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/Kaon/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/Kaon/Long/GlobalPID_Kaon_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/Kaon/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/Kaon/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/Kaon/Long/NB.txt Training Host = lxplus436.cern.ch Particle type = kaon 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_Kaon_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 39 nodes, hidden layer has 45 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: 39 Your number of nodes in the hidden layer is: 45 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 PrsPIDe PreproFlag 34 Input 37 InAccBrem PreproFlag 19 Input 38 BremPIDe PreproFlag 34 Input 39 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 = 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 # 38 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 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 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: 9.1007996 % ------------------------------ 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 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 34 Only one class left for trimmed mean or sigma very small -> take "normal" mean 58.0637 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 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-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 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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 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------------------------------ Transdef: Tab for variable 36 -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 # 36 build map for variable # 36 ------------------------------ Transdef: Tab for variable 37 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 # 37 ------------------------------ Transdef: Tab for variable 38 -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 # 38 build map for variable # 38 ------------------------------ Transdef: Tab for variable 39 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 # 39 build map for variable # 39 warning: map is empty for variable 39 TOTAL CORRELATION OF ALL VARIABLES 58.877510044503147 ROUND 1 : MAX CORR ( 58.877489606740930 ) AFTER KILLING INPUT VARIABLE 35 CONTR 4.90576057569939647E-002 ROUND 2 : MAX CORR ( 58.877330593558966 ) AFTER KILLING INPUT VARIABLE 28 CONTR 0.13683774571213167 ROUND 3 : MAX CORR ( 58.877181932224609 ) AFTER KILLING INPUT VARIABLE 29 CONTR 0.13230851431046659 ROUND 4 : MAX CORR ( 58.877019012402108 ) AFTER KILLING INPUT VARIABLE 11 CONTR 0.13850809909947437 ROUND 5 : MAX CORR ( 58.876578565630133 ) AFTER KILLING INPUT VARIABLE 2 CONTR 0.22773711147298506 ROUND 6 : MAX CORR ( 58.876071910728633 ) AFTER KILLING INPUT VARIABLE 3 CONTR 0.24425387924925732 ROUND 7 : MAX CORR ( 58.875428499498085 ) AFTER KILLING INPUT VARIABLE 12 CONTR 0.27525013674409549 ROUND 8 : MAX CORR ( 58.874494915955466 ) AFTER KILLING INPUT VARIABLE 33 CONTR 0.33155601434063553 ROUND 9 : MAX CORR ( 58.873135067458406 ) AFTER KILLING INPUT VARIABLE 5 CONTR 0.40014864446249798 ROUND 10 : MAX CORR ( 58.871724323374288 ) AFTER KILLING INPUT VARIABLE 32 CONTR 0.40756332492172670 ROUND 11 : MAX CORR ( 58.870251848241587 ) AFTER KILLING INPUT VARIABLE 36 CONTR 0.41637979296297462 ROUND 12 : MAX CORR ( 58.868584521642077 ) AFTER KILLING INPUT VARIABLE 30 CONTR 0.44306782062648081 ROUND 13 : MAX CORR ( 58.867025755946578 ) AFTER KILLING INPUT VARIABLE 22 CONTR 0.42839494679488666 ROUND 14 : MAX CORR ( 58.865117336036477 ) AFTER KILLING INPUT VARIABLE 10 CONTR 0.47400671507445735 ROUND 15 : MAX CORR ( 58.862005448535861 ) AFTER KILLING INPUT VARIABLE 20 CONTR 0.60527147783174273 ROUND 16 : MAX CORR ( 58.856810653851909 ) AFTER KILLING INPUT VARIABLE 27 CONTR 0.78200069059426336 ROUND 17 : MAX CORR ( 58.851196508296532 ) AFTER KILLING INPUT VARIABLE 13 CONTR 0.81291443906574989 ROUND 18 : MAX CORR ( 58.844713390727001 ) AFTER KILLING INPUT VARIABLE 9 CONTR 0.87351955978572793 ROUND 19 : MAX CORR ( 58.829294721594174 ) AFTER KILLING INPUT VARIABLE 31 CONTR 1.3469879719646429 ROUND 20 : MAX CORR ( 58.813035782022041 ) AFTER KILLING INPUT VARIABLE 16 CONTR 1.3830182727582194 ROUND 21 : MAX CORR ( 58.795320036261444 ) AFTER KILLING INPUT VARIABLE 26 CONTR 1.4434402415752745 ROUND 22 : MAX CORR ( 58.780107946388036 ) AFTER KILLING INPUT VARIABLE 4 CONTR 1.3373735369657425 ROUND 23 : MAX CORR ( 58.760976898186556 ) AFTER KILLING INPUT VARIABLE 15 CONTR 1.4995613224592179 ROUND 24 : MAX CORR ( 58.736085760605086 ) AFTER KILLING INPUT VARIABLE 6 CONTR 1.7101565869997370 ROUND 25 : MAX CORR ( 58.709846167003398 ) AFTER KILLING INPUT VARIABLE 38 CONTR 1.7554866914767975 ROUND 26 : MAX CORR ( 58.681374754302084 ) AFTER KILLING INPUT VARIABLE 18 CONTR 1.8281941632008705 ROUND 27 : MAX CORR ( 58.629193614928219 ) AFTER KILLING INPUT VARIABLE 25 CONTR 2.4741461391967312 ROUND 28 : MAX CORR ( 58.551807514005041 ) AFTER KILLING INPUT VARIABLE 34 CONTR 3.0113420230260655 ROUND 29 : MAX CORR ( 58.465889815594274 ) AFTER KILLING INPUT VARIABLE 14 CONTR 3.1707871621864898 ROUND 30 : MAX CORR ( 58.301219723054778 ) AFTER KILLING INPUT VARIABLE 17 CONTR 4.3849801291794828 ROUND 31 : MAX CORR ( 58.193357902614210 ) AFTER KILLING INPUT VARIABLE 19 CONTR 3.5447591193421983 ROUND 32 : MAX CORR ( 58.106879572940642 ) AFTER KILLING INPUT VARIABLE 37 CONTR 3.1713483374623603 ROUND 33 : MAX CORR ( 57.924446313739409 ) AFTER KILLING INPUT VARIABLE 8 CONTR 4.6008665434836713 ROUND 34 : MAX CORR ( 57.672110551174107 ) AFTER KILLING INPUT VARIABLE 39 CONTR 5.4008467231010302 ROUND 35 : MAX CORR ( 57.229885340956145 ) AFTER KILLING INPUT VARIABLE 21 CONTR 7.1282928733225424 ROUND 36 : MAX CORR ( 56.764902214587011 ) AFTER KILLING INPUT VARIABLE 24 CONTR 7.2804981084649425 ROUND 37 : MAX CORR ( 53.053603025495278 ) AFTER KILLING INPUT VARIABLE 7 CONTR 20.188346377174724 LAST REMAINING VARIABLE: 23 total correlation to target: 58.877510044503147 % total significance: 588.77510044503140 sigma correlations of single variables to target: variable 2 : 5.1985961247730526 % , in sigma: 51.985961247730529 variable 3 : 13.854603068818184 % , in sigma: 138.54603068818184 variable 4 : 16.303777238729381 % , in sigma: 163.03777238729381 variable 5 : 12.449564530330431 % , in sigma: 124.49564530330431 variable 6 : 7.3026488844298978 % , in sigma: 73.026488844298981 variable 7 : 13.925824923789930 % , in sigma: 139.25824923789932 variable 8 : 14.627413390173000 % , in sigma: 146.27413390173001 variable 9 : 11.012173914041183 % , in sigma: 110.12173914041183 variable 10 : 2.7413630808327594 % , in sigma: 27.413630808327593 variable 11 : 3.9512744528659525 % , in sigma: 39.512744528659525 variable 12 : 6.8817599299928904 % , in sigma: 68.817599299928915 variable 13 : 3.5034587641594661 % , in sigma: 35.034587641594655 variable 14 : 7.9728924551074671 % , in sigma: 79.728924551074670 variable 15 : 0.84343573771256386 % , in sigma: 8.4343573771256377 variable 16 : 1.8201373676467723 % , in sigma: 18.201373676467721 variable 17 : 9.1530306237117749 % , in sigma: 91.530306237117742 variable 18 : 6.3643820789925574 % , in sigma: 63.643820789925570 variable 19 : 10.397934365252954 % , in sigma: 103.97934365252955 variable 20 : 10.954327644781625 % , in sigma: 109.54327644781625 variable 21 : 22.298022400706579 % , in sigma: 222.98022400706580 variable 22 : 16.646580905171351 % , in sigma: 166.46580905171351 variable 23 : 53.053603025495271 % , in sigma: 530.53603025495261 variable 24 : 36.048924056767120 % , in sigma: 360.48924056767117 variable 25 : 37.423232757395041 % , in sigma: 374.23232757395044 variable 26 : 2.5559967157102381 % , in sigma: 25.559967157102381 variable 27 : 2.5297931575188586 % , in sigma: 25.297931575188588 variable 28 : 1.8556072815036539 % , in sigma: 18.556072815036536 variable 29 : 2.1575417043766287 % , in sigma: 21.575417043766290 variable 30 : 5.0317397736922302 % , in sigma: 50.317397736922302 variable 31 : 1.7575341852092459 % , in sigma: 17.575341852092460 variable 32 : 8.7446123515526111 % , in sigma: 87.446123515526111 variable 33 : 6.4312728779220398 % , in sigma: 64.312728779220393 variable 34 : 9.6332270711242529 % , in sigma: 96.332270711242529 variable 35 : 10.205251140812239 % , in sigma: 102.05251140812238 variable 36 : 10.178308690626585 % , in sigma: 101.78308690626585 variable 37 : 1.6641257251931365 % , in sigma: 16.641257251931364 variable 38 : 10.383383577405295 % , in sigma: 103.83383577405296 variable 39 : 7.6630779914182954 % , in sigma: 76.630779914182952 variables sorted by significance: 1 most relevant variable 23 corr 53.053604 , in sigma: 530.53604125976563 2 most relevant variable 7 corr 20.188347 , in sigma: 201.88346862792969 3 most relevant variable 24 corr 7.2804980 , in sigma: 72.804980278015137 4 most relevant variable 21 corr 7.1282930 , in sigma: 71.282930374145508 5 most relevant variable 39 corr 5.4008470 , in sigma: 54.008469581604004 6 most relevant variable 8 corr 4.6008663 , in sigma: 46.008663177490234 7 most relevant variable 37 corr 3.1713483 , in sigma: 31.713483333587646 8 most relevant variable 19 corr 3.5447590 , in sigma: 35.447590351104736 9 most relevant variable 17 corr 4.3849802 , in sigma: 43.849802017211914 10 most relevant variable 14 corr 3.1707871 , in sigma: 31.707870960235596 11 most relevant variable 34 corr 3.0113420 , in sigma: 30.113420486450195 12 most relevant variable 25 corr 2.4741461 , in sigma: 24.741461277008057 13 most relevant variable 18 corr 1.8281941 , in sigma: 18.281941413879395 14 most relevant variable 38 corr 1.7554867 , in sigma: 17.554867267608643 15 most relevant variable 6 corr 1.7101566 , in sigma: 17.101565599441528 16 most relevant variable 15 corr 1.4995613 , in sigma: 14.995613098144531 17 most relevant variable 4 corr 1.3373735 , in sigma: 13.373734951019287 18 most relevant variable 26 corr 1.4434402 , in sigma: 14.434401988983154 19 most relevant variable 16 corr 1.3830183 , in sigma: 13.830182552337646 20 most relevant variable 31 corr 1.3469880 , in sigma: 13.469879627227783 21 most relevant variable 9 corr 0.87351954 , in sigma: 8.7351953983306885 22 most relevant variable 13 corr 0.81291443 , in sigma: 8.1291443109512329 23 most relevant variable 27 corr 0.78200066 , in sigma: 7.8200066089630127 24 most relevant variable 20 corr 0.60527146 , in sigma: 6.0527145862579346 25 most relevant variable 10 corr 0.47400671 , in sigma: 4.7400671243667603 26 most relevant variable 22 corr 0.42839494 , in sigma: 4.2839494347572327 27 most relevant variable 30 corr 0.44306782 , in sigma: 4.4306781888008118 28 most relevant variable 36 corr 0.41637978 , in sigma: 4.1637977957725525 29 most relevant variable 32 corr 0.40756333 , in sigma: 4.0756332874298096 30 most relevant variable 5 corr 0.40014863 , in sigma: 4.0014863014221191 31 most relevant variable 33 corr 0.33155602 , in sigma: 3.3155602216720581 32 most relevant variable 12 corr 0.27525014 , in sigma: 2.7525013685226440 33 most relevant variable 3 corr 0.24425387 , in sigma: 2.4425387382507324 34 most relevant variable 2 corr 0.22773711 , in sigma: 2.2773711383342743 35 most relevant variable 11 corr 0.13850810 , in sigma: 1.3850809633731842 36 most relevant variable 29 corr 0.13230851 , in sigma: 1.3230851292610168 37 most relevant variable 28 corr 0.13683775 , in sigma: 1.3683775067329407 38 most relevant variable 35 corr 4.90576066E-02 , in sigma: 0.49057606607675552 global correlations between input variables: variable 2 : 44.287731815489742 % variable 3 : 96.414051054161590 % variable 4 : 89.921358903368628 % variable 5 : 90.069102432417807 % variable 6 : 78.253252540470626 % variable 7 : 87.815916039551141 % variable 8 : 90.744377555197275 % variable 9 : 79.715920042629563 % variable 10 : 16.230540579100790 % variable 11 : 66.232711183162422 % variable 12 : 76.741315747930770 % variable 13 : 54.235894438276731 % variable 14 : 52.178083138876794 % variable 15 : 93.734815455723407 % variable 16 : 87.571755069595113 % variable 17 : 79.453840551386108 % variable 18 : 70.743483705557949 % variable 19 : 83.589609621048382 % variable 20 : 84.614164992397207 % variable 21 : 78.215252472347402 % variable 22 : 72.475107070220915 % variable 23 : 83.147278327379070 % variable 24 : 94.390251912341171 % variable 25 : 94.870857160458328 % variable 26 : 84.934814274769593 % variable 27 : 86.945682494029327 % variable 28 : 82.788056295797588 % variable 29 : 80.483367764552042 % variable 30 : 57.416485024806605 % variable 31 : 91.644702976222902 % variable 32 : 62.062026423361772 % variable 33 : 42.016832564106323 % variable 34 : 64.572941962805231 % variable 35 : 67.179263055068489 % variable 36 : 73.369523038659750 % variable 37 : 84.296608735658708 % variable 38 : 73.572048480589274 % variable 39 : 21.866088361204969 % significance loss when removing single variables: variable 2 : corr = 0.24094861666353815 % , sigma = 2.4094861666353813 variable 3 : corr = 0.24856403119415402 % , sigma = 2.4856403119415402 variable 4 : corr = 1.2768967185265332 % , sigma = 12.768967185265332 variable 5 : corr = 0.38070941214480924 % , sigma = 3.8070941214480927 variable 6 : corr = 1.4401287653303860 % , sigma = 14.401287653303859 variable 7 : corr = 4.3839215417167159 % , sigma = 43.839215417167154 variable 8 : corr = 4.2181790229255718 % , sigma = 42.181790229255725 variable 9 : corr = 1.0343292176216077 % , sigma = 10.343292176216076 variable 10 : corr = 0.45468177318677788 % , sigma = 4.5468177318677787 variable 11 : corr = 0.13848290611205505 % , sigma = 1.3848290611205505 variable 12 : corr = 0.27806039893666146 % , sigma = 2.7806039893666146 variable 13 : corr = 0.85360698457509854 % , sigma = 8.5360698457509852 variable 14 : corr = 2.6350615088874552 % , sigma = 26.350615088874552 variable 15 : corr = 0.67531967112917812 % , sigma = 6.7531967112917810 variable 16 : corr = 1.1708825774837985 % , sigma = 11.708825774837987 variable 17 : corr = 3.5381612342601523 % , sigma = 35.381612342601521 variable 18 : corr = 1.5865906472385420 % , sigma = 15.865906472385422 variable 19 : corr = 2.9381294703424472 % , sigma = 29.381294703424473 variable 20 : corr = 0.61419479836119706 % , sigma = 6.1419479836119706 variable 21 : corr = 4.7844265525071803 % , sigma = 47.844265525071805 variable 22 : corr = 0.48042210731884977 % , sigma = 4.8042210731884980 variable 23 : corr = 34.923736167966105 % , sigma = 349.23736167966109 variable 24 : corr = 6.5135533425148733 % , sigma = 65.135533425148736 variable 25 : corr = 2.4226293725381693 % , sigma = 24.226293725381694 variable 26 : corr = 0.98382877804557967 % , sigma = 9.8382877804557971 variable 27 : corr = 0.74664661625995332 % , sigma = 7.4664661625995334 variable 28 : corr = 0.13620398996934743 % , sigma = 1.3620398996934742 variable 29 : corr = 0.14523525076306493 % , sigma = 1.4523525076306494 variable 30 : corr = 0.40776939687704017 % , sigma = 4.0776939687704017 variable 31 : corr = 1.0764456716926389 % , sigma = 10.764456716926388 variable 32 : corr = 0.42498985886515106 % , sigma = 4.2498985886515106 variable 33 : corr = 0.33007034553186348 % , sigma = 3.3007034553186352 variable 34 : corr = 2.4748753005696611 % , sigma = 24.748753005696610 variable 35 : corr = 4.90576057565232371E-002 % , sigma = 0.49057605756523237 variable 36 : corr = 0.59359853865575285 % , sigma = 5.9359853865575287 variable 37 : corr = 2.2198966463599099 % , sigma = 22.198966463599096 variable 38 : corr = 2.2518266009830179 % , sigma = 22.518266009830178 variable 39 : corr = 4.7316839315499521 % , sigma = 47.316839315499521 Keep only 31 most significant input variables Sum of Weights for output node 2 1000000.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -2.4144638 NVar: 32.000000 5231 --------- Entering internal boost mode: --------- Starting analysis with 54 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.8163042 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.4686027 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.1581059 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.0612009 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.9650966 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.7305907 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.5047618 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.4248343 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.3294166 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.3001481 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.1579610 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.0520898 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.0483843 PREPRO: (sigma of derived input)/eigenvalue # 14 : 1.0178540 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.99958217 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.99055165 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.95527840 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.93931317 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.92033571 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.85923880 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.82930249 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.82367414 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.75610608 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.69141418 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.65896958 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.60307491 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.59892440 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.57291895 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.53694654 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.52164537 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.51643437 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.50209963 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.48654130 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.45758364 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.44623563 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.43505234 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.41708249 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.37383640 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.35883600 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.30175185 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.22818299 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.21343012 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.18238457 PREPRO: (sigma of derived input)/eigenvalue # 44 : 0.15842903 PREPRO: (sigma of derived input)/eigenvalue # 45 : 0.11052329 PREPRO: (sigma of derived input)/eigenvalue # 46 : 4.32676694E-04 PREPRO: (sigma of derived input)/eigenvalue # 47 : 2.62901565E-04 PREPRO: (sigma of derived input)/eigenvalue # 48 : 1.17760837E-05 PREPRO: (sigma of derived input)/eigenvalue # 49 : 1.40380132E-06 PREPRO: (sigma of derived input)/eigenvalue # 50 : 4.87901104E-07 PREPRO: (sigma of derived input)/eigenvalue # 51 : 1.58020077E-04 PREPRO: (sigma of derived input)/eigenvalue # 52 : 2.55722174E-04 PREPRO: (sigma of derived input)/eigenvalue # 53 : 3.39685444E-04 PREPRO: (sigma of derived input)/eigenvalue # 54 : 4.36958333E-04 Using 45 variables out of 54 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 0 0.6 2.8 2.5 2.2 2.1 2.0 1.7 1.5 1.4 1.3 1.3 1.2 1.1 1.0 1.0 1.0 1.0 1.0 0.9 0.9 0.9 0.8 0.8 0.8 0.7 0.7 0.6 0.6 0.6 0.5 0.5 0.5 0.5 0.5 0.5 0.4 0.4 0.4 0.4 0.4 0.3 0.2 0.2 0.2 0.2 0.1 1 100.0 -9.9 0.7 2.3 20.6 -10.6 42.1 -2.8 -2.5 -3.5 -2.7 -5.4 2.8 -6.4 2.1 -0.4 -4.0 -2.4 2.3 6.7 -0.3 3.9 -9.9 -3.1 5.1 3.8 -4.9 1.6 -6.8 -2.8 11.2 -0.0 -1.6 -4.1 6.5 4.8 -0.6 1.1 1.6 -0.3 -0.2 10.1 -4.9 -2.2 -0.2 -0.3 2 -9.9 100.0 -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 3 0.7 -0.0 100.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 4 2.3 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 5 20.6 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 6 -10.6 -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 7 42.1 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 8 -2.8 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 9 -2.5 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 10 -3.5 -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 11 -2.7 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 12 -5.4 -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 13 2.8 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 100.