Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Long Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Long/GlobalPID_Proton_Long_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Long/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Long/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Long/NB.txt Training Host = lxplus436.cern.ch Particle type = proton 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_Proton_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13a.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 40 nodes, hidden layer has 46 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: 40 Your number of nodes in the hidden layer is: 46 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 RichAbovePiThres PreproFlag 18 Input 19 RichAboveKaThres PreproFlag 18 Input 20 RichAbovePrThres PreproFlag 18 Input 21 RichDLLe PreproFlag 34 Input 22 RichDLLmu PreproFlag 34 Input 23 RichDLLk PreproFlag 34 Input 24 RichDLLp PreproFlag 34 Input 25 RichDLLbt PreproFlag 34 Input 26 MuonBkgLL PreproFlag 34 Input 27 MuonMuLL PreproFlag 34 Input 28 MuonIsMuon PreproFlag 19 Input 29 MuonNShared PreproFlag 19 Input 30 InAccMuon PreproFlag 19 Input 31 MuonIsLooseMuon PreproFlag 19 Input 32 EcalPIDe PreproFlag 34 Input 33 EcalPIDmu PreproFlag 34 Input 34 HcalPIDe PreproFlag 34 Input 35 HcalPIDmu PreproFlag 34 Input 36 CaloPrsE PreproFlag 34 Input 37 PrsPIDe PreproFlag 34 Input 38 InAccBrem PreproFlag 19 Input 39 BremPIDe PreproFlag 34 Input 40 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Found 5016459 training data points Read entry 501645 (9.99998%) Read entry 1003290 (20%) Read entry 1504935 (29.9999%) Considered 1547685 tracks for input to NN training Sel. Eff. = 64.6126% Selected 1000000 tracks for input to NN training ghost percentage = 22.5666% electron percentage = 2.8802% muon percentage = 1.4409% pion percentage = 59.0251% kaon percentage = 9.1008% Unknown Particle type 411 percentage = 0.0017% Unknown Particle type 431 percentage = 0.0006% Unknown Particle type 521 percentage = 0.0007% proton percentage = 4.9502% Unknown Particle type 3112 percentage = 0.0063% Unknown Particle type 3222 percentage = 0.0228% Unknown Particle type 3312 percentage = 0.0035% Unknown Particle type 3334 percentage = 0.0003% Unknown Particle type 4122 percentage = 0.0001% Unknown Particle type 1000020040 percentage = 0.0002% 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 = 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 # 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 = 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 # 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 = 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 # 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 = 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 # 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 = 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 # 39 : 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 # 40 : 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: 4.9502001 % ------------------------------ 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 5.0000000 26.000000 31.000000 35.000000 38.000000 40.000000 43.000000 45.000000 47.000000 48.000000 50.000000 52.000000 53.000000 55.000000 56.000000 58.000000 59.000000 61.000000 62.000000 63.000000 65.000000 66.000000 67.000000 68.000000 70.000000 71.000000 72.000000 73.000000 74.000000 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 90.000000 92.000000 93.000000 94.000000 95.000000 97.000000 98.000000 99.000000 100.000000 101.00000 103.00000 104.00000 105.00000 107.00000 108.00000 109.00000 110.00000 112.00000 113.00000 114.00000 116.00000 117.00000 118.00000 120.00000 121.00000 123.00000 124.00000 125.00000 127.00000 129.00000 130.00000 132.00000 134.00000 135.00000 138.00000 140.00000 142.00000 144.00000 147.00000 149.00000 152.00000 154.00000 157.00000 160.00000 162.00000 165.00000 169.00000 172.00000 176.00000 180.00000 184.00000 188.00000 193.00000 199.00000 207.00000 218.00000 234.00000 264.00000 407.00000 build map for variable # 2 ------------------------------ Transdef: Tab for variable 3 1145.9500 1631.2000 1798.4399 1920.7750 2026.4500 2120.8301 2208.8550 2294.5100 2377.1799 2458.6499 2540.8252 2623.8052 2705.4900 2787.6851 2871.2148 2953.3899 3037.8750 3121.7949 3205.4700 3289.6050 3376.0952 3464.3799 3552.5552 3640.8401 3731.0400 3823.4800 3917.2000 4013.7549 4110.6899 4208.3447 4306.4199 4407.5698 4513.2900 4618.9702 4728.2549 4840.3350 4952.8604 5068.6299 5184.8550 5307.3301 5429.1851 5554.4648 5681.4351 5814.4150 5950.0547 6086.8047 6230.7646 6375.9648 6526.1904 6678.2598 6836.5049 7000.3350 7169.1602 7345.0449 7522.1748 7705.7900 7898.5698 8097.2051 8305.1602 8515.5947 8734.3301 8960.9844 9200.2803 9444.6904 9698.4902 9967.7549 10243.555 10533.225 10836.365 11157.630 11480.050 11821.285 12181.574 12557.660 12959.960 13389.200 13844.766 14319.805 14828.176 15372.835 15953.960 16586.705 17266.975 18006.789 18813.664 19678.086 20646.512 21700.176 22892.445 24221.260 25729.750 27444.113 29454.730 31868.375 34789.895 38464.844 43225.801 50083.367 60937.754 83831.891 4613328.0 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 2.3165605 59.569431 79.892647 89.550690 98.165298 106.53642 114.75015 123.00790 131.12210 139.04163 146.74118 154.26649 161.74536 169.01340 176.30362 183.52594 190.60698 197.55936 204.36929 211.21291 218.08481 224.88147 231.56351 238.28008 245.05699 251.87006 258.65497 265.42102 272.28720 279.22983 286.10577 293.13147 300.33609 307.45074 314.57233 321.96600 329.28442 336.69122 344.38840 352.10394 359.80215 367.70667 375.60498 383.64728 391.71704 400.10754 408.61206 417.26831 426.10699 434.95728 444.25284 453.75900 463.18671 473.01794 483.06207 493.37555 503.93051 514.67590 525.92847 537.42322 549.26013 561.36823 573.86694 586.85480 600.22070 614.11792 628.38367 643.10974 658.76263 674.79224 691.76550 709.00427 727.31970 746.60858 767.04041 788.52783 811.01624 835.06396 860.92212 888.45837 917.75769 950.40283 984.89935 1022.8631 1064.1448 1110.9268 1162.1298 1219.9758 1287.6453 1363.7528 1451.8984 1554.9113 1679.4636 1823.2384 1994.9871 2218.6646 2507.5532 2915.6606 3569.9766 4855.5205 474016.31 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 0.12417419 0.53697145 0.59180176 0.62843275 0.65643585 0.67987591 0.70029962 0.71830511 0.73457491 0.74962962 0.76368153 0.77704650 0.78983474 0.80217522 0.81390172 0.82527959 0.83624804 0.84668899 0.85698295 0.86707395 0.87689734 0.88661361 0.89594650 0.90507144 0.91442376 0.92352080 0.93246686 0.94135797 0.95033765 0.95907950 0.96788597 0.97658062 0.98541224 0.99391699 1.0026197 1.0113057 1.0199897 1.0287490 1.0375555 1.0462656 1.0552089 1.0640606 1.0729215 1.0818274 1.0910908 1.1003869 1.1096196 1.1192476 1.1288738 1.1385682 1.1485251 1.1586745 1.1689767 1.1797186 1.1905134 1.2016451 1.2129850 1.2244519 1.2362342 1.2485087 1.2612730 1.2742850 1.2876194 1.3016429 1.3160981 1.3310839 1.3467870 1.3633497 1.3807576 1.3992245 1.4186229 1.4393280 1.4608817 1.4837588 1.5086429 1.5347135 1.5629928 1.5929873 1.6261518 1.6611001 1.6993024 1.7401891 1.7831111 1.8297274 1.8779786 1.9290099 1.9820712 2.0376713 2.0960186 2.1564229 2.2188489 2.2824202 2.3496552 2.4196084 2.4918189 2.5663450 2.6444619 2.7263072 2.8149025 2.9050875 2.9999874 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 7.0000000 13.000000 14.000000 15.000000 16.000000 17.000000 17.000000 18.000000 18.000000 19.000000 19.000000 20.000000 20.000000 21.000000 21.000000 21.000000 22.000000 22.000000 23.000000 23.000000 23.000000 24.000000 24.000000 25.000000 25.000000 25.000000 26.000000 26.000000 26.000000 27.000000 27.000000 27.000000 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 31.000000 31.000000 31.000000 31.000000 31.000000 31.000000 32.000000 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 34.000000 35.000000 35.000000 35.000000 35.000000 35.000000 35.000000 36.000000 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 38.000000 39.000000 39.000000 40.000000 40.000000 41.000000 42.000000 53.000000 build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -99.991432 -59.347374 -53.235939 -49.950066 -47.441345 -45.243073 -43.139385 -41.037903 -38.810051 -36.491135 -34.063011 -31.589008 -29.197577 -26.983513 -25.003227 -23.223185 -21.579861 -20.007462 -18.498207 -17.175713 -16.007645 -14.918156 -13.920679 -13.056435 -12.303953 -11.648857 -11.061359 -10.546341 -10.090490 -9.6834869 -9.3203945 -8.9894600 -8.6930962 -8.4179306 -8.1681004 -7.9379702 -7.7214155 -7.5223408 -7.3378258 -7.1603832 -6.9945965 -6.8362851 -6.6879578 -6.5465441 -6.4122081 -6.2825432 -6.1595650 -6.0439324 -5.9318228 -5.8217840 -5.7157507 -5.6127882 -5.5143251 -5.4188399 -5.3252740 -5.2327347 -5.1445374 -5.0579658 -4.9726505 -4.8880997 -4.8055239 -4.7232561 -4.6429920 -4.5668516 -4.4914298 -4.4172807 -4.3433533 -4.2729039 -4.2013483 -4.1323643 -4.0634689 -3.9945393 -3.9281154 -3.8623862 -3.7980957 -3.7336197 -3.6682372 -3.6032143 -3.5381534 -3.4722695 -3.4066627 -3.3418283 -3.2767599 -3.2121894 -3.1473374 -3.0832374 -3.0177498 -2.9527361 -2.8832071 -2.8082962 -2.7292509 -2.6438758 -2.5539331 -2.4584687 -2.3567352 -2.2479763 -2.1326737 -2.0085740 -1.8577312 -1.6276555 0.11908619 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 1.01517553E-05 4.56403417E-04 9.01575899E-04 1.34319696E-03 1.78568996E-03 2.23662006E-03 2.67826556E-03 3.12105031E-03 3.55954003E-03 4.02260711E-03 4.46171686E-03 4.91641276E-03 5.37170377E-03 5.82728395E-03 6.28287904E-03 6.73480891E-03 7.18764309E-03 7.63994129E-03 8.09429586E-03 8.54263548E-03 8.99431482E-03 9.45063587E-03 9.91717447E-03 1.03989039E-02 1.09070856E-02 1.14690037E-02 1.20591316E-02 1.26997940E-02 1.33753549E-02 1.40831526E-02 1.48515273E-02 1.56680178E-02 1.65261496E-02 1.74568146E-02 1.84111334E-02 1.94365755E-02 2.05356143E-02 2.16955468E-02 2.29649767E-02 2.42853798E-02 2.57221479E-02 2.72684433E-02 2.89256778E-02 3.07313111E-02 3.26906368E-02 3.48416939E-02 3.71144712E-02 3.95258367E-02 4.21141908E-02 4.49163727E-02 4.77142967E-02 5.04303873E-02 5.32638505E-02 5.63356988E-02 5.97733632E-02 6.36036769E-02 6.79642558E-02 7.28156716E-02 7.82592893E-02 8.43235999E-02 9.10794586E-02 9.85745788E-02 0.10694432 0.11611313 0.12662625 0.13846126 0.15163371 0.16563371 0.18095465 0.19750109 0.21440476 0.23268199 0.25199276 0.27145556 0.29160196 0.31188956 0.33254784 0.35368273 0.37549874 0.39869893 0.42356053 0.44991910 0.47823429 0.50851965 0.54091048 0.57393122 0.60994965 0.64601779 0.68013924 0.71158934 0.73934329 0.76369274 0.78475177 0.80373716 0.82171285 0.83883631 0.85615307 0.87424755 0.89405560 0.92011929 0.99998957 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 7.91906845E-03 0.65323830 0.89326727 1.0765495 1.2352288 1.3768154 1.5093558 1.6316699 1.7494980 1.8608446 1.9695532 2.0766456 2.1802945 2.2834444 2.3816948 2.4783769 2.5773108 2.6748557 2.7685344 2.8633823 2.9579134 3.0514941 3.1448112 3.2379799 3.3313446 3.4248013 3.5185785 3.6122837 3.7085609 3.8036211 3.8987093 3.9953341 4.0924282 4.1920443 4.2927208 4.3942614 4.4972439 4.6012802 4.7067566 4.8130608 4.9215479 5.0308895 5.1432905 5.2557068 5.3737898 5.4903154 5.6103153 5.7333202 5.8577757 5.9867001 6.1169701 6.2499485 6.3861480 6.5272331 6.6749783 6.8266392 6.9815645 7.1395535 7.3005667 7.4680910 7.6413856 7.8238754 8.0121326 8.2118454 8.4156151 8.6303434 8.8544712 9.0869923 9.3324375 9.5936069 9.8682833 10.149027 10.449896 10.770740 11.113253 11.482012 11.870617 12.284155 12.733330 13.227027 13.753809 14.320654 14.936858 15.604227 16.337620 17.125860 17.984016 18.924791 19.964563 21.091311 22.344727 23.706234 25.244240 26.963581 28.921871 31.240986 34.036530 37.562653 42.403271 49.818420 101.79853 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 1.3754117 28.736032 70.725861 105.24165 137.59717 169.90186 194.29164 229.16528 259.52667 293.87668 321.99677 352.28943 383.88541 409.47241 435.88660 470.61349 499.66016 532.59644 564.73492 597.22742 629.15729 660.37048 686.80640 718.93317 752.25000 786.75018 820.31842 855.05139 889.63391 929.76892 969.29083 1003.3248 1040.3064 1074.4590 1121.1926 1157.1582 1200.4148 1240.0800 1274.9917 1314.9255 1356.2681 1390.6106 1438.2872 1476.0547 1520.8325 1561.8716 1602.9727 1651.3752 1701.0188 Only one class left for trimmed mean or sigma very small -> take "normal" mean 1743.8879 1794.0754 1842.4875 1893.3208 1942.8203 1999.7908 2051.6555 2097.2627 2147.2217 2200.2583 2258.5190 2311.7798 2357.0640 2413.1265 2467.3054 2527.3887 2588.0115 2638.1509 2685.2620 2741.0801 2809.4131 2876.1975 2937.9221 2996.1111 3057.8398 3129.2681 3196.7314 3266.6528 3326.2441 3386.4907 3458.0637 3533.3889 3599.4985 3663.8694 3736.0508 3806.6357 3876.9238 3948.1375 4027.1538 4102.0015 4173.1895 4244.8657 4314.0977 4386.1294 4462.7295 4524.5171 4589.7617 4671.2383 4752.3496 4834.6128 4918.4897 4996.9072 do regularised spline fit for input variable # 10 build map for variable # 10 ------------------------------ Transdef: Tab for variable 11 7.10389650E-05 0.17477119 0.38724607 0.59636021 0.79824865 0.98723388 1.1660203 1.3426635 1.5107667 1.6713977 1.8292840 1.9836128 2.1357934 2.2838540 2.4270430 2.5706320 2.7130709 2.8516612 2.9888520 3.1258616 3.2641275 3.4004912 3.5348229 3.6674891 3.8029473 3.9357514 4.0675993 4.1988993 4.3312459 4.4632235 4.5919123 4.7201595 4.8501730 4.9798832 5.1093750 5.2414999 5.3755226 5.5080276 5.6402507 5.7728276 5.9053526 6.0392413 6.1732683 6.3093185 6.4466038 6.5839405 6.7217989 6.8589110 6.9993267 7.1409793 7.2831059 7.4267130 7.5705333 7.7145691 7.8590069 8.0090303 8.1591835 8.3083534 8.4621239 8.6174364 8.7764683 8.9371233 9.0976162 9.2598591 9.4265385 9.5939455 9.7678661 9.9459591 10.125397 10.311428 10.499002 10.687956 10.883379 11.083089 11.291526 11.503168 11.718513 11.942071 12.173775 12.414819 12.662033 12.918939 13.186651 13.472363 13.767796 14.079628 14.405190 14.751764 15.114579 15.511246 15.945967 16.418528 16.938354 17.521095 18.176731 18.951382 19.892092 21.092331 22.777399 25.745922 93.798401 do regularised spline fit for input variable # 11 ------------------------------ Transdef: Tab for variable 12 1.00000000 1.00000000 1.00000000 1.00000000 2.0000000 2.0000000 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 4.0000000 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 5.0000000 6.0000000 6.0000000 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 7.0000000 7.0000000 8.0000000 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 10.0000000 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 14.000000 15.000000 15.000000 25.000000 build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 1.12089375E-03 2.0253930 2.9704285 3.6780267 4.2757168 4.7935381 5.2814932 5.7200289 6.1268301 6.5003653 6.8606052 7.1987906 7.5215139 7.8231401 8.1160955 8.3946123 8.6653118 8.9249802 9.1756420 9.4191093 9.6539555 9.8841372 10.110025 10.328672 10.544348 10.753355 10.962626 11.165218 11.363611 11.560371 11.754929 11.949921 12.138178 12.325487 12.512901 12.699162 12.885235 13.068592 13.248846 13.430219 13.611813 13.792901 13.967972 14.147339 14.324614 14.501929 14.682697 14.859666 15.037262 15.218575 15.398434 15.582229 15.764401 15.947765 16.133917 16.322277 16.511951 16.698647 16.893379 17.090691 17.281956 17.479168 17.679073 17.883709 18.087627 18.294950 18.508911 18.726658 18.940804 19.164942 19.392651 19.627312 19.865822 20.112226 20.362679 20.620499 20.890072 21.165146 21.450092 21.745216 22.045912 22.360149 22.690765 23.040218 23.395023 23.777775 24.185390 24.620388 25.091003 25.585089 26.127480 26.716949 27.366692 28.104574 28.956150 29.963535 31.178802 32.711411 34.897835 38.608665 85.069435 do regularised spline fit for input variable # 13 ------------------------------ Transdef: Tab for variable 14 1.00000000 4.0000000 5.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 8.0000000 9.0000000 9.0000000 9.0000000 9.0000000 10.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 12.000000 12.000000 12.000000 13.000000 13.000000 13.000000 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 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 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 18.000000 18.000000 18.000000 18.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 20.000000 20.000000 21.000000 21.000000 29.000000 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 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 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 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 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 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 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -135.75920 -59.083801 -49.946751 -44.380501 -40.551151 -37.665298 -35.370949 -33.532600 -31.964451 -30.603550 -29.401600 -28.322651 -27.349199 -26.437649 -25.596851 -24.820999 -24.069401 -23.371000 -22.700550 -22.050150 -21.456800 -20.875750 -20.315250 -19.771049 -19.246201 -18.738150 -18.232151 -17.745501 -17.274500 -16.813801 -16.356199 -15.912900 -15.481300 -15.052600 -14.629200 -14.208600 -13.802350 -13.410749 -13.016400 -12.629700 -12.232100 -11.845949 -11.462700 -11.089600 -10.721750 -10.363600 -9.9975004 -9.6463003 -9.2898998 -8.9329004 -8.5803003 -8.2383003 -7.8996000 -7.5672503 -7.2349000 -6.9046001 -6.5851002 -6.2677999 -5.9496999 -5.6409001 -5.3386998 -5.0359497 -4.7465501 -4.4610000 -4.1834002 -3.9089000 -3.6421499 -3.3866501 -3.1319499 -2.8875999 -2.6446500 -2.4072001 -2.1816001 -1.9608001 -1.7451000 -1.5360000 -1.3345000 -1.1373000 -0.94910002 -0.76265001 -0.58340001 -0.41249999 -0.24490000 -8.10000002E-02 6.62000030E-02 0.26390001 0.50255001 0.78065002 1.1104000 1.4894000 1.9387500 2.4756000 3.1203001 3.8877001 4.8406000 6.0432000 7.6315999 9.9344501 13.523500 20.644199 132.96030 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -103.46390 -35.926151 -29.013599 -25.208599 -22.654449 -20.682999 -19.113651 -17.796900 -16.642050 -15.660450 -14.776600 -13.985500 -13.268850 -12.624550 -12.031950 -11.470600 -10.956600 -10.473249 -10.016251 -9.5854998 -9.1812000 -8.7988997 -8.4387999 -8.0937004 -7.7611499 -7.4471998 -7.1402998 -6.8489499 -6.5723000 -6.3056498 -6.0469999 -5.7952003 -5.5521002 -5.3228002 -5.1009002 -4.8875999 -4.6789999 -4.4798002 -4.2894502 -4.0994000 -3.9166999 -3.7379999 -3.5680001 -3.4029000 -3.2411001 -3.0888000 -2.9409001 -2.7966001 -2.6580000 -2.5218999 -2.3913000 -2.2630999 -2.1408000 -2.0209999 -1.9035000 -1.7910000 -1.6806000 -1.5754000 -1.4699000 -1.3698000 -1.2711500 -1.1772000 -1.0814000 -0.99140000 -0.90280002 -0.81760001 -0.73350000 -0.65060002 -0.56959999 -0.49050000 -0.41299999 -0.33649999 -0.26130000 -0.18850000 -0.11875000 -5.24999984E-02 0.0000000 2.96999998E-02 0.10480000 0.19159999 0.28549999 0.38655001 0.49640000 0.61835003 0.74985003 0.89480001 1.0535001 1.2264500 1.4176500 1.6329000 1.8714000 2.1466498 2.4658999 2.8427000 3.2972000 3.8551998 4.5718002 5.5452499 7.0153999 9.8501501 88.201797 do regularised spline fit for input variable # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -158.96159 -63.486500 -53.372047 -47.231201 -42.827599 -39.320099 -36.419998 -33.886948 -31.648651 -29.646851 -27.829250 -26.188250 -24.685650 -23.289299 -21.980900 -20.752651 -19.590099 -18.498650 -17.445751 -16.450550 -15.516951 -14.615000 -13.781250 -12.974350 -12.195499 -11.460000 -10.765751 -10.100300 -9.4647999 -8.8494997 -8.2769003 -7.7275500 -7.2002501 -6.6995502 -6.2215500 -5.7498999 -5.3023500 -4.8712001 -4.4569001 -4.0546999 -3.6687000 -3.2922001 -2.9304500 -2.5834999 -2.2497001 -1.9259000 -1.6124500 -1.3060501 -1.0087000 -0.72219998 -0.43930000 -0.16275001 0.0000000 0.0000000 0.0000000 0.19315001 0.44204998 0.69340003 0.93674999 1.1894000 1.4421000 1.6988000 1.9551001 2.2218499 2.4902000 2.7634001 3.0441000 3.3269999 3.6172500 3.9133501 4.2129002 4.5158501 4.8302002 5.1496000 5.4758501 5.8115001 6.1556501 6.5112000 6.8820500 7.2688999 7.6698999 8.0892000 8.5304003 9.0095501 9.5304003 10.108000 10.742849 11.458150 12.254749 13.150949 14.144850 15.230850 16.470051 17.838150 19.371300 21.185200 23.361801 26.151300 30.137699 37.883598 158.15280 do regularised spline fit for input variable # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -173.16310 -59.896202 -50.335701 -44.629150 -40.534653 -37.233250 -34.480049 -32.166050 -30.106300 -28.248800 -26.578550 -25.029650 -23.569099 -22.230701 -20.990150 -19.795601 -18.636749 -17.554649 -16.517151 -15.552250 -14.611750 -13.725500 -12.883400 -12.061850 -11.293600 -10.549100 -9.8261499 -9.1238003 -8.4646492 -7.8316002 -7.2133999 -6.6197500 -6.0538001 -5.4907999 -4.9449501 -4.4144001 -3.9138999 -3.4153500 -2.9430001 -2.4846501 -2.0308001 -1.5940499 -1.1700000 -0.75819999 -0.35115001 0.0000000 0.0000000 0.0000000 0.18070000 0.52850002 0.87405002 1.2201999 1.5657001 1.9124000 2.2561500 2.6027999 2.9477000 3.2926500 3.6283000 3.9435000 4.2691002 4.5811000 4.8774500 5.1703000 5.4576001 5.7315998 6.0046000 6.2705002 6.5303497 6.7954502 7.0565000 7.3119998 7.5735998 7.8348999 8.0929003 8.3634996 8.6422005 8.9287996 9.2252998 9.5432997 9.8740997 10.226549 10.611400 11.045500 11.518150 12.042300 12.630150 13.289000 14.008949 14.844549 15.772850 16.768700 17.902500 19.153049 20.541201 22.138399 24.017200 26.329800 29.394100 34.238300 127.19630 do regularised spline fit for input variable # 24 build map for variable # 24 ------------------------------ Transdef: Tab for variable 25 -164.16460 -54.109947 -45.542351 -40.313400 -36.623299 -33.614300 -31.156750 -29.042450 -27.128799 -25.402649 -23.834351 -22.418850 -21.106499 -19.866899 -18.663052 -17.535250 -16.448500 -15.434600 -14.441600 -13.511100 -12.595100 -11.701450 -10.852700 -10.042749 -9.2213001 -8.4332504 -7.6795001 -6.9400997 -6.2436500 -5.5634003 -4.9050999 -4.2848501 -3.7041500 -3.1401501 -2.6038499 -2.1050999 -1.6130500 -1.1420000 -0.69059998 -0.24640000 0.0000000 0.0000000 0.0000000 0.33440000 0.69800001 1.0554000 1.4062999 1.7577000 2.1027999 2.4427500 2.7793500 3.1078000 3.4356000 3.7488000 4.0515499 4.3537002 4.6465998 4.9312000 5.2073002 5.4805498 5.7438002 6.0030999 6.2565498 6.5040002 6.7571998 7.0057998 7.2504001 7.4963999 7.7472000 7.9970999 8.2529001 8.5170002 8.7861996 9.0651493 9.3576508 9.6676998 9.9889507 10.333500 10.716150 11.133850 11.581150 12.082750 12.633100 13.250900 13.917500 14.659950 15.479100 16.369350 17.318199 18.377899 19.460049 20.636000 21.907551 23.287701 24.752100 26.400101 28.299299 30.524700 33.370499 37.628349 69.058502 do regularised spline fit for input variable # 25 build map for variable # 25 ------------------------------ Transdef: Tab for variable 26 -8.7196999 -6.1390500 -5.7510500 -5.4811001 -5.2706499 -5.0969000 -4.9426498 -4.7906499 -4.6399999 -4.5013504 -4.3603501 -4.2167001 -4.0841498 -3.9502501 -3.8153000 -3.6830502 -3.5507500 -3.4146500 -3.2829001 -3.1500502 -3.0246501 -2.9073000 -2.7902999 -2.6747999 -2.5660000 -2.4542000 -2.3386002 -2.2271500 -2.1315999 -2.0339000 -1.9414500 -1.8570000 -1.7732000 -1.6858001 -1.6022000 -1.5325000 -1.4673001 -1.3994000 -1.3321000 -1.2748499 -1.2180500 -1.1630000 -1.1091000 -1.0602500 -1.0144501 -0.96965003 -0.92900002 -0.88954997 -0.85110003 -0.81360000 -0.77840000 -0.74690002 -0.71569997 -0.68475002 -0.65340000 -0.62550002 -0.60030001 -0.57529998 -0.55110002 -0.52640003 -0.50365001 -0.48199999 -0.46270001 -0.44244999 -0.42320001 -0.40380001 -0.38519999 -0.36795002 -0.35159999 -0.33649999 -0.32190001 -0.30730000 -0.29350001 -0.27930000 -0.26625001 -0.25380000 -0.24150001 -0.22870000 -0.21750000 -0.20610000 -0.19440000 -0.18364999 -0.17340000 -0.16320001 -0.15380000 -0.14470001 -0.13510001 -0.12570000 -0.11640000 -0.10760000 -9.83500034E-02 -8.92999992E-02 -8.03999975E-02 -7.15999976E-02 -6.21999986E-02 -5.20999990E-02 -4.20500003E-02 -3.22999991E-02 -2.29000002E-02 -1.16999997E-02 1.96000002E-02 do regularised spline fit for input variable # 26 build map for variable # 26 ------------------------------ Transdef: Tab for variable 27 -69.077599 -3.2193999 -2.5969999 -2.1751001 -1.8945000 -1.6911500 -1.5214000 -1.3665000 -1.2472000 -1.1348000 -1.0377500 -0.95240003 -0.87230003 -0.80390000 -0.74089998 -0.68279999 -0.63209999 -0.58429998 -0.53960001 -0.50195003 -0.46495003 -0.43279999 -0.40290001 -0.37570000 -0.34825000 -0.32580000 -0.30230001 -0.28459999 -0.26629999 -0.24820000 -0.23260000 -0.21799999 -0.20469999 -0.19180000 -0.18070000 -0.16910000 -0.15950000 -0.15080000 -0.14035001 -0.13030000 -0.12150000 -0.11400000 -0.10580000 -9.92999971E-02 -9.38000008E-02 -8.77000019E-02 -8.20999965E-02 -7.62000009E-02 -7.14000016E-02 -6.70000017E-02 -6.32999986E-02 -5.90999983E-02 -5.64999990E-02 -5.26000001E-02 -4.94999997E-02 -4.61000018E-02 -4.36999984E-02 -4.08000015E-02 -3.84000018E-02 -3.53999995E-02 -3.33000012E-02 -3.11999992E-02 -2.89999992E-02 -2.73000002E-02 -2.51000002E-02 -2.33999994E-02 -2.21999995E-02 -1.99999996E-02 -1.83000006E-02 -1.66999996E-02 -1.54999997E-02 -1.42000001E-02 -1.30000003E-02 -1.20000001E-02 -1.09999999E-02 -9.89999995E-03 -9.10000037E-03 -8.39999970E-03 -7.49999983E-03 -6.89999992E-03 -6.30000001E-03 -5.59999980E-03 -4.69999993E-03 -4.60000010E-03 -3.80000006E-03 -2.70000007E-03 -2.40000011E-03 -2.00000009E-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 # 27 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 1.00000000 1.00000000 1.00000000 build map for variable # 28 ------------------------------ Transdef: Tab for variable 29 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 3.0000000 4.0000000 7.0000000 71.000000 build map for variable # 29 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 36.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 37.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 38.