Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/NOBFGS/621/Electron/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/NOBFGS/621/Electron/Long/GlobalPID_Electron_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/NOBFGS/621/Electron/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/NOBFGS/621/Electron/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/NOBFGS/621/Electron/Long/NB.txt Training Host = lxplus436.cern.ch Particle type = electron 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_Electron_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 = NOBFGS 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 do not 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: 3.2768998 % ------------------------------ 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 -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 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 28.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 29.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 30.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 31.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 32.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 33.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 34.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 35.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 36.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 37.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 38.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 39.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 40.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 41.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 42.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 43.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 45.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 46.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 47.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 49.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 50.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 51.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 54.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 55.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 57.000000 Unregularised mean is retu Only one class left for trimmed mean or sigma very small -> take "normal" mean rned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 68.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 78.000000 Unregularised mean is returned ------------------------------ 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 62.729717016476791 ROUND 1 : MAX CORR ( 62.729708053283041 ) AFTER KILLING INPUT VARIABLE 27 CONTR 3.35338207558482509E-002 ROUND 2 : MAX CORR ( 62.729679984861910 ) AFTER KILLING INPUT VARIABLE 33 CONTR 5.93417807157905139E-002 ROUND 3 : MAX CORR ( 62.729651631578143 ) AFTER KILLING INPUT VARIABLE 29 CONTR 5.96421330130125910E-002 ROUND 4 : MAX CORR ( 62.729597132999174 ) AFTER KILLING INPUT VARIABLE 28 CONTR 8.26882747195469281E-002 ROUND 5 : MAX CORR ( 62.729528226701404 ) AFTER KILLING INPUT VARIABLE 26 CONTR 9.29780826333282545E-002 ROUND 6 : MAX CORR ( 62.729373779798202 ) AFTER KILLING INPUT VARIABLE 24 CONTR 0.13920035522279520 ROUND 7 : MAX CORR ( 62.729177040821448 ) AFTER KILLING INPUT VARIABLE 25 CONTR 0.15710692827979822 ROUND 8 : MAX CORR ( 62.729117404952483 ) AFTER KILLING INPUT VARIABLE 30 CONTR 8.64974820907417480E-002 ROUND 9 : MAX CORR ( 62.728533006432798 ) AFTER KILLING INPUT VARIABLE 19 CONTR 0.27077161074142314 ROUND 10 : MAX CORR ( 62.727529433271542 ) AFTER KILLING INPUT VARIABLE 22 CONTR 0.35483001166968614 ROUND 11 : MAX CORR ( 62.726692330335339 ) AFTER KILLING INPUT VARIABLE 23 CONTR 0.32406495860718765 ROUND 12 : MAX CORR ( 62.725330659234423 ) AFTER KILLING INPUT VARIABLE 10 CONTR 0.41330907836227071 ROUND 13 : MAX CORR ( 62.723832254362101 ) AFTER KILLING INPUT VARIABLE 11 CONTR 0.43355926577377563 ROUND 14 : MAX CORR ( 62.722264851069923 ) AFTER KILLING INPUT VARIABLE 34 CONTR 0.44342375398010997 ROUND 15 : MAX CORR ( 62.720346169969808 ) AFTER KILLING INPUT VARIABLE 7 CONTR 0.49059593038981436 ROUND 16 : MAX CORR ( 62.718378836327894 ) AFTER KILLING INPUT VARIABLE 13 CONTR 0.49676938684257310 ROUND 17 : MAX CORR ( 62.714543094968647 ) AFTER KILLING INPUT VARIABLE 4 CONTR 0.69363408686638117 ROUND 18 : MAX CORR ( 62.711035929955536 ) AFTER KILLING INPUT VARIABLE 15 CONTR 0.66324068218535803 ROUND 19 : MAX CORR ( 62.707552512188137 ) AFTER KILLING INPUT VARIABLE 16 CONTR 0.66097302466983343 ROUND 20 : MAX CORR ( 62.700764132453280 ) AFTER KILLING INPUT VARIABLE 3 CONTR 0.92266964580667121 ROUND 21 : MAX CORR ( 62.690655466293023 ) AFTER KILLING INPUT VARIABLE 21 CONTR 1.1258507894407719 ROUND 22 : MAX CORR ( 62.675768655563346 ) AFTER KILLING INPUT VARIABLE 14 CONTR 1.3661281886260679 ROUND 23 : MAX CORR ( 62.656082884717243 ) AFTER KILLING INPUT VARIABLE 17 CONTR 1.5707495373672733 ROUND 24 : MAX CORR ( 62.628834533469757 ) AFTER KILLING INPUT VARIABLE 5 CONTR 1.8476491647017153 ROUND 25 : MAX CORR ( 62.603908358479799 ) AFTER KILLING INPUT VARIABLE 6 CONTR 1.7667974597552127 ROUND 26 : MAX CORR ( 62.587807143341124 ) AFTER KILLING INPUT VARIABLE 12 CONTR 1.4197671445960416 ROUND 27 : MAX CORR ( 62.551352419705374 ) AFTER KILLING INPUT VARIABLE 32 CONTR 2.1358636374733306 ROUND 28 : MAX CORR ( 62.499743850339421 ) AFTER KILLING INPUT VARIABLE 18 CONTR 2.5404149614071696 ROUND 29 : MAX CORR ( 62.427486709658652 ) AFTER KILLING INPUT VARIABLE 8 CONTR 3.0044774043803937 ROUND 30 : MAX CORR ( 62.324215110390959 ) AFTER KILLING INPUT VARIABLE 37 CONTR 3.5893324948133598 ROUND 31 : MAX CORR ( 62.221850850638496 ) AFTER KILLING INPUT VARIABLE 2 CONTR 3.5705834043167246 ROUND 32 : MAX CORR ( 61.956145972743137 ) AFTER KILLING INPUT VARIABLE 9 CONTR 5.7441012772449556 ROUND 33 : MAX CORR ( 61.635399329977879 ) AFTER KILLING INPUT VARIABLE 36 CONTR 6.2961554324855982 ROUND 34 : MAX CORR ( 60.353837857898817 ) AFTER KILLING INPUT VARIABLE 35 CONTR 12.503467774513476 ROUND 35 : MAX CORR ( 55.479259863175400 ) AFTER KILLING INPUT VARIABLE 38 CONTR 23.762101531888874 ROUND 36 : MAX CORR ( 47.527748414253544 ) AFTER KILLING INPUT VARIABLE 31 CONTR 28.619248865705135 LAST REMAINING VARIABLE: 20 total correlation to target: 62.729717016476791 % total significance: 627.29717016476798 sigma correlations of single variables to target: variable 2 : 2.9429884943099816 % , in sigma: 29.429884943099818 variable 3 : 7.1492786224339264 % , in sigma: 71.492786224339255 variable 4 : 14.918392431548908 % , in sigma: 149.18392431548907 variable 5 : 4.0978769689014083 % , in sigma: 40.978769689014079 variable 6 : 7.3703746691971999 % , in sigma: 73.703746691972000 variable 7 : 5.6755920504324466 % , in sigma: 56.755920504324465 variable 8 : 11.233304903448209 % , in sigma: 112.33304903448209 variable 9 : 2.9700386010684245 % , in sigma: 29.700386010684245 variable 10 : 10.170714627105546 % , in sigma: 101.70714627105546 variable 11 : 5.0387328720779152 % , in sigma: 50.387328720779152 variable 12 : 7.7095731198652730 % , in sigma: 77.095731198652729 variable 13 : 3.0384697612811942 % , in sigma: 30.384697612811941 variable 14 : 5.5232062025865769 % , in sigma: 55.232062025865766 variable 15 : 5.6612611538861879 % , in sigma: 56.612611538861877 variable 16 : 2.3052759694317611 % , in sigma: 23.052759694317608 variable 17 : 5.5883121870887749 % , in sigma: 55.883121870887749 variable 18 : 7.0121329362175535 % , in sigma: 70.121329362175530 variable 19 : 10.273385947004138 % , in sigma: 102.73385947004138 variable 20 : 47.527748414253551 % , in sigma: 475.27748414253551 variable 21 : 23.700423691724470 % , in sigma: 237.00423691724470 variable 22 : 12.054323938944234 % , in sigma: 120.54323938944235 variable 23 : 11.284597883885194 % , in sigma: 112.84597883885195 variable 24 : 11.074932703782180 % , in sigma: 110.74932703782180 variable 25 : 1.9043218624358380 % , in sigma: 19.043218624358381 variable 26 : 1.9727037722388150 % , in sigma: 19.727037722388150 variable 27 : 1.6089646172875598 % , in sigma: 16.089646172875597 variable 28 : 2.1526313863252797 % , in sigma: 21.526313863252799 variable 29 : 2.9945919235072282 % , in sigma: 29.945919235072282 variable 30 : 1.3811589808434277 % , in sigma: 13.811589808434277 variable 31 : 44.082305088646066 % , in sigma: 440.82305088646069 variable 32 : 16.837210381930834 % , in sigma: 168.37210381930834 variable 33 : 11.617215109936597 % , in sigma: 116.17215109936596 variable 34 : 7.6327237139685886 % , in sigma: 76.327237139685877 variable 35 : 40.566292550370314 % , in sigma: 405.66292550370315 variable 36 : 1.4564697202745338 % , in sigma: 14.564697202745338 variable 37 : 10.992459000932952 % , in sigma: 109.92459000932951 variable 38 : 38.885245775016955 % , in sigma: 388.85245775016955 variables sorted by significance: 1 most relevant variable 20 corr 47.527748 , in sigma: 475.27748107910156 2 most relevant variable 31 corr 28.619249 , in sigma: 286.19249343872070 3 most relevant variable 38 corr 23.762102 , in sigma: 237.62102127075195 4 most relevant variable 35 corr 12.503468 , in sigma: 125.03467559814453 5 most relevant variable 36 corr 6.2961555 , in sigma: 62.961554527282715 6 most relevant variable 9 corr 5.7441010 , in sigma: 57.441010475158691 7 most relevant variable 2 corr 3.5705833 , in sigma: 35.705833435058594 8 most relevant variable 37 corr 3.5893326 , in sigma: 35.893325805664063 9 most relevant variable 8 corr 3.0044775 , in sigma: 30.044775009155273 10 most relevant variable 18 corr 2.5404150 , in sigma: 25.404150485992432 11 most relevant variable 32 corr 2.1358635 , in sigma: 21.358635425567627 12 most relevant variable 12 corr 1.4197671 , in sigma: 14.197671413421631 13 most relevant variable 6 corr 1.7667974 , in sigma: 17.667974233627319 14 most relevant variable 5 corr 1.8476492 , in sigma: 18.476492166519165 15 most relevant variable 17 corr 1.5707495 , in sigma: 15.707495212554932 16 most relevant variable 14 corr 1.3661282 , in sigma: 13.661282062530518 17 most relevant variable 21 corr 1.1258508 , in sigma: 11.258507966995239 18 most relevant variable 3 corr 0.92266965 , in sigma: 9.2266964912414551 19 most relevant variable 16 corr 0.66097301 , in sigma: 6.6097301244735718 20 most relevant variable 15 corr 0.66324067 , in sigma: 6.6324067115783691 21 most relevant variable 4 corr 0.69363409 , in sigma: 6.9363409280776978 22 most relevant variable 13 corr 0.49676940 , in sigma: 4.9676939845085144 23 most relevant variable 7 corr 0.49059594 , in sigma: 4.9059593677520752 24 most relevant variable 34 corr 0.44342375 , in sigma: 4.4342374801635742 25 most relevant variable 11 corr 0.43355927 , in sigma: 4.3355926871299744 26 most relevant variable 10 corr 0.41330907 , in sigma: 4.1330906748771667 27 most relevant variable 23 corr 0.32406497 , in sigma: 3.2406497001647949 28 most relevant variable 22 corr 0.35483000 , in sigma: 3.5482999682426453 29 most relevant variable 19 corr 0.27077162 , in sigma: 2.7077162265777588 30 most relevant variable 30 corr 8.64974856E-02 , in sigma: 0.86497485637664795 31 most relevant variable 25 corr 0.15710692 , in sigma: 1.5710692107677460 32 most relevant variable 24 corr 0.13920036 , in sigma: 1.3920035958290100 33 most relevant variable 26 corr 9.29780826E-02 , in sigma: 0.92978082597255707 34 most relevant variable 28 corr 8.26882720E-02 , in sigma: 0.82688271999359131 35 most relevant variable 29 corr 5.96421324E-02 , in sigma: 0.59642132371664047 36 most relevant variable 33 corr 5.93417808E-02 , in sigma: 0.59341780841350555 37 most relevant variable 27 corr 3.35338190E-02 , in sigma: 0.33533819019794464 global correlations between input variables: variable 2 : 27.068482878560630 % variable 3 : 86.745416011788677 % variable 4 : 85.285251593475124 % variable 5 : 67.062290384731142 % variable 6 : 41.828585221062767 % variable 7 : 61.681935419259162 % variable 8 : 59.074096496071306 % variable 9 : 52.920921176021153 % variable 10 : 25.773802332243950 % variable 11 : 64.842687374651931 % variable 12 : 74.109715415527859 % variable 13 : 60.400250955031240 % variable 14 : 67.875809535258128 % variable 15 : 82.042033113425603 % variable 16 : 86.118830844012976 % variable 17 : 82.285772180064995 % variable 18 : 74.934112436377660 % variable 19 : 77.796859268510815 % variable 20 : 58.130336336580847 % variable 21 : 57.449525381852609 % variable 22 : 91.134718079026584 % variable 23 : 96.380792171039502 % variable 24 : 95.413432111541880 % variable 25 : 92.568098286662064 % variable 26 : 91.503008658040329 % variable 27 : 84.871665063263052 % variable 28 : 73.368109290600145 % variable 29 : 57.322564177304066 % variable 30 : 85.357293602305660 % variable 31 : 63.206709065901656 % variable 32 : 45.160897353652288 % variable 33 : 65.821342870262356 % variable 34 : 70.248519278546254 % variable 35 : 58.149820702459053 % variable 36 : 84.442362434357847 % variable 37 : 39.900326607966853 % variable 38 : 34.403832121621292 % significance loss when removing single variables: variable 2 : corr = 3.7944721398253196 % , sigma = 37.944721398253193 variable 3 : corr = 1.3163233951005433 % , sigma = 13.163233951005433 variable 4 : corr = 0.56063567190105612 % , sigma = 5.6063567190105612 variable 5 : corr = 2.0079535500677337 % , sigma = 20.079535500677338 variable 6 : corr = 1.7373028088353382 % , sigma = 17.373028088353383 variable 7 : corr = 0.49148072061304759 % , sigma = 4.9148072061304759 variable 8 : corr = 2.9920134421532656 % , sigma = 29.920134421532659 variable 9 : corr = 3.8616393809254732 % , sigma = 38.616393809254731 variable 10 : corr = 0.41757308206547677 % , sigma = 4.1757308206547679 variable 11 : corr = 0.42182078708272619 % , sigma = 4.2182078708272615 variable 12 : corr = 1.4417944205597333 % , sigma = 14.417944205597333 variable 13 : corr = 0.54969181017364754 % , sigma = 5.4969181017364761 variable 14 : corr = 0.71403133072415459 % , sigma = 7.1403133072415459 variable 15 : corr = 0.91257909318119490 % , sigma = 9.1257909318119488 variable 16 : corr = 0.83781465901054819 % , sigma = 8.3781465901054819 variable 17 : corr = 1.3601296352209591 % , sigma = 13.601296352209591 variable 18 : corr = 1.4543264426599094 % , sigma = 14.543264426599093 variable 19 : corr = 0.24803813389304077 % , sigma = 2.4803813389304077 variable 20 : corr = 25.292859254572630 % , sigma = 252.92859254572630 variable 21 : corr = 1.0504933938249121 % , sigma = 10.504933938249122 variable 22 : corr = 0.35251949976164559 % , sigma = 3.5251949976164556 variable 23 : corr = 0.43490900932757154 % , sigma = 4.3490900932757155 variable 24 : corr = 0.14417019234834796 % , sigma = 1.4417019234834796 variable 25 : corr = 0.14721664709057017 % , sigma = 1.4721664709057019 variable 26 : corr = 9.08722426327261273E-002 % , sigma = 0.90872242632726130 variable 27 : corr = 3.35338207629994819E-002 % , sigma = 0.33533820762999483 variable 28 : corr = 8.39672589765220190E-002 % , sigma = 0.83967258976522008 variable 29 : corr = 6.99621410711224190E-002 % , sigma = 0.69962141071122408 variable 30 : corr = 0.12456380065270678 % , sigma = 1.2456380065270678 variable 31 : corr = 14.736759001117816 % , sigma = 147.36759001117815 variable 32 : corr = 2.0413575637269661 % , sigma = 20.413575637269659 variable 33 : corr = 5.87762309935184607E-002 % , sigma = 0.58776230993518463 variable 34 : corr = 0.40922695577304757 % , sigma = 4.0922695577304751 variable 35 : corr = 12.614178959879229 % , sigma = 126.14178959879230 variable 36 : corr = 2.9127042313822415 % , sigma = 29.127042313822415 variable 37 : corr = 3.6353387197855094 % , sigma = 36.353387197855092 variable 38 : corr = 22.480235392708494 % , sigma = 224.80235392708491 Keep only 28 most significant input variables Sum of Weights for output node 2 1000000.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -1.4851874 NVar: 29.000000 -10.009985 39 21192 -10.023308 39 40266 -10.031882 39 123324 -10.000957 39 296064 -10.013577 39 306771 -10.073329 39 311308 -10.009056 39 348801 -10.017462 39 373888 -10.032543 39 522523 -10.001722 39 573072 -10.002644 39 620706 -10.001178 39 664153 -10.003231 39 696859 -10.032064 39 711318 -10.089957 39 906373 -10.003744 39 920794 -10.008600 39 954812 -10.008772 39 991943 4946 --------- Entering internal boost mode: --------- Starting analysis with 53 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.8366950 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.5230319 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.2088490 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.0396714 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.9622495 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.6175177 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.5198816 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.3904375 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.3409398 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.2485200 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.1390440 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.0626557 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.0228013 PREPRO: (sigma of derived input)/eigenvalue # 14 : 1.0045229 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.99384302 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.98125225 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.95072311 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.90995038 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.89401054 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.88734448 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.78895843 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.76128590 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.73028702 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.66965818 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.63310879 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.59916151 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.57101893 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.54321140 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.53435457 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.48854050 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.47598588 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.46947077 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.45131153 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.43520728 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.40293273 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.36818275 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.35451925 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.31701449 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.31321210 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.25547054 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.24106409 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.17940784 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.12391035 PREPRO: (sigma of derived input)/eigenvalue # 44 : 8.98792818E-02 PREPRO: (sigma of derived input)/eigenvalue # 45 : 4.32676723E-04 PREPRO: (sigma of derived input)/eigenvalue # 46 : 2.95284204E-04 PREPRO: (sigma of derived input)/eigenvalue # 47 : 2.62901565E-04 PREPRO: (sigma of derived input)/eigenvalue # 48 : 1.15168332E-04 PREPRO: (sigma of derived input)/eigenvalue # 49 : 6.18604190E-07 PREPRO: (sigma of derived input)/eigenvalue # 50 : 1.16314652E-04 PREPRO: (sigma of derived input)/eigenvalue # 51 : 1.66097088E-04 PREPRO: (sigma of derived input)/eigenvalue # 52 : 2.55722232E-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 0.4 2.8 2.5 2.2 2.0 2.0 1.6 1.5 1.4 1.3 1.2 1.1 1.1 1.0 1.0 1.0 1.0 1.0 0.9 0.9 0.9 0.8 0.8 0.7 0.7 0.6 0.6 0.6 0.5 0.5 0.5 0.5 0.5 0.5 0.4 0.4 0.4 0.4 0.3 0.3 0.3 0.2 0.2 0.1 1 100.0 12.6 8.7 -4.1 3.4 12.2 -8.5 32.6 -18.1 9.4 12.5 -6.1 -4.8 2.8 -2.0 3.7 4.9 8.6 -2.4 5.6 -3.5 -2.4 -0.2 0.7 1.1 -1.9 -2.3 -0.4 5.6 -6.0 0.1 -1.3 -1.6 3.7 0.7 -0.4 6.4 -2.9 2.3 -2.5 2.0 2.5 -3.6 0.0 2 12.6 100.0 -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 8.7 -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 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 4 -4.1 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 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 5 3.4 -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 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 6 12.2 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 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 7 -8.5 -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 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 8 32.6 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 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 9 -18.1 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 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 10 9.4 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 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 11 12.5 -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 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 12 -6.1 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 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 13 -4.8 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 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 14 2.8 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 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 15 -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 0.0 100.0 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 16 3.7 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 0.0 100.0 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 17 4.9 -0.0 -0.0 -0.0 -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 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 18 8.6 0.0 -0.0 -0.0 0.0 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 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 19 -2.4 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 0.0 100.0 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 20 5.6 0.0 -0.0 0.0 -0.0 0.0 0.0 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 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 21 -3.5 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 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 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 22 -2.4 -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 -0.0 100.0 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 23 -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 0.0 100.0 -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 24 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 -0.0 100.0 -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 25 1.1 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 -0.0 100.0 -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 26 -1.9 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 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 0.0 0.0 0.0 0.0 0.0 0.0 0.0 27 -2.3 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 -0.0 100.0 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 28 -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 0.0 100.0 -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 29 5.6 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -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 -0.0 -0.0 0.0 0.0 30 -6.