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 14 -6.4 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 100.0 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 15 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 0.0 100.0 -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 16 -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 -0.0 100.0 -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 17 -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 -0.0 100.0 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 18 -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 0.0 100.0 -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 19 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 -0.0 100.0 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 20 6.7 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 0.0 100.0 -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 21 -0.3 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 100.0 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 22 3.9 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 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-4.9 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 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 28 1.6 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 100.0 -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 29 -6.8 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 -0.0 100.0 -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 30 -2.8 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -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 31 11.2 -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 0.0 100.0 -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 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 33 -1.6 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 100.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 34 -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 -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 35 6.5 -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 -0.0 100.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 36 4.8 -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 0.0 100.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 37 -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 0.0 0.0 -0.0 -0.0 -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 38 1.1 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 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 39 1.6 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 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 40 -0.3 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 100.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 41 -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 -0.0 100.0 -0.0 0.0 0.0 0.0 0.0 42 10.1 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 43 -4.9 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 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 44 -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 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 100.0 0.0 -0.0 45 -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 0.0 100.0 -0.0 46 -0.3 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 56.448066811834664 ------------------------------------- Teacher: actual network topology: Nodes(1) = 46 Nodes(2) = 45 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 --> 269.67102 sigma out 45 active outputs RANK 2 NODE 7 --> 171.80336 sigma out 45 active outputs RANK 3 NODE 2 --> 101.83500 sigma out 45 active outputs RANK 4 NODE 5 --> 97.371147 sigma out 45 active outputs RANK 5 NODE 4 --> 95.011757 sigma out 45 active outputs RANK 6 NODE 3 --> 92.522499 sigma out 45 active outputs RANK 7 NODE 6 --> 87.608078 sigma out 45 active outputs RANK 8 NODE 10 --> 80.574562 sigma out 45 active outputs RANK 9 NODE 15 --> 78.627426 sigma out 45 active outputs RANK 10 NODE 9 --> 75.791008 sigma out 45 active outputs RANK 11 NODE 11 --> 73.901108 sigma out 45 active outputs RANK 12 NODE 20 --> 73.316010 sigma out 45 active outputs RANK 13 NODE 22 --> 71.098831 sigma out 45 active outputs RANK 14 NODE 21 --> 70.515640 sigma out 45 active outputs RANK 15 NODE 27 --> 70.367203 sigma out 45 active outputs RANK 16 NODE 29 --> 68.907097 sigma out 45 active outputs RANK 17 NODE 13 --> 68.215912 sigma out 45 active outputs RANK 18 NODE 25 --> 67.942223 sigma out 45 active outputs RANK 19 NODE 18 --> 67.716896 sigma out 45 active outputs RANK 20 NODE 23 --> 65.563980 sigma out 45 active outputs RANK 21 NODE 19 --> 65.364792 sigma out 45 active outputs RANK 22 NODE 41 --> 64.519783 sigma out 45 active outputs RANK 23 NODE 16 --> 64.407921 sigma out 45 active outputs RANK 24 NODE 35 --> 64.284615 sigma out 45 active outputs RANK 25 NODE 12 --> 64.029388 sigma out 45 active outputs RANK 26 NODE 24 --> 63.884209 sigma out 45 active outputs RANK 27 NODE 26 --> 63.268715 sigma out 45 active outputs RANK 28 NODE 14 --> 62.670612 sigma out 45 active outputs RANK 29 NODE 31 --> 62.508018 sigma out 45 active outputs RANK 30 NODE 30 --> 59.853874 sigma out 45 active outputs RANK 31 NODE 36 --> 59.497471 sigma out 45 active outputs RANK 32 NODE 8 --> 58.866951 sigma out 45 active outputs RANK 33 NODE 37 --> 58.822887 sigma out 45 active outputs RANK 34 NODE 42 --> 58.439510 sigma out 45 active outputs RANK 35 NODE 33 --> 57.935009 sigma out 45 active outputs RANK 36 NODE 32 --> 56.912071 sigma out 45 active outputs RANK 37 NODE 28 --> 56.469727 sigma out 45 active outputs RANK 38 NODE 40 --> 56.214478 sigma out 45 active outputs RANK 39 NODE 43 --> 55.821552 sigma out 45 active outputs RANK 40 NODE 38 --> 55.066154 sigma out 45 active outputs RANK 41 NODE 34 --> 54.931885 sigma out 45 active outputs RANK 42 NODE 17 --> 54.252888 sigma out 45 active outputs RANK 43 NODE 44 --> 53.798931 sigma out 45 active outputs RANK 44 NODE 39 --> 53.102268 sigma out 45 active outputs RANK 45 NODE 45 --> 50.088146 sigma out 45 active outputs RANK 46 NODE 46 --> 48.018528 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 17 --> 184.02847 sigma in 46 act. ( 184.89328 sig out 1 act.) RANK 2 NODE 4 --> 182.65326 sigma in 46 act. ( 179.24608 sig out 1 act.) RANK 3 NODE 3 --> 159.88142 sigma in 46 act. ( 186.29747 sig out 1 act.) RANK 4 NODE 22 --> 139.39333 sigma in 46 act. ( 146.24390 sig out 1 act.) RANK 5 NODE 9 --> 126.18302 sigma in 46 act. ( 128.33401 sig out 1 act.) RANK 6 NODE 11 --> 111.92696 sigma in 46 act. ( 119.62102 sig out 1 act.) RANK 7 NODE 27 --> 105.62493 sigma in 46 act. ( 116.90952 sig out 1 act.) RANK 8 NODE 15 --> 103.45876 sigma in 46 act. ( 115.81487 sig out 1 act.) RANK 9 NODE 7 --> 92.771812 sigma in 46 act. ( 98.691513 sig out 1 act.) RANK 10 NODE 36 --> 90.077789 sigma in 46 act. ( 101.35396 sig out 1 act.) RANK 11 NODE 2 --> 73.469177 sigma in 46 act. ( 75.030914 sig out 1 act.) RANK 12 NODE 26 --> 71.308037 sigma in 46 act. ( 61.452362 sig out 1 act.) RANK 13 NODE 43 --> 71.305450 sigma in 46 act. ( 53.336853 sig out 1 act.) RANK 14 NODE 21 --> 69.894905 sigma in 46 act. ( 64.348923 sig out 1 act.) RANK 15 NODE 18 --> 67.101440 sigma in 46 act. ( 4.6874003 sig out 1 act.) RANK 16 NODE 44 --> 66.196114 sigma in 46 act. ( 22.359850 sig out 1 act.) RANK 17 NODE 38 --> 66.041817 sigma in 46 act. ( 27.724966 sig out 1 act.) RANK 18 NODE 23 --> 65.947922 sigma in 46 act. ( 22.692789 sig out 1 act.) RANK 19 NODE 12 --> 65.031525 sigma in 46 act. ( 50.997997 sig out 1 act.) RANK 20 NODE 19 --> 63.015541 sigma in 46 act. ( 51.880783 sig out 1 act.) RANK 21 NODE 28 --> 62.555050 sigma in 46 act. ( 19.765329 sig out 1 act.) RANK 22 NODE 24 --> 62.363811 sigma in 46 act. ( 23.454882 sig out 1 act.) RANK 23 NODE 42 --> 62.154106 sigma in 46 act. ( 13.257402 sig out 1 act.) RANK 24 NODE 31 --> 61.764923 sigma in 46 act. ( 28.980888 sig out 1 act.) RANK 25 NODE 30 --> 61.663261 sigma in 46 act. ( 26.959934 sig out 1 act.) RANK 26 NODE 41 --> 61.164646 sigma in 46 act. ( 6.6115746 sig out 1 act.) RANK 27 NODE 5 --> 60.600418 sigma in 46 act. ( 32.533592 sig out 1 act.) RANK 28 NODE 33 --> 60.038788 sigma in 46 act. ( 56.246040 sig out 1 act.) RANK 29 NODE 34 --> 59.519241 sigma in 46 act. ( 0.78858101 sig out 1 act.) RANK 30 NODE 35 --> 58.942451 sigma in 46 act. ( 36.980270 sig out 1 act.) RANK 31 NODE 39 --> 58.384243 sigma in 46 act. ( 10.244619 sig out 1 act.) RANK 32 NODE 14 --> 57.842342 sigma in 46 act. ( 20.127172 sig out 1 act.) RANK 33 NODE 13 --> 57.417397 sigma in 46 act. ( 30.687035 sig out 1 act.) RANK 34 NODE 40 --> 56.381203 sigma in 46 act. ( 16.564692 sig out 1 act.) RANK 35 NODE 16 --> 55.617481 sigma in 46 act. ( 32.787849 sig out 1 act.) RANK 36 NODE 6 --> 54.661179 sigma in 46 act. ( 28.695063 sig out 1 act.) RANK 37 NODE 29 --> 54.642452 sigma in 46 act. ( 33.064194 sig out 1 act.) RANK 38 NODE 32 --> 54.555901 sigma in 46 act. ( 21.496889 sig out 1 act.) RANK 39 NODE 37 --> 52.841389 sigma in 46 act. ( 27.265087 sig out 1 act.) RANK 40 NODE 10 --> 51.784428 sigma in 46 act. ( 29.835323 sig out 1 act.) RANK 41 NODE 25 --> 50.956753 sigma in 46 act. ( 10.059553 sig out 1 act.) RANK 42 NODE 45 --> 47.990685 sigma in 46 act. ( 3.8430285 sig out 1 act.) RANK 43 NODE 1 --> 46.542244 sigma in 46 act. ( 23.878469 sig out 1 act.) RANK 44 NODE 20 --> 43.583351 sigma in 46 act. ( 2.9497933 sig out 1 act.) RANK 45 NODE 8 --> 41.715157 sigma in 46 act. ( 15.200974 sig out 1 act.) sorted by output significance RANK 1 NODE 3 --> 186.29747 sigma out 1 act.( 159.88142 sig in 46 act.) RANK 2 NODE 17 --> 184.89328 sigma out 1 act.( 184.02847 sig in 46 act.) RANK 3 NODE 4 --> 179.24608 sigma out 1 act.( 182.65326 sig in 46 act.) RANK 4 NODE 22 --> 146.24390 sigma out 1 act.( 139.39333 sig in 46 act.) RANK 5 NODE 9 --> 128.33401 sigma out 1 act.( 126.18302 sig in 46 act.) RANK 6 NODE 11 --> 119.62102 sigma out 1 act.( 111.92696 sig in 46 act.) RANK 7 NODE 27 --> 116.90952 sigma out 1 act.( 105.62493 sig in 46 act.) RANK 8 NODE 15 --> 115.81487 sigma out 1 act.( 103.45876 sig in 46 act.) RANK 9 NODE 36 --> 101.35396 sigma out 1 act.( 90.077789 sig in 46 act.) RANK 10 NODE 7 --> 98.691513 sigma out 1 act.( 92.771812 sig in 46 act.) RANK 11 NODE 2 --> 75.030914 sigma out 1 act.( 73.469177 sig in 46 act.) RANK 12 NODE 21 --> 64.348923 sigma out 1 act.( 69.894905 sig in 46 act.) RANK 13 NODE 26 --> 61.452362 sigma out 1 act.( 71.308037 sig in 46 act.) RANK 14 NODE 33 --> 56.246040 sigma out 1 act.( 60.038788 sig in 46 act.) RANK 15 NODE 43 --> 53.336853 sigma out 1 act.( 71.305450 sig in 46 act.) RANK 16 NODE 19 --> 51.880783 sigma out 1 act.( 63.015541 sig in 46 act.) RANK 17 NODE 12 --> 50.997997 sigma out 1 act.( 65.031525 sig in 46 act.) RANK 18 NODE 35 --> 36.980270 sigma out 1 act.( 58.942451 sig in 46 act.) RANK 19 NODE 29 --> 33.064194 sigma out 1 act.( 54.642452 sig in 46 act.) RANK 20 NODE 16 --> 32.787849 sigma out 1 act.( 55.617481 sig in 46 act.) RANK 21 NODE 5 --> 32.533592 sigma out 1 act.( 60.600418 sig in 46 act.) RANK 22 NODE 13 --> 30.687035 sigma out 1 act.( 57.417397 sig in 46 act.) RANK 23 NODE 10 --> 29.835323 sigma out 1 act.( 51.784428 sig in 46 act.) RANK 24 NODE 31 --> 28.980888 sigma out 1 act.( 61.764923 sig in 46 act.) RANK 25 NODE 6 --> 28.695063 sigma out 1 act.( 54.661179 sig in 46 act.) RANK 26 NODE 38 --> 27.724966 sigma out 1 act.( 66.041817 sig in 46 act.) RANK 27 NODE 37 --> 27.265087 sigma out 1 act.( 52.841389 sig in 46 act.) RANK 28 NODE 30 --> 26.959934 sigma out 1 act.( 61.663261 sig in 46 act.) RANK 29 NODE 1 --> 23.878469 sigma out 1 act.( 46.542244 sig in 46 act.) RANK 30 NODE 24 --> 23.454882 sigma out 1 act.( 62.363811 sig in 46 act.) RANK 31 NODE 23 --> 22.692789 sigma out 1 act.( 65.947922 sig in 46 act.) RANK 32 NODE 44 --> 22.359850 sigma out 1 act.( 66.196114 sig in 46 act.) RANK 33 NODE 32 --> 21.496889 sigma out 1 act.( 54.555901 sig in 46 act.) RANK 34 NODE 14 --> 20.127172 sigma out 1 act.( 57.842342 sig in 46 act.) RANK 35 NODE 28 --> 19.765329 sigma out 1 act.( 62.555050 sig in 46 act.) RANK 36 NODE 40 --> 16.564692 sigma out 1 act.( 56.381203 sig in 46 act.) RANK 37 NODE 8 --> 15.200974 sigma out 1 act.( 41.715157 sig in 46 act.) RANK 38 NODE 42 --> 13.257402 sigma out 1 act.( 62.154106 sig in 46 act.) RANK 39 NODE 39 --> 10.244619 sigma out 1 act.( 58.384243 sig in 46 act.) RANK 40 NODE 25 --> 10.059553 sigma out 1 act.( 50.956753 sig in 46 act.) RANK 41 NODE 41 --> 6.6115746 sigma out 1 act.( 61.164646 sig in 46 act.) RANK 42 NODE 18 --> 4.6874003 sigma out 1 act.( 67.101440 sig in 46 act.) RANK 43 NODE 45 --> 3.8430285 sigma out 1 act.( 47.990685 sig in 46 act.) RANK 44 NODE 20 --> 2.9497933 sigma out 1 act.( 43.583351 sig in 46 act.) RANK 45 NODE 34 --> 0.78858101 sigma out 1 act.( 59.519241 sig in 46 act.) RANK 1 NODE 1 --> 489.72165 sigma in 45 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 306.06256 sigma out 45 active outputs RANK 2 NODE 7 --> 187.66904 sigma out 45 active outputs RANK 3 NODE 5 --> 88.970032 sigma out 45 active outputs RANK 4 NODE 2 --> 87.621872 sigma out 45 active outputs RANK 5 NODE 6 --> 82.464645 sigma out 45 active outputs RANK 6 NODE 4 --> 80.372643 sigma out 45 active outputs RANK 7 NODE 3 --> 80.002274 sigma out 45 active outputs RANK 8 NODE 9 --> 64.469711 sigma out 45 active outputs RANK 9 NODE 10 --> 61.971527 sigma out 45 active outputs RANK 10 NODE 13 --> 58.159985 sigma out 45 active outputs RANK 11 NODE 15 --> 54.966286 sigma out 45 active outputs RANK 12 NODE 12 --> 49.612770 sigma out 45 active outputs RANK 13 NODE 18 --> 49.581474 sigma out 45 active outputs RANK 14 NODE 11 --> 47.598652 sigma out 45 active outputs RANK 15 NODE 23 --> 47.595161 sigma out 45 active outputs RANK 16 NODE 14 --> 44.889828 sigma out 45 active outputs RANK 17 NODE 8 --> 43.406406 sigma out 45 active outputs RANK 18 NODE 24 --> 43.015442 sigma out 45 active outputs RANK 19 NODE 21 --> 42.602402 sigma out 45 active outputs RANK 20 NODE 22 --> 42.283810 sigma out 45 active outputs RANK 21 NODE 20 --> 42.150192 sigma out 45 active outputs RANK 22 NODE 25 --> 38.647655 sigma out 45 active outputs RANK 23 NODE 19 --> 34.901615 sigma out 45 active outputs RANK 24 NODE 27 --> 33.524616 sigma out 45 active outputs RANK 25 NODE 29 --> 32.932808 sigma out 45 active outputs RANK 26 NODE 26 --> 29.234846 sigma out 45 active outputs RANK 27 NODE 31 --> 28.040190 sigma out 45 active outputs RANK 28 NODE 35 --> 26.827251 sigma out 45 active outputs RANK 29 NODE 30 --> 25.495909 sigma out 45 active outputs RANK 30 NODE 28 --> 23.751385 sigma out 45 active outputs RANK 31 NODE 33 --> 22.987452 sigma out 45 active outputs RANK 32 NODE 17 --> 22.910316 sigma out 45 active outputs RANK 33 NODE 37 --> 22.158815 sigma out 45 active outputs RANK 34 NODE 41 --> 21.848930 sigma out 45 active outputs RANK 35 NODE 34 --> 21.463512 sigma out 45 active outputs RANK 36 NODE 36 --> 20.933949 sigma out 45 active outputs RANK 37 NODE 38 --> 20.313437 sigma out 45 active outputs RANK 38 NODE 39 --> 18.651001 sigma out 45 active outputs RANK 39 NODE 16 --> 18.568268 sigma out 45 active outputs RANK 40 NODE 32 --> 18.290270 sigma out 45 active outputs RANK 41 NODE 40 --> 17.020203 sigma out 45 active outputs RANK 42 NODE 42 --> 15.966466 sigma out 45 active outputs RANK 43 NODE 43 --> 10.367667 sigma out 45 active outputs RANK 44 NODE 44 --> 8.2839661 sigma out 45 active outputs RANK 45 NODE 45 --> 7.8459449 sigma out 45 active outputs RANK 46 NODE 46 --> 3.3125997 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 205.21198 sigma in 46 act. ( 120.94365 sig out 1 act.) RANK 2 NODE 17 --> 198.52359 sigma in 46 act. ( 148.88383 sig out 1 act.) RANK 3 NODE 3 --> 164.97437 sigma in 46 act. ( 141.47737 sig out 1 act.) RANK 4 NODE 22 --> 138.66060 sigma in 46 act. ( 106.29725 sig out 1 act.) RANK 5 NODE 9 --> 133.09312 sigma in 46 act. ( 91.317764 sig out 1 act.) RANK 6 NODE 27 --> 106.69630 sigma in 46 act. ( 78.888748 sig out 1 act.) RANK 7 NODE 15 --> 103.56586 sigma in 46 act. ( 83.238258 sig out 1 act.) RANK 8 NODE 11 --> 103.19635 sigma in 46 act. ( 85.987686 sig out 1 act.) RANK 9 NODE 7 --> 82.918228 sigma in 46 act. ( 66.928818 sig out 1 act.) RANK 10 NODE 36 --> 75.702759 sigma in 46 act. ( 68.061562 sig out 1 act.) RANK 11 NODE 2 --> 55.501209 sigma in 46 act. ( 53.742458 sig out 1 act.) RANK 12 NODE 26 --> 47.248562 sigma in 46 act. ( 43.497047 sig out 1 act.) RANK 13 NODE 21 --> 46.039803 sigma in 46 act. ( 47.007072 sig out 1 act.) RANK 14 NODE 33 --> 40.670921 sigma in 46 act. ( 38.348679 sig out 1 act.) RANK 15 NODE 43 --> 40.151947 sigma in 46 act. ( 35.950314 sig out 1 act.) RANK 16 NODE 19 --> 39.156788 sigma in 46 act. ( 34.553753 sig out 1 act.) RANK 17 NODE 12 --> 35.482086 sigma in 46 act. ( 36.351570 sig out 1 act.) RANK 18 NODE 35 --> 26.970947 sigma in 46 act. ( 24.475138 sig out 1 act.) RANK 19 NODE 5 --> 24.159424 sigma in 46 act. ( 23.103071 sig out 1 act.) RANK 20 NODE 29 --> 23.900162 sigma in 46 act. ( 22.226274 sig out 1 act.) RANK 21 NODE 6 --> 22.514553 sigma in 46 act. ( 19.459433 sig out 1 act.) RANK 22 NODE 10 --> 22.366058 sigma in 46 act. ( 19.482702 sig out 1 act.) RANK 23 NODE 16 --> 22.133549 sigma in 46 act. ( 23.693537 sig out 1 act.) RANK 24 NODE 13 --> 21.832626 sigma in 46 act. ( 20.861233 sig out 1 act.) RANK 25 NODE 38 --> 20.788654 sigma in 46 act. ( 19.753326 sig out 1 act.) RANK 26 NODE 30 --> 20.384895 sigma in 46 act. ( 18.221855 sig out 1 act.) RANK 27 NODE 31 --> 19.972437 sigma in 46 act. ( 20.886660 sig out 1 act.) RANK 28 NODE 24 --> 18.566769 sigma in 46 act. ( 16.462629 sig out 1 act.) RANK 29 NODE 44 --> 18.333118 sigma in 46 act. ( 14.892388 sig out 1 act.) RANK 30 NODE 37 --> 18.157312 sigma in 46 act. ( 19.442001 sig out 1 act.) RANK 31 NODE 28 --> 17.594381 sigma in 46 act. ( 13.378882 sig out 1 act.) RANK 32 NODE 1 --> 16.831575 sigma in 46 act. ( 16.231390 sig out 1 act.) RANK 33 NODE 32 --> 16.481293 sigma in 46 act. ( 14.947096 sig out 1 act.) RANK 34 NODE 23 --> 15.863697 sigma in 46 act. ( 17.584097 sig out 1 act.) RANK 35 NODE 14 --> 15.648126 sigma in 46 act. ( 13.779529 sig out 1 act.) RANK 36 NODE 40 --> 12.579299 sigma in 46 act. ( 11.955866 sig out 1 act.) RANK 37 NODE 42 --> 11.121577 sigma in 46 act. ( 9.2456656 sig out 1 act.) RANK 38 NODE 8 --> 10.405269 sigma in 46 act. ( 10.248733 sig out 1 act.) RANK 39 NODE 39 --> 8.7038012 sigma in 46 act. ( 6.9198503 sig out 1 act.) RANK 40 NODE 25 --> 8.6673813 sigma in 46 act. ( 7.1036763 sig out 1 act.) RANK 41 NODE 41 --> 8.1260900 sigma in 46 act. ( 4.7016907 sig out 1 act.) RANK 42 NODE 18 --> 7.7543464 sigma in 46 act. ( 3.3436484 sig out 1 act.) RANK 43 NODE 34 --> 6.8146639 sigma in 46 act. ( 0.58160460 sig out 1 act.) RANK 44 NODE 45 --> 5.3253918 sigma in 46 act. ( 2.6510496 sig out 1 act.) RANK 45 NODE 20 --> 4.8184166 sigma in 46 act. ( 1.9298934 sig out 1 act.) sorted by output significance RANK 1 NODE 17 --> 148.88383 sigma out 1 act.( 198.52359 sig in 46 act.) RANK 2 NODE 3 --> 141.47737 sigma out 1 act.( 164.97437 sig in 46 act.) RANK 3 NODE 4 --> 120.94365 sigma out 1 act.( 205.21198 sig in 46 act.) RANK 4 NODE 22 --> 106.29725 sigma out 1 act.( 138.66060 sig in 46 act.) RANK 5 NODE 9 --> 91.317764 sigma out 1 act.( 133.09312 sig in 46 act.) RANK 6 NODE 11 --> 85.987686 sigma out 1 act.( 103.19635 sig in 46 act.) RANK 7 NODE 15 --> 83.238258 sigma out 1 act.( 103.56586 sig in 46 act.) RANK 8 NODE 27 --> 78.888748 sigma out 1 act.( 106.69630 sig in 46 act.) RANK 9 NODE 36 --> 68.061562 sigma out 1 act.( 75.702759 sig in 46 act.) RANK 10 NODE 7 --> 66.928818 sigma out 1 act.( 82.918228 sig in 46 act.) RANK 11 NODE 2 --> 53.742458 sigma out 1 act.( 55.501209 sig in 46 act.) RANK 12 NODE 21 --> 47.007072 sigma out 1 act.( 46.039803 sig in 46 act.) RANK 13 NODE 26 --> 43.497047 sigma out 1 act.( 47.248562 sig in 46 act.) RANK 14 NODE 33 --> 38.348679 sigma out 1 act.( 40.670921 sig in 46 act.) RANK 15 NODE 12 --> 36.351570 sigma out 1 act.( 35.482086 sig in 46 act.) RANK 16 NODE 43 --> 35.950314 sigma out 1 act.( 40.151947 sig in 46 act.) RANK 17 NODE 19 --> 34.553753 sigma out 1 act.( 39.156788 sig in 46 act.) RANK 18 NODE 35 --> 24.475138 sigma out 1 act.( 26.970947 sig in 46 act.) RANK 19 NODE 16 --> 23.693537 sigma out 1 act.( 22.133549 sig in 46 act.) RANK 20 NODE 5 --> 23.103071 sigma out 1 act.( 24.159424 sig in 46 act.) RANK 21 NODE 29 --> 22.226274 sigma out 1 act.( 23.900162 sig in 46 act.) RANK 22 NODE 31 --> 20.886660 sigma out 1 act.( 19.972437 sig in 46 act.) RANK 23 NODE 13 --> 20.861233 sigma out 1 act.( 21.832626 sig in 46 act.) RANK 24 NODE 38 --> 19.753326 sigma out 1 act.( 20.788654 sig in 46 act.) RANK 25 NODE 10 --> 19.482702 sigma out 1 act.( 22.366058 sig in 46 act.) RANK 26 NODE 6 --> 19.459433 sigma out 1 act.( 22.514553 sig in 46 act.) RANK 27 NODE 37 --> 19.442001 sigma out 1 act.( 18.157312 sig in 46 act.) RANK 28 NODE 30 --> 18.221855 sigma out 1 act.( 20.384895 sig in 46 act.) RANK 29 NODE 23 --> 17.584097 sigma out 1 act.( 15.863697 sig in 46 act.) RANK 30 NODE 24 --> 16.462629 sigma out 1 act.