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 39.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 40.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 41.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 42.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 43.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 44.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 45.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 46.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 47.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 48.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 49.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 50.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 52.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 53.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 55.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 57.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 71.000000 Unregularised mean is returned ------------------------------ 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 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 # 30 ------------------------------ Transdef: Tab for variable 31 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 -3.2836368 -3.2836368 -3.2836368 -3.2836368 -3.2836368 -3.2836368 -3.2836368 -3.2836368 -3.2416029 -3.2416029 -3.2416029 -3.2416029 -3.2416029 -3.0278540 -3.0006466 -3.0006466 -3.0006466 -2.9665823 -2.9665823 -2.9638019 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.8773284 -2.8550975 -2.8448489 -2.7301669 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7015171 -2.6652036 -2.6652036 -2.6605377 -2.6492343 -2.6397314 -2.6057148 -2.5658543 -2.5513430 -2.4989810 -2.4791608 -2.4266739 -2.3761711 -2.3158970 -2.2613974 -2.1752832 -2.0872750 -2.0104039 -1.9419260 -1.8843675 -1.8306074 -1.7156448 -1.6116626 -1.4709072 -1.3891125 -1.3297725 -1.2038183 -1.0773206 -0.96697426 -0.88146687 -0.75323105 -0.66747022 -0.58984900 -0.36451364 -0.25674987 -0.14474916 0.15571213 0.21431684 0.59185934 0.90547585 0.92800593 1.3494213 1.6953181 1.8643425 1.8643425 1.8643425 2.1494761 2.6444986 2.6444986 4.3412738 do regularised spline fit for input variable # 32 build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -4.9908690 -4.0343776 -3.9301395 -3.7463410 -3.6256421 -3.4979186 -3.3975606 -3.2881608 -3.2343047 -3.1605649 -3.0652494 -3.0255005 -2.9598532 -2.9244525 -2.8910732 -2.8532186 -2.8046494 -2.7658658 -2.7238116 -2.6822832 -2.5647428 -2.5090175 -2.4691846 -2.4329996 -2.3830161 -2.3621249 -2.3277090 -2.2319381 -2.2286015 -2.2079999 -2.1973548 -2.1110411 -2.0264561 -1.9841363 -1.9560757 -1.8931854 -1.8613431 -1.8350430 -1.7438278 -1.6387167 -1.5773020 -1.4827492 -1.4183660 -1.2885895 -1.2504973 -1.1556687 -1.0184388 -0.91869926 -0.80130887 -0.74497175 -0.53067303 -0.48539376 -0.43008661 -0.34639144 -0.24464154 -0.10526705 -6.53061867E-02 0.0000000 4.75263596E-03 1.81838274E-02 0.10704231 0.27553940 0.30881739 0.30881739 0.30881739 0.36177742 0.36177742 0.38269866 0.38269866 0.38970459 0.38970459 0.38970459 0.42272854 0.43395531 0.45790577 0.45790577 0.49473286 0.49473286 0.49473286 0.50177789 0.50177789 0.52569431 0.52986097 0.57975560 0.63534582 0.67813468 0.73488665 0.79006058 0.92845798 0.98718369 1.0518795 1.0881913 1.1921762 1.2041461 1.2622266 1.2820680 1.4788733 1.6325785 1.7927129 2.0881600 2.1529760 do regularised spline fit for input variable # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -3.1926537 -2.0605624 -1.9261804 -1.8767328 -1.8378587 -1.7984114 -1.7730842 -1.7566428 -1.7550488 -1.7332025 -1.7107959 -1.7021904 -1.6815901 -1.6630359 -1.6359808 -1.6081314 -1.6071992 -1.6038003 -1.5762410 -1.5359302 -1.5052418 -1.5041552 -1.4924545 -1.4776279 -1.4404001 -1.4325185 -1.4092379 -1.3941150 -1.3941150 -1.3705502 -1.3426208 -1.3375854 -1.2731457 -1.2308407 -1.2062383 -1.1596675 -1.1286817 -1.0980473 -1.0896273 -1.0483208 -1.0245690 -1.0000229 -0.94651794 -0.93143892 -0.92433310 -0.90954638 -0.86666012 -0.82600498 -0.82600498 -0.81234050 -0.73570013 -0.70265961 -0.64154816 -0.60048342 -0.56451273 -0.56213856 -0.52588367 -0.49893808 -0.41666985 -0.37956309 -0.35483146 -0.27961063 -0.17378473 -0.14164352 -0.12792969 -0.10227394 1.16307735E-02 3.37190628E-02 0.18401551 0.18401551 0.27674794 0.35724688 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.44289875 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.77041048 0.77041048 0.96187180 1.1378852 3.1279697 do regularised spline fit for input variable # 34 build map for variable # 34 ------------------------------ Transdef: Tab for variable 35 -3.3695576 -3.2237020 -3.0453293 -2.9238293 -2.9146080 -2.7940152 -2.6683688 -2.4936838 -2.4936838 -2.4936838 -2.4936838 -2.4818461 -2.4818461 -2.4818461 -2.4818461 -2.4818461 -2.4636617 -2.4636617 -2.4636617 -2.4636617 -2.4636617 -2.4636617 -2.4636617 -2.3946366 -2.3946366 -2.3946366 -2.3946366 -2.3946366 -2.3946366 -2.3946366 -2.3650813 -2.3650813 -2.2689962 -2.1783221 -2.1508331 -2.1508331 -2.0526528 -2.0215816 -1.9586833 -1.8959324 -1.8123815 -1.7924498 -1.7862520 -1.7817432 -1.7455347 -1.6280298 -1.5787416 -1.5528479 -1.5464965 -1.4755378 -1.3904824 -1.3717594 -1.3143506 -1.2618835 -1.1992986 -1.1473465 -1.1155801 -1.0380182 -1.0148759 -0.93444252 -0.90641451 -0.83626390 -0.76193666 -0.70088077 -0.68109894 -0.54982185 -0.50580549 -0.45351720 -0.40645123 -0.37369537 -0.32123756 -0.26977158 -0.17009425 -0.14631844 -4.43582535E-02 2.89404392E-02 0.17667246 0.21200132 0.33315063 0.36607599 0.42075300 0.45639038 0.53350163 0.60951042 0.62567139 0.69113398 0.74155164 0.84472799 1.0186131 1.0940375 1.1923339 1.3360538 1.3636653 1.4121656 1.4393320 1.6454380 1.7869266 1.8639314 1.9754280 2.0496337 2.8733890 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 1.3713588 1.3713588 1.3713588 1.6456305 1.6456305 1.6456305 1.6456305 1.6456305 1.9199022 1.9199022 1.9199022 1.9199022 1.9199022 1.9199022 1.9199022 2.1941741 2.1941741 2.1941741 2.1941741 2.1941741 2.1941741 2.1941741 2.1941741 2.4684458 2.4684458 2.4684458 2.4684458 2.4684458 2.4684458 2.4684458 2.4684458 2.7427175 2.7427175 2.7427175 2.7427175 2.7427175 2.7427175 3.0169892 3.0169892 3.0169892 3.0169892 3.2912610 3.2912610 3.2912610 3.2912610 3.5655327 3.5655327 3.8398044 3.8398044 4.1140761 4.3883481 4.6626196 4.6626196 4.9368916 5.4854350 5.7597070 6.3082504 6.8567939 7.6796088 8.5024242 9.5995111 10.970870 12.890772 14.810675 17.279119 19.747566 22.764555 25.781544 29.072805 32.912609 36.752415 41.140762 45.803383 51.014545 57.597069 65.825218 77.618904 99.560646 280.57999 do regularised spline fit for input variable # 36 build map for variable # 36 ------------------------------ Transdef: Tab for variable 37 -3.5034723 -3.3279939 -3.3279939 -3.3279939 -3.2977571 -3.2977571 -3.0626965 -3.0626965 -3.0626965 -3.0626965 -3.0626965 -3.0626965 -3.0626965 -3.0626965 -3.0531051 -3.0363460 -3.0363460 -3.0363460 -3.0363460 -3.0119004 -3.0119004 -3.0119004 -3.0119004 -3.0119004 -3.0119004 -3.0119004 -2.9361010 -2.8354864 -2.8354864 -2.8053331 -2.8053331 -2.7308207 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.6959555 -2.6041896 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4521689 -2.3723817 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3213069 -2.1186621 -2.0427854 -2.0427854 -1.5577614 -1.3310790 -1.2311485 -1.1370869 -0.84547758 -0.45402503 -0.35256767 2.46186256E-02 0.22776842 0.49749899 0.57883716 0.90208435 1.0467730 1.3260539 1.5056629 1.7568974 1.8900483 2.0001750 2.2371669 2.4557421 3.4631350 do regularised spline fit for input variable # 37 build map for variable # 37 ------------------------------ Transdef: Tab for variable 38 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 build map for variable # 38 ------------------------------ Transdef: Tab for variable 39 -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 -0.62138510 -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 -0.59140563 -0.59140563 -0.58125848 -0.58125848 -0.55781031 -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 -0.54240912 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.52834558 -0.52067155 -0.52067155 -0.46709609 -0.46140027 -0.40677673 -0.37355232 -0.33853006 -0.29606819 -0.20665979 -0.17001677 -8.66560936E-02 -2.71778107E-02 3.70359421E-03 3.28431129E-02 0.18533754 0.41030312 0.75469494 1.3653517 2.2675354 4.7914839 do regularised spline fit for input variable # 39 build map for variable # 39 ------------------------------ Transdef: Tab for variable 40 0.55056179 0.85674155 0.87844741 0.89185393 0.90199751 0.90941012 0.91643256 0.92228466 0.92696631 0.93258429 0.93632960 0.94101125 0.94484168 0.94881397 0.95154494 0.95505619 0.95856744 0.96129841 0.96441948 0.96709472 0.96910113 0.97261238 0.97471911 0.97752810 0.98002499 0.98314607 0.98314607 0.98782772 0.98938829 0.99250937 0.99438202 0.99719101 0.99875158 1.0007023 1.0018727 1.0049938 1.0065544 1.0086824 1.0112360 1.0137895 1.0159177 1.0174781 1.0205992 1.0217696 1.0237204 1.0252810 1.0280899 1.0299625 1.0323033 1.0342185 1.0362047 1.0393258 1.0393258 1.0428370 1.0449438 1.0473515 1.0495404 1.0518103 1.0533708 1.0561798 1.0580524 1.0611736 1.0634029 1.0674157 1.0674157 1.0709270 1.0730337 1.0767790 1.0786517 1.0814607 1.0849719 1.0878447 1.0908240 1.0955056 1.0955056 1.1001873 1.1039326 1.1072097 1.1111112 1.1151686 1.1189139 1.1235955 1.1287028 1.1338100 1.1392010 1.1454432 1.1516854 1.1579276 1.1657304 1.1746681 1.1853932 1.1966292 1.2109863 1.2275281 1.2500000 1.2808989 1.3237360 1.3904494 1.5000000 1.7359550 7.0365167 do regularised spline fit for input variable # 40 build map for variable # 40 warning: map is empty for variable 40 TOTAL CORRELATION OF ALL VARIABLES 39.978967170793297 ROUND 1 : MAX CORR ( 39.978965949533205 ) AFTER KILLING INPUT VARIABLE 5 CONTR 9.88177275320772930E-003 ROUND 2 : MAX CORR ( 39.978738929936704 ) AFTER KILLING INPUT VARIABLE 3 CONTR 0.13472923179037138 ROUND 3 : MAX CORR ( 39.978245076968307 ) AFTER KILLING INPUT VARIABLE 37 CONTR 0.19871334604382912 ROUND 4 : MAX CORR ( 39.977112079535551 ) AFTER KILLING INPUT VARIABLE 32 CONTR 0.30098042194348135 ROUND 5 : MAX CORR ( 39.975555728020581 ) AFTER KILLING INPUT VARIABLE 27 CONTR 0.35275268343171967 ROUND 6 : MAX CORR ( 39.973353631490134 ) AFTER KILLING INPUT VARIABLE 10 CONTR 0.41958934199225456 ROUND 7 : MAX CORR ( 39.970298783936883 ) AFTER KILLING INPUT VARIABLE 28 CONTR 0.49418181975787173 ROUND 8 : MAX CORR ( 39.967109569339677 ) AFTER KILLING INPUT VARIABLE 34 CONTR 0.50491340800502260 ROUND 9 : MAX CORR ( 39.963947729021292 ) AFTER KILLING INPUT VARIABLE 30 CONTR 0.50272183129132253 ROUND 10 : MAX CORR ( 39.959735039698685 ) AFTER KILLING INPUT VARIABLE 29 CONTR 0.58025308704339351 ROUND 11 : MAX CORR ( 39.955411954744349 ) AFTER KILLING INPUT VARIABLE 11 CONTR 0.58777544146986072 ROUND 12 : MAX CORR ( 39.950755677348432 ) AFTER KILLING INPUT VARIABLE 13 CONTR 0.60997154207375026 ROUND 13 : MAX CORR ( 39.946159905961842 ) AFTER KILLING INPUT VARIABLE 2 CONTR 0.60596036051418245 ROUND 14 : MAX CORR ( 39.940559796776384 ) AFTER KILLING INPUT VARIABLE 22 CONTR 0.66886048829597911 ROUND 15 : MAX CORR ( 39.934271968043596 ) AFTER KILLING INPUT VARIABLE 35 CONTR 0.70868840980873660 ROUND 16 : MAX CORR ( 39.925396284607110 ) AFTER KILLING INPUT VARIABLE 16 CONTR 0.84190803224190547 ROUND 17 : MAX CORR ( 39.916470145251296 ) AFTER KILLING INPUT VARIABLE 31 CONTR 0.84420354546825405 ROUND 18 : MAX CORR ( 39.905531961429460 ) AFTER KILLING INPUT VARIABLE 19 CONTR 0.93440233950365914 ROUND 19 : MAX CORR ( 39.893722651517542 ) AFTER KILLING INPUT VARIABLE 9 CONTR 0.97075956264374763 ROUND 20 : MAX CORR ( 39.873611120018545 ) AFTER KILLING INPUT VARIABLE 12 CONTR 1.2665872436343577 ROUND 21 : MAX CORR ( 39.862513173196454 ) AFTER KILLING INPUT VARIABLE 6 CONTR 0.94069509789611960 ROUND 22 : MAX CORR ( 39.839115047816797 ) AFTER KILLING INPUT VARIABLE 23 CONTR 1.3656019515503348 ROUND 23 : MAX CORR ( 39.809231810768019 ) AFTER KILLING INPUT VARIABLE 15 CONTR 1.5427736158356058 ROUND 24 : MAX CORR ( 39.792925377279872 ) AFTER KILLING INPUT VARIABLE 39 CONTR 1.1393100024575786 ROUND 25 : MAX CORR ( 39.771907943442450 ) AFTER KILLING INPUT VARIABLE 4 CONTR 1.2931545229027352 ROUND 26 : MAX CORR ( 39.731249956792183 ) AFTER KILLING INPUT VARIABLE 33 CONTR 1.7978983098500709 ROUND 27 : MAX CORR ( 39.698764819160864 ) AFTER KILLING INPUT VARIABLE 17 CONTR 1.6063296554737745 ROUND 28 : MAX CORR ( 39.639974633538912 ) AFTER KILLING INPUT VARIABLE 36 CONTR 2.1597081329280954 ROUND 29 : MAX CORR ( 39.576102267283126 ) AFTER KILLING INPUT VARIABLE 26 CONTR 2.2493817544285317 ROUND 30 : MAX CORR ( 39.501394801613813 ) AFTER KILLING INPUT VARIABLE 18 CONTR 2.4305718252069410 ROUND 31 : MAX CORR ( 39.423398110795787 ) AFTER KILLING INPUT VARIABLE 25 CONTR 2.4811031156858405 ROUND 32 : MAX CORR ( 39.355606987366940 ) AFTER KILLING INPUT VARIABLE 20 CONTR 2.3109559187079536 ROUND 33 : MAX CORR ( 39.209667510411514 ) AFTER KILLING INPUT VARIABLE 14 CONTR 3.3861150404357723 ROUND 34 : MAX CORR ( 38.988614911905387 ) AFTER KILLING INPUT VARIABLE 38 CONTR 4.1576355694275229 ROUND 35 : MAX CORR ( 38.846983742470364 ) AFTER KILLING INPUT VARIABLE 8 CONTR 3.3202329528354442 ROUND 36 : MAX CORR ( 38.429695197870203 ) AFTER KILLING INPUT VARIABLE 21 CONTR 5.6786154022392283 ROUND 37 : MAX CORR ( 37.785423485603495 ) AFTER KILLING INPUT VARIABLE 40 CONTR 7.0073707633328528 ROUND 38 : MAX CORR ( 34.162663435635380 ) AFTER KILLING INPUT VARIABLE 7 CONTR 16.144678843814074 LAST REMAINING VARIABLE: 24 total correlation to target: 39.978967170793297 % total significance: 399.78967170793294 sigma correlations of single variables to target: variable 2 : 2.7119887875542985 % , in sigma: 27.119887875542982 variable 3 : 7.2596815416283809 % , in sigma: 72.596815416283803 variable 4 : 11.109883266923736 % , in sigma: 111.09883266923737 variable 5 : 8.3770894551132393 % , in sigma: 83.770894551132386 variable 6 : 4.5025820526104479 % , in sigma: 45.025820526104482 variable 7 : 9.3055954664648457 % , in sigma: 93.055954664648453 variable 8 : 10.080550513900604 % , in sigma: 100.80550513900604 variable 9 : 7.6344011306078574 % , in sigma: 76.344011306078571 variable 10 : 1.9927078182749425 % , in sigma: 19.927078182749423 variable 11 : 1.8540002796748876 % , in sigma: 18.540002796748876 variable 12 : 3.3804122858687853 % , in sigma: 33.804122858687855 variable 13 : 1.2436956015374345 % , in sigma: 12.436956015374346 variable 14 : 5.5749325564240086 % , in sigma: 55.749325564240088 variable 15 : 1.3825332525161687 % , in sigma: 13.825332525161686 variable 16 : 1.7085833435806108 % , in sigma: 17.085833435806109 variable 17 : 4.6393968014075684 % , in sigma: 46.393968014075689 variable 18 : 4.5397130261833407 % , in sigma: 45.397130261833411 variable 19 : 7.5364456961714739 % , in sigma: 75.364456961714737 variable 20 : 7.1196214712028922 % , in sigma: 71.196214712028919 variable 21 : 14.800728627120625 % , in sigma: 148.00728627120623 variable 22 : 11.019035059749058 % , in sigma: 110.19035059749058 variable 23 : 25.659679057440350 % , in sigma: 256.59679057440349 variable 24 : 34.162663435635388 % , in sigma: 341.62663435635386 variable 25 : 29.981542072615280 % , in sigma: 299.81542072615281 variable 26 : 3.3211301248897369 % , in sigma: 33.211301248897364 variable 27 : 3.1930480826888137 % , in sigma: 31.930480826888139 variable 28 : 3.0390227297979018 % , in sigma: 30.390227297979020 variable 29 : 2.9286694673393070 % , in sigma: 29.286694673393068 variable 30 : 2.4163052187701837 % , in sigma: 24.163052187701837 variable 31 : 2.7745364235591534 % , in sigma: 27.745364235591534 variable 32 : 4.2362997274401613 % , in sigma: 42.362997274401614 variable 33 : 3.6767072783998596 % , in sigma: 36.767072783998593 variable 34 : 2.6577034550905370 % , in sigma: 26.577034550905370 variable 35 : 3.0926056071013406 % , in sigma: 30.926056071013406 variable 36 : 4.1849583754441095 % , in sigma: 41.849583754441099 variable 37 : 4.5615729371423024 % , in sigma: 45.615729371423022 variable 38 : 1.6425421698072316 % , in sigma: 16.425421698072313 variable 39 : 5.9819605122467747 % , in sigma: 59.819605122467749 variable 40 : 9.7700960352345589 % , in sigma: 97.700960352345589 variables sorted by significance: 1 most relevant variable 24 corr 34.162663 , in sigma: 341.62662506103516 2 most relevant variable 7 corr 16.144678 , in sigma: 161.44678115844727 3 most relevant variable 40 corr 7.0073709 , in sigma: 70.073709487915039 4 most relevant variable 21 corr 5.6786156 , in sigma: 56.786155700683594 5 most relevant variable 8 corr 3.3202329 , in sigma: 33.202328681945801 6 most relevant variable 38 corr 4.1576357 , in sigma: 41.576356887817383 7 most relevant variable 14 corr 3.3861151 , in sigma: 33.861150741577148 8 most relevant variable 20 corr 2.3109560 , in sigma: 23.109560012817383 9 most relevant variable 25 corr 2.4811032 , in sigma: 24.811031818389893 10 most relevant variable 18 corr 2.4305718 , in sigma: 24.305717945098877 11 most relevant variable 26 corr 2.2493818 , in sigma: 22.493817806243896 12 most relevant variable 36 corr 2.1597080 , in sigma: 21.597080230712891 13 most relevant variable 17 corr 1.6063297 , in sigma: 16.063296794891357 14 most relevant variable 33 corr 1.7978983 , in sigma: 17.978982925415039 15 most relevant variable 4 corr 1.2931545 , in sigma: 12.931544780731201 16 most relevant variable 39 corr 1.1393100 , in sigma: 11.393100023269653 17 most relevant variable 15 corr 1.5427736 , in sigma: 15.427736043930054 18 most relevant variable 23 corr 1.3656019 , in sigma: 13.656018972396851 19 most relevant variable 6 corr 0.94069511 , in sigma: 9.4069510698318481 20 most relevant variable 12 corr 1.2665873 , in sigma: 12.665872573852539 21 most relevant variable 9 corr 0.97075957 , in sigma: 9.7075957059860229 22 most relevant variable 19 corr 0.93440235 , in sigma: 9.3440234661102295 23 most relevant variable 31 corr 0.84420353 , in sigma: 8.4420353174209595 24 most relevant variable 16 corr 0.84190804 , in sigma: 8.4190803766250610 25 most relevant variable 35 corr 0.70868844 , in sigma: 7.0868843793869019 26 most relevant variable 22 corr 0.66886050 , in sigma: 6.6886049509048462 27 most relevant variable 2 corr 0.60596037 , in sigma: 6.0596036911010742 28 most relevant variable 13 corr 0.60997152 , in sigma: 6.0997152328491211 29 most relevant variable 11 corr 0.58777547 , in sigma: 5.8777546882629395 30 most relevant variable 29 corr 0.58025306 , in sigma: 5.8025306463241577 31 most relevant variable 30 corr 0.50272185 , in sigma: 5.0272184610366821 32 most relevant variable 34 corr 0.50491339 , in sigma: 5.0491338968276978 33 most relevant variable 28 corr 0.49418181 , in sigma: 4.9418181180953979 34 most relevant variable 10 corr 0.41958934 , in sigma: 4.1958934068679810 35 most relevant variable 27 corr 0.35275269 , in sigma: 3.5275268554687500 36 most relevant variable 32 corr 0.30098042 , in sigma: 3.0098041892051697 37 most relevant variable 37 corr 0.19871335 , in sigma: 1.9871334731578827 38 most relevant variable 3 corr 0.13472924 , in sigma: 1.3472923636436462 39 most relevant variable 5 corr 9.88177303E-03 , in sigma: 9.88177303224802017E-002 global correlations between input variables: variable 2 : 32.523130562197849 % variable 3 : 95.598738878845609 % variable 4 : 86.242554161100600 % variable 5 : 86.670572213097032 % variable 6 : 79.203280065687579 % variable 7 : 87.695379090716585 % variable 8 : 90.319749134205580 % variable 9 : 77.075244949322681 % variable 10 : 15.840645689578375 % variable 11 : 61.779789691975054 % variable 12 : 72.153762205925048 % variable 13 : 38.893882587316128 % variable 14 : 53.793333474830305 % variable 15 : 93.471328651110568 % variable 16 : 86.829920047204070 % variable 17 : 78.922197447765669 % variable 18 : 72.216282208331336 % variable 19 : 83.937103672253045 % variable 20 : 84.676429674827574 % variable 21 : 80.613591849662996 % variable 22 : 75.720084196901681 % variable 23 : 84.028321171524766 % variable 24 : 93.429487040230413 % variable 25 : 94.902183435264803 % variable 26 : 96.034130488974341 % variable 27 : 96.698238771322139 % variable 28 : 83.838980022442172 % variable 29 : 96.093548457184824 % variable 30 : 61.106372111224935 % variable 31 : 95.969715238789206 % variable 32 : 55.152840149227764 % variable 33 : 39.224681935392489 % variable 34 : 48.150802187542105 % variable 35 : 53.768066631347587 % variable 36 : 58.143758686993465 % variable 37 : 68.028808757720043 % variable 38 : 84.670856544334967 % variable 39 : 73.941687206713652 % variable 40 : 19.592690372998945 % significance loss when removing single variables: variable 2 : corr = 0.63592754224046177 % , sigma = 6.3592754224046173 variable 3 : corr = 0.13491309453052366 % , sigma = 1.3491309453052367 variable 4 : corr = 2.2197481164371258 % , sigma = 22.197481164371258 variable 5 : corr = 9.88177273716406464E-003 % , sigma = 9.88177273716406429E-002 variable 6 : corr = 1.2262947922239014 % , sigma = 12.262947922239015 variable 7 : corr = 3.5377268224291978 % , sigma = 35.377268224291974 variable 8 : corr = 3.6656115961836147 % , sigma = 36.656115961836150 variable 9 : corr = 0.80652147243119277 % , sigma = 8.0652147243119270 variable 10 : corr = 0.43562427979338469 % , sigma = 4.3562427979338469 variable 11 : corr = 0.58698743633858874 % , sigma = 5.8698743633858879 variable 12 : corr = 0.79679714286941083 % , sigma = 7.9679714286941090 variable 13 : corr = 0.55340119486793804 % , sigma = 5.5340119486793808 variable 14 : corr = 2.3692322943238775 % , sigma = 23.692322943238775 variable 15 : corr = 0.89252646540717162 % , sigma = 8.9252646540717162 variable 16 : corr = 0.84621057153959955 % , sigma = 8.4621057153959960 variable 17 : corr = 1.7087330575739659 % , sigma = 17.087330575739660 variable 18 : corr = 1.5345618493389090 % , sigma = 15.345618493389090 variable 19 : corr = 0.58844949008774616 % , sigma = 5.8844949008774616 variable 20 : corr = 2.1823663625754084 % , sigma = 21.823663625754083 variable 21 : corr = 3.2975562056255985 % , sigma = 32.975562056255988 variable 22 : corr = 0.76815234618708439 % , sigma = 7.6815234618708432 variable 23 : corr = 1.0778641007618726 % , sigma = 10.778641007618726 variable 24 : corr = 14.739077477823425 % , sigma = 147.39077477823426 variable 25 : corr = 2.5261737197261889 % , sigma = 25.261737197261890 variable 26 : corr = 1.0343172666099352 % , sigma = 10.343172666099353 variable 27 : corr = 0.34318724997921835 % , sigma = 3.4318724997921835 variable 28 : corr = 0.51947510272426667 % , sigma = 5.1947510272426669 variable 29 : corr = 0.56545190054949379 % , sigma = 5.6545190054949384 variable 30 : corr = 0.51174082680601518 % , sigma = 5.1174082680601520 variable 31 : corr = 0.90193617553133587 % , sigma = 9.0193617553133585 variable 32 : corr = 0.22306112174450698 % , sigma = 2.2306112174450696 variable 33 : corr = 1.4640498677471743 % , sigma = 14.640498677471742 variable 34 : corr = 0.54068887828224776 % , sigma = 5.4068887828224783 variable 35 : corr = 0.85176804450932209 % , sigma = 8.5176804450932213 variable 36 : corr = 2.0200373771654121 % , sigma = 20.200373771654121 variable 37 : corr = 0.18897070229009674 % , sigma = 1.8897070229009674 variable 38 : corr = 1.7061645304920610 % , sigma = 17.061645304920610 variable 39 : corr = 1.3842100743090118 % , sigma = 13.842100743090116 variable 40 : corr = 7.2339040842864897 % , sigma = 72.339040842864890 Keep only 36 most significant input variables Sum of Weights for output node 2 1000000.