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 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 -0.0 0.0 0.0 31 0.1 -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 -0.0 100.0 -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 32 -1.3 -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 -0.0 100.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 33 -1.6 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -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 3.7 -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 -0.0 100.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 35 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 0.0 100.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 36 -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 -0.0 -0.0 100.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 37 6.4 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 0.0 100.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 38 -2.9 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 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 2.3 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 -0.0 100.0 -0.0 0.0 0.0 -0.0 0.0 40 -2.5 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -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 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 0.0 -0.0 100.0 -0.0 -0.0 -0.0 42 2.5 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -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 -3.6 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -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) 50.400777165753453 ------------------------------------- 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 --> 172.48126 sigma out 44 active outputs RANK 2 NODE 8 --> 115.76003 sigma out 44 active outputs RANK 3 NODE 2 --> 106.13010 sigma out 44 active outputs RANK 4 NODE 3 --> 87.869942 sigma out 44 active outputs RANK 5 NODE 9 --> 84.330490 sigma out 44 active outputs RANK 6 NODE 6 --> 79.806587 sigma out 44 active outputs RANK 7 NODE 7 --> 79.019028 sigma out 44 active outputs RANK 8 NODE 4 --> 77.872787 sigma out 44 active outputs RANK 9 NODE 11 --> 77.594200 sigma out 44 active outputs RANK 10 NODE 5 --> 73.228157 sigma out 44 active outputs RANK 11 NODE 10 --> 72.691193 sigma out 44 active outputs RANK 12 NODE 13 --> 70.953430 sigma out 44 active outputs RANK 13 NODE 12 --> 70.665474 sigma out 44 active outputs RANK 14 NODE 29 --> 65.916382 sigma out 44 active outputs RANK 15 NODE 20 --> 63.772377 sigma out 44 active outputs RANK 16 NODE 14 --> 63.263092 sigma out 44 active outputs RANK 17 NODE 23 --> 63.167191 sigma out 44 active outputs RANK 18 NODE 41 --> 62.531116 sigma out 44 active outputs RANK 19 NODE 17 --> 62.446873 sigma out 44 active outputs RANK 20 NODE 18 --> 61.589191 sigma out 44 active outputs RANK 21 NODE 27 --> 61.152901 sigma out 44 active outputs RANK 22 NODE 25 --> 60.934841 sigma out 44 active outputs RANK 23 NODE 15 --> 60.767384 sigma out 44 active outputs RANK 24 NODE 38 --> 57.822697 sigma out 44 active outputs RANK 25 NODE 43 --> 56.011295 sigma out 44 active outputs RANK 26 NODE 16 --> 55.491070 sigma out 44 active outputs RANK 27 NODE 24 --> 55.159904 sigma out 44 active outputs RANK 28 NODE 35 --> 54.556816 sigma out 44 active outputs RANK 29 NODE 42 --> 53.912441 sigma out 44 active outputs RANK 30 NODE 19 --> 53.759228 sigma out 44 active outputs RANK 31 NODE 30 --> 53.674316 sigma out 44 active outputs RANK 32 NODE 26 --> 52.491211 sigma out 44 active outputs RANK 33 NODE 33 --> 52.074646 sigma out 44 active outputs RANK 34 NODE 44 --> 51.995098 sigma out 44 active outputs RANK 35 NODE 31 --> 51.902580 sigma out 44 active outputs RANK 36 NODE 22 --> 51.507389 sigma out 44 active outputs RANK 37 NODE 39 --> 51.317799 sigma out 44 active outputs RANK 38 NODE 37 --> 50.980995 sigma out 44 active outputs RANK 39 NODE 32 --> 49.605675 sigma out 44 active outputs RANK 40 NODE 28 --> 49.012253 sigma out 44 active outputs RANK 41 NODE 34 --> 48.876892 sigma out 44 active outputs RANK 42 NODE 36 --> 47.339703 sigma out 44 active outputs RANK 43 NODE 40 --> 43.906467 sigma out 44 active outputs RANK 44 NODE 21 --> 41.125340 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 11 --> 104.44234 sigma in 44 act. ( 139.70613 sig out 1 act.) RANK 2 NODE 4 --> 104.18698 sigma in 44 act. ( 122.49973 sig out 1 act.) RANK 3 NODE 38 --> 102.59393 sigma in 44 act. ( 133.19577 sig out 1 act.) RANK 4 NODE 35 --> 96.783501 sigma in 44 act. ( 143.18286 sig out 1 act.) RANK 5 NODE 26 --> 93.199532 sigma in 44 act. ( 130.34052 sig out 1 act.) RANK 6 NODE 44 --> 90.338318 sigma in 44 act. ( 114.36703 sig out 1 act.) RANK 7 NODE 5 --> 85.866699 sigma in 44 act. ( 111.53265 sig out 1 act.) RANK 8 NODE 9 --> 84.280693 sigma in 44 act. ( 101.35654 sig out 1 act.) RANK 9 NODE 7 --> 77.138664 sigma in 44 act. ( 108.64375 sig out 1 act.) RANK 10 NODE 2 --> 76.286797 sigma in 44 act. ( 78.380974 sig out 1 act.) RANK 11 NODE 15 --> 75.010223 sigma in 44 act. ( 92.691452 sig out 1 act.) RANK 12 NODE 1 --> 71.676384 sigma in 44 act. ( 82.259018 sig out 1 act.) RANK 13 NODE 34 --> 70.538895 sigma in 44 act. ( 92.160599 sig out 1 act.) RANK 14 NODE 18 --> 69.353767 sigma in 44 act. ( 82.536179 sig out 1 act.) RANK 15 NODE 12 --> 68.746368 sigma in 44 act. ( 80.933746 sig out 1 act.) RANK 16 NODE 31 --> 68.307426 sigma in 44 act. ( 78.542084 sig out 1 act.) RANK 17 NODE 22 --> 67.991936 sigma in 44 act. ( 75.786972 sig out 1 act.) RANK 18 NODE 19 --> 67.972069 sigma in 44 act. ( 44.911259 sig out 1 act.) RANK 19 NODE 32 --> 66.468262 sigma in 44 act. ( 54.169266 sig out 1 act.) RANK 20 NODE 28 --> 65.242722 sigma in 44 act. ( 73.869850 sig out 1 act.) RANK 21 NODE 24 --> 63.281731 sigma in 44 act. ( 15.546026 sig out 1 act.) RANK 22 NODE 41 --> 62.787258 sigma in 44 act. ( 5.9275823 sig out 1 act.) RANK 23 NODE 39 --> 62.055374 sigma in 44 act. ( 57.369488 sig out 1 act.) RANK 24 NODE 25 --> 62.046303 sigma in 44 act. ( 32.677097 sig out 1 act.) RANK 25 NODE 43 --> 60.880234 sigma in 44 act. ( 16.085297 sig out 1 act.) RANK 26 NODE 37 --> 60.698055 sigma in 44 act. ( 48.483315 sig out 1 act.) RANK 27 NODE 13 --> 59.763737 sigma in 44 act. ( 61.902397 sig out 1 act.) RANK 28 NODE 14 --> 59.642303 sigma in 44 act. ( 34.577244 sig out 1 act.) RANK 29 NODE 30 --> 58.198933 sigma in 44 act. ( 47.823128 sig out 1 act.) RANK 30 NODE 8 --> 58.183929 sigma in 44 act. ( 70.106384 sig out 1 act.) RANK 31 NODE 17 --> 58.134541 sigma in 44 act. ( 64.159348 sig out 1 act.) RANK 32 NODE 40 --> 56.974766 sigma in 44 act. ( 8.9088936 sig out 1 act.) RANK 33 NODE 27 --> 56.895187 sigma in 44 act. ( 12.434898 sig out 1 act.) RANK 34 NODE 3 --> 56.809742 sigma in 44 act. ( 31.877392 sig out 1 act.) RANK 35 NODE 23 --> 56.286606 sigma in 44 act. ( 8.3005829 sig out 1 act.) RANK 36 NODE 29 --> 55.267342 sigma in 44 act. ( 13.240767 sig out 1 act.) RANK 37 NODE 6 --> 54.691265 sigma in 44 act. ( 48.208183 sig out 1 act.) RANK 38 NODE 42 --> 54.595058 sigma in 44 act. ( 50.576645 sig out 1 act.) RANK 39 NODE 20 --> 52.793339 sigma in 44 act. ( 14.386882 sig out 1 act.) RANK 40 NODE 33 --> 51.614922 sigma in 44 act. ( 6.2237377 sig out 1 act.) RANK 41 NODE 10 --> 50.422138 sigma in 44 act. ( 37.052521 sig out 1 act.) RANK 42 NODE 16 --> 49.860432 sigma in 44 act. ( 9.4254656 sig out 1 act.) RANK 43 NODE 36 --> 48.082798 sigma in 44 act. ( 9.9923019 sig out 1 act.) RANK 44 NODE 21 --> 47.601219 sigma in 44 act. ( 32.078644 sig out 1 act.) sorted by output significance RANK 1 NODE 35 --> 143.18286 sigma out 1 act.( 96.783501 sig in 44 act.) RANK 2 NODE 11 --> 139.70613 sigma out 1 act.( 104.44234 sig in 44 act.) RANK 3 NODE 38 --> 133.19577 sigma out 1 act.( 102.59393 sig in 44 act.) RANK 4 NODE 26 --> 130.34052 sigma out 1 act.( 93.199532 sig in 44 act.) RANK 5 NODE 4 --> 122.49973 sigma out 1 act.( 104.18698 sig in 44 act.) RANK 6 NODE 44 --> 114.36703 sigma out 1 act.( 90.338318 sig in 44 act.) RANK 7 NODE 5 --> 111.53265 sigma out 1 act.( 85.866699 sig in 44 act.) RANK 8 NODE 7 --> 108.64375 sigma out 1 act.( 77.138664 sig in 44 act.) RANK 9 NODE 9 --> 101.35654 sigma out 1 act.( 84.280693 sig in 44 act.) RANK 10 NODE 15 --> 92.691452 sigma out 1 act.( 75.010223 sig in 44 act.) RANK 11 NODE 34 --> 92.160599 sigma out 1 act.( 70.538895 sig in 44 act.) RANK 12 NODE 18 --> 82.536179 sigma out 1 act.( 69.353767 sig in 44 act.) RANK 13 NODE 1 --> 82.259018 sigma out 1 act.( 71.676384 sig in 44 act.) RANK 14 NODE 12 --> 80.933746 sigma out 1 act.( 68.746368 sig in 44 act.) RANK 15 NODE 31 --> 78.542084 sigma out 1 act.( 68.307426 sig in 44 act.) RANK 16 NODE 2 --> 78.380974 sigma out 1 act.( 76.286797 sig in 44 act.) RANK 17 NODE 22 --> 75.786972 sigma out 1 act.( 67.991936 sig in 44 act.) RANK 18 NODE 28 --> 73.869850 sigma out 1 act.( 65.242722 sig in 44 act.) RANK 19 NODE 8 --> 70.106384 sigma out 1 act.( 58.183929 sig in 44 act.) RANK 20 NODE 17 --> 64.159348 sigma out 1 act.( 58.134541 sig in 44 act.) RANK 21 NODE 13 --> 61.902397 sigma out 1 act.( 59.763737 sig in 44 act.) RANK 22 NODE 39 --> 57.369488 sigma out 1 act.( 62.055374 sig in 44 act.) RANK 23 NODE 32 --> 54.169266 sigma out 1 act.( 66.468262 sig in 44 act.) RANK 24 NODE 42 --> 50.576645 sigma out 1 act.( 54.595058 sig in 44 act.) RANK 25 NODE 37 --> 48.483315 sigma out 1 act.( 60.698055 sig in 44 act.) RANK 26 NODE 6 --> 48.208183 sigma out 1 act.( 54.691265 sig in 44 act.) RANK 27 NODE 30 --> 47.823128 sigma out 1 act.( 58.198933 sig in 44 act.) RANK 28 NODE 19 --> 44.911259 sigma out 1 act.( 67.972069 sig in 44 act.) RANK 29 NODE 10 --> 37.052521 sigma out 1 act.( 50.422138 sig in 44 act.) RANK 30 NODE 14 --> 34.577244 sigma out 1 act.( 59.642303 sig in 44 act.) RANK 31 NODE 25 --> 32.677097 sigma out 1 act.( 62.046303 sig in 44 act.) RANK 32 NODE 21 --> 32.078644 sigma out 1 act.( 47.601219 sig in 44 act.) RANK 33 NODE 3 --> 31.877392 sigma out 1 act.( 56.809742 sig in 44 act.) RANK 34 NODE 43 --> 16.085297 sigma out 1 act.( 60.880234 sig in 44 act.) RANK 35 NODE 24 --> 15.546026 sigma out 1 act.( 63.281731 sig in 44 act.) RANK 36 NODE 20 --> 14.386882 sigma out 1 act.( 52.793339 sig in 44 act.) RANK 37 NODE 29 --> 13.240767 sigma out 1 act.( 55.267342 sig in 44 act.) RANK 38 NODE 27 --> 12.434898 sigma out 1 act.( 56.895187 sig in 44 act.) RANK 39 NODE 36 --> 9.9923019 sigma out 1 act.( 48.082798 sig in 44 act.) RANK 40 NODE 16 --> 9.4254656 sigma out 1 act.( 49.860432 sig in 44 act.) RANK 41 NODE 40 --> 8.9088936 sigma out 1 act.( 56.974766 sig in 44 act.) RANK 42 NODE 23 --> 8.3005829 sigma out 1 act.( 56.286606 sig in 44 act.) RANK 43 NODE 33 --> 6.2237377 sigma out 1 act.( 51.614922 sig in 44 act.) RANK 44 NODE 41 --> 5.9275823 sigma out 1 act.( 62.787258 sig in 44 act.) RANK 1 NODE 1 --> 485.62680 sigma in 44 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 178.71007 sigma out 44 active outputs RANK 2 NODE 8 --> 114.89511 sigma out 44 active outputs RANK 3 NODE 2 --> 91.682617 sigma out 44 active outputs RANK 4 NODE 3 --> 74.657928 sigma out 44 active outputs RANK 5 NODE 6 --> 65.101334 sigma out 44 active outputs RANK 6 NODE 9 --> 64.936539 sigma out 44 active outputs RANK 7 NODE 5 --> 54.644531 sigma out 44 active outputs RANK 8 NODE 7 --> 52.844826 sigma out 44 active outputs RANK 9 NODE 11 --> 51.589024 sigma out 44 active outputs RANK 10 NODE 4 --> 44.674404 sigma out 44 active outputs RANK 11 NODE 13 --> 41.682148 sigma out 44 active outputs RANK 12 NODE 12 --> 40.723644 sigma out 44 active outputs RANK 13 NODE 18 --> 40.115719 sigma out 44 active outputs RANK 14 NODE 15 --> 37.525158 sigma out 44 active outputs RANK 15 NODE 10 --> 37.272552 sigma out 44 active outputs RANK 16 NODE 14 --> 35.562336 sigma out 44 active outputs RANK 17 NODE 17 --> 32.995636 sigma out 44 active outputs RANK 18 NODE 16 --> 32.437519 sigma out 44 active outputs RANK 19 NODE 20 --> 31.348415 sigma out 44 active outputs RANK 20 NODE 29 --> 30.680906 sigma out 44 active outputs RANK 21 NODE 25 --> 29.064455 sigma out 44 active outputs RANK 22 NODE 19 --> 26.321535 sigma out 44 active outputs RANK 23 NODE 23 --> 25.239855 sigma out 44 active outputs RANK 24 NODE 27 --> 24.836222 sigma out 44 active outputs RANK 25 NODE 24 --> 23.617903 sigma out 44 active outputs RANK 26 NODE 21 --> 21.580252 sigma out 44 active outputs RANK 27 NODE 22 --> 18.982428 sigma out 44 active outputs RANK 28 NODE 26 --> 18.543083 sigma out 44 active outputs RANK 29 NODE 30 --> 16.932512 sigma out 44 active outputs RANK 30 NODE 32 --> 15.275375 sigma out 44 active outputs RANK 31 NODE 40 --> 14.648241 sigma out 44 active outputs RANK 32 NODE 28 --> 14.172348 sigma out 44 active outputs RANK 33 NODE 37 --> 13.704551 sigma out 44 active outputs RANK 34 NODE 34 --> 13.689004 sigma out 44 active outputs RANK 35 NODE 31 --> 13.167131 sigma out 44 active outputs RANK 36 NODE 33 --> 12.098762 sigma out 44 active outputs RANK 37 NODE 38 --> 11.930612 sigma out 44 active outputs RANK 38 NODE 36 --> 11.576764 sigma out 44 active outputs RANK 39 NODE 39 --> 11.218129 sigma out 44 active outputs RANK 40 NODE 35 --> 10.195552 sigma out 44 active outputs RANK 41 NODE 41 --> 9.2067204 sigma out 44 active outputs RANK 42 NODE 42 --> 8.0878296 sigma out 44 active outputs RANK 43 NODE 43 --> 7.6901202 sigma out 44 active outputs RANK 44 NODE 44 --> 3.1154432 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 101.34932 sigma in 44 act. ( 63.965256 sig out 1 act.) RANK 2 NODE 26 --> 93.206841 sigma in 44 act. ( 63.452396 sig out 1 act.) RANK 3 NODE 38 --> 88.748596 sigma in 44 act. ( 69.691391 sig out 1 act.) RANK 4 NODE 11 --> 85.180733 sigma in 44 act. ( 83.028351 sig out 1 act.) RANK 5 NODE 9 --> 79.631012 sigma in 44 act. ( 53.205536 sig out 1 act.) RANK 6 NODE 35 --> 74.437859 sigma in 44 act. ( 84.961327 sig out 1 act.) RANK 7 NODE 5 --> 71.219566 sigma in 44 act. ( 56.415668 sig out 1 act.) RANK 8 NODE 44 --> 70.229492 sigma in 44 act. ( 63.862968 sig out 1 act.) RANK 9 NODE 7 --> 64.297867 sigma in 44 act. ( 59.558388 sig out 1 act.) RANK 10 NODE 2 --> 62.625938 sigma in 44 act. ( 36.683697 sig out 1 act.) RANK 11 NODE 1 --> 60.810566 sigma in 44 act. ( 38.273540 sig out 1 act.) RANK 12 NODE 34 --> 56.941456 sigma in 44 act. ( 47.153652 sig out 1 act.) RANK 13 NODE 15 --> 54.144955 sigma in 44 act. ( 44.114353 sig out 1 act.) RANK 14 NODE 22 --> 49.785549 sigma in 44 act. ( 37.594307 sig out 1 act.) RANK 15 NODE 31 --> 49.357155 sigma in 44 act. ( 38.913944 sig out 1 act.) RANK 16 NODE 18 --> 46.481739 sigma in 44 act. ( 40.410110 sig out 1 act.) RANK 17 NODE 12 --> 41.921658 sigma in 44 act. ( 43.318989 sig out 1 act.) RANK 18 NODE 28 --> 40.576473 sigma in 44 act. ( 46.134605 sig out 1 act.) RANK 19 NODE 13 --> 39.283680 sigma in 44 act. ( 33.296192 sig out 1 act.) RANK 20 NODE 17 --> 38.590969 sigma in 44 act. ( 35.643074 sig out 1 act.) RANK 21 NODE 8 --> 37.717789 sigma in 44 act. ( 38.754562 sig out 1 act.) RANK 22 NODE 39 --> 33.831348 sigma in 44 act. ( 30.393152 sig out 1 act.) RANK 23 NODE 30 --> 33.288944 sigma in 44 act. ( 24.397276 sig out 1 act.) RANK 24 NODE 42 --> 32.288803 sigma in 44 act. ( 24.758051 sig out 1 act.) RANK 25 NODE 32 --> 30.393230 sigma in 44 act. ( 31.664133 sig out 1 act.) RANK 26 NODE 37 --> 26.822548 sigma in 44 act. ( 26.489552 sig out 1 act.) RANK 27 NODE 6 --> 25.455881 sigma in 44 act. ( 27.176622 sig out 1 act.) RANK 28 NODE 19 --> 24.682663 sigma in 44 act. ( 25.883450 sig out 1 act.) RANK 29 NODE 25 --> 23.360832 sigma in 44 act. ( 16.021006 sig out 1 act.) RANK 30 NODE 14 --> 22.242588 sigma in 44 act. ( 17.012938 sig out 1 act.) RANK 31 NODE 3 --> 20.515438 sigma in 44 act. ( 16.478148 sig out 1 act.) RANK 32 NODE 10 --> 18.424606 sigma in 44 act. ( 21.048449 sig out 1 act.) RANK 33 NODE 21 --> 17.637705 sigma in 44 act. ( 16.561243 sig out 1 act.) RANK 34 NODE 43 --> 12.200135 sigma in 44 act. ( 8.6323833 sig out 1 act.) RANK 35 NODE 20 --> 9.4951820 sigma in 44 act. ( 9.0281172 sig out 1 act.) RANK 36 NODE 27 --> 9.4795418 sigma in 44 act. ( 6.7983522 sig out 1 act.) RANK 37 NODE 29 --> 9.4151726 sigma in 44 act. ( 7.0308409 sig out 1 act.) RANK 38 NODE 24 --> 9.2941227 sigma in 44 act. ( 10.470068 sig out 1 act.) RANK 39 NODE 40 --> 8.7691402 sigma in 44 act. ( 4.8202500 sig out 1 act.) RANK 40 NODE 23 --> 8.4846954 sigma in 44 act. ( 4.6705365 sig out 1 act.) RANK 41 NODE 36 --> 7.7285619 sigma in 44 act. ( 5.2605481 sig out 1 act.) RANK 42 NODE 33 --> 7.2227898 sigma in 44 act. ( 3.7094517 sig out 1 act.) RANK 43 NODE 41 --> 7.2131224 sigma in 44 act. ( 3.4340277 sig out 1 act.) RANK 44 NODE 16 --> 7.1271348 sigma in 44 act. ( 5.3932552 sig out 1 act.) sorted by output significance RANK 1 NODE 35 --> 84.961327 sigma out 1 act.( 74.437859 sig in 44 act.) RANK 2 NODE 11 --> 83.028351 sigma out 1 act.( 85.180733 sig in 44 act.) RANK 3 NODE 38 --> 69.691391 sigma out 1 act.( 88.748596 sig in 44 act.) RANK 4 NODE 4 --> 63.965256 sigma out 1 act.( 101.34932 sig in 44 act.) RANK 5 NODE 44 --> 63.862968 sigma out 1 act.( 70.229492 sig in 44 act.) RANK 6 NODE 26 --> 63.452396 sigma out 1 act.( 93.206841 sig in 44 act.) RANK 7 NODE 7 --> 59.558388 sigma out 1 act.( 64.297867 sig in 44 act.) RANK 8 NODE 5 --> 56.415668 sigma out 1 act.( 71.219566 sig in 44 act.) RANK 9 NODE 9 --> 53.205536 sigma out 1 act.( 79.631012 sig in 44 act.) RANK 10 NODE 34 --> 47.153652 sigma out 1 act.( 56.941456 sig in 44 act.) RANK 11 NODE 28 --> 46.134605 sigma out 1 act.( 40.576473 sig in 44 act.) RANK 12 NODE 15 --> 44.114353 sigma out 1 act.( 54.144955 sig in 44 act.) RANK 13 NODE 12 --> 43.318989 sigma out 1 act.( 41.921658 sig in 44 act.) RANK 14 NODE 18 --> 40.410110 sigma out 1 act.