( 18.566769 sig in 46 act.) RANK 31 NODE 1 --> 16.231390 sigma out 1 act.( 16.831575 sig in 46 act.) RANK 32 NODE 32 --> 14.947096 sigma out 1 act.( 16.481293 sig in 46 act.) RANK 33 NODE 44 --> 14.892388 sigma out 1 act.( 18.333118 sig in 46 act.) RANK 34 NODE 14 --> 13.779529 sigma out 1 act.( 15.648126 sig in 46 act.) RANK 35 NODE 28 --> 13.378882 sigma out 1 act.( 17.594381 sig in 46 act.) RANK 36 NODE 40 --> 11.955866 sigma out 1 act.( 12.579299 sig in 46 act.) RANK 37 NODE 8 --> 10.248733 sigma out 1 act.( 10.405269 sig in 46 act.) RANK 38 NODE 42 --> 9.2456656 sigma out 1 act.( 11.121577 sig in 46 act.) RANK 39 NODE 25 --> 7.1036763 sigma out 1 act.( 8.6673813 sig in 46 act.) RANK 40 NODE 39 --> 6.9198503 sigma out 1 act.( 8.7038012 sig in 46 act.) RANK 41 NODE 41 --> 4.7016907 sigma out 1 act.( 8.1260900 sig in 46 act.) RANK 42 NODE 18 --> 3.3436484 sigma out 1 act.( 7.7543464 sig in 46 act.) RANK 43 NODE 45 --> 2.6510496 sigma out 1 act.( 5.3253918 sig in 46 act.) RANK 44 NODE 20 --> 1.9298934 sigma out 1 act.( 4.8184166 sig in 46 act.) RANK 45 NODE 34 --> 0.58160460 sigma out 1 act.( 6.8146639 sig in 46 act.) RANK 1 NODE 1 --> 354.15500 sigma in 45 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.47547370 *** contribution from regularisation: 9.38028155E-04 *** contribution from error: -0.47641173 *** contribution from DIAG: 2.34675008E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.51530135 *** contribution from regularisation: 3.29507492E-03 *** contribution from error: -0.51859641 *** contribution from DIAG: 1.08936045E-04 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.51830298 *** contribution from regularisation: 2.24763947E-03 *** contribution from error: -0.52055061 *** contribution from DIAG: 1.62794400E-04 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.51860875 *** contribution from regularisation: 2.75605824E-03 *** contribution from error: -0.52136481 *** contribution from DIAG: 1.89079190E-04 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.51916581 *** contribution from regularisation: 2.62311473E-03 *** contribution from error: -0.52178895 *** contribution from DIAG: 2.07193065E-04 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.51942688 *** contribution from regularisation: 2.66441912E-03 *** contribution from error: -0.52209133 *** contribution from DIAG: 2.11549966E-04 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.51966828 *** contribution from regularisation: 2.65047420E-03 *** contribution from error: -0.52231878 *** contribution from DIAG: 2.14760512E-04 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.51984704 *** contribution from regularisation: 2.65353778E-03 *** contribution from error: -0.52250057 *** contribution from DIAG: 2.22084505E-04 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.51999032 *** contribution from regularisation: 2.65472219E-03 *** contribution from error: -0.52264506 *** contribution from DIAG: 2.27367549E-04 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 318.02039 sigma out 45 active outputs RANK 2 NODE 7 --> 195.44476 sigma out 45 active outputs RANK 3 NODE 5 --> 92.845657 sigma out 45 active outputs RANK 4 NODE 2 --> 89.977180 sigma out 45 active outputs RANK 5 NODE 6 --> 84.024544 sigma out 45 active outputs RANK 6 NODE 3 --> 83.825790 sigma out 45 active outputs RANK 7 NODE 4 --> 81.487221 sigma out 45 active outputs RANK 8 NODE 9 --> 66.226532 sigma out 45 active outputs RANK 9 NODE 10 --> 63.283455 sigma out 45 active outputs RANK 10 NODE 13 --> 58.689514 sigma out 45 active outputs RANK 11 NODE 15 --> 54.649872 sigma out 45 active outputs RANK 12 NODE 18 --> 51.519417 sigma out 45 active outputs RANK 13 NODE 12 --> 50.599380 sigma out 45 active outputs RANK 14 NODE 23 --> 48.797764 sigma out 45 active outputs RANK 15 NODE 11 --> 48.560909 sigma out 45 active outputs RANK 16 NODE 14 --> 47.542171 sigma out 45 active outputs RANK 17 NODE 8 --> 45.773907 sigma out 45 active outputs RANK 18 NODE 20 --> 44.426006 sigma out 45 active outputs RANK 19 NODE 21 --> 43.987350 sigma out 45 active outputs RANK 20 NODE 24 --> 43.621716 sigma out 45 active outputs RANK 21 NODE 22 --> 42.823784 sigma out 45 active outputs RANK 22 NODE 25 --> 40.583858 sigma out 45 active outputs RANK 23 NODE 19 --> 36.175869 sigma out 45 active outputs RANK 24 NODE 27 --> 35.090454 sigma out 45 active outputs RANK 25 NODE 29 --> 33.971382 sigma out 45 active outputs RANK 26 NODE 42 --> 32.405262 sigma out 45 active outputs RANK 27 NODE 26 --> 31.732841 sigma out 45 active outputs RANK 28 NODE 31 --> 30.648441 sigma out 45 active outputs RANK 29 NODE 35 --> 28.593046 sigma out 45 active outputs RANK 30 NODE 30 --> 26.465689 sigma out 45 active outputs RANK 31 NODE 28 --> 25.404879 sigma out 45 active outputs RANK 32 NODE 33 --> 24.622156 sigma out 45 active outputs RANK 33 NODE 34 --> 23.945042 sigma out 45 active outputs RANK 34 NODE 37 --> 23.864866 sigma out 45 active outputs RANK 35 NODE 17 --> 23.555279 sigma out 45 active outputs RANK 36 NODE 41 --> 23.049028 sigma out 45 active outputs RANK 37 NODE 36 --> 22.562098 sigma out 45 active outputs RANK 38 NODE 38 --> 22.025537 sigma out 45 active outputs RANK 39 NODE 39 --> 20.362478 sigma out 45 active outputs RANK 40 NODE 32 --> 20.201492 sigma out 45 active outputs RANK 41 NODE 16 --> 18.974773 sigma out 45 active outputs RANK 42 NODE 40 --> 18.891108 sigma out 45 active outputs RANK 43 NODE 43 --> 17.499527 sigma out 45 active outputs RANK 44 NODE 44 --> 12.266892 sigma out 45 active outputs RANK 45 NODE 45 --> 10.530336 sigma out 45 active outputs RANK 46 NODE 46 --> 6.4317050 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 212.59683 sigma in 46 act. ( 122.10238 sig out 1 act.) RANK 2 NODE 17 --> 204.25294 sigma in 46 act. ( 152.54039 sig out 1 act.) RANK 3 NODE 3 --> 169.00989 sigma in 46 act. ( 145.70345 sig out 1 act.) RANK 4 NODE 22 --> 141.80186 sigma in 46 act. ( 106.54062 sig out 1 act.) RANK 5 NODE 9 --> 138.20313 sigma in 46 act. ( 93.056267 sig out 1 act.) RANK 6 NODE 27 --> 111.16908 sigma in 46 act. ( 80.514374 sig out 1 act.) RANK 7 NODE 15 --> 108.98642 sigma in 46 act. ( 86.601555 sig out 1 act.) RANK 8 NODE 11 --> 108.04242 sigma in 46 act. ( 88.674088 sig out 1 act.) RANK 9 NODE 7 --> 85.383759 sigma in 46 act. ( 67.391518 sig out 1 act.) RANK 10 NODE 36 --> 79.294312 sigma in 46 act. ( 67.625671 sig out 1 act.) RANK 11 NODE 2 --> 56.936974 sigma in 46 act. ( 53.873417 sig out 1 act.) RANK 12 NODE 21 --> 48.985035 sigma in 46 act. ( 48.144917 sig out 1 act.) RANK 13 NODE 26 --> 48.724102 sigma in 46 act. ( 43.271214 sig out 1 act.) RANK 14 NODE 33 --> 43.168530 sigma in 46 act. ( 38.966331 sig out 1 act.) RANK 15 NODE 19 --> 42.687145 sigma in 46 act. ( 35.584427 sig out 1 act.) RANK 16 NODE 43 --> 40.669109 sigma in 46 act. ( 34.778477 sig out 1 act.) RANK 17 NODE 12 --> 38.233990 sigma in 46 act. ( 36.992615 sig out 1 act.) RANK 18 NODE 29 --> 28.234304 sigma in 46 act. ( 23.439993 sig out 1 act.) RANK 19 NODE 35 --> 27.567533 sigma in 46 act. ( 23.864590 sig out 1 act.) RANK 20 NODE 6 --> 27.263422 sigma in 46 act. ( 23.657627 sig out 1 act.) RANK 21 NODE 5 --> 26.560024 sigma in 46 act. ( 24.750751 sig out 1 act.) RANK 22 NODE 10 --> 26.554960 sigma in 46 act. ( 20.990461 sig out 1 act.) RANK 23 NODE 16 --> 24.628841 sigma in 46 act. ( 24.141613 sig out 1 act.) RANK 24 NODE 13 --> 23.835638 sigma in 46 act. ( 20.559265 sig out 1 act.) RANK 25 NODE 30 --> 23.710892 sigma in 46 act. ( 19.283781 sig out 1 act.) RANK 26 NODE 38 --> 22.253698 sigma in 46 act. ( 19.025866 sig out 1 act.) RANK 27 NODE 44 --> 22.080143 sigma in 46 act. ( 15.403984 sig out 1 act.) RANK 28 NODE 31 --> 21.808010 sigma in 46 act. ( 20.239464 sig out 1 act.) RANK 29 NODE 37 --> 20.920563 sigma in 46 act. ( 20.268484 sig out 1 act.) RANK 30 NODE 1 --> 20.800434 sigma in 46 act. ( 17.498308 sig out 1 act.) RANK 31 NODE 24 --> 20.611839 sigma in 46 act. ( 16.060116 sig out 1 act.) RANK 32 NODE 28 --> 20.508196 sigma in 46 act. ( 13.685237 sig out 1 act.) RANK 33 NODE 32 --> 19.621162 sigma in 46 act. ( 16.284590 sig out 1 act.) RANK 34 NODE 23 --> 18.881664 sigma in 46 act. ( 17.714334 sig out 1 act.) RANK 35 NODE 14 --> 17.533571 sigma in 46 act. ( 14.445908 sig out 1 act.) RANK 36 NODE 42 --> 14.566031 sigma in 46 act. ( 9.1475248 sig out 1 act.) RANK 37 NODE 40 --> 13.974288 sigma in 46 act. ( 10.867298 sig out 1 act.) RANK 38 NODE 8 --> 13.053205 sigma in 46 act. ( 11.082360 sig out 1 act.) RANK 39 NODE 41 --> 12.631763 sigma in 46 act. ( 6.1037946 sig out 1 act.) RANK 40 NODE 18 --> 11.939080 sigma in 46 act. ( 3.6238339 sig out 1 act.) RANK 41 NODE 39 --> 11.751618 sigma in 46 act. ( 6.6418171 sig out 1 act.) RANK 42 NODE 25 --> 11.356699 sigma in 46 act. ( 7.2215018 sig out 1 act.) RANK 43 NODE 34 --> 9.9573975 sigma in 46 act. ( 0.90290159 sig out 1 act.) RANK 44 NODE 45 --> 8.0851440 sigma in 46 act. ( 2.6236463 sig out 1 act.) RANK 45 NODE 20 --> 7.6364784 sigma in 46 act. ( 2.3789470 sig out 1 act.) sorted by output significance RANK 1 NODE 17 --> 152.54039 sigma out 1 act.( 204.25294 sig in 46 act.) RANK 2 NODE 3 --> 145.70345 sigma out 1 act.( 169.00989 sig in 46 act.) RANK 3 NODE 4 --> 122.10238 sigma out 1 act.( 212.59683 sig in 46 act.) RANK 4 NODE 22 --> 106.54062 sigma out 1 act.( 141.80186 sig in 46 act.) RANK 5 NODE 9 --> 93.056267 sigma out 1 act.( 138.20313 sig in 46 act.) RANK 6 NODE 11 --> 88.674088 sigma out 1 act.( 108.04242 sig in 46 act.) RANK 7 NODE 15 --> 86.601555 sigma out 1 act.( 108.98642 sig in 46 act.) RANK 8 NODE 27 --> 80.514374 sigma out 1 act.( 111.16908 sig in 46 act.) RANK 9 NODE 36 --> 67.625671 sigma out 1 act.( 79.294312 sig in 46 act.) RANK 10 NODE 7 --> 67.391518 sigma out 1 act.( 85.383759 sig in 46 act.) RANK 11 NODE 2 --> 53.873417 sigma out 1 act.( 56.936974 sig in 46 act.) RANK 12 NODE 21 --> 48.144917 sigma out 1 act.( 48.985035 sig in 46 act.) RANK 13 NODE 26 --> 43.271214 sigma out 1 act.( 48.724102 sig in 46 act.) RANK 14 NODE 33 --> 38.966331 sigma out 1 act.( 43.168530 sig in 46 act.) RANK 15 NODE 12 --> 36.992615 sigma out 1 act.( 38.233990 sig in 46 act.) RANK 16 NODE 19 --> 35.584427 sigma out 1 act.( 42.687145 sig in 46 act.) RANK 17 NODE 43 --> 34.778477 sigma out 1 act.( 40.669109 sig in 46 act.) RANK 18 NODE 5 --> 24.750751 sigma out 1 act.( 26.560024 sig in 46 act.) RANK 19 NODE 16 --> 24.141613 sigma out 1 act.( 24.628841 sig in 46 act.) RANK 20 NODE 35 --> 23.864590 sigma out 1 act.( 27.567533 sig in 46 act.) RANK 21 NODE 6 --> 23.657627 sigma out 1 act.( 27.263422 sig in 46 act.) RANK 22 NODE 29 --> 23.439993 sigma out 1 act.( 28.234304 sig in 46 act.) RANK 23 NODE 10 --> 20.990461 sigma out 1 act.( 26.554960 sig in 46 act.) RANK 24 NODE 13 --> 20.559265 sigma out 1 act.( 23.835638 sig in 46 act.) RANK 25 NODE 37 --> 20.268484 sigma out 1 act.( 20.920563 sig in 46 act.) RANK 26 NODE 31 --> 20.239464 sigma out 1 act.( 21.808010 sig in 46 act.) RANK 27 NODE 30 --> 19.283781 sigma out 1 act.( 23.710892 sig in 46 act.) RANK 28 NODE 38 --> 19.025866 sigma out 1 act.( 22.253698 sig in 46 act.) RANK 29 NODE 23 --> 17.714334 sigma out 1 act.( 18.881664 sig in 46 act.) RANK 30 NODE 1 --> 17.498308 sigma out 1 act.( 20.800434 sig in 46 act.) RANK 31 NODE 32 --> 16.284590 sigma out 1 act.( 19.621162 sig in 46 act.) RANK 32 NODE 24 --> 16.060116 sigma out 1 act.( 20.611839 sig in 46 act.) RANK 33 NODE 44 --> 15.403984 sigma out 1 act.( 22.080143 sig in 46 act.) RANK 34 NODE 14 --> 14.445908 sigma out 1 act.( 17.533571 sig in 46 act.) RANK 35 NODE 28 --> 13.685237 sigma out 1 act.( 20.508196 sig in 46 act.) RANK 36 NODE 8 --> 11.082360 sigma out 1 act.( 13.053205 sig in 46 act.) RANK 37 NODE 40 --> 10.867298 sigma out 1 act.( 13.974288 sig in 46 act.) RANK 38 NODE 42 --> 9.1475248 sigma out 1 act.( 14.566031 sig in 46 act.) RANK 39 NODE 25 --> 7.2215018 sigma out 1 act.( 11.356699 sig in 46 act.) RANK 40 NODE 39 --> 6.6418171 sigma out 1 act.( 11.751618 sig in 46 act.) RANK 41 NODE 41 --> 6.1037946 sigma out 1 act.( 12.631763 sig in 46 act.) RANK 42 NODE 18 --> 3.6238339 sigma out 1 act.( 11.939080 sig in 46 act.) RANK 43 NODE 45 --> 2.6236463 sigma out 1 act.( 8.0851440 sig in 46 act.) RANK 44 NODE 20 --> 2.3789470 sigma out 1 act.( 7.6364784 sig in 46 act.) RANK 45 NODE 34 --> 0.90290159 sigma out 1 act.( 9.9573975 sig in 46 act.) RANK 1 NODE 1 --> 361.08954 sigma in 45 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.52011502 *** contribution from regularisation: 2.65486073E-03 *** contribution from error: -0.52276987 *** contribution from DIAG: 2.16186047E-04 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.52022684 *** contribution from regularisation: 2.65334453E-03 *** contribution from error: -0.52288020 *** contribution from DIAG: 2.24550036E-04 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.52032405 *** contribution from regularisation: 2.65313103E-03 *** contribution from error: -0.52297717 *** contribution from DIAG: 2.27654906E-04 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.52041376 *** contribution from regularisation: 2.65273708E-03 *** contribution from error: -0.52306652 *** contribution from DIAG: 2.37901419E-04 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.52050275 *** contribution from regularisation: 2.65260809E-03 *** contribution from error: -0.52315533 *** contribution from DIAG: 2.31767044E-04 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.52059227 *** contribution from regularisation: 2.64647417E-03 *** contribution from error: -0.52323872 *** contribution from DIAG: 2.40952897E-04 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.52067161 *** contribution from regularisation: 2.64868978E-03 *** contribution from error: -0.52332032 *** contribution from DIAG: 2.39819477E-04 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.52075368 *** contribution from regularisation: 2.64723110E-03 *** contribution from error: -0.52340090 *** contribution from DIAG: 2.40318812E-04 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.52083647 *** contribution from regularisation: 2.64689233E-03 *** contribution from error: -0.52348334 *** contribution from DIAG: 2.36171050E-04 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.52091956 *** contribution from regularisation: 2.64511118E-03 *** contribution from error: -0.52356470 *** contribution from DIAG: 2.38437249E-04 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 318.86948 sigma out 45 active outputs RANK 2 NODE 7 --> 195.14198 sigma out 45 active outputs RANK 3 NODE 5 --> 94.137497 sigma out 45 active outputs RANK 4 NODE 2 --> 89.972000 sigma out 45 active outputs RANK 5 NODE 3 --> 84.498543 sigma out 45 active outputs RANK 6 NODE 6 --> 84.391922 sigma out 45 active outputs RANK 7 NODE 4 --> 80.578156 sigma out 45 active outputs RANK 8 NODE 9 --> 65.818748 sigma out 45 active outputs RANK 9 NODE 10 --> 62.938499 sigma out 45 active outputs RANK 10 NODE 13 --> 58.049675 sigma out 45 active outputs RANK 11 NODE 15 --> 53.078209 sigma out 45 active outputs RANK 12 NODE 18 --> 52.022800 sigma out 45 active outputs RANK 13 NODE 12 --> 50.205643 sigma out 45 active outputs RANK 14 NODE 23 --> 48.820198 sigma out 45 active outputs RANK 15 NODE 11 --> 47.897202 sigma out 45 active outputs RANK 16 NODE 14 --> 47.805470 sigma out 45 active outputs RANK 17 NODE 8 --> 46.075829 sigma out 45 active outputs RANK 18 NODE 20 --> 44.893238 sigma out 45 active outputs RANK 19 NODE 21 --> 43.772087 sigma out 45 active outputs RANK 20 NODE 24 --> 42.551273 sigma out 45 active outputs RANK 21 NODE 22 --> 41.913990 sigma out 45 active outputs RANK 22 NODE 25 --> 40.219128 sigma out 45 active outputs RANK 23 NODE 19 --> 35.182491 sigma out 45 active outputs RANK 24 NODE 42 --> 34.976555 sigma out 45 active outputs RANK 25 NODE 27 --> 33.833847 sigma out 45 active outputs RANK 26 NODE 29 --> 33.004158 sigma out 45 active outputs RANK 27 NODE 26 --> 32.036137 sigma out 45 active outputs RANK 28 NODE 31 --> 30.237123 sigma out 45 active outputs RANK 29 NODE 35 --> 28.825418 sigma out 45 active outputs RANK 30 NODE 30 --> 25.986992 sigma out 45 active outputs RANK 31 NODE 28 --> 24.673054 sigma out 45 active outputs RANK 32 NODE 33 --> 23.910627 sigma out 45 active outputs RANK 33 NODE 37 --> 23.772467 sigma out 45 active outputs RANK 34 NODE 34 --> 23.713579 sigma out 45 active outputs RANK 35 NODE 17 --> 22.842140 sigma out 45 active outputs RANK 36 NODE 41 --> 22.253202 sigma out 45 active outputs RANK 37 NODE 36 --> 21.753387 sigma out 45 active outputs RANK 38 NODE 38 --> 21.691933 sigma out 45 active outputs RANK 39 NODE 39 --> 20.351984 sigma out 45 active outputs RANK 40 NODE 32 --> 19.602938 sigma out 45 active outputs RANK 41 NODE 43 --> 18.623035 sigma out 45 active outputs RANK 42 NODE 40 --> 18.422686 sigma out 45 active outputs RANK 43 NODE 16 --> 17.716772 sigma out 45 active outputs RANK 44 NODE 44 --> 12.516331 sigma out 45 active outputs RANK 45 NODE 45 --> 11.196129 sigma out 45 active outputs RANK 46 NODE 46 --> 6.0130587 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 212.37343 sigma in 46 act. ( 121.47736 sig out 1 act.) RANK 2 NODE 17 --> 204.86304 sigma in 46 act. ( 154.86090 sig out 1 act.) RANK 3 NODE 3 --> 168.84843 sigma in 46 act. ( 148.88179 sig out 1 act.) RANK 4 NODE 22 --> 140.94382 sigma in 46 act. ( 106.08882 sig out 1 act.) RANK 5 NODE 9 --> 137.74377 sigma in 46 act. ( 92.924934 sig out 1 act.) RANK 6 NODE 27 --> 110.95882 sigma in 46 act. ( 79.729851 sig out 1 act.) RANK 7 NODE 15 --> 109.94029 sigma in 46 act. ( 88.161163 sig out 1 act.) RANK 8 NODE 11 --> 109.00620 sigma in 46 act. ( 89.597740 sig out 1 act.) RANK 9 NODE 7 --> 84.460281 sigma in 46 act. ( 66.678619 sig out 1 act.) RANK 10 NODE 36 --> 78.271164 sigma in 46 act. ( 66.279915 sig out 1 act.) RANK 11 NODE 2 --> 56.540287 sigma in 46 act. ( 53.503700 sig out 1 act.) RANK 12 NODE 21 --> 50.475910 sigma in 46 act. ( 49.227005 sig out 1 act.) RANK 13 NODE 26 --> 48.095718 sigma in 46 act. ( 42.116920 sig out 1 act.) RANK 14 NODE 33 --> 42.978836 sigma in 46 act. ( 39.057545 sig out 1 act.) RANK 15 NODE 19 --> 42.735409 sigma in 46 act. ( 35.204235 sig out 1 act.) RANK 16 NODE 43 --> 39.801796 sigma in 46 act. ( 34.353104 sig out 1 act.) RANK 17 NODE 12 --> 38.632038 sigma in 46 act. ( 36.846245 sig out 1 act.) RANK 18 NODE 6 --> 28.639107 sigma in 46 act. ( 28.290319 sig out 1 act.) RANK 19 NODE 29 --> 28.204054 sigma in 46 act. ( 22.882660 sig out 1 act.) RANK 20 NODE 10 --> 27.121502 sigma in 46 act. ( 21.184792 sig out 1 act.) RANK 21 NODE 5 --> 27.012470 sigma in 46 act. ( 26.839228 sig out 1 act.) RANK 22 NODE 35 --> 26.414978 sigma in 46 act. ( 22.923773 sig out 1 act.) RANK 23 NODE 30 --> 26.395544 sigma in 46 act. ( 24.164053 sig out 1 act.) RANK 24 NODE 16 --> 24.744566 sigma in 46 act. ( 24.205160 sig out 1 act.) RANK 25 NODE 13 --> 23.487185 sigma in 46 act. ( 19.996214 sig out 1 act.) RANK 26 NODE 44 --> 22.443058 sigma in 46 act. ( 15.966164 sig out 1 act.) RANK 27 NODE 31 --> 21.904335 sigma in 46 act. ( 20.028419 sig out 1 act.) RANK 28 NODE 1 --> 21.496775 sigma in 46 act. ( 17.616018 sig out 1 act.) RANK 29 NODE 38 --> 21.448130 sigma in 46 act. ( 18.475235 sig out 1 act.) RANK 30 NODE 37 --> 20.951462 sigma in 46 act. ( 20.388552 sig out 1 act.) RANK 31 NODE 23 --> 20.581261 sigma in 46 act. ( 19.454931 sig out 1 act.) RANK 32 NODE 24 --> 20.367670 sigma in 46 act. ( 15.786389 sig out 1 act.) RANK 33 NODE 32 --> 20.310719 sigma in 46 act. ( 17.382854 sig out 1 act.) RANK 34 NODE 28 --> 19.721003 sigma in 46 act. ( 13.197118 sig out 1 act.) RANK 35 NODE 14 --> 17.722328 sigma in 46 act. ( 15.516125 sig out 1 act.) RANK 36 NODE 42 --> 13.830486 sigma in 46 act. ( 8.6270647 sig out 1 act.) RANK 37 NODE 8 --> 13.730342 sigma in 46 act. ( 11.889588 sig out 1 act.) RANK 38 NODE 40 --> 12.601220 sigma in 46 act. ( 9.8863916 sig out 1 act.) RANK 39 NODE 41 --> 11.932553 sigma in 46 act. ( 6.3019567 sig out 1 act.) RANK 40 NODE 25 --> 10.827375 sigma in 46 act. ( 6.8147798 sig out 1 act.) RANK 41 NODE 39 --> 10.741695 sigma in 46 act. ( 6.0030384 sig out 1 act.) RANK 42 NODE 18 --> 10.609114 sigma in 46 act. ( 3.5190246 sig out 1 act.) RANK 43 NODE 34 --> 8.5735846 sigma in 46 act. ( 1.2746080 sig out 1 act.) RANK 44 NODE 45 --> 7.2481909 sigma in 46 act. ( 2.7341454 sig out 1 act.) RANK 45 NODE 20 --> 6.9448595 sigma in 46 act. ( 2.7345893 sig out 1 act.) sorted by output significance RANK 1 NODE 17 --> 154.86090 sigma out 1 act.( 204.86304 sig in 46 act.) RANK 2 NODE 3 --> 148.88179 sigma out 1 act.( 168.84843 sig in 46 act.) RANK 3 NODE 4 --> 121.47736 sigma out 1 act.( 212.37343 sig in 46 act.) RANK 4 NODE 22 --> 106.08882 sigma out 1 act.( 140.94382 sig in 46 act.) RANK 5 NODE 9 --> 92.924934 sigma out 1 act.( 137.74377 sig in 46 act.) RANK 6 NODE 11 --> 89.597740 sigma out 1 act.