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -2.6656635 NVar: 37.000000 5678 --------- Entering internal boost mode: --------- Starting analysis with 56 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.8314705 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.5865495 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.1621292 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.0837879 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.9859698 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.7261797 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.5525174 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.4260333 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.3990442 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.3250655 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.1590997 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.0672385 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.0571276 PREPRO: (sigma of derived input)/eigenvalue # 14 : 1.0195298 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.99963075 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.99165374 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.96384412 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.93960798 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.92567652 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.89724445 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.82981819 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.82562524 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.76045513 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.74563074 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.72353035 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.66124684 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.60274410 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.57671553 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.54509687 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.53548634 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.51521987 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.50651860 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.50145632 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.48147509 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.46769661 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.44007078 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.43632990 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.40947261 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.39459878 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.36772877 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.30156720 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.29193529 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.21345393 PREPRO: (sigma of derived input)/eigenvalue # 44 : 0.18172497 PREPRO: (sigma of derived input)/eigenvalue # 45 : 0.14219373 PREPRO: (sigma of derived input)/eigenvalue # 46 : 0.11050452 PREPRO: (sigma of derived input)/eigenvalue # 47 : 4.32676694E-04 PREPRO: (sigma of derived input)/eigenvalue # 48 : 2.62901594E-04 PREPRO: (sigma of derived input)/eigenvalue # 49 : 1.18327143E-05 PREPRO: (sigma of derived input)/eigenvalue # 50 : 4.32549257E-07 PREPRO: (sigma of derived input)/eigenvalue # 51 : 1.97453474E-07 PREPRO: (sigma of derived input)/eigenvalue # 52 : 5.42396265E-07 PREPRO: (sigma of derived input)/eigenvalue # 53 : 1.55376678E-04 PREPRO: (sigma of derived input)/eigenvalue # 54 : 2.55722203E-04 PREPRO: (sigma of derived input)/eigenvalue # 55 : 3.02280794E-04 PREPRO: (sigma of derived input)/eigenvalue # 56 : 4.36958391E-04 Using 46 variables out of 56 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 45.0 46.0 47.0 0 0.4 2.8 2.6 2.2 2.1 2.0 1.7 1.6 1.4 1.4 1.3 1.2 1.1 1.1 1.0 1.0 1.0 1.0 0.9 0.9 0.9 0.8 0.8 0.8 0.7 0.7 0.7 0.6 0.6 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.4 0.4 0.4 0.4 0.4 0.3 0.3 0.2 0.2 0.1 0.1 1 100.0 -6.0 3.6 2.1 14.8 -7.1 28.0 1.4 -0.6 2.1 0.7 -4.0 -5.9 3.3 1.3 -0.3 -1.4 -2.7 -0.3 2.3 -0.6 -2.6 -4.1 0.8 -0.1 -1.9 1.5 -3.5 -2.4 -1.4 -2.4 0.0 2.4 -1.2 2.1 -0.4 2.2 0.5 3.2 -1.7 1.8 -2.1 -10.9 0.2 1.8 9.4 0.0 2 -6.0 100.0 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 0.0 -0.0 0.0 -0.0 3 3.6 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 -0.0 0.0 0.0 4 2.1 -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 -0.0 -0.0 -0.0 5 14.8 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 0.0 0.0 -0.0 6 -7.1 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 0.0 0.0 0.0 7 28.0 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 -0.0 0.0 0.0 0.0 8 1.4 -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 -0.0 0.0 0.0 9 -0.6 -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 -0.0 -0.0 0.0 10 2.1 -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 -0.0 0.0 0.0 11 0.7 -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 0.0 -0.0 0.0 12 -4.0 -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 0.0 0.0 0.0 -0.0 13 -5.9 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 -0.0 0.0 -0.0 14 3.3 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 100.0 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 15 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 0.0 100.0 -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 16 -0.3 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 100.0 -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 17 -1.4 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 -0.0 100.0 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 18 -2.7 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 100.0 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 19 -0.3 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 100.0 -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 20 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 -0.0 100.0 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 21 -0.6 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 0.0 100.0 -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 22 -2.6 -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 -0.0 100.0 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 23 -4.1 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 0.0 100.0 -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 24 0.8 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 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 25 -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 -0.0 100.0 -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 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 0.0 0.0 0.0 27 1.5 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 -0.0 100.0 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 28 -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 -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 29 -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 -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 30 -1.4 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 0.0 100.0 -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 31 -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 -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 32 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -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 33 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 -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 34 -1.2 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 0.0 100.0 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 35 2.1 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 100.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 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 0.0 0.0 -0.0 37 2.2 -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 -0.0 100.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 38 0.5 -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 0.0 100.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 39 3.2 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 100.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 40 -1.7 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 100.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 41 1.8 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -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 42 -2.1 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 100.0 0.0 0.0 0.0 -0.0 0.0 43 -10.9 -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 0.0 0.0 -0.0 -0.0 0.0 100.0 -0.0 -0.0 0.0 0.0 44 0.2 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 100.0 -0.0 -0.0 0.0 45 1.8 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 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 46 9.4 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 100.0 -0.0 47 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 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) 38.722448423000259 ------------------------------------- Teacher: actual network topology: Nodes(1) = 47 Nodes(2) = 46 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 --> 230.14836 sigma out 46 active outputs RANK 2 NODE 7 --> 156.76389 sigma out 46 active outputs RANK 3 NODE 2 --> 114.68893 sigma out 46 active outputs RANK 4 NODE 3 --> 108.02143 sigma out 46 active outputs RANK 5 NODE 5 --> 92.203011 sigma out 46 active outputs RANK 6 NODE 6 --> 91.043228 sigma out 46 active outputs RANK 7 NODE 4 --> 90.367317 sigma out 46 active outputs RANK 8 NODE 9 --> 85.445061 sigma out 46 active outputs RANK 9 NODE 10 --> 74.594299 sigma out 46 active outputs RANK 10 NODE 8 --> 74.370277 sigma out 46 active outputs RANK 11 NODE 11 --> 73.044662 sigma out 46 active outputs RANK 12 NODE 19 --> 72.061470 sigma out 46 active outputs RANK 13 NODE 12 --> 69.593758 sigma out 46 active outputs RANK 14 NODE 21 --> 69.153824 sigma out 46 active outputs RANK 15 NODE 20 --> 69.062675 sigma out 46 active outputs RANK 16 NODE 14 --> 68.615036 sigma out 46 active outputs RANK 17 NODE 39 --> 68.232590 sigma out 46 active outputs RANK 18 NODE 43 --> 66.340225 sigma out 46 active outputs RANK 19 NODE 18 --> 66.233315 sigma out 46 active outputs RANK 20 NODE 30 --> 66.197823 sigma out 46 active outputs RANK 21 NODE 33 --> 65.219902 sigma out 46 active outputs RANK 22 NODE 32 --> 64.677551 sigma out 46 active outputs RANK 23 NODE 24 --> 63.674232 sigma out 46 active outputs RANK 24 NODE 27 --> 63.653118 sigma out 46 active outputs RANK 25 NODE 25 --> 62.470123 sigma out 46 active outputs RANK 26 NODE 28 --> 61.662888 sigma out 46 active outputs RANK 27 NODE 23 --> 61.624813 sigma out 46 active outputs RANK 28 NODE 44 --> 58.881962 sigma out 46 active outputs RANK 29 NODE 37 --> 58.814583 sigma out 46 active outputs RANK 30 NODE 16 --> 58.461433 sigma out 46 active outputs RANK 31 NODE 47 --> 57.859234 sigma out 46 active outputs RANK 32 NODE 15 --> 57.436047 sigma out 46 active outputs RANK 33 NODE 13 --> 57.410709 sigma out 46 active outputs RANK 34 NODE 26 --> 57.005177 sigma out 46 active outputs RANK 35 NODE 42 --> 56.959232 sigma out 46 active outputs RANK 36 NODE 36 --> 56.166126 sigma out 46 active outputs RANK 37 NODE 22 --> 55.512188 sigma out 46 active outputs RANK 38 NODE 46 --> 54.727901 sigma out 46 active outputs RANK 39 NODE 38 --> 53.922985 sigma out 46 active outputs RANK 40 NODE 35 --> 53.871777 sigma out 46 active outputs RANK 41 NODE 17 --> 53.453930 sigma out 46 active outputs RANK 42 NODE 31 --> 52.539963 sigma out 46 active outputs RANK 43 NODE 40 --> 50.694237 sigma out 46 active outputs RANK 44 NODE 34 --> 49.724651 sigma out 46 active outputs RANK 45 NODE 41 --> 49.104912 sigma out 46 active outputs RANK 46 NODE 45 --> 43.179169 sigma out 46 active outputs RANK 47 NODE 29 --> 42.765015 sigma out 46 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 38 --> 173.87164 sigma in 47 act. ( 183.85521 sig out 1 act.) RANK 2 NODE 46 --> 154.51425 sigma in 47 act. ( 186.74405 sig out 1 act.) RANK 3 NODE 21 --> 134.78334 sigma in 47 act. ( 172.22981 sig out 1 act.) RANK 4 NODE 12 --> 121.65189 sigma in 47 act. ( 172.28903 sig out 1 act.) RANK 5 NODE 35 --> 115.47392 sigma in 47 act. ( 138.34628 sig out 1 act.) RANK 6 NODE 40 --> 99.021858 sigma in 47 act. ( 120.87617 sig out 1 act.) RANK 7 NODE 22 --> 98.652641 sigma in 47 act. ( 128.43903 sig out 1 act.) RANK 8 NODE 26 --> 90.699081 sigma in 47 act. ( 106.52971 sig out 1 act.) RANK 9 NODE 19 --> 87.744591 sigma in 47 act. ( 110.54226 sig out 1 act.) RANK 10 NODE 37 --> 82.705994 sigma in 47 act. ( 87.034309 sig out 1 act.) RANK 11 NODE 3 --> 77.431053 sigma in 47 act. ( 84.574120 sig out 1 act.) RANK 12 NODE 45 --> 76.877464 sigma in 47 act. ( 79.504791 sig out 1 act.) RANK 13 NODE 24 --> 74.013412 sigma in 47 act. ( 61.101353 sig out 1 act.) RANK 14 NODE 11 --> 71.739693 sigma in 47 act. ( 63.171654 sig out 1 act.) RANK 15 NODE 17 --> 70.524178 sigma in 47 act. ( 63.577648 sig out 1 act.) RANK 16 NODE 42 --> 69.768600 sigma in 47 act. ( 37.576511 sig out 1 act.) RANK 17 NODE 39 --> 69.718155 sigma in 47 act. ( 61.815372 sig out 1 act.) RANK 18 NODE 20 --> 69.286499 sigma in 47 act. ( 87.339737 sig out 1 act.) RANK 19 NODE 36 --> 68.648941 sigma in 47 act. ( 76.677231 sig out 1 act.) RANK 20 NODE 18 --> 67.403198 sigma in 47 act. ( 40.943951 sig out 1 act.) RANK 21 NODE 6 --> 64.568054 sigma in 47 act. ( 65.552765 sig out 1 act.) RANK 22 NODE 15 --> 63.997845 sigma in 47 act. ( 61.964638 sig out 1 act.) RANK 23 NODE 23 --> 62.631363 sigma in 47 act. ( 17.713282 sig out 1 act.) RANK 24 NODE 2 --> 62.405121 sigma in 47 act. ( 50.851246 sig out 1 act.) RANK 25 NODE 41 --> 62.114243 sigma in 47 act. ( 4.5040064 sig out 1 act.) RANK 26 NODE 25 --> 62.067768 sigma in 47 act. ( 55.839989 sig out 1 act.) RANK 27 NODE 43 --> 61.974438 sigma in 47 act. ( 4.7902980 sig out 1 act.) RANK 28 NODE 30 --> 61.908546 sigma in 47 act. ( 6.4367270 sig out 1 act.) RANK 29 NODE 13 --> 61.598534 sigma in 47 act. ( 13.574744 sig out 1 act.) RANK 30 NODE 33 --> 59.724499 sigma in 47 act. ( 21.719347 sig out 1 act.) RANK 31 NODE 7 --> 59.670341 sigma in 47 act. ( 18.296539 sig out 1 act.) RANK 32 NODE 9 --> 58.840466 sigma in 47 act. ( 52.129910 sig out 1 act.) RANK 33 NODE 27 --> 58.767605 sigma in 47 act. ( 1.8134521 sig out 1 act.) RANK 34 NODE 5 --> 58.567829 sigma in 47 act. ( 4.6781049 sig out 1 act.) RANK 35 NODE 29 --> 58.260132 sigma in 47 act. ( 40.981071 sig out 1 act.) RANK 36 NODE 32 --> 57.223984 sigma in 47 act. ( 38.976673 sig out 1 act.) RANK 37 NODE 10 --> 56.429508 sigma in 47 act. ( 32.365635 sig out 1 act.) RANK 38 NODE 31 --> 56.313667 sigma in 47 act. ( 26.914295 sig out 1 act.) RANK 39 NODE 14 --> 55.746330 sigma in 47 act. ( 19.189632 sig out 1 act.) RANK 40 NODE 28 --> 55.372490 sigma in 47 act. ( 17.828997 sig out 1 act.) RANK 41 NODE 4 --> 51.608383 sigma in 47 act. ( 17.504398 sig out 1 act.) RANK 42 NODE 34 --> 51.439613 sigma in 47 act. ( 6.3987594 sig out 1 act.) RANK 43 NODE 16 --> 49.433537 sigma in 47 act. ( 4.6111288 sig out 1 act.) RANK 44 NODE 44 --> 48.134575 sigma in 47 act. ( 13.490066 sig out 1 act.) RANK 45 NODE 1 --> 45.013260 sigma in 47 act. ( 3.6978750 sig out 1 act.) RANK 46 NODE 8 --> 42.200893 sigma in 47 act. ( 23.735554 sig out 1 act.) sorted by output significance RANK 1 NODE 46 --> 186.74405 sigma out 1 act.( 154.51425 sig in 47 act.) RANK 2 NODE 38 --> 183.85521 sigma out 1 act.( 173.87164 sig in 47 act.) RANK 3 NODE 12 --> 172.28903 sigma out 1 act.( 121.65189 sig in 47 act.) RANK 4 NODE 21 --> 172.22981 sigma out 1 act.( 134.78334 sig in 47 act.) RANK 5 NODE 35 --> 138.34628 sigma out 1 act.( 115.47392 sig in 47 act.) RANK 6 NODE 22 --> 128.43903 sigma out 1 act.( 98.652641 sig in 47 act.) RANK 7 NODE 40 --> 120.87617 sigma out 1 act.( 99.021858 sig in 47 act.) RANK 8 NODE 19 --> 110.54226 sigma out 1 act.( 87.744591 sig in 47 act.) RANK 9 NODE 26 --> 106.52971 sigma out 1 act.( 90.699081 sig in 47 act.) RANK 10 NODE 20 --> 87.339737 sigma out 1 act.( 69.286499 sig in 47 act.) RANK 11 NODE 37 --> 87.034309 sigma out 1 act.( 82.705994 sig in 47 act.) RANK 12 NODE 3 --> 84.574120 sigma out 1 act.( 77.431053 sig in 47 act.) RANK 13 NODE 45 --> 79.504791 sigma out 1 act.( 76.877464 sig in 47 act.) RANK 14 NODE 36 --> 76.677231 sigma out 1 act.( 68.648941 sig in 47 act.) RANK 15 NODE 6 --> 65.552765 sigma out 1 act.( 64.568054 sig in 47 act.) RANK 16 NODE 17 --> 63.577648 sigma out 1 act.( 70.524178 sig in 47 act.) RANK 17 NODE 11 --> 63.171654 sigma out 1 act.( 71.739693 sig in 47 act.) RANK 18 NODE 15 --> 61.964638 sigma out 1 act.( 63.997845 sig in 47 act.) RANK 19 NODE 39 --> 61.815372 sigma out 1 act.( 69.718155 sig in 47 act.) RANK 20 NODE 24 --> 61.101353 sigma out 1 act.( 74.013412 sig in 47 act.) RANK 21 NODE 25 --> 55.839989 sigma out 1 act.( 62.067768 sig in 47 act.) RANK 22 NODE 9 --> 52.129910 sigma out 1 act.( 58.840466 sig in 47 act.) RANK 23 NODE 2 --> 50.851246 sigma out 1 act.( 62.405121 sig in 47 act.) RANK 24 NODE 29 --> 40.981071 sigma out 1 act.( 58.260132 sig in 47 act.) RANK 25 NODE 18 --> 40.943951 sigma out 1 act.( 67.403198 sig in 47 act.) RANK 26 NODE 32 --> 38.976673 sigma out 1 act.( 57.223984 sig in 47 act.) RANK 27 NODE 42 --> 37.576511 sigma out 1 act.( 69.768600 sig in 47 act.) RANK 28 NODE 10 --> 32.365635 sigma out 1 act.( 56.429508 sig in 47 act.) RANK 29 NODE 31 --> 26.914295 sigma out 1 act.( 56.313667 sig in 47 act.) RANK 30 NODE 8 --> 23.735554 sigma out 1 act.( 42.200893 sig in 47 act.) RANK 31 NODE 33 --> 21.719347 sigma out 1 act.( 59.724499 sig in 47 act.) RANK 32 NODE 14 --> 19.189632 sigma out 1 act.( 55.746330 sig in 47 act.) RANK 33 NODE 7 --> 18.296539 sigma out 1 act.( 59.670341 sig in 47 act.) RANK 34 NODE 28 --> 17.828997 sigma out 1 act.( 55.372490 sig in 47 act.) RANK 35 NODE 23 --> 17.713282 sigma out 1 act.( 62.631363 sig in 47 act.) RANK 36 NODE 4 --> 17.504398 sigma out 1 act.( 51.608383 sig in 47 act.) RANK 37 NODE 13 --> 13.574744 sigma out 1 act.( 61.598534 sig in 47 act.) RANK 38 NODE 44 --> 13.490066 sigma out 1 act.( 48.134575 sig in 47 act.) RANK 39 NODE 30 --> 6.4367270 sigma out 1 act.( 61.908546 sig in 47 act.) RANK 40 NODE 34 --> 6.3987594 sigma out 1 act.( 51.439613 sig in 47 act.) RANK 41 NODE 43 --> 4.7902980 sigma out 1 act.( 61.974438 sig in 47 act.) RANK 42 NODE 5 --> 4.6781049 sigma out 1 act.( 58.567829 sig in 47 act.) RANK 43 NODE 16 --> 4.6111288 sigma out 1 act.( 49.433537 sig in 47 act.) RANK 44 NODE 41 --> 4.5040064 sigma out 1 act.( 62.114243 sig in 47 act.) RANK 45 NODE 1 --> 3.6978750 sigma out 1 act.( 45.013260 sig in 47 act.) RANK 46 NODE 27 --> 1.8134521 sigma out 1 act.( 58.767605 sig in 47 act.) RANK 1 NODE 1 --> 528.98700 sigma in 46 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 261.16104 sigma out 46 active outputs RANK 2 NODE 7 --> 166.79408 sigma out 46 active outputs RANK 3 NODE 2 --> 105.64408 sigma out 46 active outputs RANK 4 NODE 3 --> 89.117561 sigma out 46 active outputs RANK 5 NODE 6 --> 80.780167 sigma out 46 active outputs RANK 6 NODE 5 --> 80.083801 sigma out 46 active outputs RANK 7 NODE 4 --> 70.119995 sigma out 46 active outputs RANK 8 NODE 9 --> 61.431438 sigma out 46 active outputs RANK 9 NODE 10 --> 59.592304 sigma out 46 active outputs RANK 10 NODE 8 --> 55.318577 sigma out 46 active outputs RANK 11 NODE 12 --> 46.904640 sigma out 46 active outputs RANK 12 NODE 21 --> 46.139053 sigma out 46 active outputs RANK 13 NODE 11 --> 45.858074 sigma out 46 active outputs RANK 14 NODE 18 --> 44.989925 sigma out 46 active outputs RANK 15 NODE 14 --> 43.533169 sigma out 46 active outputs RANK 16 NODE 15 --> 39.708843 sigma out 46 active outputs RANK 17 NODE 20 --> 38.411755 sigma out 46 active outputs RANK 18 NODE 19 --> 38.199692 sigma out 46 active outputs RANK 19 NODE 13 --> 36.622925 sigma out 46 active outputs RANK 20 NODE 23 --> 34.723339 sigma out 46 active outputs RANK 21 NODE 28 --> 34.442703 sigma out 46 active outputs RANK 22 NODE 25 --> 33.665112 sigma out 46 active outputs RANK 23 NODE 26 --> 33.466370 sigma out 46 active outputs RANK 24 NODE 22 --> 33.149464 sigma out 46 active outputs RANK 25 NODE 30 --> 33.131161 sigma out 46 active outputs RANK 26 NODE 24 --> 32.889858 sigma out 46 active outputs RANK 27 NODE 27 --> 28.830135 sigma out 46 active outputs RANK 28 NODE 39 --> 25.304197 sigma out 46 active outputs RANK 29 NODE 33 --> 25.170145 sigma out 46 active outputs RANK 30 NODE 32 --> 24.502129 sigma out 46 active outputs RANK 31 NODE 37 --> 24.106434 sigma out 46 active outputs RANK 32 NODE 36 --> 20.752533 sigma out 46 active outputs RANK 33 NODE 17 --> 19.422596 sigma out 46 active outputs RANK 34 NODE 31 --> 18.530449 sigma out 46 active outputs RANK 35 NODE 29 --> 18.240648 sigma out 46 active outputs RANK 36 NODE 43 --> 17.802107 sigma out 46 active outputs RANK 37 NODE 35 --> 17.514511 sigma out 46 active outputs RANK 38 NODE 34 --> 14.977989 sigma out 46 active outputs RANK 39 NODE 38 --> 14.709002 sigma out 46 active outputs RANK 40 NODE 41 --> 14.565520 sigma out 46 active outputs RANK 41 NODE 40 --> 13.903219 sigma out 46 active outputs RANK 42 NODE 16 --> 12.491032 sigma out 46 active outputs RANK 43 NODE 44 --> 12.184382 sigma out 46 active outputs RANK 44 NODE 46 --> 10.405700 sigma out 46 active outputs RANK 45 NODE 42 --> 9.8961716 sigma out 46 active outputs RANK 46 NODE 45 --> 6.1016049 sigma out 46 active outputs RANK 47 NODE 47 --> 3.1379616 sigma out 46 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 38 --> 192.17139 sigma in 47 act. ( 115.78371 sig out 1 act.) RANK 2 NODE 46 --> 160.47362 sigma in 47 act. ( 126.57619 sig out 1 act.) RANK 3 NODE 21 --> 131.87851 sigma in 47 act. ( 114.43253 sig out 1 act.) RANK 4 NODE 12 --> 119.21568 sigma in 47 act. ( 112.42776 sig out 1 act.) RANK 5 NODE 35 --> 112.22245 sigma in 47 act. ( 82.828690 sig out 1 act.) RANK 6 NODE 40 --> 92.387291 sigma in 47 act. ( 73.581100 sig out 1 act.) RANK 7 NODE 22 --> 92.214539 sigma in 47 act. ( 81.942055 sig out 1 act.) RANK 8 NODE 19 --> 85.311104 sigma in 47 act. ( 63.829994 sig out 1 act.) RANK 9 NODE 26 --> 81.940819 sigma in 47 act. ( 62.967373 sig out 1 act.) RANK 10 NODE 45 --> 65.423660 sigma in 47 act. ( 43.891640 sig out 1 act.) RANK 11 NODE 37 --> 62.037594 sigma in 47 act. ( 52.252068 sig out 1 act.) RANK 12 NODE 3 --> 57.013103 sigma in 47 act. ( 52.531116 sig out 1 act.) RANK 13 NODE 20 --> 55.997494 sigma in 47 act. ( 54.201744 sig out 1 act.) RANK 14 NODE 36 --> 49.498760 sigma in 47 act. ( 49.418278 sig out 1 act.) RANK 15 NODE 6 --> 47.731400 sigma in 47 act. ( 36.375561 sig out 1 act.) RANK 16 NODE 24 --> 45.564278 sigma in 47 act. ( 36.569523 sig out 1 act.) RANK 17 NODE 11 --> 43.699486 sigma in 47 act. ( 40.550095 sig out 1 act.) RANK 18 NODE 39 --> 42.849018 sigma in 47 act. ( 43.745930 sig out 1 act.) RANK 19 NODE 25 --> 38.548794 sigma in 47 act. ( 34.102203 sig out 1 act.) RANK 20 NODE 17 --> 37.551838 sigma in 47 act. ( 43.434895 sig out 1 act.) RANK 21 NODE 15 --> 35.273891 sigma in 47 act. ( 41.139477 sig out 1 act.) RANK 22 NODE 9 --> 33.189156 sigma in 47 act. ( 32.669243 sig out 1 act.) RANK 23 NODE 2 --> 31.883812 sigma in 47 act. ( 29.894384 sig out 1 act.) RANK 24 NODE 18 --> 26.240755 sigma in 47 act. ( 26.740503 sig out 1 act.) RANK 25 NODE 32 --> 25.934189 sigma in 47 act. ( 22.034369 sig out 1 act.) RANK 26 NODE 29 --> 25.306290 sigma in 47 act. ( 27.919487 sig out 1 act.) RANK 27 NODE 42 --> 24.129499 sigma in 47 act. ( 23.261490 sig out 1 act.) RANK 28 NODE 10 --> 22.034000 sigma in 47 act. ( 19.905514 sig out 1 act.) RANK 29 NODE 31 --> 16.564432 sigma in 47 act. ( 17.229286 sig out 1 act.) RANK 30 NODE 8 --> 14.883467 sigma in 47 act. ( 12.307218 sig out 1 act.) RANK 31 NODE 7 --> 13.805512 sigma in 47 act. ( 11.183831 sig out 1 act.) RANK 32 NODE 33 --> 13.458223 sigma in 47 act. ( 14.044999 sig out 1 act.) RANK 33 NODE 28 --> 13.356817 sigma in 47 act. ( 10.545354 sig out 1 act.) RANK 34 NODE 23 --> 13.008524 sigma in 47 act. ( 10.713332 sig out 1 act.) RANK 35 NODE 14 --> 11.955300 sigma in 47 act. ( 13.239007 sig out 1 act.) RANK 36 NODE 13 --> 10.681694 sigma in 47 act. ( 8.3923035 sig out 1 act.) RANK 37 NODE 4 --> 10.629830 sigma in 47 act. ( 11.353518 sig out 1 act.) RANK 38 NODE 44 --> 8.4724922 sigma in 47 act. ( 9.7447405 sig out 1 act.) RANK 39 NODE 30 --> 7.4653106 sigma in 47 act. ( 4.2290878 sig out 1 act.) RANK 40 NODE 5 --> 6.9569030 sigma in 47 act. ( 3.1993790 sig out 1 act.) RANK 41 NODE 43 --> 6.8962975 sigma in 47 act. ( 2.9874547 sig out 1 act.) RANK 42 NODE 41 --> 6.6884756 sigma in 47 act. ( 2.7017748 sig out 1 act.) RANK 43 NODE 16 --> 6.2321076 sigma in 47 act. ( 2.8587391 sig out 1 act.) RANK 44 NODE 27 --> 6.1127744 sigma in 47 act. ( 1.1598437 sig out 1 act.) RANK 45 NODE 34 --> 5.9984632 sigma in 47 act. ( 3.6704659 sig out 1 act.) RANK 46 NODE 1 --> 4.9515624 sigma in 47 act. ( 2.2498932 sig out 1 act.) sorted by output significance RANK 1 NODE 46 --> 126.57619 sigma out 1 act.( 160.47362 sig in 47 act.) RANK 2 NODE 38 --> 115.78371 sigma out 1 act.( 192.17139 sig in 47 act.) RANK 3 NODE 21 --> 114.43253 sigma out 1 act.( 131.87851 sig in 47 act.) RANK 4 NODE 12 --> 112.42776 sigma out 1 act.( 119.21568 sig in 47 act.) RANK 5 NODE 35 --> 82.828690 sigma out 1 act.( 112.22245 sig in 47 act.) RANK 6 NODE 22 --> 81.942055 sigma out 1 act.( 92.214539 sig in 47 act.) RANK 7 NODE 40 --> 73.581100 sigma out 1 act.( 92.387291 sig in 47 act.) RANK 8 NODE 19 --> 63.829994 sigma out 1 act.( 85.311104 sig in 47 act.) RANK 9 NODE 26 --> 62.967373 sigma out 1 act.( 81.940819 sig in 47 act.) RANK 10 NODE 20 --> 54.201744 sigma out 1 act.( 55.997494 sig in 47 act.) RANK 11 NODE 3 --> 52.531116 sigma out 1 act.( 57.013103 sig in 47 act.) RANK 12 NODE 37 --> 52.252068 sigma out 1 act.( 62.037594 sig in 47 act.) RANK 13 NODE 36 --> 49.418278 sigma out 1 act.( 49.498760 sig in 47 act.) RANK 14 NODE 45 --> 43.891640 sigma out 1 act.( 65.423660 sig in 47 act.) RANK 15 NODE 39 --> 43.745930 sigma out 1 act.( 42.849018 sig in 47 act.) RANK 16 NODE 17 --> 43.434895 sigma out 1 act.( 37.551838 sig in 47 act.) RANK 17 NODE 15 --> 41.139477 sigma out 1 act.( 35.273891 sig in 47 act.) RANK 18 NODE 11 --> 40.550095 sigma out 1 act.( 43.699486 sig in 47 act.) RANK 19 NODE 24 --> 36.569523 sigma out 1 act.( 45.564278 sig in 47 act.) RANK 20 NODE 6 --> 36.375561 sigma out 1 act.( 47.731400 sig in 47 act.) RANK 21 NODE 25 --> 34.102203 sigma out 1 act.( 38.548794 sig in 47 act.) RANK 22 NODE 9 --> 32.669243 sigma out 1 act.( 33.189156 sig in 47 act.) RANK 23 NODE 2 --> 29.894384 sigma out 1 act.( 31.883812 sig in 47 act.) RANK 24 NODE 29 --> 27.919487 sigma out 1 act.( 25.306290 sig in 47 act.) RANK 25 NODE 18 --> 26.740503 sigma out 1 act.( 26.240755 sig in 47 act.) RANK 26 NODE 42 --> 23.261490 sigma out 1 act.( 24.129499 sig in 47 act.) RANK 27 NODE 32 --> 22.034369 sigma out 1 act.( 25.934189 sig in 47 act.) RANK 28 NODE 10 --> 19.905514 sigma out 1 act.( 22.034000 sig in 47 act.) RANK 29 NODE 31 --> 17.229286 sigma out 1 act.( 16.564432 sig in 47 act.) RANK 30 NODE 33 --> 14.044999 sigma out 1 act.( 13.458223 sig in 47 act.) RANK 31 NODE 14 --> 13.239007 sigma out 1 act.( 11.955300 sig in 47 act.) RANK 32 NODE 8 --> 12.307218 sigma out 1 act.( 14.883467 sig in 47 act.) RANK 33 NODE 4 --> 11.353518 sigma out 1 act.( 10.629830 sig in 47 act.) RANK 34 NODE 7 --> 11.183831 sigma out 1 act.( 13.805512 sig in 47 act.) RANK 35 NODE 23 --> 10.713332 sigma out 1 act.( 13.008524 sig in 47 act.) RANK 36 NODE 28 --> 10.545354 sigma out 1 act.( 13.356817 sig in 47 act.) RANK 37 NODE 44 --> 9.7447405 sigma out 1 act.( 8.4724922 sig in 47 act.) RANK 38 NODE 13 --> 8.3923035 sigma out 1 act.( 10.681694 sig in 47 act.) RANK 39 NODE 30 --> 4.2290878 sigma out 1 act.( 7.4653106 sig in 47 act.) RANK 40 NODE 34 --> 3.6704659 sigma out 1 act.( 5.9984632 sig in 47 act.) RANK 41 NODE 5 --> 3.1993790 sigma out 1 act.