 -2.3203590 -2.2276492 -2.1249638 -2.0908580 -2.0382485 -2.0370812 -2.0118427 -1.9884133 -1.9265971 -1.8968706 -1.8881068 -1.8253078 -1.7599864 -1.6768274 -1.6255641 -1.5939865 -1.5394864 -1.5048151 -1.4809666 -1.4530940 -1.4383090 -1.3884754 -1.3418775 -1.3214149 -1.3139701 -1.2241626 -1.1783881 -1.1384854 -1.0943198 -1.0537372 -1.0397239 -1.0139728 -0.99012756 -0.95496893 -0.88716793 -0.84737968 -0.78937411 -0.70417547 -0.66846132 -0.57934618 -0.56092668 -0.53241205 -0.43104053 -0.38111496 -0.31937313 -0.31007338 -0.24050331 -0.23217893 -0.19426012 -0.17685342 -0.13780975 -0.11382008 -0.11382008 -4.71634865E-02 -4.71634865E-02 8.90684128E-02 8.90684128E-02 0.19516659 0.45026135 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.83610988 0.83610988 0.83610988 0.83610988 0.83610988 0.83610988 0.83610988 0.83610988 0.83610988 0.83610988 0.83610988 0.83610988 0.86694956 1.3669419 1.3669419 1.3669419 1.8712962 5.3184013 do regularised spline fit for input variable # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -3.3695576 -3.1994376 -3.0231307 -2.9146080 -2.7564185 -2.6239288 -2.4936838 -2.4936838 -2.4936838 -2.4936838 -2.4818461 -2.4818461 -2.4818461 -2.4818461 -2.4818461 -2.4818461 -2.4636617 -2.4636617 -2.4636617 -2.4636617 -2.4636617 -2.4636617 -2.4636617 -2.4636617 -2.3946366 -2.3946366 -2.3946366 -2.3946366 -2.3946366 -2.3946366 -2.3946366 -2.3946366 -2.3650813 -2.3650813 -2.3461046 -2.1980214 -2.1508331 -2.1508331 -2.0820110 -2.0215816 -1.9979618 -1.8985119 -1.8306386 -1.7924498 -1.7924498 -1.7817432 -1.7455347 -1.6924109 -1.6101861 -1.5528479 -1.5464965 -1.5046473 -1.4119682 -1.3904824 -1.3603303 -1.2807589 -1.2024069 -1.1819592 -1.1327777 -1.0740657 -1.0196137 -0.93444252 -0.91712952 -0.83626390 -0.76193666 -0.69664431 -0.68109894 -0.54949117 -0.49677229 -0.44839025 -0.39668417 -0.37369537 -0.31770992 -0.23851228 -0.17009425 -6.76465034E-02 -1.01547241E-02 2.89404392E-02 0.19862461 0.29501081 0.36270142 0.41263962 0.44867492 0.53110528 0.60951042 0.62039781 0.70653081 0.74155164 0.89694953 1.0605795 1.1798480 1.2854478 1.3628285 1.3974032 1.4260738 1.6392522 1.7238753 1.8219538 1.9125702 2.0496337 2.8733890 do regularised spline fit for input variable # 34 build map for variable # 34 ------------------------------ Transdef: Tab for variable 35 -7.5736585 -6.2052822 -5.8011174 -5.7697048 -5.4541397 -5.4541397 -4.9669933 -4.9424391 -4.9142942 -4.9142942 -4.7867732 -4.7867732 -4.7867732 -4.7867732 -4.5633054 -4.5633054 -4.5633054 -4.1562533 -4.1562533 -4.1562533 -4.1562533 -4.1562533 -4.1562533 -4.1562533 -4.1562533 -4.0789828 -4.0194235 -4.0194235 -4.0194235 -4.0194235 -4.0194235 -4.0194235 -4.0194235 -3.5851371 -3.4066966 -3.4066966 -3.4066966 -3.4066966 -3.4066966 -3.4066966 -3.4066966 -3.4066966 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -2.9747262 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.0688984 -1.9651749 -1.5448658 -1.3298075 -1.1301074 -0.69142818 -0.52771759 -0.27885866 1.08852386E-02 0.34460402 0.63515735 0.80283165 1.0889812 1.2559056 1.5251513 1.7119567 1.9446807 2.2002690 2.3383069 2.5923653 2.7944241 3.0286286 4.5199952 do regularised spline fit for input variable # 35 build map for variable # 35 ------------------------------ Transdef: Tab for variable 36 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 36 ------------------------------ Transdef: Tab for variable 37 -1.5698276 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.62506574 -0.62506574 -0.62506574 -0.62506574 -0.62138510 -0.62138510 -0.62138510 -0.62138510 -0.62138510 -0.62138510 -0.61883551 -0.61883551 -0.61883551 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.59140563 -0.59140563 -0.58125848 -0.58125848 -0.55434102 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53252220 -0.52067155 -0.49242735 -0.46140027 -0.40677673 -0.37355232 -0.33853006 -0.25654748 -0.19324017 -0.10151577 -6.96239471E-02 3.70359421E-03 0.14246655 0.35388088 0.59949493 1.2351422 2.2339594 4.7914839 do regularised spline fit for input variable # 37 build map for variable # 37 ------------------------------ Transdef: Tab for variable 38 0.70692885 0.90589887 0.92696631 0.93820226 0.94803369 0.95505619 0.96129841 0.96709472 0.97191012 0.97690386 0.98059243 0.98314607 0.98825330 0.99250937 0.99485016 0.99719101 1.0010215 1.0042135 1.0065544 1.0112360 1.0112360 1.0147471 1.0168539 1.0196630 1.0217696 1.0240041 1.0252810 1.0285220 1.0299625 1.0330837 1.0346442 1.0367723 1.0393258 1.0393258 1.0433387 1.0449438 1.0469867 1.0486891 1.0505618 1.0533708 1.0549313 1.0568820 1.0580524 1.0611736 1.0627341 1.0646068 1.0674157 1.0674157 1.0709270 1.0730337 1.0744382 1.0767790 1.0786517 1.0814607 1.0827374 1.0849719 1.0861423 1.0892634 1.0908240 1.0929520 1.0955056 1.0980593 1.1001873 1.1025281 1.1048689 1.1067415 1.1095506 1.1123595 1.1142322 1.1173533 1.1189139 1.1235955 1.1235955 1.1282772 1.1312563 1.1341292 1.1376405 1.1411517 1.1446630 1.1481742 1.1516854 1.1563671 1.1610487 1.1657304 1.1704119 1.1750937 1.1797752 1.1874361 1.1938202 1.2027580 1.2125468 1.2219101 1.2359550 1.2500000 1.2702872 1.2977529 1.3389513 1.4076154 1.5224719 1.7696630 5.0070224 do regularised spline fit for input variable # 38 build map for variable # 38 warning: map is empty for variable 38 TOTAL CORRELATION OF ALL VARIABLES 75.455716655181490 ROUND 1 : MAX CORR ( 75.455715666450644 ) AFTER KILLING INPUT VARIABLE 6 CONTR 1.22151867623948359E-002 ROUND 2 : MAX CORR ( 75.455712993594233 ) AFTER KILLING INPUT VARIABLE 34 CONTR 2.00839383600890653E-002 ROUND 3 : MAX CORR ( 75.455699382224282 ) AFTER KILLING INPUT VARIABLE 24 CONTR 4.53223020536688698E-002 ROUND 4 : MAX CORR ( 75.455530719741944 ) AFTER KILLING INPUT VARIABLE 38 CONTR 0.15954016009037705 ROUND 5 : MAX CORR ( 75.455364590990072 ) AFTER KILLING INPUT VARIABLE 15 CONTR 0.15833710456310368 ROUND 6 : MAX CORR ( 75.455121946792318 ) AFTER KILLING INPUT VARIABLE 37 CONTR 0.19135713715281835 ROUND 7 : MAX CORR ( 75.454605898248872 ) AFTER KILLING INPUT VARIABLE 26 CONTR 0.27906405222762604 ROUND 8 : MAX CORR ( 75.453249530882147 ) AFTER KILLING INPUT VARIABLE 30 CONTR 0.45242291109855676 ROUND 9 : MAX CORR ( 75.451405158701419 ) AFTER KILLING INPUT VARIABLE 36 CONTR 0.52756454301937206 ROUND 10 : MAX CORR ( 75.449332146840916 ) AFTER KILLING INPUT VARIABLE 33 CONTR 0.55930226013605122 ROUND 11 : MAX CORR ( 75.447045130996102 ) AFTER KILLING INPUT VARIABLE 23 CONTR 0.58745417332713046 ROUND 12 : MAX CORR ( 75.444804739480915 ) AFTER KILLING INPUT VARIABLE 25 CONTR 0.58142653892043861 ROUND 13 : MAX CORR ( 75.440296779528097 ) AFTER KILLING INPUT VARIABLE 2 CONTR 0.82473268100883779 ROUND 14 : MAX CORR ( 75.435726756269517 ) AFTER KILLING INPUT VARIABLE 32 CONTR 0.83036554403530338 ROUND 15 : MAX CORR ( 75.429689166637985 ) AFTER KILLING INPUT VARIABLE 18 CONTR 0.95439167585052920 ROUND 16 : MAX CORR ( 75.423196661072510 ) AFTER KILLING INPUT VARIABLE 11 CONTR 0.98965307093174271 ROUND 17 : MAX CORR ( 75.416658684602140 ) AFTER KILLING INPUT VARIABLE 28 CONTR 0.99306969797878808 ROUND 18 : MAX CORR ( 75.409015629390481 ) AFTER KILLING INPUT VARIABLE 22 CONTR 1.0736707857244008 ROUND 19 : MAX CORR ( 75.400558367115920 ) AFTER KILLING INPUT VARIABLE 19 CONTR 1.1293520800895636 ROUND 20 : MAX CORR ( 75.391230634359900 ) AFTER KILLING INPUT VARIABLE 21 CONTR 1.1859787138089346 ROUND 21 : MAX CORR ( 75.370934995585372 ) AFTER KILLING INPUT VARIABLE 31 CONTR 1.7492325329958454 ROUND 22 : MAX CORR ( 75.350555618793578 ) AFTER KILLING INPUT VARIABLE 3 CONTR 1.7526009379922198 ROUND 23 : MAX CORR ( 75.320843734758483 ) AFTER KILLING INPUT VARIABLE 16 CONTR 2.1158287135301541 ROUND 24 : MAX CORR ( 75.279110283238765 ) AFTER KILLING INPUT VARIABLE 27 CONTR 2.5070013721340159 ROUND 25 : MAX CORR ( 75.234905574455439 ) AFTER KILLING INPUT VARIABLE 12 CONTR 2.5794240129917316 ROUND 26 : MAX CORR ( 75.189174869870087 ) AFTER KILLING INPUT VARIABLE 29 CONTR 2.6227846242729798 ROUND 27 : MAX CORR ( 75.106384103772697 ) AFTER KILLING INPUT VARIABLE 9 CONTR 3.5274756510092291 ROUND 28 : MAX CORR ( 75.004108838695004 ) AFTER KILLING INPUT VARIABLE 35 CONTR 3.9182381827339263 ROUND 29 : MAX CORR ( 74.889525303907661 ) AFTER KILLING INPUT VARIABLE 14 CONTR 4.1443144719217928 ROUND 30 : MAX CORR ( 74.707932177448569 ) AFTER KILLING INPUT VARIABLE 20 CONTR 5.2120888340828131 ROUND 31 : MAX CORR ( 74.521147534940582 ) AFTER KILLING INPUT VARIABLE 7 CONTR 5.2795549344498802 ROUND 32 : MAX CORR ( 74.350609952335560 ) AFTER KILLING INPUT VARIABLE 17 CONTR 5.0386734008111276 ROUND 33 : MAX CORR ( 74.080867857289618 ) AFTER KILLING INPUT VARIABLE 13 CONTR 6.3275759809846042 ROUND 34 : MAX CORR ( 73.616062300965623 ) AFTER KILLING INPUT VARIABLE 5 CONTR 8.2855509044090834 ROUND 35 : MAX CORR ( 73.180570423555451 ) AFTER KILLING INPUT VARIABLE 10 CONTR 7.9955450835257409 ROUND 36 : MAX CORR ( 71.660419882915576 ) AFTER KILLING INPUT VARIABLE 4 CONTR 14.838467229508490 LAST REMAINING VARIABLE: 8 total correlation to target: 75.455716655181490 % total significance: 754.55716655181493 sigma correlations of single variables to target: variable 2 : 16.501808329384740 % , in sigma: 165.01808329384741 variable 3 : 12.867347836008800 % , in sigma: 128.67347836008798 variable 4 : 36.030646671661970 % , in sigma: 360.30646671661970 variable 5 : 62.880104643779951 % , in sigma: 628.80104643779953 variable 6 : 36.841278116924656 % , in sigma: 368.41278116924656 variable 7 : 60.848613063553827 % , in sigma: 608.48613063553830 variable 8 : 71.660419882915562 % , in sigma: 716.60419882915562 variable 9 : 60.331441215049701 % , in sigma: 603.31441215049699 variable 10 : 20.070090782380561 % , in sigma: 200.70090782380561 variable 11 : 19.230805700620866 % , in sigma: 192.30805700620868 variable 12 : 28.922938869910844 % , in sigma: 289.22938869910843 variable 13 : 21.990157294269974 % , in sigma: 219.90157294269974 variable 14 : 27.113535771826751 % , in sigma: 271.13535771826753 variable 15 : 13.062842207100942 % , in sigma: 130.62842207100942 variable 16 : 15.410901762323107 % , in sigma: 154.10901762323107 variable 17 : 7.7891651568801015 % , in sigma: 77.891651568801009 variable 18 : 24.379179470097490 % , in sigma: 243.79179470097489 variable 19 : 22.279307839660003 % , in sigma: 222.79307839660004 variable 20 : 32.274877680722810 % , in sigma: 322.74877680722807 variable 21 : 29.476647988304155 % , in sigma: 294.76647988304154 variable 22 : 32.947114172761047 % , in sigma: 329.47114172761047 variable 23 : 31.473378101122716 % , in sigma: 314.73378101122717 variable 24 : 30.391536061322512 % , in sigma: 303.91536061322512 variable 25 : 2.6393312112676330 % , in sigma: 26.393312112676330 variable 26 : 2.6057878233294014 % , in sigma: 26.057878233294016 variable 27 : 0.30239873160266223 % , in sigma: 3.0239873160266222 variable 28 : 5.4636486352408342 % , in sigma: 54.636486352408340 variable 29 : 5.9646319559372731 % , in sigma: 59.646319559372735 variable 30 : 0.35958259038729901 % , in sigma: 3.5958259038729898 variable 31 : 20.033042965246750 % , in sigma: 200.33042965246750 variable 32 : 7.4998520671509636 % , in sigma: 74.998520671509638 variable 33 : 10.187585425620437 % , in sigma: 101.87585425620436 variable 34 : 8.6134289133050377 % , in sigma: 86.134289133050373 variable 35 : 18.739215371505264 % , in sigma: 187.39215371505264 variable 36 : 16.461391107623115 % , in sigma: 164.61391107623115 variable 37 : 21.340084637002963 % , in sigma: 213.40084637002963 variable 38 : 13.500629692766983 % , in sigma: 135.00629692766984 variables sorted by significance: 1 most relevant variable 8 corr 71.660423 , in sigma: 716.60423278808594 2 most relevant variable 4 corr 14.838468 , in sigma: 148.38467597961426 3 most relevant variable 10 corr 7.9955449 , in sigma: 79.955449104309082 4 most relevant variable 5 corr 8.2855511 , in sigma: 82.855510711669922 5 most relevant variable 13 corr 6.3275762 , in sigma: 63.275761604309082 6 most relevant variable 17 corr 5.0386734 , in sigma: 50.386734008789063 7 most relevant variable 7 corr 5.2795548 , in sigma: 52.795548439025879 8 most relevant variable 20 corr 5.2120891 , in sigma: 52.120890617370605 9 most relevant variable 14 corr 4.1443143 , in sigma: 41.443142890930176 10 most relevant variable 35 corr 3.9182382 , in sigma: 39.182381629943848 11 most relevant variable 9 corr 3.5274756 , in sigma: 35.274755954742432 12 most relevant variable 29 corr 2.6227846 , in sigma: 26.227846145629883 13 most relevant variable 12 corr 2.5794239 , in sigma: 25.794239044189453 14 most relevant variable 27 corr 2.5070014 , in sigma: 25.070013999938965 15 most relevant variable 16 corr 2.1158288 , in sigma: 21.158287525177002 16 most relevant variable 3 corr 1.7526009 , in sigma: 17.526009082794189 17 most relevant variable 31 corr 1.7492325 , in sigma: 17.492325305938721 18 most relevant variable 21 corr 1.1859788 , in sigma: 11.859787702560425 19 most relevant variable 19 corr 1.1293521 , in sigma: 11.293520927429199 20 most relevant variable 22 corr 1.0736707 , in sigma: 10.736707448959351 21 most relevant variable 28 corr 0.99306971 , in sigma: 9.9306970834732056 22 most relevant variable 11 corr 0.98965305 , in sigma: 9.8965305089950562 23 most relevant variable 18 corr 0.95439166 , in sigma: 9.5439165830612183 24 most relevant variable 32 corr 0.83036554 , in sigma: 8.3036553859710693 25 most relevant variable 2 corr 0.82473266 , in sigma: 8.2473266124725342 26 most relevant variable 25 corr 0.58142656 , in sigma: 5.8142656087875366 27 most relevant variable 23 corr 0.58745420 , in sigma: 5.8745419979095459 28 most relevant variable 33 corr 0.55930227 , in sigma: 5.5930227041244507 29 most relevant variable 36 corr 0.52756453 , in sigma: 5.2756452560424805 30 most relevant variable 30 corr 0.45242292 , in sigma: 4.5242291688919067 31 most relevant variable 26 corr 0.27906406 , in sigma: 2.7906405925750732 32 most relevant variable 37 corr 0.19135714 , in sigma: 1.9135713577270508 33 most relevant variable 15 corr 0.15833710 , in sigma: 1.5833710134029388 34 most relevant variable 38 corr 0.15954016 , in sigma: 1.5954016149044037 35 most relevant variable 24 corr 4.53223027E-02 , in sigma: 0.45322302728891373 36 most relevant variable 34 corr 2.00839378E-02 , in sigma: 0.20083937793970108 37 most relevant variable 6 corr 1.22151868E-02 , in sigma: 0.12215186841785908 global correlations between input variables: variable 2 : 39.405972052761584 % variable 3 : 88.345512540727782 % variable 4 : 84.870892663701241 % variable 5 : 93.460681702889232 % variable 6 : 89.068936084550799 % variable 7 : 88.272342552423552 % variable 8 : 90.351832537337501 % variable 9 : 86.951458988700267 % variable 10 : 26.970428187769190 % variable 11 : 57.744593188634894 % variable 12 : 80.968175292676875 % variable 13 : 66.742327057263012 % variable 14 : 74.340137878756508 % variable 15 : 83.583030715644966 % variable 16 : 86.277365136328910 % variable 17 : 78.877981822684831 % variable 18 : 84.759855024942325 % variable 19 : 77.350411584097699 % variable 20 : 89.997343107432542 % variable 21 : 90.163383542119007 % variable 22 : 94.925754583439101 % variable 23 : 97.953457713751220 % variable 24 : 97.725493753491932 % variable 25 : 73.583617095732279 % variable 26 : 73.567498791570387 % variable 27 : 84.501893409013434 % variable 28 : 45.415094867827278 % variable 29 : 66.516340016161195 % variable 30 : 84.564253805602377 % variable 31 : 58.764225023286251 % variable 32 : 46.747709712773386 % variable 33 : 76.786062491890206 % variable 34 : 79.005378476391058 % variable 35 : 59.074955929086755 % variable 36 : 90.774852683633512 % variable 37 : 84.816841106903269 % variable 38 : 32.179779680584829 % significance loss when removing single variables: variable 2 : corr = 0.74785942902946168 % , sigma = 7.4785942902946161 variable 3 : corr = 1.8922909756692623 % , sigma = 18.922909756692622 variable 4 : corr = 8.8397455234227547 % , sigma = 88.397455234227536 variable 5 : corr = 3.4465778874567032 % , sigma = 34.465778874567036 variable 6 : corr = 1.22151868295070857E-002 % , sigma = 0.12215186829507085 variable 7 : corr = 5.2915875143693016 % , sigma = 52.915875143693015 variable 8 : corr = 17.626389558950887 % , sigma = 176.26389558950885 variable 9 : corr = 4.0617794625958954 % , sigma = 40.617794625958958 variable 10 : corr = 8.4012392888816763 % , sigma = 84.012392888816763 variable 11 : corr = 1.0034875598476216 % , sigma = 10.034875598476217 variable 12 : corr = 1.9806574516842030 % , sigma = 19.806574516842030 variable 13 : corr = 4.6669386873346239 % , sigma = 46.669386873346234 variable 14 : corr = 3.2152016519961260 % , sigma = 32.152016519961258 variable 15 : corr = 0.15221165706159270 % , sigma = 1.5221165706159270 variable 16 : corr = 1.1897626027472781 % , sigma = 11.897626027472780 variable 17 : corr = 2.7096567344464049 % , sigma = 27.096567344464049 variable 18 : corr = 0.93679329352834118 % , sigma = 9.3679329352834113 variable 19 : corr = 1.0394347661065420 % , sigma = 10.394347661065419 variable 20 : corr = 2.7322263568949614 % , sigma = 27.322263568949612 variable 21 : corr = 0.88703871015055635 % , sigma = 8.8703871015055622 variable 22 : corr = 1.1767936329310940 % , sigma = 11.767936329310940 variable 23 : corr = 0.44159472075631401 % , sigma = 4.4159472075631401 variable 24 : corr = 4.52875051568764689E-002 % , sigma = 0.45287505156876467 variable 25 : corr = 0.36394206475781066 % , sigma = 3.6394206475781066 variable 26 : corr = 0.28455789594538106 % , sigma = 2.8455789594538108 variable 27 : corr = 0.80583208401781270 % , sigma = 8.0583208401781281 variable 28 : corr = 0.73972459033746374 % , sigma = 7.3972459033746372 variable 29 : corr = 2.0329532220996103 % , sigma = 20.329532220996104 variable 30 : corr = 0.49814327048378060 % , sigma = 4.9814327048378066 variable 31 : corr = 1.6768613583374670 % , sigma = 16.768613583374670 variable 32 : corr = 0.77234112128932630 % , sigma = 7.7234112128932635 variable 33 : corr = 0.40356726491642375 % , sigma = 4.0356726491642378 variable 34 : corr = 2.01770734594522716E-002 % , sigma = 0.20177073459452274 variable 35 : corr = 2.4397045692687058 % , sigma = 24.397045692687058 variable 36 : corr = 0.28177767211752358 % , sigma = 2.8177767211752354 variable 37 : corr = 0.17507575416611454 % , sigma = 1.7507575416611454 variable 38 : corr = 0.15951305468952176 % , sigma = 1.5951305468952177 Keep only 30 most significant input variables Sum of Weights for output node 2 1000000.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -1.3430309 NVar: 31.000000 5066 --------- Entering internal boost mode: --------- Starting analysis with 53 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.8826814 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.5228970 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.2177775 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.0526791 PREPRO: (sigma of derived input)/eigenvalue # 5 : 2.0160706 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.6560470 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.4614638 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.3609459 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.3098533 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.1961589 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.1284790 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.0580679 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.0242776 PREPRO: (sigma of derived input)/eigenvalue # 14 : 1.0042869 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.99432117 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.97813064 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.93202281 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.90870267 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.88883251 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.88212925 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.78871781 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.74419755 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.73105848 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.66917819 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.63565665 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.60016799 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.57102019 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.54048830 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.51688707 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.48849583 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.47996092 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.46621418 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.43618542 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.41503978 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.39866734 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.35713249 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.31990543 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.31345299 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.26850468 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.25367936 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.24036218 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.17763223 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.12357672 PREPRO: (sigma of derived input)/eigenvalue # 44 : 8.97524580E-02 PREPRO: (sigma of derived input)/eigenvalue # 45 : 4.32676694E-04 PREPRO: (sigma of derived input)/eigenvalue # 46 : 2.95284175E-04 PREPRO: (sigma of derived input)/eigenvalue # 47 : 2.62901565E-04 PREPRO: (sigma of derived input)/eigenvalue # 48 : 1.14796429E-04 PREPRO: (sigma of derived input)/eigenvalue # 49 : 6.21277138E-07 PREPRO: (sigma of derived input)/eigenvalue # 50 : 1.46373379E-04 PREPRO: (sigma of derived input)/eigenvalue # 51 : 1.66097088E-04 PREPRO: (sigma of derived input)/eigenvalue # 52 : 2.55722203E-04 PREPRO: (sigma of derived input)/eigenvalue # 53 : 4.36958391E-04 Using 43 variables out of 53 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 39.0 40.0 41.0 42.0 43.0 44.0 0 0.8 2.9 2.5 2.2 2.1 2.0 1.7 1.5 1.4 1.3 1.2 1.1 1.1 1.0 1.0 1.0 1.0 0.9 0.9 0.9 0.9 0.8 0.7 0.7 0.7 0.6 0.6 0.6 0.5 0.5 0.5 0.5 0.5 0.4 0.4 0.4 0.4 0.3 0.3 0.3 0.3 0.2 0.2 0.1 1 100.0 43.6 17.0 -18.6 25.1 28.0 24.9 5.5 4.1 -0.9 -3.6 -8.8 8.9 -5.5 4.4 2.9 -3.1 -1.9 0.2 0.5 1.7 -0.8 4.6 -1.8 -3.3 -9.7 1.7 -0.5 3.4 4.6 0.3 -2.0 1.0 -0.4 -1.0 1.0 1.0 -2.7 0.2 -13.2 -4.0 0.3 -1.0 0.7 2 43.6 100.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 3 17.0 -0.0 100.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 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-0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 100.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 34 -0.4 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 100.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 35 -1.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 100.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 36 1.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 100.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 37 1.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 100.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 38 -2.7 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 100.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 39 0.2 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 100.0 0.0 -0.0 0.0 0.0 0.0 40 -13.2 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 100.0 0.0 -0.0 0.0 -0.0 41 -4.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 100.0 0.0 0.0 0.0 42 0.3 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 100.0 -0.0 0.0 43 -1.