( 109.00620 sig in 46 act.) RANK 7 NODE 15 --> 88.161163 sigma out 1 act.( 109.94029 sig in 46 act.) RANK 8 NODE 27 --> 79.729851 sigma out 1 act.( 110.95882 sig in 46 act.) RANK 9 NODE 7 --> 66.678619 sigma out 1 act.( 84.460281 sig in 46 act.) RANK 10 NODE 36 --> 66.279915 sigma out 1 act.( 78.271164 sig in 46 act.) RANK 11 NODE 2 --> 53.503700 sigma out 1 act.( 56.540287 sig in 46 act.) RANK 12 NODE 21 --> 49.227005 sigma out 1 act.( 50.475910 sig in 46 act.) RANK 13 NODE 26 --> 42.116920 sigma out 1 act.( 48.095718 sig in 46 act.) RANK 14 NODE 33 --> 39.057545 sigma out 1 act.( 42.978836 sig in 46 act.) RANK 15 NODE 12 --> 36.846245 sigma out 1 act.( 38.632038 sig in 46 act.) RANK 16 NODE 19 --> 35.204235 sigma out 1 act.( 42.735409 sig in 46 act.) RANK 17 NODE 43 --> 34.353104 sigma out 1 act.( 39.801796 sig in 46 act.) RANK 18 NODE 6 --> 28.290319 sigma out 1 act.( 28.639107 sig in 46 act.) RANK 19 NODE 5 --> 26.839228 sigma out 1 act.( 27.012470 sig in 46 act.) RANK 20 NODE 16 --> 24.205160 sigma out 1 act.( 24.744566 sig in 46 act.) RANK 21 NODE 30 --> 24.164053 sigma out 1 act.( 26.395544 sig in 46 act.) RANK 22 NODE 35 --> 22.923773 sigma out 1 act.( 26.414978 sig in 46 act.) RANK 23 NODE 29 --> 22.882660 sigma out 1 act.( 28.204054 sig in 46 act.) RANK 24 NODE 10 --> 21.184792 sigma out 1 act.( 27.121502 sig in 46 act.) RANK 25 NODE 37 --> 20.388552 sigma out 1 act.( 20.951462 sig in 46 act.) RANK 26 NODE 31 --> 20.028419 sigma out 1 act.( 21.904335 sig in 46 act.) RANK 27 NODE 13 --> 19.996214 sigma out 1 act.( 23.487185 sig in 46 act.) RANK 28 NODE 23 --> 19.454931 sigma out 1 act.( 20.581261 sig in 46 act.) RANK 29 NODE 38 --> 18.475235 sigma out 1 act.( 21.448130 sig in 46 act.) RANK 30 NODE 1 --> 17.616018 sigma out 1 act.( 21.496775 sig in 46 act.) RANK 31 NODE 32 --> 17.382854 sigma out 1 act.( 20.310719 sig in 46 act.) RANK 32 NODE 44 --> 15.966164 sigma out 1 act.( 22.443058 sig in 46 act.) RANK 33 NODE 24 --> 15.786389 sigma out 1 act.( 20.367670 sig in 46 act.) RANK 34 NODE 14 --> 15.516125 sigma out 1 act.( 17.722328 sig in 46 act.) RANK 35 NODE 28 --> 13.197118 sigma out 1 act.( 19.721003 sig in 46 act.) RANK 36 NODE 8 --> 11.889588 sigma out 1 act.( 13.730342 sig in 46 act.) RANK 37 NODE 40 --> 9.8863916 sigma out 1 act.( 12.601220 sig in 46 act.) RANK 38 NODE 42 --> 8.6270647 sigma out 1 act.( 13.830486 sig in 46 act.) RANK 39 NODE 25 --> 6.8147798 sigma out 1 act.( 10.827375 sig in 46 act.) RANK 40 NODE 41 --> 6.3019567 sigma out 1 act.( 11.932553 sig in 46 act.) RANK 41 NODE 39 --> 6.0030384 sigma out 1 act.( 10.741695 sig in 46 act.) RANK 42 NODE 18 --> 3.5190246 sigma out 1 act.( 10.609114 sig in 46 act.) RANK 43 NODE 20 --> 2.7345893 sigma out 1 act.( 6.9448595 sig in 46 act.) RANK 44 NODE 45 --> 2.7341454 sigma out 1 act.( 7.2481909 sig in 46 act.) RANK 45 NODE 34 --> 1.2746080 sigma out 1 act.( 8.5735846 sig in 46 act.) RANK 1 NODE 1 --> 363.69476 sigma in 45 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.52100343 *** contribution from regularisation: 2.64501036E-03 *** contribution from error: -0.52364844 *** contribution from DIAG: 2.37518238E-04 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.52109051 *** contribution from regularisation: 2.64039473E-03 *** contribution from error: -0.52373087 *** contribution from DIAG: 2.40831621E-04 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.52117389 *** contribution from regularisation: 2.63918308E-03 *** contribution from error: -0.52381307 *** contribution from DIAG: 2.40844209E-04 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.52123302 *** contribution from regularisation: 2.64487951E-03 *** contribution from error: -0.52387792 *** contribution from DIAG: 2.38335517E-04 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.52128184 *** contribution from regularisation: 2.64770887E-03 *** contribution from error: -0.52392954 *** contribution from DIAG: 2.38867127E-04 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.52133018 *** contribution from regularisation: 2.64267763E-03 *** contribution from error: -0.52397287 *** contribution from DIAG: 2.39181114E-04 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.52136135 *** contribution from regularisation: 2.64991750E-03 *** contribution from error: -0.52401125 *** contribution from DIAG: 2.40982205E-04 *********************************************** --------------------------------------------------- Iteration : 27 kill weight from layer 1 knot 20 to knot 8 *********************************************** *** Learn Path 27 *** loss function: -0.52139938 *** contribution from regularisation: 2.64714775E-03 *** contribution from error: -0.52404654 *** contribution from DIAG: 2.39101108E-04 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.52143431 *** contribution from regularisation: 2.64501129E-03 *** contribution from error: -0.52407932 *** contribution from DIAG: 2.38013687E-04 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.52146494 *** contribution from regularisation: 2.64536217E-03 *** contribution from error: -0.52411032 *** contribution from DIAG: 2.38059336E-04 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 318.70624 sigma out 45 active outputs RANK 2 NODE 7 --> 193.51923 sigma out 45 active outputs RANK 3 NODE 5 --> 95.075798 sigma out 45 active outputs RANK 4 NODE 2 --> 89.753677 sigma out 45 active outputs RANK 5 NODE 3 --> 84.962860 sigma out 45 active outputs RANK 6 NODE 6 --> 83.743896 sigma out 45 active outputs RANK 7 NODE 4 --> 80.269592 sigma out 45 active outputs RANK 8 NODE 9 --> 65.728661 sigma out 45 active outputs RANK 9 NODE 10 --> 62.161770 sigma out 45 active outputs RANK 10 NODE 13 --> 57.582218 sigma out 45 active outputs RANK 11 NODE 18 --> 52.536499 sigma out 45 active outputs RANK 12 NODE 15 --> 52.472908 sigma out 45 active outputs RANK 13 NODE 12 --> 49.528175 sigma out 45 active outputs RANK 14 NODE 23 --> 48.964207 sigma out 45 active outputs RANK 15 NODE 11 --> 47.772709 sigma out 45 active outputs RANK 16 NODE 14 --> 47.738514 sigma out 45 active outputs RANK 17 NODE 8 --> 46.487236 sigma out 45 active outputs RANK 18 NODE 20 --> 45.250820 sigma out 44 active outputs RANK 19 NODE 21 --> 43.673874 sigma out 45 active outputs RANK 20 NODE 24 --> 42.186584 sigma out 45 active outputs RANK 21 NODE 22 --> 41.245117 sigma out 45 active outputs RANK 22 NODE 25 --> 40.307713 sigma out 45 active outputs RANK 23 NODE 42 --> 35.624458 sigma out 45 active outputs RANK 24 NODE 19 --> 34.631863 sigma out 45 active outputs RANK 25 NODE 27 --> 33.253899 sigma out 45 active outputs RANK 26 NODE 29 --> 32.490086 sigma out 45 active outputs RANK 27 NODE 26 --> 32.392078 sigma out 45 active outputs RANK 28 NODE 31 --> 30.355576 sigma out 45 active outputs RANK 29 NODE 35 --> 28.895191 sigma out 45 active outputs RANK 30 NODE 30 --> 25.953810 sigma out 45 active outputs RANK 31 NODE 28 --> 24.201925 sigma out 45 active outputs RANK 32 NODE 33 --> 23.794743 sigma out 45 active outputs RANK 33 NODE 37 --> 23.772423 sigma out 45 active outputs RANK 34 NODE 34 --> 23.642807 sigma out 45 active outputs RANK 35 NODE 17 --> 22.969343 sigma out 45 active outputs RANK 36 NODE 41 --> 21.904459 sigma out 45 active outputs RANK 37 NODE 38 --> 21.506239 sigma out 45 active outputs RANK 38 NODE 36 --> 21.347198 sigma out 45 active outputs RANK 39 NODE 39 --> 20.278362 sigma out 45 active outputs RANK 40 NODE 32 --> 19.241533 sigma out 45 active outputs RANK 41 NODE 43 --> 19.007767 sigma out 45 active outputs RANK 42 NODE 16 --> 18.560762 sigma out 45 active outputs RANK 43 NODE 40 --> 18.318596 sigma out 45 active outputs RANK 44 NODE 44 --> 12.550674 sigma out 45 active outputs RANK 45 NODE 45 --> 11.236738 sigma out 45 active outputs RANK 46 NODE 46 --> 5.8223267 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 211.54396 sigma in 46 act. ( 121.26222 sig out 1 act.) RANK 2 NODE 17 --> 204.92223 sigma in 46 act. ( 156.60052 sig out 1 act.) RANK 3 NODE 3 --> 168.30396 sigma in 46 act. ( 150.35028 sig out 1 act.) RANK 4 NODE 22 --> 140.00287 sigma in 46 act. ( 105.57945 sig out 1 act.) RANK 5 NODE 9 --> 137.21149 sigma in 46 act. ( 92.476311 sig out 1 act.) RANK 6 NODE 15 --> 110.51469 sigma in 46 act. ( 88.963898 sig out 1 act.) RANK 7 NODE 27 --> 110.32220 sigma in 46 act. ( 79.782692 sig out 1 act.) RANK 8 NODE 11 --> 109.18638 sigma in 46 act. ( 90.278534 sig out 1 act.) RANK 9 NODE 7 --> 83.788536 sigma in 46 act. ( 66.325699 sig out 1 act.) RANK 10 NODE 36 --> 77.853394 sigma in 46 act. ( 64.978241 sig out 1 act.) RANK 11 NODE 2 --> 56.203667 sigma in 46 act. ( 53.181767 sig out 1 act.) RANK 12 NODE 21 --> 51.448147 sigma in 46 act. ( 49.665382 sig out 1 act.) RANK 13 NODE 26 --> 47.664474 sigma in 46 act. ( 41.711498 sig out 1 act.) RANK 14 NODE 33 --> 42.716988 sigma in 46 act. ( 39.055214 sig out 1 act.) RANK 15 NODE 19 --> 42.484619 sigma in 46 act. ( 35.203049 sig out 1 act.) RANK 16 NODE 43 --> 39.617481 sigma in 46 act. ( 34.151684 sig out 1 act.) RANK 17 NODE 12 --> 38.678726 sigma in 46 act. ( 36.633827 sig out 1 act.) RANK 18 NODE 6 --> 29.530863 sigma in 46 act. ( 31.800629 sig out 1 act.) RANK 19 NODE 30 --> 28.903921 sigma in 46 act. ( 29.205761 sig out 1 act.) RANK 20 NODE 29 --> 27.801773 sigma in 46 act. ( 22.428223 sig out 1 act.) RANK 21 NODE 10 --> 27.128883 sigma in 46 act. ( 21.237671 sig out 1 act.) RANK 22 NODE 5 --> 27.045879 sigma in 46 act. ( 28.167097 sig out 1 act.) RANK 23 NODE 35 --> 26.006500 sigma in 46 act. ( 22.814709 sig out 1 act.) RANK 24 NODE 16 --> 24.569977 sigma in 46 act. ( 24.225512 sig out 1 act.) RANK 25 NODE 13 --> 23.069502 sigma in 46 act. ( 19.467871 sig out 1 act.) RANK 26 NODE 44 --> 22.499823 sigma in 46 act. ( 16.162300 sig out 1 act.) RANK 27 NODE 31 --> 21.978382 sigma in 46 act. ( 20.187029 sig out 1 act.) RANK 28 NODE 23 --> 21.950085 sigma in 46 act. ( 20.893456 sig out 1 act.) RANK 29 NODE 1 --> 21.592224 sigma in 46 act. ( 17.737541 sig out 1 act.) RANK 30 NODE 38 --> 21.158875 sigma in 46 act. ( 18.099249 sig out 1 act.) RANK 31 NODE 37 --> 20.896921 sigma in 46 act. ( 20.420444 sig out 1 act.) RANK 32 NODE 32 --> 20.675779 sigma in 46 act. ( 17.995888 sig out 1 act.) RANK 33 NODE 24 --> 20.008852 sigma in 46 act. ( 15.713953 sig out 1 act.) RANK 34 NODE 28 --> 19.298040 sigma in 46 act. ( 12.852909 sig out 1 act.) RANK 35 NODE 14 --> 18.094282 sigma in 46 act. ( 16.197046 sig out 1 act.) RANK 36 NODE 8 --> 13.954334 sigma in 45 act. ( 12.287778 sig out 1 act.) RANK 37 NODE 42 --> 13.402239 sigma in 46 act. ( 8.3860292 sig out 1 act.) RANK 38 NODE 40 --> 12.158449 sigma in 46 act. ( 9.6452198 sig out 1 act.) RANK 39 NODE 41 --> 11.575135 sigma in 46 act. ( 6.4589748 sig out 1 act.) RANK 40 NODE 25 --> 10.548149 sigma in 46 act. ( 6.6541090 sig out 1 act.) RANK 41 NODE 39 --> 10.213763 sigma in 46 act. ( 5.6875148 sig out 1 act.) RANK 42 NODE 18 --> 9.8893023 sigma in 46 act. ( 3.3359094 sig out 1 act.) RANK 43 NODE 34 --> 7.9456048 sigma in 46 act. ( 1.4323364 sig out 1 act.) RANK 44 NODE 45 --> 6.8742342 sigma in 46 act. ( 2.8876016 sig out 1 act.) RANK 45 NODE 20 --> 6.5958304 sigma in 46 act. ( 2.8647633 sig out 1 act.) sorted by output significance RANK 1 NODE 17 --> 156.60052 sigma out 1 act.( 204.92223 sig in 46 act.) RANK 2 NODE 3 --> 150.35028 sigma out 1 act.( 168.30396 sig in 46 act.) RANK 3 NODE 4 --> 121.26222 sigma out 1 act.( 211.54396 sig in 46 act.) RANK 4 NODE 22 --> 105.57945 sigma out 1 act.( 140.00287 sig in 46 act.) RANK 5 NODE 9 --> 92.476311 sigma out 1 act.( 137.21149 sig in 46 act.) RANK 6 NODE 11 --> 90.278534 sigma out 1 act.( 109.18638 sig in 46 act.) RANK 7 NODE 15 --> 88.963898 sigma out 1 act.( 110.51469 sig in 46 act.) RANK 8 NODE 27 --> 79.782692 sigma out 1 act.( 110.32220 sig in 46 act.) RANK 9 NODE 7 --> 66.325699 sigma out 1 act.( 83.788536 sig in 46 act.) RANK 10 NODE 36 --> 64.978241 sigma out 1 act.( 77.853394 sig in 46 act.) RANK 11 NODE 2 --> 53.181767 sigma out 1 act.( 56.203667 sig in 46 act.) RANK 12 NODE 21 --> 49.665382 sigma out 1 act.( 51.448147 sig in 46 act.) RANK 13 NODE 26 --> 41.711498 sigma out 1 act.( 47.664474 sig in 46 act.) RANK 14 NODE 33 --> 39.055214 sigma out 1 act.( 42.716988 sig in 46 act.) RANK 15 NODE 12 --> 36.633827 sigma out 1 act.( 38.678726 sig in 46 act.) RANK 16 NODE 19 --> 35.203049 sigma out 1 act.( 42.484619 sig in 46 act.) RANK 17 NODE 43 --> 34.151684 sigma out 1 act.( 39.617481 sig in 46 act.) RANK 18 NODE 6 --> 31.800629 sigma out 1 act.( 29.530863 sig in 46 act.) RANK 19 NODE 30 --> 29.205761 sigma out 1 act.( 28.903921 sig in 46 act.) RANK 20 NODE 5 --> 28.167097 sigma out 1 act.( 27.045879 sig in 46 act.) RANK 21 NODE 16 --> 24.225512 sigma out 1 act.( 24.569977 sig in 46 act.) RANK 22 NODE 35 --> 22.814709 sigma out 1 act.( 26.006500 sig in 46 act.) RANK 23 NODE 29 --> 22.428223 sigma out 1 act.( 27.801773 sig in 46 act.) RANK 24 NODE 10 --> 21.237671 sigma out 1 act.( 27.128883 sig in 46 act.) RANK 25 NODE 23 --> 20.893456 sigma out 1 act.( 21.950085 sig in 46 act.) RANK 26 NODE 37 --> 20.420444 sigma out 1 act.( 20.896921 sig in 46 act.) RANK 27 NODE 31 --> 20.187029 sigma out 1 act.( 21.978382 sig in 46 act.) RANK 28 NODE 13 --> 19.467871 sigma out 1 act.( 23.069502 sig in 46 act.) RANK 29 NODE 38 --> 18.099249 sigma out 1 act.( 21.158875 sig in 46 act.) RANK 30 NODE 32 --> 17.995888 sigma out 1 act.( 20.675779 sig in 46 act.) RANK 31 NODE 1 --> 17.737541 sigma out 1 act.( 21.592224 sig in 46 act.) RANK 32 NODE 14 --> 16.197046 sigma out 1 act.( 18.094282 sig in 46 act.) RANK 33 NODE 44 --> 16.162300 sigma out 1 act.( 22.499823 sig in 46 act.) RANK 34 NODE 24 --> 15.713953 sigma out 1 act.( 20.008852 sig in 46 act.) RANK 35 NODE 28 --> 12.852909 sigma out 1 act.( 19.298040 sig in 46 act.) RANK 36 NODE 8 --> 12.287778 sigma out 1 act.( 13.954334 sig in 45 act.) RANK 37 NODE 40 --> 9.6452198 sigma out 1 act.( 12.158449 sig in 46 act.) RANK 38 NODE 42 --> 8.3860292 sigma out 1 act.( 13.402239 sig in 46 act.) RANK 39 NODE 25 --> 6.6541090 sigma out 1 act.( 10.548149 sig in 46 act.) RANK 40 NODE 41 --> 6.4589748 sigma out 1 act.( 11.575135 sig in 46 act.) RANK 41 NODE 39 --> 5.6875148 sigma out 1 act.( 10.213763 sig in 46 act.) RANK 42 NODE 18 --> 3.3359094 sigma out 1 act.( 9.8893023 sig in 46 act.) RANK 43 NODE 45 --> 2.8876016 sigma out 1 act.( 6.8742342 sig in 46 act.) RANK 44 NODE 20 --> 2.8647633 sigma out 1 act.( 6.5958304 sig in 46 act.) RANK 45 NODE 34 --> 1.4323364 sigma out 1 act.( 7.9456048 sig in 46 act.) RANK 1 NODE 1 --> 365.53348 sigma in 45 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.52149487 *** contribution from regularisation: 2.64432561E-03 *** contribution from error: -0.52413917 *** contribution from DIAG: 2.37969274E-04 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.52152193 *** contribution from regularisation: 2.64516310E-03 *** contribution from error: -0.52416706 *** contribution from DIAG: 2.38051376E-04 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.52154934 *** contribution from regularisation: 2.64416798E-03 *** contribution from error: -0.52419353 *** contribution from DIAG: 2.37594868E-04 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.52157927 *** contribution from regularisation: 2.63930671E-03 *** contribution from error: -0.52421856 *** contribution from DIAG: 2.37559507E-04 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.52159625 *** contribution from regularisation: 2.64679757E-03 *** contribution from error: -0.52424306 *** contribution from DIAG: 2.36936015E-04 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.52162278 *** contribution from regularisation: 2.64287228E-03 *** contribution from error: -0.52426565 *** contribution from DIAG: 2.36844353E-04 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.52164763 *** contribution from regularisation: 2.64037284E-03 *** contribution from error: -0.52428800 *** contribution from DIAG: 2.36647204E-04 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.52166480 *** contribution from regularisation: 2.64461688E-03 *** contribution from error: -0.52430940 *** contribution from DIAG: 2.37387183E-04 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.52168900 *** contribution from regularisation: 2.64155283E-03 *** contribution from error: -0.52433056 *** contribution from DIAG: 2.36269028E-04 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.52170914 *** contribution from regularisation: 2.64179613E-03 *** contribution from error: -0.52435094 *** contribution from DIAG: 2.35635598E-04 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 317.61630 sigma out 45 active outputs RANK 2 NODE 7 --> 192.73032 sigma out 45 active outputs RANK 3 NODE 5 --> 95.311264 sigma out 45 active outputs RANK 4 NODE 2 --> 89.269127 sigma out 45 active outputs RANK 5 NODE 3 --> 85.545166 sigma out 45 active outputs RANK 6 NODE 6 --> 83.455978 sigma out 45 active outputs RANK 7 NODE 4 --> 79.894478 sigma out 45 active outputs RANK 8 NODE 9 --> 65.423363 sigma out 45 active outputs RANK 9 NODE 10 --> 61.679939 sigma out 45 active outputs RANK 10 NODE 13 --> 56.957439 sigma out 45 active outputs RANK 11 NODE 18 --> 52.710243 sigma out 45 active outputs RANK 12 NODE 15 --> 51.803246 sigma out 45 active outputs RANK 13 NODE 12 --> 49.187775 sigma out 45 active outputs RANK 14 NODE 23 --> 48.826645 sigma out 45 active outputs RANK 15 NODE 14 --> 47.755966 sigma out 45 active outputs RANK 16 NODE 11 --> 47.140358 sigma out 45 active outputs RANK 17 NODE 8 --> 46.627068 sigma out 45 active outputs RANK 18 NODE 20 --> 45.194679 sigma out 44 active outputs RANK 19 NODE 21 --> 43.202858 sigma out 45 active outputs RANK 20 NODE 24 --> 41.748440 sigma out 45 active outputs RANK 21 NODE 22 --> 40.903458 sigma out 45 active outputs RANK 22 NODE 25 --> 39.864784 sigma out 45 active outputs RANK 23 NODE 42 --> 35.697495 sigma out 45 active outputs RANK 24 NODE 19 --> 34.396606 sigma out 45 active outputs RANK 25 NODE 27 --> 33.015839 sigma out 45 active outputs RANK 26 NODE 26 --> 32.540276 sigma out 45 active outputs RANK 27 NODE 29 --> 32.267731 sigma out 45 active outputs RANK 28 NODE 31 --> 30.361229 sigma out 45 active outputs RANK 29 NODE 35 --> 28.899574 sigma out 45 active outputs RANK 30 NODE 30 --> 25.816517 sigma out 45 active outputs RANK 31 NODE 28 --> 23.886488 sigma out 45 active outputs RANK 32 NODE 37 --> 23.706184 sigma out 45 active outputs RANK 33 NODE 34 --> 23.683685 sigma out 45 active outputs RANK 34 NODE 33 --> 23.247829 sigma out 45 active outputs RANK 35 NODE 17 --> 23.076389 sigma out 45 active outputs RANK 36 NODE 41 --> 21.661331 sigma out 45 active outputs RANK 37 NODE 38 --> 21.313093 sigma out 45 active outputs RANK 38 NODE 36 --> 21.103399 sigma out 45 active outputs RANK 39 NODE 39 --> 20.160221 sigma out 45 active outputs RANK 40 NODE 32 --> 19.160250 sigma out 45 active outputs RANK 41 NODE 43 --> 19.135628 sigma out 45 active outputs RANK 42 NODE 16 --> 18.899233 sigma out 45 active outputs RANK 43 NODE 40 --> 18.069147 sigma out 45 active outputs RANK 44 NODE 44 --> 12.509344 sigma out 45 active outputs RANK 45 NODE 45 --> 11.151882 sigma out 45 active outputs RANK 46 NODE 46 --> 5.7636690 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 210.60284 sigma in 46 act. ( 120.59901 sig out 1 act.) RANK 2 NODE 17 --> 204.40742 sigma in 46 act. ( 156.74153 sig out 1 act.) RANK 3 NODE 3 --> 167.62906 sigma in 46 act. ( 150.82021 sig out 1 act.) RANK 4 NODE 22 --> 139.44521 sigma in 46 act. ( 105.12717 sig out 1 act.) RANK 5 NODE 9 --> 136.46068 sigma in 46 act. ( 92.106209 sig out 1 act.) RANK 6 NODE 15 --> 110.39097 sigma in 46 act. ( 89.178543 sig out 1 act.) RANK 7 NODE 27 --> 109.78478 sigma in 46 act. ( 79.352005 sig out 1 act.) RANK 8 NODE 11 --> 108.97713 sigma in 46 act. ( 90.408646 sig out 1 act.) RANK 9 NODE 7 --> 83.265274 sigma in 46 act. ( 65.687622 sig out 1 act.) RANK 10 NODE 36 --> 77.391510 sigma in 46 act. ( 64.688538 sig out 1 act.) RANK 11 NODE 2 --> 55.821278 sigma in 46 act. ( 52.947819 sig out 1 act.) RANK 12 NODE 21 --> 51.688396 sigma in 46 act. ( 50.040642 sig out 1 act.) RANK 13 NODE 26 --> 47.304562 sigma in 46 act. ( 41.330368 sig out 1 act.) RANK 14 NODE 33 --> 42.483532 sigma in 46 act. ( 39.058784 sig out 1 act.) RANK 15 NODE 19 --> 42.290836 sigma in 46 act. ( 34.960922 sig out 1 act.) RANK 16 NODE 43 --> 39.418304 sigma in 46 act. ( 34.192200 sig out 1 act.) RANK 17 NODE 12 --> 38.617981 sigma in 46 act. ( 36.580196 sig out 1 act.) RANK 18 NODE 30 --> 30.122614 sigma in 46 act. ( 31.623484 sig out 1 act.) RANK 19 NODE 6 --> 30.015930 sigma in 46 act. ( 33.464005 sig out 1 act.) RANK 20 NODE 29 --> 27.581060 sigma in 46 act. ( 22.157112 sig out 1 act.) RANK 21 NODE 5 --> 27.104399 sigma in 46 act. ( 28.659874 sig out 1 act.) RANK 22 NODE 10 --> 27.065197 sigma in 46 act. ( 21.038145 sig out 1 act.) RANK 23 NODE 35 --> 25.805906 sigma in 46 act. ( 22.630821 sig out 1 act.) RANK 24 NODE 16 --> 24.449253 sigma in 46 act. ( 24.193626 sig out 1 act.) RANK 25 NODE 13 --> 22.798237 sigma in 46 act. ( 19.253239 sig out 1 act.) RANK 26 NODE 23 --> 22.637140 sigma in 46 act. ( 21.578545 sig out 1 act.) RANK 27 NODE 44 --> 22.466608 sigma in 46 act. ( 16.205511 sig out 1 act.) RANK 28 NODE 31 --> 21.968519 sigma in 46 act. ( 20.404539 sig out 1 act.) RANK 29 NODE 1 --> 21.584896 sigma in 46 act. ( 17.724516 sig out 1 act.) RANK 30 NODE 38 --> 20.913609 sigma in 46 act. ( 17.962187 sig out 1 act.) RANK 31 NODE 37 --> 20.818216 sigma in 46 act. ( 20.465839 sig out 1 act.) RANK 32 NODE 32 --> 20.740459 sigma in 46 act. ( 18.331657 sig out 1 act.) RANK 33 NODE 24 --> 19.828121 sigma in 46 act. ( 15.593463 sig out 1 act.) RANK 34 NODE 28 --> 19.117355 sigma in 46 act. ( 12.717914 sig out 1 act.) RANK 35 NODE 14 --> 18.222813 sigma in 46 act. ( 16.518831 sig out 1 act.) RANK 36 NODE 8 --> 14.054020 sigma in 45 act. ( 12.520652 sig out 1 act.) RANK 37 NODE 42 --> 13.188513 sigma in 46 act. ( 8.2133083 sig out 1 act.) RANK 38 NODE 40 --> 12.015946 sigma in 46 act. ( 9.6493130 sig out 1 act.) RANK 39 NODE 41 --> 11.459947 sigma in 46 act. ( 6.5840845 sig out 1 act.) RANK 40 NODE 25 --> 10.433084 sigma in 46 act. ( 6.6165743 sig out 1 act.) RANK 41 NODE 39 --> 9.9781094 sigma in 46 act. ( 5.5596285 sig out 1 act.) RANK 42 NODE 18 --> 9.5683012 sigma in 46 act. ( 3.2482085 sig out 1 act.) RANK 43 NODE 34 --> 7.6909032 sigma in 46 act. ( 1.5125605 sig out 1 act.) RANK 44 NODE 45 --> 6.7251735 sigma in 46 act. ( 2.9484320 sig out 1 act.) RANK 45 NODE 20 --> 6.4512587 sigma in 46 act. ( 2.9392989 sig out 1 act.) sorted by output significance RANK 1 NODE 17 --> 156.74153 sigma out 1 act.