( 46.481739 sig in 44 act.) RANK 15 NODE 31 --> 38.913944 sigma out 1 act.( 49.357155 sig in 44 act.) RANK 16 NODE 8 --> 38.754562 sigma out 1 act.( 37.717789 sig in 44 act.) RANK 17 NODE 1 --> 38.273540 sigma out 1 act.( 60.810566 sig in 44 act.) RANK 18 NODE 22 --> 37.594307 sigma out 1 act.( 49.785549 sig in 44 act.) RANK 19 NODE 2 --> 36.683697 sigma out 1 act.( 62.625938 sig in 44 act.) RANK 20 NODE 17 --> 35.643074 sigma out 1 act.( 38.590969 sig in 44 act.) RANK 21 NODE 13 --> 33.296192 sigma out 1 act.( 39.283680 sig in 44 act.) RANK 22 NODE 32 --> 31.664133 sigma out 1 act.( 30.393230 sig in 44 act.) RANK 23 NODE 39 --> 30.393152 sigma out 1 act.( 33.831348 sig in 44 act.) RANK 24 NODE 6 --> 27.176622 sigma out 1 act.( 25.455881 sig in 44 act.) RANK 25 NODE 37 --> 26.489552 sigma out 1 act.( 26.822548 sig in 44 act.) RANK 26 NODE 19 --> 25.883450 sigma out 1 act.( 24.682663 sig in 44 act.) RANK 27 NODE 42 --> 24.758051 sigma out 1 act.( 32.288803 sig in 44 act.) RANK 28 NODE 30 --> 24.397276 sigma out 1 act.( 33.288944 sig in 44 act.) RANK 29 NODE 10 --> 21.048449 sigma out 1 act.( 18.424606 sig in 44 act.) RANK 30 NODE 14 --> 17.012938 sigma out 1 act.( 22.242588 sig in 44 act.) RANK 31 NODE 21 --> 16.561243 sigma out 1 act.( 17.637705 sig in 44 act.) RANK 32 NODE 3 --> 16.478148 sigma out 1 act.( 20.515438 sig in 44 act.) RANK 33 NODE 25 --> 16.021006 sigma out 1 act.( 23.360832 sig in 44 act.) RANK 34 NODE 24 --> 10.470068 sigma out 1 act.( 9.2941227 sig in 44 act.) RANK 35 NODE 20 --> 9.0281172 sigma out 1 act.( 9.4951820 sig in 44 act.) RANK 36 NODE 43 --> 8.6323833 sigma out 1 act.( 12.200135 sig in 44 act.) RANK 37 NODE 29 --> 7.0308409 sigma out 1 act.( 9.4151726 sig in 44 act.) RANK 38 NODE 27 --> 6.7983522 sigma out 1 act.( 9.4795418 sig in 44 act.) RANK 39 NODE 16 --> 5.3932552 sigma out 1 act.( 7.1271348 sig in 44 act.) RANK 40 NODE 36 --> 5.2605481 sigma out 1 act.( 7.7285619 sig in 44 act.) RANK 41 NODE 40 --> 4.8202500 sigma out 1 act.( 8.7691402 sig in 44 act.) RANK 42 NODE 23 --> 4.6705365 sigma out 1 act.( 8.4846954 sig in 44 act.) RANK 43 NODE 33 --> 3.7094517 sigma out 1 act.( 7.2227898 sig in 44 act.) RANK 44 NODE 41 --> 3.4340277 sigma out 1 act.( 7.2131224 sig in 44 act.) RANK 1 NODE 1 --> 259.65558 sigma in 44 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.57784963 *** contribution from regularisation: 9.43414809E-04 *** contribution from error: -0.57879305 *** contribution from DIAG: 6.20771243E-06 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.63066131 *** contribution from regularisation: 3.01678409E-03 *** contribution from error: -0.63367808 *** contribution from DIAG: 1.05096424E-05 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.63465542 *** contribution from regularisation: 2.14470690E-03 *** contribution from error: -0.63680011 *** contribution from DIAG: 1.38490541E-05 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.63529670 *** contribution from regularisation: 2.59652245E-03 *** contribution from error: -0.63789320 *** contribution from DIAG: 1.15385474E-05 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.63600087 *** contribution from regularisation: 2.46602506E-03 *** contribution from error: -0.63846689 *** contribution from DIAG: 9.78825119E-06 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.63634515 *** contribution from regularisation: 2.52575567E-03 *** contribution from error: -0.63887089 *** contribution from DIAG: 8.69178257E-06 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.63667935 *** contribution from regularisation: 2.50393478E-03 *** contribution from error: -0.63918328 *** contribution from DIAG: 7.85696648E-06 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.63691199 *** contribution from regularisation: 2.51449784E-03 *** contribution from error: -0.63942647 *** contribution from DIAG: 7.03752721E-06 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.63711709 *** contribution from regularisation: 2.50793388E-03 *** contribution from error: -0.63962501 *** contribution from DIAG: 6.75373713E-06 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 217.62013 sigma out 44 active outputs RANK 2 NODE 8 --> 137.27904 sigma out 44 active outputs RANK 3 NODE 2 --> 99.441856 sigma out 44 active outputs RANK 4 NODE 3 --> 86.553940 sigma out 44 active outputs RANK 5 NODE 9 --> 72.139778 sigma out 44 active outputs RANK 6 NODE 6 --> 69.416824 sigma out 44 active outputs RANK 7 NODE 5 --> 59.199638 sigma out 44 active outputs RANK 8 NODE 11 --> 56.464073 sigma out 44 active outputs RANK 9 NODE 7 --> 55.851974 sigma out 44 active outputs RANK 10 NODE 4 --> 47.397858 sigma out 44 active outputs RANK 11 NODE 13 --> 46.201546 sigma out 44 active outputs RANK 12 NODE 18 --> 45.675236 sigma out 44 active outputs RANK 13 NODE 15 --> 44.597298 sigma out 44 active outputs RANK 14 NODE 12 --> 42.675125 sigma out 44 active outputs RANK 15 NODE 10 --> 41.052830 sigma out 44 active outputs RANK 16 NODE 14 --> 39.589386 sigma out 44 active outputs RANK 17 NODE 16 --> 38.058014 sigma out 44 active outputs RANK 18 NODE 17 --> 36.624992 sigma out 44 active outputs RANK 19 NODE 20 --> 34.376492 sigma out 44 active outputs RANK 20 NODE 29 --> 32.312851 sigma out 44 active outputs RANK 21 NODE 25 --> 31.513683 sigma out 44 active outputs RANK 22 NODE 19 --> 28.483383 sigma out 44 active outputs RANK 23 NODE 23 --> 27.695927 sigma out 44 active outputs RANK 24 NODE 27 --> 26.543758 sigma out 44 active outputs RANK 25 NODE 24 --> 25.416256 sigma out 44 active outputs RANK 26 NODE 21 --> 22.865166 sigma out 44 active outputs RANK 27 NODE 22 --> 20.930317 sigma out 44 active outputs RANK 28 NODE 26 --> 20.534723 sigma out 44 active outputs RANK 29 NODE 30 --> 19.660751 sigma out 44 active outputs RANK 30 NODE 32 --> 17.872440 sigma out 44 active outputs RANK 31 NODE 40 --> 17.445225 sigma out 44 active outputs RANK 32 NODE 37 --> 16.553165 sigma out 44 active outputs RANK 33 NODE 28 --> 16.091925 sigma out 44 active outputs RANK 34 NODE 34 --> 15.819374 sigma out 44 active outputs RANK 35 NODE 39 --> 15.731881 sigma out 44 active outputs RANK 36 NODE 31 --> 15.514527 sigma out 44 active outputs RANK 37 NODE 38 --> 14.540601 sigma out 44 active outputs RANK 38 NODE 33 --> 14.415104 sigma out 44 active outputs RANK 39 NODE 36 --> 13.406915 sigma out 44 active outputs RANK 40 NODE 43 --> 12.403454 sigma out 44 active outputs RANK 41 NODE 35 --> 12.265995 sigma out 44 active outputs RANK 42 NODE 41 --> 11.853028 sigma out 44 active outputs RANK 43 NODE 42 --> 11.132180 sigma out 44 active outputs RANK 44 NODE 44 --> 5.7937555 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 115.89357 sigma in 44 act. ( 77.501495 sig out 1 act.) RANK 2 NODE 26 --> 106.32657 sigma in 44 act. ( 68.029930 sig out 1 act.) RANK 3 NODE 38 --> 98.089981 sigma in 44 act. ( 73.113960 sig out 1 act.) RANK 4 NODE 9 --> 94.085838 sigma in 44 act. ( 60.724434 sig out 1 act.) RANK 5 NODE 11 --> 92.871605 sigma in 44 act. ( 86.589729 sig out 1 act.) RANK 6 NODE 5 --> 82.279068 sigma in 44 act. ( 62.542946 sig out 1 act.) RANK 7 NODE 35 --> 80.015327 sigma in 44 act. ( 85.763283 sig out 1 act.) RANK 8 NODE 2 --> 79.455330 sigma in 44 act. ( 42.109146 sig out 1 act.) RANK 9 NODE 44 --> 76.070168 sigma in 44 act. ( 66.014877 sig out 1 act.) RANK 10 NODE 1 --> 75.585854 sigma in 44 act. ( 46.406155 sig out 1 act.) RANK 11 NODE 7 --> 70.995209 sigma in 44 act. ( 62.601345 sig out 1 act.) RANK 12 NODE 34 --> 63.997688 sigma in 44 act. ( 50.289806 sig out 1 act.) RANK 13 NODE 22 --> 60.056870 sigma in 44 act. ( 40.536934 sig out 1 act.) RANK 14 NODE 31 --> 59.571041 sigma in 44 act. ( 43.606949 sig out 1 act.) RANK 15 NODE 15 --> 57.280571 sigma in 44 act. ( 44.258705 sig out 1 act.) RANK 16 NODE 18 --> 51.953190 sigma in 44 act. ( 42.333855 sig out 1 act.) RANK 17 NODE 28 --> 49.612106 sigma in 44 act. ( 47.972874 sig out 1 act.) RANK 18 NODE 13 --> 49.244560 sigma in 44 act. ( 36.936161 sig out 1 act.) RANK 19 NODE 12 --> 47.898655 sigma in 44 act. ( 44.323490 sig out 1 act.) RANK 20 NODE 8 --> 45.308094 sigma in 44 act. ( 40.205048 sig out 1 act.) RANK 21 NODE 30 --> 43.730183 sigma in 44 act. ( 28.242809 sig out 1 act.) RANK 22 NODE 42 --> 42.297375 sigma in 44 act. ( 30.620342 sig out 1 act.) RANK 23 NODE 39 --> 42.186398 sigma in 44 act. ( 33.578358 sig out 1 act.) RANK 24 NODE 17 --> 38.724575 sigma in 44 act. ( 35.520504 sig out 1 act.) RANK 25 NODE 32 --> 34.904720 sigma in 44 act. ( 33.446217 sig out 1 act.) RANK 26 NODE 37 --> 33.456993 sigma in 44 act. ( 30.269161 sig out 1 act.) RANK 27 NODE 6 --> 28.946625 sigma in 44 act. ( 27.729300 sig out 1 act.) RANK 28 NODE 3 --> 28.935347 sigma in 44 act. ( 19.282780 sig out 1 act.) RANK 29 NODE 14 --> 28.221149 sigma in 44 act. ( 19.311186 sig out 1 act.) RANK 30 NODE 19 --> 26.646566 sigma in 44 act. ( 25.357639 sig out 1 act.) RANK 31 NODE 21 --> 26.360025 sigma in 44 act. ( 21.190870 sig out 1 act.) RANK 32 NODE 25 --> 24.029181 sigma in 44 act. ( 16.247561 sig out 1 act.) RANK 33 NODE 10 --> 22.211267 sigma in 44 act. ( 20.518263 sig out 1 act.) RANK 34 NODE 27 --> 18.801651 sigma in 44 act. ( 14.208426 sig out 1 act.) RANK 35 NODE 43 --> 17.130537 sigma in 44 act. ( 9.9169550 sig out 1 act.) RANK 36 NODE 29 --> 17.098415 sigma in 44 act. ( 9.9776449 sig out 1 act.) RANK 37 NODE 16 --> 15.054673 sigma in 44 act. ( 9.1486740 sig out 1 act.) RANK 38 NODE 40 --> 13.046711 sigma in 44 act. ( 6.5671721 sig out 1 act.) RANK 39 NODE 23 --> 12.795333 sigma in 44 act. ( 9.0204372 sig out 1 act.) RANK 40 NODE 24 --> 12.330747 sigma in 44 act. ( 12.079147 sig out 1 act.) RANK 41 NODE 20 --> 12.257518 sigma in 44 act. ( 10.625526 sig out 1 act.) RANK 42 NODE 41 --> 11.317958 sigma in 44 act. ( 5.1552591 sig out 1 act.) RANK 43 NODE 36 --> 11.111838 sigma in 44 act. ( 6.6222377 sig out 1 act.) RANK 44 NODE 33 --> 10.353857 sigma in 44 act. ( 5.0994225 sig out 1 act.) sorted by output significance RANK 1 NODE 11 --> 86.589729 sigma out 1 act.( 92.871605 sig in 44 act.) RANK 2 NODE 35 --> 85.763283 sigma out 1 act.( 80.015327 sig in 44 act.) RANK 3 NODE 4 --> 77.501495 sigma out 1 act.( 115.89357 sig in 44 act.) RANK 4 NODE 38 --> 73.113960 sigma out 1 act.( 98.089981 sig in 44 act.) RANK 5 NODE 26 --> 68.029930 sigma out 1 act.( 106.32657 sig in 44 act.) RANK 6 NODE 44 --> 66.014877 sigma out 1 act.( 76.070168 sig in 44 act.) RANK 7 NODE 7 --> 62.601345 sigma out 1 act.( 70.995209 sig in 44 act.) RANK 8 NODE 5 --> 62.542946 sigma out 1 act.( 82.279068 sig in 44 act.) RANK 9 NODE 9 --> 60.724434 sigma out 1 act.( 94.085838 sig in 44 act.) RANK 10 NODE 34 --> 50.289806 sigma out 1 act.( 63.997688 sig in 44 act.) RANK 11 NODE 28 --> 47.972874 sigma out 1 act.( 49.612106 sig in 44 act.) RANK 12 NODE 1 --> 46.406155 sigma out 1 act.( 75.585854 sig in 44 act.) RANK 13 NODE 12 --> 44.323490 sigma out 1 act.( 47.898655 sig in 44 act.) RANK 14 NODE 15 --> 44.258705 sigma out 1 act.( 57.280571 sig in 44 act.) RANK 15 NODE 31 --> 43.606949 sigma out 1 act.( 59.571041 sig in 44 act.) RANK 16 NODE 18 --> 42.333855 sigma out 1 act.( 51.953190 sig in 44 act.) RANK 17 NODE 2 --> 42.109146 sigma out 1 act.( 79.455330 sig in 44 act.) RANK 18 NODE 22 --> 40.536934 sigma out 1 act.( 60.056870 sig in 44 act.) RANK 19 NODE 8 --> 40.205048 sigma out 1 act.( 45.308094 sig in 44 act.) RANK 20 NODE 13 --> 36.936161 sigma out 1 act.( 49.244560 sig in 44 act.) RANK 21 NODE 17 --> 35.520504 sigma out 1 act.( 38.724575 sig in 44 act.) RANK 22 NODE 39 --> 33.578358 sigma out 1 act.( 42.186398 sig in 44 act.) RANK 23 NODE 32 --> 33.446217 sigma out 1 act.( 34.904720 sig in 44 act.) RANK 24 NODE 42 --> 30.620342 sigma out 1 act.( 42.297375 sig in 44 act.) RANK 25 NODE 37 --> 30.269161 sigma out 1 act.( 33.456993 sig in 44 act.) RANK 26 NODE 30 --> 28.242809 sigma out 1 act.( 43.730183 sig in 44 act.) RANK 27 NODE 6 --> 27.729300 sigma out 1 act.( 28.946625 sig in 44 act.) RANK 28 NODE 19 --> 25.357639 sigma out 1 act.( 26.646566 sig in 44 act.) RANK 29 NODE 21 --> 21.190870 sigma out 1 act.( 26.360025 sig in 44 act.) RANK 30 NODE 10 --> 20.518263 sigma out 1 act.( 22.211267 sig in 44 act.) RANK 31 NODE 14 --> 19.311186 sigma out 1 act.( 28.221149 sig in 44 act.) RANK 32 NODE 3 --> 19.282780 sigma out 1 act.( 28.935347 sig in 44 act.) RANK 33 NODE 25 --> 16.247561 sigma out 1 act.( 24.029181 sig in 44 act.) RANK 34 NODE 27 --> 14.208426 sigma out 1 act.( 18.801651 sig in 44 act.) RANK 35 NODE 24 --> 12.079147 sigma out 1 act.( 12.330747 sig in 44 act.) RANK 36 NODE 20 --> 10.625526 sigma out 1 act.( 12.257518 sig in 44 act.) RANK 37 NODE 29 --> 9.9776449 sigma out 1 act.( 17.098415 sig in 44 act.) RANK 38 NODE 43 --> 9.9169550 sigma out 1 act.( 17.130537 sig in 44 act.) RANK 39 NODE 16 --> 9.1486740 sigma out 1 act.( 15.054673 sig in 44 act.) RANK 40 NODE 23 --> 9.0204372 sigma out 1 act.( 12.795333 sig in 44 act.) RANK 41 NODE 36 --> 6.6222377 sigma out 1 act.( 11.111838 sig in 44 act.) RANK 42 NODE 40 --> 6.5671721 sigma out 1 act.( 13.046711 sig in 44 act.) RANK 43 NODE 41 --> 5.1552591 sigma out 1 act.( 11.317958 sig in 44 act.) RANK 44 NODE 33 --> 5.0994225 sigma out 1 act.( 10.353857 sig in 44 act.) RANK 1 NODE 1 --> 279.50101 sigma in 44 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.63725573 *** contribution from regularisation: 2.52615032E-03 *** contribution from error: -0.63978189 *** contribution from DIAG: 6.62913908E-06 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.63740516 *** contribution from regularisation: 2.51438911E-03 *** contribution from error: -0.63991952 *** contribution from DIAG: 6.57958844E-06 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.63752276 *** contribution from regularisation: 2.51831557E-03 *** contribution from error: -0.64004105 *** contribution from DIAG: 6.52736890E-06 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.63762736 *** contribution from regularisation: 2.52336357E-03 *** contribution from error: -0.64015073 *** contribution from DIAG: 6.26332439E-06 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.63774115 *** contribution from regularisation: 2.51218001E-03 *** contribution from error: -0.64025331 *** contribution from DIAG: 6.27926966E-06 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.63783056 *** contribution from regularisation: 2.51873257E-03 *** contribution from error: -0.64034927 *** contribution from DIAG: 6.09961990E-06 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.63793337 *** contribution from regularisation: 2.50667357E-03 *** contribution from error: -0.64044005 *** contribution from DIAG: 6.03922172E-06 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.63801599 *** contribution from regularisation: 2.50979606E-03 *** contribution from error: -0.64052576 *** contribution from DIAG: 6.02501314E-06 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.63809782 *** contribution from regularisation: 2.51212134E-03 *** contribution from error: -0.64060992 *** contribution from DIAG: 5.71140163E-06 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.63818491 *** contribution from regularisation: 2.50259228E-03 *** contribution from error: -0.64068753 *** contribution from DIAG: 5.84901363E-06 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 223.49745 sigma out 44 active outputs RANK 2 NODE 8 --> 139.84131 sigma out 44 active outputs RANK 3 NODE 2 --> 101.50145 sigma out 44 active outputs RANK 4 NODE 3 --> 89.810524 sigma out 44 active outputs RANK 5 NODE 9 --> 71.821991 sigma out 44 active outputs RANK 6 NODE 6 --> 70.065002 sigma out 44 active outputs RANK 7 NODE 5 --> 59.540539 sigma out 44 active outputs RANK 8 NODE 11 --> 57.533279 sigma out 44 active outputs RANK 9 NODE 7 --> 56.615707 sigma out 44 active outputs RANK 10 NODE 4 --> 46.688705 sigma out 44 active outputs RANK 11 NODE 13 --> 46.209290 sigma out 44 active outputs RANK 12 NODE 15 --> 44.686012 sigma out 44 active outputs RANK 13 NODE 18 --> 44.214157 sigma out 44 active outputs RANK 14 NODE 12 --> 41.471897 sigma out 44 active outputs RANK 15 NODE 10 --> 40.943932 sigma out 44 active outputs RANK 16 NODE 14 --> 39.592361 sigma out 44 active outputs RANK 17 NODE 16 --> 38.581825 sigma out 44 active outputs RANK 18 NODE 17 --> 36.022408 sigma out 44 active outputs RANK 19 NODE 20 --> 33.770889 sigma out 44 active outputs RANK 20 NODE 29 --> 31.705458 sigma out 44 active outputs RANK 21 NODE 25 --> 30.478779 sigma out 44 active outputs RANK 22 NODE 19 --> 28.371836 sigma out 44 active outputs RANK 23 NODE 23 --> 26.802864 sigma out 44 active outputs RANK 24 NODE 27 --> 25.828934 sigma out 44 active outputs RANK 25 NODE 24 --> 24.921545 sigma out 44 active outputs RANK 26 NODE 21 --> 22.315073 sigma out 44 active outputs RANK 27 NODE 22 --> 20.138773 sigma out 44 active outputs RANK 28 NODE 26 --> 19.658480 sigma out 44 active outputs RANK 29 NODE 30 --> 18.804255 sigma out 44 active outputs RANK 30 NODE 40 --> 17.801678 sigma out 44 active outputs RANK 31 NODE 32 --> 17.000862 sigma out 44 active outputs RANK 32 NODE 37 --> 15.810998 sigma out 44 active outputs RANK 33 NODE 39 --> 15.662657 sigma out 44 active outputs RANK 34 NODE 34 --> 15.266549 sigma out 44 active outputs RANK 35 NODE 28 --> 15.015929 sigma out 44 active outputs RANK 36 NODE 31 --> 14.554347 sigma out 44 active outputs RANK 37 NODE 38 --> 13.996449 sigma out 44 active outputs RANK 38 NODE 33 --> 13.704009 sigma out 44 active outputs RANK 39 NODE 36 --> 12.628057 sigma out 44 active outputs RANK 40 NODE 43 --> 12.099883 sigma out 44 active outputs RANK 41 NODE 41 --> 11.404849 sigma out 44 active outputs RANK 42 NODE 35 --> 11.164256 sigma out 44 active outputs RANK 43 NODE 42 --> 10.576699 sigma out 44 active outputs RANK 44 NODE 44 --> 5.1784697 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 115.67242 sigma in 44 act. ( 86.807487 sig out 1 act.) RANK 2 NODE 26 --> 107.04565 sigma in 44 act. ( 69.364136 sig out 1 act.) RANK 3 NODE 38 --> 99.352730 sigma in 44 act. ( 73.161011 sig out 1 act.) RANK 4 NODE 9 --> 96.360146 sigma in 44 act. ( 61.634567 sig out 1 act.) RANK 5 NODE 11 --> 93.692619 sigma in 44 act. ( 86.988525 sig out 1 act.) RANK 6 NODE 5 --> 83.015808 sigma in 44 act. ( 64.828873 sig out 1 act.) RANK 7 NODE 2 --> 82.101669 sigma in 44 act. ( 43.136616 sig out 1 act.) RANK 8 NODE 35 --> 79.972023 sigma in 44 act. ( 86.172272 sig out 1 act.) RANK 9 NODE 1 --> 77.318726 sigma in 44 act. ( 49.291988 sig out 1 act.) RANK 10 NODE 44 --> 76.174103 sigma in 44 act. ( 65.959381 sig out 1 act.) RANK 11 NODE 7 --> 71.395065 sigma in 44 act. ( 63.336094 sig out 1 act.) RANK 12 NODE 34 --> 64.556412 sigma in 44 act. ( 50.469219 sig out 1 act.) RANK 13 NODE 31 --> 61.968681 sigma in 44 act. ( 44.822117 sig out 1 act.) RANK 14 NODE 22 --> 61.470509 sigma in 44 act. ( 40.872917 sig out 1 act.) RANK 15 NODE 15 --> 55.629395 sigma in 44 act. ( 43.285900 sig out 1 act.) RANK 16 NODE 18 --> 52.474102 sigma in 44 act. ( 45.804150 sig out 1 act.) RANK 17 NODE 13 --> 51.586185 sigma in 44 act. ( 37.755463 sig out 1 act.) RANK 18 NODE 28 --> 49.824211 sigma in 44 act. ( 50.964996 sig out 1 act.) RANK 19 NODE 12 --> 48.560272 sigma in 44 act. ( 44.226425 sig out 1 act.) RANK 20 NODE 8 --> 45.961246 sigma in 44 act. ( 39.518761 sig out 1 act.) RANK 21 NODE 30 --> 45.945320 sigma in 44 act. ( 28.821035 sig out 1 act.) RANK 22 NODE 42 --> 44.449421 sigma in 44 act. ( 34.156166 sig out 1 act.) RANK 23 NODE 39 --> 43.374256 sigma in 44 act. ( 36.289711 sig out 1 act.) RANK 24 NODE 17 --> 37.456722 sigma in 44 act. ( 35.364567 sig out 1 act.) RANK 25 NODE 32 --> 35.861946 sigma in 44 act. ( 34.788132 sig out 1 act.) RANK 26 NODE 37 --> 35.294197 sigma in 44 act. ( 31.971651 sig out 1 act.) RANK 27 NODE 3 --> 30.648329 sigma in 44 act. ( 20.144707 sig out 1 act.) RANK 28 NODE 14 --> 29.100580 sigma in 44 act. ( 19.667273 sig out 1 act.) RANK 29 NODE 6 --> 29.061640 sigma in 44 act. ( 28.078600 sig out 1 act.) RANK 30 NODE 21 --> 28.206450 sigma in 44 act. ( 22.457468 sig out 1 act.) RANK 31 NODE 19 --> 25.906555 sigma in 44 act. ( 24.965418 sig out 1 act.) RANK 32 NODE 10 --> 22.907459 sigma in 44 act. ( 20.293037 sig out 1 act.) RANK 33 NODE 25 --> 22.241693 sigma in 44 act. ( 16.631392 sig out 1 act.) RANK 34 NODE 27 --> 20.673191 sigma in 44 act. ( 23.735533 sig out 1 act.) RANK 35 NODE 29 --> 19.169214 sigma in 44 act. ( 11.676146 sig out 1 act.) RANK 36 NODE 43 --> 17.407352 sigma in 44 act. ( 9.9583797 sig out 1 act.) RANK 37 NODE 16 --> 17.324472 sigma in 44 act. ( 10.917436 sig out 1 act.) RANK 38 NODE 23 --> 13.984403 sigma in 44 act. ( 15.696703 sig out 1 act.) RANK 39 NODE 40 --> 13.856407 sigma in 44 act. ( 10.157164 sig out 1 act.) RANK 40 NODE 24 --> 12.439699 sigma in 44 act. ( 12.657401 sig out 1 act.) RANK 41 NODE 20 --> 12.214097 sigma in 44 act. ( 12.161562 sig out 1 act.) RANK 42 NODE 36 --> 11.680711 sigma in 44 act. ( 7.5983548 sig out 1 act.) RANK 43 NODE 41 --> 10.994299 sigma in 44 act. ( 6.1256375 sig out 1 act.) RANK 44 NODE 33 --> 10.496218 sigma in 44 act. ( 6.0506096 sig out 1 act.) sorted by output significance RANK 1 NODE 11 --> 86.988525 sigma out 1 act.