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 100.0 0.0 44 0.7 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 72.384497506230616 ------------------------------------- Teacher: actual network topology: Nodes(1) = 44 Nodes(2) = 44 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 184.96788 sigma out 44 active outputs RANK 2 NODE 2 --> 176.19862 sigma out 44 active outputs RANK 3 NODE 5 --> 118.28951 sigma out 44 active outputs RANK 4 NODE 6 --> 115.55972 sigma out 44 active outputs RANK 5 NODE 3 --> 114.91463 sigma out 44 active outputs RANK 6 NODE 7 --> 100.78232 sigma out 44 active outputs RANK 7 NODE 8 --> 95.632767 sigma out 44 active outputs RANK 8 NODE 4 --> 92.092514 sigma out 44 active outputs RANK 9 NODE 12 --> 89.493690 sigma out 44 active outputs RANK 10 NODE 9 --> 88.096802 sigma out 44 active outputs RANK 11 NODE 13 --> 87.678398 sigma out 44 active outputs RANK 12 NODE 11 --> 86.504311 sigma out 44 active outputs RANK 13 NODE 10 --> 82.230110 sigma out 44 active outputs RANK 14 NODE 15 --> 73.928894 sigma out 44 active outputs RANK 15 NODE 14 --> 71.680527 sigma out 44 active outputs RANK 16 NODE 23 --> 70.818756 sigma out 44 active outputs RANK 17 NODE 29 --> 70.636673 sigma out 44 active outputs RANK 18 NODE 20 --> 68.573875 sigma out 44 active outputs RANK 19 NODE 18 --> 68.484047 sigma out 44 active outputs RANK 20 NODE 26 --> 67.720360 sigma out 44 active outputs RANK 21 NODE 27 --> 65.917068 sigma out 44 active outputs RANK 22 NODE 16 --> 65.588760 sigma out 44 active outputs RANK 23 NODE 17 --> 64.974434 sigma out 44 active outputs RANK 24 NODE 41 --> 63.966328 sigma out 44 active outputs RANK 25 NODE 25 --> 60.848831 sigma out 44 active outputs RANK 26 NODE 24 --> 60.514286 sigma out 44 active outputs RANK 27 NODE 19 --> 59.113724 sigma out 44 active outputs RANK 28 NODE 38 --> 58.888481 sigma out 44 active outputs RANK 29 NODE 30 --> 58.732182 sigma out 44 active outputs RANK 30 NODE 35 --> 56.271477 sigma out 44 active outputs RANK 31 NODE 43 --> 56.114193 sigma out 44 active outputs RANK 32 NODE 22 --> 56.007652 sigma out 44 active outputs RANK 33 NODE 42 --> 54.822834 sigma out 44 active outputs RANK 34 NODE 39 --> 54.801071 sigma out 44 active outputs RANK 35 NODE 33 --> 53.792606 sigma out 44 active outputs RANK 36 NODE 31 --> 53.580383 sigma out 44 active outputs RANK 37 NODE 37 --> 52.741520 sigma out 44 active outputs RANK 38 NODE 44 --> 52.180191 sigma out 44 active outputs RANK 39 NODE 28 --> 51.144913 sigma out 44 active outputs RANK 40 NODE 32 --> 51.087925 sigma out 44 active outputs RANK 41 NODE 34 --> 50.217533 sigma out 44 active outputs RANK 42 NODE 36 --> 48.368317 sigma out 44 active outputs RANK 43 NODE 21 --> 45.868141 sigma out 44 active outputs RANK 44 NODE 40 --> 45.395336 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 11 --> 160.83099 sigma in 44 act. ( 182.87811 sig out 1 act.) RANK 2 NODE 44 --> 150.58102 sigma in 44 act. ( 177.43687 sig out 1 act.) RANK 3 NODE 18 --> 142.66714 sigma in 44 act. ( 144.30069 sig out 1 act.) RANK 4 NODE 26 --> 114.65078 sigma in 44 act. ( 135.80885 sig out 1 act.) RANK 5 NODE 4 --> 105.63052 sigma in 44 act. ( 101.59425 sig out 1 act.) RANK 6 NODE 5 --> 96.840034 sigma in 44 act. ( 111.35661 sig out 1 act.) RANK 7 NODE 38 --> 95.505081 sigma in 44 act. ( 88.877144 sig out 1 act.) RANK 8 NODE 19 --> 91.179649 sigma in 44 act. ( 82.493279 sig out 1 act.) RANK 9 NODE 9 --> 88.393784 sigma in 44 act. ( 89.084023 sig out 1 act.) RANK 10 NODE 35 --> 88.054070 sigma in 44 act. ( 89.044327 sig out 1 act.) RANK 11 NODE 7 --> 87.720901 sigma in 44 act. ( 88.904243 sig out 1 act.) RANK 12 NODE 31 --> 83.429459 sigma in 44 act. ( 74.469460 sig out 1 act.) RANK 13 NODE 2 --> 83.385208 sigma in 44 act. ( 83.405640 sig out 1 act.) RANK 14 NODE 42 --> 82.958405 sigma in 44 act. ( 94.265060 sig out 1 act.) RANK 15 NODE 32 --> 82.088760 sigma in 44 act. ( 75.359589 sig out 1 act.) RANK 16 NODE 8 --> 80.099678 sigma in 44 act. ( 77.871246 sig out 1 act.) RANK 17 NODE 14 --> 75.914848 sigma in 44 act. ( 65.578873 sig out 1 act.) RANK 18 NODE 13 --> 73.674789 sigma in 44 act. ( 85.013031 sig out 1 act.) RANK 19 NODE 17 --> 73.461449 sigma in 44 act. ( 84.722153 sig out 1 act.) RANK 20 NODE 28 --> 70.188606 sigma in 44 act. ( 57.438210 sig out 1 act.) RANK 21 NODE 41 --> 69.763062 sigma in 44 act. ( 42.351349 sig out 1 act.) RANK 22 NODE 3 --> 69.034042 sigma in 44 act. ( 60.206215 sig out 1 act.) RANK 23 NODE 30 --> 68.542114 sigma in 44 act. ( 61.807068 sig out 1 act.) RANK 24 NODE 12 --> 66.185905 sigma in 44 act. ( 46.620956 sig out 1 act.) RANK 25 NODE 43 --> 63.740383 sigma in 44 act. ( 31.535337 sig out 1 act.) RANK 26 NODE 24 --> 62.894569 sigma in 44 act. ( 2.3787849 sig out 1 act.) RANK 27 NODE 27 --> 62.769047 sigma in 44 act. ( 35.660389 sig out 1 act.) RANK 28 NODE 39 --> 61.476902 sigma in 44 act. ( 40.094582 sig out 1 act.) RANK 29 NODE 34 --> 60.899639 sigma in 44 act. ( 62.765171 sig out 1 act.) RANK 30 NODE 15 --> 60.425270 sigma in 44 act. ( 39.300499 sig out 1 act.) RANK 31 NODE 25 --> 59.775101 sigma in 44 act. ( 17.308693 sig out 1 act.) RANK 32 NODE 23 --> 59.556152 sigma in 44 act. ( 29.894087 sig out 1 act.) RANK 33 NODE 37 --> 58.707672 sigma in 44 act. ( 17.528934 sig out 1 act.) RANK 34 NODE 1 --> 58.273560 sigma in 44 act. ( 50.453552 sig out 1 act.) RANK 35 NODE 40 --> 56.853420 sigma in 44 act. ( 6.1744385 sig out 1 act.) RANK 36 NODE 29 --> 54.902233 sigma in 44 act. ( 3.1859095 sig out 1 act.) RANK 37 NODE 20 --> 54.179207 sigma in 44 act. ( 22.766800 sig out 1 act.) RANK 38 NODE 6 --> 53.976509 sigma in 44 act. ( 32.483498 sig out 1 act.) RANK 39 NODE 22 --> 53.579128 sigma in 44 act. ( 13.518404 sig out 1 act.) RANK 40 NODE 33 --> 52.767746 sigma in 44 act. ( 17.947653 sig out 1 act.) RANK 41 NODE 16 --> 51.345398 sigma in 44 act. ( 16.952356 sig out 1 act.) RANK 42 NODE 36 --> 48.724201 sigma in 44 act. ( 12.438938 sig out 1 act.) RANK 43 NODE 10 --> 47.869740 sigma in 44 act. ( 7.7605181 sig out 1 act.) RANK 44 NODE 21 --> 45.179905 sigma in 44 act. ( 6.9209399 sig out 1 act.) sorted by output significance RANK 1 NODE 11 --> 182.87811 sigma out 1 act.( 160.83099 sig in 44 act.) RANK 2 NODE 44 --> 177.43687 sigma out 1 act.( 150.58102 sig in 44 act.) RANK 3 NODE 18 --> 144.30069 sigma out 1 act.( 142.66714 sig in 44 act.) RANK 4 NODE 26 --> 135.80885 sigma out 1 act.( 114.65078 sig in 44 act.) RANK 5 NODE 5 --> 111.35661 sigma out 1 act.( 96.840034 sig in 44 act.) RANK 6 NODE 4 --> 101.59425 sigma out 1 act.( 105.63052 sig in 44 act.) RANK 7 NODE 42 --> 94.265060 sigma out 1 act.( 82.958405 sig in 44 act.) RANK 8 NODE 9 --> 89.084023 sigma out 1 act.( 88.393784 sig in 44 act.) RANK 9 NODE 35 --> 89.044327 sigma out 1 act.( 88.054070 sig in 44 act.) RANK 10 NODE 7 --> 88.904243 sigma out 1 act.( 87.720901 sig in 44 act.) RANK 11 NODE 38 --> 88.877144 sigma out 1 act.( 95.505081 sig in 44 act.) RANK 12 NODE 13 --> 85.013031 sigma out 1 act.( 73.674789 sig in 44 act.) RANK 13 NODE 17 --> 84.722153 sigma out 1 act.( 73.461449 sig in 44 act.) RANK 14 NODE 2 --> 83.405640 sigma out 1 act.( 83.385208 sig in 44 act.) RANK 15 NODE 19 --> 82.493279 sigma out 1 act.( 91.179649 sig in 44 act.) RANK 16 NODE 8 --> 77.871246 sigma out 1 act.( 80.099678 sig in 44 act.) RANK 17 NODE 32 --> 75.359589 sigma out 1 act.( 82.088760 sig in 44 act.) RANK 18 NODE 31 --> 74.469460 sigma out 1 act.( 83.429459 sig in 44 act.) RANK 19 NODE 14 --> 65.578873 sigma out 1 act.( 75.914848 sig in 44 act.) RANK 20 NODE 34 --> 62.765171 sigma out 1 act.( 60.899639 sig in 44 act.) RANK 21 NODE 30 --> 61.807068 sigma out 1 act.( 68.542114 sig in 44 act.) RANK 22 NODE 3 --> 60.206215 sigma out 1 act.( 69.034042 sig in 44 act.) RANK 23 NODE 28 --> 57.438210 sigma out 1 act.( 70.188606 sig in 44 act.) RANK 24 NODE 1 --> 50.453552 sigma out 1 act.( 58.273560 sig in 44 act.) RANK 25 NODE 12 --> 46.620956 sigma out 1 act.( 66.185905 sig in 44 act.) RANK 26 NODE 41 --> 42.351349 sigma out 1 act.( 69.763062 sig in 44 act.) RANK 27 NODE 39 --> 40.094582 sigma out 1 act.( 61.476902 sig in 44 act.) RANK 28 NODE 15 --> 39.300499 sigma out 1 act.( 60.425270 sig in 44 act.) RANK 29 NODE 27 --> 35.660389 sigma out 1 act.( 62.769047 sig in 44 act.) RANK 30 NODE 6 --> 32.483498 sigma out 1 act.( 53.976509 sig in 44 act.) RANK 31 NODE 43 --> 31.535337 sigma out 1 act.( 63.740383 sig in 44 act.) RANK 32 NODE 23 --> 29.894087 sigma out 1 act.( 59.556152 sig in 44 act.) RANK 33 NODE 20 --> 22.766800 sigma out 1 act.( 54.179207 sig in 44 act.) RANK 34 NODE 33 --> 17.947653 sigma out 1 act.( 52.767746 sig in 44 act.) RANK 35 NODE 37 --> 17.528934 sigma out 1 act.( 58.707672 sig in 44 act.) RANK 36 NODE 25 --> 17.308693 sigma out 1 act.( 59.775101 sig in 44 act.) RANK 37 NODE 16 --> 16.952356 sigma out 1 act.( 51.345398 sig in 44 act.) RANK 38 NODE 22 --> 13.518404 sigma out 1 act.( 53.579128 sig in 44 act.) RANK 39 NODE 36 --> 12.438938 sigma out 1 act.( 48.724201 sig in 44 act.) RANK 40 NODE 10 --> 7.7605181 sigma out 1 act.( 47.869740 sig in 44 act.) RANK 41 NODE 21 --> 6.9209399 sigma out 1 act.( 45.179905 sig in 44 act.) RANK 42 NODE 40 --> 6.1744385 sigma out 1 act.( 56.853420 sig in 44 act.) RANK 43 NODE 29 --> 3.1859095 sigma out 1 act.( 54.902233 sig in 44 act.) RANK 44 NODE 24 --> 2.3787849 sigma out 1 act.( 62.894569 sig in 44 act.) RANK 1 NODE 1 --> 498.02017 sigma in 44 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 209.13922 sigma out 44 active outputs RANK 2 NODE 2 --> 179.89804 sigma out 44 active outputs RANK 3 NODE 5 --> 118.76872 sigma out 44 active outputs RANK 4 NODE 3 --> 115.36269 sigma out 44 active outputs RANK 5 NODE 6 --> 114.82545 sigma out 44 active outputs RANK 6 NODE 7 --> 90.412827 sigma out 44 active outputs RANK 7 NODE 8 --> 85.975517 sigma out 44 active outputs RANK 8 NODE 4 --> 80.454842 sigma out 44 active outputs RANK 9 NODE 12 --> 77.575890 sigma out 44 active outputs RANK 10 NODE 13 --> 71.870384 sigma out 44 active outputs RANK 11 NODE 9 --> 71.695328 sigma out 44 active outputs RANK 12 NODE 11 --> 69.814690 sigma out 44 active outputs RANK 13 NODE 10 --> 63.459057 sigma out 44 active outputs RANK 14 NODE 15 --> 62.204781 sigma out 44 active outputs RANK 15 NODE 16 --> 53.205887 sigma out 44 active outputs RANK 16 NODE 18 --> 53.017517 sigma out 44 active outputs RANK 17 NODE 14 --> 52.985207 sigma out 44 active outputs RANK 18 NODE 23 --> 45.899933 sigma out 44 active outputs RANK 19 NODE 29 --> 44.035400 sigma out 44 active outputs RANK 20 NODE 20 --> 43.503262 sigma out 44 active outputs RANK 21 NODE 17 --> 41.287239 sigma out 44 active outputs RANK 22 NODE 26 --> 40.943947 sigma out 44 active outputs RANK 23 NODE 19 --> 38.993519 sigma out 44 active outputs RANK 24 NODE 27 --> 38.095894 sigma out 44 active outputs RANK 25 NODE 24 --> 37.116848 sigma out 44 active outputs RANK 26 NODE 22 --> 33.141212 sigma out 44 active outputs RANK 27 NODE 25 --> 33.083321 sigma out 44 active outputs RANK 28 NODE 21 --> 32.187248 sigma out 44 active outputs RANK 29 NODE 30 --> 29.160112 sigma out 44 active outputs RANK 30 NODE 39 --> 26.489588 sigma out 44 active outputs RANK 31 NODE 28 --> 22.586515 sigma out 44 active outputs RANK 32 NODE 32 --> 22.073206 sigma out 44 active outputs RANK 33 NODE 31 --> 21.730064 sigma out 44 active outputs RANK 34 NODE 37 --> 21.317888 sigma out 44 active outputs RANK 35 NODE 33 --> 20.949121 sigma out 44 active outputs RANK 36 NODE 35 --> 19.875443 sigma out 44 active outputs RANK 37 NODE 34 --> 19.434629 sigma out 44 active outputs RANK 38 NODE 36 --> 18.825462 sigma out 44 active outputs RANK 39 NODE 38 --> 17.281038 sigma out 44 active outputs RANK 40 NODE 41 --> 15.287063 sigma out 44 active outputs RANK 41 NODE 42 --> 14.050740 sigma out 44 active outputs RANK 42 NODE 40 --> 13.751410 sigma out 44 active outputs RANK 43 NODE 43 --> 12.320137 sigma out 44 active outputs RANK 44 NODE 44 --> 5.4525700 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 11 --> 165.93843 sigma in 44 act. ( 153.27765 sig out 1 act.) RANK 2 NODE 18 --> 152.73737 sigma in 44 act. ( 107.75802 sig out 1 act.) RANK 3 NODE 44 --> 150.67807 sigma in 44 act. ( 150.86510 sig out 1 act.) RANK 4 NODE 26 --> 117.06516 sigma in 44 act. ( 109.11778 sig out 1 act.) RANK 5 NODE 4 --> 111.12150 sigma in 44 act. ( 75.056747 sig out 1 act.) RANK 6 NODE 5 --> 91.268280 sigma in 44 act. ( 87.924339 sig out 1 act.) RANK 7 NODE 9 --> 90.216484 sigma in 44 act. ( 66.722878 sig out 1 act.) RANK 8 NODE 38 --> 81.697807 sigma in 44 act. ( 67.779831 sig out 1 act.) RANK 9 NODE 7 --> 80.695152 sigma in 44 act. ( 69.109894 sig out 1 act.) RANK 10 NODE 2 --> 75.738937 sigma in 44 act. ( 63.035900 sig out 1 act.) RANK 11 NODE 42 --> 74.637482 sigma in 44 act. ( 78.002235 sig out 1 act.) RANK 12 NODE 31 --> 74.079628 sigma in 44 act. ( 56.723354 sig out 1 act.) RANK 13 NODE 8 --> 73.355026 sigma in 44 act. ( 60.289471 sig out 1 act.) RANK 14 NODE 19 --> 71.684723 sigma in 44 act. ( 65.900200 sig out 1 act.) RANK 15 NODE 35 --> 71.516319 sigma in 44 act. ( 73.945023 sig out 1 act.) RANK 16 NODE 17 --> 70.016853 sigma in 44 act. ( 64.952438 sig out 1 act.) RANK 17 NODE 32 --> 66.971985 sigma in 44 act. ( 57.418758 sig out 1 act.) RANK 18 NODE 13 --> 64.463135 sigma in 44 act. ( 69.151512 sig out 1 act.) RANK 19 NODE 14 --> 57.731476 sigma in 44 act. ( 53.039326 sig out 1 act.) RANK 20 NODE 30 --> 51.737373 sigma in 44 act. ( 48.923180 sig out 1 act.) RANK 21 NODE 28 --> 49.984684 sigma in 44 act. ( 43.687336 sig out 1 act.) RANK 22 NODE 3 --> 49.709766 sigma in 44 act. ( 47.623623 sig out 1 act.) RANK 23 NODE 34 --> 46.535389 sigma in 44 act. ( 49.006897 sig out 1 act.) RANK 24 NODE 1 --> 42.756386 sigma in 44 act. ( 38.765942 sig out 1 act.) RANK 25 NODE 12 --> 38.216537 sigma in 44 act. ( 37.508129 sig out 1 act.) RANK 26 NODE 41 --> 35.020554 sigma in 44 act. ( 33.741119 sig out 1 act.) RANK 27 NODE 27 --> 30.625601 sigma in 44 act. ( 28.771078 sig out 1 act.) RANK 28 NODE 15 --> 30.312254 sigma in 44 act. ( 30.726542 sig out 1 act.) RANK 29 NODE 39 --> 29.741718 sigma in 44 act. ( 32.965240 sig out 1 act.) RANK 30 NODE 43 --> 24.824251 sigma in 44 act. ( 25.371721 sig out 1 act.) RANK 31 NODE 23 --> 24.759188 sigma in 44 act. ( 24.238049 sig out 1 act.) RANK 32 NODE 6 --> 24.520384 sigma in 44 act. ( 25.473427 sig out 1 act.) RANK 33 NODE 20 --> 17.559793 sigma in 44 act. ( 18.104973 sig out 1 act.) RANK 34 NODE 33 --> 16.174026 sigma in 44 act. ( 14.285172 sig out 1 act.) RANK 35 NODE 25 --> 15.520161 sigma in 44 act. ( 13.624838 sig out 1 act.) RANK 36 NODE 37 --> 15.518648 sigma in 44 act. ( 14.012945 sig out 1 act.) RANK 37 NODE 16 --> 14.324951 sigma in 44 act. ( 13.171304 sig out 1 act.) RANK 38 NODE 22 --> 11.927751 sigma in 44 act. ( 11.050669 sig out 1 act.) RANK 39 NODE 36 --> 10.881998 sigma in 44 act. ( 10.021007 sig out 1 act.) RANK 40 NODE 40 --> 9.1858873 sigma in 44 act. ( 4.9391294 sig out 1 act.) RANK 41 NODE 10 --> 8.9685555 sigma in 44 act. ( 6.0569563 sig out 1 act.) RANK 42 NODE 24 --> 8.0200901 sigma in 44 act. ( 1.9039569 sig out 1 act.) RANK 43 NODE 29 --> 7.1641459 sigma in 44 act. ( 2.3619995 sig out 1 act.) RANK 44 NODE 21 --> 6.8772540 sigma in 44 act. ( 5.3272390 sig out 1 act.) sorted by output significance RANK 1 NODE 11 --> 153.27765 sigma out 1 act.