( 204.40742 sig in 46 act.) RANK 2 NODE 3 --> 150.82021 sigma out 1 act.( 167.62906 sig in 46 act.) RANK 3 NODE 4 --> 120.59901 sigma out 1 act.( 210.60284 sig in 46 act.) RANK 4 NODE 22 --> 105.12717 sigma out 1 act.( 139.44521 sig in 46 act.) RANK 5 NODE 9 --> 92.106209 sigma out 1 act.( 136.46068 sig in 46 act.) RANK 6 NODE 11 --> 90.408646 sigma out 1 act.( 108.97713 sig in 46 act.) RANK 7 NODE 15 --> 89.178543 sigma out 1 act.( 110.39097 sig in 46 act.) RANK 8 NODE 27 --> 79.352005 sigma out 1 act.( 109.78478 sig in 46 act.) RANK 9 NODE 7 --> 65.687622 sigma out 1 act.( 83.265274 sig in 46 act.) RANK 10 NODE 36 --> 64.688538 sigma out 1 act.( 77.391510 sig in 46 act.) RANK 11 NODE 2 --> 52.947819 sigma out 1 act.( 55.821278 sig in 46 act.) RANK 12 NODE 21 --> 50.040642 sigma out 1 act.( 51.688396 sig in 46 act.) RANK 13 NODE 26 --> 41.330368 sigma out 1 act.( 47.304562 sig in 46 act.) RANK 14 NODE 33 --> 39.058784 sigma out 1 act.( 42.483532 sig in 46 act.) RANK 15 NODE 12 --> 36.580196 sigma out 1 act.( 38.617981 sig in 46 act.) RANK 16 NODE 19 --> 34.960922 sigma out 1 act.( 42.290836 sig in 46 act.) RANK 17 NODE 43 --> 34.192200 sigma out 1 act.( 39.418304 sig in 46 act.) RANK 18 NODE 6 --> 33.464005 sigma out 1 act.( 30.015930 sig in 46 act.) RANK 19 NODE 30 --> 31.623484 sigma out 1 act.( 30.122614 sig in 46 act.) RANK 20 NODE 5 --> 28.659874 sigma out 1 act.( 27.104399 sig in 46 act.) RANK 21 NODE 16 --> 24.193626 sigma out 1 act.( 24.449253 sig in 46 act.) RANK 22 NODE 35 --> 22.630821 sigma out 1 act.( 25.805906 sig in 46 act.) RANK 23 NODE 29 --> 22.157112 sigma out 1 act.( 27.581060 sig in 46 act.) RANK 24 NODE 23 --> 21.578545 sigma out 1 act.( 22.637140 sig in 46 act.) RANK 25 NODE 10 --> 21.038145 sigma out 1 act.( 27.065197 sig in 46 act.) RANK 26 NODE 37 --> 20.465839 sigma out 1 act.( 20.818216 sig in 46 act.) RANK 27 NODE 31 --> 20.404539 sigma out 1 act.( 21.968519 sig in 46 act.) RANK 28 NODE 13 --> 19.253239 sigma out 1 act.( 22.798237 sig in 46 act.) RANK 29 NODE 32 --> 18.331657 sigma out 1 act.( 20.740459 sig in 46 act.) RANK 30 NODE 38 --> 17.962187 sigma out 1 act.( 20.913609 sig in 46 act.) RANK 31 NODE 1 --> 17.724516 sigma out 1 act.( 21.584896 sig in 46 act.) RANK 32 NODE 14 --> 16.518831 sigma out 1 act.( 18.222813 sig in 46 act.) RANK 33 NODE 44 --> 16.205511 sigma out 1 act.( 22.466608 sig in 46 act.) RANK 34 NODE 24 --> 15.593463 sigma out 1 act.( 19.828121 sig in 46 act.) RANK 35 NODE 28 --> 12.717914 sigma out 1 act.( 19.117355 sig in 46 act.) RANK 36 NODE 8 --> 12.520652 sigma out 1 act.( 14.054020 sig in 45 act.) RANK 37 NODE 40 --> 9.6493130 sigma out 1 act.( 12.015946 sig in 46 act.) RANK 38 NODE 42 --> 8.2133083 sigma out 1 act.( 13.188513 sig in 46 act.) RANK 39 NODE 25 --> 6.6165743 sigma out 1 act.( 10.433084 sig in 46 act.) RANK 40 NODE 41 --> 6.5840845 sigma out 1 act.( 11.459947 sig in 46 act.) RANK 41 NODE 39 --> 5.5596285 sigma out 1 act.( 9.9781094 sig in 46 act.) RANK 42 NODE 18 --> 3.2482085 sigma out 1 act.( 9.5683012 sig in 46 act.) RANK 43 NODE 45 --> 2.9484320 sigma out 1 act.( 6.7251735 sig in 46 act.) RANK 44 NODE 20 --> 2.9392989 sigma out 1 act.( 6.4512587 sig in 46 act.) RANK 45 NODE 34 --> 1.5125605 sigma out 1 act.( 7.6909032 sig in 46 act.) RANK 1 NODE 1 --> 365.52725 sigma in 45 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.52172834 *** contribution from regularisation: 2.64268159E-03 *** contribution from error: -0.52437103 *** contribution from DIAG: 2.35222091E-04 *********************************************** --------------------------------------------------- Iteration : 41 kill weight from layer 1 knot 35 to knot 12 *********************************************** *** Learn Path 41 *** loss function: -0.52175015 *** contribution from regularisation: 2.64040008E-03 *** contribution from error: -0.52439058 *** contribution from DIAG: 2.35149797E-04 *********************************************** --------------------------------------------------- Iteration : 42 kill weight from layer 1 knot 31 to knot 5 kill weight from layer 1 knot 46 to knot 40 *********************************************** *** Learn Path 42 *** loss function: -0.52176857 *** contribution from regularisation: 2.64088484E-03 *** contribution from error: -0.52440947 *** contribution from DIAG: 2.35508356E-04 *********************************************** --------------------------------------------------- Iteration : 43 kill weight from layer 1 knot 17 to knot 34 *********************************************** *** Learn Path 43 *** loss function: -0.52178729 *** contribution from regularisation: 2.64076539E-03 *** contribution from error: -0.52442807 *** contribution from DIAG: 2.35376821E-04 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.52180612 *** contribution from regularisation: 2.64046108E-03 *** contribution from error: -0.52444661 *** contribution from DIAG: 2.35024694E-04 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.52182335 *** contribution from regularisation: 2.64067901E-03 *** contribution from error: -0.52446401 *** contribution from DIAG: 2.34904321E-04 *********************************************** --------------------------------------------------- Iteration : 46 kill weight from layer 1 knot 27 to knot 28 *********************************************** *** Learn Path 46 *** loss function: -0.52184266 *** contribution from regularisation: 2.63875723E-03 *** contribution from error: -0.52448142 *** contribution from DIAG: 2.35138214E-04 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.52185673 *** contribution from regularisation: 2.64162361E-03 *** contribution from error: -0.52449834 *** contribution from DIAG: 2.35564250E-04 *********************************************** --------------------------------------------------- Iteration : 48 kill weight from layer 1 knot 28 to knot 5 *********************************************** *** Learn Path 48 *** loss function: -0.52187651 *** contribution from regularisation: 2.63825338E-03 *** contribution from error: -0.52451479 *** contribution from DIAG: 2.35206753E-04 *********************************************** --------------------------------------------------- Iteration : 49 kill weight from layer 1 knot 26 to knot 32 *********************************************** *** Learn Path 49 *** loss function: -0.52189618 *** contribution from regularisation: 2.63475021E-03 *** contribution from error: -0.52453095 *** contribution from DIAG: 2.35840533E-04 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 318.01062 sigma out 45 active outputs RANK 2 NODE 7 --> 192.63245 sigma out 45 active outputs RANK 3 NODE 5 --> 96.048019 sigma out 45 active outputs RANK 4 NODE 2 --> 89.961098 sigma out 45 active outputs RANK 5 NODE 3 --> 85.469002 sigma out 45 active outputs RANK 6 NODE 6 --> 83.696350 sigma out 45 active outputs RANK 7 NODE 4 --> 80.168678 sigma out 45 active outputs RANK 8 NODE 9 --> 65.161942 sigma out 45 active outputs RANK 9 NODE 10 --> 61.659519 sigma out 45 active outputs RANK 10 NODE 13 --> 56.901604 sigma out 45 active outputs RANK 11 NODE 18 --> 52.762184 sigma out 45 active outputs RANK 12 NODE 15 --> 51.911198 sigma out 45 active outputs RANK 13 NODE 12 --> 49.122879 sigma out 45 active outputs RANK 14 NODE 23 --> 48.915894 sigma out 45 active outputs RANK 15 NODE 14 --> 47.703037 sigma out 45 active outputs RANK 16 NODE 11 --> 47.383926 sigma out 45 active outputs RANK 17 NODE 8 --> 46.600296 sigma out 45 active outputs RANK 18 NODE 20 --> 45.540131 sigma out 44 active outputs RANK 19 NODE 21 --> 43.351524 sigma out 45 active outputs RANK 20 NODE 24 --> 41.669037 sigma out 45 active outputs RANK 21 NODE 22 --> 40.824715 sigma out 45 active outputs RANK 22 NODE 25 --> 39.999260 sigma out 45 active outputs RANK 23 NODE 42 --> 35.869358 sigma out 45 active outputs RANK 24 NODE 19 --> 34.336407 sigma out 45 active outputs RANK 25 NODE 27 --> 32.863152 sigma out 44 active outputs RANK 26 NODE 26 --> 32.520935 sigma out 44 active outputs RANK 27 NODE 29 --> 32.109661 sigma out 45 active outputs RANK 28 NODE 31 --> 30.389088 sigma out 44 active outputs RANK 29 NODE 35 --> 29.062971 sigma out 44 active outputs RANK 30 NODE 30 --> 25.792194 sigma out 45 active outputs RANK 31 NODE 28 --> 23.821077 sigma out 44 active outputs RANK 32 NODE 37 --> 23.650787 sigma out 45 active outputs RANK 33 NODE 34 --> 23.539261 sigma out 45 active outputs RANK 34 NODE 33 --> 23.341938 sigma out 45 active outputs RANK 35 NODE 17 --> 22.930490 sigma out 44 active outputs RANK 36 NODE 41 --> 21.472176 sigma out 45 active outputs RANK 37 NODE 38 --> 21.305374 sigma out 45 active outputs RANK 38 NODE 36 --> 20.980066 sigma out 45 active outputs RANK 39 NODE 39 --> 20.075926 sigma out 45 active outputs RANK 40 NODE 43 --> 19.184799 sigma out 45 active outputs RANK 41 NODE 32 --> 19.067068 sigma out 45 active outputs RANK 42 NODE 16 --> 18.494644 sigma out 45 active outputs RANK 43 NODE 40 --> 17.940811 sigma out 45 active outputs RANK 44 NODE 44 --> 12.526846 sigma out 45 active outputs RANK 45 NODE 45 --> 11.219643 sigma out 45 active outputs RANK 46 NODE 46 --> 5.6972828 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 210.65404 sigma in 46 act. ( 121.06054 sig out 1 act.) RANK 2 NODE 17 --> 204.65329 sigma in 46 act. ( 157.72466 sig out 1 act.) RANK 3 NODE 3 --> 167.91620 sigma in 46 act. ( 151.66478 sig out 1 act.) RANK 4 NODE 22 --> 139.24924 sigma in 46 act. ( 105.46580 sig out 1 act.) RANK 5 NODE 9 --> 136.68533 sigma in 46 act. ( 91.745689 sig out 1 act.) RANK 6 NODE 15 --> 110.72543 sigma in 46 act. ( 89.484306 sig out 1 act.) RANK 7 NODE 27 --> 109.88374 sigma in 46 act. ( 79.477127 sig out 1 act.) RANK 8 NODE 11 --> 109.30672 sigma in 46 act. ( 90.600517 sig out 1 act.) RANK 9 NODE 7 --> 83.155418 sigma in 46 act. ( 65.839531 sig out 1 act.) RANK 10 NODE 36 --> 77.277191 sigma in 46 act. ( 64.411385 sig out 1 act.) RANK 11 NODE 2 --> 55.720058 sigma in 46 act. ( 53.211342 sig out 1 act.) RANK 12 NODE 21 --> 52.212574 sigma in 46 act. ( 50.322819 sig out 1 act.) RANK 13 NODE 26 --> 47.231789 sigma in 46 act. ( 41.243134 sig out 1 act.) RANK 14 NODE 33 --> 42.599735 sigma in 46 act. ( 39.094059 sig out 1 act.) RANK 15 NODE 19 --> 42.329117 sigma in 46 act. ( 34.878632 sig out 1 act.) RANK 16 NODE 43 --> 39.550037 sigma in 46 act. ( 34.070332 sig out 1 act.) RANK 17 NODE 12 --> 38.619064 sigma in 45 act. ( 36.664677 sig out 1 act.) RANK 18 NODE 30 --> 31.277889 sigma in 46 act. ( 33.568188 sig out 1 act.) RANK 19 NODE 6 --> 30.553741 sigma in 46 act. ( 34.923748 sig out 1 act.) RANK 20 NODE 29 --> 27.506302 sigma in 46 act. ( 22.031513 sig out 1 act.) RANK 21 NODE 5 --> 27.181126 sigma in 44 act. ( 29.113472 sig out 1 act.) RANK 22 NODE 10 --> 27.087126 sigma in 46 act. ( 21.112852 sig out 1 act.) RANK 23 NODE 35 --> 25.737902 sigma in 46 act. ( 22.632145 sig out 1 act.) RANK 24 NODE 16 --> 24.477701 sigma in 46 act. ( 24.249437 sig out 1 act.) RANK 25 NODE 23 --> 23.211157 sigma in 46 act. ( 22.119501 sig out 1 act.) RANK 26 NODE 13 --> 22.659002 sigma in 46 act. ( 19.047701 sig out 1 act.) RANK 27 NODE 44 --> 22.500259 sigma in 46 act. ( 16.367369 sig out 1 act.) RANK 28 NODE 31 --> 22.029741 sigma in 46 act. ( 20.413443 sig out 1 act.) RANK 29 NODE 1 --> 21.624098 sigma in 46 act. ( 17.809891 sig out 1 act.) RANK 30 NODE 32 --> 20.896854 sigma in 45 act. ( 18.566511 sig out 1 act.) RANK 31 NODE 38 --> 20.867630 sigma in 46 act. ( 17.973125 sig out 1 act.) RANK 32 NODE 37 --> 20.801012 sigma in 46 act. ( 20.468084 sig out 1 act.) RANK 33 NODE 24 --> 19.726980 sigma in 46 act. ( 15.658800 sig out 1 act.) RANK 34 NODE 28 --> 18.989195 sigma in 45 act. ( 12.734260 sig out 1 act.) RANK 35 NODE 14 --> 18.418482 sigma in 46 act. ( 16.853661 sig out 1 act.) RANK 36 NODE 8 --> 14.123549 sigma in 45 act. ( 12.644361 sig out 1 act.) RANK 37 NODE 42 --> 13.024162 sigma in 46 act. ( 8.1952658 sig out 1 act.) RANK 38 NODE 40 --> 11.932015 sigma in 45 act. ( 9.6259756 sig out 1 act.) RANK 39 NODE 41 --> 11.389624 sigma in 46 act. ( 6.7470012 sig out 1 act.) RANK 40 NODE 25 --> 10.384109 sigma in 46 act. ( 6.6378794 sig out 1 act.) RANK 41 NODE 39 --> 9.7982578 sigma in 46 act. ( 5.4976058 sig out 1 act.) RANK 42 NODE 18 --> 9.3317232 sigma in 46 act. ( 3.1806433 sig out 1 act.) RANK 43 NODE 34 --> 7.5006747 sigma in 45 act. ( 1.5618414 sig out 1 act.) RANK 44 NODE 45 --> 6.6177511 sigma in 46 act. ( 3.0162454 sig out 1 act.) RANK 45 NODE 20 --> 6.3391466 sigma in 46 act. ( 3.0037904 sig out 1 act.) sorted by output significance RANK 1 NODE 17 --> 157.72466 sigma out 1 act.( 204.65329 sig in 46 act.) RANK 2 NODE 3 --> 151.66478 sigma out 1 act.( 167.91620 sig in 46 act.) RANK 3 NODE 4 --> 121.06054 sigma out 1 act.( 210.65404 sig in 46 act.) RANK 4 NODE 22 --> 105.46580 sigma out 1 act.( 139.24924 sig in 46 act.) RANK 5 NODE 9 --> 91.745689 sigma out 1 act.( 136.68533 sig in 46 act.) RANK 6 NODE 11 --> 90.600517 sigma out 1 act.( 109.30672 sig in 46 act.) RANK 7 NODE 15 --> 89.484306 sigma out 1 act.( 110.72543 sig in 46 act.) RANK 8 NODE 27 --> 79.477127 sigma out 1 act.( 109.88374 sig in 46 act.) RANK 9 NODE 7 --> 65.839531 sigma out 1 act.( 83.155418 sig in 46 act.) RANK 10 NODE 36 --> 64.411385 sigma out 1 act.( 77.277191 sig in 46 act.) RANK 11 NODE 2 --> 53.211342 sigma out 1 act.( 55.720058 sig in 46 act.) RANK 12 NODE 21 --> 50.322819 sigma out 1 act.( 52.212574 sig in 46 act.) RANK 13 NODE 26 --> 41.243134 sigma out 1 act.( 47.231789 sig in 46 act.) RANK 14 NODE 33 --> 39.094059 sigma out 1 act.( 42.599735 sig in 46 act.) RANK 15 NODE 12 --> 36.664677 sigma out 1 act.( 38.619064 sig in 45 act.) RANK 16 NODE 6 --> 34.923748 sigma out 1 act.( 30.553741 sig in 46 act.) RANK 17 NODE 19 --> 34.878632 sigma out 1 act.( 42.329117 sig in 46 act.) RANK 18 NODE 43 --> 34.070332 sigma out 1 act.( 39.550037 sig in 46 act.) RANK 19 NODE 30 --> 33.568188 sigma out 1 act.( 31.277889 sig in 46 act.) RANK 20 NODE 5 --> 29.113472 sigma out 1 act.( 27.181126 sig in 44 act.) RANK 21 NODE 16 --> 24.249437 sigma out 1 act.( 24.477701 sig in 46 act.) RANK 22 NODE 35 --> 22.632145 sigma out 1 act.( 25.737902 sig in 46 act.) RANK 23 NODE 23 --> 22.119501 sigma out 1 act.( 23.211157 sig in 46 act.) RANK 24 NODE 29 --> 22.031513 sigma out 1 act.( 27.506302 sig in 46 act.) RANK 25 NODE 10 --> 21.112852 sigma out 1 act.( 27.087126 sig in 46 act.) RANK 26 NODE 37 --> 20.468084 sigma out 1 act.( 20.801012 sig in 46 act.) RANK 27 NODE 31 --> 20.413443 sigma out 1 act.( 22.029741 sig in 46 act.) RANK 28 NODE 13 --> 19.047701 sigma out 1 act.( 22.659002 sig in 46 act.) RANK 29 NODE 32 --> 18.566511 sigma out 1 act.( 20.896854 sig in 45 act.) RANK 30 NODE 38 --> 17.973125 sigma out 1 act.( 20.867630 sig in 46 act.) RANK 31 NODE 1 --> 17.809891 sigma out 1 act.( 21.624098 sig in 46 act.) RANK 32 NODE 14 --> 16.853661 sigma out 1 act.( 18.418482 sig in 46 act.) RANK 33 NODE 44 --> 16.367369 sigma out 1 act.( 22.500259 sig in 46 act.) RANK 34 NODE 24 --> 15.658800 sigma out 1 act.( 19.726980 sig in 46 act.) RANK 35 NODE 28 --> 12.734260 sigma out 1 act.( 18.989195 sig in 45 act.) RANK 36 NODE 8 --> 12.644361 sigma out 1 act.( 14.123549 sig in 45 act.) RANK 37 NODE 40 --> 9.6259756 sigma out 1 act.( 11.932015 sig in 45 act.) RANK 38 NODE 42 --> 8.1952658 sigma out 1 act.( 13.024162 sig in 46 act.) RANK 39 NODE 41 --> 6.7470012 sigma out 1 act.( 11.389624 sig in 46 act.) RANK 40 NODE 25 --> 6.6378794 sigma out 1 act.( 10.384109 sig in 46 act.) RANK 41 NODE 39 --> 5.4976058 sigma out 1 act.( 9.7982578 sig in 46 act.) RANK 42 NODE 18 --> 3.1806433 sigma out 1 act.( 9.3317232 sig in 46 act.) RANK 43 NODE 45 --> 3.0162454 sigma out 1 act.( 6.6177511 sig in 46 act.) RANK 44 NODE 20 --> 3.0037904 sigma out 1 act.( 6.3391466 sig in 46 act.) RANK 45 NODE 34 --> 1.5618414 sigma out 1 act.( 7.5006747 sig in 45 act.) RANK 1 NODE 1 --> 367.06100 sigma in 45 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.52191508 *** contribution from regularisation: 2.63177184E-03 *** contribution from error: -0.52454686 *** contribution from DIAG: 2.35613508E-04 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.52192593 *** contribution from regularisation: 2.63670366E-03 *** contribution from error: -0.52456266 *** contribution from DIAG: 2.35816246E-04 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.52194244 *** contribution from regularisation: 2.63563730E-03 *** contribution from error: -0.52457809 *** contribution from DIAG: 2.35796120E-04 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.52195847 *** contribution from regularisation: 2.63500726E-03 *** contribution from error: -0.52459347 *** contribution from DIAG: 2.35278552E-04 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.52197820 *** contribution from regularisation: 2.63032573E-03 *** contribution from error: -0.52460855 *** contribution from DIAG: 2.35333588E-04 *********************************************** --------------------------------------------------- Iteration : 55 kill weight from layer 1 knot 13 to knot 20 *********************************************** *** Learn Path 55 *** loss function: -0.52198690 *** contribution from regularisation: 2.63652578E-03 *** contribution from error: -0.52462345 *** contribution from DIAG: 2.35310901E-04 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.52200109 *** contribution from regularisation: 2.63682939E-03 *** contribution from error: -0.52463794 *** contribution from DIAG: 2.35273605E-04 *********************************************** --------------------------------------------------- Iteration : 57 kill weight from layer 1 knot 42 to knot 3 kill weight from layer 1 knot 20 to knot 37 *********************************************** *** Learn Path 57 *** loss function: -0.52201706 *** contribution from regularisation: 2.63521820E-03 *** contribution from error: -0.52465230 *** contribution from DIAG: 2.34666106E-04 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.52203870 *** contribution from regularisation: 2.62769544E-03 *** contribution from error: -0.52466637 *** contribution from DIAG: 2.35083993E-04 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.52204901 *** contribution from regularisation: 2.63125030E-03 *** contribution from error: -0.52468026 *** contribution from DIAG: 2.35470943E-04 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 316.68958 sigma out 45 active outputs RANK 2 NODE 7 --> 193.25073 sigma out 45 active outputs RANK 3 NODE 5 --> 96.302971 sigma out 45 active outputs RANK 4 NODE 2 --> 89.808281 sigma out 45 active outputs RANK 5 NODE 3 --> 84.922302 sigma out 45 active outputs RANK 6 NODE 6 --> 83.385620 sigma out 45 active outputs RANK 7 NODE 4 --> 79.476532 sigma out 45 active outputs RANK 8 NODE 9 --> 64.878082 sigma out 45 active outputs RANK 9 NODE 10 --> 61.048843 sigma out 45 active outputs RANK 10 NODE 13 --> 56.509315 sigma out 44 active outputs RANK 11 NODE 18 --> 52.867157 sigma out 45 active outputs RANK 12 NODE 15 --> 51.348640 