( 93.692619 sig in 44 act.) RANK 2 NODE 4 --> 86.807487 sigma out 1 act.( 115.67242 sig in 44 act.) RANK 3 NODE 35 --> 86.172272 sigma out 1 act.( 79.972023 sig in 44 act.) RANK 4 NODE 38 --> 73.161011 sigma out 1 act.( 99.352730 sig in 44 act.) RANK 5 NODE 26 --> 69.364136 sigma out 1 act.( 107.04565 sig in 44 act.) RANK 6 NODE 44 --> 65.959381 sigma out 1 act.( 76.174103 sig in 44 act.) RANK 7 NODE 5 --> 64.828873 sigma out 1 act.( 83.015808 sig in 44 act.) RANK 8 NODE 7 --> 63.336094 sigma out 1 act.( 71.395065 sig in 44 act.) RANK 9 NODE 9 --> 61.634567 sigma out 1 act.( 96.360146 sig in 44 act.) RANK 10 NODE 28 --> 50.964996 sigma out 1 act.( 49.824211 sig in 44 act.) RANK 11 NODE 34 --> 50.469219 sigma out 1 act.( 64.556412 sig in 44 act.) RANK 12 NODE 1 --> 49.291988 sigma out 1 act.( 77.318726 sig in 44 act.) RANK 13 NODE 18 --> 45.804150 sigma out 1 act.( 52.474102 sig in 44 act.) RANK 14 NODE 31 --> 44.822117 sigma out 1 act.( 61.968681 sig in 44 act.) RANK 15 NODE 12 --> 44.226425 sigma out 1 act.( 48.560272 sig in 44 act.) RANK 16 NODE 15 --> 43.285900 sigma out 1 act.( 55.629395 sig in 44 act.) RANK 17 NODE 2 --> 43.136616 sigma out 1 act.( 82.101669 sig in 44 act.) RANK 18 NODE 22 --> 40.872917 sigma out 1 act.( 61.470509 sig in 44 act.) RANK 19 NODE 8 --> 39.518761 sigma out 1 act.( 45.961246 sig in 44 act.) RANK 20 NODE 13 --> 37.755463 sigma out 1 act.( 51.586185 sig in 44 act.) RANK 21 NODE 39 --> 36.289711 sigma out 1 act.( 43.374256 sig in 44 act.) RANK 22 NODE 17 --> 35.364567 sigma out 1 act.( 37.456722 sig in 44 act.) RANK 23 NODE 32 --> 34.788132 sigma out 1 act.( 35.861946 sig in 44 act.) RANK 24 NODE 42 --> 34.156166 sigma out 1 act.( 44.449421 sig in 44 act.) RANK 25 NODE 37 --> 31.971651 sigma out 1 act.( 35.294197 sig in 44 act.) RANK 26 NODE 30 --> 28.821035 sigma out 1 act.( 45.945320 sig in 44 act.) RANK 27 NODE 6 --> 28.078600 sigma out 1 act.( 29.061640 sig in 44 act.) RANK 28 NODE 19 --> 24.965418 sigma out 1 act.( 25.906555 sig in 44 act.) RANK 29 NODE 27 --> 23.735533 sigma out 1 act.( 20.673191 sig in 44 act.) RANK 30 NODE 21 --> 22.457468 sigma out 1 act.( 28.206450 sig in 44 act.) RANK 31 NODE 10 --> 20.293037 sigma out 1 act.( 22.907459 sig in 44 act.) RANK 32 NODE 3 --> 20.144707 sigma out 1 act.( 30.648329 sig in 44 act.) RANK 33 NODE 14 --> 19.667273 sigma out 1 act.( 29.100580 sig in 44 act.) RANK 34 NODE 25 --> 16.631392 sigma out 1 act.( 22.241693 sig in 44 act.) RANK 35 NODE 23 --> 15.696703 sigma out 1 act.( 13.984403 sig in 44 act.) RANK 36 NODE 24 --> 12.657401 sigma out 1 act.( 12.439699 sig in 44 act.) RANK 37 NODE 20 --> 12.161562 sigma out 1 act.( 12.214097 sig in 44 act.) RANK 38 NODE 29 --> 11.676146 sigma out 1 act.( 19.169214 sig in 44 act.) RANK 39 NODE 16 --> 10.917436 sigma out 1 act.( 17.324472 sig in 44 act.) RANK 40 NODE 40 --> 10.157164 sigma out 1 act.( 13.856407 sig in 44 act.) RANK 41 NODE 43 --> 9.9583797 sigma out 1 act.( 17.407352 sig in 44 act.) RANK 42 NODE 36 --> 7.5983548 sigma out 1 act.( 11.680711 sig in 44 act.) RANK 43 NODE 41 --> 6.1256375 sigma out 1 act.( 10.994299 sig in 44 act.) RANK 44 NODE 33 --> 6.0506096 sigma out 1 act.( 10.496218 sig in 44 act.) RANK 1 NODE 1 --> 288.07516 sigma in 44 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.63825411 *** contribution from regularisation: 2.50818324E-03 *** contribution from error: -0.64076227 *** contribution from DIAG: 5.63799495E-06 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.63832831 *** contribution from regularisation: 2.50564725E-03 *** contribution from error: -0.64083397 *** contribution from DIAG: 5.63380763E-06 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.63840568 *** contribution from regularisation: 2.49801716E-03 *** contribution from error: -0.64090371 *** contribution from DIAG: 5.51052653E-06 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.63844746 *** contribution from regularisation: 2.50928639E-03 *** contribution from error: -0.64095676 *** contribution from DIAG: 5.52555730E-06 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.63849264 *** contribution from regularisation: 2.50524376E-03 *** contribution from error: -0.64099789 *** contribution from DIAG: 5.55039651E-06 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.63852662 *** contribution from regularisation: 2.50453386E-03 *** contribution from error: -0.64103115 *** contribution from DIAG: 5.44311979E-06 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.63856459 *** contribution from regularisation: 2.49551586E-03 *** contribution from error: -0.64106011 *** contribution from DIAG: 5.38975155E-06 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.63858759 *** contribution from regularisation: 2.49833358E-03 *** contribution from error: -0.64108592 *** contribution from DIAG: 5.31869500E-06 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.63861537 *** contribution from regularisation: 2.49449001E-03 *** contribution from error: -0.64110988 *** contribution from DIAG: 5.32158174E-06 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.63863289 *** contribution from regularisation: 2.49863905E-03 *** contribution from error: -0.64113152 *** contribution from DIAG: 5.33523098E-06 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 224.04156 sigma out 44 active outputs RANK 2 NODE 8 --> 139.90292 sigma out 44 active outputs RANK 3 NODE 2 --> 102.45649 sigma out 44 active outputs RANK 4 NODE 3 --> 90.103714 sigma out 44 active outputs RANK 5 NODE 9 --> 70.761826 sigma out 44 active outputs RANK 6 NODE 6 --> 70.277939 sigma out 44 active outputs RANK 7 NODE 5 --> 59.737278 sigma out 44 active outputs RANK 8 NODE 11 --> 57.209450 sigma out 44 active outputs RANK 9 NODE 7 --> 56.414116 sigma out 44 active outputs RANK 10 NODE 4 --> 46.256611 sigma out 44 active outputs RANK 11 NODE 13 --> 46.123360 sigma out 44 active outputs RANK 12 NODE 15 --> 44.701206 sigma out 44 active outputs RANK 13 NODE 18 --> 43.910751 sigma out 44 active outputs RANK 14 NODE 10 --> 40.680294 sigma out 44 active outputs RANK 15 NODE 12 --> 40.500385 sigma out 44 active outputs RANK 16 NODE 14 --> 39.743935 sigma out 44 active outputs RANK 17 NODE 16 --> 38.114204 sigma out 44 active outputs RANK 18 NODE 17 --> 35.878265 sigma out 44 active outputs RANK 19 NODE 20 --> 33.529823 sigma out 44 active outputs RANK 20 NODE 29 --> 31.739557 sigma out 44 active outputs RANK 21 NODE 25 --> 29.855827 sigma out 44 active outputs RANK 22 NODE 19 --> 28.189953 sigma out 44 active outputs RANK 23 NODE 23 --> 26.302753 sigma out 44 active outputs RANK 24 NODE 27 --> 25.422298 sigma out 44 active outputs RANK 25 NODE 24 --> 24.298233 sigma out 44 active outputs RANK 26 NODE 21 --> 21.902420 sigma out 44 active outputs RANK 27 NODE 22 --> 19.829430 sigma out 44 active outputs RANK 28 NODE 26 --> 19.473827 sigma out 44 active outputs RANK 29 NODE 30 --> 18.568302 sigma out 44 active outputs RANK 30 NODE 40 --> 17.379829 sigma out 44 active outputs RANK 31 NODE 32 --> 16.742180 sigma out 44 active outputs RANK 32 NODE 37 --> 15.622465 sigma out 44 active outputs RANK 33 NODE 39 --> 15.577437 sigma out 44 active outputs RANK 34 NODE 34 --> 15.018359 sigma out 44 active outputs RANK 35 NODE 28 --> 14.323765 sigma out 44 active outputs RANK 36 NODE 31 --> 14.214119 sigma out 44 active outputs RANK 37 NODE 38 --> 13.522632 sigma out 44 active outputs RANK 38 NODE 33 --> 13.375374 sigma out 44 active outputs RANK 39 NODE 36 --> 12.019151 sigma out 44 active outputs RANK 40 NODE 43 --> 11.884275 sigma out 44 active outputs RANK 41 NODE 35 --> 11.017523 sigma out 44 active outputs RANK 42 NODE 41 --> 10.978827 sigma out 44 active outputs RANK 43 NODE 42 --> 10.216961 sigma out 44 active outputs RANK 44 NODE 44 --> 4.7863121 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 114.96333 sigma in 44 act. ( 90.614754 sig out 1 act.) RANK 2 NODE 26 --> 106.66483 sigma in 44 act. ( 69.802689 sig out 1 act.) RANK 3 NODE 38 --> 99.241028 sigma in 44 act. ( 72.886276 sig out 1 act.) RANK 4 NODE 9 --> 96.411331 sigma in 44 act. ( 61.798512 sig out 1 act.) RANK 5 NODE 11 --> 93.444511 sigma in 44 act. ( 87.210114 sig out 1 act.) RANK 6 NODE 5 --> 82.830910 sigma in 44 act. ( 65.468910 sig out 1 act.) RANK 7 NODE 2 --> 82.482841 sigma in 44 act. ( 42.882111 sig out 1 act.) RANK 8 NODE 35 --> 79.437164 sigma in 44 act. ( 86.389412 sig out 1 act.) RANK 9 NODE 1 --> 77.302475 sigma in 44 act. ( 50.724426 sig out 1 act.) RANK 10 NODE 44 --> 76.233429 sigma in 44 act. ( 65.524742 sig out 1 act.) RANK 11 NODE 7 --> 71.224258 sigma in 44 act. ( 63.784672 sig out 1 act.) RANK 12 NODE 34 --> 64.473167 sigma in 44 act. ( 50.610229 sig out 1 act.) RANK 13 NODE 31 --> 62.380920 sigma in 44 act. ( 45.094856 sig out 1 act.) RANK 14 NODE 22 --> 61.627102 sigma in 44 act. ( 41.262466 sig out 1 act.) RANK 15 NODE 15 --> 54.868767 sigma in 44 act. ( 42.852512 sig out 1 act.) RANK 16 NODE 18 --> 52.645599 sigma in 44 act. ( 47.460785 sig out 1 act.) RANK 17 NODE 13 --> 51.958088 sigma in 44 act. ( 38.015472 sig out 1 act.) RANK 18 NODE 28 --> 49.153473 sigma in 44 act. ( 53.029499 sig out 1 act.) RANK 19 NODE 12 --> 48.324062 sigma in 44 act. ( 44.530724 sig out 1 act.) RANK 20 NODE 30 --> 46.152611 sigma in 44 act. ( 29.128685 sig out 1 act.) RANK 21 NODE 8 --> 45.790726 sigma in 44 act. ( 38.934223 sig out 1 act.) RANK 22 NODE 42 --> 44.972630 sigma in 44 act. ( 35.899242 sig out 1 act.) RANK 23 NODE 39 --> 43.599819 sigma in 44 act. ( 37.449482 sig out 1 act.) RANK 24 NODE 17 --> 36.950306 sigma in 44 act. ( 35.506744 sig out 1 act.) RANK 25 NODE 32 --> 36.163773 sigma in 44 act. ( 35.197273 sig out 1 act.) RANK 26 NODE 37 --> 35.920937 sigma in 44 act. ( 32.710575 sig out 1 act.) RANK 27 NODE 3 --> 30.818665 sigma in 44 act. ( 20.267252 sig out 1 act.) RANK 28 NODE 14 --> 29.305714 sigma in 44 act. ( 19.782104 sig out 1 act.) RANK 29 NODE 6 --> 29.073267 sigma in 44 act. ( 28.275770 sig out 1 act.) RANK 30 NODE 21 --> 28.638319 sigma in 44 act. ( 23.036932 sig out 1 act.) RANK 31 NODE 19 --> 25.527729 sigma in 44 act. ( 24.765770 sig out 1 act.) RANK 32 NODE 10 --> 23.009148 sigma in 44 act. ( 20.325565 sig out 1 act.) RANK 33 NODE 27 --> 22.161072 sigma in 44 act. ( 27.659397 sig out 1 act.) RANK 34 NODE 25 --> 21.565685 sigma in 44 act. ( 17.069872 sig out 1 act.) RANK 35 NODE 29 --> 19.609983 sigma in 44 act. ( 12.420843 sig out 1 act.) RANK 36 NODE 16 --> 17.892479 sigma in 44 act. ( 11.419156 sig out 1 act.) RANK 37 NODE 43 --> 17.206728 sigma in 44 act. ( 9.8723965 sig out 1 act.) RANK 38 NODE 23 --> 15.144514 sigma in 44 act. ( 18.836664 sig out 1 act.) RANK 39 NODE 40 --> 14.377864 sigma in 44 act. ( 12.600902 sig out 1 act.) RANK 40 NODE 24 --> 12.688785 sigma in 44 act. ( 13.140706 sig out 1 act.) RANK 41 NODE 20 --> 12.268401 sigma in 44 act. ( 12.982562 sig out 1 act.) RANK 42 NODE 36 --> 11.771241 sigma in 44 act. ( 7.9462152 sig out 1 act.) RANK 43 NODE 41 --> 10.816697 sigma in 44 act. ( 6.5459781 sig out 1 act.) RANK 44 NODE 33 --> 10.526250 sigma in 44 act. ( 6.4334755 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 90.614754 sigma out 1 act.( 114.96333 sig in 44 act.) RANK 2 NODE 11 --> 87.210114 sigma out 1 act.( 93.444511 sig in 44 act.) RANK 3 NODE 35 --> 86.389412 sigma out 1 act.( 79.437164 sig in 44 act.) RANK 4 NODE 38 --> 72.886276 sigma out 1 act.( 99.241028 sig in 44 act.) RANK 5 NODE 26 --> 69.802689 sigma out 1 act.( 106.66483 sig in 44 act.) RANK 6 NODE 44 --> 65.524742 sigma out 1 act.( 76.233429 sig in 44 act.) RANK 7 NODE 5 --> 65.468910 sigma out 1 act.( 82.830910 sig in 44 act.) RANK 8 NODE 7 --> 63.784672 sigma out 1 act.( 71.224258 sig in 44 act.) RANK 9 NODE 9 --> 61.798512 sigma out 1 act.( 96.411331 sig in 44 act.) RANK 10 NODE 28 --> 53.029499 sigma out 1 act.( 49.153473 sig in 44 act.) RANK 11 NODE 1 --> 50.724426 sigma out 1 act.( 77.302475 sig in 44 act.) RANK 12 NODE 34 --> 50.610229 sigma out 1 act.( 64.473167 sig in 44 act.) RANK 13 NODE 18 --> 47.460785 sigma out 1 act.( 52.645599 sig in 44 act.) RANK 14 NODE 31 --> 45.094856 sigma out 1 act.( 62.380920 sig in 44 act.) RANK 15 NODE 12 --> 44.530724 sigma out 1 act.( 48.324062 sig in 44 act.) RANK 16 NODE 2 --> 42.882111 sigma out 1 act.( 82.482841 sig in 44 act.) RANK 17 NODE 15 --> 42.852512 sigma out 1 act.( 54.868767 sig in 44 act.) RANK 18 NODE 22 --> 41.262466 sigma out 1 act.( 61.627102 sig in 44 act.) RANK 19 NODE 8 --> 38.934223 sigma out 1 act.( 45.790726 sig in 44 act.) RANK 20 NODE 13 --> 38.015472 sigma out 1 act.( 51.958088 sig in 44 act.) RANK 21 NODE 39 --> 37.449482 sigma out 1 act.( 43.599819 sig in 44 act.) RANK 22 NODE 42 --> 35.899242 sigma out 1 act.( 44.972630 sig in 44 act.) RANK 23 NODE 17 --> 35.506744 sigma out 1 act.( 36.950306 sig in 44 act.) RANK 24 NODE 32 --> 35.197273 sigma out 1 act.( 36.163773 sig in 44 act.) RANK 25 NODE 37 --> 32.710575 sigma out 1 act.( 35.920937 sig in 44 act.) RANK 26 NODE 30 --> 29.128685 sigma out 1 act.( 46.152611 sig in 44 act.) RANK 27 NODE 6 --> 28.275770 sigma out 1 act.( 29.073267 sig in 44 act.) RANK 28 NODE 27 --> 27.659397 sigma out 1 act.( 22.161072 sig in 44 act.) RANK 29 NODE 19 --> 24.765770 sigma out 1 act.( 25.527729 sig in 44 act.) RANK 30 NODE 21 --> 23.036932 sigma out 1 act.( 28.638319 sig in 44 act.) RANK 31 NODE 10 --> 20.325565 sigma out 1 act.( 23.009148 sig in 44 act.) RANK 32 NODE 3 --> 20.267252 sigma out 1 act.( 30.818665 sig in 44 act.) RANK 33 NODE 14 --> 19.782104 sigma out 1 act.( 29.305714 sig in 44 act.) RANK 34 NODE 23 --> 18.836664 sigma out 1 act.( 15.144514 sig in 44 act.) RANK 35 NODE 25 --> 17.069872 sigma out 1 act.( 21.565685 sig in 44 act.) RANK 36 NODE 24 --> 13.140706 sigma out 1 act.( 12.688785 sig in 44 act.) RANK 37 NODE 20 --> 12.982562 sigma out 1 act.( 12.268401 sig in 44 act.) RANK 38 NODE 40 --> 12.600902 sigma out 1 act.( 14.377864 sig in 44 act.) RANK 39 NODE 29 --> 12.420843 sigma out 1 act.( 19.609983 sig in 44 act.) RANK 40 NODE 16 --> 11.419156 sigma out 1 act.( 17.892479 sig in 44 act.) RANK 41 NODE 43 --> 9.8723965 sigma out 1 act.( 17.206728 sig in 44 act.) RANK 42 NODE 36 --> 7.9462152 sigma out 1 act.( 11.771241 sig in 44 act.) RANK 43 NODE 41 --> 6.5459781 sigma out 1 act.( 10.816697 sig in 44 act.) RANK 44 NODE 33 --> 6.4334755 sigma out 1 act.( 10.526250 sig in 44 act.) RANK 1 NODE 1 --> 291.88187 sigma in 44 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.63865358 *** contribution from regularisation: 2.49871681E-03 *** contribution from error: -0.64115232 *** contribution from DIAG: 5.29939416E-06 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.63867497 *** contribution from regularisation: 2.49631307E-03 *** contribution from error: -0.64117128 *** contribution from DIAG: 5.33527509E-06 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.63869512 *** contribution from regularisation: 2.49461015E-03 *** contribution from error: -0.64118975 *** contribution from DIAG: 5.24952293E-06 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.63870960 *** contribution from regularisation: 2.49792216E-03 *** contribution from error: -0.64120752 *** contribution from DIAG: 5.24404595E-06 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.63873202 *** contribution from regularisation: 2.49234401E-03 *** contribution from error: -0.64122438 *** contribution from DIAG: 5.19562263E-06 *********************************************** --------------------------------------------------- Iteration : 35 kill weight from layer 1 knot 12 to knot 16 kill weight from layer 1 knot 31 to knot 20 *********************************************** *** Learn Path 35 *** loss function: -0.63874853 *** contribution from regularisation: 2.49181804E-03 *** contribution from error: -0.64124036 *** contribution from DIAG: 5.20277763E-06 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.63876605 *** contribution from regularisation: 2.48982012E-03 *** contribution from error: -0.64125586 *** contribution from DIAG: 5.20521417E-06 *********************************************** --------------------------------------------------- Iteration : 37 kill weight from layer 1 knot 43 to knot 16 *********************************************** *** Learn Path 37 *** loss function: -0.63877600 *** contribution from regularisation: 2.49469001E-03 *** contribution from error: -0.64127070 *** contribution from DIAG: 5.16846330E-06 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.63879234 *** contribution from regularisation: 2.49226671E-03 *** contribution from error: -0.64128458 *** contribution from DIAG: 5.15082047E-06 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.63880855 *** contribution from regularisation: 2.48963386E-03 *** contribution from error: -0.64129817 *** contribution from DIAG: 5.10669088E-06 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 223.51826 sigma out 44 active outputs RANK 2 NODE 8 --> 139.17815 sigma out 44 active outputs RANK 3 NODE 2 --> 102.67741 sigma out 44 active outputs RANK 4 NODE 3 --> 90.204552 sigma out 44 active outputs RANK 5 NODE 9 --> 70.628296 sigma out 44 active outputs RANK 6 NODE 6 --> 70.005974 sigma out 44 active outputs RANK 7 NODE 5 --> 59.162285 sigma out 44 active outputs RANK 8 NODE 11 --> 57.128098 sigma out 44 active outputs RANK 9 NODE 7 --> 56.130928 sigma out 44 active outputs RANK 10 NODE 4 --> 46.108376 sigma out 44 active outputs RANK 11 NODE 13 --> 45.687817 sigma out 44 active outputs RANK 12 NODE 15 --> 44.494270 sigma out 44 active outputs RANK 13 NODE 18 --> 43.124023 sigma out 44 active outputs RANK 14 NODE 10 --> 40.718185 sigma out 44 active outputs RANK 15 NODE 12 --> 40.097134 sigma out 43 active outputs RANK 16 NODE 14 --> 39.223133 sigma out 44 active outputs RANK 17 NODE 16 --> 38.466682 sigma out 44 active outputs RANK 18 NODE 17 --> 35.228245 sigma out 44 active outputs RANK 19 NODE 20 --> 33.411938 sigma out 44 active outputs RANK 20 NODE 29 --> 31.157190 sigma out 44 active outputs RANK 21 NODE 25 --> 29.886301 sigma out 44 active outputs RANK 22 NODE 19 --> 27.930367 sigma out 44 active outputs RANK 23 NODE 23 --> 25.998518 sigma out 44 active outputs RANK 24 NODE 27 --> 25.291210 sigma out 44 active outputs RANK 25 NODE 24 --> 23.888994 sigma out 44 active outputs RANK 26 NODE 21 --> 21.780418 sigma out 44 active outputs RANK 27 NODE 22 --> 19.512253 sigma out 44 active outputs RANK 28 NODE 26 --> 19.255499 sigma out 44 active outputs RANK 29 NODE 30 --> 18.468693 sigma out 44 active outputs RANK 30 NODE 40 --> 17.548540 sigma out 44 active outputs RANK 31 NODE 32 --> 16.607225 sigma out 44 active outputs RANK 32 NODE 37 --> 15.537294 sigma out 44 active outputs RANK 33 NODE 39 --> 15.341531 sigma out 44 active outputs RANK 34 NODE 34 --> 14.808138 sigma out 44 active outputs RANK 35 NODE 28 --> 13.988834 sigma out 44 active outputs RANK 36 NODE 31 --> 13.855339 sigma out 43 active outputs RANK 37 NODE 38 --> 13.703310 sigma out 44 active outputs RANK 38 NODE 33 --> 13.186787 sigma out 44 active outputs RANK 39 NODE 36 --> 12.028509 sigma out 44 active outputs RANK 40 NODE 43 --> 11.784622 sigma out 43 active outputs RANK 41 NODE 41 --> 10.868411 sigma out 44 active outputs RANK 42 NODE 35 --> 10.838227 sigma out 44 active outputs RANK 43 NODE 42 --> 10.036724 sigma out 44 active outputs RANK 44 NODE 44 --> 4.8177023 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 114.20934 sigma in 44 act. ( 92.365799 sig out 1 act.) RANK 2 NODE 26 --> 106.07213 sigma in 44 act. ( 69.916161 sig out 1 act.) RANK 3 NODE 38 --> 98.871124 sigma in 44 act. ( 72.940392 sig out 1 act.) RANK 4 NODE 9 --> 96.255730 sigma in 44 act. ( 61.975658 sig out 1 act.) RANK 5 NODE 11 --> 93.115303 sigma in 44 act. ( 87.106407 sig out 1 act.) RANK 6 NODE 5 --> 82.426094 sigma in 44 act. ( 65.761703 sig out 1 act.) RANK 7 NODE 2 --> 82.098015 sigma in 44 act. ( 42.999348 sig out 1 act.) RANK 8 NODE 35 --> 79.320038 sigma in 44 act. ( 86.082382 sig out 1 act.) RANK 9 NODE 1 --> 77.239334 sigma in 44 act. ( 51.113567 sig out 1 act.) RANK 10 NODE 44 --> 75.816032 sigma in 44 act. ( 65.644417 sig out 1 act.) RANK 11 NODE 7 --> 70.996132 sigma in 44 act. ( 63.854851 sig out 1 act.) RANK 12 NODE 34 --> 64.064171 sigma in 44 act. ( 50.905293 sig out 1 act.) RANK 13 NODE 31 --> 62.400681 sigma in 44 act. ( 45.172455 sig out 1 act.) RANK 14 NODE 22 --> 61.464119 sigma in 44 act. ( 41.321239 sig out 1 act.) RANK 15 NODE 15 --> 54.291618 sigma in 44 act. ( 42.802628 sig out 1 act.) RANK 16 NODE 18 --> 52.580406 sigma in 44 act. ( 47.989334 sig out 1 act.) RANK 17 NODE 13 --> 51.950825 sigma in 44 act. ( 37.961922 sig out 1 act.) RANK 18 NODE 28 --> 48.893574 sigma in 44 act. ( 53.735096 sig out 1 act.) RANK 19 NODE 12 --> 48.238819 sigma in 44 act. ( 44.147175 sig out 1 act.) RANK 20 NODE 30 --> 46.160137 sigma in 44 act. ( 29.043049 sig out 1 act.) RANK 21 NODE 8 --> 45.599995 sigma in 44 act. ( 38.611385 sig out 1 act.) RANK 22 NODE 42 --> 44.844757 sigma in 44 act. ( 36.789818 sig out 1 act.) RANK 23 NODE 39 --> 43.549774 sigma in 44 act. ( 37.888031 sig out 1 act.) RANK 24 NODE 17 --> 36.541233 sigma in 44 act. ( 35.770161 sig out 1 act.) RANK 25 NODE 32 --> 36.084846 sigma in 44 act. ( 35.477863 sig out 1 act.) RANK 26 NODE 37 --> 35.965637 sigma in 44 act. ( 32.923283 sig out 1 act.) RANK 27 NODE 3 --> 30.704540 sigma in 44 act. ( 20.358913 sig out 1 act.) RANK 28 NODE 14 --> 29.180780 sigma in 44 act. ( 19.984583 sig out 1 act.) RANK 29 NODE 6 --> 28.942125 sigma in 44 act. ( 28.477365 sig out 1 act.) RANK 30 NODE 21 --> 28.724567 sigma in 44 act. ( 23.053560 sig out 1 act.) RANK 31 NODE 19 --> 25.198181 sigma in 44 act. ( 24.763060 sig out 1 act.) RANK 32 NODE 10 --> 23.020689 sigma in 44 act. ( 20.210697 sig out 1 act.) RANK 33 NODE 27 --> 22.907755 sigma in 44 act. ( 29.024475 sig out 1 act.) RANK 34 NODE 25 --> 21.239845 sigma in 44 act. ( 17.155773 sig out 1 act.) RANK 35 NODE 29 --> 19.616896 sigma in 44 act. ( 12.810985 sig out 1 act.) RANK 36 NODE 16 --> 17.967558 sigma in 42 act. ( 11.674253 sig out 1 act.) RANK 37 NODE 43 --> 17.079981 sigma in 44 act. ( 9.7610798 sig out 1 act.) RANK 38 NODE 23 --> 15.728414 sigma in 44 act. ( 20.041077 sig out 1 act.) RANK 39 NODE 40 --> 14.615400 sigma in 44 act. ( 13.650474 sig out 1 act.) RANK 40 NODE 24 --> 12.816298 sigma in 44 act. ( 13.318504 sig out 1 act.) RANK 41 NODE 20 --> 12.307394 sigma in 43 act. ( 13.273822 sig out 1 act.) RANK 42 NODE 36 --> 11.759374 sigma in 44 act. ( 8.0861273 sig out 1 act.) RANK 43 NODE 41 --> 10.715667 sigma in 44 act. ( 6.7124624 sig out 1 act.) RANK 44 NODE 33 --> 10.534169 sigma in 44 act. ( 6.5331039 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 92.365799 sigma out 1 act.