( 165.93843 sig in 44 act.) RANK 2 NODE 44 --> 150.86510 sigma out 1 act.( 150.67807 sig in 44 act.) RANK 3 NODE 26 --> 109.11778 sigma out 1 act.( 117.06516 sig in 44 act.) RANK 4 NODE 18 --> 107.75802 sigma out 1 act.( 152.73737 sig in 44 act.) RANK 5 NODE 5 --> 87.924339 sigma out 1 act.( 91.268280 sig in 44 act.) RANK 6 NODE 42 --> 78.002235 sigma out 1 act.( 74.637482 sig in 44 act.) RANK 7 NODE 4 --> 75.056747 sigma out 1 act.( 111.12150 sig in 44 act.) RANK 8 NODE 35 --> 73.945023 sigma out 1 act.( 71.516319 sig in 44 act.) RANK 9 NODE 13 --> 69.151512 sigma out 1 act.( 64.463135 sig in 44 act.) RANK 10 NODE 7 --> 69.109894 sigma out 1 act.( 80.695152 sig in 44 act.) RANK 11 NODE 38 --> 67.779831 sigma out 1 act.( 81.697807 sig in 44 act.) RANK 12 NODE 9 --> 66.722878 sigma out 1 act.( 90.216484 sig in 44 act.) RANK 13 NODE 19 --> 65.900200 sigma out 1 act.( 71.684723 sig in 44 act.) RANK 14 NODE 17 --> 64.952438 sigma out 1 act.( 70.016853 sig in 44 act.) RANK 15 NODE 2 --> 63.035900 sigma out 1 act.( 75.738937 sig in 44 act.) RANK 16 NODE 8 --> 60.289471 sigma out 1 act.( 73.355026 sig in 44 act.) RANK 17 NODE 32 --> 57.418758 sigma out 1 act.( 66.971985 sig in 44 act.) RANK 18 NODE 31 --> 56.723354 sigma out 1 act.( 74.079628 sig in 44 act.) RANK 19 NODE 14 --> 53.039326 sigma out 1 act.( 57.731476 sig in 44 act.) RANK 20 NODE 34 --> 49.006897 sigma out 1 act.( 46.535389 sig in 44 act.) RANK 21 NODE 30 --> 48.923180 sigma out 1 act.( 51.737373 sig in 44 act.) RANK 22 NODE 3 --> 47.623623 sigma out 1 act.( 49.709766 sig in 44 act.) RANK 23 NODE 28 --> 43.687336 sigma out 1 act.( 49.984684 sig in 44 act.) RANK 24 NODE 1 --> 38.765942 sigma out 1 act.( 42.756386 sig in 44 act.) RANK 25 NODE 12 --> 37.508129 sigma out 1 act.( 38.216537 sig in 44 act.) RANK 26 NODE 41 --> 33.741119 sigma out 1 act.( 35.020554 sig in 44 act.) RANK 27 NODE 39 --> 32.965240 sigma out 1 act.( 29.741718 sig in 44 act.) RANK 28 NODE 15 --> 30.726542 sigma out 1 act.( 30.312254 sig in 44 act.) RANK 29 NODE 27 --> 28.771078 sigma out 1 act.( 30.625601 sig in 44 act.) RANK 30 NODE 6 --> 25.473427 sigma out 1 act.( 24.520384 sig in 44 act.) RANK 31 NODE 43 --> 25.371721 sigma out 1 act.( 24.824251 sig in 44 act.) RANK 32 NODE 23 --> 24.238049 sigma out 1 act.( 24.759188 sig in 44 act.) RANK 33 NODE 20 --> 18.104973 sigma out 1 act.( 17.559793 sig in 44 act.) RANK 34 NODE 33 --> 14.285172 sigma out 1 act.( 16.174026 sig in 44 act.) RANK 35 NODE 37 --> 14.012945 sigma out 1 act.( 15.518648 sig in 44 act.) RANK 36 NODE 25 --> 13.624838 sigma out 1 act.( 15.520161 sig in 44 act.) RANK 37 NODE 16 --> 13.171304 sigma out 1 act.( 14.324951 sig in 44 act.) RANK 38 NODE 22 --> 11.050669 sigma out 1 act.( 11.927751 sig in 44 act.) RANK 39 NODE 36 --> 10.021007 sigma out 1 act.( 10.881998 sig in 44 act.) RANK 40 NODE 10 --> 6.0569563 sigma out 1 act.( 8.9685555 sig in 44 act.) RANK 41 NODE 21 --> 5.3272390 sigma out 1 act.( 6.8772540 sig in 44 act.) RANK 42 NODE 40 --> 4.9391294 sigma out 1 act.( 9.1858873 sig in 44 act.) RANK 43 NODE 29 --> 2.3619995 sigma out 1 act.( 7.1641459 sig in 44 act.) RANK 44 NODE 24 --> 1.9039569 sigma out 1 act.( 8.0200901 sig in 44 act.) RANK 1 NODE 1 --> 397.43942 sigma in 44 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.45849976 *** contribution from regularisation: 1.15613698E-03 *** contribution from error: -0.45965591 *** contribution from DIAG: 4.30858578E-04 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.48857796 *** contribution from regularisation: 3.25958105E-03 *** contribution from error: -0.49183753 *** contribution from DIAG: 9.55285795E-05 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.49002519 *** contribution from regularisation: 2.44836113E-03 *** contribution from error: -0.49247354 *** contribution from DIAG: 1.36942690E-04 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.46299228 *** contribution from regularisation: 2.68779136E-03 *** contribution from error: -0.46568006 *** contribution from DIAG: 2.61024991E-03 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.48916110 *** contribution from regularisation: 2.69942963E-03 *** contribution from error: -0.49186054 *** contribution from DIAG: 2.26639007E-04 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.49027535 *** contribution from regularisation: 2.72126845E-03 *** contribution from error: -0.49299663 *** contribution from DIAG: 1.25320134E-04 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.49083319 *** contribution from regularisation: 2.75244610E-03 *** contribution from error: -0.49358565 *** contribution from DIAG: 2.28098201E-04 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.49121505 *** contribution from regularisation: 2.79831840E-03 *** contribution from error: -0.49401337 *** contribution from DIAG: 3.12000746E-04 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.49139801 *** contribution from regularisation: 2.82731559E-03 *** contribution from error: -0.49422532 *** contribution from DIAG: 3.29897332E-04 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 233.17769 sigma out 44 active outputs RANK 2 NODE 2 --> 199.58167 sigma out 44 active outputs RANK 3 NODE 3 --> 128.73782 sigma out 44 active outputs RANK 4 NODE 6 --> 125.25887 sigma out 44 active outputs RANK 5 NODE 5 --> 124.22572 sigma out 44 active outputs RANK 6 NODE 7 --> 96.062500 sigma out 44 active outputs RANK 7 NODE 8 --> 94.117172 sigma out 44 active outputs RANK 8 NODE 4 --> 84.105156 sigma out 44 active outputs RANK 9 NODE 12 --> 79.067337 sigma out 44 active outputs RANK 10 NODE 13 --> 76.578865 sigma out 44 active outputs RANK 11 NODE 11 --> 74.836151 sigma out 44 active outputs RANK 12 NODE 9 --> 74.688599 sigma out 44 active outputs RANK 13 NODE 15 --> 68.164230 sigma out 44 active outputs RANK 14 NODE 10 --> 66.832649 sigma out 44 active outputs RANK 15 NODE 18 --> 58.943111 sigma out 44 active outputs RANK 16 NODE 16 --> 58.785271 sigma out 44 active outputs RANK 17 NODE 14 --> 58.714539 sigma out 44 active outputs RANK 18 NODE 26 --> 52.248947 sigma out 44 active outputs RANK 19 NODE 23 --> 48.582500 sigma out 44 active outputs RANK 20 NODE 29 --> 46.756943 sigma out 44 active outputs RANK 21 NODE 20 --> 45.571014 sigma out 44 active outputs RANK 22 NODE 17 --> 43.846851 sigma out 44 active outputs RANK 23 NODE 19 --> 42.449188 sigma out 44 active outputs RANK 24 NODE 27 --> 41.628948 sigma out 44 active outputs RANK 25 NODE 24 --> 39.423477 sigma out 44 active outputs RANK 26 NODE 22 --> 38.295765 sigma out 44 active outputs RANK 27 NODE 25 --> 37.907799 sigma out 44 active outputs RANK 28 NODE 30 --> 35.599674 sigma out 44 active outputs RANK 29 NODE 21 --> 35.481796 sigma out 44 active outputs RANK 30 NODE 39 --> 28.911695 sigma out 44 active outputs RANK 31 NODE 31 --> 25.046978 sigma out 44 active outputs RANK 32 NODE 28 --> 25.010944 sigma out 44 active outputs RANK 33 NODE 32 --> 24.656282 sigma out 44 active outputs RANK 34 NODE 37 --> 23.834934 sigma out 44 active outputs RANK 35 NODE 33 --> 23.316797 sigma out 44 active outputs RANK 36 NODE 35 --> 23.169748 sigma out 44 active outputs RANK 37 NODE 34 --> 22.208393 sigma out 44 active outputs RANK 38 NODE 38 --> 21.392105 sigma out 44 active outputs RANK 39 NODE 36 --> 20.857660 sigma out 44 active outputs RANK 40 NODE 40 --> 19.831516 sigma out 44 active outputs RANK 41 NODE 41 --> 18.411535 sigma out 44 active outputs RANK 42 NODE 42 --> 17.800417 sigma out 44 active outputs RANK 43 NODE 43 --> 15.848306 sigma out 44 active outputs RANK 44 NODE 44 --> 9.0661554 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 11 --> 184.70419 sigma in 44 act. ( 166.79944 sig out 1 act.) RANK 2 NODE 18 --> 171.41527 sigma in 44 act. ( 118.86625 sig out 1 act.) RANK 3 NODE 44 --> 159.91066 sigma in 44 act. ( 157.88579 sig out 1 act.) RANK 4 NODE 4 --> 126.03267 sigma in 44 act. ( 82.711136 sig out 1 act.) RANK 5 NODE 26 --> 118.24080 sigma in 44 act. ( 119.44950 sig out 1 act.) RANK 6 NODE 5 --> 101.53349 sigma in 44 act. ( 94.633339 sig out 1 act.) RANK 7 NODE 9 --> 101.42066 sigma in 44 act. ( 70.803268 sig out 1 act.) RANK 8 NODE 7 --> 88.840218 sigma in 44 act. ( 72.402519 sig out 1 act.) RANK 9 NODE 2 --> 86.676796 sigma in 44 act. ( 68.788383 sig out 1 act.) RANK 10 NODE 8 --> 83.643410 sigma in 44 act. ( 68.708626 sig out 1 act.) RANK 11 NODE 38 --> 81.623314 sigma in 44 act. ( 67.965279 sig out 1 act.) RANK 12 NODE 17 --> 80.335152 sigma in 44 act. ( 72.739525 sig out 1 act.) RANK 13 NODE 31 --> 80.030670 sigma in 44 act. ( 61.601929 sig out 1 act.) RANK 14 NODE 42 --> 77.972580 sigma in 44 act. ( 81.371628 sig out 1 act.) RANK 15 NODE 32 --> 76.341949 sigma in 44 act. ( 63.855438 sig out 1 act.) RANK 16 NODE 35 --> 75.991081 sigma in 44 act. ( 78.348343 sig out 1 act.) RANK 17 NODE 19 --> 73.984512 sigma in 44 act. ( 67.266937 sig out 1 act.) RANK 18 NODE 13 --> 66.370628 sigma in 44 act. ( 69.308105 sig out 1 act.) RANK 19 NODE 14 --> 66.212830 sigma in 44 act. ( 60.197445 sig out 1 act.) RANK 20 NODE 30 --> 55.504391 sigma in 44 act. ( 52.552834 sig out 1 act.) RANK 21 NODE 3 --> 55.210556 sigma in 44 act. ( 53.005814 sig out 1 act.) RANK 22 NODE 28 --> 54.158337 sigma in 44 act. ( 46.603336 sig out 1 act.) RANK 23 NODE 34 --> 49.491379 sigma in 44 act. ( 50.470638 sig out 1 act.) RANK 24 NODE 1 --> 45.972271 sigma in 44 act. ( 40.283661 sig out 1 act.) RANK 25 NODE 12 --> 41.548744 sigma in 44 act. ( 40.081844 sig out 1 act.) RANK 26 NODE 41 --> 39.246056 sigma in 44 act. ( 36.281250 sig out 1 act.) RANK 27 NODE 39 --> 33.119640 sigma in 44 act. ( 35.624794 sig out 1 act.) RANK 28 NODE 15 --> 32.642849 sigma in 44 act. ( 32.070644 sig out 1 act.) RANK 29 NODE 27 --> 31.444185 sigma in 44 act. ( 28.201540 sig out 1 act.) RANK 30 NODE 23 --> 31.216911 sigma in 44 act. ( 29.433218 sig out 1 act.) RANK 31 NODE 6 --> 27.280832 sigma in 44 act. ( 26.794285 sig out 1 act.) RANK 32 NODE 43 --> 25.919098 sigma in 44 act. ( 24.508898 sig out 1 act.) RANK 33 NODE 20 --> 20.425377 sigma in 44 act. ( 18.989105 sig out 1 act.) RANK 34 NODE 33 --> 20.052685 sigma in 44 act. ( 16.378197 sig out 1 act.) RANK 35 NODE 25 --> 19.695360 sigma in 44 act. ( 15.595745 sig out 1 act.) RANK 36 NODE 37 --> 16.787590 sigma in 44 act. ( 12.542519 sig out 1 act.) RANK 37 NODE 22 --> 16.001381 sigma in 44 act. ( 13.256375 sig out 1 act.) RANK 38 NODE 16 --> 15.770549 sigma in 44 act. ( 12.050038 sig out 1 act.) RANK 39 NODE 40 --> 15.258485 sigma in 44 act. ( 9.2021198 sig out 1 act.) RANK 40 NODE 24 --> 12.501657 sigma in 44 act. ( 0.20195305 sig out 1 act.) RANK 41 NODE 36 --> 12.273307 sigma in 44 act. ( 8.6431599 sig out 1 act.) RANK 42 NODE 10 --> 11.458800 sigma in 44 act. ( 5.7424331 sig out 1 act.) RANK 43 NODE 21 --> 11.421689 sigma in 44 act. ( 8.0118923 sig out 1 act.) RANK 44 NODE 29 --> 11.227145 sigma in 44 act. ( 1.4026362 sig out 1 act.) sorted by output significance RANK 1 NODE 11 --> 166.79944 sigma out 1 act.( 184.70419 sig in 44 act.) RANK 2 NODE 44 --> 157.88579 sigma out 1 act.( 159.91066 sig in 44 act.) RANK 3 NODE 26 --> 119.44950 sigma out 1 act.( 118.24080 sig in 44 act.) RANK 4 NODE 18 --> 118.86625 sigma out 1 act.( 171.41527 sig in 44 act.) RANK 5 NODE 5 --> 94.633339 sigma out 1 act.( 101.53349 sig in 44 act.) RANK 6 NODE 4 --> 82.711136 sigma out 1 act.( 126.03267 sig in 44 act.) RANK 7 NODE 42 --> 81.371628 sigma out 1 act.( 77.972580 sig in 44 act.) RANK 8 NODE 35 --> 78.348343 sigma out 1 act.( 75.991081 sig in 44 act.) RANK 9 NODE 17 --> 72.739525 sigma out 1 act.( 80.335152 sig in 44 act.) RANK 10 NODE 7 --> 72.402519 sigma out 1 act.( 88.840218 sig in 44 act.) RANK 11 NODE 9 --> 70.803268 sigma out 1 act.( 101.42066 sig in 44 act.) RANK 12 NODE 13 --> 69.308105 sigma out 1 act.( 66.370628 sig in 44 act.) RANK 13 NODE 2 --> 68.788383 sigma out 1 act.( 86.676796 sig in 44 act.) RANK 14 NODE 8 --> 68.708626 sigma out 1 act.( 83.643410 sig in 44 act.) RANK 15 NODE 38 --> 67.965279 sigma out 1 act.( 81.623314 sig in 44 act.) RANK 16 NODE 19 --> 67.266937 sigma out 1 act.