( 6.9569030 sig in 47 act.) RANK 42 NODE 43 --> 2.9874547 sigma out 1 act.( 6.8962975 sig in 47 act.) RANK 43 NODE 16 --> 2.8587391 sigma out 1 act.( 6.2321076 sig in 47 act.) RANK 44 NODE 41 --> 2.7017748 sigma out 1 act.( 6.6884756 sig in 47 act.) RANK 45 NODE 1 --> 2.2498932 sigma out 1 act.( 4.9515624 sig in 47 act.) RANK 46 NODE 27 --> 1.1598437 sigma out 1 act.( 6.1127744 sig in 47 act.) RANK 1 NODE 1 --> 335.20795 sigma in 46 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.50245446 *** contribution from regularisation: 9.24644468E-04 *** contribution from error: -0.50337911 *** contribution from DIAG: 6.89243143E-06 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.55118603 *** contribution from regularisation: 3.30529991E-03 *** contribution from error: -0.55449134 *** contribution from DIAG: 1.27025327E-04 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.55420458 *** contribution from regularisation: 2.29422678E-03 *** contribution from error: -0.55649883 *** contribution from DIAG: 1.91327126E-04 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.55442351 *** contribution from regularisation: 2.78006704E-03 *** contribution from error: -0.55720359 *** contribution from DIAG: 1.99671224E-04 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.55489564 *** contribution from regularisation: 2.64139054E-03 *** contribution from error: -0.55753702 *** contribution from DIAG: 2.17908091E-04 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.55507207 *** contribution from regularisation: 2.69106822E-03 *** contribution from error: -0.55776316 *** contribution from DIAG: 2.23563649E-04 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.55526590 *** contribution from regularisation: 2.66940636E-03 *** contribution from error: -0.55793530 *** contribution from DIAG: 2.29254059E-04 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.55539179 *** contribution from regularisation: 2.67965719E-03 *** contribution from error: -0.55807143 *** contribution from DIAG: 2.43619361E-04 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.55550903 *** contribution from regularisation: 2.67330371E-03 *** contribution from error: -0.55818236 *** contribution from DIAG: 2.48663622E-04 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 276.05096 sigma out 46 active outputs RANK 2 NODE 7 --> 172.33951 sigma out 46 active outputs RANK 3 NODE 2 --> 107.24066 sigma out 46 active outputs RANK 4 NODE 3 --> 92.900223 sigma out 46 active outputs RANK 5 NODE 6 --> 82.536346 sigma out 46 active outputs RANK 6 NODE 5 --> 82.505936 sigma out 46 active outputs RANK 7 NODE 4 --> 70.824677 sigma out 46 active outputs RANK 8 NODE 9 --> 62.077099 sigma out 46 active outputs RANK 9 NODE 10 --> 60.992367 sigma out 46 active outputs RANK 10 NODE 8 --> 58.077362 sigma out 46 active outputs RANK 11 NODE 12 --> 50.005821 sigma out 46 active outputs RANK 12 NODE 11 --> 48.408493 sigma out 46 active outputs RANK 13 NODE 21 --> 47.906490 sigma out 46 active outputs RANK 14 NODE 18 --> 46.132450 sigma out 46 active outputs RANK 15 NODE 14 --> 45.710007 sigma out 46 active outputs RANK 16 NODE 15 --> 39.846157 sigma out 46 active outputs RANK 17 NODE 20 --> 39.700325 sigma out 46 active outputs RANK 18 NODE 19 --> 38.880875 sigma out 46 active outputs RANK 19 NODE 13 --> 38.576290 sigma out 46 active outputs RANK 20 NODE 28 --> 37.515705 sigma out 46 active outputs RANK 21 NODE 25 --> 35.690468 sigma out 46 active outputs RANK 22 NODE 26 --> 34.943832 sigma out 46 active outputs RANK 23 NODE 30 --> 34.831329 sigma out 46 active outputs RANK 24 NODE 23 --> 34.651978 sigma out 46 active outputs RANK 25 NODE 22 --> 34.343739 sigma out 46 active outputs RANK 26 NODE 24 --> 34.094906 sigma out 46 active outputs RANK 27 NODE 27 --> 30.928209 sigma out 46 active outputs RANK 28 NODE 33 --> 27.156176 sigma out 46 active outputs RANK 29 NODE 39 --> 27.022099 sigma out 46 active outputs RANK 30 NODE 37 --> 26.988705 sigma out 46 active outputs RANK 31 NODE 43 --> 26.294535 sigma out 46 active outputs RANK 32 NODE 32 --> 26.232779 sigma out 46 active outputs RANK 33 NODE 36 --> 22.596031 sigma out 46 active outputs RANK 34 NODE 35 --> 21.419636 sigma out 46 active outputs RANK 35 NODE 29 --> 20.919146 sigma out 46 active outputs RANK 36 NODE 17 --> 20.884777 sigma out 46 active outputs RANK 37 NODE 31 --> 20.291283 sigma out 46 active outputs RANK 38 NODE 38 --> 17.394058 sigma out 46 active outputs RANK 39 NODE 34 --> 16.902454 sigma out 46 active outputs RANK 40 NODE 41 --> 16.794580 sigma out 46 active outputs RANK 41 NODE 40 --> 16.787329 sigma out 46 active outputs RANK 42 NODE 46 --> 16.637869 sigma out 46 active outputs RANK 43 NODE 44 --> 14.033590 sigma out 46 active outputs RANK 44 NODE 42 --> 13.681206 sigma out 46 active outputs RANK 45 NODE 16 --> 13.180807 sigma out 46 active outputs RANK 46 NODE 45 --> 10.222806 sigma out 46 active outputs RANK 47 NODE 47 --> 6.2673974 sigma out 46 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 38 --> 200.00555 sigma in 47 act. ( 118.08505 sig out 1 act.) RANK 2 NODE 46 --> 163.04991 sigma in 47 act. ( 129.98996 sig out 1 act.) RANK 3 NODE 21 --> 134.42017 sigma in 47 act. ( 117.23842 sig out 1 act.) RANK 4 NODE 12 --> 123.45994 sigma in 47 act. ( 113.17881 sig out 1 act.) RANK 5 NODE 35 --> 116.78226 sigma in 47 act. ( 83.951065 sig out 1 act.) RANK 6 NODE 40 --> 99.110245 sigma in 47 act. ( 76.000793 sig out 1 act.) RANK 7 NODE 22 --> 96.620041 sigma in 47 act. ( 83.708481 sig out 1 act.) RANK 8 NODE 19 --> 91.052597 sigma in 47 act. ( 67.286972 sig out 1 act.) RANK 9 NODE 26 --> 85.423088 sigma in 47 act. ( 64.148743 sig out 1 act.) RANK 10 NODE 45 --> 68.896179 sigma in 47 act. ( 45.065186 sig out 1 act.) RANK 11 NODE 37 --> 65.925690 sigma in 47 act. ( 54.081722 sig out 1 act.) RANK 12 NODE 20 --> 59.659714 sigma in 47 act. ( 56.224983 sig out 1 act.) RANK 13 NODE 3 --> 58.659801 sigma in 47 act. ( 50.395920 sig out 1 act.) RANK 14 NODE 36 --> 52.195919 sigma in 47 act. ( 50.598160 sig out 1 act.) RANK 15 NODE 6 --> 51.073616 sigma in 47 act. ( 38.260384 sig out 1 act.) RANK 16 NODE 24 --> 47.947220 sigma in 47 act. ( 37.410839 sig out 1 act.) RANK 17 NODE 11 --> 47.216923 sigma in 47 act. ( 41.759731 sig out 1 act.) RANK 18 NODE 39 --> 46.391323 sigma in 47 act. ( 47.370720 sig out 1 act.) RANK 19 NODE 25 --> 42.578644 sigma in 47 act. ( 35.117714 sig out 1 act.) RANK 20 NODE 17 --> 37.870361 sigma in 47 act. ( 41.153084 sig out 1 act.) RANK 21 NODE 15 --> 36.360081 sigma in 47 act. ( 40.639225 sig out 1 act.) RANK 22 NODE 9 --> 35.620026 sigma in 47 act. ( 33.965778 sig out 1 act.) RANK 23 NODE 2 --> 35.251785 sigma in 47 act. ( 30.355894 sig out 1 act.) RANK 24 NODE 18 --> 29.446589 sigma in 47 act. ( 27.465872 sig out 1 act.) RANK 25 NODE 29 --> 28.387568 sigma in 47 act. ( 29.463617 sig out 1 act.) RANK 26 NODE 32 --> 28.142235 sigma in 47 act. ( 22.679771 sig out 1 act.) RANK 27 NODE 42 --> 28.106117 sigma in 47 act. ( 24.528652 sig out 1 act.) RANK 28 NODE 10 --> 25.477852 sigma in 47 act. ( 20.752748 sig out 1 act.) RANK 29 NODE 31 --> 19.592241 sigma in 47 act. ( 17.487610 sig out 1 act.) RANK 30 NODE 8 --> 17.811163 sigma in 47 act. ( 13.380754 sig out 1 act.) RANK 31 NODE 33 --> 17.738106 sigma in 47 act. ( 15.674140 sig out 1 act.) RANK 32 NODE 7 --> 16.334064 sigma in 47 act. ( 11.413536 sig out 1 act.) RANK 33 NODE 28 --> 16.228647 sigma in 47 act. ( 10.800772 sig out 1 act.) RANK 34 NODE 23 --> 15.993559 sigma in 47 act. ( 10.902775 sig out 1 act.) RANK 35 NODE 13 --> 14.168573 sigma in 47 act. ( 8.8080921 sig out 1 act.) RANK 36 NODE 14 --> 13.966942 sigma in 47 act. ( 11.850436 sig out 1 act.) RANK 37 NODE 4 --> 13.551175 sigma in 47 act. ( 12.751450 sig out 1 act.) RANK 38 NODE 44 --> 12.886363 sigma in 47 act. ( 12.546771 sig out 1 act.) RANK 39 NODE 30 --> 11.351887 sigma in 47 act. ( 4.7075644 sig out 1 act.) RANK 40 NODE 43 --> 10.737762 sigma in 47 act. ( 3.2494266 sig out 1 act.) RANK 41 NODE 5 --> 10.608322 sigma in 47 act. ( 4.0270653 sig out 1 act.) RANK 42 NODE 41 --> 10.334249 sigma in 47 act. ( 2.5887563 sig out 1 act.) RANK 43 NODE 27 --> 9.7583246 sigma in 47 act. ( 1.4635819 sig out 1 act.) RANK 44 NODE 34 --> 9.4566498 sigma in 47 act. ( 4.6307755 sig out 1 act.) RANK 45 NODE 1 --> 8.8770180 sigma in 47 act. ( 3.8121934 sig out 1 act.) RANK 46 NODE 16 --> 8.1465893 sigma in 47 act. ( 1.7868992 sig out 1 act.) sorted by output significance RANK 1 NODE 46 --> 129.98996 sigma out 1 act.( 163.04991 sig in 47 act.) RANK 2 NODE 38 --> 118.08505 sigma out 1 act.( 200.00555 sig in 47 act.) RANK 3 NODE 21 --> 117.23842 sigma out 1 act.( 134.42017 sig in 47 act.) RANK 4 NODE 12 --> 113.17881 sigma out 1 act.( 123.45994 sig in 47 act.) RANK 5 NODE 35 --> 83.951065 sigma out 1 act.( 116.78226 sig in 47 act.) RANK 6 NODE 22 --> 83.708481 sigma out 1 act.( 96.620041 sig in 47 act.) RANK 7 NODE 40 --> 76.000793 sigma out 1 act.( 99.110245 sig in 47 act.) RANK 8 NODE 19 --> 67.286972 sigma out 1 act.( 91.052597 sig in 47 act.) RANK 9 NODE 26 --> 64.148743 sigma out 1 act.( 85.423088 sig in 47 act.) RANK 10 NODE 20 --> 56.224983 sigma out 1 act.( 59.659714 sig in 47 act.) RANK 11 NODE 37 --> 54.081722 sigma out 1 act.( 65.925690 sig in 47 act.) RANK 12 NODE 36 --> 50.598160 sigma out 1 act.( 52.195919 sig in 47 act.) RANK 13 NODE 3 --> 50.395920 sigma out 1 act.( 58.659801 sig in 47 act.) RANK 14 NODE 39 --> 47.370720 sigma out 1 act.( 46.391323 sig in 47 act.) RANK 15 NODE 45 --> 45.065186 sigma out 1 act.( 68.896179 sig in 47 act.) RANK 16 NODE 11 --> 41.759731 sigma out 1 act.( 47.216923 sig in 47 act.) RANK 17 NODE 17 --> 41.153084 sigma out 1 act.( 37.870361 sig in 47 act.) RANK 18 NODE 15 --> 40.639225 sigma out 1 act.( 36.360081 sig in 47 act.) RANK 19 NODE 6 --> 38.260384 sigma out 1 act.( 51.073616 sig in 47 act.) RANK 20 NODE 24 --> 37.410839 sigma out 1 act.( 47.947220 sig in 47 act.) RANK 21 NODE 25 --> 35.117714 sigma out 1 act.( 42.578644 sig in 47 act.) RANK 22 NODE 9 --> 33.965778 sigma out 1 act.( 35.620026 sig in 47 act.) RANK 23 NODE 2 --> 30.355894 sigma out 1 act.( 35.251785 sig in 47 act.) RANK 24 NODE 29 --> 29.463617 sigma out 1 act.( 28.387568 sig in 47 act.) RANK 25 NODE 18 --> 27.465872 sigma out 1 act.( 29.446589 sig in 47 act.) RANK 26 NODE 42 --> 24.528652 sigma out 1 act.( 28.106117 sig in 47 act.) RANK 27 NODE 32 --> 22.679771 sigma out 1 act.( 28.142235 sig in 47 act.) RANK 28 NODE 10 --> 20.752748 sigma out 1 act.( 25.477852 sig in 47 act.) RANK 29 NODE 31 --> 17.487610 sigma out 1 act.( 19.592241 sig in 47 act.) RANK 30 NODE 33 --> 15.674140 sigma out 1 act.( 17.738106 sig in 47 act.) RANK 31 NODE 8 --> 13.380754 sigma out 1 act.( 17.811163 sig in 47 act.) RANK 32 NODE 4 --> 12.751450 sigma out 1 act.( 13.551175 sig in 47 act.) RANK 33 NODE 44 --> 12.546771 sigma out 1 act.( 12.886363 sig in 47 act.) RANK 34 NODE 14 --> 11.850436 sigma out 1 act.( 13.966942 sig in 47 act.) RANK 35 NODE 7 --> 11.413536 sigma out 1 act.( 16.334064 sig in 47 act.) RANK 36 NODE 23 --> 10.902775 sigma out 1 act.( 15.993559 sig in 47 act.) RANK 37 NODE 28 --> 10.800772 sigma out 1 act.( 16.228647 sig in 47 act.) RANK 38 NODE 13 --> 8.8080921 sigma out 1 act.( 14.168573 sig in 47 act.) RANK 39 NODE 30 --> 4.7075644 sigma out 1 act.( 11.351887 sig in 47 act.) RANK 40 NODE 34 --> 4.6307755 sigma out 1 act.( 9.4566498 sig in 47 act.) RANK 41 NODE 5 --> 4.0270653 sigma out 1 act.( 10.608322 sig in 47 act.) RANK 42 NODE 1 --> 3.8121934 sigma out 1 act.( 8.8770180 sig in 47 act.) RANK 43 NODE 43 --> 3.2494266 sigma out 1 act.( 10.737762 sig in 47 act.) RANK 44 NODE 41 --> 2.5887563 sigma out 1 act.( 10.334249 sig in 47 act.) RANK 45 NODE 16 --> 1.7868992 sigma out 1 act.( 8.1465893 sig in 47 act.) RANK 46 NODE 27 --> 1.4635819 sigma out 1 act.( 9.7583246 sig in 47 act.) RANK 1 NODE 1 --> 342.77045 sigma in 46 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.55560839 *** contribution from regularisation: 2.67221266E-03 *** contribution from error: -0.55828059 *** contribution from DIAG: 2.52617581E-04 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.55569816 *** contribution from regularisation: 2.67515751E-03 *** contribution from error: -0.55837333 *** contribution from DIAG: 2.59124354E-04 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.55578780 *** contribution from regularisation: 2.67294957E-03 *** contribution from error: -0.55846077 *** contribution from DIAG: 2.64234724E-04 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.55588073 *** contribution from regularisation: 2.66687153E-03 *** contribution from error: -0.55854762 *** contribution from DIAG: 2.65953189E-04 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.55596793 *** contribution from regularisation: 2.66819540E-03 *** contribution from error: -0.55863613 *** contribution from DIAG: 2.60572036E-04 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.55605906 *** contribution from regularisation: 2.66681938E-03 *** contribution from error: -0.55872589 *** contribution from DIAG: 2.60262314E-04 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.55614424 *** contribution from regularisation: 2.66708620E-03 *** contribution from error: -0.55881131 *** contribution from DIAG: 2.63022346E-04 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.55624068 *** contribution from regularisation: 2.65994645E-03 *** contribution from error: -0.55890059 *** contribution from DIAG: 2.67187366E-04 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.55632621 *** contribution from regularisation: 2.66339956E-03 *** contribution from error: -0.55898958 *** contribution from DIAG: 2.65752256E-04 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.55642825 *** contribution from regularisation: 2.65388517E-03 *** contribution from error: -0.55908215 *** contribution from DIAG: 2.68396136E-04 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 274.98550 sigma out 46 active outputs RANK 2 NODE 7 --> 169.19421 sigma out 46 active outputs RANK 3 NODE 2 --> 105.48682 sigma out 46 active outputs RANK 4 NODE 3 --> 94.108147 sigma out 46 active outputs RANK 5 NODE 5 --> 82.685371 sigma out 46 active outputs RANK 6 NODE 6 --> 82.370583 sigma out 46 active outputs RANK 7 NODE 4 --> 69.841515 sigma out 46 active outputs RANK 8 NODE 9 --> 60.544678 sigma out 46 active outputs RANK 9 NODE 10 --> 60.180046 sigma out 46 active outputs RANK 10 NODE 8 --> 58.358929 sigma out 46 active outputs RANK 11 NODE 12 --> 49.817593 sigma out 46 active outputs RANK 12 NODE 11 --> 48.312027 sigma out 46 active outputs RANK 13 NODE 21 --> 47.099133 sigma out 46 active outputs RANK 14 NODE 18 --> 45.028172 sigma out 46 active outputs RANK 15 NODE 14 --> 44.615719 sigma out 46 active outputs RANK 16 NODE 15 --> 38.640209 sigma out 46 active outputs RANK 17 NODE 20 --> 38.436222 sigma out 46 active outputs RANK 18 NODE 19 --> 37.644489 sigma out 46 active outputs RANK 19 NODE 13 --> 37.359833 sigma out 46 active outputs RANK 20 NODE 28 --> 36.695698 sigma out 46 active outputs RANK 21 NODE 25 --> 35.028488 sigma out 46 active outputs RANK 22 NODE 26 --> 34.463177 sigma out 46 active outputs RANK 23 NODE 30 --> 34.134472 sigma out 46 active outputs RANK 24 NODE 22 --> 33.880283 sigma out 46 active outputs RANK 25 NODE 23 --> 33.255062 sigma out 46 active outputs RANK 26 NODE 24 --> 33.037548 sigma out 46 active outputs RANK 27 NODE 27 --> 30.621000 sigma out 46 active outputs RANK 28 NODE 43 --> 27.335789 sigma out 46 active outputs RANK 29 NODE 37 --> 27.048264 sigma out 46 active outputs RANK 30 NODE 33 --> 26.633438 sigma out 46 active outputs RANK 31 NODE 39 --> 26.415380 sigma out 46 active outputs RANK 32 NODE 32 --> 25.648478 sigma out 46 active outputs RANK 33 NODE 36 --> 22.029400 sigma out 46 active outputs RANK 34 NODE 35 --> 21.167318 sigma out 46 active outputs RANK 35 NODE 17 --> 20.794195 sigma out 46 active outputs RANK 36 NODE 29 --> 20.241903 sigma out 46 active outputs RANK 37 NODE 31 --> 19.190016 sigma out 46 active outputs RANK 38 NODE 46 --> 17.140081 sigma out 46 active outputs RANK 39 NODE 38 --> 17.122063 sigma out 46 active outputs RANK 40 NODE 40 --> 16.461578 sigma out 46 active outputs RANK 41 NODE 34 --> 16.355816 sigma out 46 active outputs RANK 42 NODE 41 --> 16.345264 sigma out 46 active outputs RANK 43 NODE 44 --> 13.570902 sigma out 46 active outputs RANK 44 NODE 42 --> 13.486876 sigma out 46 active outputs RANK 45 NODE 16 --> 12.744310 sigma out 46 active outputs RANK 46 NODE 45 --> 10.397492 sigma out 46 active outputs RANK 47 NODE 47 --> 5.9486518 sigma out 46 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 38 --> 197.60786 sigma in 47 act. ( 117.08233 sig out 1 act.) RANK 2 NODE 46 --> 161.06735 sigma in 47 act. ( 129.77019 sig out 1 act.) RANK 3 NODE 21 --> 133.01834 sigma in 47 act. ( 117.26501 sig out 1 act.) RANK 4 NODE 12 --> 122.40398 sigma in 47 act. ( 113.75456 sig out 1 act.) RANK 5 NODE 35 --> 115.45725 sigma in 47 act. ( 82.801048 sig out 1 act.) RANK 6 NODE 40 --> 98.400909 sigma in 47 act. ( 75.808891 sig out 1 act.) RANK 7 NODE 22 --> 96.106728 sigma in 47 act. ( 83.589165 sig out 1 act.) RANK 8 NODE 19 --> 90.488518 sigma in 47 act. ( 67.224487 sig out 1 act.) RANK 9 NODE 26 --> 84.142868 sigma in 47 act. ( 63.105247 sig out 1 act.) RANK 10 NODE 45 --> 67.304382 sigma in 47 act. ( 43.950039 sig out 1 act.) RANK 11 NODE 37 --> 65.820015 sigma in 47 act. ( 54.131683 sig out 1 act.) RANK 12 NODE 3 --> 59.338806 sigma in 47 act. ( 49.370461 sig out 1 act.) RANK 13 NODE 20 --> 59.266232 sigma in 47 act. ( 56.009583 sig out 1 act.) RANK 14 NODE 36 --> 52.164089 sigma in 47 act. ( 50.755077 sig out 1 act.) RANK 15 NODE 6 --> 50.575958 sigma in 47 act. ( 38.041550 sig out 1 act.) RANK 16 NODE 11 --> 47.732479 sigma in 47 act. ( 41.837318 sig out 1 act.) RANK 17 NODE 24 --> 47.132805 sigma in 47 act. ( 36.935169 sig out 1 act.) RANK 18 NODE 39 --> 46.748325 sigma in 47 act. ( 51.697971 sig out 1 act.) RANK 19 NODE 25 --> 42.384670 sigma in 47 act. ( 35.004086 sig out 1 act.) RANK 20 NODE 17 --> 36.415771 sigma in 47 act. ( 39.488285 sig out 1 act.) RANK 21 NODE 15 --> 35.585621 sigma in 47 act. ( 39.894337 sig out 1 act.) RANK 22 NODE 9 --> 35.469372 sigma in 47 act. ( 33.833759 sig out 1 act.) RANK 23 NODE 2 --> 34.943260 sigma in 47 act. ( 29.600168 sig out 1 act.) RANK 24 NODE 42 --> 30.420868 sigma in 47 act. ( 26.652206 sig out 1 act.) RANK 25 NODE 18 --> 30.148046 sigma in 47 act. ( 27.937714 sig out 1 act.) RANK 26 NODE 29 --> 28.803020 sigma in 47 act. ( 32.430408 sig out 1 act.) RANK 27 NODE 32 --> 27.990522 sigma in 47 act. ( 22.483244 sig out 1 act.) RANK 28 NODE 10 --> 25.478432 sigma in 47 act. ( 20.720263 sig out 1 act.) RANK 29 NODE 31 --> 19.433018 sigma in 47 act. ( 17.717976 sig out 1 act.) RANK 30 NODE 33 --> 18.276802 sigma in 47 act. ( 16.783218 sig out 1 act.) RANK 31 NODE 8 --> 17.781265 sigma in 47 act. ( 13.517522 sig out 1 act.) RANK 32 NODE 28 --> 15.748695 sigma in 47 act. ( 10.519139 sig out 1 act.) RANK 33 NODE 7 --> 15.680483 sigma in 47 act. ( 11.241374 sig out 1 act.) RANK 34 NODE 44 --> 15.519943 sigma in 47 act. ( 18.344969 sig out 1 act.) RANK 35 NODE 23 --> 14.981198 sigma in 47 act. ( 10.501061 sig out 1 act.) RANK 36 NODE 4 --> 14.001280 sigma in 47 act. ( 14.168512 sig out 1 act.) RANK 37 NODE 13 --> 13.794970 sigma in 47 act. ( 9.1721630 sig out 1 act.) RANK 38 NODE 14 --> 13.483537 sigma in 47 act. ( 11.530334 sig out 1 act.) RANK 39 NODE 30 --> 10.166259 sigma in 47 act. ( 4.2404523 sig out 1 act.) RANK 40 NODE 5 --> 9.9599800 sigma in 47 act. ( 4.9836273 sig out 1 act.) RANK 41 NODE 43 --> 9.6854286 sigma in 47 act. ( 3.5105665 sig out 1 act.) RANK 42 NODE 41 --> 9.2224503 sigma in 47 act. ( 2.8250961 sig out 1 act.) RANK 43 NODE 34 --> 8.9899406 sigma in 47 act. ( 5.0616560 sig out 1 act.) RANK 44 NODE 27 --> 8.4751215 sigma in 47 act. ( 1.3588943 sig out 1 act.) RANK 45 NODE 1 --> 8.3303080 sigma in 47 act. ( 3.8523006 sig out 1 act.) RANK 46 NODE 16 --> 6.9225249 sigma in 47 act. ( 1.4111488 sig out 1 act.) sorted by output significance RANK 1 NODE 46 --> 129.77019 sigma out 1 act.( 161.06735 sig in 47 act.) RANK 2 NODE 21 --> 117.26501 sigma out 1 act.( 133.01834 sig in 47 act.) RANK 3 NODE 38 --> 117.08233 sigma out 1 act.( 197.60786 sig in 47 act.) RANK 4 NODE 12 --> 113.75456 sigma out 1 act.( 122.40398 sig in 47 act.) RANK 5 NODE 22 --> 83.589165 sigma out 1 act.( 96.106728 sig in 47 act.) RANK 6 NODE 35 --> 82.801048 sigma out 1 act.( 115.45725 sig in 47 act.) RANK 7 NODE 40 --> 75.808891 sigma out 1 act.( 98.400909 sig in 47 act.) RANK 8 NODE 19 --> 67.224487 sigma out 1 act.( 90.488518 sig in 47 act.) RANK 9 NODE 26 --> 63.105247 sigma out 1 act.( 84.142868 sig in 47 act.) RANK 10 NODE 20 --> 56.009583 sigma out 1 act.( 59.266232 sig in 47 act.) RANK 11 NODE 37 --> 54.131683 sigma out 1 act.( 65.820015 sig in 47 act.) RANK 12 NODE 39 --> 51.697971 sigma out 1 act.( 46.748325 sig in 47 act.) RANK 13 NODE 36 --> 50.755077 sigma out 1 act.( 52.164089 sig in 47 act.) RANK 14 NODE 3 --> 49.370461 sigma out 1 act.( 59.338806 sig in 47 act.) RANK 15 NODE 45 --> 43.950039 sigma out 1 act.( 67.304382 sig in 47 act.) RANK 16 NODE 11 --> 41.837318 sigma out 1 act.( 47.732479 sig in 47 act.) RANK 17 NODE 15 --> 39.894337 sigma out 1 act.( 35.585621 sig in 47 act.) RANK 18 NODE 17 --> 39.488285 sigma out 1 act.( 36.415771 sig in 47 act.) RANK 19 NODE 6 --> 38.041550 sigma out 1 act.( 50.575958 sig in 47 act.) RANK 20 NODE 24 --> 36.935169 sigma out 1 act.( 47.132805 sig in 47 act.) RANK 21 NODE 25 --> 35.004086 sigma out 1 act.( 42.384670 sig in 47 act.) RANK 22 NODE 9 --> 33.833759 sigma out 1 act.( 35.469372 sig in 47 act.) RANK 23 NODE 29 --> 32.430408 sigma out 1 act.( 28.803020 sig in 47 act.) RANK 24 NODE 2 --> 29.600168 sigma out 1 act.( 34.943260 sig in 47 act.) RANK 25 NODE 18 --> 27.937714 sigma out 1 act.( 30.148046 sig in 47 act.) RANK 26 NODE 42 --> 26.652206 sigma out 1 act.( 30.420868 sig in 47 act.) RANK 27 NODE 32 --> 22.483244 sigma out 1 act.( 27.990522 sig in 47 act.) RANK 28 NODE 10 --> 20.720263 sigma out 1 act.( 25.478432 sig in 47 act.) RANK 29 NODE 44 --> 18.344969 sigma out 1 act.( 15.519943 sig in 47 act.) RANK 30 NODE 31 --> 17.717976 sigma out 1 act.( 19.433018 sig in 47 act.) RANK 31 NODE 33 --> 16.783218 sigma out 1 act.( 18.276802 sig in 47 act.) RANK 32 NODE 4 --> 14.168512 sigma out 1 act.( 14.001280 sig in 47 act.) RANK 33 NODE 8 --> 13.517522 sigma out 1 act.( 17.781265 sig in 47 act.) RANK 34 NODE 14 --> 11.530334 sigma out 1 act.( 13.483537 sig in 47 act.) RANK 35 NODE 7 --> 11.241374 sigma out 1 act.( 15.680483 sig in 47 act.) RANK 36 NODE 28 --> 10.519139 sigma out 1 act.( 15.748695 sig in 47 act.) RANK 37 NODE 23 --> 10.501061 sigma out 1 act.( 14.981198 sig in 47 act.) RANK 38 NODE 13 --> 9.1721630 sigma out 1 act.( 13.794970 sig in 47 act.) RANK 39 NODE 34 --> 5.0616560 sigma out 1 act.( 8.9899406 sig in 47 act.) RANK 40 NODE 5 --> 4.9836273 sigma out 1 act.( 9.9599800 sig in 47 act.) RANK 41 NODE 30 --> 4.2404523 sigma out 1 act.( 10.166259 sig in 47 act.) RANK 42 NODE 1 --> 3.8523006 sigma out 1 act.( 8.3303080 sig in 47 act.) RANK 43 NODE 43 --> 3.5105665 sigma out 1 act.( 9.6854286 sig in 47 act.) RANK 44 NODE 41 --> 2.8250961 sigma out 1 act.( 9.2224503 sig in 47 act.) RANK 45 NODE 16 --> 1.4111488 sigma out 1 act.( 6.9225249 sig in 47 act.) RANK 46 NODE 27 --> 1.3588943 sigma out 1 act.