( 114.20934 sig in 44 act.) RANK 2 NODE 11 --> 87.106407 sigma out 1 act.( 93.115303 sig in 44 act.) RANK 3 NODE 35 --> 86.082382 sigma out 1 act.( 79.320038 sig in 44 act.) RANK 4 NODE 38 --> 72.940392 sigma out 1 act.( 98.871124 sig in 44 act.) RANK 5 NODE 26 --> 69.916161 sigma out 1 act.( 106.07213 sig in 44 act.) RANK 6 NODE 5 --> 65.761703 sigma out 1 act.( 82.426094 sig in 44 act.) RANK 7 NODE 44 --> 65.644417 sigma out 1 act.( 75.816032 sig in 44 act.) RANK 8 NODE 7 --> 63.854851 sigma out 1 act.( 70.996132 sig in 44 act.) RANK 9 NODE 9 --> 61.975658 sigma out 1 act.( 96.255730 sig in 44 act.) RANK 10 NODE 28 --> 53.735096 sigma out 1 act.( 48.893574 sig in 44 act.) RANK 11 NODE 1 --> 51.113567 sigma out 1 act.( 77.239334 sig in 44 act.) RANK 12 NODE 34 --> 50.905293 sigma out 1 act.( 64.064171 sig in 44 act.) RANK 13 NODE 18 --> 47.989334 sigma out 1 act.( 52.580406 sig in 44 act.) RANK 14 NODE 31 --> 45.172455 sigma out 1 act.( 62.400681 sig in 44 act.) RANK 15 NODE 12 --> 44.147175 sigma out 1 act.( 48.238819 sig in 44 act.) RANK 16 NODE 2 --> 42.999348 sigma out 1 act.( 82.098015 sig in 44 act.) RANK 17 NODE 15 --> 42.802628 sigma out 1 act.( 54.291618 sig in 44 act.) RANK 18 NODE 22 --> 41.321239 sigma out 1 act.( 61.464119 sig in 44 act.) RANK 19 NODE 8 --> 38.611385 sigma out 1 act.( 45.599995 sig in 44 act.) RANK 20 NODE 13 --> 37.961922 sigma out 1 act.( 51.950825 sig in 44 act.) RANK 21 NODE 39 --> 37.888031 sigma out 1 act.( 43.549774 sig in 44 act.) RANK 22 NODE 42 --> 36.789818 sigma out 1 act.( 44.844757 sig in 44 act.) RANK 23 NODE 17 --> 35.770161 sigma out 1 act.( 36.541233 sig in 44 act.) RANK 24 NODE 32 --> 35.477863 sigma out 1 act.( 36.084846 sig in 44 act.) RANK 25 NODE 37 --> 32.923283 sigma out 1 act.( 35.965637 sig in 44 act.) RANK 26 NODE 30 --> 29.043049 sigma out 1 act.( 46.160137 sig in 44 act.) RANK 27 NODE 27 --> 29.024475 sigma out 1 act.( 22.907755 sig in 44 act.) RANK 28 NODE 6 --> 28.477365 sigma out 1 act.( 28.942125 sig in 44 act.) RANK 29 NODE 19 --> 24.763060 sigma out 1 act.( 25.198181 sig in 44 act.) RANK 30 NODE 21 --> 23.053560 sigma out 1 act.( 28.724567 sig in 44 act.) RANK 31 NODE 3 --> 20.358913 sigma out 1 act.( 30.704540 sig in 44 act.) RANK 32 NODE 10 --> 20.210697 sigma out 1 act.( 23.020689 sig in 44 act.) RANK 33 NODE 23 --> 20.041077 sigma out 1 act.( 15.728414 sig in 44 act.) RANK 34 NODE 14 --> 19.984583 sigma out 1 act.( 29.180780 sig in 44 act.) RANK 35 NODE 25 --> 17.155773 sigma out 1 act.( 21.239845 sig in 44 act.) RANK 36 NODE 40 --> 13.650474 sigma out 1 act.( 14.615400 sig in 44 act.) RANK 37 NODE 24 --> 13.318504 sigma out 1 act.( 12.816298 sig in 44 act.) RANK 38 NODE 20 --> 13.273822 sigma out 1 act.( 12.307394 sig in 43 act.) RANK 39 NODE 29 --> 12.810985 sigma out 1 act.( 19.616896 sig in 44 act.) RANK 40 NODE 16 --> 11.674253 sigma out 1 act.( 17.967558 sig in 42 act.) RANK 41 NODE 43 --> 9.7610798 sigma out 1 act.( 17.079981 sig in 44 act.) RANK 42 NODE 36 --> 8.0861273 sigma out 1 act.( 11.759374 sig in 44 act.) RANK 43 NODE 41 --> 6.7124624 sigma out 1 act.( 10.715667 sig in 44 act.) RANK 44 NODE 33 --> 6.5331039 sigma out 1 act.( 10.534169 sig in 44 act.) RANK 1 NODE 1 --> 293.34952 sigma in 44 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.63882816 *** contribution from regularisation: 2.48361612E-03 *** contribution from error: -0.64131176 *** contribution from DIAG: 5.06795095E-06 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.63883382 *** contribution from regularisation: 2.49135192E-03 *** contribution from error: -0.64132518 *** contribution from DIAG: 5.04229683E-06 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.63884830 *** contribution from regularisation: 2.48983363E-03 *** contribution from error: -0.64133811 *** contribution from DIAG: 5.05149728E-06 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.63886625 *** contribution from regularisation: 2.48432299E-03 *** contribution from error: -0.64135057 *** contribution from DIAG: 5.02070725E-06 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.63888210 *** contribution from regularisation: 2.48073041E-03 *** contribution from error: -0.64136285 *** contribution from DIAG: 5.06752622E-06 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.63887924 *** contribution from regularisation: 2.49522179E-03 *** contribution from error: -0.64137447 *** contribution from DIAG: 5.04584750E-06 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.63890696 *** contribution from regularisation: 2.47877510E-03 *** contribution from error: -0.64138573 *** contribution from DIAG: 5.04048830E-06 *********************************************** --------------------------------------------------- Iteration : 47 kill weight from layer 1 knot 41 to knot 37 *********************************************** *** Learn Path 47 *** loss function: -0.63890964 *** contribution from regularisation: 2.48705200E-03 *** contribution from error: -0.64139670 *** contribution from DIAG: 5.03089313E-06 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.63891608 *** contribution from regularisation: 2.49124016E-03 *** contribution from error: -0.64140731 *** contribution from DIAG: 5.00668466E-06 *********************************************** --------------------------------------------------- Iteration : 49 kill weight from layer 1 knot 23 to knot 20 *********************************************** *** Learn Path 49 *** loss function: -0.63893169 *** contribution from regularisation: 2.48624105E-03 *** contribution from error: -0.64141792 *** contribution from DIAG: 4.98430063E-06 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 222.62932 sigma out 44 active outputs RANK 2 NODE 8 --> 139.04466 sigma out 44 active outputs RANK 3 NODE 2 --> 102.15678 sigma out 44 active outputs RANK 4 NODE 3 --> 89.832550 sigma out 44 active outputs RANK 5 NODE 9 --> 70.330307 sigma out 44 active outputs RANK 6 NODE 6 --> 69.782753 sigma out 44 active outputs RANK 7 NODE 5 --> 58.738560 sigma out 44 active outputs RANK 8 NODE 7 --> 56.583477 sigma out 44 active outputs RANK 9 NODE 11 --> 56.553085 sigma out 44 active outputs RANK 10 NODE 13 --> 45.871231 sigma out 44 active outputs RANK 11 NODE 4 --> 45.544685 sigma out 44 active outputs RANK 12 NODE 15 --> 44.433548 sigma out 44 active outputs RANK 13 NODE 18 --> 43.181141 sigma out 44 active outputs RANK 14 NODE 10 --> 40.736832 sigma out 44 active outputs RANK 15 NODE 12 --> 39.650517 sigma out 43 active outputs RANK 16 NODE 14 --> 39.325726 sigma out 44 active outputs RANK 17 NODE 16 --> 38.529869 sigma out 44 active outputs RANK 18 NODE 17 --> 35.147526 sigma out 44 active outputs RANK 19 NODE 20 --> 33.192570 sigma out 44 active outputs RANK 20 NODE 29 --> 31.189180 sigma out 44 active outputs RANK 21 NODE 25 --> 29.283983 sigma out 44 active outputs RANK 22 NODE 19 --> 28.118835 sigma out 44 active outputs RANK 23 NODE 23 --> 25.725563 sigma out 43 active outputs RANK 24 NODE 27 --> 24.730127 sigma out 44 active outputs RANK 25 NODE 24 --> 23.995049 sigma out 44 active outputs RANK 26 NODE 21 --> 21.754145 sigma out 44 active outputs RANK 27 NODE 22 --> 19.236485 sigma out 44 active outputs RANK 28 NODE 26 --> 19.125011 sigma out 44 active outputs RANK 29 NODE 30 --> 18.243525 sigma out 44 active outputs RANK 30 NODE 40 --> 17.481569 sigma out 44 active outputs RANK 31 NODE 32 --> 16.586445 sigma out 44 active outputs RANK 32 NODE 37 --> 15.355488 sigma out 44 active outputs RANK 33 NODE 39 --> 15.265284 sigma out 44 active outputs RANK 34 NODE 34 --> 14.744224 sigma out 44 active outputs RANK 35 NODE 28 --> 13.889275 sigma out 44 active outputs RANK 36 NODE 31 --> 13.800636 sigma out 43 active outputs RANK 37 NODE 38 --> 13.345952 sigma out 44 active outputs RANK 38 NODE 33 --> 13.107271 sigma out 44 active outputs RANK 39 NODE 43 --> 11.726578 sigma out 43 active outputs RANK 40 NODE 36 --> 11.656487 sigma out 44 active outputs RANK 41 NODE 41 --> 10.758199 sigma out 43 active outputs RANK 42 NODE 35 --> 10.566807 sigma out 44 active outputs RANK 43 NODE 42 --> 9.9460917 sigma out 44 active outputs RANK 44 NODE 44 --> 4.5760145 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 113.57314 sigma in 44 act. ( 93.597672 sig out 1 act.) RANK 2 NODE 26 --> 105.66143 sigma in 44 act. ( 69.748932 sig out 1 act.) RANK 3 NODE 38 --> 98.155945 sigma in 44 act. ( 72.948006 sig out 1 act.) RANK 4 NODE 9 --> 95.949783 sigma in 44 act. ( 61.607037 sig out 1 act.) RANK 5 NODE 11 --> 92.666039 sigma in 44 act. ( 86.810844 sig out 1 act.) RANK 6 NODE 5 --> 81.992416 sigma in 44 act. ( 65.907745 sig out 1 act.) RANK 7 NODE 2 --> 81.954857 sigma in 44 act. ( 42.676540 sig out 1 act.) RANK 8 NODE 35 --> 78.916458 sigma in 44 act. ( 85.854774 sig out 1 act.) RANK 9 NODE 1 --> 76.998451 sigma in 44 act. ( 51.417347 sig out 1 act.) RANK 10 NODE 44 --> 75.511192 sigma in 44 act. ( 65.502586 sig out 1 act.) RANK 11 NODE 7 --> 70.677383 sigma in 44 act. ( 63.686043 sig out 1 act.) RANK 12 NODE 34 --> 64.069099 sigma in 44 act. ( 50.199959 sig out 1 act.) RANK 13 NODE 31 --> 62.395580 sigma in 44 act. ( 45.091770 sig out 1 act.) RANK 14 NODE 22 --> 61.430138 sigma in 44 act. ( 41.102974 sig out 1 act.) RANK 15 NODE 15 --> 53.890644 sigma in 44 act. ( 42.415989 sig out 1 act.) RANK 16 NODE 18 --> 52.421360 sigma in 44 act. ( 48.411758 sig out 1 act.) RANK 17 NODE 13 --> 51.751438 sigma in 44 act. ( 38.002888 sig out 1 act.) RANK 18 NODE 28 --> 48.663811 sigma in 44 act. ( 54.343277 sig out 1 act.) RANK 19 NODE 12 --> 47.983170 sigma in 44 act. ( 44.053226 sig out 1 act.) RANK 20 NODE 30 --> 46.127537 sigma in 44 act. ( 28.936157 sig out 1 act.) RANK 21 NODE 8 --> 45.393208 sigma in 44 act. ( 38.205933 sig out 1 act.) RANK 22 NODE 42 --> 44.870079 sigma in 44 act. ( 37.198738 sig out 1 act.) RANK 23 NODE 39 --> 43.310741 sigma in 44 act. ( 38.393745 sig out 1 act.) RANK 24 NODE 17 --> 36.357800 sigma in 44 act. ( 35.575089 sig out 1 act.) RANK 25 NODE 32 --> 36.158775 sigma in 44 act. ( 35.469482 sig out 1 act.) RANK 26 NODE 37 --> 35.995796 sigma in 43 act. ( 33.215893 sig out 1 act.) RANK 27 NODE 3 --> 30.611395 sigma in 44 act. ( 20.395647 sig out 1 act.) RANK 28 NODE 14 --> 29.219126 sigma in 44 act. ( 19.813509 sig out 1 act.) RANK 29 NODE 6 --> 28.897919 sigma in 44 act. ( 28.448338 sig out 1 act.) RANK 30 NODE 21 --> 28.772053 sigma in 44 act. ( 23.160912 sig out 1 act.) RANK 31 NODE 19 --> 25.112034 sigma in 44 act. ( 24.523151 sig out 1 act.) RANK 32 NODE 27 --> 23.436710 sigma in 44 act. ( 29.973959 sig out 1 act.) RANK 33 NODE 10 --> 22.989639 sigma in 44 act. ( 20.248934 sig out 1 act.) RANK 34 NODE 25 --> 20.973766 sigma in 44 act. ( 17.285391 sig out 1 act.) RANK 35 NODE 29 --> 19.674414 sigma in 44 act. ( 12.977745 sig out 1 act.) RANK 36 NODE 16 --> 17.998997 sigma in 42 act. ( 11.819619 sig out 1 act.) RANK 37 NODE 43 --> 16.936396 sigma in 44 act. ( 9.6859722 sig out 1 act.) RANK 38 NODE 23 --> 16.155279 sigma in 44 act. ( 20.891407 sig out 1 act.) RANK 39 NODE 40 --> 14.787477 sigma in 44 act. ( 14.506061 sig out 1 act.) RANK 40 NODE 24 --> 12.888190 sigma in 44 act. ( 13.495225 sig out 1 act.) RANK 41 NODE 20 --> 12.339581 sigma in 42 act. ( 13.471107 sig out 1 act.) RANK 42 NODE 36 --> 11.759785 sigma in 44 act. ( 8.1568813 sig out 1 act.) RANK 43 NODE 41 --> 10.653376 sigma in 44 act. ( 6.7940297 sig out 1 act.) RANK 44 NODE 33 --> 10.496829 sigma in 44 act. ( 6.6577320 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 93.597672 sigma out 1 act.( 113.57314 sig in 44 act.) RANK 2 NODE 11 --> 86.810844 sigma out 1 act.( 92.666039 sig in 44 act.) RANK 3 NODE 35 --> 85.854774 sigma out 1 act.( 78.916458 sig in 44 act.) RANK 4 NODE 38 --> 72.948006 sigma out 1 act.( 98.155945 sig in 44 act.) RANK 5 NODE 26 --> 69.748932 sigma out 1 act.( 105.66143 sig in 44 act.) RANK 6 NODE 5 --> 65.907745 sigma out 1 act.( 81.992416 sig in 44 act.) RANK 7 NODE 44 --> 65.502586 sigma out 1 act.( 75.511192 sig in 44 act.) RANK 8 NODE 7 --> 63.686043 sigma out 1 act.( 70.677383 sig in 44 act.) RANK 9 NODE 9 --> 61.607037 sigma out 1 act.( 95.949783 sig in 44 act.) RANK 10 NODE 28 --> 54.343277 sigma out 1 act.( 48.663811 sig in 44 act.) RANK 11 NODE 1 --> 51.417347 sigma out 1 act.( 76.998451 sig in 44 act.) RANK 12 NODE 34 --> 50.199959 sigma out 1 act.( 64.069099 sig in 44 act.) RANK 13 NODE 18 --> 48.411758 sigma out 1 act.( 52.421360 sig in 44 act.) RANK 14 NODE 31 --> 45.091770 sigma out 1 act.( 62.395580 sig in 44 act.) RANK 15 NODE 12 --> 44.053226 sigma out 1 act.( 47.983170 sig in 44 act.) RANK 16 NODE 2 --> 42.676540 sigma out 1 act.( 81.954857 sig in 44 act.) RANK 17 NODE 15 --> 42.415989 sigma out 1 act.( 53.890644 sig in 44 act.) RANK 18 NODE 22 --> 41.102974 sigma out 1 act.( 61.430138 sig in 44 act.) RANK 19 NODE 39 --> 38.393745 sigma out 1 act.( 43.310741 sig in 44 act.) RANK 20 NODE 8 --> 38.205933 sigma out 1 act.( 45.393208 sig in 44 act.) RANK 21 NODE 13 --> 38.002888 sigma out 1 act.( 51.751438 sig in 44 act.) RANK 22 NODE 42 --> 37.198738 sigma out 1 act.( 44.870079 sig in 44 act.) RANK 23 NODE 17 --> 35.575089 sigma out 1 act.( 36.357800 sig in 44 act.) RANK 24 NODE 32 --> 35.469482 sigma out 1 act.( 36.158775 sig in 44 act.) RANK 25 NODE 37 --> 33.215893 sigma out 1 act.( 35.995796 sig in 43 act.) RANK 26 NODE 27 --> 29.973959 sigma out 1 act.( 23.436710 sig in 44 act.) RANK 27 NODE 30 --> 28.936157 sigma out 1 act.( 46.127537 sig in 44 act.) RANK 28 NODE 6 --> 28.448338 sigma out 1 act.( 28.897919 sig in 44 act.) RANK 29 NODE 19 --> 24.523151 sigma out 1 act.( 25.112034 sig in 44 act.) RANK 30 NODE 21 --> 23.160912 sigma out 1 act.( 28.772053 sig in 44 act.) RANK 31 NODE 23 --> 20.891407 sigma out 1 act.( 16.155279 sig in 44 act.) RANK 32 NODE 3 --> 20.395647 sigma out 1 act.( 30.611395 sig in 44 act.) RANK 33 NODE 10 --> 20.248934 sigma out 1 act.( 22.989639 sig in 44 act.) RANK 34 NODE 14 --> 19.813509 sigma out 1 act.( 29.219126 sig in 44 act.) RANK 35 NODE 25 --> 17.285391 sigma out 1 act.( 20.973766 sig in 44 act.) RANK 36 NODE 40 --> 14.506061 sigma out 1 act.( 14.787477 sig in 44 act.) RANK 37 NODE 24 --> 13.495225 sigma out 1 act.( 12.888190 sig in 44 act.) RANK 38 NODE 20 --> 13.471107 sigma out 1 act.( 12.339581 sig in 42 act.) RANK 39 NODE 29 --> 12.977745 sigma out 1 act.( 19.674414 sig in 44 act.) RANK 40 NODE 16 --> 11.819619 sigma out 1 act.( 17.998997 sig in 42 act.) RANK 41 NODE 43 --> 9.6859722 sigma out 1 act.( 16.936396 sig in 44 act.) RANK 42 NODE 36 --> 8.1568813 sigma out 1 act.( 11.759785 sig in 44 act.) RANK 43 NODE 41 --> 6.7940297 sigma out 1 act.( 10.653376 sig in 44 act.) RANK 44 NODE 33 --> 6.6577320 sigma out 1 act.( 10.496829 sig in 44 act.) RANK 1 NODE 1 --> 293.67093 sigma in 44 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.63894767 *** contribution from regularisation: 2.48061563E-03 *** contribution from error: -0.64142829 *** contribution from DIAG: 4.96724442E-06 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.63895452 *** contribution from regularisation: 2.48406082E-03 *** contribution from error: -0.64143860 *** contribution from DIAG: 4.93358675E-06 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.63896370 *** contribution from regularisation: 2.48478632E-03 *** contribution from error: -0.64144850 *** contribution from DIAG: 4.96248731E-06 *********************************************** --------------------------------------------------- Iteration : 53 kill weight from layer 1 knot 29 to knot 41 *********************************************** *** Learn Path 53 *** loss function: -0.63897574 *** contribution from regularisation: 2.48254486E-03 *** contribution from error: -0.64145827 *** contribution from DIAG: 4.98558120E-06 *********************************************** --------------------------------------------------- Iteration : 54 kill weight from layer 1 knot 9 to knot 16 *********************************************** *** Learn Path 54 *** loss function: -0.63898236 *** contribution from regularisation: 2.48552626E-03 *** contribution from error: -0.64146787 *** contribution from DIAG: 4.96533949E-06 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.63900089 *** contribution from regularisation: 2.47638673E-03 *** contribution from error: -0.64147729 *** contribution from DIAG: 4.97930432E-06 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.63899791 *** contribution from regularisation: 2.48823129E-03 *** contribution from error: -0.64148617 *** contribution from DIAG: 5.01440718E-06 *********************************************** --------------------------------------------------- Iteration : 57 kill weight from layer 1 knot 44 to knot 3 *********************************************** *** Learn Path 57 *** loss function: -0.63902128 *** contribution from regularisation: 2.47386727E-03 *** contribution from error: -0.64149517 *** contribution from DIAG: 4.94440292E-06 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.63902408 *** contribution from regularisation: 2.48041563E-03 *** contribution from error: -0.64150447 *** contribution from DIAG: 4.93741300E-06 *********************************************** --------------------------------------------------- Iteration : 59 kill weight from layer 1 knot 34 to knot 1 kill weight from layer 1 knot 37 to knot 10 kill weight from layer 1 knot 40 to knot 34 *********************************************** *** Learn Path 59 *** loss function: -0.63903815 *** contribution from regularisation: 2.47525680E-03 *** contribution from error: -0.64151341 *** contribution from DIAG: 4.96300072E-06 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 222.94818 sigma out 44 active outputs RANK 2 NODE 8 --> 138.82114 sigma out 44 active outputs RANK 3 NODE 2 --> 102.69048 sigma out 44 active outputs RANK 4 NODE 3 --> 90.350662 sigma out 44 active outputs RANK 5 NODE 9 --> 70.013077 sigma out 43 active outputs