( 73.984512 sig in 44 act.) RANK 17 NODE 32 --> 63.855438 sigma out 1 act.( 76.341949 sig in 44 act.) RANK 18 NODE 31 --> 61.601929 sigma out 1 act.( 80.030670 sig in 44 act.) RANK 19 NODE 14 --> 60.197445 sigma out 1 act.( 66.212830 sig in 44 act.) RANK 20 NODE 3 --> 53.005814 sigma out 1 act.( 55.210556 sig in 44 act.) RANK 21 NODE 30 --> 52.552834 sigma out 1 act.( 55.504391 sig in 44 act.) RANK 22 NODE 34 --> 50.470638 sigma out 1 act.( 49.491379 sig in 44 act.) RANK 23 NODE 28 --> 46.603336 sigma out 1 act.( 54.158337 sig in 44 act.) RANK 24 NODE 1 --> 40.283661 sigma out 1 act.( 45.972271 sig in 44 act.) RANK 25 NODE 12 --> 40.081844 sigma out 1 act.( 41.548744 sig in 44 act.) RANK 26 NODE 41 --> 36.281250 sigma out 1 act.( 39.246056 sig in 44 act.) RANK 27 NODE 39 --> 35.624794 sigma out 1 act.( 33.119640 sig in 44 act.) RANK 28 NODE 15 --> 32.070644 sigma out 1 act.( 32.642849 sig in 44 act.) RANK 29 NODE 23 --> 29.433218 sigma out 1 act.( 31.216911 sig in 44 act.) RANK 30 NODE 27 --> 28.201540 sigma out 1 act.( 31.444185 sig in 44 act.) RANK 31 NODE 6 --> 26.794285 sigma out 1 act.( 27.280832 sig in 44 act.) RANK 32 NODE 43 --> 24.508898 sigma out 1 act.( 25.919098 sig in 44 act.) RANK 33 NODE 20 --> 18.989105 sigma out 1 act.( 20.425377 sig in 44 act.) RANK 34 NODE 33 --> 16.378197 sigma out 1 act.( 20.052685 sig in 44 act.) RANK 35 NODE 25 --> 15.595745 sigma out 1 act.( 19.695360 sig in 44 act.) RANK 36 NODE 22 --> 13.256375 sigma out 1 act.( 16.001381 sig in 44 act.) RANK 37 NODE 37 --> 12.542519 sigma out 1 act.( 16.787590 sig in 44 act.) RANK 38 NODE 16 --> 12.050038 sigma out 1 act.( 15.770549 sig in 44 act.) RANK 39 NODE 40 --> 9.2021198 sigma out 1 act.( 15.258485 sig in 44 act.) RANK 40 NODE 36 --> 8.6431599 sigma out 1 act.( 12.273307 sig in 44 act.) RANK 41 NODE 21 --> 8.0118923 sigma out 1 act.( 11.421689 sig in 44 act.) RANK 42 NODE 10 --> 5.7424331 sigma out 1 act.( 11.458800 sig in 44 act.) RANK 43 NODE 29 --> 1.4026362 sigma out 1 act.( 11.227145 sig in 44 act.) RANK 44 NODE 24 --> 0.20195305 sigma out 1 act.( 12.501657 sig in 44 act.) RANK 1 NODE 1 --> 426.46161 sigma in 44 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.49169895 *** contribution from regularisation: 2.83121853E-03 *** contribution from error: -0.49453017 *** contribution from DIAG: 3.33242584E-04 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.49204203 *** contribution from regularisation: 2.82974378E-03 *** contribution from error: -0.49487177 *** contribution from DIAG: 3.28529160E-04 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.49259028 *** contribution from regularisation: 2.84012174E-03 *** contribution from error: -0.49543041 *** contribution from DIAG: 2.39173198E-04 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.49315810 *** contribution from regularisation: 2.82602618E-03 *** contribution from error: -0.49598414 *** contribution from DIAG: 2.77386949E-04 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.49349669 *** contribution from regularisation: 2.82232626E-03 *** contribution from error: -0.49631903 *** contribution from DIAG: 2.86355411E-04 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.49378583 *** contribution from regularisation: 2.82942574E-03 *** contribution from error: -0.49661526 *** contribution from DIAG: 2.68070406E-04 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.49446788 *** contribution from regularisation: 2.84393737E-03 *** contribution from error: -0.49731183 *** contribution from DIAG: 2.45361618E-04 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.49478188 *** contribution from regularisation: 2.88772816E-03 *** contribution from error: -0.49766961 *** contribution from DIAG: 2.91209202E-04 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.49544039 *** contribution from regularisation: 2.83813803E-03 *** contribution from error: -0.49827853 *** contribution from DIAG: 3.06499220E-04 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.49565473 *** contribution from regularisation: 2.83466303E-03 *** contribution from error: -0.49848941 *** contribution from DIAG: 3.46612476E-04 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 234.17384 sigma out 44 active outputs RANK 2 NODE 1 --> 220.61586 sigma out 44 active outputs RANK 3 NODE 3 --> 177.88252 sigma out 44 active outputs RANK 4 NODE 6 --> 142.66872 sigma out 44 active outputs RANK 5 NODE 5 --> 141.45570 sigma out 44 active outputs RANK 6 NODE 8 --> 126.91376 sigma out 44 active outputs RANK 7 NODE 7 --> 104.89485 sigma out 44 active outputs RANK 8 NODE 11 --> 81.500557 sigma out 44 active outputs RANK 9 NODE 4 --> 80.785385 sigma out 44 active outputs RANK 10 NODE 13 --> 74.939148 sigma out 44 active outputs RANK 11 NODE 9 --> 70.944046 sigma out 44 active outputs RANK 12 NODE 15 --> 70.717056 sigma out 44 active outputs RANK 13 NODE 12 --> 68.394073 sigma out 44 active outputs RANK 14 NODE 16 --> 66.756889 sigma out 44 active outputs RANK 15 NODE 10 --> 65.473801 sigma out 44 active outputs RANK 16 NODE 18 --> 65.449303 sigma out 44 active outputs RANK 17 NODE 14 --> 64.670334 sigma out 44 active outputs RANK 18 NODE 23 --> 50.669216 sigma out 44 active outputs RANK 19 NODE 22 --> 50.127541 sigma out 44 active outputs RANK 20 NODE 26 --> 45.234516 sigma out 44 active outputs RANK 21 NODE 19 --> 43.429070 sigma out 44 active outputs RANK 22 NODE 20 --> 43.298901 sigma out 44 active outputs RANK 23 NODE 29 --> 42.933914 sigma out 44 active outputs RANK 24 NODE 17 --> 40.362114 sigma out 44 active outputs RANK 25 NODE 21 --> 38.965477 sigma out 44 active outputs RANK 26 NODE 24 --> 38.503521 sigma out 44 active outputs RANK 27 NODE 27 --> 38.083946 sigma out 44 active outputs RANK 28 NODE 25 --> 35.976837 sigma out 44 active outputs RANK 29 NODE 30 --> 34.887871 sigma out 44 active outputs RANK 30 NODE 40 --> 29.381502 sigma out 44 active outputs RANK 31 NODE 39 --> 27.205013 sigma out 44 active outputs RANK 32 NODE 31 --> 23.812990 sigma out 44 active outputs RANK 33 NODE 32 --> 23.522926 sigma out 44 active outputs RANK 34 NODE 38 --> 23.514664 sigma out 44 active outputs RANK 35 NODE 28 --> 23.115252 sigma out 44 active outputs RANK 36 NODE 35 --> 22.948652 sigma out 44 active outputs RANK 37 NODE 37 --> 22.139925 sigma out 44 active outputs RANK 38 NODE 33 --> 21.441174 sigma out 44 active outputs RANK 39 NODE 34 --> 20.436470 sigma out 44 active outputs RANK 40 NODE 36 --> 18.999023 sigma out 44 active outputs RANK 41 NODE 41 --> 18.626053 sigma out 44 active outputs RANK 42 NODE 42 --> 18.434452 sigma out 44 active outputs RANK 43 NODE 43 --> 16.010277 sigma out 44 active outputs RANK 44 NODE 44 --> 9.3797474 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 18 --> 213.02365 sigma in 44 act. ( 168.76930 sig out 1 act.) RANK 2 NODE 11 --> 203.02914 sigma in 44 act. ( 208.39030 sig out 1 act.) RANK 3 NODE 44 --> 161.70500 sigma in 44 act. ( 153.53973 sig out 1 act.) RANK 4 NODE 4 --> 139.03833 sigma in 44 act. ( 96.830826 sig out 1 act.) RANK 5 NODE 9 --> 113.98908 sigma in 44 act. ( 83.949402 sig out 1 act.) RANK 6 NODE 26 --> 111.53601 sigma in 44 act. ( 170.00511 sig out 1 act.) RANK 7 NODE 8 --> 105.35278 sigma in 44 act. ( 92.037437 sig out 1 act.) RANK 8 NODE 5 --> 104.25953 sigma in 44 act. ( 96.825195 sig out 1 act.) RANK 9 NODE 7 --> 102.26892 sigma in 44 act. ( 79.429108 sig out 1 act.) RANK 10 NODE 14 --> 99.414093 sigma in 44 act. ( 96.144669 sig out 1 act.) RANK 11 NODE 2 --> 96.950241 sigma in 44 act. ( 77.809242 sig out 1 act.) RANK 12 NODE 17 --> 87.167076 sigma in 44 act. ( 83.560707 sig out 1 act.) RANK 13 NODE 31 --> 86.591866 sigma in 44 act. ( 73.411003 sig out 1 act.) RANK 14 NODE 32 --> 82.631752 sigma in 44 act. ( 72.718834 sig out 1 act.) RANK 15 NODE 35 --> 79.860413 sigma in 44 act. ( 90.236259 sig out 1 act.) RANK 16 NODE 42 --> 74.518677 sigma in 44 act. ( 90.369041 sig out 1 act.) RANK 17 NODE 19 --> 70.826996 sigma in 44 act. ( 69.076103 sig out 1 act.) RANK 18 NODE 38 --> 65.342819 sigma in 44 act. ( 59.506435 sig out 1 act.) RANK 19 NODE 3 --> 57.361069 sigma in 44 act. ( 61.423100 sig out 1 act.) RANK 20 NODE 13 --> 55.837368 sigma in 44 act. ( 57.833416 sig out 1 act.) RANK 21 NODE 30 --> 54.661938 sigma in 44 act. ( 57.762894 sig out 1 act.) RANK 22 NODE 28 --> 52.939953 sigma in 44 act. ( 50.430885 sig out 1 act.) RANK 23 NODE 1 --> 46.007874 sigma in 44 act. ( 40.196964 sig out 1 act.) RANK 24 NODE 39 --> 44.369564 sigma in 44 act. ( 51.463455 sig out 1 act.) RANK 25 NODE 41 --> 40.415119 sigma in 44 act. ( 37.978008 sig out 1 act.) RANK 26 NODE 34 --> 39.658924 sigma in 44 act. ( 39.314575 sig out 1 act.) RANK 27 NODE 12 --> 38.478092 sigma in 44 act. ( 37.120300 sig out 1 act.) RANK 28 NODE 23 --> 34.797710 sigma in 44 act. ( 32.660751 sig out 1 act.) RANK 29 NODE 15 --> 34.735691 sigma in 44 act. ( 34.076447 sig out 1 act.) RANK 30 NODE 6 --> 33.913010 sigma in 44 act. ( 33.374851 sig out 1 act.) RANK 31 NODE 27 --> 29.111216 sigma in 44 act. ( 26.671524 sig out 1 act.) RANK 32 NODE 25 --> 28.062099 sigma in 44 act. ( 25.470253 sig out 1 act.) RANK 33 NODE 20 --> 27.118483 sigma in 44 act. ( 27.299206 sig out 1 act.) RANK 34 NODE 40 --> 21.622982 sigma in 44 act. ( 17.944206 sig out 1 act.) RANK 35 NODE 43 --> 20.881800 sigma in 44 act. ( 18.521845 sig out 1 act.) RANK 36 NODE 33 --> 19.965300 sigma in 44 act. ( 16.636469 sig out 1 act.) RANK 37 NODE 22 --> 14.050393 sigma in 44 act. ( 10.721952 sig out 1 act.) RANK 38 NODE 21 --> 14.048725 sigma in 44 act. ( 12.010012 sig out 1 act.) RANK 39 NODE 37 --> 13.029490 sigma in 44 act. ( 7.1995325 sig out 1 act.) RANK 40 NODE 24 --> 12.585203 sigma in 44 act. ( 4.4429450 sig out 1 act.) RANK 41 NODE 29 --> 12.514896 sigma in 44 act. ( 5.3977933 sig out 1 act.) RANK 42 NODE 10 --> 10.212875 sigma in 44 act. ( 4.0679803 sig out 1 act.) RANK 43 NODE 16 --> 9.7383451 sigma in 44 act. ( 1.2194715 sig out 1 act.) RANK 44 NODE 36 --> 9.7296410 sigma in 44 act. ( 3.4526329 sig out 1 act.) sorted by output significance RANK 1 NODE 11 --> 208.39030 sigma out 1 act.( 203.02914 sig in 44 act.) RANK 2 NODE 26 --> 170.00511 sigma out 1 act.( 111.53601 sig in 44 act.) RANK 3 NODE 18 --> 168.76930 sigma out 1 act.( 213.02365 sig in 44 act.) RANK 4 NODE 44 --> 153.53973 sigma out 1 act.( 161.70500 sig in 44 act.) RANK 5 NODE 4 --> 96.830826 sigma out 1 act.( 139.03833 sig in 44 act.) RANK 6 NODE 5 --> 96.825195 sigma out 1 act.( 104.25953 sig in 44 act.) RANK 7 NODE 14 --> 96.144669 sigma out 1 act.( 99.414093 sig in 44 act.) RANK 8 NODE 8 --> 92.037437 sigma out 1 act.( 105.35278 sig in 44 act.) RANK 9 NODE 42 --> 90.369041 sigma out 1 act.( 74.518677 sig in 44 act.) RANK 10 NODE 35 --> 90.236259 sigma out 1 act.( 79.860413 sig in 44 act.) RANK 11 NODE 9 --> 83.949402 sigma out 1 act.( 113.98908 sig in 44 act.) RANK 12 NODE 17 --> 83.560707 sigma out 1 act.( 87.167076 sig in 44 act.) RANK 13 NODE 7 --> 79.429108 sigma out 1 act.( 102.26892 sig in 44 act.) RANK 14 NODE 2 --> 77.809242 sigma out 1 act.( 96.950241 sig in 44 act.) RANK 15 NODE 31 --> 73.411003 sigma out 1 act.( 86.591866 sig in 44 act.) RANK 16 NODE 32 --> 72.718834 sigma out 1 act.( 82.631752 sig in 44 act.) RANK 17 NODE 19 --> 69.076103 sigma out 1 act.( 70.826996 sig in 44 act.) RANK 18 NODE 3 --> 61.423100 sigma out 1 act.( 57.361069 sig in 44 act.) RANK 19 NODE 38 --> 59.506435 sigma out 1 act.( 65.342819 sig in 44 act.) RANK 20 NODE 13 --> 57.833416 sigma out 1 act.( 55.837368 sig in 44 act.) RANK 21 NODE 30 --> 57.762894 sigma out 1 act.( 54.661938 sig in 44 act.) RANK 22 NODE 39 --> 51.463455 sigma out 1 act.( 44.369564 sig in 44 act.) RANK 23 NODE 28 --> 50.430885 sigma out 1 act.( 52.939953 sig in 44 act.) RANK 24 NODE 1 --> 40.196964 sigma out 1 act.( 46.007874 sig in 44 act.) RANK 25 NODE 34 --> 39.314575 sigma out 1 act.( 39.658924 sig in 44 act.) RANK 26 NODE 41 --> 37.978008 sigma out 1 act.( 40.415119 sig in 44 act.) RANK 27 NODE 12 --> 37.120300 sigma out 1 act.( 38.478092 sig in 44 act.) RANK 28 NODE 15 --> 34.076447 sigma out 1 act.( 34.735691 sig in 44 act.) RANK 29 NODE 6 --> 33.374851 sigma out 1 act.( 33.913010 sig in 44 act.) RANK 30 NODE 23 --> 32.660751 sigma out 1 act.( 34.797710 sig in 44 act.) RANK 31 NODE 20 --> 27.299206 sigma out 1 act.( 27.118483 sig in 44 act.) RANK 32 NODE 27 --> 26.671524 sigma out 1 act.( 29.111216 sig in 44 act.) RANK 33 NODE 25 --> 25.470253 sigma out 1 act.( 28.062099 sig in 44 act.) RANK 34 NODE 43 --> 18.521845 sigma out 1 act.( 20.881800 sig in 44 act.) RANK 35 NODE 40 --> 17.944206 sigma out 1 act.( 21.622982 sig in 44 act.) RANK 36 NODE 33 --> 16.636469 sigma out 1 act.( 19.965300 sig in 44 act.) RANK 37 NODE 21 --> 12.010012 sigma out 1 act.( 14.048725 sig in 44 act.) RANK 38 NODE 22 --> 10.721952 sigma out 1 act.