( 8.4751215 sig in 47 act.) RANK 1 NODE 1 --> 342.69528 sigma in 46 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.55650806 *** contribution from regularisation: 2.66441726E-03 *** contribution from error: -0.55917251 *** contribution from DIAG: 2.67450087E-04 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.55661458 *** contribution from regularisation: 2.65480974E-03 *** contribution from error: -0.55926937 *** contribution from DIAG: 2.66662624E-04 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.55669767 *** contribution from regularisation: 2.66124285E-03 *** contribution from error: -0.55935889 *** contribution from DIAG: 2.70540419E-04 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.55677646 *** contribution from regularisation: 2.65668775E-03 *** contribution from error: -0.55943316 *** contribution from DIAG: 2.68097239E-04 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.55682802 *** contribution from regularisation: 2.66274810E-03 *** contribution from error: -0.55949080 *** contribution from DIAG: 2.67170981E-04 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.55688334 *** contribution from regularisation: 2.65693991E-03 *** contribution from error: -0.55954027 *** contribution from DIAG: 2.66603107E-04 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.55691814 *** contribution from regularisation: 2.66523170E-03 *** contribution from error: -0.55958337 *** contribution from DIAG: 2.68775970E-04 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.55696416 *** contribution from regularisation: 2.65893154E-03 *** contribution from error: -0.55962306 *** contribution from DIAG: 2.67190859E-04 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.55700248 *** contribution from regularisation: 2.65592267E-03 *** contribution from error: -0.55965841 *** contribution from DIAG: 2.66634626E-04 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.55703062 *** contribution from regularisation: 2.66048964E-03 *** contribution from error: -0.55969113 *** contribution from DIAG: 2.66977033E-04 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 274.53845 sigma out 46 active outputs RANK 2 NODE 7 --> 168.85356 sigma out 46 active outputs RANK 3 NODE 2 --> 105.22803 sigma out 46 active outputs RANK 4 NODE 3 --> 93.667160 sigma out 46 active outputs RANK 5 NODE 5 --> 83.472885 sigma out 46 active outputs RANK 6 NODE 6 --> 81.659744 sigma out 46 active outputs RANK 7 NODE 4 --> 69.255676 sigma out 46 active outputs RANK 8 NODE 9 --> 60.065895 sigma out 46 active outputs RANK 9 NODE 10 --> 59.688274 sigma out 46 active outputs RANK 10 NODE 8 --> 58.736946 sigma out 46 active outputs RANK 11 NODE 12 --> 50.195187 sigma out 46 active outputs RANK 12 NODE 11 --> 48.366211 sigma out 46 active outputs RANK 13 NODE 21 --> 47.177067 sigma out 46 active outputs RANK 14 NODE 18 --> 44.756935 sigma out 46 active outputs RANK 15 NODE 14 --> 44.477371 sigma out 46 active outputs RANK 16 NODE 15 --> 38.095959 sigma out 46 active outputs RANK 17 NODE 20 --> 37.964127 sigma out 46 active outputs RANK 18 NODE 19 --> 37.091743 sigma out 46 active outputs RANK 19 NODE 13 --> 36.858860 sigma out 46 active outputs RANK 20 NODE 28 --> 36.282661 sigma out 46 active outputs RANK 21 NODE 25 --> 34.896896 sigma out 46 active outputs RANK 22 NODE 26 --> 34.219849 sigma out 46 active outputs RANK 23 NODE 22 --> 33.924450 sigma out 46 active outputs RANK 24 NODE 30 --> 33.737976 sigma out 46 active outputs RANK 25 NODE 24 --> 32.845684 sigma out 46 active outputs RANK 26 NODE 23 --> 32.481285 sigma out 46 active outputs RANK 27 NODE 27 --> 30.387476 sigma out 46 active outputs RANK 28 NODE 43 --> 27.791079 sigma out 46 active outputs RANK 29 NODE 37 --> 27.338257 sigma out 46 active outputs RANK 30 NODE 33 --> 26.411423 sigma out 46 active outputs RANK 31 NODE 39 --> 26.405827 sigma out 46 active outputs RANK 32 NODE 32 --> 25.252733 sigma out 46 active outputs RANK 33 NODE 36 --> 22.163961 sigma out 46 active outputs RANK 34 NODE 35 --> 21.176855 sigma out 46 active outputs RANK 35 NODE 17 --> 21.147133 sigma out 46 active outputs RANK 36 NODE 29 --> 19.740246 sigma out 46 active outputs RANK 37 NODE 31 --> 18.709959 sigma out 46 active outputs RANK 38 NODE 38 --> 17.066170 sigma out 46 active outputs RANK 39 NODE 46 --> 16.876417 sigma out 46 active outputs RANK 40 NODE 40 --> 16.301735 sigma out 46 active outputs RANK 41 NODE 41 --> 16.094357 sigma out 46 active outputs RANK 42 NODE 34 --> 16.000774 sigma out 46 active outputs RANK 43 NODE 42 --> 13.472222 sigma out 46 active outputs RANK 44 NODE 44 --> 13.297612 sigma out 46 active outputs RANK 45 NODE 16 --> 13.134357 sigma out 46 active outputs RANK 46 NODE 45 --> 10.315945 sigma out 46 active outputs RANK 47 NODE 47 --> 5.6368709 sigma out 46 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 38 --> 197.12050 sigma in 47 act. ( 116.01086 sig out 1 act.) RANK 2 NODE 46 --> 160.02544 sigma in 47 act. ( 130.72229 sig out 1 act.) RANK 3 NODE 21 --> 132.55922 sigma in 47 act. ( 117.44859 sig out 1 act.) RANK 4 NODE 12 --> 122.12927 sigma in 47 act. ( 114.16154 sig out 1 act.) RANK 5 NODE 35 --> 114.95021 sigma in 47 act. ( 82.093330 sig out 1 act.) RANK 6 NODE 40 --> 98.222549 sigma in 47 act. ( 75.547897 sig out 1 act.) RANK 7 NODE 22 --> 95.917564 sigma in 47 act. ( 83.369667 sig out 1 act.) RANK 8 NODE 19 --> 90.212265 sigma in 47 act. ( 66.618217 sig out 1 act.) RANK 9 NODE 26 --> 83.781967 sigma in 47 act. ( 62.773838 sig out 1 act.) RANK 10 NODE 45 --> 66.309189 sigma in 47 act. ( 43.576672 sig out 1 act.) RANK 11 NODE 37 --> 65.928101 sigma in 47 act. ( 54.100765 sig out 1 act.) RANK 12 NODE 3 --> 60.001671 sigma in 47 act. ( 49.539429 sig out 1 act.) RANK 13 NODE 20 --> 59.060314 sigma in 47 act. ( 56.116970 sig out 1 act.) RANK 14 NODE 36 --> 52.222004 sigma in 47 act. ( 50.978870 sig out 1 act.) RANK 15 NODE 6 --> 50.216476 sigma in 47 act. ( 37.909637 sig out 1 act.) RANK 16 NODE 11 --> 47.999981 sigma in 47 act. ( 42.131100 sig out 1 act.) RANK 17 NODE 39 --> 47.609894 sigma in 47 act. ( 54.981663 sig out 1 act.) RANK 18 NODE 24 --> 46.613541 sigma in 47 act. ( 36.685463 sig out 1 act.) RANK 19 NODE 25 --> 42.292892 sigma in 47 act. ( 34.697350 sig out 1 act.) RANK 20 NODE 17 --> 35.808636 sigma in 47 act. ( 38.808540 sig out 1 act.) RANK 21 NODE 15 --> 35.320858 sigma in 47 act. ( 39.669323 sig out 1 act.) RANK 22 NODE 9 --> 35.137260 sigma in 47 act. ( 34.124641 sig out 1 act.) RANK 23 NODE 2 --> 34.821232 sigma in 47 act. ( 29.096205 sig out 1 act.) RANK 24 NODE 42 --> 32.113037 sigma in 47 act. ( 28.353539 sig out 1 act.) RANK 25 NODE 18 --> 30.772789 sigma in 47 act. ( 28.114565 sig out 1 act.) RANK 26 NODE 29 --> 29.405207 sigma in 47 act. ( 35.314228 sig out 1 act.) RANK 27 NODE 32 --> 27.942135 sigma in 47 act. ( 22.375244 sig out 1 act.) RANK 28 NODE 10 --> 25.514042 sigma in 47 act. ( 20.626421 sig out 1 act.) RANK 29 NODE 31 --> 19.456358 sigma in 47 act. ( 18.035089 sig out 1 act.) RANK 30 NODE 33 --> 18.437010 sigma in 47 act. ( 17.271210 sig out 1 act.) RANK 31 NODE 44 --> 17.640221 sigma in 47 act. ( 22.237137 sig out 1 act.) RANK 32 NODE 8 --> 17.619579 sigma in 47 act. ( 13.698563 sig out 1 act.) RANK 33 NODE 28 --> 15.542636 sigma in 47 act. ( 10.574561 sig out 1 act.) RANK 34 NODE 7 --> 15.441499 sigma in 47 act. ( 11.258799 sig out 1 act.) RANK 35 NODE 23 --> 14.540440 sigma in 47 act. ( 10.491390 sig out 1 act.) RANK 36 NODE 4 --> 14.278377 sigma in 47 act. ( 14.919497 sig out 1 act.) RANK 37 NODE 13 --> 13.694170 sigma in 47 act. ( 9.4270058 sig out 1 act.) RANK 38 NODE 14 --> 13.386639 sigma in 47 act. ( 11.649399 sig out 1 act.) RANK 39 NODE 5 --> 9.8845358 sigma in 47 act. ( 5.9303126 sig out 1 act.) RANK 40 NODE 30 --> 9.6153631 sigma in 47 act. ( 4.0008068 sig out 1 act.) RANK 41 NODE 43 --> 9.2092285 sigma in 47 act. ( 3.6347003 sig out 1 act.) RANK 42 NODE 41 --> 8.7485485 sigma in 47 act. ( 2.9881871 sig out 1 act.) RANK 43 NODE 34 --> 8.7312851 sigma in 47 act. ( 5.3009491 sig out 1 act.) RANK 44 NODE 1 --> 7.9870453 sigma in 47 act. ( 3.8497396 sig out 1 act.) RANK 45 NODE 27 --> 7.8604813 sigma in 47 act. ( 1.2645255 sig out 1 act.) RANK 46 NODE 16 --> 6.3771152 sigma in 47 act. ( 1.3178722 sig out 1 act.) sorted by output significance RANK 1 NODE 46 --> 130.72229 sigma out 1 act.( 160.02544 sig in 47 act.) RANK 2 NODE 21 --> 117.44859 sigma out 1 act.( 132.55922 sig in 47 act.) RANK 3 NODE 38 --> 116.01086 sigma out 1 act.( 197.12050 sig in 47 act.) RANK 4 NODE 12 --> 114.16154 sigma out 1 act.( 122.12927 sig in 47 act.) RANK 5 NODE 22 --> 83.369667 sigma out 1 act.( 95.917564 sig in 47 act.) RANK 6 NODE 35 --> 82.093330 sigma out 1 act.( 114.95021 sig in 47 act.) RANK 7 NODE 40 --> 75.547897 sigma out 1 act.( 98.222549 sig in 47 act.) RANK 8 NODE 19 --> 66.618217 sigma out 1 act.( 90.212265 sig in 47 act.) RANK 9 NODE 26 --> 62.773838 sigma out 1 act.( 83.781967 sig in 47 act.) RANK 10 NODE 20 --> 56.116970 sigma out 1 act.( 59.060314 sig in 47 act.) RANK 11 NODE 39 --> 54.981663 sigma out 1 act.( 47.609894 sig in 47 act.) RANK 12 NODE 37 --> 54.100765 sigma out 1 act.( 65.928101 sig in 47 act.) RANK 13 NODE 36 --> 50.978870 sigma out 1 act.( 52.222004 sig in 47 act.) RANK 14 NODE 3 --> 49.539429 sigma out 1 act.( 60.001671 sig in 47 act.) RANK 15 NODE 45 --> 43.576672 sigma out 1 act.( 66.309189 sig in 47 act.) RANK 16 NODE 11 --> 42.131100 sigma out 1 act.( 47.999981 sig in 47 act.) RANK 17 NODE 15 --> 39.669323 sigma out 1 act.( 35.320858 sig in 47 act.) RANK 18 NODE 17 --> 38.808540 sigma out 1 act.( 35.808636 sig in 47 act.) RANK 19 NODE 6 --> 37.909637 sigma out 1 act.( 50.216476 sig in 47 act.) RANK 20 NODE 24 --> 36.685463 sigma out 1 act.( 46.613541 sig in 47 act.) RANK 21 NODE 29 --> 35.314228 sigma out 1 act.( 29.405207 sig in 47 act.) RANK 22 NODE 25 --> 34.697350 sigma out 1 act.( 42.292892 sig in 47 act.) RANK 23 NODE 9 --> 34.124641 sigma out 1 act.( 35.137260 sig in 47 act.) RANK 24 NODE 2 --> 29.096205 sigma out 1 act.( 34.821232 sig in 47 act.) RANK 25 NODE 42 --> 28.353539 sigma out 1 act.( 32.113037 sig in 47 act.) RANK 26 NODE 18 --> 28.114565 sigma out 1 act.( 30.772789 sig in 47 act.) RANK 27 NODE 32 --> 22.375244 sigma out 1 act.( 27.942135 sig in 47 act.) RANK 28 NODE 44 --> 22.237137 sigma out 1 act.( 17.640221 sig in 47 act.) RANK 29 NODE 10 --> 20.626421 sigma out 1 act.( 25.514042 sig in 47 act.) RANK 30 NODE 31 --> 18.035089 sigma out 1 act.( 19.456358 sig in 47 act.) RANK 31 NODE 33 --> 17.271210 sigma out 1 act.( 18.437010 sig in 47 act.) RANK 32 NODE 4 --> 14.919497 sigma out 1 act.( 14.278377 sig in 47 act.) RANK 33 NODE 8 --> 13.698563 sigma out 1 act.( 17.619579 sig in 47 act.) RANK 34 NODE 14 --> 11.649399 sigma out 1 act.( 13.386639 sig in 47 act.) RANK 35 NODE 7 --> 11.258799 sigma out 1 act.( 15.441499 sig in 47 act.) RANK 36 NODE 28 --> 10.574561 sigma out 1 act.( 15.542636 sig in 47 act.) RANK 37 NODE 23 --> 10.491390 sigma out 1 act.( 14.540440 sig in 47 act.) RANK 38 NODE 13 --> 9.4270058 sigma out 1 act.( 13.694170 sig in 47 act.) RANK 39 NODE 5 --> 5.9303126 sigma out 1 act.( 9.8845358 sig in 47 act.) RANK 40 NODE 34 --> 5.3009491 sigma out 1 act.( 8.7312851 sig in 47 act.) RANK 41 NODE 30 --> 4.0008068 sigma out 1 act.( 9.6153631 sig in 47 act.) RANK 42 NODE 1 --> 3.8497396 sigma out 1 act.( 7.9870453 sig in 47 act.) RANK 43 NODE 43 --> 3.6347003 sigma out 1 act.( 9.2092285 sig in 47 act.) RANK 44 NODE 41 --> 2.9881871 sigma out 1 act.( 8.7485485 sig in 47 act.) RANK 45 NODE 16 --> 1.3178722 sigma out 1 act.( 6.3771152 sig in 47 act.) RANK 46 NODE 27 --> 1.2645255 sigma out 1 act.( 7.8604813 sig in 47 act.) RANK 1 NODE 1 --> 343.57242 sigma in 46 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.55706191 *** contribution from regularisation: 2.66095996E-03 *** contribution from error: -0.55972290 *** contribution from DIAG: 2.66617222E-04 *********************************************** --------------------------------------------------- Iteration : 31 kill weight from layer 1 knot 45 to knot 30 *********************************************** *** Learn Path 31 *** loss function: -0.55709100 *** contribution from regularisation: 2.66173086E-03 *** contribution from error: -0.55975270 *** contribution from DIAG: 2.66020535E-04 *********************************************** --------------------------------------------------- Iteration : 32 kill weight from layer 1 knot 44 to knot 41 *********************************************** *** Learn Path 32 *** loss function: -0.55712795 *** contribution from regularisation: 2.65482743E-03 *** contribution from error: -0.55978280 *** contribution from DIAG: 2.65373325E-04 *********************************************** --------------------------------------------------- Iteration : 33 kill weight from layer 1 knot 37 to knot 4 *********************************************** *** Learn Path 33 *** loss function: -0.55715317 *** contribution from regularisation: 2.65768287E-03 *** contribution from error: -0.55981088 *** contribution from DIAG: 2.65019480E-04 *********************************************** --------------------------------------------------- Iteration : 34 kill weight from layer 1 knot 42 to knot 8 *********************************************** *** Learn Path 34 *** loss function: -0.55718118 *** contribution from regularisation: 2.65703280E-03 *** contribution from error: -0.55983824 *** contribution from DIAG: 2.64583185E-04 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.55720806 *** contribution from regularisation: 2.65610078E-03 *** contribution from error: -0.55986416 *** contribution from DIAG: 2.65201408E-04 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.55723155 *** contribution from regularisation: 2.65759300E-03 *** contribution from error: -0.55988914 *** contribution from DIAG: 2.64762959E-04 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.55725586 *** contribution from regularisation: 2.65787519E-03 *** contribution from error: -0.55991375 *** contribution from DIAG: 2.64100905E-04 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.55728209 *** contribution from regularisation: 2.65606423E-03 *** contribution from error: -0.55993813 *** contribution from DIAG: 2.63157563E-04 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.55730516 *** contribution from regularisation: 2.65658763E-03 *** contribution from error: -0.55996174 *** contribution from DIAG: 2.61638488E-04 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 272.77414 sigma out 46 active outputs RANK 2 NODE 7 --> 167.25285 sigma out 46 active outputs RANK 3 NODE 2 --> 104.41257 sigma out 46 active outputs RANK 4 NODE 3 --> 93.068771 sigma out 46 active outputs RANK 5 NODE 5 --> 83.380997 sigma out 46 active outputs RANK 6 NODE 6 --> 81.375900 sigma out 46 active outputs RANK 7 NODE 4 --> 68.421059 sigma out 46 active outputs RANK 8 NODE 10 --> 59.406155 sigma out 46 active outputs RANK 9 NODE 9 --> 59.303989 sigma out 46 active outputs RANK 10 NODE 8 --> 58.354916 sigma out 46 active outputs RANK 11 NODE 12 --> 49.659374 sigma out 46 active outputs RANK 12 NODE 11 --> 48.211872 sigma out 46 active outputs RANK 13 NODE 21 --> 47.086205 sigma out 46 active outputs RANK 14 NODE 18 --> 44.395470 sigma out 46 active outputs RANK 15 NODE 14 --> 44.228085 sigma out 46 active outputs RANK 16 NODE 15 --> 37.687332 sigma out 46 active outputs RANK 17 NODE 20 --> 37.506050 sigma out 46 active outputs RANK 18 NODE 19 --> 36.490135 sigma out 46 active outputs RANK 19 NODE 13 --> 36.316761 sigma out 46 active outputs RANK 20 NODE 28 --> 35.991104 sigma out 46 active outputs RANK 21 NODE 25 --> 34.578377 sigma out 46 active outputs RANK 22 NODE 26 --> 33.707413 sigma out 46 active outputs RANK 23 NODE 22 --> 33.631275 sigma out 46 active outputs RANK 24 NODE 30 --> 33.348557 sigma out 46 active outputs RANK 25 NODE 24 --> 32.421379 sigma out 46 active outputs RANK 26 NODE 23 --> 32.301884 sigma out 46 active outputs RANK 27 NODE 27 --> 30.136784 sigma out 46 active outputs RANK 28 NODE 43 --> 28.093941 sigma out 46 active outputs RANK 29 NODE 37 --> 27.328035 sigma out 45 active outputs RANK 30 NODE 33 --> 26.499441 sigma out 46 active outputs RANK 31 NODE 39 --> 26.293301 sigma out 46 active outputs RANK 32 NODE 32 --> 25.059340 sigma out 46 active outputs RANK 33 NODE 36 --> 21.954430 sigma out 46 active outputs RANK 34 NODE 35 --> 20.844284 sigma out 46 active outputs RANK 35 NODE 17 --> 20.452311 sigma out 46 active outputs RANK 36 NODE 29 --> 19.521893 sigma out 46 active outputs RANK 37 NODE 31 --> 18.647490 sigma out 46 active outputs RANK 38 NODE 46 --> 17.036755 sigma out 46 active outputs RANK 39 NODE 38 --> 16.757841 sigma out 46 active outputs RANK 40 NODE 40 --> 16.206766 sigma out 46 active outputs RANK 41 NODE 41 --> 16.003500 sigma out 46 active outputs RANK 42 NODE 34 --> 15.681334 sigma out 46 active outputs RANK 43 NODE 42 --> 13.347522 sigma out 45 active outputs RANK 44 NODE 44 --> 13.245804 sigma out 45 active outputs RANK 45 NODE 16 --> 12.093695 sigma out 46 active outputs RANK 46 NODE 45 --> 10.190197 sigma out 45 active outputs RANK 47 NODE 47 --> 5.7388148 sigma out 46 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 38 --> 195.36620 sigma in 47 act. ( 115.42916 sig out 1 act.) RANK 2 NODE 46 --> 158.85213 sigma in 47 act. ( 129.92876 sig out 1 act.) RANK 3 NODE 21 --> 131.46960 sigma in 47 act. ( 117.27379 sig out 1 act.) RANK 4 NODE 12 --> 121.52494 sigma in 47 act. ( 113.44745 sig out 1 act.) RANK 5 NODE 35 --> 114.05778 sigma in 47 act. ( 81.403023 sig out 1 act.) RANK 6 NODE 40 --> 97.440231 sigma in 47 act. ( 75.187637 sig out 1 act.) RANK 7 NODE 22 --> 95.175850 sigma in 47 act. ( 83.091438 sig out 1 act.) RANK 8 NODE 19 --> 89.351593 sigma in 47 act. ( 66.592789 sig out 1 act.) RANK 9 NODE 26 --> 83.072525 sigma in 47 act. ( 62.209427 sig out 1 act.) RANK 10 NODE 45 --> 65.658432 sigma in 47 act. ( 42.643990 sig out 1 act.) RANK 11 NODE 37 --> 65.413338 sigma in 47 act. ( 54.226086 sig out 1 act.) RANK 12 NODE 3 --> 60.072311 sigma in 47 act. ( 49.319679 sig out 1 act.) RANK 13 NODE 20 --> 58.782475 sigma in 47 act. ( 55.541046 sig out 1 act.) RANK 14 NODE 36 --> 51.887009 sigma in 47 act. ( 50.887360 sig out 1 act.) RANK 15 NODE 6 --> 49.822994 sigma in 47 act. ( 37.402870 sig out 1 act.) RANK 16 NODE 11 --> 47.814518 sigma in 47 act. ( 42.121040 sig out 1 act.) RANK 17 NODE 39 --> 47.565628 sigma in 47 act. ( 56.450581 sig out 1 act.) RANK 18 NODE 24 --> 46.160404 sigma in 47 act. ( 36.336414 sig out 1 act.) RANK 19 NODE 25 --> 41.923756 sigma in 47 act. ( 34.632874 sig out 1 act.) RANK 20 NODE 17 --> 35.450958 sigma in 47 act. ( 38.353523 sig out 1 act.) RANK 21 NODE 15 --> 34.926376 sigma in 47 act. ( 39.549633 sig out 1 act.) RANK 22 NODE 9 --> 34.836700 sigma in 47 act. ( 33.947151 sig out 1 act.) RANK 23 NODE 2 --> 34.458233 sigma in 47 act. ( 29.090761 sig out 1 act.) RANK 24 NODE 42 --> 32.746212 sigma in 47 act. ( 28.988712 sig out 1 act.) RANK 25 NODE 18 --> 30.815908 sigma in 47 act. ( 28.115768 sig out 1 act.) RANK 26 NODE 29 --> 29.480927 sigma in 47 act. ( 36.635166 sig out 1 act.) RANK 27 NODE 32 --> 27.737972 sigma in 47 act. ( 22.348614 sig out 1 act.) RANK 28 NODE 10 --> 25.353380 sigma in 47 act. ( 20.556238 sig out 1 act.) RANK 29 NODE 31 --> 19.399067 sigma in 47 act. ( 18.125687 sig out 1 act.) RANK 30 NODE 44 --> 18.630848 sigma in 47 act. ( 23.875233 sig out 1 act.) RANK 31 NODE 33 --> 18.403397 sigma in 47 act. ( 17.428020 sig out 1 act.) RANK 32 NODE 8 --> 17.468416 sigma in 46 act. ( 13.601401 sig out 1 act.) RANK 33 NODE 28 --> 15.385949 sigma in 47 act. ( 10.517412 sig out 1 act.) RANK 34 NODE 7 --> 15.278517 sigma in 47 act. ( 11.271963 sig out 1 act.) RANK 35 NODE 4 --> 14.351006 sigma in 46 act. ( 15.219942 sig out 1 act.) RANK 36 NODE 23 --> 14.331243 sigma in 47 act. ( 10.349966 sig out 1 act.) RANK 37 NODE 13 --> 13.617509 sigma in 47 act. ( 9.5440483 sig out 1 act.) RANK 38 NODE 14 --> 13.271297 sigma in 47 act. ( 11.737759 sig out 1 act.) RANK 39 NODE 5 --> 9.9192915 sigma in 47 act. ( 6.4001441 sig out 1 act.) RANK 40 NODE 30 --> 9.3558941 sigma in 46 act. ( 3.8766155 sig out 1 act.) RANK 41 NODE 43 --> 9.0022507 sigma in 47 act. ( 3.6982322 sig out 1 act.) RANK 42 NODE 34 --> 8.6233778 sigma in 47 act. ( 5.3847780 sig out 1 act.) RANK 43 NODE 41 --> 8.5435953 sigma in 46 act. ( 3.0574040 sig out 1 act.) RANK 44 NODE 1 --> 7.8141384 sigma in 47 act. ( 3.8105547 sig out 1 act.) RANK 45 NODE 27 --> 7.5887733 sigma in 47 act. ( 1.1881938 sig out 1 act.) RANK 46 NODE 16 --> 6.1525378 sigma in 47 act. ( 1.2852482 sig out 1 act.) sorted by output significance RANK 1 NODE 46 --> 129.92876 sigma out 1 act.( 158.85213 sig in 47 act.) RANK 2 NODE 21 --> 117.27379 sigma out 1 act.( 131.46960 sig in 47 act.) RANK 3 NODE 38 --> 115.42916 sigma out 1 act.( 195.36620 sig in 47 act.) RANK 4 NODE 12 --> 113.44745 sigma out 1 act.( 121.52494 sig in 47 act.) RANK 5 NODE 22 --> 83.091438 sigma out 1 act.( 95.175850 sig in 47 act.) RANK 6 NODE 35 --> 81.403023 sigma out 1 act.( 114.05778 sig in 47 act.) RANK 7 NODE 40 --> 75.187637 sigma out 1 act.( 97.440231 sig in 47 act.) RANK 8 NODE 19 --> 66.592789 sigma out 1 act.( 89.351593 sig in 47 act.) RANK 9 NODE 26 --> 62.209427 sigma out 1 act.( 83.072525 sig in 47 act.) RANK 10 NODE 39 --> 56.450581 sigma out 1 act.( 47.565628 sig in 47 act.) RANK 11 NODE 20 --> 55.541046 sigma out 1 act.( 58.782475 sig in 47 act.) RANK 12 NODE 37 --> 54.226086 sigma out 1 act.( 65.413338 sig in 47 act.) RANK 13 NODE 36 --> 50.887360 sigma out 1 act.( 51.887009 sig in 47 act.) RANK 14 NODE 3 --> 49.319679 sigma out 1 act.( 60.072311 sig in 47 act.) RANK 15 NODE 45 --> 42.643990 sigma out 1 act.( 65.658432 sig in 47 act.) RANK 16 NODE 11 --> 42.121040 sigma out 1 act.( 47.814518 sig in 47 act.) RANK 17 NODE 15 --> 39.549633 sigma out 1 act.( 34.926376 sig in 47 act.) RANK 18 NODE 17 --> 38.353523 sigma out 1 act.( 35.450958 sig in 47 act.) RANK 19 NODE 6 --> 37.402870 sigma out 1 act.( 49.822994 sig in 47 act.) RANK 20 NODE 29 --> 36.635166 sigma out 1 act.( 29.480927 sig in 47 act.) RANK 21 NODE 24 --> 36.336414 sigma out 1 act.( 46.160404 sig in 47 act.) RANK 22 NODE 25 --> 34.632874 sigma out 1 act.( 41.923756 sig in 47 act.) RANK 23 NODE 9 --> 33.947151 sigma out 1 act.( 34.836700 sig in 47 act.) RANK 24 NODE 2 --> 29.090761 sigma out 1 act.( 34.458233 sig in 47 act.) RANK 25 NODE 42 --> 28.988712 sigma out 1 act.( 32.746212 sig in 47 act.) RANK 26 NODE 18 --> 28.115768 sigma out 1 act.( 30.815908 sig in 47 act.) RANK 27 NODE 44 --> 23.875233 sigma out 1 act.( 18.630848 sig in 47 act.) RANK 28 NODE 32 --> 22.348614 sigma out 1 act.( 27.737972 sig in 47 act.) RANK 29 NODE 10 --> 20.556238 sigma out 1 act.( 25.353380 sig in 47 act.) RANK 30 NODE 31 --> 18.125687 sigma out 1 act.( 19.399067 sig in 47 act.) RANK 31 NODE 33 --> 17.428020 sigma out 1 act.( 18.403397 sig in 47 act.) RANK 32 NODE 4 --> 15.219942 sigma out 1 act.( 14.351006 sig in 46 act.) RANK 33 NODE 8 --> 13.601401 sigma out 1 act.( 17.468416 sig in 46 act.) RANK 34 NODE 14 --> 11.737759 sigma out 1 act.( 13.271297 sig in 47 act.) RANK 35 NODE 7 --> 11.271963 sigma out 1 act.( 15.278517 sig in 47 act.) RANK 36 NODE 28 --> 10.517412 sigma out 1 act.( 15.385949 sig in 47 act.) RANK 37 NODE 23 --> 10.349966 sigma out 1 act.( 14.331243 sig in 47 act.) RANK 38 NODE 13 --> 9.5440483 sigma out 1 act.( 13.617509 sig in 47 act.) RANK 39 NODE 5 --> 6.4001441 sigma out 1 act.( 9.9192915 sig in 47 act.) RANK 40 NODE 34 --> 5.3847780 sigma out 1 act.( 8.6233778 sig in 47 act.) RANK 41 NODE 30 --> 3.8766155 sigma out 1 act.( 9.3558941 sig in 46 act.) RANK 42 NODE 1 --> 3.8105547 sigma out 1 act.( 7.8141384 sig in 47 act.) RANK 43 NODE 43 --> 3.6982322 sigma out 1 act.( 9.0022507 sig in 47 act.) RANK 44 NODE 41 --> 3.0574040 sigma out 1 act.( 8.5435953 sig in 46 act.) RANK 45 NODE 16 --> 1.2852482 sigma out 1 act.( 6.1525378 sig in 47 act.) RANK 46 NODE 27 --> 1.1881938 sigma out 1 act.( 7.5887733 sig in 47 act.) RANK 1 NODE 1 --> 342.50497 sigma in 46 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.55733144 *** contribution from regularisation: 2.65322230E-03 *** contribution from error: -0.55998468 *** contribution from DIAG: 2.61331355E-04 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.55735403 *** contribution from regularisation: 2.65299366E-03 *** contribution from error: -0.56000704 *** contribution from DIAG: 2.62659945E-04 *********************************************** --------------------------------------------------- Iteration : 42 kill weight from layer 1 knot 46 to knot 1 kill weight from layer 1 knot 29 to knot 8 *********************************************** *** Learn Path 42 *** loss function: -0.55737334 *** contribution from regularisation: 2.65534315E-03 *** contribution from error: -0.56002867 *** contribution from DIAG: 2.61708192E-04 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.55739748 *** contribution from regularisation: 2.65182951E-03 *** contribution from error: -0.56004930 *** contribution from DIAG: 2.60135916E-04 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.55741411 *** contribution from regularisation: 2.65500555E-03 *** contribution from error: -0.56006914 *** contribution from DIAG: 2.59963708E-04 *********************************************** --------------------------------------------------- Iteration : 45 kill weight from layer 1 knot 11 to knot 28 kill weight from layer 1 knot 32 to knot 44 *********************************************** *** Learn Path 45 *** loss function: -0.55743134 *** contribution from regularisation: 2.65721628E-03 *** contribution from error: -0.56008857 *** contribution from DIAG: 2.61209789E-04 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.55745900 *** contribution from regularisation: 2.64929375E-03 *** contribution from error: -0.56010830 *** contribution from DIAG: 2.59597437E-04 *********************************************** --------------------------------------------------- Iteration : 47 kill weight from layer 1 knot 30 to knot 4 *********************************************** *** Learn Path 47 *** loss function: -0.55747014 *** contribution from regularisation: 2.65732594E-03 *** contribution from error: -0.56012750 *** contribution from DIAG: 2.58607441E-04 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.55750060 *** contribution from regularisation: 2.64604669E-03 *** contribution from error: -0.56014663 *** contribution from DIAG: 2.59461609E-04 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.55750740 *** contribution from regularisation: 2.65740952E-03 *** contribution from error: -0.56016481 *** contribution from DIAG: 2.60450062E-04 *********************************************** --------------------------------------------------- Iteration : 50 kill weight from layer 1 knot 37 to knot 39 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 273.69955 sigma out 46 active outputs RANK 2 NODE 7 --> 167.89651 sigma out 46 active outputs RANK 3 NODE 2 --> 104.96564 sigma out 46 active outputs RANK 4 NODE 3 --> 94.122108 sigma out 46 active outputs RANK 5 NODE 5 --> 83.957191 sigma out 46 active outputs RANK 6 NODE 6 --> 81.692108 sigma out 46 active outputs RANK 7 NODE 4 --> 68.848793 sigma out 46 active outputs RANK 8 NODE 10 --> 59.459354 sigma out 46 active outputs RANK 9 NODE 8 --> 59.429279 sigma out 46 active outputs RANK 10 NODE 9 --> 59.366623 sigma out 46 active outputs RANK 11 NODE 12 --> 50.148346 sigma out 46 active outputs RANK 12 NODE 11 --> 48.203938 sigma out 45 active outputs RANK 13 NODE 21 --> 47.278408 sigma out 46 active outputs RANK 14 NODE 18 --> 44.600903 sigma out 46 active outputs RANK 15 NODE 14 --> 44.115547 sigma out 46 active outputs RANK 16 NODE 15 --> 37.630886 sigma out 46 active outputs RANK 17 NODE 20 --> 37.338333 sigma out 46 active outputs RANK 18 NODE 19 --> 36.389286 sigma out 46 active outputs RANK 19 NODE 13 --> 36.187420 sigma out 46 active