sigma out 45 active outputs RANK 13 NODE 12 --> 48.915455 sigma out 45 active outputs RANK 14 NODE 23 --> 48.862698 sigma out 45 active outputs RANK 15 NODE 14 --> 47.284733 sigma out 45 active outputs RANK 16 NODE 11 --> 47.126484 sigma out 45 active outputs RANK 17 NODE 8 --> 46.503548 sigma out 45 active outputs RANK 18 NODE 20 --> 45.231491 sigma out 43 active outputs RANK 19 NODE 21 --> 42.811462 sigma out 45 active outputs RANK 20 NODE 24 --> 41.184429 sigma out 45 active outputs RANK 21 NODE 22 --> 40.747658 sigma out 45 active outputs RANK 22 NODE 25 --> 39.847290 sigma out 45 active outputs RANK 23 NODE 42 --> 35.781578 sigma out 44 active outputs RANK 24 NODE 19 --> 33.929600 sigma out 45 active outputs RANK 25 NODE 26 --> 32.561588 sigma out 44 active outputs RANK 26 NODE 27 --> 32.546482 sigma out 44 active outputs RANK 27 NODE 29 --> 31.794050 sigma out 45 active outputs RANK 28 NODE 31 --> 30.206039 sigma out 44 active outputs RANK 29 NODE 35 --> 29.114981 sigma out 44 active outputs RANK 30 NODE 30 --> 25.397663 sigma out 45 active outputs RANK 31 NODE 28 --> 23.657095 sigma out 44 active outputs RANK 32 NODE 37 --> 23.495049 sigma out 45 active outputs RANK 33 NODE 34 --> 23.431137 sigma out 45 active outputs RANK 34 NODE 33 --> 23.340740 sigma out 45 active outputs RANK 35 NODE 17 --> 22.819389 sigma out 44 active outputs RANK 36 NODE 41 --> 21.253609 sigma out 45 active outputs RANK 37 NODE 38 --> 21.059538 sigma out 45 active outputs RANK 38 NODE 36 --> 20.705130 sigma out 45 active outputs RANK 39 NODE 39 --> 19.995794 sigma out 45 active outputs RANK 40 NODE 43 --> 19.306234 sigma out 45 active outputs RANK 41 NODE 32 --> 18.897833 sigma out 45 active outputs RANK 42 NODE 16 --> 18.181934 sigma out 45 active outputs RANK 43 NODE 40 --> 17.851025 sigma out 45 active outputs RANK 44 NODE 44 --> 12.451395 sigma out 45 active outputs RANK 45 NODE 45 --> 11.210623 sigma out 45 active outputs RANK 46 NODE 46 --> 5.6233711 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 210.11438 sigma in 46 act. ( 119.76519 sig out 1 act.) RANK 2 NODE 17 --> 204.34583 sigma in 46 act. ( 156.29108 sig out 1 act.) RANK 3 NODE 3 --> 167.26697 sigma in 45 act. ( 152.17499 sig out 1 act.) RANK 4 NODE 22 --> 138.78609 sigma in 46 act. ( 104.87363 sig out 1 act.) RANK 5 NODE 9 --> 135.91862 sigma in 46 act. ( 91.482445 sig out 1 act.) RANK 6 NODE 15 --> 110.31461 sigma in 46 act. ( 89.165688 sig out 1 act.) RANK 7 NODE 27 --> 109.51820 sigma in 46 act. ( 78.417633 sig out 1 act.) RANK 8 NODE 11 --> 108.98824 sigma in 46 act. ( 90.213951 sig out 1 act.) RANK 9 NODE 7 --> 82.618744 sigma in 46 act. ( 65.348145 sig out 1 act.) RANK 10 NODE 36 --> 76.785263 sigma in 46 act. ( 63.577808 sig out 1 act.) RANK 11 NODE 2 --> 55.380386 sigma in 46 act. ( 52.844261 sig out 1 act.) RANK 12 NODE 21 --> 52.263134 sigma in 46 act. ( 50.233280 sig out 1 act.) RANK 13 NODE 26 --> 46.896843 sigma in 46 act. ( 40.748123 sig out 1 act.) RANK 14 NODE 33 --> 42.452686 sigma in 46 act. ( 38.992950 sig out 1 act.) RANK 15 NODE 19 --> 42.123100 sigma in 46 act. ( 34.370647 sig out 1 act.) RANK 16 NODE 43 --> 39.300102 sigma in 46 act. ( 33.991085 sig out 1 act.) RANK 17 NODE 12 --> 38.371696 sigma in 45 act. ( 36.413094 sig out 1 act.) RANK 18 NODE 30 --> 32.017738 sigma in 46 act. ( 35.134609 sig out 1 act.) RANK 19 NODE 6 --> 30.898687 sigma in 46 act. ( 36.045216 sig out 1 act.) RANK 20 NODE 29 --> 27.245361 sigma in 46 act. ( 21.865364 sig out 1 act.) RANK 21 NODE 5 --> 27.127115 sigma in 44 act. ( 29.440767 sig out 1 act.) RANK 22 NODE 10 --> 26.965815 sigma in 46 act. ( 21.023504 sig out 1 act.) RANK 23 NODE 35 --> 25.586309 sigma in 46 act. ( 22.398333 sig out 1 act.) RANK 24 NODE 16 --> 24.345043 sigma in 46 act. ( 24.203041 sig out 1 act.) RANK 25 NODE 23 --> 23.598379 sigma in 46 act. ( 22.473936 sig out 1 act.) RANK 26 NODE 44 --> 22.437742 sigma in 46 act. ( 16.345470 sig out 1 act.) RANK 27 NODE 13 --> 22.423372 sigma in 46 act. ( 18.838955 sig out 1 act.) RANK 28 NODE 31 --> 21.960835 sigma in 46 act. ( 20.383446 sig out 1 act.) RANK 29 NODE 1 --> 21.600151 sigma in 46 act. ( 17.680130 sig out 1 act.) RANK 30 NODE 32 --> 20.936180 sigma in 45 act. ( 18.757341 sig out 1 act.) RANK 31 NODE 38 --> 20.720980 sigma in 46 act. ( 17.808559 sig out 1 act.) RANK 32 NODE 37 --> 20.696318 sigma in 45 act. ( 20.295227 sig out 1 act.) RANK 33 NODE 24 --> 19.638052 sigma in 46 act. ( 15.509070 sig out 1 act.) RANK 34 NODE 28 --> 18.867762 sigma in 45 act. ( 12.603257 sig out 1 act.) RANK 35 NODE 14 --> 18.510509 sigma in 46 act. ( 17.053587 sig out 1 act.) RANK 36 NODE 8 --> 14.099431 sigma in 45 act. ( 12.716580 sig out 1 act.) RANK 37 NODE 42 --> 12.882381 sigma in 46 act. ( 8.0453434 sig out 1 act.) RANK 38 NODE 40 --> 11.832716 sigma in 45 act. ( 9.5850687 sig out 1 act.) RANK 39 NODE 41 --> 11.356467 sigma in 46 act. ( 6.9099941 sig out 1 act.) RANK 40 NODE 25 --> 10.311785 sigma in 46 act. ( 6.6265116 sig out 1 act.) RANK 41 NODE 39 --> 9.6479568 sigma in 46 act. ( 5.4033399 sig out 1 act.) RANK 42 NODE 18 --> 9.1393995 sigma in 46 act. ( 3.1242180 sig out 1 act.) RANK 43 NODE 34 --> 7.3628197 sigma in 45 act. ( 1.5988213 sig out 1 act.) RANK 44 NODE 45 --> 6.5350318 sigma in 46 act. ( 3.0601003 sig out 1 act.) RANK 45 NODE 20 --> 6.2555437 sigma in 45 act. ( 3.0242932 sig out 1 act.) sorted by output significance RANK 1 NODE 17 --> 156.29108 sigma out 1 act.( 204.34583 sig in 46 act.) RANK 2 NODE 3 --> 152.17499 sigma out 1 act.( 167.26697 sig in 45 act.) RANK 3 NODE 4 --> 119.76519 sigma out 1 act.( 210.11438 sig in 46 act.) RANK 4 NODE 22 --> 104.87363 sigma out 1 act.( 138.78609 sig in 46 act.) RANK 5 NODE 9 --> 91.482445 sigma out 1 act.( 135.91862 sig in 46 act.) RANK 6 NODE 11 --> 90.213951 sigma out 1 act.( 108.98824 sig in 46 act.) RANK 7 NODE 15 --> 89.165688 sigma out 1 act.( 110.31461 sig in 46 act.) RANK 8 NODE 27 --> 78.417633 sigma out 1 act.( 109.51820 sig in 46 act.) RANK 9 NODE 7 --> 65.348145 sigma out 1 act.( 82.618744 sig in 46 act.) RANK 10 NODE 36 --> 63.577808 sigma out 1 act.( 76.785263 sig in 46 act.) RANK 11 NODE 2 --> 52.844261 sigma out 1 act.( 55.380386 sig in 46 act.) RANK 12 NODE 21 --> 50.233280 sigma out 1 act.( 52.263134 sig in 46 act.) RANK 13 NODE 26 --> 40.748123 sigma out 1 act.( 46.896843 sig in 46 act.) RANK 14 NODE 33 --> 38.992950 sigma out 1 act.( 42.452686 sig in 46 act.) RANK 15 NODE 12 --> 36.413094 sigma out 1 act.( 38.371696 sig in 45 act.) RANK 16 NODE 6 --> 36.045216 sigma out 1 act.( 30.898687 sig in 46 act.) RANK 17 NODE 30 --> 35.134609 sigma out 1 act.( 32.017738 sig in 46 act.) RANK 18 NODE 19 --> 34.370647 sigma out 1 act.( 42.123100 sig in 46 act.) RANK 19 NODE 43 --> 33.991085 sigma out 1 act.( 39.300102 sig in 46 act.) RANK 20 NODE 5 --> 29.440767 sigma out 1 act.( 27.127115 sig in 44 act.) RANK 21 NODE 16 --> 24.203041 sigma out 1 act.( 24.345043 sig in 46 act.) RANK 22 NODE 23 --> 22.473936 sigma out 1 act.( 23.598379 sig in 46 act.) RANK 23 NODE 35 --> 22.398333 sigma out 1 act.( 25.586309 sig in 46 act.) RANK 24 NODE 29 --> 21.865364 sigma out 1 act.( 27.245361 sig in 46 act.) RANK 25 NODE 10 --> 21.023504 sigma out 1 act.( 26.965815 sig in 46 act.) RANK 26 NODE 31 --> 20.383446 sigma out 1 act.( 21.960835 sig in 46 act.) RANK 27 NODE 37 --> 20.295227 sigma out 1 act.( 20.696318 sig in 45 act.) RANK 28 NODE 13 --> 18.838955 sigma out 1 act.( 22.423372 sig in 46 act.) RANK 29 NODE 32 --> 18.757341 sigma out 1 act.( 20.936180 sig in 45 act.) RANK 30 NODE 38 --> 17.808559 sigma out 1 act.( 20.720980 sig in 46 act.) RANK 31 NODE 1 --> 17.680130 sigma out 1 act.( 21.600151 sig in 46 act.) RANK 32 NODE 14 --> 17.053587 sigma out 1 act.( 18.510509 sig in 46 act.) RANK 33 NODE 44 --> 16.345470 sigma out 1 act.( 22.437742 sig in 46 act.) RANK 34 NODE 24 --> 15.509070 sigma out 1 act.( 19.638052 sig in 46 act.) RANK 35 NODE 8 --> 12.716580 sigma out 1 act.( 14.099431 sig in 45 act.) RANK 36 NODE 28 --> 12.603257 sigma out 1 act.( 18.867762 sig in 45 act.) RANK 37 NODE 40 --> 9.5850687 sigma out 1 act.( 11.832716 sig in 45 act.) RANK 38 NODE 42 --> 8.0453434 sigma out 1 act.( 12.882381 sig in 46 act.) RANK 39 NODE 41 --> 6.9099941 sigma out 1 act.( 11.356467 sig in 46 act.) RANK 40 NODE 25 --> 6.6265116 sigma out 1 act.( 10.311785 sig in 46 act.) RANK 41 NODE 39 --> 5.4033399 sigma out 1 act.( 9.6479568 sig in 46 act.) RANK 42 NODE 18 --> 3.1242180 sigma out 1 act.( 9.1393995 sig in 46 act.) RANK 43 NODE 45 --> 3.0601003 sigma out 1 act.( 6.5350318 sig in 46 act.) RANK 44 NODE 20 --> 3.0242932 sigma out 1 act.( 6.2555437 sig in 45 act.) RANK 45 NODE 34 --> 1.5988213 sigma out 1 act.( 7.3628197 sig in 45 act.) RANK 1 NODE 1 --> 365.39017 sigma in 45 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.52206039 *** contribution from regularisation: 2.63328175E-03 *** contribution from error: -0.52469367 *** contribution from DIAG: 2.35776752E-04 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.52208334 *** contribution from regularisation: 2.62348563E-03 *** contribution from error: -0.52470684 *** contribution from DIAG: 2.35460655E-04 *********************************************** --------------------------------------------------- Iteration : 62 kill weight from layer 1 knot 30 to knot 3 kill weight from layer 1 knot 14 to knot 29 *********************************************** *** Learn Path 62 *** loss function: -0.52208477 *** contribution from regularisation: 2.63508619E-03 *** contribution from error: -0.52471983 *** contribution from DIAG: 2.35403597E-04 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.52210510 *** contribution from regularisation: 2.62781978E-03 *** contribution from error: -0.52473295 *** contribution from DIAG: 2.36512278E-04 *********************************************** --------------------------------------------------- Iteration : 64 kill weight from layer 1 knot 46 to knot 22 *********************************************** *** Learn Path 64 *** loss function: -0.52211642 *** contribution from regularisation: 2.62923911E-03 *** contribution from error: -0.52474564 *** contribution from DIAG: 2.36534266E-04 *********************************************** --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.52213150 *** contribution from regularisation: 2.62730778E-03 *** contribution from error: -0.52475882 *** contribution from DIAG: 2.36792926E-04 *********************************************** --------------------------------------------------- Iteration : 66 kill weight from layer 1 knot 14 to knot 38 *********************************************** *** Learn Path 66 *** loss function: -0.52213770 *** contribution from regularisation: 2.63362657E-03 *** contribution from error: -0.52477133 *** contribution from DIAG: 2.36575012E-04 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.52216023 *** contribution from regularisation: 2.62352941E-03 *** contribution from error: -0.52478379 *** contribution from DIAG: 2.36313528E-04 *********************************************** --------------------------------------------------- Iteration : 68 kill weight from layer 1 knot 38 to knot 31 *********************************************** *** Learn Path 68 *** loss function: -0.52216810 *** contribution from regularisation: 2.62769125E-03 *** contribution from error: -0.52479577 *** contribution from DIAG: 2.36470267E-04 *********************************************** --------------------------------------------------- Iteration : 69 kill weight from layer 1 knot 30 to knot 24 *********************************************** *** Learn Path 69 *** loss function: -0.52218288 *** contribution from regularisation: 2.62501300E-03 *** contribution from error: -0.52480787 *** contribution from DIAG: 2.36327629E-04 *********************************************** --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 317.61411 sigma out 45 active outputs RANK 2 NODE 7 --> 192.35460 sigma out 45 active outputs RANK 3 NODE 5 --> 96.734787 sigma out 45 active outputs RANK 4 NODE 2 --> 89.518021 sigma out 45 active outputs RANK 5 NODE 3 --> 85.553894 sigma out 45 active outputs RANK 6 NODE 6 --> 83.720291 sigma out 45 active outputs RANK 7 NODE 4 --> 79.379822 sigma out 45 active outputs RANK 8 NODE 9 --> 65.452576 sigma out 45 active outputs RANK 9 NODE 10 --> 61.200848 sigma out 45 active outputs RANK 10 NODE 13 --> 56.586948 sigma out 44 active outputs RANK 11 NODE 18 --> 53.041096 sigma out 45 active outputs RANK 12 NODE 15 --> 51.212719 sigma out 45 active outputs RANK 13 NODE 12 --> 49.170040 sigma out 45 active outputs RANK 14 NODE 23 --> 48.771694 sigma out 45 active outputs RANK 15 NODE 14 --> 47.541546 sigma out 43 active outputs RANK 16 NODE 11 --> 47.159084 sigma out 45 active outputs RANK 17 NODE 8 --> 46.889957 sigma out 45 active outputs RANK 18 NODE 20 --> 45.629833 sigma out 43 active outputs RANK 19 NODE 21 --> 42.947685 sigma out 45 active outputs RANK 20 NODE 24 --> 41.374210 sigma out 45 active outputs RANK 21 NODE 22 --> 40.581772 sigma out 45 active outputs RANK 22 NODE 25 --> 40.000679 sigma out 45 active outputs RANK 23 NODE 42 --> 35.694920 sigma out 44 active outputs RANK 24 NODE 19 --> 34.154125 sigma out 45 active outputs RANK 25 NODE 26 --> 32.684212 sigma out 44 active outputs RANK 26 NODE 27 --> 32.432442 sigma out 44 active outputs RANK 27 NODE 29 --> 31.708748 sigma out 45 active outputs RANK 28 NODE 31 --> 30.470692 sigma out 44 active outputs RANK 29 NODE 35 --> 29.303520 sigma out 44 active outputs RANK 30 NODE 30 --> 25.563238 sigma out 43 active outputs RANK 31 NODE 28 --> 23.629366 sigma out 44 active outputs RANK 32 NODE 37 --> 23.566013 sigma out 45 active outputs RANK 33 NODE 34 --> 23.559330 sigma out 45 active outputs RANK 34 NODE 33 --> 23.115963 sigma out 45 active outputs RANK 35 NODE 17 --> 22.581879 sigma out 44 active outputs RANK 36 NODE 41 --> 21.338261 sigma out 45 active outputs RANK 37 NODE 38 --> 21.098272 sigma out 44 active outputs RANK 38 NODE 36 --> 20.664387 sigma out 45 active outputs RANK 39 NODE 39 --> 20.060854 sigma out 45 active outputs RANK 40 NODE 43 --> 19.372475 sigma out 45 active outputs RANK 41 NODE 32 --> 18.798565 sigma out 45 active outputs RANK 42 NODE 16 --> 18.454128 sigma out 45 active outputs RANK 43 NODE 40 --> 17.990734 sigma out 45 active outputs RANK 44 NODE 44 --> 12.524845 sigma out 45 active outputs RANK 45 NODE 45 --> 11.179404 sigma out 45 active outputs RANK 46 NODE 46 --> 5.5342073 sigma out 43 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 210.29510 sigma in 46 act. ( 120.32423 sig out 1 act.) RANK 2 NODE 17 --> 204.45491 sigma in 46 act. ( 158.28683 sig out 1 act.) RANK 3 NODE 3 --> 167.96725 sigma in 44 act. ( 151.97305 sig out 1 act.) RANK 4 NODE 22 --> 138.72757 sigma in 45 act. ( 104.75182 sig out 1 act.) RANK 5 NODE 9 --> 136.14229 sigma in 46 act. ( 91.591522 sig out 1 act.) RANK 6 NODE 15 --> 110.70210 sigma in 46 act. ( 89.961868 sig out 1 act.) RANK 7 NODE 27 --> 109.56319 sigma in 46 act. ( 78.754967 sig out 1 act.) RANK 8 NODE 11 --> 109.15256 sigma in 46 act. ( 90.821831 sig out 1 act.) RANK 9 NODE 7 --> 82.766541 sigma in 46 act. ( 65.341019 sig out 1 act.) RANK 10 NODE 36 --> 76.862053 sigma in 46 act. ( 63.831558 sig out 1 act.) RANK 11 NODE 2 --> 55.430187 sigma in 46 act. ( 52.938911 sig out 1 act.) RANK 12 NODE 21 --> 52.647671 sigma in 46 act. ( 50.615032 sig out 1 act.) RANK 13 NODE 26 --> 46.855278 sigma in 46 act. ( 41.066277 sig out 1 act.) RANK 14 NODE 33 --> 42.466599 sigma in 46 act. ( 39.052559 sig out 1 act.) RANK 15 NODE 19 --> 42.081352 sigma in 46 act. ( 34.605724 sig out 1 act.) RANK 16 NODE 43 --> 39.368229 sigma in 46 act. ( 34.145363 sig out 1 act.) RANK 17 NODE 12 --> 38.487530 sigma in 45 act. ( 36.485935 sig out 1 act.) RANK 18 NODE 30 --> 32.750820 sigma in 46 act. ( 36.522770 sig out 1 act.) RANK 19 NODE 6 --> 31.296310 sigma in 46 act. ( 37.056366 sig out 1 act.) RANK 20 NODE 5 --> 27.267776 sigma in 44 act. ( 29.690985 sig out 1 act.) RANK 21 NODE 29 --> 27.209171 sigma in 45 act. ( 21.857450 sig out 1 act.) RANK 22 NODE 10 --> 26.994560 sigma in 46 act. ( 21.050047 sig out 1 act.) RANK 23 NODE 35 --> 25.559914 sigma in 46 act. ( 22.494072 sig out 1 act.) RANK 24 NODE 16 --> 24.389826 sigma in 46 act. ( 24.197788 sig out 1 act.) RANK 25 NODE 23 --> 24.089512 sigma in 46 act. ( 22.893223 sig out 1 act.) RANK 26 NODE 44 --> 22.449741 sigma in 46 act. ( 16.432747 sig out 1 act.) RANK 27 NODE 13 --> 22.352722 sigma in 46 act. ( 18.761835 sig out 1 act.) RANK 28 NODE 31 --> 22.020815 sigma in 45 act. ( 20.518480 sig out 1 act.) RANK 29 NODE 1 --> 21.653013 sigma in 46 act. ( 17.865513 sig out 1 act.) RANK 30 NODE 32 --> 20.990847 sigma in 45 act. ( 18.968225 sig out 1 act.) RANK 31 NODE 37 --> 20.687206 sigma in 45 act. ( 20.502695 sig out 1 act.) RANK 32 NODE 38 --> 20.682257 sigma in 45 act. ( 17.823584 sig out 1 act.) RANK 33 NODE 24 --> 19.562199 sigma in 45 act. ( 15.541013 sig out 1 act.) RANK 34 NODE 28 --> 18.785891 sigma in 45 act. ( 12.545036 sig out 1 act.) RANK 35 NODE 14 --> 18.637957 sigma in 46 act. ( 17.272564 sig out 1 act.) RANK 36 NODE 8 --> 14.181898 sigma in 45 act. ( 12.817986 sig out 1 act.) RANK 37 NODE 42 --> 12.776440 sigma in 46 act. ( 8.0442305 sig out 1 act.) RANK 38 NODE 40 --> 11.820124 sigma in 45 act. ( 9.6213646 sig out 1 act.) RANK 39 NODE 41 --> 11.348320 sigma in 46 act. ( 7.0716772 sig out 1 act.) RANK 40 NODE 25 --> 10.281127 sigma in 46 act. ( 6.6322970 sig out 1 act.) RANK 41 NODE 39 --> 9.5163202 sigma in 46 act. ( 5.3906293 sig out 1 act.) RANK 42 NODE 18 --> 8.9751692 sigma in 46 act. ( 3.0998735 sig out 1 act.) RANK 43 NODE 34 --> 7.2423816 sigma in 45 act. ( 1.6355056 sig out 1 act.) RANK 44 NODE 45 --> 6.4576650 sigma in 46 act. ( 3.1052036 sig out 1 act.) RANK 45 NODE 20 --> 6.1827989 sigma in 45 act. ( 3.0539339 sig out 1 act.) sorted by output significance RANK 1 NODE 17 --> 158.28683 sigma out 1 act.( 204.45491 sig in 46 act.) RANK 2 NODE 3 --> 151.97305 sigma out 1 act.( 167.96725 sig in 44 act.) RANK 3 NODE 4 --> 120.32423 sigma out 1 act.( 210.29510 sig in 46 act.) RANK 4 NODE 22 --> 104.75182 sigma out 1 act.( 138.72757 sig in 45 act.) RANK 5 NODE 9 --> 91.591522 sigma out 1 act.( 136.14229 sig in 46 act.) RANK 6 NODE 11 --> 90.821831 sigma out 1 act.( 109.15256 sig in 46 act.) RANK 7 NODE 15 --> 89.961868 sigma out 1 act.( 110.70210 sig in 46 act.) RANK 8 NODE 27 --> 78.754967 sigma out 1 act.( 109.56319 sig in 46 act.) RANK 9 NODE 7 --> 65.341019 sigma out 1 act.( 82.766541 sig in 46 act.) RANK 10 NODE 36 --> 63.831558 sigma out 1 act.( 76.862053 sig in 46 act.) RANK 11 NODE 2 --> 52.938911 sigma out 1 act.( 55.430187 sig in 46 act.) RANK 12 NODE 21 --> 50.615032 sigma out 1 act.( 52.647671 sig in 46 act.) RANK 13 NODE 26 --> 41.066277 sigma out 1 act.( 46.855278 sig in 46 act.) RANK 14 NODE 33 --> 39.052559 sigma out 1 act.( 42.466599 sig in 46 act.) RANK 15 NODE 6 --> 37.056366 sigma out 1 act.( 31.296310 sig in 46 act.) RANK 16 NODE 30 --> 36.522770 sigma out 1 act.( 32.750820 sig in 46 act.) RANK 17 NODE 12 --> 36.485935 sigma out 1 act.( 38.487530 sig in 45 act.) RANK 18 NODE 19 --> 34.605724 sigma out 1 act.( 42.081352 sig in 46 act.) RANK 19 NODE 43 --> 34.145363 sigma out 1 act.( 39.368229 sig in 46 act.) RANK 20 NODE 5 --> 29.690985 sigma out 1 act.( 27.267776 sig in 44 act.) RANK 21 NODE 16 --> 24.197788 sigma out 1 act.( 24.389826 sig in 46 act.) RANK 22 NODE 23 --> 22.893223 sigma out 1 act.( 24.089512 sig in 46 act.) RANK 23 NODE 35 --> 22.494072 sigma out 1 act.( 25.559914 sig in 46 act.) RANK 24 NODE 29 --> 21.857450 sigma out 1 act.( 27.209171 sig in 45 act.) RANK 25 NODE 10 --> 21.050047 sigma out 1 act.( 26.994560 sig in 46 act.) RANK 26 NODE 31 --> 20.518480 sigma out 1 act.( 22.020815 sig in 45 act.) RANK 27 NODE 37 --> 20.502695 sigma out 1 act.( 20.687206 sig in 45 act.) RANK 28 NODE 32 --> 18.968225 sigma out 1 act.( 20.990847 sig in 45 act.) RANK 29 NODE 13 --> 18.761835 sigma out 1 act.( 22.352722 sig in 46 act.) RANK 30 NODE 1 --> 17.865513 sigma out 1 act.( 21.653013 sig in 46 act.) RANK 31 NODE 38 --> 17.823584 sigma out 1 act.( 20.682257 sig in 45 act.) RANK 32 NODE 14 --> 17.272564 sigma out 1 act.( 18.637957 sig in 46 act.) RANK 33 NODE 44 --> 16.432747 sigma out 1 act.( 22.449741 sig in 46 act.) RANK 34 NODE 24 --> 15.541013 sigma out 1 act.( 19.562199 sig in 45 act.) RANK 35 NODE 8 --> 12.817986 sigma out 1 act.( 14.181898 sig in 45 act.) RANK 36 NODE 28 --> 12.545036 sigma out 1 act.( 18.785891 sig in 45 act.) RANK 37 NODE 40 --> 9.6213646 sigma out 1 act.( 11.820124 sig in 45 act.) RANK 38 NODE 42 --> 8.0442305 sigma out 1 act.( 12.776440 sig in 46 act.) RANK 39 NODE 41 --> 7.0716772 sigma out 1 act.( 11.348320 sig in 46 act.) RANK 40 NODE 25 --> 6.6322970 sigma out 1 act.