RANK 6 NODE 6 --> 69.570389 sigma out 44 active outputs RANK 7 NODE 5 --> 59.029461 sigma out 44 active outputs RANK 8 NODE 11 --> 57.259815 sigma out 44 active outputs RANK 9 NODE 7 --> 56.697025 sigma out 44 active outputs RANK 10 NODE 4 --> 45.982849 sigma out 44 active outputs RANK 11 NODE 13 --> 45.865303 sigma out 44 active outputs RANK 12 NODE 15 --> 44.489265 sigma out 44 active outputs RANK 13 NODE 18 --> 43.198318 sigma out 44 active outputs RANK 14 NODE 10 --> 40.570850 sigma out 44 active outputs RANK 15 NODE 14 --> 39.382206 sigma out 44 active outputs RANK 16 NODE 12 --> 39.330727 sigma out 43 active outputs RANK 17 NODE 16 --> 38.043976 sigma out 44 active outputs RANK 18 NODE 17 --> 35.074383 sigma out 44 active outputs RANK 19 NODE 20 --> 33.430676 sigma out 44 active outputs RANK 20 NODE 29 --> 30.916365 sigma out 43 active outputs RANK 21 NODE 25 --> 29.392841 sigma out 44 active outputs RANK 22 NODE 19 --> 27.896635 sigma out 44 active outputs RANK 23 NODE 23 --> 25.712412 sigma out 43 active outputs RANK 24 NODE 27 --> 24.885342 sigma out 44 active outputs RANK 25 NODE 24 --> 24.024948 sigma out 44 active outputs RANK 26 NODE 21 --> 21.687658 sigma out 44 active outputs RANK 27 NODE 22 --> 19.243883 sigma out 44 active outputs RANK 28 NODE 26 --> 19.075262 sigma out 44 active outputs RANK 29 NODE 30 --> 18.273180 sigma out 44 active outputs RANK 30 NODE 40 --> 17.360270 sigma out 43 active outputs RANK 31 NODE 32 --> 16.554516 sigma out 44 active outputs RANK 32 NODE 37 --> 15.319106 sigma out 43 active outputs RANK 33 NODE 39 --> 15.295869 sigma out 44 active outputs RANK 34 NODE 34 --> 14.526410 sigma out 43 active outputs RANK 35 NODE 31 --> 13.741849 sigma out 43 active outputs RANK 36 NODE 28 --> 13.659322 sigma out 44 active outputs RANK 37 NODE 38 --> 13.285484 sigma out 44 active outputs RANK 38 NODE 33 --> 12.922533 sigma out 44 active outputs RANK 39 NODE 36 --> 11.667257 sigma out 44 active outputs RANK 40 NODE 43 --> 11.643025 sigma out 43 active outputs RANK 41 NODE 41 --> 10.777856 sigma out 43 active outputs RANK 42 NODE 35 --> 10.457396 sigma out 44 active outputs RANK 43 NODE 42 --> 9.8866644 sigma out 44 active outputs RANK 44 NODE 44 --> 4.6951852 sigma out 43 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 113.65164 sigma in 44 act. ( 94.211182 sig out 1 act.) RANK 2 NODE 26 --> 105.60340 sigma in 44 act. ( 69.847023 sig out 1 act.) RANK 3 NODE 38 --> 98.379227 sigma in 44 act. ( 73.075447 sig out 1 act.) RANK 4 NODE 9 --> 96.066772 sigma in 44 act. ( 61.898319 sig out 1 act.) RANK 5 NODE 11 --> 92.664200 sigma in 44 act. ( 87.101486 sig out 1 act.) RANK 6 NODE 5 --> 82.301575 sigma in 44 act. ( 66.023888 sig out 1 act.) RANK 7 NODE 2 --> 81.974808 sigma in 44 act. ( 42.805565 sig out 1 act.) RANK 8 NODE 35 --> 78.763443 sigma in 44 act. ( 86.287430 sig out 1 act.) RANK 9 NODE 1 --> 77.065529 sigma in 43 act. ( 51.785614 sig out 1 act.) RANK 10 NODE 44 --> 75.584190 sigma in 44 act. ( 65.549500 sig out 1 act.) RANK 11 NODE 7 --> 70.740150 sigma in 44 act. ( 63.993721 sig out 1 act.) RANK 12 NODE 34 --> 64.022942 sigma in 43 act. ( 50.610073 sig out 1 act.) RANK 13 NODE 31 --> 62.627090 sigma in 44 act. ( 44.989735 sig out 1 act.) RANK 14 NODE 22 --> 61.485241 sigma in 44 act. ( 41.491455 sig out 1 act.) RANK 15 NODE 15 --> 53.654476 sigma in 44 act. ( 42.855534 sig out 1 act.) RANK 16 NODE 18 --> 52.530979 sigma in 44 act. ( 48.995186 sig out 1 act.) RANK 17 NODE 13 --> 51.974159 sigma in 44 act. ( 38.042625 sig out 1 act.) RANK 18 NODE 28 --> 48.507610 sigma in 44 act. ( 54.960297 sig out 1 act.) RANK 19 NODE 12 --> 47.919056 sigma in 44 act. ( 44.161404 sig out 1 act.) RANK 20 NODE 30 --> 46.114655 sigma in 44 act. ( 29.050276 sig out 1 act.) RANK 21 NODE 8 --> 45.343845 sigma in 44 act. ( 38.265755 sig out 1 act.) RANK 22 NODE 42 --> 45.104847 sigma in 44 act. ( 37.610886 sig out 1 act.) RANK 23 NODE 39 --> 43.553009 sigma in 44 act. ( 38.607254 sig out 1 act.) RANK 24 NODE 17 --> 36.311588 sigma in 44 act. ( 35.721413 sig out 1 act.) RANK 25 NODE 32 --> 36.309441 sigma in 44 act. ( 35.574337 sig out 1 act.) RANK 26 NODE 37 --> 36.196342 sigma in 43 act. ( 33.355694 sig out 1 act.) RANK 27 NODE 3 --> 30.636000 sigma in 43 act. ( 20.609234 sig out 1 act.) RANK 28 NODE 14 --> 29.320660 sigma in 44 act. ( 19.879595 sig out 1 act.) RANK 29 NODE 21 --> 28.867319 sigma in 44 act. ( 23.428156 sig out 1 act.) RANK 30 NODE 6 --> 28.865263 sigma in 44 act. ( 28.714272 sig out 1 act.) RANK 31 NODE 19 --> 24.997503 sigma in 44 act. ( 24.665428 sig out 1 act.) RANK 32 NODE 27 --> 24.190546 sigma in 44 act. ( 30.644953 sig out 1 act.) RANK 33 NODE 10 --> 23.046404 sigma in 43 act. ( 20.349073 sig out 1 act.) RANK 34 NODE 25 --> 20.815199 sigma in 44 act. ( 17.477463 sig out 1 act.) RANK 35 NODE 29 --> 19.744976 sigma in 44 act. ( 13.182314 sig out 1 act.) RANK 36 NODE 16 --> 18.098837 sigma in 41 act. ( 11.927257 sig out 1 act.) RANK 37 NODE 43 --> 16.850571 sigma in 44 act. ( 9.7007990 sig out 1 act.) RANK 38 NODE 23 --> 16.623934 sigma in 44 act. ( 21.602785 sig out 1 act.) RANK 39 NODE 40 --> 15.023815 sigma in 44 act. ( 15.141951 sig out 1 act.) RANK 40 NODE 24 --> 12.969803 sigma in 44 act. ( 13.691742 sig out 1 act.) RANK 41 NODE 20 --> 12.388301 sigma in 42 act. ( 13.673785 sig out 1 act.) RANK 42 NODE 36 --> 11.768682 sigma in 44 act. ( 8.2614746 sig out 1 act.) RANK 43 NODE 41 --> 10.607539 sigma in 43 act. ( 6.9017720 sig out 1 act.) RANK 44 NODE 33 --> 10.488226 sigma in 44 act. ( 6.7568412 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 94.211182 sigma out 1 act.( 113.65164 sig in 44 act.) RANK 2 NODE 11 --> 87.101486 sigma out 1 act.( 92.664200 sig in 44 act.) RANK 3 NODE 35 --> 86.287430 sigma out 1 act.( 78.763443 sig in 44 act.) RANK 4 NODE 38 --> 73.075447 sigma out 1 act.( 98.379227 sig in 44 act.) RANK 5 NODE 26 --> 69.847023 sigma out 1 act.( 105.60340 sig in 44 act.) RANK 6 NODE 5 --> 66.023888 sigma out 1 act.( 82.301575 sig in 44 act.) RANK 7 NODE 44 --> 65.549500 sigma out 1 act.( 75.584190 sig in 44 act.) RANK 8 NODE 7 --> 63.993721 sigma out 1 act.( 70.740150 sig in 44 act.) RANK 9 NODE 9 --> 61.898319 sigma out 1 act.( 96.066772 sig in 44 act.) RANK 10 NODE 28 --> 54.960297 sigma out 1 act.( 48.507610 sig in 44 act.) RANK 11 NODE 1 --> 51.785614 sigma out 1 act.( 77.065529 sig in 43 act.) RANK 12 NODE 34 --> 50.610073 sigma out 1 act.( 64.022942 sig in 43 act.) RANK 13 NODE 18 --> 48.995186 sigma out 1 act.( 52.530979 sig in 44 act.) RANK 14 NODE 31 --> 44.989735 sigma out 1 act.( 62.627090 sig in 44 act.) RANK 15 NODE 12 --> 44.161404 sigma out 1 act.( 47.919056 sig in 44 act.) RANK 16 NODE 15 --> 42.855534 sigma out 1 act.( 53.654476 sig in 44 act.) RANK 17 NODE 2 --> 42.805565 sigma out 1 act.( 81.974808 sig in 44 act.) RANK 18 NODE 22 --> 41.491455 sigma out 1 act.( 61.485241 sig in 44 act.) RANK 19 NODE 39 --> 38.607254 sigma out 1 act.( 43.553009 sig in 44 act.) RANK 20 NODE 8 --> 38.265755 sigma out 1 act.( 45.343845 sig in 44 act.) RANK 21 NODE 13 --> 38.042625 sigma out 1 act.( 51.974159 sig in 44 act.) RANK 22 NODE 42 --> 37.610886 sigma out 1 act.( 45.104847 sig in 44 act.) RANK 23 NODE 17 --> 35.721413 sigma out 1 act.( 36.311588 sig in 44 act.) RANK 24 NODE 32 --> 35.574337 sigma out 1 act.( 36.309441 sig in 44 act.) RANK 25 NODE 37 --> 33.355694 sigma out 1 act.( 36.196342 sig in 43 act.) RANK 26 NODE 27 --> 30.644953 sigma out 1 act.( 24.190546 sig in 44 act.) RANK 27 NODE 30 --> 29.050276 sigma out 1 act.( 46.114655 sig in 44 act.) RANK 28 NODE 6 --> 28.714272 sigma out 1 act.( 28.865263 sig in 44 act.) RANK 29 NODE 19 --> 24.665428 sigma out 1 act.( 24.997503 sig in 44 act.) RANK 30 NODE 21 --> 23.428156 sigma out 1 act.( 28.867319 sig in 44 act.) RANK 31 NODE 23 --> 21.602785 sigma out 1 act.( 16.623934 sig in 44 act.) RANK 32 NODE 3 --> 20.609234 sigma out 1 act.( 30.636000 sig in 43 act.) RANK 33 NODE 10 --> 20.349073 sigma out 1 act.( 23.046404 sig in 43 act.) RANK 34 NODE 14 --> 19.879595 sigma out 1 act.( 29.320660 sig in 44 act.) RANK 35 NODE 25 --> 17.477463 sigma out 1 act.( 20.815199 sig in 44 act.) RANK 36 NODE 40 --> 15.141951 sigma out 1 act.( 15.023815 sig in 44 act.) RANK 37 NODE 24 --> 13.691742 sigma out 1 act.( 12.969803 sig in 44 act.) RANK 38 NODE 20 --> 13.673785 sigma out 1 act.( 12.388301 sig in 42 act.) RANK 39 NODE 29 --> 13.182314 sigma out 1 act.( 19.744976 sig in 44 act.) RANK 40 NODE 16 --> 11.927257 sigma out 1 act.( 18.098837 sig in 41 act.) RANK 41 NODE 43 --> 9.7007990 sigma out 1 act.( 16.850571 sig in 44 act.) RANK 42 NODE 36 --> 8.2614746 sigma out 1 act.( 11.768682 sig in 44 act.) RANK 43 NODE 41 --> 6.9017720 sigma out 1 act.( 10.607539 sig in 43 act.) RANK 44 NODE 33 --> 6.7568412 sigma out 1 act.( 10.488226 sig in 44 act.) RANK 1 NODE 1 --> 295.22064 sigma in 44 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.63904566 *** contribution from regularisation: 2.47665867E-03 *** contribution from error: -0.64152229 *** contribution from DIAG: 4.93770585E-06 *********************************************** --------------------------------------------------- Iteration : 61 kill weight from layer 1 knot 3 to knot 11 *********************************************** *** Learn Path 61 *** loss function: -0.63905513 *** contribution from regularisation: 2.47595971E-03 *** contribution from error: -0.64153111 *** contribution from DIAG: 4.94337019E-06 *********************************************** --------------------------------------------------- Iteration : 62 kill weight from layer 1 knot 34 to knot 15 kill weight from layer 1 knot 44 to knot 20 *********************************************** *** Learn Path 62 *** loss function: -0.63906521 *** contribution from regularisation: 2.47433293E-03 *** contribution from error: -0.64153951 *** contribution from DIAG: 4.94468986E-06 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.63908207 *** contribution from regularisation: 2.46597244E-03 *** contribution from error: -0.64154804 *** contribution from DIAG: 4.92489289E-06 *********************************************** --------------------------------------------------- Iteration : 64 kill weight from layer 1 knot 32 to knot 6 *********************************************** *** Learn Path 64 *** loss function: -0.63908702 *** contribution from regularisation: 2.46933033E-03 *** contribution from error: -0.64155632 *** contribution from DIAG: 4.92253275E-06 *********************************************** --------------------------------------------------- Iteration : 65 kill weight from layer 1 knot 14 to knot 26 *********************************************** *** Learn Path 65 *** loss function: -0.63908559 *** contribution from regularisation: 2.47894367E-03 *** contribution from error: -0.64156455 *** contribution from DIAG: 4.90122511E-06 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.63910502 *** contribution from regularisation: 2.46761576E-03 *** contribution from error: -0.64157265 *** contribution from DIAG: 4.87287025E-06 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.63911551 *** contribution from regularisation: 2.46504718E-03 *** contribution from error: -0.64158058 *** contribution from DIAG: 4.85520377E-06 *********************************************** --------------------------------------------------- Iteration : 68 kill weight from layer 1 knot 37 to knot 28 *********************************************** *** Learn Path 68 *** loss function: -0.63911670 *** contribution from regularisation: 2.47171870E-03 *** contribution from error: -0.64158845 *** contribution from DIAG: 4.87444322E-06 *********************************************** --------------------------------------------------- Iteration : 69 kill weight from layer 1 knot 2 to knot 20 *********************************************** *** Learn Path 69 *** loss function: -0.63912964 *** contribution from regularisation: 2.46640178E-03 *** contribution from error: -0.64159602 *** contribution from DIAG: 4.89415561E-06 *********************************************** --------------------------------------------------- Iteration : 70 kill weight from layer 1 knot 44 to knot 37 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 223.51901 sigma out 44 active outputs RANK 2 NODE 8 --> 139.31390 sigma out 44 active outputs RANK 3 NODE 2 --> 102.35697 sigma out 43 active outputs RANK 4 NODE 3 --> 90.480797 sigma out 43 active outputs RANK 5 NODE 9 --> 70.475182 sigma out 43 active outputs RANK 6 NODE 6 --> 70.078262 sigma out 44 active outputs RANK 7 NODE 5 --> 58.975189 sigma out 44 active outputs RANK 8 NODE 11 --> 56.953304 sigma out 44 active outputs RANK 9 NODE 7 --> 56.790401 sigma out 44 active outputs RANK 10 NODE 4 --> 46.141567 sigma out 44 active outputs RANK 11 NODE 13 --> 45.888626 sigma out 44 active outputs RANK 12 NODE 15 --> 44.515186 sigma out 44 active outputs RANK 13 NODE 18 --> 43.149811 sigma out 44 active outputs RANK 14 NODE 10 --> 40.849297 sigma out 44 active outputs RANK 15 NODE 12 --> 39.520576 sigma out 43 active outputs RANK 16 NODE 14 --> 39.384914 sigma out 43 active outputs RANK 17 NODE 16 --> 38.272820 sigma out 44 active outputs RANK 18 NODE 17 --> 35.112934 sigma out 44 active outputs RANK 19 NODE 20 --> 33.353008 sigma out 44 active outputs RANK 20 NODE 29 --> 30.957911 sigma out 43 active outputs RANK 21 NODE 25 --> 29.105028 sigma out 44 active outputs RANK 22 NODE 19 --> 27.756870 sigma out 44 active outputs RANK 23 NODE 23 --> 25.662170 sigma out 43 active outputs RANK 24 NODE 27 --> 25.018642 sigma out 44 active outputs RANK 25 NODE 24 --> 23.878342 sigma out 44 active outputs RANK 26 NODE 21 --> 21.659546 sigma out 44 active outputs RANK 27 NODE 22 --> 19.315117 sigma out 44 active outputs RANK 28 NODE 26 --> 19.001827 sigma out 44 active outputs RANK 29 NODE 30 --> 18.222425 sigma out 44 active outputs RANK 30 NODE 40 --> 17.548077 sigma out 43 active outputs RANK 31 NODE 32 --> 16.323982 sigma out 43 active outputs RANK 32 NODE 37 --> 15.410536 sigma out 42 active outputs RANK 33 NODE 39 --> 15.279370 sigma out 44 active outputs RANK 34 NODE 34 --> 14.604502 sigma out 42 active outputs RANK 35 NODE 28 --> 13.626005 sigma out 44 active outputs RANK 36 NODE 31 --> 13.433063 sigma out 43 active outputs RANK 37 NODE 38 --> 13.423211 sigma out 44 active outputs RANK 38 NODE 33 --> 12.911114 sigma out 44 active outputs RANK 39 NODE 36 --> 11.656882 sigma out 44 active outputs RANK 40 NODE 43 --> 11.654698 sigma out 43 active outputs RANK 41 NODE 41 --> 10.730095 sigma out 43 active outputs RANK 42 NODE 35 --> 10.582316 sigma out 44 active outputs RANK 43 NODE 42 --> 9.8593521 sigma out 44 active outputs RANK 44 NODE 44 --> 4.6416097 sigma out 41 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 113.49757 sigma in 44 act. ( 96.190842 sig out 1 act.) RANK 2 NODE 26 --> 105.75143 sigma in 43 act. ( 70.228645 sig out 1 act.) RANK 3 NODE 38 --> 98.588577 sigma in 44 act. ( 72.858612 sig out 1 act.) RANK 4 NODE 9 --> 96.312569 sigma in 44 act. ( 61.971462 sig out 1 act.) RANK 5 NODE 11 --> 93.008324 sigma in 43 act. ( 86.934357 sig out 1 act.) RANK 6 NODE 2 --> 82.278709 sigma in 44 act. ( 42.883492 sig out 1 act.) RANK 7 NODE 5 --> 82.249664 sigma in 44 act. ( 66.739616 sig out 1 act.) RANK 8 NODE 35 --> 79.167336 sigma in 44 act. ( 86.476929 sig out 1 act.) RANK 9 NODE 1 --> 77.310265 sigma in 43 act. ( 52.227245 sig out 1 act.) RANK 10 NODE 44 --> 75.692909 sigma in 44 act. ( 65.411728 sig out 1 act.) RANK 11 NODE 7 --> 70.783066 sigma in 44 act. ( 64.578255 sig out 1 act.) RANK 12 NODE 34 --> 64.190887 sigma in 43 act. ( 50.701397 sig out 1 act.) RANK 13 NODE 31 --> 62.657040 sigma in 44 act. ( 45.383881 sig out 1 act.) RANK 14 NODE 22 --> 61.672859 sigma in 44 act. ( 41.484375 sig out 1 act.) RANK 15 NODE 15 --> 53.733368 sigma in 43 act. ( 42.520714 sig out 1 act.) RANK 16 NODE 18 --> 52.875755 sigma in 44 act. ( 49.076492 sig out 1 act.) RANK 17 NODE 13 --> 51.869884 sigma in 44 act. ( 38.506042 sig out 1 act.) RANK 18 NODE 28 --> 48.428822 sigma in 43 act. ( 55.892841 sig out 1 act.) RANK 19 NODE 12 --> 48.104679 sigma in 44 act. ( 44.189293 sig out 1 act.) RANK 20 NODE 30 --> 46.345779 sigma in 44 act. ( 29.025700 sig out 1 act.) RANK 21 NODE 8 --> 45.540115 sigma in 44 act. ( 37.861107 sig out 1 act.) RANK 22 NODE 42 --> 45.047203 sigma in 44 act. ( 38.278397 sig out 1 act.) RANK 23 NODE 39 --> 43.606876 sigma in 44 act. ( 39.145855 sig out 1 act.) RANK 24 NODE 37 --> 36.323967 sigma in 42 act. ( 33.704662 sig out 1 act.) RANK 25 NODE 32 --> 36.322281 sigma in 44 act. ( 35.884830 sig out 1 act.) RANK 26 NODE 17 --> 36.224209 sigma in 44 act. ( 36.000763 sig out 1 act.) RANK 27 NODE 3 --> 30.729271 sigma in 43 act. ( 20.597832 sig out 1 act.) RANK 28 NODE 14 --> 29.347847 sigma in 44 act. ( 20.011625 sig out 1 act.) RANK 29 NODE 21 --> 29.001553 sigma in 44 act. ( 23.598705 sig out 1 act.) RANK 30 NODE 6 --> 28.949884 sigma in 43 act. ( 28.767057 sig out 1 act.) RANK 31 NODE 19 --> 24.880894 sigma in 44 act. ( 24.673130 sig out 1 act.) RANK 32 NODE 27 --> 24.338648 sigma in 44 act. ( 31.629944 sig out 1 act.) RANK 33 NODE 10 --> 23.102240 sigma in 43 act. ( 20.364944 sig out 1 act.) RANK 34 NODE 25 --> 20.747309 sigma in 44 act. ( 17.559582 sig out 1 act.) RANK 35 NODE 29 --> 19.827682 sigma in 44 act. ( 13.378689 sig out 1 act.) RANK 36 NODE 16 --> 18.170731 sigma in 41 act. ( 12.013720 sig out 1 act.) RANK 37 NODE 23 --> 16.891844 sigma in 44 act. ( 22.371737 sig out 1 act.) RANK 38 NODE 43 --> 16.787764 sigma in 44 act. ( 9.6768885 sig out 1 act.) RANK 39 NODE 40 --> 15.143271 sigma in 44 act. ( 15.899827 sig out 1 act.) RANK 40 NODE 24 --> 13.071016 sigma in 44 act. ( 13.846914 sig out 1 act.) RANK 41 NODE 20 --> 12.442875 sigma in 40 act. ( 13.887457 sig out 1 act.) RANK 42 NODE 36 --> 11.771659 sigma in 44 act. ( 8.3561974 sig out 1 act.) RANK 43 NODE 41 --> 10.565019 sigma in 43 act. ( 7.0453048 sig out 1 act.) RANK 44 NODE 33 --> 10.488407 sigma in 44 act. ( 6.8512759 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 96.190842 sigma out 1 act.( 113.49757 sig in 44 act.) RANK 2 NODE 11 --> 86.934357 sigma out 1 act.( 93.008324 sig in 43 act.) RANK 3 NODE 35 --> 86.476929 sigma out 1 act.( 79.167336 sig in 44 act.) RANK 4 NODE 38 --> 72.858612 sigma out 1 act.( 98.588577 sig in 44 act.) RANK 5 NODE 26 --> 70.228645 sigma out 1 act.( 105.75143 sig in 43 act.) RANK 6 NODE 5 --> 66.739616 sigma out 1 act.( 82.249664 sig in 44 act.) RANK 7 NODE 44 --> 65.411728 sigma out 1 act.( 75.692909 sig in 44 act.) RANK 8 NODE 7 --> 64.578255 sigma out 1 act.( 70.783066 sig in 44 act.) RANK 9 NODE 9 --> 61.971462 sigma out 1 act.( 96.312569 sig in 44 act.) RANK 10 NODE 28 --> 55.892841 sigma out 1 act.( 48.428822 sig in 43 act.) RANK 11 NODE 1 --> 52.227245 sigma out 1 act.( 77.310265 sig in 43 act.) RANK 12 NODE 34 --> 50.701397 sigma out 1 act.( 64.190887 sig in 43 act.) RANK 13 NODE 18 --> 49.076492 sigma out 1 act.( 52.875755 sig in 44 act.) RANK 14 NODE 31 --> 45.383881 sigma out 1 act.( 62.657040 sig in 44 act.) RANK 15 NODE 12 --> 44.189293 sigma out 1 act.( 48.104679 sig in 44 act.) RANK 16 NODE 2 --> 42.883492 sigma out 1 act.( 82.278709 sig in 44 act.) RANK 17 NODE 15 --> 42.520714 sigma out 1 act.( 53.733368 sig in 43 act.) RANK 18 NODE 22 --> 41.484375 sigma out 1 act.( 61.672859 sig in 44 act.) RANK 19 NODE 39 --> 39.145855 sigma out 1 act.( 43.606876 sig in 44 act.) RANK 20 NODE 13 --> 38.506042 sigma out 1 act.( 51.869884 sig in 44 act.) RANK 21 NODE 42 --> 38.278397 sigma out 1 act.( 45.047203 sig in 44 act.) RANK 22 NODE 8 --> 37.861107 sigma out 1 act.( 45.540115 sig in 44 act.) RANK 23 NODE 17 --> 36.000763 sigma out 1 act.( 36.224209 sig in 44 act.) RANK 24 NODE 32 --> 35.884830 sigma out 1 act.( 36.322281 sig in 44 act.) RANK 25 NODE 37 --> 33.704662 sigma out 1 act.( 36.323967 sig in 42 act.) RANK 26 NODE 27 --> 31.629944 sigma out 1 act.( 24.338648 sig in 44 act.) RANK 27 NODE 30 --> 29.025700 sigma out 1 act.( 46.345779 sig in 44 act.) RANK 28 NODE 6 --> 28.767057 sigma out 1 act.( 28.949884 sig in 43 act.) RANK 29 NODE 19 --> 24.673130 sigma out 1 act.( 24.880894 sig in 44 act.) RANK 30 NODE 21 --> 23.598705 sigma out 1 act.( 29.001553 sig in 44 act.) RANK 31 NODE 23 --> 22.371737 sigma out 1 act.( 16.891844 sig in 44 act.) RANK 32 NODE 3 --> 20.597832 sigma out 1 act.( 30.729271 sig in 43 act.) RANK 33 NODE 10 --> 20.364944 sigma out 1 act.( 23.102240 sig in 43 act.) RANK 34 NODE 14 --> 20.011625 sigma out 1 act.( 29.347847 sig in 44 act.) RANK 35 NODE 25 --> 17.559582 sigma out 1 act.