( 14.050393 sig in 44 act.) RANK 39 NODE 37 --> 7.1995325 sigma out 1 act.( 13.029490 sig in 44 act.) RANK 40 NODE 29 --> 5.3977933 sigma out 1 act.( 12.514896 sig in 44 act.) RANK 41 NODE 24 --> 4.4429450 sigma out 1 act.( 12.585203 sig in 44 act.) RANK 42 NODE 10 --> 4.0679803 sigma out 1 act.( 10.212875 sig in 44 act.) RANK 43 NODE 36 --> 3.4526329 sigma out 1 act.( 9.7296410 sig in 44 act.) RANK 44 NODE 16 --> 1.2194715 sigma out 1 act.( 9.7383451 sig in 44 act.) RANK 1 NODE 1 --> 500.94925 sigma in 44 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.49591556 *** contribution from regularisation: 2.85690953E-03 *** contribution from error: -0.49877247 *** contribution from DIAG: 3.99969111E-04 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.49641696 *** contribution from regularisation: 2.86919926E-03 *** contribution from error: -0.49928614 *** contribution from DIAG: 3.74635536E-04 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.49600682 *** contribution from regularisation: 2.97935377E-03 *** contribution from error: -0.49898618 *** contribution from DIAG: 3.50756367E-04 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.49691352 *** contribution from regularisation: 2.81519117E-03 *** contribution from error: -0.49972871 *** contribution from DIAG: 3.86342494E-04 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.49746975 *** contribution from regularisation: 2.92823347E-03 *** contribution from error: -0.50039798 *** contribution from DIAG: 3.44261905E-04 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.49775219 *** contribution from regularisation: 2.90031079E-03 *** contribution from error: -0.50065249 *** contribution from DIAG: 3.01746506E-04 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.49797502 *** contribution from regularisation: 2.91009806E-03 *** contribution from error: -0.50088513 *** contribution from DIAG: 3.00690794E-04 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.49819148 *** contribution from regularisation: 2.89930380E-03 *** contribution from error: -0.50109076 *** contribution from DIAG: 2.75020808E-04 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.49841046 *** contribution from regularisation: 2.90635345E-03 *** contribution from error: -0.50131685 *** contribution from DIAG: 2.47733755E-04 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.49867579 *** contribution from regularisation: 2.88804295E-03 *** contribution from error: -0.50156385 *** contribution from DIAG: 2.34995707E-04 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 261.03513 sigma out 44 active outputs RANK 2 NODE 1 --> 213.42061 sigma out 44 active outputs RANK 3 NODE 3 --> 195.59074 sigma out 44 active outputs RANK 4 NODE 5 --> 167.00476 sigma out 44 active outputs RANK 5 NODE 6 --> 157.35764 sigma out 44 active outputs RANK 6 NODE 8 --> 150.27109 sigma out 44 active outputs RANK 7 NODE 7 --> 106.44701 sigma out 44 active outputs RANK 8 NODE 4 --> 89.058319 sigma out 44 active outputs RANK 9 NODE 11 --> 86.483490 sigma out 44 active outputs RANK 10 NODE 13 --> 79.518913 sigma out 44 active outputs RANK 11 NODE 9 --> 77.774467 sigma out 44 active outputs RANK 12 NODE 18 --> 76.956520 sigma out 44 active outputs RANK 13 NODE 16 --> 75.810814 sigma out 44 active outputs RANK 14 NODE 10 --> 74.832718 sigma out 44 active outputs RANK 15 NODE 14 --> 71.322372 sigma out 44 active outputs RANK 16 NODE 15 --> 71.055573 sigma out 44 active outputs RANK 17 NODE 12 --> 69.480423 sigma out 44 active outputs RANK 18 NODE 22 --> 62.113537 sigma out 44 active outputs RANK 19 NODE 23 --> 60.602077 sigma out 44 active outputs RANK 20 NODE 26 --> 48.166542 sigma out 44 active outputs RANK 21 NODE 20 --> 46.700588 sigma out 44 active outputs RANK 22 NODE 19 --> 42.175171 sigma out 44 active outputs RANK 23 NODE 24 --> 42.166275 sigma out 44 active outputs RANK 24 NODE 29 --> 40.855846 sigma out 44 active outputs RANK 25 NODE 21 --> 40.721649 sigma out 44 active outputs RANK 26 NODE 17 --> 36.981251 sigma out 44 active outputs RANK 27 NODE 25 --> 36.489204 sigma out 44 active outputs RANK 28 NODE 27 --> 35.594990 sigma out 44 active outputs RANK 29 NODE 30 --> 34.617676 sigma out 44 active outputs RANK 30 NODE 40 --> 30.108391 sigma out 44 active outputs RANK 31 NODE 39 --> 24.683689 sigma out 44 active outputs RANK 32 NODE 38 --> 23.847752 sigma out 44 active outputs RANK 33 NODE 31 --> 22.118015 sigma out 44 active outputs RANK 34 NODE 35 --> 22.003889 sigma out 44 active outputs RANK 35 NODE 28 --> 21.882286 sigma out 44 active outputs RANK 36 NODE 32 --> 21.689383 sigma out 44 active outputs RANK 37 NODE 33 --> 20.158756 sigma out 44 active outputs RANK 38 NODE 37 --> 19.283104 sigma out 44 active outputs RANK 39 NODE 41 --> 18.117886 sigma out 44 active outputs RANK 40 NODE 34 --> 17.739191 sigma out 44 active outputs RANK 41 NODE 36 --> 17.505293 sigma out 44 active outputs RANK 42 NODE 42 --> 17.236622 sigma out 44 active outputs RANK 43 NODE 43 --> 15.955643 sigma out 44 active outputs RANK 44 NODE 44 --> 9.3741369 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 18 --> 231.10655 sigma in 44 act. ( 195.01833 sig out 1 act.) RANK 2 NODE 11 --> 210.53743 sigma in 44 act. ( 237.26205 sig out 1 act.) RANK 3 NODE 44 --> 164.75641 sigma in 44 act. ( 157.49568 sig out 1 act.) RANK 4 NODE 4 --> 146.21077 sigma in 44 act. ( 104.02959 sig out 1 act.) RANK 5 NODE 14 --> 135.24115 sigma in 44 act. ( 135.08363 sig out 1 act.) RANK 6 NODE 26 --> 129.79747 sigma in 44 act. ( 204.29414 sig out 1 act.) RANK 7 NODE 8 --> 128.95520 sigma in 44 act. ( 115.46901 sig out 1 act.) RANK 8 NODE 7 --> 119.69675 sigma in 44 act. ( 93.705399 sig out 1 act.) RANK 9 NODE 9 --> 118.07186 sigma in 44 act. ( 102.72748 sig out 1 act.) RANK 10 NODE 5 --> 106.74963 sigma in 44 act. ( 100.29684 sig out 1 act.) RANK 11 NODE 2 --> 99.197983 sigma in 44 act. ( 78.756500 sig out 1 act.) RANK 12 NODE 31 --> 93.929192 sigma in 44 act. ( 83.546585 sig out 1 act.) RANK 13 NODE 17 --> 93.644302 sigma in 44 act. ( 93.074181 sig out 1 act.) RANK 14 NODE 32 --> 92.544312 sigma in 44 act. ( 89.032288 sig out 1 act.) RANK 15 NODE 35 --> 85.003510 sigma in 44 act. ( 100.70387 sig out 1 act.) RANK 16 NODE 42 --> 79.813400 sigma in 44 act. ( 104.49789 sig out 1 act.) RANK 17 NODE 19 --> 75.165810 sigma in 44 act. ( 75.593750 sig out 1 act.) RANK 18 NODE 3 --> 60.038082 sigma in 44 act. ( 66.811386 sig out 1 act.) RANK 19 NODE 30 --> 59.048096 sigma in 44 act. ( 67.456322 sig out 1 act.) RANK 20 NODE 13 --> 58.345474 sigma in 44 act. ( 61.541142 sig out 1 act.) RANK 21 NODE 28 --> 56.849194 sigma in 44 act. ( 58.150887 sig out 1 act.) RANK 22 NODE 38 --> 55.634277 sigma in 44 act. ( 53.114532 sig out 1 act.) RANK 23 NODE 1 --> 52.902874 sigma in 44 act. ( 45.992630 sig out 1 act.) RANK 24 NODE 39 --> 51.380962 sigma in 44 act. ( 62.131172 sig out 1 act.) RANK 25 NODE 41 --> 45.202404 sigma in 44 act. ( 43.650913 sig out 1 act.) RANK 26 NODE 15 --> 37.117302 sigma in 44 act. ( 36.792278 sig out 1 act.) RANK 27 NODE 12 --> 36.941479 sigma in 44 act. ( 36.653522 sig out 1 act.) RANK 28 NODE 6 --> 36.861774 sigma in 44 act. ( 36.345325 sig out 1 act.) RANK 29 NODE 23 --> 34.984043 sigma in 44 act. ( 33.702690 sig out 1 act.) RANK 30 NODE 34 --> 31.927338 sigma in 44 act. ( 30.203314 sig out 1 act.) RANK 31 NODE 20 --> 31.087755 sigma in 44 act. ( 32.029934 sig out 1 act.) RANK 32 NODE 27 --> 29.098591 sigma in 44 act. ( 27.324816 sig out 1 act.) RANK 33 NODE 25 --> 27.392391 sigma in 44 act. ( 25.249588 sig out 1 act.) RANK 34 NODE 33 --> 24.910362 sigma in 44 act. ( 21.853498 sig out 1 act.) RANK 35 NODE 40 --> 22.073797 sigma in 44 act. ( 18.598022 sig out 1 act.) RANK 36 NODE 43 --> 19.259140 sigma in 44 act. ( 16.874475 sig out 1 act.) RANK 37 NODE 21 --> 18.565599 sigma in 44 act. ( 17.930773 sig out 1 act.) RANK 38 NODE 22 --> 15.405578 sigma in 44 act. ( 13.272793 sig out 1 act.) RANK 39 NODE 29 --> 13.537166 sigma in 44 act. ( 7.3405733 sig out 1 act.) RANK 40 NODE 24 --> 12.866691 sigma in 44 act. ( 6.6572061 sig out 1 act.) RANK 41 NODE 37 --> 11.442784 sigma in 44 act. ( 4.8350410 sig out 1 act.) RANK 42 NODE 16 --> 10.908375 sigma in 44 act. ( 5.5945921 sig out 1 act.) RANK 43 NODE 36 --> 9.5742102 sigma in 44 act. ( 4.3655553 sig out 1 act.) RANK 44 NODE 10 --> 9.1187620 sigma in 44 act. ( 2.3500111 sig out 1 act.) sorted by output significance RANK 1 NODE 11 --> 237.26205 sigma out 1 act.( 210.53743 sig in 44 act.) RANK 2 NODE 26 --> 204.29414 sigma out 1 act.( 129.79747 sig in 44 act.) RANK 3 NODE 18 --> 195.01833 sigma out 1 act.( 231.10655 sig in 44 act.) RANK 4 NODE 44 --> 157.49568 sigma out 1 act.( 164.75641 sig in 44 act.) RANK 5 NODE 14 --> 135.08363 sigma out 1 act.( 135.24115 sig in 44 act.) RANK 6 NODE 8 --> 115.46901 sigma out 1 act.( 128.95520 sig in 44 act.) RANK 7 NODE 42 --> 104.49789 sigma out 1 act.( 79.813400 sig in 44 act.) RANK 8 NODE 4 --> 104.02959 sigma out 1 act.( 146.21077 sig in 44 act.) RANK 9 NODE 9 --> 102.72748 sigma out 1 act.( 118.07186 sig in 44 act.) RANK 10 NODE 35 --> 100.70387 sigma out 1 act.( 85.003510 sig in 44 act.) RANK 11 NODE 5 --> 100.29684 sigma out 1 act.( 106.74963 sig in 44 act.) RANK 12 NODE 7 --> 93.705399 sigma out 1 act.( 119.69675 sig in 44 act.) RANK 13 NODE 17 --> 93.074181 sigma out 1 act.( 93.644302 sig in 44 act.) RANK 14 NODE 32 --> 89.032288 sigma out 1 act.( 92.544312 sig in 44 act.) RANK 15 NODE 31 --> 83.546585 sigma out 1 act.( 93.929192 sig in 44 act.) RANK 16 NODE 2 --> 78.756500 sigma out 1 act.( 99.197983 sig in 44 act.) RANK 17 NODE 19 --> 75.593750 sigma out 1 act.( 75.165810 sig in 44 act.) RANK 18 NODE 30 --> 67.456322 sigma out 1 act.( 59.048096 sig in 44 act.) RANK 19 NODE 3 --> 66.811386 sigma out 1 act.( 60.038082 sig in 44 act.) RANK 20 NODE 39 --> 62.131172 sigma out 1 act.( 51.380962 sig in 44 act.) RANK 21 NODE 13 --> 61.541142 sigma out 1 act.( 58.345474 sig in 44 act.) RANK 22 NODE 28 --> 58.150887 sigma out 1 act.( 56.849194 sig in 44 act.) RANK 23 NODE 38 --> 53.114532 sigma out 1 act.( 55.634277 sig in 44 act.) RANK 24 NODE 1 --> 45.992630 sigma out 1 act.( 52.902874 sig in 44 act.) RANK 25 NODE 41 --> 43.650913 sigma out 1 act.( 45.202404 sig in 44 act.) RANK 26 NODE 15 --> 36.792278 sigma out 1 act.( 37.117302 sig in 44 act.) RANK 27 NODE 12 --> 36.653522 sigma out 1 act.( 36.941479 sig in 44 act.) RANK 28 NODE 6 --> 36.345325 sigma out 1 act.( 36.861774 sig in 44 act.) RANK 29 NODE 23 --> 33.702690 sigma out 1 act.( 34.984043 sig in 44 act.) RANK 30 NODE 20 --> 32.029934 sigma out 1 act.( 31.087755 sig in 44 act.) RANK 31 NODE 34 --> 30.203314 sigma out 1 act.( 31.927338 sig in 44 act.) RANK 32 NODE 27 --> 27.324816 sigma out 1 act.( 29.098591 sig in 44 act.) RANK 33 NODE 25 --> 25.249588 sigma out 1 act.( 27.392391 sig in 44 act.) RANK 34 NODE 33 --> 21.853498 sigma out 1 act.( 24.910362 sig in 44 act.) RANK 35 NODE 40 --> 18.598022 sigma out 1 act.( 22.073797 sig in 44 act.) RANK 36 NODE 21 --> 17.930773 sigma out 1 act.( 18.565599 sig in 44 act.) RANK 37 NODE 43 --> 16.874475 sigma out 1 act.( 19.259140 sig in 44 act.) RANK 38 NODE 22 --> 13.272793 sigma out 1 act.( 15.405578 sig in 44 act.) RANK 39 NODE 29 --> 7.3405733 sigma out 1 act.( 13.537166 sig in 44 act.) RANK 40 NODE 24 --> 6.6572061 sigma out 1 act.( 12.866691 sig in 44 act.) RANK 41 NODE 16 --> 5.5945921 sigma out 1 act.( 10.908375 sig in 44 act.) RANK 42 NODE 37 --> 4.8350410 sigma out 1 act.( 11.442784 sig in 44 act.) RANK 43 NODE 36 --> 4.3655553 sigma out 1 act.( 9.5742102 sig in 44 act.) RANK 44 NODE 10 --> 2.3500111 sigma out 1 act.