( 10.281127 sig in 46 act.) RANK 41 NODE 39 --> 5.3906293 sigma out 1 act.( 9.5163202 sig in 46 act.) RANK 42 NODE 45 --> 3.1052036 sigma out 1 act.( 6.4576650 sig in 46 act.) RANK 43 NODE 18 --> 3.0998735 sigma out 1 act.( 8.9751692 sig in 46 act.) RANK 44 NODE 20 --> 3.0539339 sigma out 1 act.( 6.1827989 sig in 45 act.) RANK 45 NODE 34 --> 1.6355056 sigma out 1 act.( 7.2423816 sig in 45 act.) RANK 1 NODE 1 --> 367.29736 sigma in 45 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.52219415 *** contribution from regularisation: 2.62542418E-03 *** contribution from error: -0.52481955 *** contribution from DIAG: 2.36283580E-04 *********************************************** --------------------------------------------------- Iteration : 71 kill weight from layer 1 knot 43 to knot 30 *********************************************** *** Learn Path 71 *** loss function: -0.52220839 *** contribution from regularisation: 2.62297411E-03 *** contribution from error: -0.52483135 *** contribution from DIAG: 2.36094173E-04 *********************************************** --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.52221823 *** contribution from regularisation: 2.62466795E-03 *** contribution from error: -0.52484292 *** contribution from DIAG: 2.36198612E-04 *********************************************** --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.52222711 *** contribution from regularisation: 2.62739277E-03 *** contribution from error: -0.52485448 *** contribution from DIAG: 2.35730957E-04 *********************************************** --------------------------------------------------- Iteration : 74 kill weight from layer 1 knot 2 to knot 13 kill weight from layer 1 knot 41 to knot 35 *********************************************** *** Learn Path 74 *** loss function: -0.52224147 *** contribution from regularisation: 2.62437714E-03 *** contribution from error: -0.52486587 *** contribution from DIAG: 2.35751228E-04 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.52225506 *** contribution from regularisation: 2.62207771E-03 *** contribution from error: -0.52487713 *** contribution from DIAG: 2.35896616E-04 *********************************************** --------------------------------------------------- Iteration : 76 kill weight from layer 1 knot 37 to knot 25 *********************************************** *** Learn Path 76 *** loss function: -0.52226657 *** contribution from regularisation: 2.62186001E-03 *** contribution from error: -0.52488846 *** contribution from DIAG: 2.35648535E-04 *********************************************** --------------------------------------------------- Iteration : 77 kill weight from layer 1 knot 7 to knot 20 kill weight from layer 1 knot 39 to knot 28 kill weight from layer 1 knot 15 to knot 30 kill weight from layer 1 knot 40 to knot 41 *********************************************** *** Learn Path 77 *** loss function: -0.52228153 *** contribution from regularisation: 2.61791726E-03 *** contribution from error: -0.52489942 *** contribution from DIAG: 2.36012667E-04 *********************************************** --------------------------------------------------- Iteration : 78 kill weight from layer 1 knot 23 to knot 1 kill weight from layer 1 knot 35 to knot 22 kill weight from layer 1 knot 16 to knot 25 kill weight from layer 1 knot 46 to knot 44 *********************************************** *** Learn Path 78 *** loss function: -0.52229208 *** contribution from regularisation: 2.61853100E-03 *** contribution from error: -0.52491063 *** contribution from DIAG: 2.35448431E-04 *********************************************** --------------------------------------------------- Iteration : 79 kill weight from layer 1 knot 42 to knot 23 *********************************************** *** Learn Path 79 *** loss function: -0.52230990 *** contribution from regularisation: 2.61179497E-03 *** contribution from error: -0.52492172 *** contribution from DIAG: 2.35496424E-04 *********************************************** --------------------------------------------------- Iteration : 80 kill weight from layer 1 knot 43 to knot 13 kill weight from layer 1 knot 43 to knot 35 kill weight from layer 1 knot 23 to knot 39 kill weight from layer 1 knot 30 to knot 41 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 317.97980 sigma out 45 active outputs RANK 2 NODE 7 --> 192.23886 sigma out 44 active outputs RANK 3 NODE 5 --> 96.437347 sigma out 45 active outputs RANK 4 NODE 2 --> 89.733803 sigma out 44 active outputs RANK 5 NODE 3 --> 85.379936 sigma out 45 active outputs RANK 6 NODE 6 --> 84.127396 sigma out 45 active outputs RANK 7 NODE 4 --> 80.193268 sigma out 45 active outputs RANK 8 NODE 9 --> 65.496765 sigma out 45 active outputs RANK 9 NODE 10 --> 61.708523 sigma out 45 active outputs RANK 10 NODE 13 --> 56.507549 sigma out 44 active outputs RANK 11 NODE 18 --> 53.261349 sigma out 45 active outputs RANK 12 NODE 15 --> 51.267921 sigma out 44 active outputs RANK 13 NODE 12 --> 49.155933 sigma out 45 active outputs RANK 14 NODE 23 --> 49.098526 sigma out 43 active outputs RANK 15 NODE 14 --> 48.073708 sigma out 43 active outputs RANK 16 NODE 11 --> 47.469757 sigma out 45 active outputs RANK 17 NODE 8 --> 47.180508 sigma out 45 active outputs RANK 18 NODE 20 --> 45.688011 sigma out 43 active outputs RANK 19 NODE 21 --> 43.170967 sigma out 45 active outputs RANK 20 NODE 24 --> 41.245491 sigma out 45 active outputs RANK 21 NODE 22 --> 40.680016 sigma out 45 active outputs RANK 22 NODE 25 --> 39.759712 sigma out 45 active outputs RANK 23 NODE 42 --> 35.719566 sigma out 43 active outputs RANK 24 NODE 19 --> 33.768147 sigma out 45 active outputs RANK 25 NODE 26 --> 32.958710 sigma out 44 active outputs RANK 26 NODE 27 --> 32.309902 sigma out 44 active outputs RANK 27 NODE 29 --> 31.708506 sigma out 45 active outputs RANK 28 NODE 31 --> 30.517351 sigma out 44 active outputs RANK 29 NODE 35 --> 29.238476 sigma out 43 active outputs RANK 30 NODE 30 --> 25.511543 sigma out 42 active outputs RANK 31 NODE 34 --> 23.687641 sigma out 45 active outputs RANK 32 NODE 37 --> 23.659534 sigma out 44 active outputs RANK 33 NODE 28 --> 23.463009 sigma out 44 active outputs RANK 34 NODE 33 --> 23.118004 sigma out 45 active outputs RANK 35 NODE 17 --> 22.568949 sigma out 44 active outputs RANK 36 NODE 41 --> 21.152433 sigma out 44 active outputs RANK 37 NODE 38 --> 21.111696 sigma out 44 active outputs RANK 38 NODE 36 --> 20.778313 sigma out 45 active outputs RANK 39 NODE 39 --> 20.015522 sigma out 44 active outputs RANK 40 NODE 43 --> 19.515230 sigma out 42 active outputs RANK 41 NODE 32 --> 18.781618 sigma out 45 active outputs RANK 42 NODE 16 --> 18.325897 sigma out 44 active outputs RANK 43 NODE 40 --> 17.906178 sigma out 44 active outputs RANK 44 NODE 44 --> 12.484241 sigma out 45 active outputs RANK 45 NODE 45 --> 11.242926 sigma out 45 active outputs RANK 46 NODE 46 --> 5.5551448 sigma out 42 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 210.35280 sigma in 46 act. ( 120.54459 sig out 1 act.) RANK 2 NODE 17 --> 204.95256 sigma in 46 act. ( 158.31944 sig out 1 act.) RANK 3 NODE 3 --> 167.87856 sigma in 44 act. ( 152.70439 sig out 1 act.) RANK 4 NODE 22 --> 138.84296 sigma in 44 act. ( 105.14240 sig out 1 act.) RANK 5 NODE 9 --> 136.23099 sigma in 46 act. ( 91.768517 sig out 1 act.) RANK 6 NODE 15 --> 111.06698 sigma in 46 act. ( 90.121468 sig out 1 act.) RANK 7 NODE 27 --> 109.75107 sigma in 46 act. ( 78.676155 sig out 1 act.) RANK 8 NODE 11 --> 109.35561 sigma in 46 act. ( 91.040131 sig out 1 act.) RANK 9 NODE 7 --> 82.747536 sigma in 46 act. ( 65.381279 sig out 1 act.) RANK 10 NODE 36 --> 76.648796 sigma in 46 act. ( 63.906376 sig out 1 act.) RANK 11 NODE 2 --> 55.432476 sigma in 46 act. ( 53.207191 sig out 1 act.) RANK 12 NODE 21 --> 53.021183 sigma in 46 act. ( 50.826084 sig out 1 act.) RANK 13 NODE 26 --> 46.973732 sigma in 46 act. ( 40.878616 sig out 1 act.) RANK 14 NODE 33 --> 42.492905 sigma in 46 act. ( 39.184830 sig out 1 act.) RANK 15 NODE 19 --> 42.120350 sigma in 46 act. ( 34.709805 sig out 1 act.) RANK 16 NODE 43 --> 39.445641 sigma in 46 act. ( 34.270023 sig out 1 act.) RANK 17 NODE 12 --> 38.551060 sigma in 45 act. ( 36.511871 sig out 1 act.) RANK 18 NODE 30 --> 33.546505 sigma in 44 act. ( 37.620930 sig out 1 act.) RANK 19 NODE 6 --> 31.672052 sigma in 46 act. ( 37.921150 sig out 1 act.) RANK 20 NODE 5 --> 27.280569 sigma in 44 act. ( 30.205624 sig out 1 act.) RANK 21 NODE 29 --> 27.175886 sigma in 45 act. ( 21.788666 sig out 1 act.) RANK 22 NODE 10 --> 26.993954 sigma in 46 act. ( 21.144709 sig out 1 act.) RANK 23 NODE 35 --> 25.595242 sigma in 44 act. ( 22.429628 sig out 1 act.) RANK 24 NODE 23 --> 24.456072 sigma in 45 act. ( 23.217422 sig out 1 act.) RANK 25 NODE 16 --> 24.359198 sigma in 46 act. ( 24.341490 sig out 1 act.) RANK 26 NODE 44 --> 22.446728 sigma in 45 act. ( 16.544455 sig out 1 act.) RANK 27 NODE 13 --> 22.273348 sigma in 44 act. ( 18.774048 sig out 1 act.) RANK 28 NODE 31 --> 22.076166 sigma in 45 act. ( 20.595005 sig out 1 act.) RANK 29 NODE 1 --> 21.721756 sigma in 45 act. ( 17.881750 sig out 1 act.) RANK 30 NODE 32 --> 21.117846 sigma in 45 act. ( 19.100677 sig out 1 act.) RANK 31 NODE 37 --> 20.694942 sigma in 45 act. ( 20.532072 sig out 1 act.) RANK 32 NODE 38 --> 20.657238 sigma in 45 act. ( 17.872370 sig out 1 act.) RANK 33 NODE 24 --> 19.532881 sigma in 45 act. ( 15.619978 sig out 1 act.) RANK 34 NODE 14 --> 18.776114 sigma in 46 act. ( 17.527020 sig out 1 act.) RANK 35 NODE 28 --> 18.716747 sigma in 44 act. ( 12.590805 sig out 1 act.) RANK 36 NODE 8 --> 14.238630 sigma in 45 act. ( 12.906105 sig out 1 act.) RANK 37 NODE 42 --> 12.682327 sigma in 46 act. ( 8.0183229 sig out 1 act.) RANK 38 NODE 40 --> 11.773691 sigma in 45 act. ( 9.6754999 sig out 1 act.) RANK 39 NODE 41 --> 11.380035 sigma in 44 act. ( 7.2151179 sig out 1 act.) RANK 40 NODE 25 --> 10.260983 sigma in 44 act. ( 6.6977057 sig out 1 act.) RANK 41 NODE 39 --> 9.4223042 sigma in 45 act. ( 5.3304939 sig out 1 act.) RANK 42 NODE 18 --> 8.8353844 sigma in 46 act. ( 3.0743227 sig out 1 act.) RANK 43 NODE 34 --> 7.1282291 sigma in 45 act. ( 1.6683599 sig out 1 act.) RANK 44 NODE 45 --> 6.3902488 sigma in 46 act. ( 3.1633203 sig out 1 act.) RANK 45 NODE 20 --> 6.1055098 sigma in 44 act. ( 3.1064930 sig out 1 act.) sorted by output significance RANK 1 NODE 17 --> 158.31944 sigma out 1 act.( 204.95256 sig in 46 act.) RANK 2 NODE 3 --> 152.70439 sigma out 1 act.( 167.87856 sig in 44 act.) RANK 3 NODE 4 --> 120.54459 sigma out 1 act.( 210.35280 sig in 46 act.) RANK 4 NODE 22 --> 105.14240 sigma out 1 act.( 138.84296 sig in 44 act.) RANK 5 NODE 9 --> 91.768517 sigma out 1 act.( 136.23099 sig in 46 act.) RANK 6 NODE 11 --> 91.040131 sigma out 1 act.( 109.35561 sig in 46 act.) RANK 7 NODE 15 --> 90.121468 sigma out 1 act.( 111.06698 sig in 46 act.) RANK 8 NODE 27 --> 78.676155 sigma out 1 act.( 109.75107 sig in 46 act.) RANK 9 NODE 7 --> 65.381279 sigma out 1 act.( 82.747536 sig in 46 act.) RANK 10 NODE 36 --> 63.906376 sigma out 1 act.( 76.648796 sig in 46 act.) RANK 11 NODE 2 --> 53.207191 sigma out 1 act.( 55.432476 sig in 46 act.) RANK 12 NODE 21 --> 50.826084 sigma out 1 act.( 53.021183 sig in 46 act.) RANK 13 NODE 26 --> 40.878616 sigma out 1 act.( 46.973732 sig in 46 act.) RANK 14 NODE 33 --> 39.184830 sigma out 1 act.( 42.492905 sig in 46 act.) RANK 15 NODE 6 --> 37.921150 sigma out 1 act.( 31.672052 sig in 46 act.) RANK 16 NODE 30 --> 37.620930 sigma out 1 act.( 33.546505 sig in 44 act.) RANK 17 NODE 12 --> 36.511871 sigma out 1 act.( 38.551060 sig in 45 act.) RANK 18 NODE 19 --> 34.709805 sigma out 1 act.( 42.120350 sig in 46 act.) RANK 19 NODE 43 --> 34.270023 sigma out 1 act.( 39.445641 sig in 46 act.) RANK 20 NODE 5 --> 30.205624 sigma out 1 act.( 27.280569 sig in 44 act.) RANK 21 NODE 16 --> 24.341490 sigma out 1 act.( 24.359198 sig in 46 act.) RANK 22 NODE 23 --> 23.217422 sigma out 1 act.( 24.456072 sig in 45 act.) RANK 23 NODE 35 --> 22.429628 sigma out 1 act.( 25.595242 sig in 44 act.) RANK 24 NODE 29 --> 21.788666 sigma out 1 act.( 27.175886 sig in 45 act.) RANK 25 NODE 10 --> 21.144709 sigma out 1 act.( 26.993954 sig in 46 act.) RANK 26 NODE 31 --> 20.595005 sigma out 1 act.( 22.076166 sig in 45 act.) RANK 27 NODE 37 --> 20.532072 sigma out 1 act.( 20.694942 sig in 45 act.) RANK 28 NODE 32 --> 19.100677 sigma out 1 act.( 21.117846 sig in 45 act.) RANK 29 NODE 13 --> 18.774048 sigma out 1 act.( 22.273348 sig in 44 act.) RANK 30 NODE 1 --> 17.881750 sigma out 1 act.( 21.721756 sig in 45 act.) RANK 31 NODE 38 --> 17.872370 sigma out 1 act.( 20.657238 sig in 45 act.) RANK 32 NODE 14 --> 17.527020 sigma out 1 act.( 18.776114 sig in 46 act.) RANK 33 NODE 44 --> 16.544455 sigma out 1 act.( 22.446728 sig in 45 act.) RANK 34 NODE 24 --> 15.619978 sigma out 1 act.( 19.532881 sig in 45 act.) RANK 35 NODE 8 --> 12.906105 sigma out 1 act.( 14.238630 sig in 45 act.) RANK 36 NODE 28 --> 12.590805 sigma out 1 act.( 18.716747 sig in 44 act.) RANK 37 NODE 40 --> 9.6754999 sigma out 1 act.( 11.773691 sig in 45 act.) RANK 38 NODE 42 --> 8.0183229 sigma out 1 act.( 12.682327 sig in 46 act.) RANK 39 NODE 41 --> 7.2151179 sigma out 1 act.( 11.380035 sig in 44 act.) RANK 40 NODE 25 --> 6.6977057 sigma out 1 act.( 10.260983 sig in 44 act.) RANK 41 NODE 39 --> 5.3304939 sigma out 1 act.( 9.4223042 sig in 45 act.) RANK 42 NODE 45 --> 3.1633203 sigma out 1 act.( 6.3902488 sig in 46 act.) RANK 43 NODE 20 --> 3.1064930 sigma out 1 act.( 6.1055098 sig in 44 act.) RANK 44 NODE 18 --> 3.0743227 sigma out 1 act.( 8.8353844 sig in 46 act.) RANK 45 NODE 34 --> 1.6683599 sigma out 1 act.( 7.1282291 sig in 45 act.) RANK 1 NODE 1 --> 368.33762 sigma in 45 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.52231467 *** contribution from regularisation: 2.61781923E-03 *** contribution from error: -0.52493250 *** contribution from DIAG: 2.35363594E-04 *********************************************** --------------------------------------------------- Iteration : 81 kill weight from layer 1 knot 29 to knot 41 *********************************************** *** Learn Path 81 *** loss function: -0.52233166 *** contribution from regularisation: 2.61163898E-03 *** contribution from error: -0.52494329 *** contribution from DIAG: 2.35310406E-04 *********************************************** --------------------------------------------------- Iteration : 82 kill weight from layer 1 knot 35 to knot 8 kill weight from layer 1 knot 6 to knot 29 *********************************************** *** Learn Path 82 *** loss function: -0.52233881 *** contribution from regularisation: 2.61489209E-03 *** contribution from error: -0.52495372 *** contribution from DIAG: 2.35126543E-04 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 36 to knot 12 kill weight from layer 1 knot 23 to knot 41 *********************************************** *** Learn Path 83 *** loss function: -0.52235276 *** contribution from regularisation: 2.61135888E-03 *** contribution from error: -0.52496409 *** contribution from DIAG: 2.35258412E-04 *********************************************** --------------------------------------------------- Iteration : 84 kill weight from layer 1 knot 41 to knot 5 *********************************************** *** Learn Path 84 *** loss function: -0.52236617 *** contribution from regularisation: 2.60837958E-03 *** contribution from error: -0.52497452 *** contribution from DIAG: 2.34864361E-04 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 31 to knot 14 kill weight from layer 1 knot 46 to knot 20 *********************************************** *** Learn Path 85 *** loss function: -0.52237523 *** contribution from regularisation: 2.60956096E-03 *** contribution from error: -0.52498478 *** contribution from DIAG: 2.34429841E-04 *********************************************** --------------------------------------------------- Iteration : 86 *********************************************** *** Learn Path 86 *** loss function: -0.52238810 *** contribution from regularisation: 2.60702986E-03 *** contribution from error: -0.52499515 *** contribution from DIAG: 2.34343650E-04 *********************************************** --------------------------------------------------- Iteration : 87 *********************************************** *** Learn Path 87 *** loss function: -0.52239293 *** contribution from regularisation: 2.61233095E-03 *** contribution from error: -0.52500528 *** contribution from DIAG: 2.34355481E-04 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 29 to knot 1 kill weight from layer 1 knot 31 to knot 22 kill weight from layer 1 knot 46 to knot 23 kill weight from layer 1 knot 39 to knot 37 *********************************************** *** Learn Path 88 *** loss function: -0.52241284 *** contribution from regularisation: 2.60257372E-03 *** contribution from error: -0.52501541 *** contribution from DIAG: 2.34311534E-04 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 33 to knot 21 kill weight from layer 1 knot 13 to knot 25 kill weight from layer 1 knot 16 to knot 30 *********************************************** *** Learn Path 89 *** loss function: -0.52242005 *** contribution from regularisation: 2.60525034E-03 *** contribution from error: -0.52502531 *** contribution from DIAG: 2.34217310E-04 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 25 to knot 8 kill weight from layer 1 knot 31 to knot 16 kill weight from layer 1 knot 6 to knot 18 kill weight from layer 1 knot 26 to knot 39 kill weight from layer 1 knot 38 to knot 42 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 316.40393 sigma out 45 active outputs RANK 2 NODE 7 --> 191.37846 sigma out 44 active outputs RANK 3 NODE 5 --> 96.736885 sigma out 45 active outputs RANK 4 NODE 2 --> 89.411110 sigma out 44 active outputs RANK 5 NODE 3 --> 85.702431 sigma out 45 active outputs RANK 6 NODE 6 --> 83.801437 sigma out 43 active outputs RANK 7 NODE 4 --> 79.479477 sigma out 45 active outputs RANK 8 NODE 9 --> 65.098015 sigma out 45 active outputs RANK 9 NODE 10 --> 61.060627 sigma out 45 active outputs RANK 10 NODE 13 --> 56.259041 sigma out 43 active outputs RANK 11 NODE 18 --> 53.171089 sigma out 45 active outputs RANK 12 NODE 15 --> 50.914768 sigma out 44 active outputs RANK 13 NODE 23 --> 48.832531 sigma out 42 active outputs RANK 14 NODE 12 --> 48.827980 sigma out 45 active outputs RANK 15 NODE 14 --> 47.481369 sigma out 43 active outputs RANK 16 NODE 11 --> 47.068253 sigma out 45 active outputs RANK 17 NODE 8 --> 47.042294 sigma out 45 active outputs RANK 18 NODE 20 --> 45.544212 sigma out 43 active outputs RANK 19 NODE 21 --> 42.936928 sigma out 45 active outputs RANK 20 NODE 24 --> 41.177860 sigma out 45 active outputs RANK 21 NODE 22 --> 40.408974 sigma out 45 active outputs RANK 22 NODE 25 --> 39.745869 sigma out 44 active outputs RANK 23 NODE 42 --> 35.799385 sigma out 43 active outputs RANK 24 NODE 19 --> 33.796074 sigma out 45 active outputs RANK 25 NODE 26 --> 32.876804 sigma out 43 active outputs RANK 26 NODE 27 --> 32.205894 sigma out 44 active outputs RANK 27 NODE 29 --> 31.526619 sigma out 43 active outputs RANK 28 NODE 31 --> 30.244297 sigma out 41 active outputs RANK 29 NODE 35 --> 29.274340 sigma out 42 active outputs RANK 30 NODE 30 --> 25.471281 sigma out 42 active outputs RANK 31 NODE 37 --> 23.508375 sigma out 44 active outputs RANK 32 NODE 34 --> 23.485634 sigma out 45 active outputs RANK 33 NODE 28 --> 23.311399 sigma out 44 active outputs RANK 34 NODE 33 --> 22.934391 sigma out 44 active outputs RANK 35 NODE 17 --> 22.858032 sigma out 44 active outputs RANK 36 NODE 41 --> 20.995909 sigma out 43 active outputs RANK 37 NODE 38 --> 20.959488 sigma out 43 active outputs RANK 38 NODE 36 --> 20.502254 sigma out 44 active outputs RANK 39 NODE 39 --> 19.916378 sigma out 43 active outputs RANK 40 NODE 43 --> 19.401081 sigma out 42 active outputs RANK 41 NODE 32 --> 18.676363 sigma out 45 active outputs RANK 42 NODE 16 --> 18.544661 sigma out 43 active outputs RANK 43 NODE 40 --> 17.719507 sigma out 44 active outputs RANK 44 NODE 44 --> 12.448427 sigma out 45 active outputs RANK 45 NODE 45 --> 11.299599 sigma out 45 active outputs RANK 46 NODE 46 --> 5.5205297 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 209.23248 sigma in 46 act. ( 120.71183 sig out 1 act.) RANK 2 NODE 17 --> 204.08464 sigma in 46 act. ( 158.39149 sig out 1 act.) RANK 3 NODE 3 --> 167.18546 sigma in 44 act. ( 152.68489 sig out 1 act.) RANK 4 NODE 22 --> 138.08859 sigma in 43 act. ( 104.77997 sig out 1 act.) RANK 5 NODE 9 --> 135.57620 sigma in 46 act. ( 91.432335 sig out 1 act.) RANK 6 NODE 15 --> 110.73479 sigma in 46 act. ( 90.036186 sig out 1 act.) RANK 7 NODE 27 --> 109.10947 sigma in 46 act. ( 78.657516 sig out 1 act.) RANK 8 NODE 11 --> 108.90145 sigma in 46 act. ( 91.108208 sig out 1 act.) RANK 9 NODE 7 --> 82.299965 sigma in 46 act. ( 65.138947 sig out 1 act.) RANK 10 NODE 36 --> 76.411087 sigma in 46 act. ( 63.513107 sig out 1 act.) RANK 11 NODE 2 --> 55.160408 sigma in 46 act. ( 52.900440 sig out 1 act.) RANK 12 NODE 21 --> 53.083477 sigma in 45 act. ( 50.950733 sig out 1 act.) RANK 13 NODE 26 --> 46.718349 sigma in 46 act. ( 40.630417 sig out 1 act.) RANK 14 NODE 33 --> 42.371922 sigma in 46 act. ( 38.917725 sig out 1 act.) RANK 15 NODE 19 --> 41.947018 sigma in 46 act. ( 34.527332 sig out 1 act.) RANK 16 NODE 43 --> 39.293545 sigma in 46 act. ( 34.199398 sig out 1 act.) RANK 17 NODE 12 --> 38.384907 sigma in 44 act. ( 36.376110 sig out 1 act.) RANK 18 NODE 30 --> 34.104374 sigma in 43 act. ( 38.591946 sig out 1 act.) RANK 19 NODE 6 --> 31.979883 sigma in 46 act. ( 38.683163 sig out 1 act.) RANK 20 NODE 5 --> 27.334208 sigma in 43 act. ( 30.264946 sig out 1 act.) RANK 21 NODE 29 --> 27.035284 sigma in 44 act. ( 21.609871 sig out 1 act.) RANK 22 NODE 10 --> 26.900751 sigma in 46 act. ( 21.020634 sig out 1 act.) RANK 23 NODE 35 --> 25.413162 sigma in 44 act. ( 22.431440 sig out 1 act.) RANK 24 NODE 23 --> 24.730764 sigma in 44 act. ( 23.538347 sig out 1 act.) RANK 25 NODE 16 --> 24.287689 sigma in 45 act. ( 24.220791 sig out 1 act.) RANK 26 NODE 44 --> 22.369967 sigma in 45 act. ( 16.575981 sig out 1 act.) RANK 27 NODE 13 --> 22.106230 sigma in 44 act. ( 18.578770 sig out 1 act.) RANK 28 NODE 31 --> 22.023191 sigma in 45 act. ( 20.634769 sig out 1 act.) RANK 29 NODE 1 --> 21.659533 sigma in 44 act. ( 17.811798 sig out 1 act.) RANK 30 NODE 32 --> 21.105949 sigma in 45 act. ( 19.279234 sig out 1 act.) RANK 31 NODE 37 --> 20.615692 sigma in 44 act. ( 20.541929 sig out 1 act.) RANK 32 NODE 38 --> 20.509268 sigma in 45 act. ( 17.756870 sig out 1 act.) RANK 33 NODE 24 --> 19.389278 sigma in 45 act. ( 15.518601 sig out 1 act.) RANK 34 NODE 14 --> 18.800014 sigma in 45 act. ( 17.630630 sig out 1 act.) RANK 35 NODE 28 --> 18.616444 sigma in 44 act. ( 12.493093 sig out 1 act.) RANK 36 NODE 8 --> 14.252866 sigma in 43 act. ( 12.957597 sig out 1 act.) RANK 37 NODE 42 --> 12.560236 sigma in 45 act. ( 7.9547515 sig out 1 act.) RANK 38 NODE 40 --> 11.745077 sigma in 45 act. ( 9.6800385 sig out 1 act.) RANK 39 NODE 41 --> 11.369306 sigma in 42 act. ( 7.4044647 sig out 1 act.) RANK 40 NODE 25 --> 10.210351 sigma in 43 act. ( 6.6614904 sig out 1 act.) RANK 41 NODE 39 --> 9.2923784 sigma in 44 act. ( 5.3027649 sig out 1 act.) RANK 42 NODE 18 --> 8.6927118 sigma in 45 act. ( 3.0236595 sig out 1 act.) RANK 43 NODE 34 --> 7.0247145 sigma in 45 act. ( 1.7031542 sig out 1 act.) RANK 44 NODE 45 --> 6.3204508 sigma in 46 act. ( 3.1885386 sig out 1 act.) RANK 45 NODE 20 --> 6.0395589 sigma in 43 act. ( 3.1297896 sig out 1 act.) sorted by output significance RANK 1 NODE 17 --> 158.39149 sigma out 1 act.