( 20.747309 sig in 44 act.) RANK 36 NODE 40 --> 15.899827 sigma out 1 act.( 15.143271 sig in 44 act.) RANK 37 NODE 20 --> 13.887457 sigma out 1 act.( 12.442875 sig in 40 act.) RANK 38 NODE 24 --> 13.846914 sigma out 1 act.( 13.071016 sig in 44 act.) RANK 39 NODE 29 --> 13.378689 sigma out 1 act.( 19.827682 sig in 44 act.) RANK 40 NODE 16 --> 12.013720 sigma out 1 act.( 18.170731 sig in 41 act.) RANK 41 NODE 43 --> 9.6768885 sigma out 1 act.( 16.787764 sig in 44 act.) RANK 42 NODE 36 --> 8.3561974 sigma out 1 act.( 11.771659 sig in 44 act.) RANK 43 NODE 41 --> 7.0453048 sigma out 1 act.( 10.565019 sig in 43 act.) RANK 44 NODE 33 --> 6.8512759 sigma out 1 act.( 10.488407 sig in 44 act.) RANK 1 NODE 1 --> 297.02295 sigma in 44 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.63913804 *** contribution from regularisation: 2.46582250E-03 *** contribution from error: -0.64160389 *** contribution from DIAG: 4.90200864E-06 *********************************************** --------------------------------------------------- Iteration : 71 kill weight from layer 1 knot 39 to knot 43 *********************************************** *** Learn Path 71 *** loss function: -0.63914216 *** contribution from regularisation: 2.46923463E-03 *** contribution from error: -0.64161140 *** contribution from DIAG: 4.91778428E-06 *********************************************** --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.63916135 *** contribution from regularisation: 2.45766831E-03 *** contribution from error: -0.64161903 *** contribution from DIAG: 4.89914555E-06 *********************************************** --------------------------------------------------- Iteration : 73 kill weight from layer 1 knot 26 to knot 22 *********************************************** *** Learn Path 73 *** loss function: -0.63915932 *** contribution from regularisation: 2.46714079E-03 *** contribution from error: -0.64162648 *** contribution from DIAG: 4.87636726E-06 *********************************************** --------------------------------------------------- Iteration : 74 kill weight from layer 1 knot 29 to knot 29 *********************************************** *** Learn Path 74 *** loss function: -0.63917506 *** contribution from regularisation: 2.45866715E-03 *** contribution from error: -0.64163375 *** contribution from DIAG: 4.85918417E-06 *********************************************** --------------------------------------------------- Iteration : 75 kill weight from layer 1 knot 44 to knot 14 *********************************************** *** Learn Path 75 *** loss function: -0.63917667 *** contribution from regularisation: 2.46434030E-03 *** contribution from error: -0.64164102 *** contribution from DIAG: 4.85010560E-06 *********************************************** --------------------------------------------------- Iteration : 76 kill weight from layer 1 knot 5 to knot 4 kill weight from layer 1 knot 35 to knot 14 *********************************************** *** Learn Path 76 *** loss function: -0.63918370 *** contribution from regularisation: 2.46451050E-03 *** contribution from error: -0.64164823 *** contribution from DIAG: 4.86651606E-06 *********************************************** --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.63919294 *** contribution from regularisation: 2.46203295E-03 *** contribution from error: -0.64165497 *** contribution from DIAG: 4.87535544E-06 *********************************************** --------------------------------------------------- Iteration : 78 kill weight from layer 1 knot 33 to knot 31 *********************************************** *** Learn Path 78 *** loss function: -0.63920206 *** contribution from regularisation: 2.46004178E-03 *** contribution from error: -0.64166212 *** contribution from DIAG: 4.85588316E-06 *********************************************** --------------------------------------------------- Iteration : 79 *********************************************** *** Learn Path 79 *** loss function: -0.63921452 *** contribution from regularisation: 2.45437399E-03 *** contribution from error: -0.64166892 *** contribution from DIAG: 4.82544010E-06 *********************************************** --------------------------------------------------- Iteration : 80 kill weight from layer 1 knot 27 to knot 12 kill weight from layer 1 knot 20 to knot 19 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 221.89024 sigma out 44 active outputs RANK 2 NODE 8 --> 137.54878 sigma out 44 active outputs RANK 3 NODE 2 --> 102.48481 sigma out 43 active outputs RANK 4 NODE 3 --> 90.163322 sigma out 43 active outputs RANK 5 NODE 9 --> 69.821434 sigma out 43 active outputs RANK 6 NODE 6 --> 69.665001 sigma out 44 active outputs RANK 7 NODE 5 --> 58.582890 sigma out 43 active outputs RANK 8 NODE 7 --> 56.524883 sigma out 44 active outputs RANK 9 NODE 11 --> 56.305222 sigma out 44 active outputs RANK 10 NODE 4 --> 45.677528 sigma out 44 active outputs RANK 11 NODE 13 --> 45.544991 sigma out 44 active outputs RANK 12 NODE 15 --> 44.068245 sigma out 44 active outputs RANK 13 NODE 18 --> 42.627827 sigma out 44 active outputs RANK 14 NODE 10 --> 40.457291 sigma out 44 active outputs RANK 15 NODE 14 --> 38.967793 sigma out 43 active outputs RANK 16 NODE 12 --> 38.731461 sigma out 43 active outputs RANK 17 NODE 16 --> 38.284782 sigma out 44 active outputs RANK 18 NODE 17 --> 34.464130 sigma out 44 active outputs RANK 19 NODE 20 --> 33.017784 sigma out 43 active outputs RANK 20 NODE 29 --> 30.645475 sigma out 42 active outputs RANK 21 NODE 25 --> 28.773098 sigma out 44 active outputs RANK 22 NODE 19 --> 27.608147 sigma out 44 active outputs RANK 23 NODE 23 --> 25.325888 sigma out 43 active outputs RANK 24 NODE 27 --> 24.425854 sigma out 43 active outputs RANK 25 NODE 24 --> 23.629230 sigma out 44 active outputs RANK 26 NODE 21 --> 21.384541 sigma out 44 active outputs RANK 27 NODE 22 --> 18.778210 sigma out 44 active outputs RANK 28 NODE 26 --> 18.705492 sigma out 43 active outputs RANK 29 NODE 30 --> 17.986229 sigma out 44 active outputs RANK 30 NODE 40 --> 17.422754 sigma out 43 active outputs RANK 31 NODE 32 --> 16.173504 sigma out 43 active outputs RANK 32 NODE 37 --> 15.234427 sigma out 42 active outputs RANK 33 NODE 39 --> 15.096687 sigma out 43 active outputs RANK 34 NODE 34 --> 14.353418 sigma out 42 active outputs RANK 35 NODE 31 --> 13.402345 sigma out 43 active outputs RANK 36 NODE 28 --> 13.339047 sigma out 44 active outputs RANK 37 NODE 38 --> 13.269346 sigma out 44 active outputs RANK 38 NODE 33 --> 12.724776 sigma out 43 active outputs RANK 39 NODE 43 --> 11.622856 sigma out 43 active outputs RANK 40 NODE 36 --> 11.394006 sigma out 44 active outputs RANK 41 NODE 41 --> 10.561110 sigma out 43 active outputs RANK 42 NODE 35 --> 10.256505 sigma out 43 active outputs RANK 43 NODE 42 --> 9.6774015 sigma out 44 active outputs RANK 44 NODE 44 --> 4.5645208 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 112.40530 sigma in 43 act. ( 96.247581 sig out 1 act.) RANK 2 NODE 26 --> 104.57506 sigma in 43 act. ( 69.941895 sig out 1 act.) RANK 3 NODE 38 --> 97.702606 sigma in 44 act. ( 72.740395 sig out 1 act.) RANK 4 NODE 9 --> 95.523689 sigma in 44 act. ( 61.771248 sig out 1 act.) RANK 5 NODE 11 --> 92.061447 sigma in 43 act. ( 86.777046 sig out 1 act.) RANK 6 NODE 5 --> 81.584732 sigma in 44 act. ( 66.386070 sig out 1 act.) RANK 7 NODE 2 --> 81.552094 sigma in 44 act. ( 42.391014 sig out 1 act.) RANK 8 NODE 35 --> 78.695091 sigma in 44 act. ( 85.578819 sig out 1 act.) RANK 9 NODE 1 --> 76.857964 sigma in 43 act. ( 51.769939 sig out 1 act.) RANK 10 NODE 44 --> 74.940384 sigma in 44 act. ( 65.584930 sig out 1 act.) RANK 11 NODE 7 --> 70.297478 sigma in 44 act. ( 63.980450 sig out 1 act.) RANK 12 NODE 34 --> 63.635258 sigma in 43 act. ( 50.338093 sig out 1 act.) RANK 13 NODE 31 --> 62.396034 sigma in 43 act. ( 44.950550 sig out 1 act.) RANK 14 NODE 22 --> 61.189240 sigma in 43 act. ( 41.392002 sig out 1 act.) RANK 15 NODE 15 --> 53.239746 sigma in 43 act. ( 42.230659 sig out 1 act.) RANK 16 NODE 18 --> 52.347435 sigma in 44 act. ( 49.379669 sig out 1 act.) RANK 17 NODE 13 --> 51.772572 sigma in 44 act. ( 38.023609 sig out 1 act.) RANK 18 NODE 28 --> 47.950119 sigma in 43 act. ( 55.995464 sig out 1 act.) RANK 19 NODE 12 --> 47.653278 sigma in 43 act. ( 43.941353 sig out 1 act.) RANK 20 NODE 30 --> 46.022850 sigma in 44 act. ( 28.786667 sig out 1 act.) RANK 21 NODE 8 --> 45.031570 sigma in 44 act. ( 37.817696 sig out 1 act.) RANK 22 NODE 42 --> 44.972187 sigma in 44 act. ( 38.347664 sig out 1 act.) RANK 23 NODE 39 --> 43.266197 sigma in 44 act. ( 39.173943 sig out 1 act.) RANK 24 NODE 37 --> 36.303432 sigma in 42 act. ( 33.326477 sig out 1 act.) RANK 25 NODE 32 --> 36.252335 sigma in 44 act. ( 35.603226 sig out 1 act.) RANK 26 NODE 17 --> 35.876156 sigma in 44 act. ( 35.821239 sig out 1 act.) RANK 27 NODE 3 --> 30.462788 sigma in 43 act. ( 20.502630 sig out 1 act.) RANK 28 NODE 14 --> 29.129820 sigma in 42 act. ( 20.014477 sig out 1 act.) RANK 29 NODE 21 --> 28.877459 sigma in 44 act. ( 23.415411 sig out 1 act.) RANK 30 NODE 6 --> 28.671591 sigma in 43 act. ( 28.746658 sig out 1 act.) RANK 31 NODE 27 --> 24.911535 sigma in 44 act. ( 31.867073 sig out 1 act.) RANK 32 NODE 19 --> 24.719101 sigma in 43 act. ( 24.514351 sig out 1 act.) RANK 33 NODE 10 --> 22.966053 sigma in 43 act. ( 20.294004 sig out 1 act.) RANK 34 NODE 25 --> 20.486189 sigma in 44 act. ( 17.543955 sig out 1 act.) RANK 35 NODE 29 --> 19.674360 sigma in 43 act. ( 13.560483 sig out 1 act.) RANK 36 NODE 16 --> 18.120445 sigma in 41 act. ( 12.016657 sig out 1 act.) RANK 37 NODE 23 --> 17.167318 sigma in 44 act. ( 22.777029 sig out 1 act.) RANK 38 NODE 43 --> 16.615011 sigma in 43 act. ( 9.6104851 sig out 1 act.) RANK 39 NODE 40 --> 15.285433 sigma in 44 act. ( 16.282854 sig out 1 act.) RANK 40 NODE 24 --> 13.057759 sigma in 44 act. ( 13.895263 sig out 1 act.) RANK 41 NODE 20 --> 12.391006 sigma in 40 act. ( 13.964271 sig out 1 act.) RANK 42 NODE 36 --> 11.707422 sigma in 44 act. ( 8.3313751 sig out 1 act.) RANK 43 NODE 41 --> 10.468207 sigma in 43 act. ( 7.0895238 sig out 1 act.) RANK 44 NODE 33 --> 10.435909 sigma in 44 act. ( 6.8406005 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 96.247581 sigma out 1 act.( 112.40530 sig in 43 act.) RANK 2 NODE 11 --> 86.777046 sigma out 1 act.( 92.061447 sig in 43 act.) RANK 3 NODE 35 --> 85.578819 sigma out 1 act.( 78.695091 sig in 44 act.) RANK 4 NODE 38 --> 72.740395 sigma out 1 act.( 97.702606 sig in 44 act.) RANK 5 NODE 26 --> 69.941895 sigma out 1 act.( 104.57506 sig in 43 act.) RANK 6 NODE 5 --> 66.386070 sigma out 1 act.( 81.584732 sig in 44 act.) RANK 7 NODE 44 --> 65.584930 sigma out 1 act.( 74.940384 sig in 44 act.) RANK 8 NODE 7 --> 63.980450 sigma out 1 act.( 70.297478 sig in 44 act.) RANK 9 NODE 9 --> 61.771248 sigma out 1 act.( 95.523689 sig in 44 act.) RANK 10 NODE 28 --> 55.995464 sigma out 1 act.( 47.950119 sig in 43 act.) RANK 11 NODE 1 --> 51.769939 sigma out 1 act.( 76.857964 sig in 43 act.) RANK 12 NODE 34 --> 50.338093 sigma out 1 act.( 63.635258 sig in 43 act.) RANK 13 NODE 18 --> 49.379669 sigma out 1 act.( 52.347435 sig in 44 act.) RANK 14 NODE 31 --> 44.950550 sigma out 1 act.( 62.396034 sig in 43 act.) RANK 15 NODE 12 --> 43.941353 sigma out 1 act.( 47.653278 sig in 43 act.) RANK 16 NODE 2 --> 42.391014 sigma out 1 act.( 81.552094 sig in 44 act.) RANK 17 NODE 15 --> 42.230659 sigma out 1 act.( 53.239746 sig in 43 act.) RANK 18 NODE 22 --> 41.392002 sigma out 1 act.( 61.189240 sig in 43 act.) RANK 19 NODE 39 --> 39.173943 sigma out 1 act.( 43.266197 sig in 44 act.) RANK 20 NODE 42 --> 38.347664 sigma out 1 act.( 44.972187 sig in 44 act.) RANK 21 NODE 13 --> 38.023609 sigma out 1 act.( 51.772572 sig in 44 act.) RANK 22 NODE 8 --> 37.817696 sigma out 1 act.( 45.031570 sig in 44 act.) RANK 23 NODE 17 --> 35.821239 sigma out 1 act.( 35.876156 sig in 44 act.) RANK 24 NODE 32 --> 35.603226 sigma out 1 act.( 36.252335 sig in 44 act.) RANK 25 NODE 37 --> 33.326477 sigma out 1 act.( 36.303432 sig in 42 act.) RANK 26 NODE 27 --> 31.867073 sigma out 1 act.( 24.911535 sig in 44 act.) RANK 27 NODE 30 --> 28.786667 sigma out 1 act.( 46.022850 sig in 44 act.) RANK 28 NODE 6 --> 28.746658 sigma out 1 act.( 28.671591 sig in 43 act.) RANK 29 NODE 19 --> 24.514351 sigma out 1 act.( 24.719101 sig in 43 act.) RANK 30 NODE 21 --> 23.415411 sigma out 1 act.( 28.877459 sig in 44 act.) RANK 31 NODE 23 --> 22.777029 sigma out 1 act.( 17.167318 sig in 44 act.) RANK 32 NODE 3 --> 20.502630 sigma out 1 act.( 30.462788 sig in 43 act.) RANK 33 NODE 10 --> 20.294004 sigma out 1 act.( 22.966053 sig in 43 act.) RANK 34 NODE 14 --> 20.014477 sigma out 1 act.( 29.129820 sig in 42 act.) RANK 35 NODE 25 --> 17.543955 sigma out 1 act.( 20.486189 sig in 44 act.) RANK 36 NODE 40 --> 16.282854 sigma out 1 act.( 15.285433 sig in 44 act.) RANK 37 NODE 20 --> 13.964271 sigma out 1 act.( 12.391006 sig in 40 act.) RANK 38 NODE 24 --> 13.895263 sigma out 1 act.( 13.057759 sig in 44 act.) RANK 39 NODE 29 --> 13.560483 sigma out 1 act.( 19.674360 sig in 43 act.) RANK 40 NODE 16 --> 12.016657 sigma out 1 act.( 18.120445 sig in 41 act.) RANK 41 NODE 43 --> 9.6104851 sigma out 1 act.( 16.615011 sig in 43 act.) RANK 42 NODE 36 --> 8.3313751 sigma out 1 act.( 11.707422 sig in 44 act.) RANK 43 NODE 41 --> 7.0895238 sigma out 1 act.( 10.468207 sig in 43 act.) RANK 44 NODE 33 --> 6.8406005 sigma out 1 act.( 10.435909 sig in 44 act.) RANK 1 NODE 1 --> 295.99545 sigma in 44 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.63922614 *** contribution from regularisation: 2.44966825E-03 *** contribution from error: -0.64167583 *** contribution from DIAG: 4.84503425E-06 *********************************************** --------------------------------------------------- Iteration : 81 *********************************************** *** Learn Path 81 *** loss function: -0.63923210 *** contribution from regularisation: 2.45052227E-03 *** contribution from error: -0.64168262 *** contribution from DIAG: 4.81966845E-06 *********************************************** --------------------------------------------------- Iteration : 82 kill weight from layer 1 knot 21 to knot 3 kill weight from layer 1 knot 24 to knot 4 *********************************************** *** Learn Path 82 *** loss function: -0.63923180 *** contribution from regularisation: 2.45757750E-03 *** contribution from error: -0.64168936 *** contribution from DIAG: 4.77813819E-06 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 35 to knot 16 *********************************************** *** Learn Path 83 *** loss function: -0.63924831 *** contribution from regularisation: 2.44783424E-03 *** contribution from error: -0.64169616 *** contribution from DIAG: 4.76488958E-06 *********************************************** --------------------------------------------------- Iteration : 84 kill weight from layer 1 knot 30 to knot 36 *********************************************** *** Learn Path 84 *** loss function: -0.63925034 *** contribution from regularisation: 2.45238887E-03 *** contribution from error: -0.64170271 *** contribution from DIAG: 4.73330510E-06 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 19 to knot 22 *********************************************** *** Learn Path 85 *** loss function: -0.63925660 *** contribution from regularisation: 2.45242007E-03 *** contribution from error: -0.64170903 *** contribution from DIAG: 4.74478929E-06 *********************************************** --------------------------------------------------- Iteration : 86 kill weight from layer 1 knot 44 to knot 40 *********************************************** *** Learn Path 86 *** loss function: -0.63926256 *** contribution from regularisation: 2.45280843E-03 *** contribution from error: -0.64171535 *** contribution from DIAG: 4.75269417E-06 *********************************************** --------------------------------------------------- Iteration : 87 kill weight from layer 1 knot 37 to knot 20 *********************************************** *** Learn Path 87 *** loss function: -0.63927597 *** contribution from regularisation: 2.44573131E-03 *** contribution from error: -0.64172173 *** contribution from DIAG: 4.72437478E-06 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 25 to knot 20 *********************************************** *** Learn Path 88 *** loss function: -0.63927871 *** contribution from regularisation: 2.44919932E-03 *** contribution from error: -0.64172792 *** contribution from DIAG: 4.70777968E-06 *********************************************** --------------------------------------------------- Iteration : 89 *********************************************** *** Learn Path 89 *** loss function: -0.63928646 *** contribution from regularisation: 2.44752597E-03 *** contribution from error: -0.64173400 *** contribution from DIAG: 4.66205984E-06 *********************************************** --------------------------------------------------- Iteration : 90 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 221.82455 sigma out 44 active outputs RANK 2 NODE 8 --> 138.53589 sigma out 44 active outputs RANK 3 NODE 2 --> 101.91352 sigma out 43 active outputs RANK 4 NODE 3 --> 89.699112 sigma out 43 active outputs RANK 5 NODE 6 --> 69.932571 sigma out 44 active outputs RANK 6 NODE 9 --> 69.926392 sigma out 43 active outputs RANK 7 NODE 5 --> 57.977818 sigma out 43 active outputs RANK 8 NODE 11 --> 57.176155 sigma out 44 active outputs RANK 9 NODE 7 --> 56.823772 sigma out 44 active outputs RANK 10 NODE 13 --> 45.688789 sigma out 44 active outputs RANK 11 NODE 4 --> 45.173695 sigma out 44 active outputs RANK 12 NODE 15 --> 44.545639 sigma out 44 active outputs RANK 13 NODE 18 --> 42.742310 sigma out 44 active outputs RANK 14 NODE 10 --> 40.642483 sigma out 44 active outputs RANK 15 NODE 14 --> 39.138424 sigma out 43 active outputs RANK 16 NODE 12 --> 38.945358 sigma out 43 active outputs RANK 17 NODE 16 --> 37.580639 sigma out 44 active outputs RANK 18 NODE 17 --> 34.973656 sigma out 44 active outputs RANK 19 NODE 20 --> 33.137222 sigma out 43 active outputs RANK 20 NODE 29 --> 30.593935 sigma out 42 active outputs RANK 21 NODE 25 --> 28.802042 sigma out 43 active outputs RANK 22 NODE 19 --> 27.518467 sigma out 43 active outputs RANK 23 NODE 23 --> 25.220312 sigma out 43 active outputs RANK 24 NODE 27 --> 24.594898 sigma out 43 active outputs RANK 25 NODE 24 --> 23.470987 sigma out 43 active outputs RANK 26 NODE 21 --> 21.363379 sigma out 43 active outputs RANK 27 NODE 22 --> 19.041283 sigma out 44 active outputs RANK 28 NODE 26 --> 18.661219 sigma out 43 active outputs RANK 29 NODE 30 --> 18.028837 sigma out 43 active outputs RANK 30 NODE 40 --> 17.167341 sigma out 43 active outputs RANK 31 NODE 32 --> 16.221466 sigma out 43 active outputs RANK 32 NODE 37 --> 15.253082 sigma out 41 active outputs RANK 33 NODE 39 --> 15.169785 sigma out 43 active outputs RANK 34 NODE 34 --> 14.460206 sigma out 42 active outputs RANK 35 NODE 28 --> 13.445480 sigma out 44 active outputs RANK 36 NODE 38 --> 13.194081 sigma out 44 active outputs RANK 37 NODE 31 --> 13.192470 sigma out 43 active outputs RANK 38 NODE 33 --> 12.668266 sigma out 43 active outputs RANK 39 NODE 43 --> 11.560047 sigma out 43 active outputs RANK 40 NODE 36 --> 11.436975 sigma out 44 active outputs RANK 41 NODE 41 --> 10.629274 sigma out 43 active outputs RANK 42 NODE 35 --> 10.271845 sigma out 42 active outputs RANK 43 NODE 42 --> 9.7337933 sigma out 44 active outputs RANK 44 NODE 44 --> 4.5359530 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 112.56609 sigma in 42 act. ( 96.889465 sig out 1 act.) RANK 2 NODE 26 --> 104.88953 sigma in 43 act. ( 69.869736 sig out 1 act.) RANK 3 NODE 38 --> 97.874001 sigma in 44 act. ( 72.368210 sig out 1 act.) RANK 4 NODE 9 --> 95.594299 sigma in 44 act. ( 61.864693 sig out 1 act.) RANK 5 NODE 11 --> 92.270889 sigma in 43 act. ( 86.261269 sig out 1 act.) RANK 6 NODE 2 --> 81.620468 sigma in 44 act. ( 42.512741 sig out 1 act.) RANK 7 NODE 5 --> 81.349030 sigma in 44 act. ( 66.859207 sig out 1 act.) RANK 8 NODE 35 --> 78.566422 sigma in 44 act. ( 85.557625 sig out 1 act.) RANK 9 NODE 1 --> 76.902710 sigma in 43 act. ( 52.194504 sig out 1 act.) RANK 10 NODE 44 --> 75.119026 sigma in 44 act. ( 64.964462 sig out 1 act.) RANK 11 NODE 7 --> 70.361778 sigma in 44 act. ( 63.974888 sig out 1 act.) RANK 12 NODE 34 --> 63.853233 sigma in 43 act. ( 50.360130 sig out 1 act.) RANK 13 NODE 31 --> 62.328556 sigma in 43 act. ( 44.934490 sig out 1 act.) RANK 14 NODE 22 --> 61.394379 sigma in 42 act. ( 41.140198 sig out 1 act.) RANK 15 NODE 15 --> 53.214890 sigma in 43 act. ( 41.966839 sig out 1 act.) RANK 16 NODE 18 --> 52.400379 sigma in 44 act. ( 49.823868 sig out 1 act.) RANK 17 NODE 13 --> 51.664322 sigma in 44 act. ( 38.010632 sig out 1 act.) RANK 18 NODE 28 --> 47.803082 sigma in 43 act. ( 56.748737 sig out 1 act.) RANK 19 NODE 12 --> 47.680607 sigma in 43 act. ( 43.779282 sig out 1 act.) RANK 20 NODE 30 --> 45.964485 sigma in 44 act. ( 29.102989 sig out 1 act.) RANK 21 NODE 8 --> 45.008080 sigma in 44 act. ( 37.416660 sig out 1 act.) RANK 22 NODE 42 --> 44.605186 sigma in 44 act. ( 38.841560 sig out 1 act.) RANK 23 NODE 39 --> 43.395859 sigma in 44 act. ( 39.268185 sig out 1 act.) RANK 24 NODE 37 --> 36.333103 sigma in 42 act. ( 33.686993 sig out 1 act.) RANK 25 NODE 32 --> 36.106236 sigma in 44 act. ( 35.913509 sig out 1 act.) RANK 26 NODE 17 --> 35.929161 sigma in 44 act. ( 35.742607 sig out 1 act.) RANK 27 NODE 3 --> 30.452442 sigma in 42 act. ( 20.703279 sig out 1 act.) RANK 28 NODE 14 --> 29.270372 sigma in 42 act. ( 19.958530 sig out 1 act.) RANK 29 NODE 21 --> 28.913763 sigma in 44 act. ( 23.649815 sig out 1 act.) RANK 30 NODE 6 --> 28.713207 sigma in 43 act. ( 28.792353 sig out 1 act.) RANK 31 NODE 27 --> 25.076439 sigma in 44 act. ( 32.430099 sig out 1 act.) RANK 32 NODE 19 --> 24.597651 sigma in 43 act. ( 24.487972 sig out 1 act.) RANK 33 NODE 10 --> 22.965303 sigma in 43 act. ( 20.256475 sig out 1 act.) RANK 34 NODE 25 --> 20.437347 sigma in 44 act. ( 17.581816 sig out 1 act.) RANK 35 NODE 29 --> 19.799599 sigma in 43 act. ( 13.549070 sig out 1 act.) RANK 36 NODE 16 --> 18.151464 sigma in 40 act. ( 12.037690 sig out 1 act.) RANK 37 NODE 23 --> 17.467953 sigma in 44 act. ( 23.284704 sig out 1 act.) RANK 38 NODE 43 --> 16.552406 sigma in 43 act. ( 9.5292158 sig out 1 act.) RANK 39 NODE 40 --> 15.379134 sigma in 43 act. ( 16.802692 sig out 1 act.) RANK 40 NODE 24 --> 13.110578 sigma in 44 act. ( 14.067909 sig out 1 act.) RANK 41 NODE 20 --> 12.410781 sigma in 38 act. ( 14.167001 sig out 1 act.) RANK 42 NODE 36 --> 11.700784 sigma in 43 act. ( 8.4011755 sig out 1 act.) RANK 43 NODE 41 --> 10.444023 sigma in 43 act. ( 7.1125555 sig out 1 act.) RANK 44 NODE 33 --> 10.406199 sigma in 44 act. ( 6.9592290 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 96.889465 sigma out 1 act.