outputs RANK 20 NODE 28 --> 35.953495 sigma out 46 active outputs RANK 21 NODE 25 --> 34.804798 sigma out 46 active outputs RANK 22 NODE 22 --> 33.703129 sigma out 46 active outputs RANK 23 NODE 30 --> 33.686962 sigma out 45 active outputs RANK 24 NODE 26 --> 33.585072 sigma out 46 active outputs RANK 25 NODE 24 --> 32.442074 sigma out 46 active outputs RANK 26 NODE 23 --> 32.113144 sigma out 46 active outputs RANK 27 NODE 27 --> 30.348297 sigma out 46 active outputs RANK 28 NODE 43 --> 28.524265 sigma out 46 active outputs RANK 29 NODE 37 --> 27.511559 sigma out 44 active outputs RANK 30 NODE 33 --> 26.444311 sigma out 46 active outputs RANK 31 NODE 39 --> 26.329651 sigma out 46 active outputs RANK 32 NODE 32 --> 25.189102 sigma out 45 active outputs RANK 33 NODE 36 --> 21.726158 sigma out 46 active outputs RANK 34 NODE 35 --> 20.862917 sigma out 46 active outputs RANK 35 NODE 17 --> 20.557568 sigma out 46 active outputs RANK 36 NODE 29 --> 19.409206 sigma out 45 active outputs RANK 37 NODE 31 --> 18.600803 sigma out 46 active outputs RANK 38 NODE 46 --> 16.883921 sigma out 45 active outputs RANK 39 NODE 38 --> 16.852749 sigma out 46 active outputs RANK 40 NODE 40 --> 16.240862 sigma out 46 active outputs RANK 41 NODE 41 --> 15.904372 sigma out 46 active outputs RANK 42 NODE 34 --> 15.723150 sigma out 46 active outputs RANK 43 NODE 42 --> 13.329834 sigma out 45 active outputs RANK 44 NODE 44 --> 13.179935 sigma out 45 active outputs RANK 45 NODE 16 --> 12.402273 sigma out 46 active outputs RANK 46 NODE 45 --> 10.184896 sigma out 45 active outputs RANK 47 NODE 47 --> 5.4849477 sigma out 46 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 38 --> 196.05789 sigma in 47 act. ( 115.69476 sig out 1 act.) RANK 2 NODE 46 --> 159.39630 sigma in 47 act. ( 130.79298 sig out 1 act.) RANK 3 NODE 21 --> 132.11198 sigma in 47 act. ( 117.43179 sig out 1 act.) RANK 4 NODE 12 --> 121.99660 sigma in 47 act. ( 114.24307 sig out 1 act.) RANK 5 NODE 35 --> 114.25549 sigma in 47 act. ( 81.873428 sig out 1 act.) RANK 6 NODE 40 --> 97.923454 sigma in 47 act. ( 75.504990 sig out 1 act.) RANK 7 NODE 22 --> 95.639275 sigma in 47 act. ( 83.353378 sig out 1 act.) RANK 8 NODE 19 --> 89.825096 sigma in 47 act. ( 66.728233 sig out 1 act.) RANK 9 NODE 26 --> 83.317261 sigma in 47 act. ( 62.352169 sig out 1 act.) RANK 10 NODE 37 --> 65.627892 sigma in 47 act. ( 54.658474 sig out 1 act.) RANK 11 NODE 45 --> 65.584404 sigma in 47 act. ( 42.688362 sig out 1 act.) RANK 12 NODE 3 --> 60.735546 sigma in 47 act. ( 49.768303 sig out 1 act.) RANK 13 NODE 20 --> 58.852711 sigma in 47 act. ( 55.989498 sig out 1 act.) RANK 14 NODE 36 --> 52.098866 sigma in 47 act. ( 51.204636 sig out 1 act.) RANK 15 NODE 6 --> 49.787205 sigma in 47 act. ( 37.666939 sig out 1 act.) RANK 16 NODE 39 --> 48.221451 sigma in 46 act. ( 57.782471 sig out 1 act.) RANK 17 NODE 11 --> 48.208973 sigma in 47 act. ( 42.393444 sig out 1 act.) RANK 18 NODE 24 --> 46.214348 sigma in 47 act. ( 36.642162 sig out 1 act.) RANK 19 NODE 25 --> 42.069504 sigma in 47 act. ( 34.620659 sig out 1 act.) RANK 20 NODE 17 --> 35.408157 sigma in 47 act. ( 38.692066 sig out 1 act.) RANK 21 NODE 15 --> 35.081810 sigma in 47 act. ( 39.782017 sig out 1 act.) RANK 22 NODE 9 --> 34.940449 sigma in 47 act. ( 34.253708 sig out 1 act.) RANK 23 NODE 2 --> 34.596214 sigma in 47 act. ( 28.951231 sig out 1 act.) RANK 24 NODE 42 --> 33.520523 sigma in 47 act. ( 29.729366 sig out 1 act.) RANK 25 NODE 18 --> 31.110163 sigma in 47 act. ( 28.517754 sig out 1 act.) RANK 26 NODE 29 --> 29.850666 sigma in 47 act. ( 37.834122 sig out 1 act.) RANK 27 NODE 32 --> 27.828327 sigma in 47 act. ( 22.525301 sig out 1 act.) RANK 28 NODE 10 --> 25.443523 sigma in 47 act. ( 20.645653 sig out 1 act.) RANK 29 NODE 44 --> 19.515495 sigma in 46 act. ( 25.210793 sig out 1 act.) RANK 30 NODE 31 --> 19.485844 sigma in 47 act. ( 18.344893 sig out 1 act.) RANK 31 NODE 33 --> 18.563667 sigma in 47 act. ( 17.770250 sig out 1 act.) RANK 32 NODE 8 --> 17.532766 sigma in 45 act. ( 13.652651 sig out 1 act.) RANK 33 NODE 28 --> 15.364544 sigma in 46 act. ( 10.628614 sig out 1 act.) RANK 34 NODE 7 --> 15.245178 sigma in 47 act. ( 11.424133 sig out 1 act.) RANK 35 NODE 4 --> 14.509656 sigma in 45 act. ( 15.485852 sig out 1 act.) RANK 36 NODE 23 --> 14.266768 sigma in 47 act. ( 10.438945 sig out 1 act.) RANK 37 NODE 13 --> 13.644674 sigma in 47 act. ( 9.7263231 sig out 1 act.) RANK 38 NODE 14 --> 13.297903 sigma in 47 act. ( 11.846294 sig out 1 act.) RANK 39 NODE 5 --> 9.9915895 sigma in 47 act. ( 6.8625426 sig out 1 act.) RANK 40 NODE 30 --> 9.2054281 sigma in 46 act. ( 3.8617496 sig out 1 act.) RANK 41 NODE 43 --> 8.8574915 sigma in 47 act. ( 3.7701833 sig out 1 act.) RANK 42 NODE 34 --> 8.5704460 sigma in 47 act. ( 5.5163307 sig out 1 act.) RANK 43 NODE 41 --> 8.4156637 sigma in 46 act. ( 3.1457431 sig out 1 act.) RANK 44 NODE 1 --> 7.7280607 sigma in 46 act. ( 3.8296554 sig out 1 act.) RANK 45 NODE 27 --> 7.3993592 sigma in 47 act. ( 1.1593972 sig out 1 act.) RANK 46 NODE 16 --> 6.0003109 sigma in 47 act. ( 1.2730732 sig out 1 act.) sorted by output significance RANK 1 NODE 46 --> 130.79298 sigma out 1 act.( 159.39630 sig in 47 act.) RANK 2 NODE 21 --> 117.43179 sigma out 1 act.( 132.11198 sig in 47 act.) RANK 3 NODE 38 --> 115.69476 sigma out 1 act.( 196.05789 sig in 47 act.) RANK 4 NODE 12 --> 114.24307 sigma out 1 act.( 121.99660 sig in 47 act.) RANK 5 NODE 22 --> 83.353378 sigma out 1 act.( 95.639275 sig in 47 act.) RANK 6 NODE 35 --> 81.873428 sigma out 1 act.( 114.25549 sig in 47 act.) RANK 7 NODE 40 --> 75.504990 sigma out 1 act.( 97.923454 sig in 47 act.) RANK 8 NODE 19 --> 66.728233 sigma out 1 act.( 89.825096 sig in 47 act.) RANK 9 NODE 26 --> 62.352169 sigma out 1 act.( 83.317261 sig in 47 act.) RANK 10 NODE 39 --> 57.782471 sigma out 1 act.( 48.221451 sig in 46 act.) RANK 11 NODE 20 --> 55.989498 sigma out 1 act.( 58.852711 sig in 47 act.) RANK 12 NODE 37 --> 54.658474 sigma out 1 act.( 65.627892 sig in 47 act.) RANK 13 NODE 36 --> 51.204636 sigma out 1 act.( 52.098866 sig in 47 act.) RANK 14 NODE 3 --> 49.768303 sigma out 1 act.( 60.735546 sig in 47 act.) RANK 15 NODE 45 --> 42.688362 sigma out 1 act.( 65.584404 sig in 47 act.) RANK 16 NODE 11 --> 42.393444 sigma out 1 act.( 48.208973 sig in 47 act.) RANK 17 NODE 15 --> 39.782017 sigma out 1 act.( 35.081810 sig in 47 act.) RANK 18 NODE 17 --> 38.692066 sigma out 1 act.( 35.408157 sig in 47 act.) RANK 19 NODE 29 --> 37.834122 sigma out 1 act.( 29.850666 sig in 47 act.) RANK 20 NODE 6 --> 37.666939 sigma out 1 act.( 49.787205 sig in 47 act.) RANK 21 NODE 24 --> 36.642162 sigma out 1 act.( 46.214348 sig in 47 act.) RANK 22 NODE 25 --> 34.620659 sigma out 1 act.( 42.069504 sig in 47 act.) RANK 23 NODE 9 --> 34.253708 sigma out 1 act.( 34.940449 sig in 47 act.) RANK 24 NODE 42 --> 29.729366 sigma out 1 act.( 33.520523 sig in 47 act.) RANK 25 NODE 2 --> 28.951231 sigma out 1 act.( 34.596214 sig in 47 act.) RANK 26 NODE 18 --> 28.517754 sigma out 1 act.( 31.110163 sig in 47 act.) RANK 27 NODE 44 --> 25.210793 sigma out 1 act.( 19.515495 sig in 46 act.) RANK 28 NODE 32 --> 22.525301 sigma out 1 act.( 27.828327 sig in 47 act.) RANK 29 NODE 10 --> 20.645653 sigma out 1 act.( 25.443523 sig in 47 act.) RANK 30 NODE 31 --> 18.344893 sigma out 1 act.( 19.485844 sig in 47 act.) RANK 31 NODE 33 --> 17.770250 sigma out 1 act.( 18.563667 sig in 47 act.) RANK 32 NODE 4 --> 15.485852 sigma out 1 act.( 14.509656 sig in 45 act.) RANK 33 NODE 8 --> 13.652651 sigma out 1 act.( 17.532766 sig in 45 act.) RANK 34 NODE 14 --> 11.846294 sigma out 1 act.( 13.297903 sig in 47 act.) RANK 35 NODE 7 --> 11.424133 sigma out 1 act.( 15.245178 sig in 47 act.) RANK 36 NODE 28 --> 10.628614 sigma out 1 act.( 15.364544 sig in 46 act.) RANK 37 NODE 23 --> 10.438945 sigma out 1 act.( 14.266768 sig in 47 act.) RANK 38 NODE 13 --> 9.7263231 sigma out 1 act.( 13.644674 sig in 47 act.) RANK 39 NODE 5 --> 6.8625426 sigma out 1 act.( 9.9915895 sig in 47 act.) RANK 40 NODE 34 --> 5.5163307 sigma out 1 act.( 8.5704460 sig in 47 act.) RANK 41 NODE 30 --> 3.8617496 sigma out 1 act.( 9.2054281 sig in 46 act.) RANK 42 NODE 1 --> 3.8296554 sigma out 1 act.( 7.7280607 sig in 46 act.) RANK 43 NODE 43 --> 3.7701833 sigma out 1 act.( 8.8574915 sig in 47 act.) RANK 44 NODE 41 --> 3.1457431 sigma out 1 act.( 8.4156637 sig in 46 act.) RANK 45 NODE 16 --> 1.2730732 sigma out 1 act.( 6.0003109 sig in 47 act.) RANK 46 NODE 27 --> 1.1593972 sigma out 1 act.( 7.3993592 sig in 47 act.) RANK 1 NODE 1 --> 344.60818 sigma in 46 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.55753005 *** contribution from regularisation: 2.65224138E-03 *** contribution from error: -0.56018227 *** contribution from DIAG: 2.60805362E-04 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.55754882 *** contribution from regularisation: 2.65103532E-03 *** contribution from error: -0.56019986 *** contribution from DIAG: 2.60324829E-04 *********************************************** --------------------------------------------------- Iteration : 52 kill weight from layer 1 knot 44 to knot 28 *********************************************** *** Learn Path 52 *** loss function: -0.55756581 *** contribution from regularisation: 2.65095197E-03 *** contribution from error: -0.56021678 *** contribution from DIAG: 2.61152745E-04 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.55758238 *** contribution from regularisation: 2.65130238E-03 *** contribution from error: -0.56023365 *** contribution from DIAG: 2.61051988E-04 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.55760521 *** contribution from regularisation: 2.64509977E-03 *** contribution from error: -0.56025028 *** contribution from DIAG: 2.61288369E-04 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.55761421 *** contribution from regularisation: 2.65243743E-03 *** contribution from error: -0.56026667 *** contribution from DIAG: 2.61168840E-04 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.55763024 *** contribution from regularisation: 2.65248516E-03 *** contribution from error: -0.56028271 *** contribution from DIAG: 2.60671717E-04 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.55765158 *** contribution from regularisation: 2.64725974E-03 *** contribution from error: -0.56029886 *** contribution from DIAG: 2.60035275E-04 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.55766863 *** contribution from regularisation: 2.64617265E-03 *** contribution from error: -0.56031477 *** contribution from DIAG: 2.60085799E-04 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.55767941 *** contribution from regularisation: 2.65111006E-03 *** contribution from error: -0.56033051 *** contribution from DIAG: 2.59585300E-04 *********************************************** --------------------------------------------------- Iteration : 60 kill weight from layer 1 knot 39 to knot 9 kill weight from layer 1 knot 44 to knot 31 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 273.72458 sigma out 46 active outputs RANK 2 NODE 7 --> 167.30202 sigma out 46 active outputs RANK 3 NODE 2 --> 105.34638 sigma out 46 active outputs RANK 4 NODE 3 --> 93.539803 sigma out 46 active outputs RANK 5 NODE 5 --> 84.233231 sigma out 46 active outputs RANK 6 NODE 6 --> 82.144829 sigma out 46 active outputs RANK 7 NODE 4 --> 68.346970 sigma out 46 active outputs RANK 8 NODE 8 --> 59.612900 sigma out 46 active outputs RANK 9 NODE 10 --> 59.352169 sigma out 46 active outputs RANK 10 NODE 9 --> 59.319683 sigma out 46 active outputs RANK 11 NODE 12 --> 49.903740 sigma out 46 active outputs RANK 12 NODE 11 --> 48.258598 sigma out 45 active outputs RANK 13 NODE 21 --> 47.059628 sigma out 46 active outputs RANK 14 NODE 18 --> 44.585239 sigma out 46 active outputs RANK 15 NODE 14 --> 44.113415 sigma out 46 active outputs RANK 16 NODE 15 --> 37.637486 sigma out 46 active outputs RANK 17 NODE 20 --> 37.204956 sigma out 46 active outputs RANK 18 NODE 19 --> 36.335918 sigma out 46 active outputs RANK 19 NODE 13 --> 36.226593 sigma out 46 active outputs RANK 20 NODE 28 --> 36.075317 sigma out 46 active outputs RANK 21 NODE 25 --> 34.685818 sigma out 46 active outputs RANK 22 NODE 22 --> 33.784779 sigma out 46 active outputs RANK 23 NODE 30 --> 33.674713 sigma out 45 active outputs RANK 24 NODE 26 --> 33.635708 sigma out 46 active outputs RANK 25 NODE 24 --> 32.356049 sigma out 46 active outputs RANK 26 NODE 23 --> 32.295067 sigma out 46 active outputs RANK 27 NODE 27 --> 30.250219 sigma out 46 active outputs RANK 28 NODE 43 --> 29.087103 sigma out 46 active outputs RANK 29 NODE 37 --> 27.577097 sigma out 44 active outputs RANK 30 NODE 39 --> 26.359432 sigma out 45 active outputs RANK 31 NODE 33 --> 26.244253 sigma out 46 active outputs RANK 32 NODE 32 --> 25.273195 sigma out 45 active outputs RANK 33 NODE 36 --> 21.661762 sigma out 46 active outputs RANK 34 NODE 17 --> 21.034229 sigma out 46 active outputs RANK 35 NODE 35 --> 20.845284 sigma out 46 active outputs RANK 36 NODE 29 --> 19.306307 sigma out 45 active outputs RANK 37 NODE 31 --> 18.443134 sigma out 46 active outputs RANK 38 NODE 46 --> 16.700371 sigma out 45 active outputs RANK 39 NODE 38 --> 16.678434 sigma out 46 active outputs RANK 40 NODE 40 --> 16.130156 sigma out 46 active outputs RANK 41 NODE 41 --> 15.783393 sigma out 46 active outputs RANK 42 NODE 34 --> 15.574745 sigma out 46 active outputs RANK 43 NODE 42 --> 13.401106 sigma out 45 active outputs RANK 44 NODE 44 --> 13.183786 sigma out 43 active outputs RANK 45 NODE 16 --> 12.996100 sigma out 46 active outputs RANK 46 NODE 45 --> 10.199098 sigma out 45 active outputs RANK 47 NODE 47 --> 5.4629865 sigma out 46 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 38 --> 195.72726 sigma in 47 act. ( 115.48750 sig out 1 act.) RANK 2 NODE 46 --> 159.52672 sigma in 47 act. ( 130.35245 sig out 1 act.) RANK 3 NODE 21 --> 131.85376 sigma in 47 act. ( 117.93198 sig out 1 act.) RANK 4 NODE 12 --> 122.15962 sigma in 47 act. ( 113.78483 sig out 1 act.) RANK 5 NODE 35 --> 114.21702 sigma in 47 act. ( 81.568520 sig out 1 act.) RANK 6 NODE 40 --> 97.834648 sigma in 47 act. ( 75.507706 sig out 1 act.) RANK 7 NODE 22 --> 95.599815 sigma in 47 act. ( 83.369797 sig out 1 act.) RANK 8 NODE 19 --> 89.527611 sigma in 47 act. ( 66.519684 sig out 1 act.) RANK 9 NODE 26 --> 83.091568 sigma in 47 act. ( 62.235313 sig out 1 act.) RANK 10 NODE 37 --> 65.685799 sigma in 47 act. ( 54.528198 sig out 1 act.) RANK 11 NODE 45 --> 65.432701 sigma in 47 act. ( 42.431240 sig out 1 act.) RANK 12 NODE 3 --> 61.002640 sigma in 47 act. ( 49.807510 sig out 1 act.) RANK 13 NODE 20 --> 58.851967 sigma in 47 act. ( 55.812733 sig out 1 act.) RANK 14 NODE 36 --> 52.144180 sigma in 47 act. ( 51.332455 sig out 1 act.) RANK 15 NODE 6 --> 49.705162 sigma in 47 act. ( 37.577888 sig out 1 act.) RANK 16 NODE 39 --> 48.535179 sigma in 46 act. ( 58.747795 sig out 1 act.) RANK 17 NODE 11 --> 48.212265 sigma in 47 act. ( 42.368778 sig out 1 act.) RANK 18 NODE 24 --> 46.169693 sigma in 47 act. ( 36.384621 sig out 1 act.) RANK 19 NODE 25 --> 42.018311 sigma in 47 act. ( 34.504768 sig out 1 act.) RANK 20 NODE 17 --> 35.351753 sigma in 47 act. ( 38.326157 sig out 1 act.) RANK 21 NODE 15 --> 34.864510 sigma in 47 act. ( 39.912037 sig out 1 act.) RANK 22 NODE 9 --> 34.802773 sigma in 46 act. ( 34.169235 sig out 1 act.) RANK 23 NODE 2 --> 34.482063 sigma in 47 act. ( 29.109171 sig out 1 act.) RANK 24 NODE 42 --> 34.000965 sigma in 47 act. ( 30.291201 sig out 1 act.) RANK 25 NODE 18 --> 31.218336 sigma in 47 act. ( 28.512268 sig out 1 act.) RANK 26 NODE 29 --> 30.049648 sigma in 47 act. ( 38.820881 sig out 1 act.) RANK 27 NODE 32 --> 27.850277 sigma in 47 act. ( 22.539965 sig out 1 act.) RANK 28 NODE 10 --> 25.458345 sigma in 47 act. ( 20.623997 sig out 1 act.) RANK 29 NODE 44 --> 20.221760 sigma in 46 act. ( 26.266117 sig out 1 act.) RANK 30 NODE 31 --> 19.557350 sigma in 46 act. ( 18.495342 sig out 1 act.) RANK 31 NODE 33 --> 18.556931 sigma in 47 act. ( 17.841789 sig out 1 act.) RANK 32 NODE 8 --> 17.465424 sigma in 45 act. ( 13.743494 sig out 1 act.) RANK 33 NODE 28 --> 15.317393 sigma in 45 act. ( 10.669571 sig out 1 act.) RANK 34 NODE 7 --> 15.193394 sigma in 47 act. ( 11.425817 sig out 1 act.) RANK 35 NODE 4 --> 14.602036 sigma in 45 act. ( 15.599665 sig out 1 act.) RANK 36 NODE 23 --> 14.194675 sigma in 47 act. ( 10.434871 sig out 1 act.) RANK 37 NODE 13 --> 13.613084 sigma in 47 act. ( 9.8370333 sig out 1 act.) RANK 38 NODE 14 --> 13.263117 sigma in 47 act. ( 11.927637 sig out 1 act.) RANK 39 NODE 5 --> 10.079072 sigma in 47 act. ( 7.2332764 sig out 1 act.) RANK 40 NODE 30 --> 9.0869875 sigma in 46 act. ( 3.8016527 sig out 1 act.) RANK 41 NODE 43 --> 8.7513952 sigma in 47 act. ( 3.8174772 sig out 1 act.) RANK 42 NODE 34 --> 8.5029469 sigma in 47 act. ( 5.5703192 sig out 1 act.) RANK 43 NODE 41 --> 8.3092222 sigma in 46 act. ( 3.2148647 sig out 1 act.) RANK 44 NODE 1 --> 7.6344757 sigma in 46 act. ( 3.8595133 sig out 1 act.) RANK 45 NODE 27 --> 7.2495866 sigma in 47 act. ( 1.1142441 sig out 1 act.) RANK 46 NODE 16 --> 5.8814807 sigma in 47 act. ( 1.2662237 sig out 1 act.) sorted by output significance RANK 1 NODE 46 --> 130.35245 sigma out 1 act.( 159.52672 sig in 47 act.) RANK 2 NODE 21 --> 117.93198 sigma out 1 act.( 131.85376 sig in 47 act.) RANK 3 NODE 38 --> 115.48750 sigma out 1 act.( 195.72726 sig in 47 act.) RANK 4 NODE 12 --> 113.78483 sigma out 1 act.( 122.15962 sig in 47 act.) RANK 5 NODE 22 --> 83.369797 sigma out 1 act.( 95.599815 sig in 47 act.) RANK 6 NODE 35 --> 81.568520 sigma out 1 act.( 114.21702 sig in 47 act.) RANK 7 NODE 40 --> 75.507706 sigma out 1 act.( 97.834648 sig in 47 act.) RANK 8 NODE 19 --> 66.519684 sigma out 1 act.( 89.527611 sig in 47 act.) RANK 9 NODE 26 --> 62.235313 sigma out 1 act.( 83.091568 sig in 47 act.) RANK 10 NODE 39 --> 58.747795 sigma out 1 act.( 48.535179 sig in 46 act.) RANK 11 NODE 20 --> 55.812733 sigma out 1 act.( 58.851967 sig in 47 act.) RANK 12 NODE 37 --> 54.528198 sigma out 1 act.( 65.685799 sig in 47 act.) RANK 13 NODE 36 --> 51.332455 sigma out 1 act.( 52.144180 sig in 47 act.) RANK 14 NODE 3 --> 49.807510 sigma out 1 act.( 61.002640 sig in 47 act.) RANK 15 NODE 45 --> 42.431240 sigma out 1 act.( 65.432701 sig in 47 act.) RANK 16 NODE 11 --> 42.368778 sigma out 1 act.( 48.212265 sig in 47 act.) RANK 17 NODE 15 --> 39.912037 sigma out 1 act.( 34.864510 sig in 47 act.) RANK 18 NODE 29 --> 38.820881 sigma out 1 act.( 30.049648 sig in 47 act.) RANK 19 NODE 17 --> 38.326157 sigma out 1 act.( 35.351753 sig in 47 act.) RANK 20 NODE 6 --> 37.577888 sigma out 1 act.( 49.705162 sig in 47 act.) RANK 21 NODE 24 --> 36.384621 sigma out 1 act.( 46.169693 sig in 47 act.) RANK 22 NODE 25 --> 34.504768 sigma out 1 act.( 42.018311 sig in 47 act.) RANK 23 NODE 9 --> 34.169235 sigma out 1 act.( 34.802773 sig in 46 act.) RANK 24 NODE 42 --> 30.291201 sigma out 1 act.( 34.000965 sig in 47 act.) RANK 25 NODE 2 --> 29.109171 sigma out 1 act.( 34.482063 sig in 47 act.) RANK 26 NODE 18 --> 28.512268 sigma out 1 act.( 31.218336 sig in 47 act.) RANK 27 NODE 44 --> 26.266117 sigma out 1 act.( 20.221760 sig in 46 act.) RANK 28 NODE 32 --> 22.539965 sigma out 1 act.( 27.850277 sig in 47 act.) RANK 29 NODE 10 --> 20.623997 sigma out 1 act.( 25.458345 sig in 47 act.) RANK 30 NODE 31 --> 18.495342 sigma out 1 act.( 19.557350 sig in 46 act.) RANK 31 NODE 33 --> 17.841789 sigma out 1 act.( 18.556931 sig in 47 act.) RANK 32 NODE 4 --> 15.599665 sigma out 1 act.( 14.602036 sig in 45 act.) RANK 33 NODE 8 --> 13.743494 sigma out 1 act.( 17.465424 sig in 45 act.) RANK 34 NODE 14 --> 11.927637 sigma out 1 act.( 13.263117 sig in 47 act.) RANK 35 NODE 7 --> 11.425817 sigma out 1 act.( 15.193394 sig in 47 act.) RANK 36 NODE 28 --> 10.669571 sigma out 1 act.( 15.317393 sig in 45 act.) RANK 37 NODE 23 --> 10.434871 sigma out 1 act.( 14.194675 sig in 47 act.) RANK 38 NODE 13 --> 9.8370333 sigma out 1 act.( 13.613084 sig in 47 act.) RANK 39 NODE 5 --> 7.2332764 sigma out 1 act.( 10.079072 sig in 47 act.) RANK 40 NODE 34 --> 5.5703192 sigma out 1 act.( 8.5029469 sig in 47 act.) RANK 41 NODE 1 --> 3.8595133 sigma out 1 act.( 7.6344757 sig in 46 act.) RANK 42 NODE 43 --> 3.8174772 sigma out 1 act.( 8.7513952 sig in 47 act.) RANK 43 NODE 30 --> 3.8016527 sigma out 1 act.( 9.0869875 sig in 46 act.) RANK 44 NODE 41 --> 3.2148647 sigma out 1 act.( 8.3092222 sig in 46 act.) RANK 45 NODE 16 --> 1.2662237 sigma out 1 act.( 5.8814807 sig in 47 act.) RANK 46 NODE 27 --> 1.1142441 sigma out 1 act.( 7.2495866 sig in 47 act.) RANK 1 NODE 1 --> 344.56943 sigma in 46 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.55769300 *** contribution from regularisation: 2.65287166E-03 *** contribution from error: -0.56034589 *** contribution from DIAG: 2.59108841E-04 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.55770952 *** contribution from regularisation: 2.65170797E-03 *** contribution from error: -0.56036121 *** contribution from DIAG: 2.58441723E-04 *********************************************** --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.55772424 *** contribution from regularisation: 2.65226024E-03 *** contribution from error: -0.56037652 *** contribution from DIAG: 2.58094835E-04 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.55774248 *** contribution from regularisation: 2.64845882E-03 *** contribution from error: -0.56039095 *** contribution from DIAG: 2.58923508E-04 *********************************************** --------------------------------------------------- Iteration : 64 kill weight from layer 1 knot 9 to knot 5 *********************************************** *** Learn Path 64 *** loss function: -0.55775577 *** contribution from regularisation: 2.64995405E-03 *** contribution from error: -0.56040573 *** contribution from DIAG: 2.58335873E-04 *********************************************** --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.55777198 *** contribution from regularisation: 2.64839781E-03 *** contribution from error: -0.56042039 *** contribution from DIAG: 2.57416541E-04 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.55779010 *** contribution from regularisation: 2.64493399E-03 *** contribution from error: -0.56043506 *** contribution from DIAG: 2.57366133E-04 *********************************************** --------------------------------------------------- Iteration : 67 kill weight from layer 1 knot 47 to knot 33 kill weight from layer 1 knot 9 to knot 41 *********************************************** *** Learn Path 67 *** loss function: -0.55779755 *** contribution from regularisation: 2.65179225E-03 *** contribution from error: -0.56044936 *** contribution from DIAG: 2.57139240E-04 *********************************************** --------------------------------------------------- Iteration : 68 kill weight from layer 1 knot 39 to knot 10 kill weight from layer 1 knot 4 to knot 37 *********************************************** *** Learn Path 68 *** loss function: -0.55781823 *** contribution from regularisation: 2.64520943E-03 *** contribution from error: -0.56046343 *** contribution from DIAG: 2.56850763E-04 *********************************************** --------------------------------------------------- Iteration : 69 kill weight from layer 1 knot 47 to knot 23 *********************************************** *** Learn Path 69 *** loss function: -0.55782831 *** contribution from regularisation: 2.64909235E-03 *** contribution from error: -0.56047738 *** contribution from DIAG: 2.54866609E-04 *********************************************** --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 272.11703 sigma out 46 active outputs RANK 2 NODE 7 --> 166.20045 sigma out 46 active outputs RANK 3 NODE 2 --> 104.31808 sigma out 46 active outputs RANK 4 NODE 3 --> 94.117775 sigma out 46 active outputs RANK 5 NODE 5 --> 84.077972 sigma out 46 active outputs RANK 6 NODE 6 --> 81.677765 sigma out 46 active outputs RANK 7 NODE 4 --> 68.352600 sigma out 45 active outputs RANK 8 NODE 8 --> 59.329117 sigma out 46 active outputs RANK 9 NODE 10 --> 59.220894 sigma out 46 active outputs RANK 10 NODE 9 --> 58.753410 sigma out 44 active outputs RANK 11 NODE 12 --> 49.853596 sigma out 46 active outputs RANK 12 NODE 11 --> 48.403797 sigma out 45 active outputs RANK 13 NODE 21 --> 46.746063 sigma out 46 active outputs RANK 14 NODE 18 --> 44.428715 sigma out 46 active outputs RANK 15 NODE 14 --> 43.924648 sigma out 46 active outputs RANK 16 NODE 15 --> 37.282784 sigma out 46 active outputs RANK 17 NODE 20 --> 37.134647 sigma out 46 active outputs RANK 18 NODE 13 --> 35.867722 sigma out 46 active outputs RANK 19 NODE 19 --> 35.845139 sigma out 46 active outputs RANK 20 NODE 28 --> 35.770775 sigma out 46 active outputs RANK 21 NODE 25 --> 34.595795 sigma out 46 active outputs RANK 22 NODE 22 --> 33.555679 sigma out 46 active outputs RANK 23 NODE 30 --> 33.422424 sigma out 45 active outputs RANK 24 NODE 26 --> 33.364040 sigma out 46 active outputs RANK 25 NODE 24 --> 32.058994 sigma out 46 active outputs RANK 26 NODE 23 --> 31.685343 sigma out 46 active outputs RANK 27 NODE 27 --> 30.055107 sigma out 46 active outputs RANK 28 NODE 43 --> 29.011156 sigma out 46 active outputs RANK 29 NODE 37 --> 27.192289 sigma out 44 active outputs RANK 30 NODE 39 --> 26.118042 sigma out 44 active outputs RANK 31 NODE 33 --> 26.032652 sigma out 46 active outputs RANK 32 NODE 32 --> 25.098036 sigma out 45 active outputs RANK 33 NODE 36 --> 21.513248 sigma out 46 active outputs RANK 34 NODE 35 --> 20.642126 sigma out 46 active outputs RANK 35 NODE 17 --> 20.226624 sigma out 46 active outputs RANK 36 NODE 29 --> 19.195490 sigma out 45 active outputs RANK 37 NODE 31 --> 18.141239 sigma out 46 active outputs RANK 38 NODE 46 --> 16.854891 