( 9.1187620 sig in 44 act.) RANK 1 NODE 1 --> 571.27478 sigma in 44 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.49886656 *** contribution from regularisation: 2.88659590E-03 *** contribution from error: -0.50175315 *** contribution from DIAG: 2.27082957E-04 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.49906024 *** contribution from regularisation: 2.88741267E-03 *** contribution from error: -0.50194764 *** contribution from DIAG: 2.34640233E-04 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.49929839 *** contribution from regularisation: 2.88921176E-03 *** contribution from error: -0.50218761 *** contribution from DIAG: 2.34957770E-04 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.49951157 *** contribution from regularisation: 2.89742113E-03 *** contribution from error: -0.50240898 *** contribution from DIAG: 2.51999620E-04 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.49984437 *** contribution from regularisation: 2.90205027E-03 *** contribution from error: -0.50274640 *** contribution from DIAG: 2.49728531E-04 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.50020325 *** contribution from regularisation: 2.91628018E-03 *** contribution from error: -0.50311953 *** contribution from DIAG: 2.66171264E-04 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.50060153 *** contribution from regularisation: 2.92417291E-03 *** contribution from error: -0.50352567 *** contribution from DIAG: 3.02728702E-04 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.50108802 *** contribution from regularisation: 2.94998894E-03 *** contribution from error: -0.50403804 *** contribution from DIAG: 2.92312558E-04 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.50154114 *** contribution from regularisation: 2.93368357E-03 *** contribution from error: -0.50447482 *** contribution from DIAG: 2.52025755E-04 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.50186801 *** contribution from regularisation: 2.92288186E-03 *** contribution from error: -0.50479090 *** contribution from DIAG: 2.48907163E-04 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 256.55460 sigma out 44 active outputs RANK 2 NODE 1 --> 211.46176 sigma out 44 active outputs RANK 3 NODE 3 --> 191.74394 sigma out 44 active outputs RANK 4 NODE 5 --> 182.21443 sigma out 44 active outputs RANK 5 NODE 6 --> 176.49297 sigma out 44 active outputs RANK 6 NODE 8 --> 155.01353 sigma out 44 active outputs RANK 7 NODE 4 --> 117.24297 sigma out 44 active outputs RANK 8 NODE 7 --> 104.45595 sigma out 44 active outputs RANK 9 NODE 18 --> 96.289612 sigma out 44 active outputs RANK 10 NODE 9 --> 95.580803 sigma out 44 active outputs RANK 11 NODE 11 --> 91.444389 sigma out 44 active outputs RANK 12 NODE 10 --> 87.622086 sigma out 44 active outputs RANK 13 NODE 16 --> 84.826538 sigma out 44 active outputs RANK 14 NODE 13 --> 83.426361 sigma out 44 active outputs RANK 15 NODE 12 --> 80.877144 sigma out 44 active outputs RANK 16 NODE 23 --> 80.211174 sigma out 44 active outputs RANK 17 NODE 14 --> 74.462540 sigma out 44 active outputs RANK 18 NODE 22 --> 73.917854 sigma out 44 active outputs RANK 19 NODE 15 --> 73.868782 sigma out 44 active outputs RANK 20 NODE 20 --> 59.732655 sigma out 44 active outputs RANK 21 NODE 24 --> 54.061584 sigma out 44 active outputs RANK 22 NODE 26 --> 53.071674 sigma out 44 active outputs RANK 23 NODE 21 --> 43.344074 sigma out 44 active outputs RANK 24 NODE 29 --> 42.228973 sigma out 44 active outputs RANK 25 NODE 19 --> 39.779453 sigma out 44 active outputs RANK 26 NODE 17 --> 38.766922 sigma out 44 active outputs RANK 27 NODE 25 --> 37.623512 sigma out 44 active outputs RANK 28 NODE 30 --> 33.984440 sigma out 44 active outputs RANK 29 NODE 27 --> 32.425465 sigma out 44 active outputs RANK 30 NODE 38 --> 29.087242 sigma out 44 active outputs RANK 31 NODE 39 --> 24.109064 sigma out 44 active outputs RANK 32 NODE 32 --> 22.621546 sigma out 44 active outputs RANK 33 NODE 40 --> 22.581570 sigma out 44 active outputs RANK 34 NODE 31 --> 21.621531 sigma out 44 active outputs RANK 35 NODE 35 --> 21.551510 sigma out 44 active outputs RANK 36 NODE 28 --> 21.484236 sigma out 44 active outputs RANK 37 NODE 33 --> 19.944305 sigma out 44 active outputs RANK 38 NODE 37 --> 18.113701 sigma out 44 active outputs RANK 39 NODE 41 --> 17.999187 sigma out 44 active outputs RANK 40 NODE 34 --> 17.018351 sigma out 44 active outputs RANK 41 NODE 42 --> 16.451040 sigma out 44 active outputs RANK 42 NODE 43 --> 16.161201 sigma out 44 active outputs RANK 43 NODE 36 --> 15.944467 sigma out 44 active outputs RANK 44 NODE 44 --> 9.4058504 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 11 --> 208.45132 sigma in 44 act. ( 217.46255 sig out 1 act.) RANK 2 NODE 18 --> 199.52580 sigma in 44 act. ( 184.19142 sig out 1 act.) RANK 3 NODE 44 --> 168.86252 sigma in 44 act. ( 174.65361 sig out 1 act.) RANK 4 NODE 14 --> 158.94151 sigma in 44 act. ( 166.49748 sig out 1 act.) RANK 5 NODE 32 --> 147.85277 sigma in 44 act. ( 152.10287 sig out 1 act.) RANK 6 NODE 8 --> 146.84795 sigma in 44 act. ( 131.34091 sig out 1 act.) RANK 7 NODE 4 --> 144.28242 sigma in 44 act. ( 103.20672 sig out 1 act.) RANK 8 NODE 26 --> 139.66051 sigma in 44 act. ( 203.42712 sig out 1 act.) RANK 9 NODE 9 --> 129.32191 sigma in 44 act. ( 125.39263 sig out 1 act.) RANK 10 NODE 7 --> 123.54358 sigma in 44 act. ( 95.483269 sig out 1 act.) RANK 11 NODE 5 --> 117.13367 sigma in 44 act. ( 113.37875 sig out 1 act.) RANK 12 NODE 42 --> 103.76902 sigma in 44 act. ( 135.80116 sig out 1 act.) RANK 13 NODE 31 --> 100.37160 sigma in 44 act. ( 86.968086 sig out 1 act.) RANK 14 NODE 17 --> 99.737396 sigma in 44 act. ( 94.711365 sig out 1 act.) RANK 15 NODE 2 --> 90.882980 sigma in 44 act. ( 67.250198 sig out 1 act.) RANK 16 NODE 35 --> 90.188705 sigma in 44 act. ( 105.74569 sig out 1 act.) RANK 17 NODE 19 --> 84.266830 sigma in 44 act. ( 82.923843 sig out 1 act.) RANK 18 NODE 13 --> 73.347771 sigma in 44 act. ( 76.200989 sig out 1 act.) RANK 19 NODE 28 --> 71.148964 sigma in 44 act. ( 72.386009 sig out 1 act.) RANK 20 NODE 1 --> 62.220650 sigma in 44 act. ( 54.622669 sig out 1 act.) RANK 21 NODE 30 --> 61.673409 sigma in 44 act. ( 73.971382 sig out 1 act.) RANK 22 NODE 39 --> 59.051544 sigma in 44 act. ( 72.291336 sig out 1 act.) RANK 23 NODE 3 --> 58.720634 sigma in 44 act. ( 66.220772 sig out 1 act.) RANK 24 NODE 38 --> 56.519764 sigma in 44 act. ( 52.120697 sig out 1 act.) RANK 25 NODE 41 --> 56.035065 sigma in 44 act. ( 55.290043 sig out 1 act.) RANK 26 NODE 15 --> 36.869370 sigma in 44 act. ( 38.459278 sig out 1 act.) RANK 27 NODE 6 --> 36.586617 sigma in 44 act. ( 35.895237 sig out 1 act.) RANK 28 NODE 23 --> 35.131676 sigma in 44 act. ( 35.444775 sig out 1 act.) RANK 29 NODE 34 --> 35.101357 sigma in 44 act. ( 30.275091 sig out 1 act.) RANK 30 NODE 27 --> 32.896233 sigma in 44 act. ( 32.644299 sig out 1 act.) RANK 31 NODE 12 --> 31.176159 sigma in 44 act. ( 31.919012 sig out 1 act.) RANK 32 NODE 33 --> 28.684153 sigma in 44 act. ( 25.957304 sig out 1 act.) RANK 33 NODE 20 --> 27.736912 sigma in 44 act. ( 28.463682 sig out 1 act.) RANK 34 NODE 25 --> 24.767990 sigma in 44 act. ( 22.644855 sig out 1 act.) RANK 35 NODE 21 --> 24.669308 sigma in 44 act. ( 25.477751 sig out 1 act.) RANK 36 NODE 43 --> 23.005932 sigma in 44 act. ( 22.010710 sig out 1 act.) RANK 37 NODE 40 --> 18.379480 sigma in 44 act. ( 14.593790 sig out 1 act.) RANK 38 NODE 22 --> 18.289627 sigma in 44 act. ( 17.563368 sig out 1 act.) RANK 39 NODE 36 --> 13.270988 sigma in 44 act. ( 11.759917 sig out 1 act.) RANK 40 NODE 16 --> 11.287230 sigma in 44 act. ( 6.8576279 sig out 1 act.) RANK 41 NODE 24 --> 11.056578 sigma in 44 act. ( 2.2204347 sig out 1 act.) RANK 42 NODE 37 --> 10.407019 sigma in 44 act. ( 3.4769931 sig out 1 act.) RANK 43 NODE 29 --> 10.390938 sigma in 44 act. ( 2.4163032 sig out 1 act.) RANK 44 NODE 10 --> 8.6021605 sigma in 44 act. ( 2.2762823 sig out 1 act.) sorted by output significance RANK 1 NODE 11 --> 217.46255 sigma out 1 act.( 208.45132 sig in 44 act.) RANK 2 NODE 26 --> 203.42712 sigma out 1 act.( 139.66051 sig in 44 act.) RANK 3 NODE 18 --> 184.19142 sigma out 1 act.( 199.52580 sig in 44 act.) RANK 4 NODE 44 --> 174.65361 sigma out 1 act.( 168.86252 sig in 44 act.) RANK 5 NODE 14 --> 166.49748 sigma out 1 act.( 158.94151 sig in 44 act.) RANK 6 NODE 32 --> 152.10287 sigma out 1 act.( 147.85277 sig in 44 act.) RANK 7 NODE 42 --> 135.80116 sigma out 1 act.( 103.76902 sig in 44 act.) RANK 8 NODE 8 --> 131.34091 sigma out 1 act.( 146.84795 sig in 44 act.) RANK 9 NODE 9 --> 125.39263 sigma out 1 act.( 129.32191 sig in 44 act.) RANK 10 NODE 5 --> 113.37875 sigma out 1 act.( 117.13367 sig in 44 act.) RANK 11 NODE 35 --> 105.74569 sigma out 1 act.( 90.188705 sig in 44 act.) RANK 12 NODE 4 --> 103.20672 sigma out 1 act.( 144.28242 sig in 44 act.) RANK 13 NODE 7 --> 95.483269 sigma out 1 act.( 123.54358 sig in 44 act.) RANK 14 NODE 17 --> 94.711365 sigma out 1 act.( 99.737396 sig in 44 act.) RANK 15 NODE 31 --> 86.968086 sigma out 1 act.( 100.37160 sig in 44 act.) RANK 16 NODE 19 --> 82.923843 sigma out 1 act.( 84.266830 sig in 44 act.) RANK 17 NODE 13 --> 76.200989 sigma out 1 act.( 73.347771 sig in 44 act.) RANK 18 NODE 30 --> 73.971382 sigma out 1 act.( 61.673409 sig in 44 act.) RANK 19 NODE 28 --> 72.386009 sigma out 1 act.( 71.148964 sig in 44 act.) RANK 20 NODE 39 --> 72.291336 sigma out 1 act.( 59.051544 sig in 44 act.) RANK 21 NODE 2 --> 67.250198 sigma out 1 act.( 90.882980 sig in 44 act.) RANK 22 NODE 3 --> 66.220772 sigma out 1 act.( 58.720634 sig in 44 act.) RANK 23 NODE 41 --> 55.290043 sigma out 1 act.( 56.035065 sig in 44 act.) RANK 24 NODE 1 --> 54.622669 sigma out 1 act.( 62.220650 sig in 44 act.) RANK 25 NODE 38 --> 52.120697 sigma out 1 act.( 56.519764 sig in 44 act.) RANK 26 NODE 15 --> 38.459278 sigma out 1 act.( 36.869370 sig in 44 act.) RANK 27 NODE 6 --> 35.895237 sigma out 1 act.( 36.586617 sig in 44 act.) RANK 28 NODE 23 --> 35.444775 sigma out 1 act.( 35.131676 sig in 44 act.) RANK 29 NODE 27 --> 32.644299 sigma out 1 act.( 32.896233 sig in 44 act.) RANK 30 NODE 12 --> 31.919012 sigma out 1 act.( 31.176159 sig in 44 act.) RANK 31 NODE 34 --> 30.275091 sigma out 1 act.( 35.101357 sig in 44 act.) RANK 32 NODE 20 --> 28.463682 sigma out 1 act.( 27.736912 sig in 44 act.) RANK 33 NODE 33 --> 25.957304 sigma out 1 act.( 28.684153 sig in 44 act.) RANK 34 NODE 21 --> 25.477751 sigma out 1 act.( 24.669308 sig in 44 act.) RANK 35 NODE 25 --> 22.644855 sigma out 1 act.( 24.767990 sig in 44 act.) RANK 36 NODE 43 --> 22.010710 sigma out 1 act.( 23.005932 sig in 44 act.) RANK 37 NODE 22 --> 17.563368 sigma out 1 act.( 18.289627 sig in 44 act.) RANK 38 NODE 40 --> 14.593790 sigma out 1 act.( 18.379480 sig in 44 act.) RANK 39 NODE 36 --> 11.759917 sigma out 1 act.( 13.270988 sig in 44 act.) RANK 40 NODE 16 --> 6.8576279 sigma out 1 act.( 11.287230 sig in 44 act.) RANK 41 NODE 37 --> 3.4769931 sigma out 1 act.( 10.407019 sig in 44 act.) RANK 42 NODE 29 --> 2.4163032 sigma out 1 act.( 10.390938 sig in 44 act.) RANK 43 NODE 10 --> 2.2762823 sigma out 1 act.( 8.6021605 sig in 44 act.) RANK 44 NODE 24 --> 2.2204347 sigma out 1 act.( 11.056578 sig in 44 act.) RANK 1 NODE 1 --> 610.64728 sigma in 44 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.50206137 *** contribution from regularisation: 2.89238850E-03 *** contribution from error: -0.50495374 *** contribution from DIAG: 2.42066686E-04 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.50225157 *** contribution from regularisation: 2.89350376E-03 *** contribution from error: -0.50514507 *** contribution from DIAG: 2.52957077E-04 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.50253832 *** contribution from regularisation: 2.92197475E-03 *** contribution from error: -0.50546032 *** contribution from DIAG: 2.18347952E-04 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.50292057 *** contribution from regularisation: 2.94290017E-03 *** contribution from error: -0.50586349 *** contribution from DIAG: 2.36559164E-04 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.50338018 *** contribution from regularisation: 2.99316202E-03 *** contribution from error: -0.50637335 *** contribution from DIAG: 2.84581649E-04 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.50375062 *** contribution from regularisation: 2.98671587E-03 *** contribution from error: -0.50673735 *** contribution from DIAG: 2.93954159E-04 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.50418937 *** contribution from regularisation: 3.03117512E-03 *** contribution from error: -0.50722057 *** contribution from DIAG: 3.72808368E-04 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.50445211 *** contribution from regularisation: 2.99820467E-03 *** contribution from error: -0.50745034 *** contribution from DIAG: 3.72367445E-04 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.50463444 *** contribution from regularisation: 2.97997147E-03 *** contribution from error: -0.50761443 *** contribution from DIAG: 5.10770536E-04 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 298.40262 sigma out 44 active outputs RANK 2 NODE 5 --> 235.92509 sigma out 44 active outputs RANK 3 NODE 1 --> 223.59929 sigma out 44 active outputs RANK 4 NODE 3 --> 221.43752 sigma out 44 active outputs RANK 5 NODE 6 --> 210.69843 sigma out 44 active outputs RANK 6 NODE 8 --> 190.65598 sigma out 44 active outputs RANK 7 NODE 4 --> 159.71907 sigma out 44 active outputs RANK 8 NODE 7 --> 133.68205 sigma out 44 active outputs RANK 9 NODE 18 --> 126.09846 sigma out 44 active outputs RANK 10 NODE 9 --> 116.18285 sigma out 44 active outputs RANK 11 NODE 10 --> 109.62828 sigma out 44 active outputs RANK 12 NODE 11 --> 105.83788 sigma out 44 active outputs RANK 13 NODE 23 --> 104.14987 sigma out 44 active outputs RANK 14 NODE 22 --> 98.628334 sigma out 44 active outputs RANK 15 NODE 13 --> 97.809273 sigma out 44 active outputs RANK 16 NODE 16 --> 96.477119 sigma out 44 active outputs RANK 