( 112.56609 sig in 42 act.) RANK 2 NODE 11 --> 86.261269 sigma out 1 act.( 92.270889 sig in 43 act.) RANK 3 NODE 35 --> 85.557625 sigma out 1 act.( 78.566422 sig in 44 act.) RANK 4 NODE 38 --> 72.368210 sigma out 1 act.( 97.874001 sig in 44 act.) RANK 5 NODE 26 --> 69.869736 sigma out 1 act.( 104.88953 sig in 43 act.) RANK 6 NODE 5 --> 66.859207 sigma out 1 act.( 81.349030 sig in 44 act.) RANK 7 NODE 44 --> 64.964462 sigma out 1 act.( 75.119026 sig in 44 act.) RANK 8 NODE 7 --> 63.974888 sigma out 1 act.( 70.361778 sig in 44 act.) RANK 9 NODE 9 --> 61.864693 sigma out 1 act.( 95.594299 sig in 44 act.) RANK 10 NODE 28 --> 56.748737 sigma out 1 act.( 47.803082 sig in 43 act.) RANK 11 NODE 1 --> 52.194504 sigma out 1 act.( 76.902710 sig in 43 act.) RANK 12 NODE 34 --> 50.360130 sigma out 1 act.( 63.853233 sig in 43 act.) RANK 13 NODE 18 --> 49.823868 sigma out 1 act.( 52.400379 sig in 44 act.) RANK 14 NODE 31 --> 44.934490 sigma out 1 act.( 62.328556 sig in 43 act.) RANK 15 NODE 12 --> 43.779282 sigma out 1 act.( 47.680607 sig in 43 act.) RANK 16 NODE 2 --> 42.512741 sigma out 1 act.( 81.620468 sig in 44 act.) RANK 17 NODE 15 --> 41.966839 sigma out 1 act.( 53.214890 sig in 43 act.) RANK 18 NODE 22 --> 41.140198 sigma out 1 act.( 61.394379 sig in 42 act.) RANK 19 NODE 39 --> 39.268185 sigma out 1 act.( 43.395859 sig in 44 act.) RANK 20 NODE 42 --> 38.841560 sigma out 1 act.( 44.605186 sig in 44 act.) RANK 21 NODE 13 --> 38.010632 sigma out 1 act.( 51.664322 sig in 44 act.) RANK 22 NODE 8 --> 37.416660 sigma out 1 act.( 45.008080 sig in 44 act.) RANK 23 NODE 32 --> 35.913509 sigma out 1 act.( 36.106236 sig in 44 act.) RANK 24 NODE 17 --> 35.742607 sigma out 1 act.( 35.929161 sig in 44 act.) RANK 25 NODE 37 --> 33.686993 sigma out 1 act.( 36.333103 sig in 42 act.) RANK 26 NODE 27 --> 32.430099 sigma out 1 act.( 25.076439 sig in 44 act.) RANK 27 NODE 30 --> 29.102989 sigma out 1 act.( 45.964485 sig in 44 act.) RANK 28 NODE 6 --> 28.792353 sigma out 1 act.( 28.713207 sig in 43 act.) RANK 29 NODE 19 --> 24.487972 sigma out 1 act.( 24.597651 sig in 43 act.) RANK 30 NODE 21 --> 23.649815 sigma out 1 act.( 28.913763 sig in 44 act.) RANK 31 NODE 23 --> 23.284704 sigma out 1 act.( 17.467953 sig in 44 act.) RANK 32 NODE 3 --> 20.703279 sigma out 1 act.( 30.452442 sig in 42 act.) RANK 33 NODE 10 --> 20.256475 sigma out 1 act.( 22.965303 sig in 43 act.) RANK 34 NODE 14 --> 19.958530 sigma out 1 act.( 29.270372 sig in 42 act.) RANK 35 NODE 25 --> 17.581816 sigma out 1 act.( 20.437347 sig in 44 act.) RANK 36 NODE 40 --> 16.802692 sigma out 1 act.( 15.379134 sig in 43 act.) RANK 37 NODE 20 --> 14.167001 sigma out 1 act.( 12.410781 sig in 38 act.) RANK 38 NODE 24 --> 14.067909 sigma out 1 act.( 13.110578 sig in 44 act.) RANK 39 NODE 29 --> 13.549070 sigma out 1 act.( 19.799599 sig in 43 act.) RANK 40 NODE 16 --> 12.037690 sigma out 1 act.( 18.151464 sig in 40 act.) RANK 41 NODE 43 --> 9.5292158 sigma out 1 act.( 16.552406 sig in 43 act.) RANK 42 NODE 36 --> 8.4011755 sigma out 1 act.( 11.700784 sig in 43 act.) RANK 43 NODE 41 --> 7.1125555 sigma out 1 act.( 10.444023 sig in 43 act.) RANK 44 NODE 33 --> 6.9592290 sigma out 1 act.( 10.406199 sig in 44 act.) RANK 1 NODE 1 --> 296.44711 sigma in 44 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.63928920 *** contribution from regularisation: 2.45078118E-03 *** contribution from error: -0.64173996 *** contribution from DIAG: 4.65761514E-06 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 12 to knot 27 kill weight from layer 1 knot 36 to knot 33 kill weight from layer 1 knot 34 to knot 36 kill weight from layer 1 knot 34 to knot 39 *********************************************** *** Learn Path 91 *** loss function: -0.63930088 *** contribution from regularisation: 2.44533783E-03 *** contribution from error: -0.64174622 *** contribution from DIAG: 4.65053972E-06 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 37 to knot 2 kill weight from layer 1 knot 37 to knot 6 kill weight from layer 1 knot 19 to knot 10 kill weight from layer 1 knot 39 to knot 29 kill weight from layer 1 knot 42 to knot 33 *********************************************** *** Learn Path 92 *** loss function: -0.63930541 *** contribution from regularisation: 2.44691502E-03 *** contribution from error: -0.64175230 *** contribution from DIAG: 4.61798481E-06 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 42 to knot 10 kill weight from layer 1 knot 39 to knot 19 *********************************************** *** Learn Path 93 *** loss function: -0.63931358 *** contribution from regularisation: 2.44493387E-03 *** contribution from error: -0.64175850 *** contribution from DIAG: 4.59109924E-06 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 34 to knot 23 kill weight from layer 1 knot 25 to knot 24 kill weight from layer 1 knot 24 to knot 28 kill weight from layer 1 knot 21 to knot 29 kill weight from layer 1 knot 43 to knot 29 kill weight from layer 1 knot 36 to knot 31 kill weight from layer 1 knot 40 to knot 33 kill weight from layer 1 knot 42 to knot 36 kill weight from layer 1 knot 7 to knot 39 kill weight from layer 1 knot 41 to knot 43 *********************************************** *** Learn Path 94 *** loss function: -0.63932687 *** contribution from regularisation: 2.43771123E-03 *** contribution from error: -0.64176458 *** contribution from DIAG: 4.59989860E-06 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 25 to knot 1 kill weight from layer 1 knot 7 to knot 3 kill weight from layer 1 knot 39 to knot 36 *********************************************** *** Learn Path 95 *** loss function: -0.63933241 *** contribution from regularisation: 2.43821112E-03 *** contribution from error: -0.64177060 *** contribution from DIAG: 4.56680255E-06 *********************************************** --------------------------------------------------- Iteration : 96 kill weight from layer 1 knot 41 to knot 17 kill weight from layer 1 knot 15 to knot 23 *********************************************** *** Learn Path 96 *** loss function: -0.63934839 *** contribution from regularisation: 2.42805621E-03 *** contribution from error: -0.64177644 *** contribution from DIAG: 4.59043349E-06 *********************************************** --------------------------------------------------- Iteration : 97 kill weight from layer 1 knot 25 to knot 4 kill weight from layer 1 knot 30 to knot 13 *********************************************** *** Learn Path 97 *** loss function: -0.63935000 *** contribution from regularisation: 2.43239943E-03 *** contribution from error: -0.64178240 *** contribution from DIAG: 4.59881358E-06 *********************************************** --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.63936269 *** contribution from regularisation: 2.42554815E-03 *** contribution from error: -0.64178824 *** contribution from DIAG: 4.61660784E-06 *********************************************** --------------------------------------------------- Iteration : 99 kill weight from layer 1 knot 30 to knot 15 *********************************************** *** Learn Path 99 *** loss function: -0.63935930 *** contribution from regularisation: 2.43450142E-03 *** contribution from error: -0.64179379 *** contribution from DIAG: 4.60015872E-06 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 221.17375 sigma out 44 active outputs RANK 2 NODE 8 --> 137.95363 sigma out 44 active outputs RANK 3 NODE 2 --> 101.80946 sigma out 43 active outputs RANK 4 NODE 3 --> 89.281410 sigma out 43 active outputs RANK 5 NODE 6 --> 70.061249 sigma out 44 active outputs RANK 6 NODE 9 --> 69.547279 sigma out 43 active outputs RANK 7 NODE 5 --> 58.080238 sigma out 43 active outputs RANK 8 NODE 11 --> 56.784897 sigma out 44 active outputs RANK 9 NODE 7 --> 56.533546 sigma out 42 active outputs RANK 10 NODE 13 --> 45.666359 sigma out 44 active outputs RANK 11 NODE 4 --> 45.538002 sigma out 44 active outputs RANK 12 NODE 15 --> 43.851177 sigma out 43 active outputs RANK 13 NODE 18 --> 42.429173 sigma out 44 active outputs RANK 14 NODE 10 --> 40.405064 sigma out 44 active outputs RANK 15 NODE 14 --> 38.973511 sigma out 43 active outputs RANK 16 NODE 12 --> 38.380802 sigma out 42 active outputs RANK 17 NODE 16 --> 38.146408 sigma out 44 active outputs RANK 18 NODE 17 --> 34.304173 sigma out 44 active outputs RANK 19 NODE 20 --> 33.113060 sigma out 43 active outputs RANK 20 NODE 29 --> 30.492437 sigma out 42 active outputs RANK 21 NODE 25 --> 28.858389 sigma out 40 active outputs RANK 22 NODE 19 --> 27.431395 sigma out 42 active outputs RANK 23 NODE 23 --> 25.062653 sigma out 43 active outputs RANK 24 NODE 27 --> 24.109087 sigma out 43 active outputs RANK 25 NODE 24 --> 23.598888 sigma out 42 active outputs RANK 26 NODE 21 --> 21.222363 sigma out 42 active outputs RANK 27 NODE 22 --> 18.803965 sigma out 44 active outputs RANK 28 NODE 26 --> 18.702448 sigma out 43 active outputs RANK 29 NODE 30 --> 17.820141 sigma out 41 active outputs RANK 30 NODE 40 --> 17.134777 sigma out 42 active outputs RANK 31 NODE 32 --> 16.111834 sigma out 43 active outputs RANK 32 NODE 39 --> 15.072685 sigma out 40 active outputs RANK 33 NODE 37 --> 15.030396 sigma out 39 active outputs RANK 34 NODE 34 --> 14.321047 sigma out 39 active outputs RANK 35 NODE 28 --> 13.238823 sigma out 44 active outputs RANK 36 NODE 38 --> 13.138986 sigma out 44 active outputs RANK 37 NODE 31 --> 13.061721 sigma out 43 active outputs RANK 38 NODE 33 --> 12.613742 sigma out 43 active outputs RANK 39 NODE 43 --> 11.487683 sigma out 42 active outputs RANK 40 NODE 36 --> 11.189148 sigma out 42 active outputs RANK 41 NODE 41 --> 10.408662 sigma out 41 active outputs RANK 42 NODE 35 --> 10.160763 sigma out 42 active outputs RANK 43 NODE 42 --> 9.5835962 sigma out 41 active outputs RANK 44 NODE 44 --> 4.1887946 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 111.79619 sigma in 41 act. ( 97.550667 sig out 1 act.) RANK 2 NODE 26 --> 104.66280 sigma in 43 act. ( 69.504723 sig out 1 act.) RANK 3 NODE 38 --> 97.558052 sigma in 44 act. ( 72.045280 sig out 1 act.) RANK 4 NODE 9 --> 95.452728 sigma in 44 act. ( 61.252060 sig out 1 act.) RANK 5 NODE 11 --> 92.083504 sigma in 43 act. ( 85.687347 sig out 1 act.) RANK 6 NODE 2 --> 81.399529 sigma in 43 act. ( 42.128838 sig out 1 act.) RANK 7 NODE 5 --> 81.021271 sigma in 44 act. ( 66.703140 sig out 1 act.) RANK 8 NODE 35 --> 78.548531 sigma in 44 act. ( 85.367447 sig out 1 act.) RANK 9 NODE 1 --> 76.627548 sigma in 42 act. ( 52.155590 sig out 1 act.) RANK 10 NODE 44 --> 74.708527 sigma in 44 act. ( 65.155594 sig out 1 act.) RANK 11 NODE 7 --> 70.078224 sigma in 44 act. ( 63.811871 sig out 1 act.) RANK 12 NODE 34 --> 63.536812 sigma in 43 act. ( 50.130730 sig out 1 act.) RANK 13 NODE 31 --> 62.256863 sigma in 42 act. ( 44.760731 sig out 1 act.) RANK 14 NODE 22 --> 61.143539 sigma in 42 act. ( 41.148823 sig out 1 act.) RANK 15 NODE 15 --> 52.886410 sigma in 42 act. ( 41.922455 sig out 1 act.) RANK 16 NODE 18 --> 52.222012 sigma in 44 act. ( 49.852318 sig out 1 act.) RANK 17 NODE 13 --> 51.414307 sigma in 43 act. ( 38.129467 sig out 1 act.) RANK 18 NODE 12 --> 47.583904 sigma in 43 act. ( 43.654755 sig out 1 act.) RANK 19 NODE 28 --> 47.365784 sigma in 42 act. ( 57.216801 sig out 1 act.) RANK 20 NODE 30 --> 45.967018 sigma in 44 act. ( 28.930321 sig out 1 act.) RANK 21 NODE 8 --> 44.807873 sigma in 44 act. ( 37.296692 sig out 1 act.) RANK 22 NODE 42 --> 44.614296 sigma in 44 act. ( 39.118561 sig out 1 act.) RANK 23 NODE 39 --> 43.210506 sigma in 42 act. ( 39.458782 sig out 1 act.) RANK 24 NODE 37 --> 36.260967 sigma in 42 act. ( 33.574028 sig out 1 act.) RANK 25 NODE 32 --> 35.996109 sigma in 44 act. ( 35.889301 sig out 1 act.) RANK 26 NODE 17 --> 35.691559 sigma in 43 act. ( 35.746933 sig out 1 act.) RANK 27 NODE 3 --> 30.338045 sigma in 41 act. ( 20.641233 sig out 1 act.) RANK 28 NODE 14 --> 29.179966 sigma in 42 act. ( 19.996204 sig out 1 act.) RANK 29 NODE 21 --> 28.859697 sigma in 44 act. ( 23.540279 sig out 1 act.) RANK 30 NODE 6 --> 28.533281 sigma in 42 act. ( 28.845058 sig out 1 act.) RANK 31 NODE 27 --> 25.291689 sigma in 43 act. ( 32.851944 sig out 1 act.) RANK 32 NODE 19 --> 24.460459 sigma in 42 act. ( 24.308807 sig out 1 act.) RANK 33 NODE 10 --> 22.897121 sigma in 41 act. ( 20.217880 sig out 1 act.) RANK 34 NODE 25 --> 20.285515 sigma in 44 act. ( 17.604521 sig out 1 act.) RANK 35 NODE 29 --> 19.735172 sigma in 40 act. ( 13.661655 sig out 1 act.) RANK 36 NODE 16 --> 18.125885 sigma in 40 act. ( 12.114187 sig out 1 act.) RANK 37 NODE 23 --> 17.605490 sigma in 42 act. ( 23.752968 sig out 1 act.) RANK 38 NODE 43 --> 16.470270 sigma in 42 act. ( 9.4375315 sig out 1 act.) RANK 39 NODE 40 --> 15.411081 sigma in 43 act. ( 17.233927 sig out 1 act.) RANK 40 NODE 24 --> 13.112055 sigma in 43 act. ( 14.106020 sig out 1 act.) RANK 41 NODE 20 --> 12.368415 sigma in 38 act. ( 14.239866 sig out 1 act.) RANK 42 NODE 36 --> 11.657513 sigma in 40 act. ( 8.4072723 sig out 1 act.) RANK 43 NODE 41 --> 10.367216 sigma in 43 act. ( 7.1775532 sig out 1 act.) RANK 44 NODE 33 --> 10.367207 sigma in 41 act. ( 6.9712472 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 97.550667 sigma out 1 act.( 111.79619 sig in 41 act.) RANK 2 NODE 11 --> 85.687347 sigma out 1 act.( 92.083504 sig in 43 act.) RANK 3 NODE 35 --> 85.367447 sigma out 1 act.( 78.548531 sig in 44 act.) RANK 4 NODE 38 --> 72.045280 sigma out 1 act.( 97.558052 sig in 44 act.) RANK 5 NODE 26 --> 69.504723 sigma out 1 act.( 104.66280 sig in 43 act.) RANK 6 NODE 5 --> 66.703140 sigma out 1 act.( 81.021271 sig in 44 act.) RANK 7 NODE 44 --> 65.155594 sigma out 1 act.( 74.708527 sig in 44 act.) RANK 8 NODE 7 --> 63.811871 sigma out 1 act.( 70.078224 sig in 44 act.) RANK 9 NODE 9 --> 61.252060 sigma out 1 act.( 95.452728 sig in 44 act.) RANK 10 NODE 28 --> 57.216801 sigma out 1 act.( 47.365784 sig in 42 act.) RANK 11 NODE 1 --> 52.155590 sigma out 1 act.( 76.627548 sig in 42 act.) RANK 12 NODE 34 --> 50.130730 sigma out 1 act.( 63.536812 sig in 43 act.) RANK 13 NODE 18 --> 49.852318 sigma out 1 act.( 52.222012 sig in 44 act.) RANK 14 NODE 31 --> 44.760731 sigma out 1 act.( 62.256863 sig in 42 act.) RANK 15 NODE 12 --> 43.654755 sigma out 1 act.( 47.583904 sig in 43 act.) RANK 16 NODE 2 --> 42.128838 sigma out 1 act.( 81.399529 sig in 43 act.) RANK 17 NODE 15 --> 41.922455 sigma out 1 act.( 52.886410 sig in 42 act.) RANK 18 NODE 22 --> 41.148823 sigma out 1 act.( 61.143539 sig in 42 act.) RANK 19 NODE 39 --> 39.458782 sigma out 1 act.( 43.210506 sig in 42 act.) RANK 20 NODE 42 --> 39.118561 sigma out 1 act.( 44.614296 sig in 44 act.) RANK 21 NODE 13 --> 38.129467 sigma out 1 act.( 51.414307 sig in 43 act.) RANK 22 NODE 8 --> 37.296692 sigma out 1 act.( 44.807873 sig in 44 act.) RANK 23 NODE 32 --> 35.889301 sigma out 1 act.( 35.996109 sig in 44 act.) RANK 24 NODE 17 --> 35.746933 sigma out 1 act.( 35.691559 sig in 43 act.) RANK 25 NODE 37 --> 33.574028 sigma out 1 act.( 36.260967 sig in 42 act.) RANK 26 NODE 27 --> 32.851944 sigma out 1 act.( 25.291689 sig in 43 act.) RANK 27 NODE 30 --> 28.930321 sigma out 1 act.( 45.967018 sig in 44 act.) RANK 28 NODE 6 --> 28.845058 sigma out 1 act.( 28.533281 sig in 42 act.) RANK 29 NODE 19 --> 24.308807 sigma out 1 act.( 24.460459 sig in 42 act.) RANK 30 NODE 23 --> 23.752968 sigma out 1 act.( 17.605490 sig in 42 act.) RANK 31 NODE 21 --> 23.540279 sigma out 1 act.( 28.859697 sig in 44 act.) RANK 32 NODE 3 --> 20.641233 sigma out 1 act.( 30.338045 sig in 41 act.) RANK 33 NODE 10 --> 20.217880 sigma out 1 act.( 22.897121 sig in 41 act.) RANK 34 NODE 14 --> 19.996204 sigma out 1 act.( 29.179966 sig in 42 act.) RANK 35 NODE 25 --> 17.604521 sigma out 1 act.( 20.285515 sig in 44 act.) RANK 36 NODE 40 --> 17.233927 sigma out 1 act.( 15.411081 sig in 43 act.) RANK 37 NODE 20 --> 14.239866 sigma out 1 act.( 12.368415 sig in 38 act.) RANK 38 NODE 24 --> 14.106020 sigma out 1 act.( 13.112055 sig in 43 act.) RANK 39 NODE 29 --> 13.661655 sigma out 1 act.( 19.735172 sig in 40 act.) RANK 40 NODE 16 --> 12.114187 sigma out 1 act.( 18.125885 sig in 40 act.) RANK 41 NODE 43 --> 9.4375315 sigma out 1 act.( 16.470270 sig in 42 act.) RANK 42 NODE 36 --> 8.4072723 sigma out 1 act.( 11.657513 sig in 40 act.) RANK 43 NODE 41 --> 7.1775532 sigma out 1 act.( 10.367216 sig in 43 act.) RANK 44 NODE 33 --> 6.9712472 sigma out 1 act.( 10.367207 sig in 41 act.) RANK 1 NODE 1 --> 296.19644 sigma in 44 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.63937110 *** contribution from regularisation: 2.42844550E-03 *** contribution from error: -0.64179957 *** contribution from DIAG: 4.57490478E-06 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 267006 Training Complete :) *** Break *** segmentation violation =========================================================== There was a crash. This is the entire stack trace of all threads: =========================================================== #0 0x00002b44cd3374d5 in waitpid () from /lib64/libc.so.6 #1 0x00002b44cd2d9481 in do_system () from /lib64/libc.so.6 #2 0x00002b44cb62f676 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 0x00002b44cb62ef4c 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 0x00002b44bc840ec8 in _NeuroBayesTeacher_destructor() () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #6 0x00002b44bc840fdc 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 0x00002b44bc840e4f 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 0x00002b44bc840ec8 in _NeuroBayesTeacher_destructor() () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #6 0x00002b44bc840fdc 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 0x00002b44bc840e4f 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/NOBFGS/621/Electron/Long/GlobalPID_Electron_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/NOBFGS/621/Electron/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/NOBFGS/621/Electron/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/NOBFGS/621/Electron/Long/NB.txt Training Host = lxplus436.cern.ch Particle type = electron 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_Electron_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 = NOBFGS 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