sigma out 45 active outputs RANK 39 NODE 38 --> 16.598627 sigma out 46 active outputs RANK 40 NODE 40 --> 16.014000 sigma out 46 active outputs RANK 41 NODE 41 --> 15.677392 sigma out 46 active outputs RANK 42 NODE 34 --> 15.576490 sigma out 46 active outputs RANK 43 NODE 42 --> 13.361815 sigma out 45 active outputs RANK 44 NODE 44 --> 13.122867 sigma out 43 active outputs RANK 45 NODE 16 --> 11.694603 sigma out 46 active outputs RANK 46 NODE 45 --> 10.129502 sigma out 45 active outputs RANK 47 NODE 47 --> 5.4643764 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 38 --> 194.56496 sigma in 47 act. ( 114.92091 sig out 1 act.) RANK 2 NODE 46 --> 157.99515 sigma in 47 act. ( 130.74605 sig out 1 act.) RANK 3 NODE 21 --> 131.31081 sigma in 47 act. ( 117.28474 sig out 1 act.) RANK 4 NODE 12 --> 121.42379 sigma in 47 act. ( 114.18489 sig out 1 act.) RANK 5 NODE 35 --> 113.51328 sigma in 47 act. ( 81.208298 sig out 1 act.) RANK 6 NODE 40 --> 97.151154 sigma in 47 act. ( 75.629486 sig out 1 act.) RANK 7 NODE 22 --> 95.055351 sigma in 47 act. ( 83.239273 sig out 1 act.) RANK 8 NODE 19 --> 89.284767 sigma in 47 act. ( 66.420479 sig out 1 act.) RANK 9 NODE 26 --> 82.506218 sigma in 47 act. ( 62.283478 sig out 1 act.) RANK 10 NODE 37 --> 65.343155 sigma in 46 act. ( 54.317474 sig out 1 act.) RANK 11 NODE 45 --> 64.878555 sigma in 47 act. ( 42.397484 sig out 1 act.) RANK 12 NODE 3 --> 61.022324 sigma in 47 act. ( 49.831928 sig out 1 act.) RANK 13 NODE 20 --> 58.599518 sigma in 47 act. ( 55.648685 sig out 1 act.) RANK 14 NODE 36 --> 51.951134 sigma in 47 act. ( 51.217484 sig out 1 act.) RANK 15 NODE 6 --> 49.376472 sigma in 47 act. ( 37.421032 sig out 1 act.) RANK 16 NODE 39 --> 48.628925 sigma in 46 act. ( 59.327675 sig out 1 act.) RANK 17 NODE 11 --> 48.220612 sigma in 47 act. ( 42.290527 sig out 1 act.) RANK 18 NODE 24 --> 45.864777 sigma in 47 act. ( 36.380142 sig out 1 act.) RANK 19 NODE 25 --> 41.830795 sigma in 47 act. ( 34.351444 sig out 1 act.) RANK 20 NODE 17 --> 35.201122 sigma in 47 act. ( 38.273148 sig out 1 act.) RANK 21 NODE 15 --> 34.843086 sigma in 47 act. ( 39.833839 sig out 1 act.) RANK 22 NODE 9 --> 34.760681 sigma in 46 act. ( 34.153038 sig out 1 act.) RANK 23 NODE 42 --> 34.421555 sigma in 47 act. ( 30.542244 sig out 1 act.) RANK 24 NODE 2 --> 34.302456 sigma in 47 act. ( 28.918449 sig out 1 act.) RANK 25 NODE 18 --> 31.291399 sigma in 47 act. ( 28.598560 sig out 1 act.) RANK 26 NODE 29 --> 30.181505 sigma in 47 act. ( 39.441059 sig out 1 act.) RANK 27 NODE 32 --> 27.742601 sigma in 47 act. ( 22.557150 sig out 1 act.) RANK 28 NODE 10 --> 25.361715 sigma in 46 act. ( 20.561665 sig out 1 act.) RANK 29 NODE 44 --> 20.855228 sigma in 46 act. ( 26.999350 sig out 1 act.) RANK 30 NODE 31 --> 19.470808 sigma in 46 act. ( 18.668531 sig out 1 act.) RANK 31 NODE 33 --> 18.581083 sigma in 46 act. ( 17.886770 sig out 1 act.) RANK 32 NODE 8 --> 17.431381 sigma in 45 act. ( 13.712603 sig out 1 act.) RANK 33 NODE 28 --> 15.225280 sigma in 45 act. ( 10.698157 sig out 1 act.) RANK 34 NODE 7 --> 15.067042 sigma in 47 act. ( 11.460516 sig out 1 act.) RANK 35 NODE 4 --> 14.650525 sigma in 45 act. ( 15.783302 sig out 1 act.) RANK 36 NODE 23 --> 14.070502 sigma in 46 act. ( 10.451911 sig out 1 act.) RANK 37 NODE 13 --> 13.610126 sigma in 47 act. ( 9.9190521 sig out 1 act.) RANK 38 NODE 14 --> 13.231012 sigma in 47 act. ( 11.891349 sig out 1 act.) RANK 39 NODE 5 --> 10.155032 sigma in 46 act. ( 7.5279350 sig out 1 act.) RANK 40 NODE 30 --> 8.9590816 sigma in 46 act. ( 3.7757118 sig out 1 act.) RANK 41 NODE 43 --> 8.6344995 sigma in 47 act. ( 3.8541958 sig out 1 act.) RANK 42 NODE 34 --> 8.4573631 sigma in 47 act. ( 5.6113191 sig out 1 act.) RANK 43 NODE 41 --> 8.2092276 sigma in 45 act. ( 3.2577758 sig out 1 act.) RANK 44 NODE 1 --> 7.5451727 sigma in 46 act. ( 3.8391817 sig out 1 act.) RANK 45 NODE 27 --> 7.1130676 sigma in 47 act. ( 1.0775311 sig out 1 act.) RANK 46 NODE 16 --> 5.7672248 sigma in 47 act. ( 1.2598739 sig out 1 act.) sorted by output significance RANK 1 NODE 46 --> 130.74605 sigma out 1 act.( 157.99515 sig in 47 act.) RANK 2 NODE 21 --> 117.28474 sigma out 1 act.( 131.31081 sig in 47 act.) RANK 3 NODE 38 --> 114.92091 sigma out 1 act.( 194.56496 sig in 47 act.) RANK 4 NODE 12 --> 114.18489 sigma out 1 act.( 121.42379 sig in 47 act.) RANK 5 NODE 22 --> 83.239273 sigma out 1 act.( 95.055351 sig in 47 act.) RANK 6 NODE 35 --> 81.208298 sigma out 1 act.( 113.51328 sig in 47 act.) RANK 7 NODE 40 --> 75.629486 sigma out 1 act.( 97.151154 sig in 47 act.) RANK 8 NODE 19 --> 66.420479 sigma out 1 act.( 89.284767 sig in 47 act.) RANK 9 NODE 26 --> 62.283478 sigma out 1 act.( 82.506218 sig in 47 act.) RANK 10 NODE 39 --> 59.327675 sigma out 1 act.( 48.628925 sig in 46 act.) RANK 11 NODE 20 --> 55.648685 sigma out 1 act.( 58.599518 sig in 47 act.) RANK 12 NODE 37 --> 54.317474 sigma out 1 act.( 65.343155 sig in 46 act.) RANK 13 NODE 36 --> 51.217484 sigma out 1 act.( 51.951134 sig in 47 act.) RANK 14 NODE 3 --> 49.831928 sigma out 1 act.( 61.022324 sig in 47 act.) RANK 15 NODE 45 --> 42.397484 sigma out 1 act.( 64.878555 sig in 47 act.) RANK 16 NODE 11 --> 42.290527 sigma out 1 act.( 48.220612 sig in 47 act.) RANK 17 NODE 15 --> 39.833839 sigma out 1 act.( 34.843086 sig in 47 act.) RANK 18 NODE 29 --> 39.441059 sigma out 1 act.( 30.181505 sig in 47 act.) RANK 19 NODE 17 --> 38.273148 sigma out 1 act.( 35.201122 sig in 47 act.) RANK 20 NODE 6 --> 37.421032 sigma out 1 act.( 49.376472 sig in 47 act.) RANK 21 NODE 24 --> 36.380142 sigma out 1 act.( 45.864777 sig in 47 act.) RANK 22 NODE 25 --> 34.351444 sigma out 1 act.( 41.830795 sig in 47 act.) RANK 23 NODE 9 --> 34.153038 sigma out 1 act.( 34.760681 sig in 46 act.) RANK 24 NODE 42 --> 30.542244 sigma out 1 act.( 34.421555 sig in 47 act.) RANK 25 NODE 2 --> 28.918449 sigma out 1 act.( 34.302456 sig in 47 act.) RANK 26 NODE 18 --> 28.598560 sigma out 1 act.( 31.291399 sig in 47 act.) RANK 27 NODE 44 --> 26.999350 sigma out 1 act.( 20.855228 sig in 46 act.) RANK 28 NODE 32 --> 22.557150 sigma out 1 act.( 27.742601 sig in 47 act.) RANK 29 NODE 10 --> 20.561665 sigma out 1 act.( 25.361715 sig in 46 act.) RANK 30 NODE 31 --> 18.668531 sigma out 1 act.( 19.470808 sig in 46 act.) RANK 31 NODE 33 --> 17.886770 sigma out 1 act.( 18.581083 sig in 46 act.) RANK 32 NODE 4 --> 15.783302 sigma out 1 act.( 14.650525 sig in 45 act.) RANK 33 NODE 8 --> 13.712603 sigma out 1 act.( 17.431381 sig in 45 act.) RANK 34 NODE 14 --> 11.891349 sigma out 1 act.( 13.231012 sig in 47 act.) RANK 35 NODE 7 --> 11.460516 sigma out 1 act.( 15.067042 sig in 47 act.) RANK 36 NODE 28 --> 10.698157 sigma out 1 act.( 15.225280 sig in 45 act.) RANK 37 NODE 23 --> 10.451911 sigma out 1 act.( 14.070502 sig in 46 act.) RANK 38 NODE 13 --> 9.9190521 sigma out 1 act.( 13.610126 sig in 47 act.) RANK 39 NODE 5 --> 7.5279350 sigma out 1 act.( 10.155032 sig in 46 act.) RANK 40 NODE 34 --> 5.6113191 sigma out 1 act.( 8.4573631 sig in 47 act.) RANK 41 NODE 43 --> 3.8541958 sigma out 1 act.( 8.6344995 sig in 47 act.) RANK 42 NODE 1 --> 3.8391817 sigma out 1 act.( 7.5451727 sig in 46 act.) RANK 43 NODE 30 --> 3.7757118 sigma out 1 act.( 8.9590816 sig in 46 act.) RANK 44 NODE 41 --> 3.2577758 sigma out 1 act.( 8.2092276 sig in 45 act.) RANK 45 NODE 16 --> 1.2598739 sigma out 1 act.( 5.7672248 sig in 47 act.) RANK 46 NODE 27 --> 1.0775311 sigma out 1 act.( 7.1130676 sig in 47 act.) RANK 1 NODE 1 --> 344.47028 sigma in 46 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.55785018 *** contribution from regularisation: 2.64113653E-03 *** contribution from error: -0.56049132 *** contribution from DIAG: 2.55634775E-04 *********************************************** --------------------------------------------------- Iteration : 71 kill weight from layer 1 knot 43 to knot 1 kill weight from layer 1 knot 13 to knot 43 *********************************************** *** Learn Path 71 *** loss function: -0.55786502 *** contribution from regularisation: 2.64026364E-03 *** contribution from error: -0.56050527 *** contribution from DIAG: 2.55882303E-04 *********************************************** --------------------------------------------------- Iteration : 72 kill weight from layer 1 knot 24 to knot 23 *********************************************** *** Learn Path 72 *** loss function: -0.55787426 *** contribution from regularisation: 2.64477800E-03 *** contribution from error: -0.56051904 *** contribution from DIAG: 2.55683757E-04 *********************************************** --------------------------------------------------- Iteration : 73 kill weight from layer 1 knot 44 to knot 36 *********************************************** *** Learn Path 73 *** loss function: -0.55788612 *** contribution from regularisation: 2.64596706E-03 *** contribution from error: -0.56053209 *** contribution from DIAG: 2.56080180E-04 *********************************************** --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.55789989 *** contribution from regularisation: 2.64551328E-03 *** contribution from error: -0.56054538 *** contribution from DIAG: 2.56017811E-04 *********************************************** --------------------------------------------------- Iteration : 75 kill weight from layer 1 knot 20 to knot 27 *********************************************** *** Learn Path 75 *** loss function: -0.55791610 *** contribution from regularisation: 2.64249067E-03 *** contribution from error: -0.56055862 *** contribution from DIAG: 2.55946681E-04 *********************************************** --------------------------------------------------- Iteration : 76 kill weight from layer 1 knot 37 to knot 13 *********************************************** *** Learn Path 76 *** loss function: -0.55792451 *** contribution from regularisation: 2.64685997E-03 *** contribution from error: -0.56057137 *** contribution from DIAG: 2.56822939E-04 *********************************************** --------------------------------------------------- Iteration : 77 kill weight from layer 1 knot 28 to knot 5 kill weight from layer 1 knot 20 to knot 13 kill weight from layer 1 knot 4 to knot 44 *********************************************** *** Learn Path 77 *** loss function: -0.55794257 *** contribution from regularisation: 2.64163641E-03 *** contribution from error: -0.56058419 *** contribution from DIAG: 2.56766973E-04 *********************************************** --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.55795443 *** contribution from regularisation: 2.64223642E-03 *** contribution from error: -0.56059664 *** contribution from DIAG: 2.56333529E-04 *********************************************** --------------------------------------------------- Iteration : 79 kill weight from layer 1 knot 43 to knot 13 *********************************************** *** Learn Path 79 *** loss function: -0.55796969 *** contribution from regularisation: 2.63959356E-03 *** contribution from error: -0.56060928 *** contribution from DIAG: 2.56224215E-04 *********************************************** --------------------------------------------------- Iteration : 80 kill weight from layer 1 knot 23 to knot 4 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 272.47009 sigma out 46 active outputs RANK 2 NODE 7 --> 166.11760 sigma out 46 active outputs RANK 3 NODE 2 --> 104.17894 sigma out 46 active outputs RANK 4 NODE 3 --> 93.342461 sigma out 46 active outputs RANK 5 NODE 5 --> 84.767944 sigma out 46 active outputs RANK 6 NODE 6 --> 80.870728 sigma out 46 active outputs RANK 7 NODE 4 --> 68.328377 sigma out 44 active outputs RANK 8 NODE 8 --> 59.601368 sigma out 46 active outputs RANK 9 NODE 9 --> 58.974937 sigma out 44 active outputs RANK 10 NODE 10 --> 58.897991 sigma out 46 active outputs RANK 11 NODE 12 --> 49.751366 sigma out 46 active outputs RANK 12 NODE 11 --> 48.338589 sigma out 45 active outputs RANK 13 NODE 21 --> 46.968567 sigma out 46 active outputs RANK 14 NODE 18 --> 44.429340 sigma out 46 active outputs RANK 15 NODE 14 --> 43.837482 sigma out 46 active outputs RANK 16 NODE 15 --> 37.148350 sigma out 46 active outputs RANK 17 NODE 20 --> 37.055458 sigma out 44 active outputs RANK 18 NODE 13 --> 35.944408 sigma out 45 active outputs RANK 19 NODE 19 --> 35.799992 sigma out 46 active outputs RANK 20 NODE 28 --> 35.641144 sigma out 45 active outputs RANK 21 NODE 25 --> 34.493065 sigma out 46 active outputs RANK 22 NODE 22 --> 33.604748 sigma out 46 active outputs RANK 23 NODE 26 --> 33.514557 sigma out 46 active outputs RANK 24 NODE 30 --> 33.276115 sigma out 45 active outputs RANK 25 NODE 24 --> 32.174332 sigma out 45 active outputs RANK 26 NODE 23 --> 31.861172 sigma out 45 active outputs RANK 27 NODE 27 --> 30.187710 sigma out 46 active outputs RANK 28 NODE 43 --> 29.063004 sigma out 44 active outputs RANK 29 NODE 37 --> 27.287203 sigma out 43 active outputs RANK 30 NODE 33 --> 26.293978 sigma out 46 active outputs RANK 31 NODE 39 --> 26.188309 sigma out 44 active outputs RANK 32 NODE 32 --> 25.080429 sigma out 45 active outputs RANK 33 NODE 36 --> 21.414474 sigma out 46 active outputs RANK 34 NODE 35 --> 20.577560 sigma out 46 active outputs RANK 35 NODE 17 --> 20.483181 sigma out 46 active outputs RANK 36 NODE 29 --> 19.144320 sigma out 45 active outputs RANK 37 NODE 31 --> 18.185850 sigma out 46 active outputs RANK 38 NODE 46 --> 16.764296 sigma out 45 active outputs RANK 39 NODE 38 --> 16.565430 sigma out 46 active outputs RANK 40 NODE 40 --> 15.952039 sigma out 46 active outputs RANK 41 NODE 41 --> 15.637691 sigma out 46 active outputs RANK 42 NODE 34 --> 15.587736 sigma out 46 active outputs RANK 43 NODE 42 --> 13.325092 sigma out 45 active outputs RANK 44 NODE 44 --> 13.048716 sigma out 42 active outputs RANK 45 NODE 16 --> 12.609772 sigma out 46 active outputs RANK 46 NODE 45 --> 10.112432 sigma out 45 active outputs RANK 47 NODE 47 --> 5.3301649 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 38 --> 194.69179 sigma in 47 act. ( 114.69295 sig out 1 act.) RANK 2 NODE 46 --> 157.96123 sigma in 47 act. ( 130.96277 sig out 1 act.) RANK 3 NODE 21 --> 131.10472 sigma in 47 act. ( 118.04661 sig out 1 act.) RANK 4 NODE 12 --> 121.56856 sigma in 47 act. ( 114.14182 sig out 1 act.) RANK 5 NODE 35 --> 113.24909 sigma in 47 act. ( 81.209778 sig out 1 act.) RANK 6 NODE 40 --> 97.431488 sigma in 47 act. ( 75.097557 sig out 1 act.) RANK 7 NODE 22 --> 95.190079 sigma in 47 act. ( 83.051064 sig out 1 act.) RANK 8 NODE 19 --> 89.056343 sigma in 47 act. ( 66.599113 sig out 1 act.) RANK 9 NODE 26 --> 82.453300 sigma in 47 act. ( 62.429661 sig out 1 act.) RANK 10 NODE 37 --> 65.449905 sigma in 46 act. ( 54.428699 sig out 1 act.) RANK 11 NODE 45 --> 64.697731 sigma in 47 act. ( 42.224709 sig out 1 act.) RANK 12 NODE 3 --> 61.272869 sigma in 47 act. ( 50.033287 sig out 1 act.) RANK 13 NODE 20 --> 58.582211 sigma in 47 act. ( 55.804695 sig out 1 act.) RANK 14 NODE 36 --> 52.040009 sigma in 46 act. ( 50.956009 sig out 1 act.) RANK 15 NODE 6 --> 49.362049 sigma in 47 act. ( 37.346725 sig out 1 act.) RANK 16 NODE 39 --> 48.761070 sigma in 46 act. ( 60.222378 sig out 1 act.) RANK 17 NODE 11 --> 48.136410 sigma in 47 act. ( 42.454723 sig out 1 act.) RANK 18 NODE 24 --> 45.690376 sigma in 47 act. ( 36.254139 sig out 1 act.) RANK 19 NODE 25 --> 41.782612 sigma in 47 act. ( 34.453068 sig out 1 act.) RANK 20 NODE 17 --> 35.032009 sigma in 47 act. ( 38.186111 sig out 1 act.) RANK 21 NODE 42 --> 34.800133 sigma in 47 act. ( 31.148972 sig out 1 act.) RANK 22 NODE 15 --> 34.697891 sigma in 47 act. ( 39.790722 sig out 1 act.) RANK 23 NODE 9 --> 34.614567 sigma in 46 act. ( 34.057758 sig out 1 act.) RANK 24 NODE 2 --> 34.302929 sigma in 47 act. ( 28.794214 sig out 1 act.) RANK 25 NODE 18 --> 31.468327 sigma in 47 act. ( 28.559095 sig out 1 act.) RANK 26 NODE 29 --> 30.357571 sigma in 47 act. ( 40.470070 sig out 1 act.) RANK 27 NODE 32 --> 27.744108 sigma in 47 act. ( 22.488436 sig out 1 act.) RANK 28 NODE 10 --> 25.360512 sigma in 46 act. ( 20.558125 sig out 1 act.) RANK 29 NODE 44 --> 21.337868 sigma in 45 act. ( 27.868202 sig out 1 act.) RANK 30 NODE 31 --> 19.503193 sigma in 46 act. ( 18.618507 sig out 1 act.) RANK 31 NODE 33 --> 18.612505 sigma in 46 act. ( 17.930975 sig out 1 act.) RANK 32 NODE 8 --> 17.363466 sigma in 45 act. ( 13.817026 sig out 1 act.) RANK 33 NODE 28 --> 15.202233 sigma in 45 act. ( 10.707630 sig out 1 act.) RANK 34 NODE 7 --> 15.038009 sigma in 47 act. ( 11.388604 sig out 1 act.) RANK 35 NODE 4 --> 14.684988 sigma in 44 act. ( 15.945881 sig out 1 act.) RANK 36 NODE 23 --> 14.018917 sigma in 45 act. ( 10.428355 sig out 1 act.) RANK 37 NODE 13 --> 13.577368 sigma in 44 act. ( 9.9383669 sig out 1 act.) RANK 38 NODE 14 --> 13.214070 sigma in 47 act. ( 11.986143 sig out 1 act.) RANK 39 NODE 5 --> 10.247090 sigma in 45 act. ( 7.8797069 sig out 1 act.) RANK 40 NODE 30 --> 8.8691349 sigma in 46 act. ( 3.7373598 sig out 1 act.) RANK 41 NODE 43 --> 8.5443916 sigma in 46 act. ( 3.8705516 sig out 1 act.) RANK 42 NODE 34 --> 8.3894224 sigma in 47 act. ( 5.6743207 sig out 1 act.) RANK 43 NODE 41 --> 8.1363516 sigma in 45 act. ( 3.2911036 sig out 1 act.) RANK 44 NODE 1 --> 7.4880652 sigma in 45 act. ( 3.8588288 sig out 1 act.) RANK 45 NODE 27 --> 6.9877071 sigma in 46 act. ( 1.0558401 sig out 1 act.) RANK 46 NODE 16 --> 5.6818771 sigma in 47 act. ( 1.2578253 sig out 1 act.) sorted by output significance RANK 1 NODE 46 --> 130.96277 sigma out 1 act.( 157.96123 sig in 47 act.) RANK 2 NODE 21 --> 118.04661 sigma out 1 act.( 131.10472 sig in 47 act.) RANK 3 NODE 38 --> 114.69295 sigma out 1 act.( 194.69179 sig in 47 act.) RANK 4 NODE 12 --> 114.14182 sigma out 1 act.( 121.56856 sig in 47 act.) RANK 5 NODE 22 --> 83.051064 sigma out 1 act.( 95.190079 sig in 47 act.) RANK 6 NODE 35 --> 81.209778 sigma out 1 act.( 113.24909 sig in 47 act.) RANK 7 NODE 40 --> 75.097557 sigma out 1 act.( 97.431488 sig in 47 act.) RANK 8 NODE 19 --> 66.599113 sigma out 1 act.( 89.056343 sig in 47 act.) RANK 9 NODE 26 --> 62.429661 sigma out 1 act.( 82.453300 sig in 47 act.) RANK 10 NODE 39 --> 60.222378 sigma out 1 act.( 48.761070 sig in 46 act.) RANK 11 NODE 20 --> 55.804695 sigma out 1 act.( 58.582211 sig in 47 act.) RANK 12 NODE 37 --> 54.428699 sigma out 1 act.( 65.449905 sig in 46 act.) RANK 13 NODE 36 --> 50.956009 sigma out 1 act.( 52.040009 sig in 46 act.) RANK 14 NODE 3 --> 50.033287 sigma out 1 act.( 61.272869 sig in 47 act.) RANK 15 NODE 11 --> 42.454723 sigma out 1 act.( 48.136410 sig in 47 act.) RANK 16 NODE 45 --> 42.224709 sigma out 1 act.( 64.697731 sig in 47 act.) RANK 17 NODE 29 --> 40.470070 sigma out 1 act.( 30.357571 sig in 47 act.) RANK 18 NODE 15 --> 39.790722 sigma out 1 act.( 34.697891 sig in 47 act.) RANK 19 NODE 17 --> 38.186111 sigma out 1 act.( 35.032009 sig in 47 act.) RANK 20 NODE 6 --> 37.346725 sigma out 1 act.( 49.362049 sig in 47 act.) RANK 21 NODE 24 --> 36.254139 sigma out 1 act.( 45.690376 sig in 47 act.) RANK 22 NODE 25 --> 34.453068 sigma out 1 act.( 41.782612 sig in 47 act.) RANK 23 NODE 9 --> 34.057758 sigma out 1 act.( 34.614567 sig in 46 act.) RANK 24 NODE 42 --> 31.148972 sigma out 1 act.( 34.800133 sig in 47 act.) RANK 25 NODE 2 --> 28.794214 sigma out 1 act.( 34.302929 sig in 47 act.) RANK 26 NODE 18 --> 28.559095 sigma out 1 act.( 31.468327 sig in 47 act.) RANK 27 NODE 44 --> 27.868202 sigma out 1 act.( 21.337868 sig in 45 act.) RANK 28 NODE 32 --> 22.488436 sigma out 1 act.( 27.744108 sig in 47 act.) RANK 29 NODE 10 --> 20.558125 sigma out 1 act.( 25.360512 sig in 46 act.) RANK 30 NODE 31 --> 18.618507 sigma out 1 act.( 19.503193 sig in 46 act.) RANK 31 NODE 33 --> 17.930975 sigma out 1 act.( 18.612505 sig in 46 act.) RANK 32 NODE 4 --> 15.945881 sigma out 1 act.( 14.684988 sig in 44 act.) RANK 33 NODE 8 --> 13.817026 sigma out 1 act.( 17.363466 sig in 45 act.) RANK 34 NODE 14 --> 11.986143 sigma out 1 act.( 13.214070 sig in 47 act.) RANK 35 NODE 7 --> 11.388604 sigma out 1 act.( 15.038009 sig in 47 act.) RANK 36 NODE 28 --> 10.707630 sigma out 1 act.( 15.202233 sig in 45 act.) RANK 37 NODE 23 --> 10.428355 sigma out 1 act.( 14.018917 sig in 45 act.) RANK 38 NODE 13 --> 9.9383669 sigma out 1 act.( 13.577368 sig in 44 act.) RANK 39 NODE 5 --> 7.8797069 sigma out 1 act.( 10.247090 sig in 45 act.) RANK 40 NODE 34 --> 5.6743207 sigma out 1 act.( 8.3894224 sig in 47 act.) RANK 41 NODE 43 --> 3.8705516 sigma out 1 act.( 8.5443916 sig in 46 act.) RANK 42 NODE 1 --> 3.8588288 sigma out 1 act.( 7.4880652 sig in 45 act.) RANK 43 NODE 30 --> 3.7373598 sigma out 1 act.( 8.8691349 sig in 46 act.) RANK 44 NODE 41 --> 3.2911036 sigma out 1 act.( 8.1363516 sig in 45 act.) RANK 45 NODE 16 --> 1.2578253 sigma out 1 act.( 5.6818771 sig in 47 act.) RANK 46 NODE 27 --> 1.0558401 sigma out 1 act.( 6.9877071 sig in 46 act.) RANK 1 NODE 1 --> 345.01974 sigma in 46 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.55798507 *** contribution from regularisation: 2.63711973E-03 *** contribution from error: -0.56062222 *** contribution from DIAG: 2.56111525E-04 *********************************************** --------------------------------------------------- Iteration : 81 kill weight from layer 1 knot 4 to knot 29 *********************************************** *** Learn Path 81 *** loss function: -0.55799550 *** contribution from regularisation: 2.63925269E-03 *** contribution from error: -0.56063473 *** contribution from DIAG: 2.55560852E-04 *********************************************** --------------------------------------------------- Iteration : 82 kill weight from layer 1 knot 6 to knot 17 kill weight from layer 1 knot 8 to knot 26 kill weight from layer 1 knot 47 to knot 45 *********************************************** *** Learn Path 82 *** loss function: -0.55800802 *** contribution from regularisation: 2.63946154E-03 *** contribution from error: -0.56064749 *** contribution from DIAG: 2.55965191E-04 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 29 to knot 34 kill weight from layer 1 knot 41 to knot 34 *********************************************** *** Learn Path 83 *** loss function: -0.55802542 *** contribution from regularisation: 2.63421983E-03 *** contribution from error: -0.56065965 *** contribution from DIAG: 2.55443709E-04 *********************************************** --------------------------------------------------- Iteration : 84 kill weight from layer 1 knot 23 to knot 5 kill weight from layer 1 knot 15 to knot 30 *********************************************** *** Learn Path 84 *** loss function: -0.55803901 *** contribution from regularisation: 2.63320748E-03 *** contribution from error: -0.56067222 *** contribution from DIAG: 2.54653540E-04 *********************************************** --------------------------------------------------- Iteration : 85 *********************************************** *** Learn Path 85 *** loss function: -0.55804825 *** contribution from regularisation: 2.63570878E-03 *** contribution from error: -0.56068397 *** contribution from DIAG: 2.54979706E-04 *********************************************** --------------------------------------------------- Iteration : 86 kill weight from layer 1 knot 6 to knot 29 kill weight from layer 1 knot 26 to knot 30 kill weight from layer 1 knot 41 to knot 33 kill weight from layer 1 knot 39 to knot 36 kill weight from layer 1 knot 39 to knot 41 *********************************************** *** Learn Path 86 *** loss function: -0.55806959 *** contribution from regularisation: 2.62670964E-03 *** contribution from error: -0.56069630 *** contribution from DIAG: 2.54500104E-04 *********************************************** --------------------------------------------------- Iteration : 87 kill weight from layer 1 knot 39 to knot 5 kill weight from layer 1 knot 46 to knot 16 *********************************************** *** Learn Path 87 *** loss function: -0.55807596 *** contribution from regularisation: 2.63210526E-03 *** contribution from error: -0.56070805 *** contribution from DIAG: 2.54168670E-04 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 23 to knot 8 kill weight from layer 1 knot 31 to knot 24 kill weight from layer 1 knot 38 to knot 30 *********************************************** *** Learn Path 88 *** loss function: -0.55809146 *** contribution from regularisation: 2.62810173E-03 *** contribution from error: -0.56071955 *** contribution from DIAG: 2.53692240E-04 *********************************************** --------------------------------------------------- Iteration : 89 *********************************************** *** Learn Path 89 *** loss function: -0.55810559 *** contribution from regularisation: 2.62527750E-03 *** contribution from error: -0.56073087 *** contribution from DIAG: 2.53468897E-04 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 45 to knot 13 kill weight from layer 1 knot 41 to knot 15 kill weight from layer 1 knot 16 to knot 18 kill weight from layer 1 knot 37 to knot 34 kill weight from layer 1 knot 38 to knot 38 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 273.36609 sigma out 46 active outputs RANK 2 NODE 7 --> 166.29100 sigma out 46 active outputs RANK 3 NODE 2 --> 104.52730 sigma out 46 active outputs RANK 4 NODE 3 --> 94.866722 sigma out 46 active outputs RANK 5 NODE 5 --> 85.042824 sigma out 46 active outputs RANK 6 NODE 6 --> 81.942070 sigma out 44 active outputs RANK 7 NODE 4 --> 68.592079 sigma out 43 active outputs RANK 8 NODE 8 --> 59.504192 sigma out 45 active outputs RANK 9 NODE 10 --> 59.305046 sigma out 46 active outputs RANK 10 NODE 9 --> 58.848469 sigma out 44 active outputs RANK 11 NODE 12 --> 49.879829 sigma out 46 active outputs RANK 12 NODE 11 --> 48.551746 sigma out 45 active outputs RANK 13 NODE 21 --> 47.455429 sigma out 46 active