17 NODE 12 --> 94.517548 sigma out 44 active outputs RANK 18 NODE 14 --> 85.388390 sigma out 44 active outputs RANK 19 NODE 20 --> 78.658882 sigma out 44 active outputs RANK 20 NODE 15 --> 76.185753 sigma out 44 active outputs RANK 21 NODE 24 --> 70.808792 sigma out 44 active outputs RANK 22 NODE 26 --> 60.827137 sigma out 44 active outputs RANK 23 NODE 21 --> 50.740582 sigma out 44 active outputs RANK 24 NODE 29 --> 47.729988 sigma out 44 active outputs RANK 25 NODE 17 --> 44.370342 sigma out 44 active outputs RANK 26 NODE 19 --> 40.687229 sigma out 44 active outputs RANK 27 NODE 25 --> 39.405376 sigma out 44 active outputs RANK 28 NODE 38 --> 38.301693 sigma out 44 active outputs RANK 29 NODE 30 --> 33.866474 sigma out 44 active outputs RANK 30 NODE 27 --> 30.765444 sigma out 44 active outputs RANK 31 NODE 32 --> 26.932726 sigma out 44 active outputs RANK 32 NODE 39 --> 25.546810 sigma out 44 active outputs RANK 33 NODE 28 --> 22.360933 sigma out 44 active outputs RANK 34 NODE 35 --> 22.324059 sigma out 44 active outputs RANK 35 NODE 33 --> 20.858398 sigma out 44 active outputs RANK 36 NODE 31 --> 20.811579 sigma out 44 active outputs RANK 37 NODE 40 --> 19.895714 sigma out 44 active outputs RANK 38 NODE 41 --> 18.463442 sigma out 44 active outputs RANK 39 NODE 37 --> 17.227152 sigma out 44 active outputs RANK 40 NODE 42 --> 17.034029 sigma out 44 active outputs RANK 41 NODE 43 --> 16.971357 sigma out 44 active outputs RANK 42 NODE 34 --> 15.307211 sigma out 44 active outputs RANK 43 NODE 36 --> 14.969392 sigma out 44 active outputs RANK 44 NODE 44 --> 9.7130785 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 243.98192 sigma in 44 act. ( 239.47537 sig out 1 act.) RANK 2 NODE 11 --> 232.29819 sigma in 44 act. ( 230.69720 sig out 1 act.) RANK 3 NODE 18 --> 226.98441 sigma in 44 act. ( 228.73575 sig out 1 act.) RANK 4 NODE 14 --> 206.25356 sigma in 44 act. ( 225.00026 sig out 1 act.) RANK 5 NODE 44 --> 193.30882 sigma in 44 act. ( 189.73009 sig out 1 act.) RANK 6 NODE 8 --> 179.83815 sigma in 44 act. ( 158.73083 sig out 1 act.) RANK 7 NODE 26 --> 168.34636 sigma in 44 act. ( 218.21080 sig out 1 act.) RANK 8 NODE 42 --> 150.89748 sigma in 44 act. ( 191.42841 sig out 1 act.) RANK 9 NODE 4 --> 150.18098 sigma in 44 act. ( 115.85226 sig out 1 act.) RANK 10 NODE 9 --> 146.15434 sigma in 44 act. ( 146.70599 sig out 1 act.) RANK 11 NODE 7 --> 133.68439 sigma in 44 act. ( 109.07967 sig out 1 act.) RANK 12 NODE 5 --> 121.43845 sigma in 44 act. ( 118.70512 sig out 1 act.) RANK 13 NODE 17 --> 113.65572 sigma in 44 act. ( 107.15421 sig out 1 act.) RANK 14 NODE 35 --> 103.34243 sigma in 44 act. ( 129.13657 sig out 1 act.) RANK 15 NODE 19 --> 101.61448 sigma in 44 act. ( 102.85170 sig out 1 act.) RANK 16 NODE 31 --> 99.550697 sigma in 44 act. ( 88.459450 sig out 1 act.) RANK 17 NODE 13 --> 97.177856 sigma in 44 act. ( 99.610596 sig out 1 act.) RANK 18 NODE 2 --> 92.855675 sigma in 44 act. ( 69.222153 sig out 1 act.) RANK 19 NODE 28 --> 86.106453 sigma in 44 act. ( 90.819374 sig out 1 act.) RANK 20 NODE 1 --> 78.771667 sigma in 44 act. ( 70.934654 sig out 1 act.) RANK 21 NODE 30 --> 75.446419 sigma in 44 act. ( 94.076469 sig out 1 act.) RANK 22 NODE 39 --> 68.758163 sigma in 44 act. ( 84.155327 sig out 1 act.) RANK 23 NODE 41 --> 66.095863 sigma in 44 act. ( 66.784927 sig out 1 act.) RANK 24 NODE 3 --> 60.476681 sigma in 44 act. ( 68.881439 sig out 1 act.) RANK 25 NODE 38 --> 54.069286 sigma in 44 act. ( 49.767826 sig out 1 act.) RANK 26 NODE 15 --> 40.375713 sigma in 44 act. ( 44.112514 sig out 1 act.) RANK 27 NODE 34 --> 39.127674 sigma in 44 act. ( 32.586254 sig out 1 act.) RANK 28 NODE 23 --> 38.291908 sigma in 44 act. ( 40.122147 sig out 1 act.) RANK 29 NODE 6 --> 37.353802 sigma in 44 act. ( 36.499458 sig out 1 act.) RANK 30 NODE 27 --> 35.901524 sigma in 44 act. ( 36.562706 sig out 1 act.) RANK 31 NODE 20 --> 33.161816 sigma in 44 act. ( 35.069473 sig out 1 act.) RANK 32 NODE 21 --> 32.600780 sigma in 44 act. ( 34.916595 sig out 1 act.) RANK 33 NODE 43 --> 29.918114 sigma in 44 act. ( 30.459179 sig out 1 act.) RANK 34 NODE 33 --> 29.501863 sigma in 44 act. ( 26.643219 sig out 1 act.) RANK 35 NODE 12 --> 26.953524 sigma in 44 act. ( 27.943157 sig out 1 act.) RANK 36 NODE 25 --> 23.841471 sigma in 44 act. ( 21.915977 sig out 1 act.) RANK 37 NODE 22 --> 19.643892 sigma in 44 act. ( 19.616665 sig out 1 act.) RANK 38 NODE 36 --> 17.350817 sigma in 44 act. ( 17.460669 sig out 1 act.) RANK 39 NODE 40 --> 15.906950 sigma in 44 act. ( 12.162497 sig out 1 act.) RANK 40 NODE 16 --> 14.529716 sigma in 44 act. ( 12.031195 sig out 1 act.) RANK 41 NODE 24 --> 10.396649 sigma in 44 act. ( 2.1993690 sig out 1 act.) RANK 42 NODE 29 --> 9.8480501 sigma in 44 act. ( 2.3283415 sig out 1 act.) RANK 43 NODE 37 --> 9.3562059 sigma in 44 act. ( 2.2287378 sig out 1 act.) RANK 44 NODE 10 --> 9.2564821 sigma in 44 act. ( 4.8929381 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 239.47537 sigma out 1 act.( 243.98192 sig in 44 act.) RANK 2 NODE 11 --> 230.69720 sigma out 1 act.( 232.29819 sig in 44 act.) RANK 3 NODE 18 --> 228.73575 sigma out 1 act.( 226.98441 sig in 44 act.) RANK 4 NODE 14 --> 225.00026 sigma out 1 act.( 206.25356 sig in 44 act.) RANK 5 NODE 26 --> 218.21080 sigma out 1 act.( 168.34636 sig in 44 act.) RANK 6 NODE 42 --> 191.42841 sigma out 1 act.( 150.89748 sig in 44 act.) RANK 7 NODE 44 --> 189.73009 sigma out 1 act.( 193.30882 sig in 44 act.) RANK 8 NODE 8 --> 158.73083 sigma out 1 act.( 179.83815 sig in 44 act.) RANK 9 NODE 9 --> 146.70599 sigma out 1 act.( 146.15434 sig in 44 act.) RANK 10 NODE 35 --> 129.13657 sigma out 1 act.( 103.34243 sig in 44 act.) RANK 11 NODE 5 --> 118.70512 sigma out 1 act.( 121.43845 sig in 44 act.) RANK 12 NODE 4 --> 115.85226 sigma out 1 act.( 150.18098 sig in 44 act.) RANK 13 NODE 7 --> 109.07967 sigma out 1 act.( 133.68439 sig in 44 act.) RANK 14 NODE 17 --> 107.15421 sigma out 1 act.( 113.65572 sig in 44 act.) RANK 15 NODE 19 --> 102.85170 sigma out 1 act.( 101.61448 sig in 44 act.) RANK 16 NODE 13 --> 99.610596 sigma out 1 act.( 97.177856 sig in 44 act.) RANK 17 NODE 30 --> 94.076469 sigma out 1 act.( 75.446419 sig in 44 act.) RANK 18 NODE 28 --> 90.819374 sigma out 1 act.( 86.106453 sig in 44 act.) RANK 19 NODE 31 --> 88.459450 sigma out 1 act.( 99.550697 sig in 44 act.) RANK 20 NODE 39 --> 84.155327 sigma out 1 act.( 68.758163 sig in 44 act.) RANK 21 NODE 1 --> 70.934654 sigma out 1 act.( 78.771667 sig in 44 act.) RANK 22 NODE 2 --> 69.222153 sigma out 1 act.( 92.855675 sig in 44 act.) RANK 23 NODE 3 --> 68.881439 sigma out 1 act.( 60.476681 sig in 44 act.) RANK 24 NODE 41 --> 66.784927 sigma out 1 act.( 66.095863 sig in 44 act.) RANK 25 NODE 38 --> 49.767826 sigma out 1 act.( 54.069286 sig in 44 act.) RANK 26 NODE 15 --> 44.112514 sigma out 1 act.( 40.375713 sig in 44 act.) RANK 27 NODE 23 --> 40.122147 sigma out 1 act.( 38.291908 sig in 44 act.) RANK 28 NODE 27 --> 36.562706 sigma out 1 act.( 35.901524 sig in 44 act.) RANK 29 NODE 6 --> 36.499458 sigma out 1 act.( 37.353802 sig in 44 act.) RANK 30 NODE 20 --> 35.069473 sigma out 1 act.( 33.161816 sig in 44 act.) RANK 31 NODE 21 --> 34.916595 sigma out 1 act.( 32.600780 sig in 44 act.) RANK 32 NODE 34 --> 32.586254 sigma out 1 act.( 39.127674 sig in 44 act.) RANK 33 NODE 43 --> 30.459179 sigma out 1 act.( 29.918114 sig in 44 act.) RANK 34 NODE 12 --> 27.943157 sigma out 1 act.( 26.953524 sig in 44 act.) RANK 35 NODE 33 --> 26.643219 sigma out 1 act.( 29.501863 sig in 44 act.) RANK 36 NODE 25 --> 21.915977 sigma out 1 act.( 23.841471 sig in 44 act.) RANK 37 NODE 22 --> 19.616665 sigma out 1 act.( 19.643892 sig in 44 act.) RANK 38 NODE 36 --> 17.460669 sigma out 1 act.( 17.350817 sig in 44 act.) RANK 39 NODE 40 --> 12.162497 sigma out 1 act.( 15.906950 sig in 44 act.) RANK 40 NODE 16 --> 12.031195 sigma out 1 act.( 14.529716 sig in 44 act.) RANK 41 NODE 10 --> 4.8929381 sigma out 1 act.( 9.2564821 sig in 44 act.) RANK 42 NODE 29 --> 2.3283415 sigma out 1 act.( 9.8480501 sig in 44 act.) RANK 43 NODE 37 --> 2.2287378 sigma out 1 act.( 9.3562059 sig in 44 act.) RANK 44 NODE 24 --> 2.1993690 sigma out 1 act.( 10.396649 sig in 44 act.) RANK 1 NODE 1 --> 731.93445 sigma in 44 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.50463796 *** contribution from regularisation: 2.97644245E-03 *** contribution from error: -0.50761437 *** contribution from DIAG: 5.09788399E-04 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 187021 Training Complete :) *** Break *** segmentation violation =========================================================== There was a crash. This is the entire stack trace of all threads: =========================================================== #0 0x00002b57c759a4d5 in waitpid () from /lib64/libc.so.6 #1 0x00002b57c753c481 in do_system () from /lib64/libc.so.6 #2 0x00002b57c5892676 in TUnixSystem::StackTrace() () from /afs/cern.ch/sw/lcg/app/nightlies/dev/Thu/ROOT/ROOT_today/x86_64-slc5-gcc43-opt/root/lib/libCore.so #3 0x00002b57c5891f4c in TUnixSystem::DispatchSignals(ESignals) () from /afs/cern.ch/sw/lcg/app/nightlies/dev/Thu/ROOT/ROOT_today/x86_64-slc5-gcc43-opt/root/lib/libCore.so #4 #5 0x00002b57b6aa3ec8 in _NeuroBayesTeacher_destructor() () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #6 0x00002b57b6aa3fdc in global destructors keyed to _ZN17NeuroBayesTeacher15instanceCounterE () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #7 0x00002b57b6aa3e4f in __do_global_dtors_aux () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #8 0x0000000000000000 in ?? () =========================================================== The lines below might hint at the cause of the crash. If they do not help you then please submit a bug report at http://root.cern.ch/bugs. Please post the ENTIRE stack trace from above as an attachment in addition to anything else that might help us fixing this issue. =========================================================== #5 0x00002b57b6aa3ec8 in _NeuroBayesTeacher_destructor() () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #6 0x00002b57b6aa3fdc in global destructors keyed to _ZN17NeuroBayesTeacher15instanceCounterE () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #7 0x00002b57b6aa3e4f in __do_global_dtors_aux () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #8 0x0000000000000000 in ?? () =========================================================== Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Ghost/Long/GlobalPID_Ghost_Long_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Ghost/Long/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Ghost/Long/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Ghost/Long/NB.txt Training Host = lxplus432.cern.ch Particle type = ghost Background types = all Training Mix = NaturalMix Track type = Long Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Ghost_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Considered 1796476 tracks for input to NN training Sel. Eff. = 55.6645% Selected 1000000 tracks for input to NN training ghost percentage = 17.7101% electron percentage = 3.2769% muon percentage = 0.9167% pion percentage = 63.4828% kaon percentage = 9.1606% Unknown Particle type 411 percentage = 0.0002% Unknown Particle type 431 percentage = 0.0001% proton percentage = 5.4207% Unknown Particle type 3112 percentage = 0.0069% Unknown Particle type 3222 percentage = 0.0223% Unknown Particle type 3312 percentage = 0.0024% Unknown Particle type 1000020040 percentage = 0.0003% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackFitMatchChi2 Making plots for input TrackCloneDist Making plots for input TrackFitVeloChi2 Making plots for input TrackFitVeloNDoF Making plots for input TrackFitTChi2 Making plots for input TrackFitTNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichUsedR2Gas Making plots for input RichAboveMuThres Making plots for input RichAboveKaThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsMuon Making plots for input MuonNShared Making plots for input InAccMuon Making plots for input MuonIsLooseMuon Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input PrsPIDe Making plots for input InAccBrem Making plots for input BremPIDe Making plots for input VeloCharge Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Found 9023704 evaluation data points Read entry 902370 (10%) Read entry 1804740 (20%) Read entry 2707110 (30%) Read entry 3609480 (40%) Read entry 4511850 (50%) Read entry 5414220 (60%) Read entry 6316590 (70%) Read entry 7218960 (80%) Read entry 8121330 (90%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 37 input variables. ***************Training results***************** number of nodes in the 1st layer: 44 number of nodes in the 2nd layer: 44 number of nodes in the 3rd layer: 1 number of iterations: 100