( 204.08464 sig in 46 act.) RANK 2 NODE 3 --> 152.68489 sigma out 1 act.( 167.18546 sig in 44 act.) RANK 3 NODE 4 --> 120.71183 sigma out 1 act.( 209.23248 sig in 46 act.) RANK 4 NODE 22 --> 104.77997 sigma out 1 act.( 138.08859 sig in 43 act.) RANK 5 NODE 9 --> 91.432335 sigma out 1 act.( 135.57620 sig in 46 act.) RANK 6 NODE 11 --> 91.108208 sigma out 1 act.( 108.90145 sig in 46 act.) RANK 7 NODE 15 --> 90.036186 sigma out 1 act.( 110.73479 sig in 46 act.) RANK 8 NODE 27 --> 78.657516 sigma out 1 act.( 109.10947 sig in 46 act.) RANK 9 NODE 7 --> 65.138947 sigma out 1 act.( 82.299965 sig in 46 act.) RANK 10 NODE 36 --> 63.513107 sigma out 1 act.( 76.411087 sig in 46 act.) RANK 11 NODE 2 --> 52.900440 sigma out 1 act.( 55.160408 sig in 46 act.) RANK 12 NODE 21 --> 50.950733 sigma out 1 act.( 53.083477 sig in 45 act.) RANK 13 NODE 26 --> 40.630417 sigma out 1 act.( 46.718349 sig in 46 act.) RANK 14 NODE 33 --> 38.917725 sigma out 1 act.( 42.371922 sig in 46 act.) RANK 15 NODE 6 --> 38.683163 sigma out 1 act.( 31.979883 sig in 46 act.) RANK 16 NODE 30 --> 38.591946 sigma out 1 act.( 34.104374 sig in 43 act.) RANK 17 NODE 12 --> 36.376110 sigma out 1 act.( 38.384907 sig in 44 act.) RANK 18 NODE 19 --> 34.527332 sigma out 1 act.( 41.947018 sig in 46 act.) RANK 19 NODE 43 --> 34.199398 sigma out 1 act.( 39.293545 sig in 46 act.) RANK 20 NODE 5 --> 30.264946 sigma out 1 act.( 27.334208 sig in 43 act.) RANK 21 NODE 16 --> 24.220791 sigma out 1 act.( 24.287689 sig in 45 act.) RANK 22 NODE 23 --> 23.538347 sigma out 1 act.( 24.730764 sig in 44 act.) RANK 23 NODE 35 --> 22.431440 sigma out 1 act.( 25.413162 sig in 44 act.) RANK 24 NODE 29 --> 21.609871 sigma out 1 act.( 27.035284 sig in 44 act.) RANK 25 NODE 10 --> 21.020634 sigma out 1 act.( 26.900751 sig in 46 act.) RANK 26 NODE 31 --> 20.634769 sigma out 1 act.( 22.023191 sig in 45 act.) RANK 27 NODE 37 --> 20.541929 sigma out 1 act.( 20.615692 sig in 44 act.) RANK 28 NODE 32 --> 19.279234 sigma out 1 act.( 21.105949 sig in 45 act.) RANK 29 NODE 13 --> 18.578770 sigma out 1 act.( 22.106230 sig in 44 act.) RANK 30 NODE 1 --> 17.811798 sigma out 1 act.( 21.659533 sig in 44 act.) RANK 31 NODE 38 --> 17.756870 sigma out 1 act.( 20.509268 sig in 45 act.) RANK 32 NODE 14 --> 17.630630 sigma out 1 act.( 18.800014 sig in 45 act.) RANK 33 NODE 44 --> 16.575981 sigma out 1 act.( 22.369967 sig in 45 act.) RANK 34 NODE 24 --> 15.518601 sigma out 1 act.( 19.389278 sig in 45 act.) RANK 35 NODE 8 --> 12.957597 sigma out 1 act.( 14.252866 sig in 43 act.) RANK 36 NODE 28 --> 12.493093 sigma out 1 act.( 18.616444 sig in 44 act.) RANK 37 NODE 40 --> 9.6800385 sigma out 1 act.( 11.745077 sig in 45 act.) RANK 38 NODE 42 --> 7.9547515 sigma out 1 act.( 12.560236 sig in 45 act.) RANK 39 NODE 41 --> 7.4044647 sigma out 1 act.( 11.369306 sig in 42 act.) RANK 40 NODE 25 --> 6.6614904 sigma out 1 act.( 10.210351 sig in 43 act.) RANK 41 NODE 39 --> 5.3027649 sigma out 1 act.( 9.2923784 sig in 44 act.) RANK 42 NODE 45 --> 3.1885386 sigma out 1 act.( 6.3204508 sig in 46 act.) RANK 43 NODE 20 --> 3.1297896 sigma out 1 act.( 6.0395589 sig in 43 act.) RANK 44 NODE 18 --> 3.0236595 sigma out 1 act.( 8.6927118 sig in 45 act.) RANK 45 NODE 34 --> 1.7031542 sigma out 1 act.( 7.0247145 sig in 45 act.) RANK 1 NODE 1 --> 368.16434 sigma in 45 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.52243400 *** contribution from regularisation: 2.60123191E-03 *** contribution from error: -0.52503520 *** contribution from DIAG: 2.34144885E-04 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 13 to knot 1 kill weight from layer 1 knot 27 to knot 20 kill weight from layer 1 knot 41 to knot 39 kill weight from layer 1 knot 27 to knot 41 kill weight from layer 1 knot 30 to knot 45 *********************************************** *** Learn Path 91 *** loss function: -0.52244771 *** contribution from regularisation: 2.59754900E-03 *** contribution from error: -0.52504528 *** contribution from DIAG: 2.34143561E-04 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 43 to knot 8 *********************************************** *** Learn Path 92 *** loss function: -0.52245581 *** contribution from regularisation: 2.59939325E-03 *** contribution from error: -0.52505523 *** contribution from DIAG: 2.33829924E-04 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 14 to knot 8 kill weight from layer 1 knot 46 to knot 14 kill weight from layer 1 knot 2 to knot 26 kill weight from layer 1 knot 12 to knot 30 kill weight from layer 1 knot 36 to knot 30 *********************************************** *** Learn Path 93 *** loss function: -0.52246368 *** contribution from regularisation: 2.60142423E-03 *** contribution from error: -0.52506512 *** contribution from DIAG: 2.34136314E-04 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 16 to knot 18 kill weight from layer 1 knot 36 to knot 20 kill weight from layer 1 knot 26 to knot 28 kill weight from layer 1 knot 44 to knot 30 kill weight from layer 1 knot 40 to knot 31 *********************************************** *** Learn Path 94 *** loss function: -0.52248544 *** contribution from regularisation: 2.58944370E-03 *** contribution from error: -0.52507490 *** contribution from DIAG: 2.34264211E-04 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 17 to knot 2 kill weight from layer 1 knot 30 to knot 2 kill weight from layer 1 knot 19 to knot 15 kill weight from layer 1 knot 36 to knot 18 kill weight from layer 1 knot 22 to knot 19 kill weight from layer 1 knot 17 to knot 20 kill weight from layer 1 knot 21 to knot 20 kill weight from layer 1 knot 27 to knot 25 kill weight from layer 1 knot 21 to knot 45 *********************************************** *** Learn Path 95 *** loss function: -0.52249116 *** contribution from regularisation: 2.59325933E-03 *** contribution from error: -0.52508444 *** contribution from DIAG: 2.34260660E-04 *********************************************** --------------------------------------------------- Iteration : 96 *********************************************** *** Learn Path 96 *** loss function: -0.52251601 *** contribution from regularisation: 2.57777330E-03 *** contribution from error: -0.52509379 *** contribution from DIAG: 2.34527164E-04 *********************************************** --------------------------------------------------- Iteration : 97 *********************************************** *** Learn Path 97 *** loss function: -0.52251601 *** contribution from regularisation: 2.58708117E-03 *** contribution from error: -0.52510309 *** contribution from DIAG: 2.34397899E-04 *********************************************** --------------------------------------------------- Iteration : 98 kill weight from layer 1 knot 45 to knot 8 *********************************************** *** Learn Path 98 *** loss function: -0.52252787 *** contribution from regularisation: 2.58457614E-03 *** contribution from error: -0.52511245 *** contribution from DIAG: 2.34505322E-04 *********************************************** --------------------------------------------------- Iteration : 99 kill weight from layer 1 knot 31 to knot 25 *********************************************** *** Learn Path 99 *** loss function: -0.52254170 *** contribution from regularisation: 2.58003292E-03 *** contribution from error: -0.52512175 *** contribution from DIAG: 2.33725630E-04 *********************************************** --------------------------------------------------- Iteration : 100 kill weight from layer 1 knot 37 to knot 24 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 316.82590 sigma out 45 active outputs RANK 2 NODE 7 --> 191.52043 sigma out 44 active outputs RANK 3 NODE 5 --> 96.718170 sigma out 45 active outputs RANK 4 NODE 2 --> 89.429779 sigma out 43 active outputs RANK 5 NODE 3 --> 85.640961 sigma out 45 active outputs RANK 6 NODE 6 --> 83.685402 sigma out 43 active outputs RANK 7 NODE 4 --> 79.716331 sigma out 45 active outputs RANK 8 NODE 9 --> 65.147629 sigma out 45 active outputs RANK 9 NODE 10 --> 61.336250 sigma out 45 active outputs RANK 10 NODE 13 --> 56.464851 sigma out 42 active outputs RANK 11 NODE 18 --> 53.403320 sigma out 45 active outputs RANK 12 NODE 15 --> 50.894459 sigma out 44 active outputs RANK 13 NODE 12 --> 48.833221 sigma out 44 active outputs RANK 14 NODE 23 --> 48.802959 sigma out 42 active outputs RANK 15 NODE 14 --> 47.470921 sigma out 42 active outputs RANK 16 NODE 11 --> 47.179825 sigma out 45 active outputs RANK 17 NODE 8 --> 46.989128 sigma out 45 active outputs RANK 18 NODE 20 --> 45.642227 sigma out 43 active outputs RANK 19 NODE 21 --> 42.946434 sigma out 43 active outputs RANK 20 NODE 24 --> 41.000668 sigma out 45 active outputs RANK 21 NODE 22 --> 40.428242 sigma out 44 active outputs RANK 22 NODE 25 --> 39.591526 sigma out 44 active outputs RANK 23 NODE 42 --> 35.899288 sigma out 43 active outputs RANK 24 NODE 19 --> 33.628765 sigma out 44 active outputs RANK 25 NODE 26 --> 32.798286 sigma out 42 active outputs RANK 26 NODE 27 --> 31.971310 sigma out 41 active outputs RANK 27 NODE 29 --> 31.392935 sigma out 43 active outputs RANK 28 NODE 31 --> 30.252298 sigma out 40 active outputs RANK 29 NODE 35 --> 29.330517 sigma out 42 active outputs RANK 30 NODE 30 --> 25.409927 sigma out 40 active outputs RANK 31 NODE 34 --> 23.600660 sigma out 45 active outputs RANK 32 NODE 37 --> 23.551140 sigma out 43 active outputs RANK 33 NODE 28 --> 23.362858 sigma out 44 active outputs RANK 34 NODE 33 --> 22.783957 sigma out 44 active outputs RANK 35 NODE 17 --> 22.563839 sigma out 42 active outputs RANK 36 NODE 41 --> 20.962496 sigma out 42 active outputs RANK 37 NODE 38 --> 20.734396 sigma out 43 active outputs RANK 38 NODE 36 --> 20.295769 sigma out 41 active outputs RANK 39 NODE 39 --> 19.924931 sigma out 43 active outputs RANK 40 NODE 43 --> 19.352118 sigma out 41 active outputs RANK 41 NODE 32 --> 18.572739 sigma out 45 active outputs RANK 42 NODE 16 --> 18.376862 sigma out 42 active outputs RANK 43 NODE 40 --> 17.699921 sigma out 43 active outputs RANK 44 NODE 44 --> 12.412481 sigma out 44 active outputs RANK 45 NODE 45 --> 11.343413 sigma out 44 active outputs RANK 46 NODE 46 --> 5.4104967 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 209.43512 sigma in 46 act. ( 120.03394 sig out 1 act.) RANK 2 NODE 17 --> 204.35974 sigma in 46 act. ( 158.32062 sig out 1 act.) RANK 3 NODE 3 --> 167.23695 sigma in 44 act. ( 152.81517 sig out 1 act.) RANK 4 NODE 22 --> 138.31242 sigma in 43 act. ( 104.52222 sig out 1 act.) RANK 5 NODE 9 --> 135.63591 sigma in 46 act. ( 91.010651 sig out 1 act.) RANK 6 NODE 15 --> 110.75172 sigma in 45 act. ( 90.404335 sig out 1 act.) RANK 7 NODE 11 --> 109.14046 sigma in 46 act. ( 91.089111 sig out 1 act.) RANK 8 NODE 27 --> 109.09389 sigma in 46 act. ( 78.441574 sig out 1 act.) RANK 9 NODE 7 --> 82.206017 sigma in 46 act. ( 65.125290 sig out 1 act.) RANK 10 NODE 36 --> 76.316490 sigma in 46 act. ( 63.234524 sig out 1 act.) RANK 11 NODE 2 --> 55.156799 sigma in 44 act. ( 52.876553 sig out 1 act.) RANK 12 NODE 21 --> 53.117046 sigma in 45 act. ( 51.058582 sig out 1 act.) RANK 13 NODE 26 --> 46.579655 sigma in 45 act. ( 40.726700 sig out 1 act.) RANK 14 NODE 33 --> 42.329536 sigma in 46 act. ( 38.987633 sig out 1 act.) RANK 15 NODE 19 --> 41.869682 sigma in 45 act. ( 34.485271 sig out 1 act.) RANK 16 NODE 43 --> 39.239864 sigma in 46 act. ( 34.169136 sig out 1 act.) RANK 17 NODE 12 --> 38.347828 sigma in 44 act. ( 36.312580 sig out 1 act.) RANK 18 NODE 30 --> 34.681950 sigma in 40 act. ( 39.526043 sig out 1 act.) RANK 19 NODE 6 --> 32.307014 sigma in 46 act. ( 39.467354 sig out 1 act.) RANK 20 NODE 5 --> 27.317272 sigma in 43 act. ( 30.595722 sig out 1 act.) RANK 21 NODE 29 --> 26.957819 sigma in 44 act. ( 21.482878 sig out 1 act.) RANK 22 NODE 10 --> 26.878122 sigma in 46 act. ( 20.960188 sig out 1 act.) RANK 23 NODE 35 --> 25.372215 sigma in 44 act. ( 22.317989 sig out 1 act.) RANK 24 NODE 23 --> 24.950546 sigma in 44 act. ( 23.796160 sig out 1 act.) RANK 25 NODE 16 --> 24.236820 sigma in 45 act. ( 24.286501 sig out 1 act.) RANK 26 NODE 44 --> 22.335648 sigma in 45 act. ( 16.611820 sig out 1 act.) RANK 27 NODE 31 --> 22.005461 sigma in 44 act. ( 20.666279 sig out 1 act.) RANK 28 NODE 13 --> 21.970701 sigma in 44 act. ( 18.570679 sig out 1 act.) RANK 29 NODE 1 --> 21.692785 sigma in 43 act. ( 17.733416 sig out 1 act.) RANK 30 NODE 32 --> 21.190805 sigma in 45 act. ( 19.401438 sig out 1 act.) RANK 31 NODE 37 --> 20.578487 sigma in 44 act. ( 20.572155 sig out 1 act.) RANK 32 NODE 38 --> 20.466812 sigma in 45 act. ( 17.688004 sig out 1 act.) RANK 33 NODE 24 --> 19.327261 sigma in 44 act. ( 15.502709 sig out 1 act.) RANK 34 NODE 14 --> 18.857660 sigma in 44 act. ( 17.819683 sig out 1 act.) RANK 35 NODE 28 --> 18.528526 sigma in 43 act. ( 12.469758 sig out 1 act.) RANK 36 NODE 8 --> 14.257831 sigma in 40 act. ( 13.035449 sig out 1 act.) RANK 37 NODE 42 --> 12.452550 sigma in 45 act. ( 7.8742952 sig out 1 act.) RANK 38 NODE 40 --> 11.696259 sigma in 45 act. ( 9.7154284 sig out 1 act.) RANK 39 NODE 41 --> 11.384194 sigma in 41 act. ( 7.5631089 sig out 1 act.) RANK 40 NODE 25 --> 10.155397 sigma in 41 act. ( 6.6960621 sig out 1 act.) RANK 41 NODE 39 --> 9.1886911 sigma in 43 act. ( 5.2641864 sig out 1 act.) RANK 42 NODE 18 --> 8.5425558 sigma in 43 act. ( 2.9878235 sig out 1 act.) RANK 43 NODE 34 --> 6.9117422 sigma in 45 act. ( 1.7323980 sig out 1 act.) RANK 44 NODE 45 --> 6.2460055 sigma in 44 act. ( 3.2388015 sig out 1 act.) RANK 45 NODE 20 --> 5.9745045 sigma in 39 act. ( 3.1496956 sig out 1 act.) sorted by output significance RANK 1 NODE 17 --> 158.32062 sigma out 1 act.( 204.35974 sig in 46 act.) RANK 2 NODE 3 --> 152.81517 sigma out 1 act.( 167.23695 sig in 44 act.) RANK 3 NODE 4 --> 120.03394 sigma out 1 act.( 209.43512 sig in 46 act.) RANK 4 NODE 22 --> 104.52222 sigma out 1 act.( 138.31242 sig in 43 act.) RANK 5 NODE 11 --> 91.089111 sigma out 1 act.( 109.14046 sig in 46 act.) RANK 6 NODE 9 --> 91.010651 sigma out 1 act.( 135.63591 sig in 46 act.) RANK 7 NODE 15 --> 90.404335 sigma out 1 act.( 110.75172 sig in 45 act.) RANK 8 NODE 27 --> 78.441574 sigma out 1 act.( 109.09389 sig in 46 act.) RANK 9 NODE 7 --> 65.125290 sigma out 1 act.( 82.206017 sig in 46 act.) RANK 10 NODE 36 --> 63.234524 sigma out 1 act.( 76.316490 sig in 46 act.) RANK 11 NODE 2 --> 52.876553 sigma out 1 act.( 55.156799 sig in 44 act.) RANK 12 NODE 21 --> 51.058582 sigma out 1 act.( 53.117046 sig in 45 act.) RANK 13 NODE 26 --> 40.726700 sigma out 1 act.( 46.579655 sig in 45 act.) RANK 14 NODE 30 --> 39.526043 sigma out 1 act.( 34.681950 sig in 40 act.) RANK 15 NODE 6 --> 39.467354 sigma out 1 act.( 32.307014 sig in 46 act.) RANK 16 NODE 33 --> 38.987633 sigma out 1 act.( 42.329536 sig in 46 act.) RANK 17 NODE 12 --> 36.312580 sigma out 1 act.( 38.347828 sig in 44 act.) RANK 18 NODE 19 --> 34.485271 sigma out 1 act.( 41.869682 sig in 45 act.) RANK 19 NODE 43 --> 34.169136 sigma out 1 act.( 39.239864 sig in 46 act.) RANK 20 NODE 5 --> 30.595722 sigma out 1 act.( 27.317272 sig in 43 act.) RANK 21 NODE 16 --> 24.286501 sigma out 1 act.( 24.236820 sig in 45 act.) RANK 22 NODE 23 --> 23.796160 sigma out 1 act.( 24.950546 sig in 44 act.) RANK 23 NODE 35 --> 22.317989 sigma out 1 act.( 25.372215 sig in 44 act.) RANK 24 NODE 29 --> 21.482878 sigma out 1 act.( 26.957819 sig in 44 act.) RANK 25 NODE 10 --> 20.960188 sigma out 1 act.( 26.878122 sig in 46 act.) RANK 26 NODE 31 --> 20.666279 sigma out 1 act.( 22.005461 sig in 44 act.) RANK 27 NODE 37 --> 20.572155 sigma out 1 act.( 20.578487 sig in 44 act.) RANK 28 NODE 32 --> 19.401438 sigma out 1 act.( 21.190805 sig in 45 act.) RANK 29 NODE 13 --> 18.570679 sigma out 1 act.( 21.970701 sig in 44 act.) RANK 30 NODE 14 --> 17.819683 sigma out 1 act.( 18.857660 sig in 44 act.) RANK 31 NODE 1 --> 17.733416 sigma out 1 act.( 21.692785 sig in 43 act.) RANK 32 NODE 38 --> 17.688004 sigma out 1 act.( 20.466812 sig in 45 act.) RANK 33 NODE 44 --> 16.611820 sigma out 1 act.( 22.335648 sig in 45 act.) RANK 34 NODE 24 --> 15.502709 sigma out 1 act.( 19.327261 sig in 44 act.) RANK 35 NODE 8 --> 13.035449 sigma out 1 act.( 14.257831 sig in 40 act.) RANK 36 NODE 28 --> 12.469758 sigma out 1 act.( 18.528526 sig in 43 act.) RANK 37 NODE 40 --> 9.7154284 sigma out 1 act.( 11.696259 sig in 45 act.) RANK 38 NODE 42 --> 7.8742952 sigma out 1 act.( 12.452550 sig in 45 act.) RANK 39 NODE 41 --> 7.5631089 sigma out 1 act.( 11.384194 sig in 41 act.) RANK 40 NODE 25 --> 6.6960621 sigma out 1 act.( 10.155397 sig in 41 act.) RANK 41 NODE 39 --> 5.2641864 sigma out 1 act.( 9.1886911 sig in 43 act.) RANK 42 NODE 45 --> 3.2388015 sigma out 1 act.( 6.2460055 sig in 44 act.) RANK 43 NODE 20 --> 3.1496956 sigma out 1 act.( 5.9745045 sig in 39 act.) RANK 44 NODE 18 --> 2.9878235 sigma out 1 act.( 8.5425558 sig in 43 act.) RANK 45 NODE 34 --> 1.7323980 sigma out 1 act.( 6.9117422 sig in 45 act.) RANK 1 NODE 1 --> 368.02414 sigma in 45 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.52254564 *** contribution from regularisation: 2.58530793E-03 *** contribution from error: -0.52513093 *** contribution from DIAG: 2.33028200E-04 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 281481 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/Kaon/Long/GlobalPID_Kaon_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/Kaon/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/Kaon/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/Kaon/Long/NB.txt Training Host = lxplus436.cern.ch Particle type = kaon 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_Kaon_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 39 nodes, hidden layer has 45 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 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 38 input variables. ***************Training results***************** number of nodes in the 1st layer: 46 number of nodes in the 2nd layer: 45 number of nodes in the 3rd layer: 1 number of iterations: 100