outputs RANK 14 NODE 18 --> 44.443504 sigma out 46 active outputs RANK 15 NODE 14 --> 44.029900 sigma out 46 active outputs RANK 16 NODE 15 --> 37.270214 sigma out 45 active outputs RANK 17 NODE 20 --> 37.071159 sigma out 44 active outputs RANK 18 NODE 13 --> 35.962337 sigma out 45 active outputs RANK 19 NODE 28 --> 35.939980 sigma out 45 active outputs RANK 20 NODE 19 --> 35.926857 sigma out 46 active outputs RANK 21 NODE 25 --> 34.837788 sigma out 46 active outputs RANK 22 NODE 22 --> 33.841507 sigma out 46 active outputs RANK 23 NODE 26 --> 33.429520 sigma out 45 active outputs RANK 24 NODE 30 --> 33.426422 sigma out 45 active outputs RANK 25 NODE 24 --> 31.992613 sigma out 45 active outputs RANK 26 NODE 23 --> 31.657055 sigma out 43 active outputs RANK 27 NODE 27 --> 30.341192 sigma out 46 active outputs RANK 28 NODE 43 --> 29.442427 sigma out 44 active outputs RANK 29 NODE 37 --> 27.553310 sigma out 42 active outputs RANK 30 NODE 39 --> 26.298569 sigma out 41 active outputs RANK 31 NODE 33 --> 26.274218 sigma out 46 active outputs RANK 32 NODE 32 --> 25.222178 sigma out 45 active outputs RANK 33 NODE 36 --> 21.779242 sigma out 46 active outputs RANK 34 NODE 35 --> 20.743029 sigma out 46 active outputs RANK 35 NODE 17 --> 20.181076 sigma out 46 active outputs RANK 36 NODE 29 --> 19.162626 sigma out 44 active outputs RANK 37 NODE 31 --> 18.135260 sigma out 45 active outputs RANK 38 NODE 46 --> 17.079329 sigma out 44 active outputs RANK 39 NODE 38 --> 16.651279 sigma out 44 active outputs RANK 40 NODE 40 --> 16.027590 sigma out 46 active outputs RANK 41 NODE 41 --> 15.657029 sigma out 43 active outputs RANK 42 NODE 34 --> 15.368311 sigma out 46 active outputs RANK 43 NODE 42 --> 13.340056 sigma out 45 active outputs RANK 44 NODE 44 --> 12.996006 sigma out 42 active outputs RANK 45 NODE 16 --> 11.276803 sigma out 45 active outputs RANK 46 NODE 45 --> 10.144227 sigma out 44 active outputs RANK 47 NODE 47 --> 5.3008265 sigma out 43 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 38 --> 195.06479 sigma in 46 act. ( 115.48121 sig out 1 act.) RANK 2 NODE 46 --> 158.48141 sigma in 47 act. ( 131.70110 sig out 1 act.) RANK 3 NODE 21 --> 131.72018 sigma in 47 act. ( 118.45695 sig out 1 act.) RANK 4 NODE 12 --> 122.02515 sigma in 47 act. ( 115.14543 sig out 1 act.) RANK 5 NODE 35 --> 113.74221 sigma in 47 act. ( 81.608047 sig out 1 act.) RANK 6 NODE 40 --> 97.693787 sigma in 47 act. ( 75.621284 sig out 1 act.) RANK 7 NODE 22 --> 95.559601 sigma in 47 act. ( 83.453430 sig out 1 act.) RANK 8 NODE 19 --> 89.627594 sigma in 47 act. ( 66.590370 sig out 1 act.) RANK 9 NODE 26 --> 82.617416 sigma in 46 act. ( 62.765091 sig out 1 act.) RANK 10 NODE 37 --> 65.644768 sigma in 46 act. ( 54.924591 sig out 1 act.) RANK 11 NODE 45 --> 64.831459 sigma in 46 act. ( 42.361900 sig out 1 act.) RANK 12 NODE 3 --> 61.722984 sigma in 47 act. ( 50.423981 sig out 1 act.) RANK 13 NODE 20 --> 58.834129 sigma in 47 act. ( 55.994453 sig out 1 act.) RANK 14 NODE 36 --> 52.278790 sigma in 45 act. ( 51.451145 sig out 1 act.) RANK 15 NODE 6 --> 49.469151 sigma in 47 act. ( 37.422405 sig out 1 act.) RANK 16 NODE 39 --> 49.342564 sigma in 46 act. ( 60.919888 sig out 1 act.) RANK 17 NODE 11 --> 48.457081 sigma in 47 act. ( 42.877453 sig out 1 act.) RANK 18 NODE 24 --> 45.930286 sigma in 46 act. ( 36.505959 sig out 1 act.) RANK 19 NODE 25 --> 41.870258 sigma in 47 act. ( 34.759167 sig out 1 act.) RANK 20 NODE 42 --> 35.278809 sigma in 47 act. ( 31.604803 sig out 1 act.) RANK 21 NODE 17 --> 35.263138 sigma in 46 act. ( 38.436993 sig out 1 act.) RANK 22 NODE 15 --> 34.925251 sigma in 46 act. ( 40.047768 sig out 1 act.) RANK 23 NODE 9 --> 34.883541 sigma in 46 act. ( 34.268143 sig out 1 act.) RANK 24 NODE 2 --> 34.417336 sigma in 47 act. ( 28.952211 sig out 1 act.) RANK 25 NODE 18 --> 31.651039 sigma in 46 act. ( 28.952103 sig out 1 act.) RANK 26 NODE 29 --> 30.692688 sigma in 45 act. ( 41.244843 sig out 1 act.) RANK 27 NODE 32 --> 27.820835 sigma in 47 act. ( 22.697908 sig out 1 act.) RANK 28 NODE 10 --> 25.398804 sigma in 46 act. ( 20.836300 sig out 1 act.) RANK 29 NODE 44 --> 21.889004 sigma in 45 act. ( 28.649988 sig out 1 act.) RANK 30 NODE 31 --> 19.560894 sigma in 46 act. ( 18.906738 sig out 1 act.) RANK 31 NODE 33 --> 18.721891 sigma in 45 act. ( 18.160612 sig out 1 act.) RANK 32 NODE 8 --> 17.454933 sigma in 44 act. ( 13.882970 sig out 1 act.) RANK 33 NODE 28 --> 15.230923 sigma in 45 act. ( 10.817948 sig out 1 act.) RANK 34 NODE 7 --> 15.013280 sigma in 47 act. ( 11.502150 sig out 1 act.) RANK 35 NODE 4 --> 14.780008 sigma in 44 act. ( 16.200739 sig out 1 act.) RANK 36 NODE 23 --> 13.991091 sigma in 45 act. ( 10.519569 sig out 1 act.) RANK 37 NODE 13 --> 13.635017 sigma in 43 act. ( 10.080814 sig out 1 act.) RANK 38 NODE 14 --> 13.235813 sigma in 47 act. ( 12.110046 sig out 1 act.) RANK 39 NODE 5 --> 10.348602 sigma in 43 act. ( 8.2068005 sig out 1 act.) RANK 40 NODE 30 --> 8.7833319 sigma in 43 act. ( 3.7639830 sig out 1 act.) RANK 41 NODE 43 --> 8.4486837 sigma in 46 act. ( 3.9467626 sig out 1 act.) RANK 42 NODE 34 --> 8.3811579 sigma in 44 act. ( 5.7469964 sig out 1 act.) RANK 43 NODE 41 --> 8.0658350 sigma in 44 act. ( 3.3567145 sig out 1 act.) RANK 44 NODE 1 --> 7.4315810 sigma in 45 act. ( 3.8770628 sig out 1 act.) RANK 45 NODE 27 --> 6.8764491 sigma in 46 act. ( 1.0312510 sig out 1 act.) RANK 46 NODE 16 --> 5.5967917 sigma in 46 act. ( 1.2676218 sig out 1 act.) sorted by output significance RANK 1 NODE 46 --> 131.70110 sigma out 1 act.( 158.48141 sig in 47 act.) RANK 2 NODE 21 --> 118.45695 sigma out 1 act.( 131.72018 sig in 47 act.) RANK 3 NODE 38 --> 115.48121 sigma out 1 act.( 195.06479 sig in 46 act.) RANK 4 NODE 12 --> 115.14543 sigma out 1 act.( 122.02515 sig in 47 act.) RANK 5 NODE 22 --> 83.453430 sigma out 1 act.( 95.559601 sig in 47 act.) RANK 6 NODE 35 --> 81.608047 sigma out 1 act.( 113.74221 sig in 47 act.) RANK 7 NODE 40 --> 75.621284 sigma out 1 act.( 97.693787 sig in 47 act.) RANK 8 NODE 19 --> 66.590370 sigma out 1 act.( 89.627594 sig in 47 act.) RANK 9 NODE 26 --> 62.765091 sigma out 1 act.( 82.617416 sig in 46 act.) RANK 10 NODE 39 --> 60.919888 sigma out 1 act.( 49.342564 sig in 46 act.) RANK 11 NODE 20 --> 55.994453 sigma out 1 act.( 58.834129 sig in 47 act.) RANK 12 NODE 37 --> 54.924591 sigma out 1 act.( 65.644768 sig in 46 act.) RANK 13 NODE 36 --> 51.451145 sigma out 1 act.( 52.278790 sig in 45 act.) RANK 14 NODE 3 --> 50.423981 sigma out 1 act.( 61.722984 sig in 47 act.) RANK 15 NODE 11 --> 42.877453 sigma out 1 act.( 48.457081 sig in 47 act.) RANK 16 NODE 45 --> 42.361900 sigma out 1 act.( 64.831459 sig in 46 act.) RANK 17 NODE 29 --> 41.244843 sigma out 1 act.( 30.692688 sig in 45 act.) RANK 18 NODE 15 --> 40.047768 sigma out 1 act.( 34.925251 sig in 46 act.) RANK 19 NODE 17 --> 38.436993 sigma out 1 act.( 35.263138 sig in 46 act.) RANK 20 NODE 6 --> 37.422405 sigma out 1 act.( 49.469151 sig in 47 act.) RANK 21 NODE 24 --> 36.505959 sigma out 1 act.( 45.930286 sig in 46 act.) RANK 22 NODE 25 --> 34.759167 sigma out 1 act.( 41.870258 sig in 47 act.) RANK 23 NODE 9 --> 34.268143 sigma out 1 act.( 34.883541 sig in 46 act.) RANK 24 NODE 42 --> 31.604803 sigma out 1 act.( 35.278809 sig in 47 act.) RANK 25 NODE 2 --> 28.952211 sigma out 1 act.( 34.417336 sig in 47 act.) RANK 26 NODE 18 --> 28.952103 sigma out 1 act.( 31.651039 sig in 46 act.) RANK 27 NODE 44 --> 28.649988 sigma out 1 act.( 21.889004 sig in 45 act.) RANK 28 NODE 32 --> 22.697908 sigma out 1 act.( 27.820835 sig in 47 act.) RANK 29 NODE 10 --> 20.836300 sigma out 1 act.( 25.398804 sig in 46 act.) RANK 30 NODE 31 --> 18.906738 sigma out 1 act.( 19.560894 sig in 46 act.) RANK 31 NODE 33 --> 18.160612 sigma out 1 act.( 18.721891 sig in 45 act.) RANK 32 NODE 4 --> 16.200739 sigma out 1 act.( 14.780008 sig in 44 act.) RANK 33 NODE 8 --> 13.882970 sigma out 1 act.( 17.454933 sig in 44 act.) RANK 34 NODE 14 --> 12.110046 sigma out 1 act.( 13.235813 sig in 47 act.) RANK 35 NODE 7 --> 11.502150 sigma out 1 act.( 15.013280 sig in 47 act.) RANK 36 NODE 28 --> 10.817948 sigma out 1 act.( 15.230923 sig in 45 act.) RANK 37 NODE 23 --> 10.519569 sigma out 1 act.( 13.991091 sig in 45 act.) RANK 38 NODE 13 --> 10.080814 sigma out 1 act.( 13.635017 sig in 43 act.) RANK 39 NODE 5 --> 8.2068005 sigma out 1 act.( 10.348602 sig in 43 act.) RANK 40 NODE 34 --> 5.7469964 sigma out 1 act.( 8.3811579 sig in 44 act.) RANK 41 NODE 43 --> 3.9467626 sigma out 1 act.( 8.4486837 sig in 46 act.) RANK 42 NODE 1 --> 3.8770628 sigma out 1 act.( 7.4315810 sig in 45 act.) RANK 43 NODE 30 --> 3.7639830 sigma out 1 act.( 8.7833319 sig in 43 act.) RANK 44 NODE 41 --> 3.3567145 sigma out 1 act.( 8.0658350 sig in 44 act.) RANK 45 NODE 16 --> 1.2676218 sigma out 1 act.( 5.5967917 sig in 46 act.) RANK 46 NODE 27 --> 1.0312510 sigma out 1 act.( 6.8764491 sig in 46 act.) RANK 1 NODE 1 --> 347.31500 sigma in 46 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.55811751 *** contribution from regularisation: 2.62465328E-03 *** contribution from error: -0.56074214 *** contribution from DIAG: 2.53239239E-04 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 16 to knot 2 kill weight from layer 1 knot 45 to knot 5 kill weight from layer 1 knot 42 to knot 22 kill weight from layer 1 knot 47 to knot 24 kill weight from layer 1 knot 16 to knot 32 kill weight from layer 1 knot 28 to knot 46 *********************************************** *** Learn Path 91 *** loss function: -0.55812609 *** contribution from regularisation: 2.62715737E-03 *** contribution from error: -0.56075323 *** contribution from DIAG: 2.53670616E-04 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 44 to knot 4 kill weight from layer 1 knot 12 to knot 7 kill weight from layer 1 knot 46 to knot 27 kill weight from layer 1 knot 3 to knot 43 *********************************************** *** Learn Path 92 *** loss function: -0.55814081 *** contribution from regularisation: 2.62355944E-03 *** contribution from error: -0.56076437 *** contribution from DIAG: 2.53966427E-04 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 16 to knot 8 kill weight from layer 1 knot 39 to knot 16 kill weight from layer 1 knot 39 to knot 17 kill weight from layer 1 knot 28 to knot 30 kill weight from layer 1 knot 41 to knot 39 kill weight from layer 1 knot 11 to knot 43 *********************************************** *** Learn Path 93 *** loss function: -0.55815023 *** contribution from regularisation: 2.62513408E-03 *** contribution from error: -0.56077534 *** contribution from DIAG: 2.54489831E-04 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 10 to knot 8 kill weight from layer 1 knot 21 to knot 10 kill weight from layer 1 knot 37 to knot 21 kill weight from layer 1 knot 25 to knot 23 kill weight from layer 1 knot 37 to knot 24 kill weight from layer 1 knot 18 to knot 28 *********************************************** *** Learn Path 94 *** loss function: -0.55816483 *** contribution from regularisation: 2.62114033E-03 *** contribution from error: -0.56078595 *** contribution from DIAG: 2.54196202E-04 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 44 to knot 1 kill weight from layer 1 knot 24 to knot 5 kill weight from layer 1 knot 33 to knot 5 kill weight from layer 1 knot 36 to knot 5 kill weight from layer 1 knot 5 to knot 7 kill weight from layer 1 knot 5 to knot 43 kill weight from layer 1 knot 47 to knot 43 kill weight from layer 1 knot 30 to knot 44 *********************************************** *** Learn Path 95 *** loss function: -0.55818701 *** contribution from regularisation: 2.60973442E-03 *** contribution from error: -0.56079674 *** contribution from DIAG: 2.55141582E-04 *********************************************** --------------------------------------------------- Iteration : 96 kill weight from layer 1 knot 40 to knot 18 kill weight from layer 1 knot 17 to knot 20 kill weight from layer 1 knot 16 to knot 43 kill weight from layer 1 knot 14 to knot 44 *********************************************** *** Learn Path 96 *** loss function: -0.55820036 *** contribution from regularisation: 2.60716886E-03 *** contribution from error: -0.56080753 *** contribution from DIAG: 2.55085062E-04 *********************************************** --------------------------------------------------- Iteration : 97 kill weight from layer 1 knot 16 to knot 4 *********************************************** *** Learn Path 97 *** loss function: -0.55821359 *** contribution from regularisation: 2.60466710E-03 *** contribution from error: -0.56081825 *** contribution from DIAG: 2.55404535E-04 *********************************************** --------------------------------------------------- Iteration : 98 kill weight from layer 1 knot 31 to knot 27 *********************************************** *** Learn Path 98 *** loss function: -0.55822313 *** contribution from regularisation: 2.60572648E-03 *** contribution from error: -0.56082886 *** contribution from DIAG: 2.56347965E-04 *********************************************** --------------------------------------------------- Iteration : 99 kill weight from layer 1 knot 33 to knot 8 *********************************************** *** Learn Path 99 *** loss function: -0.55823523 *** contribution from regularisation: 2.60395953E-03 *** contribution from error: -0.56083918 *** contribution from DIAG: 2.56263855E-04 *********************************************** --------------------------------------------------- Iteration : 100 kill weight from layer 1 knot 4 to knot 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 272.28152 sigma out 46 active outputs RANK 2 NODE 7 --> 166.04311 sigma out 46 active outputs RANK 3 NODE 2 --> 104.42574 sigma out 46 active outputs RANK 4 NODE 3 --> 94.467766 sigma out 45 active outputs RANK 5 NODE 5 --> 84.664246 sigma out 44 active outputs RANK 6 NODE 6 --> 82.137718 sigma out 44 active outputs RANK 7 NODE 4 --> 67.943779 sigma out 42 active outputs RANK 8 NODE 8 --> 59.200077 sigma out 45 active outputs RANK 9 NODE 10 --> 59.109177 sigma out 45 active outputs RANK 10 NODE 9 --> 58.445217 sigma out 44 active outputs RANK 11 NODE 12 --> 49.917259 sigma out 45 active outputs RANK 12 NODE 11 --> 47.878933 sigma out 44 active outputs RANK 13 NODE 21 --> 46.983696 sigma out 45 active outputs RANK 14 NODE 18 --> 44.487633 sigma out 45 active outputs RANK 15 NODE 14 --> 43.752125 sigma out 45 active outputs RANK 16 NODE 15 --> 37.093006 sigma out 45 active outputs RANK 17 NODE 20 --> 36.843014 sigma out 44 active outputs RANK 18 NODE 19 --> 35.852688 sigma out 46 active outputs RANK 19 NODE 13 --> 35.738384 sigma out 45 active outputs RANK 20 NODE 28 --> 35.638462 sigma out 43 active outputs RANK 21 NODE 25 --> 34.542271 sigma out 45 active outputs RANK 22 NODE 22 --> 33.789955 sigma out 46 active outputs RANK 23 NODE 26 --> 33.347820 sigma out 45 active outputs RANK 24 NODE 30 --> 33.088654 sigma out 44 active outputs RANK 25 NODE 24 --> 31.944933 sigma out 44 active outputs RANK 26 NODE 23 --> 31.491510 sigma out 43 active outputs RANK 27 NODE 27 --> 30.152714 sigma out 46 active outputs RANK 28 NODE 43 --> 29.602558 sigma out 44 active outputs RANK 29 NODE 37 --> 27.395355 sigma out 40 active outputs RANK 30 NODE 39 --> 26.225220 sigma out 39 active outputs RANK 31 NODE 33 --> 26.008144 sigma out 44 active outputs RANK 32 NODE 32 --> 25.102665 sigma out 45 active outputs RANK 33 NODE 36 --> 21.614761 sigma out 45 active outputs RANK 34 NODE 35 --> 20.537045 sigma out 46 active outputs RANK 35 NODE 17 --> 20.481104 sigma out 45 active outputs RANK 36 NODE 29 --> 18.897518 sigma out 44 active outputs RANK 37 NODE 31 --> 17.964567 sigma out 44 active outputs RANK 38 NODE 46 --> 17.037851 sigma out 43 active outputs RANK 39 NODE 38 --> 16.549400 sigma out 44 active outputs RANK 40 NODE 40 --> 15.940050 sigma out 45 active outputs RANK 41 NODE 41 --> 15.506652 sigma out 42 active outputs RANK 42 NODE 34 --> 15.228764 sigma out 46 active outputs RANK 43 NODE 42 --> 13.257238 sigma out 44 active outputs RANK 44 NODE 44 --> 12.861287 sigma out 40 active outputs RANK 45 NODE 16 --> 12.284016 sigma out 40 active outputs RANK 46 NODE 45 --> 10.087121 sigma out 43 active outputs RANK 47 NODE 47 --> 5.2410650 sigma out 41 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 38 --> 194.39920 sigma in 46 act. ( 114.73790 sig out 1 act.) RANK 2 NODE 46 --> 157.93494 sigma in 46 act. ( 131.44026 sig out 1 act.) RANK 3 NODE 21 --> 131.21831 sigma in 46 act. ( 118.04826 sig out 1 act.) RANK 4 NODE 12 --> 121.49216 sigma in 47 act. ( 114.73008 sig out 1 act.) RANK 5 NODE 35 --> 113.42196 sigma in 47 act. ( 81.245888 sig out 1 act.) RANK 6 NODE 40 --> 97.171516 sigma in 47 act. ( 75.600380 sig out 1 act.) RANK 7 NODE 22 --> 95.151436 sigma in 46 act. ( 83.176231 sig out 1 act.) RANK 8 NODE 19 --> 89.207024 sigma in 47 act. ( 66.592934 sig out 1 act.) RANK 9 NODE 26 --> 82.420181 sigma in 46 act. ( 62.150059 sig out 1 act.) RANK 10 NODE 37 --> 65.273087 sigma in 46 act. ( 54.910267 sig out 1 act.) RANK 11 NODE 45 --> 64.496277 sigma in 46 act. ( 42.152496 sig out 1 act.) RANK 12 NODE 3 --> 61.570583 sigma in 47 act. ( 50.500019 sig out 1 act.) RANK 13 NODE 20 --> 58.626942 sigma in 46 act. ( 55.608433 sig out 1 act.) RANK 14 NODE 36 --> 52.067043 sigma in 45 act. ( 51.470306 sig out 1 act.) RANK 15 NODE 39 --> 49.429317 sigma in 45 act. ( 61.500740 sig out 1 act.) RANK 16 NODE 6 --> 49.123936 sigma in 47 act. ( 37.411350 sig out 1 act.) RANK 17 NODE 11 --> 48.473103 sigma in 47 act. ( 42.590363 sig out 1 act.) RANK 18 NODE 24 --> 45.745564 sigma in 44 act. ( 36.212772 sig out 1 act.) RANK 19 NODE 25 --> 41.759083 sigma in 47 act. ( 34.386261 sig out 1 act.) RANK 20 NODE 42 --> 35.416111 sigma in 47 act. ( 31.804590 sig out 1 act.) RANK 21 NODE 17 --> 34.967514 sigma in 45 act. ( 38.246220 sig out 1 act.) RANK 22 NODE 15 --> 34.861507 sigma in 46 act. ( 39.809746 sig out 1 act.) RANK 23 NODE 9 --> 34.696247 sigma in 46 act. ( 34.250767 sig out 1 act.) RANK 24 NODE 2 --> 34.287132 sigma in 46 act. ( 28.724405 sig out 1 act.) RANK 25 NODE 18 --> 31.699451 sigma in 45 act. ( 28.853258 sig out 1 act.) RANK 26 NODE 29 --> 30.641579 sigma in 45 act. ( 41.874870 sig out 1 act.) RANK 27 NODE 32 --> 27.723145 sigma in 46 act. ( 22.614862 sig out 1 act.) RANK 28 NODE 10 --> 25.324171 sigma in 45 act. ( 20.764250 sig out 1 act.) RANK 29 NODE 44 --> 22.171635 sigma in 43 act. ( 29.257763 sig out 1 act.) RANK 30 NODE 31 --> 19.515039 sigma in 46 act. ( 18.963291 sig out 1 act.) RANK 31 NODE 33 --> 18.688709 sigma in 45 act. ( 18.169449 sig out 1 act.) RANK 32 NODE 8 --> 17.369608 sigma in 41 act. ( 13.884695 sig out 1 act.) RANK 33 NODE 28 --> 15.169348 sigma in 44 act. ( 10.892984 sig out 1 act.) RANK 34 NODE 7 --> 14.931466 sigma in 45 act. ( 11.487849 sig out 1 act.) RANK 35 NODE 4 --> 14.830709 sigma in 42 act. ( 16.224632 sig out 1 act.) RANK 36 NODE 23 --> 13.900356 sigma in 44 act. ( 10.491099 sig out 1 act.) RANK 37 NODE 13 --> 13.589881 sigma in 43 act. ( 10.110223 sig out 1 act.) RANK 38 NODE 14 --> 13.201194 sigma in 47 act. ( 12.138133 sig out 1 act.) RANK 39 NODE 5 --> 10.417607 sigma in 39 act. ( 8.5096426 sig out 1 act.) RANK 40 NODE 30 --> 8.6840219 sigma in 41 act. ( 3.7574110 sig out 1 act.) RANK 41 NODE 43 --> 8.3688116 sigma in 41 act. ( 3.9518969 sig out 1 act.) RANK 42 NODE 34 --> 8.3130131 sigma in 44 act. ( 5.7830791 sig out 1 act.) RANK 43 NODE 41 --> 7.9718041 sigma in 44 act. ( 3.3883026 sig out 1 act.) RANK 44 NODE 1 --> 7.3475842 sigma in 44 act. ( 3.8766971 sig out 1 act.) RANK 45 NODE 27 --> 6.7694230 sigma in 44 act. ( 1.0105375 sig out 1 act.) RANK 46 NODE 16 --> 5.5109882 sigma in 45 act. ( 1.2646880 sig out 1 act.) sorted by output significance RANK 1 NODE 46 --> 131.44026 sigma out 1 act.( 157.93494 sig in 46 act.) RANK 2 NODE 21 --> 118.04826 sigma out 1 act.( 131.21831 sig in 46 act.) RANK 3 NODE 38 --> 114.73790 sigma out 1 act.( 194.39920 sig in 46 act.) RANK 4 NODE 12 --> 114.73008 sigma out 1 act.( 121.49216 sig in 47 act.) RANK 5 NODE 22 --> 83.176231 sigma out 1 act.( 95.151436 sig in 46 act.) RANK 6 NODE 35 --> 81.245888 sigma out 1 act.( 113.42196 sig in 47 act.) RANK 7 NODE 40 --> 75.600380 sigma out 1 act.( 97.171516 sig in 47 act.) RANK 8 NODE 19 --> 66.592934 sigma out 1 act.( 89.207024 sig in 47 act.) RANK 9 NODE 26 --> 62.150059 sigma out 1 act.( 82.420181 sig in 46 act.) RANK 10 NODE 39 --> 61.500740 sigma out 1 act.( 49.429317 sig in 45 act.) RANK 11 NODE 20 --> 55.608433 sigma out 1 act.( 58.626942 sig in 46 act.) RANK 12 NODE 37 --> 54.910267 sigma out 1 act.( 65.273087 sig in 46 act.) RANK 13 NODE 36 --> 51.470306 sigma out 1 act.( 52.067043 sig in 45 act.) RANK 14 NODE 3 --> 50.500019 sigma out 1 act.( 61.570583 sig in 47 act.) RANK 15 NODE 11 --> 42.590363 sigma out 1 act.( 48.473103 sig in 47 act.) RANK 16 NODE 45 --> 42.152496 sigma out 1 act.( 64.496277 sig in 46 act.) RANK 17 NODE 29 --> 41.874870 sigma out 1 act.( 30.641579 sig in 45 act.) RANK 18 NODE 15 --> 39.809746 sigma out 1 act.( 34.861507 sig in 46 act.) RANK 19 NODE 17 --> 38.246220 sigma out 1 act.( 34.967514 sig in 45 act.) RANK 20 NODE 6 --> 37.411350 sigma out 1 act.( 49.123936 sig in 47 act.) RANK 21 NODE 24 --> 36.212772 sigma out 1 act.( 45.745564 sig in 44 act.) RANK 22 NODE 25 --> 34.386261 sigma out 1 act.( 41.759083 sig in 47 act.) RANK 23 NODE 9 --> 34.250767 sigma out 1 act.( 34.696247 sig in 46 act.) RANK 24 NODE 42 --> 31.804590 sigma out 1 act.( 35.416111 sig in 47 act.) RANK 25 NODE 44 --> 29.257763 sigma out 1 act.( 22.171635 sig in 43 act.) RANK 26 NODE 18 --> 28.853258 sigma out 1 act.( 31.699451 sig in 45 act.) RANK 27 NODE 2 --> 28.724405 sigma out 1 act.( 34.287132 sig in 46 act.) RANK 28 NODE 32 --> 22.614862 sigma out 1 act.( 27.723145 sig in 46 act.) RANK 29 NODE 10 --> 20.764250 sigma out 1 act.( 25.324171 sig in 45 act.) RANK 30 NODE 31 --> 18.963291 sigma out 1 act.( 19.515039 sig in 46 act.) RANK 31 NODE 33 --> 18.169449 sigma out 1 act.( 18.688709 sig in 45 act.) RANK 32 NODE 4 --> 16.224632 sigma out 1 act.( 14.830709 sig in 42 act.) RANK 33 NODE 8 --> 13.884695 sigma out 1 act.( 17.369608 sig in 41 act.) RANK 34 NODE 14 --> 12.138133 sigma out 1 act.( 13.201194 sig in 47 act.) RANK 35 NODE 7 --> 11.487849 sigma out 1 act.( 14.931466 sig in 45 act.) RANK 36 NODE 28 --> 10.892984 sigma out 1 act.( 15.169348 sig in 44 act.) RANK 37 NODE 23 --> 10.491099 sigma out 1 act.( 13.900356 sig in 44 act.) RANK 38 NODE 13 --> 10.110223 sigma out 1 act.( 13.589881 sig in 43 act.) RANK 39 NODE 5 --> 8.5096426 sigma out 1 act.( 10.417607 sig in 39 act.) RANK 40 NODE 34 --> 5.7830791 sigma out 1 act.( 8.3130131 sig in 44 act.) RANK 41 NODE 43 --> 3.9518969 sigma out 1 act.( 8.3688116 sig in 41 act.) RANK 42 NODE 1 --> 3.8766971 sigma out 1 act.( 7.3475842 sig in 44 act.) RANK 43 NODE 30 --> 3.7574110 sigma out 1 act.( 8.6840219 sig in 41 act.) RANK 44 NODE 41 --> 3.3883026 sigma out 1 act.( 7.9718041 sig in 44 act.) RANK 45 NODE 16 --> 1.2646880 sigma out 1 act.( 5.5109882 sig in 45 act.) RANK 46 NODE 27 --> 1.0105375 sigma out 1 act.( 6.7694230 sig in 44 act.) RANK 1 NODE 1 --> 346.42117 sigma in 46 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.55824429 *** contribution from regularisation: 2.60550738E-03 *** contribution from error: -0.56084979 *** contribution from DIAG: 2.54137267E-04 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 292116 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Long/GlobalPID_Proton_Long_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Long/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Long/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Long/NB.txt Training Host = lxplus436.cern.ch Particle type = proton 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_Proton_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13a.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 40 nodes, hidden layer has 46 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/MC12-Binc-nu2.5/Reco13d.root Found 5016459 training data points Read entry 501645 (9.99998%) Read entry 1003290 (20%) Read entry 1504935 (29.9999%) Considered 1547685 tracks for input to NN training Sel. Eff. = 64.6126% Selected 1000000 tracks for input to NN training ghost percentage = 22.5666% electron percentage = 2.8802% muon percentage = 1.4409% pion percentage = 59.0251% kaon percentage = 9.1008% Unknown Particle type 411 percentage = 0.0017% Unknown Particle type 431 percentage = 0.0006% Unknown Particle type 521 percentage = 0.0007% proton percentage = 4.9502% Unknown Particle type 3112 percentage = 0.0063% Unknown Particle type 3222 percentage = 0.0228% Unknown Particle type 3312 percentage = 0.0035% Unknown Particle type 3334 percentage = 0.0003% Unknown Particle type 4122 percentage = 0.0001% Unknown Particle type 1000020040 percentage = 0.0002% 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 RichAbovePiThres Making plots for input RichAboveKaThres Making plots for input RichAbovePrThres 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 CaloPrsE 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/MC12-Binc-nu2.5/Reco13a.root Found 2528565 evaluation data points Read entry 252856 (9.99998%) Read entry 505712 (20%) Read entry 758568 (29.9999%) Read entry 1011424 (39.9999%) Read entry 1264280 (49.9999%) Read entry 1517136 (59.9999%) Read entry 1769992 (69.9999%) Read entry 2022848 (79.9998%) Read entry 2275704 (89.9998%) Read entry 2528560 (99.9998%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 39 input variables. ***************Training results***************** number of nodes in the 1st layer: 47 number of nodes in the 2nd layer: 46 number of nodes in the 3rd layer: 1 number of iterations: 100