Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Pion/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/BFGS/621/Pion/Long/GlobalPID_Pion_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/BFGS/621/Pion/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/BFGS/621/Pion/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/BFGS/621/Pion/Long/NB.txt Training Host = lxplus432.cern.ch Particle type = pion 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_Pion_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Skipping input #RichAbovePrThres 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 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 38 Your number of nodes in the hidden layer is: 44 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function global preprocessing flag: 621 You want to use the global preprocessing flag 21 You use momentum: 0.0000000 Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackFitMatchChi2 PreproFlag 34 Input 10 TrackCloneDist PreproFlag 34 Input 11 TrackFitVeloChi2 PreproFlag 14 Input 12 TrackFitVeloNDoF PreproFlag 19 Input 13 TrackFitTChi2 PreproFlag 14 Input 14 TrackFitTNDoF PreproFlag 19 Input 15 RichUsedAero PreproFlag 18 Input 16 RichUsedR1Gas PreproFlag 18 Input 17 RichUsedR2Gas PreproFlag 18 Input 18 RichAbovePiThres PreproFlag 18 Input 19 RichAboveKaThres PreproFlag 18 Input 20 RichDLLe PreproFlag 34 Input 21 RichDLLmu PreproFlag 34 Input 22 RichDLLk PreproFlag 34 Input 23 RichDLLp PreproFlag 34 Input 24 RichDLLbt PreproFlag 34 Input 25 MuonBkgLL PreproFlag 34 Input 26 MuonMuLL PreproFlag 34 Input 27 MuonIsMuon PreproFlag 19 Input 28 MuonNShared PreproFlag 19 Input 29 InAccMuon PreproFlag 19 Input 30 MuonIsLooseMuon PreproFlag 19 Input 31 EcalPIDe PreproFlag 34 Input 32 EcalPIDmu PreproFlag 34 Input 33 HcalPIDe PreproFlag 34 Input 34 HcalPIDmu PreproFlag 34 Input 35 PrsPIDe PreproFlag 34 Input 36 InAccBrem PreproFlag 19 Input 37 BremPIDe PreproFlag 34 Input 38 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/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 = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 21 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 22 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 23 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 24 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 25 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 26 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 27 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 28 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 29 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 30 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 31 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 32 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 33 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 34 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 35 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 36 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 37 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 38 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 Using weight factor: 1.00000000000000000 now perform preprocessing *** called with option 21 *** This will do for you: *** input variable equalisation *** to flat distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node Signal fraction: 59.025105 % ------------------------------ 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 Only one class left for trimmed mean or sigma very small -> take "normal" mean .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 3458.0637 3533.3889 3599.4985 3663.8694 3736.0508 3806.6357 3876.9238 3948.1375 4027.1538 4102.0015 4173.1895 4244.8657 4314.0977 4386.1294 4462.7295 4524.5171 4589.7617 4671.2383 4752.3496 4834.6128 4918.4897 4996.9072 do regularised spline fit for input variable # 10 build map for variable # 10 ------------------------------ Transdef: Tab for variable 11 7.10389650E-05 0.17477119 0.38724607 0.59636021 0.79824865 0.98723388 1.1660203 1.3426635 1.5107667 1.6713977 1.8292840 1.9836128 2.1357934 2.2838540 2.4270430 2.5706320 2.7130709 2.8516612 2.9888520 3.1258616 3.2641275 3.4004912 3.5348229 3.6674891 3.8029473 3.9357514 4.0675993 4.1988993 4.3312459 4.4632235 4.5919123 4.7201595 4.8501730 4.9798832 5.1093750 5.2414999 5.3755226 5.5080276 5.6402507 5.7728276 5.9053526 6.0392413 6.1732683 6.3093185 6.4466038 6.5839405 6.7217989 6.8589110 6.9993267 7.1409793 7.2831059 7.4267130 7.5705333 7.7145691 7.8590069 8.0090303 8.1591835 8.3083534 8.4621239 8.6174364 8.7764683 8.9371233 9.0976162 9.2598591 9.4265385 9.5939455 9.7678661 9.9459591 10.125397 10.311428 10.499002 10.687956 10.883379 11.083089 11.291526 11.503168 11.718513 11.942071 12.173775 12.414819 12.662033 12.918939 13.186651 13.472363 13.767796 14.079628 14.405190 14.751764 15.114579 15.511246 15.945967 16.418528 16.938354 17.521095 18.176731 18.951382 19.892092 21.092331 22.777399 25.745922 93.798401 do regularised spline fit for input variable # 11 ------------------------------ Transdef: Tab for variable 12 1.00000000 1.00000000 1.00000000 1.00000000 2.0000000 2.0000000 2.0000000 2.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 10.0000000 10.0000000 10.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 12.000000 12.000000 12.000000 13.000000 13.000000 13.000000 13.000000 14.000000 15.000000 15.000000 25.000000 build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 1.12089375E-03 2.0253930 2.9704285 3.6780267 4.2757168 4.7935381 5.2814932 5.7200289 6.1268301 6.5003653 6.8606052 7.1987906 7.5215139 7.8231401 8.1160955 8.3946123 8.6653118 8.9249802 9.1756420 9.4191093 9.6539555 9.8841372 10.110025 10.328672 10.544348 10.753355 10.962626 11.165218 11.363611 11.560371 11.754929 11.949921 12.138178 12.325487 12.512901 12.699162 12.885235 13.068592 13.248846 13.430219 13.611813 13.792901 13.967972 14.147339 14.324614 14.501929 14.682697 14.859666 15.037262 15.218575 15.398434 15.582229 15.764401 15.947765 16.133917 16.322277 16.511951 16.698647 16.893379 17.090691 17.281956 17.479168 17.679073 17.883709 18.087627 18.294950 18.508911 18.726658 18.940804 19.164942 19.392651 19.627312 19.865822 20.112226 20.362679 20.620499 20.890072 21.165146 21.450092 21.745216 22.045912 22.360149 22.690765 23.040218 23.395023 23.777775 24.185390 24.620388 25.091003 25.585089 26.127480 26.716949 27.366692 28.104574 28.956150 29.963535 31.178802 32.711411 34.897835 38.608665 85.069435 do regularised spline fit for input variable # 13 ------------------------------ Transdef: Tab for variable 14 1.00000000 4.0000000 5.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 8.0000000 9.0000000 9.0000000 9.0000000 9.0000000 10.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 12.000000 12.000000 12.000000 13.000000 13.000000 13.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 20.000000 20.000000 21.000000 21.000000 29.000000 build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 15 ------------------------------ Transdef: Tab for variable 16 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -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 # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -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 # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -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 # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -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 # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -164.16460 -54.109947 -45.542351 -40.313400 -36.623299 -33.614300 -31.156750 -29.042450 -27.128799 -25.402649 -23.834351 -22.418850 -21.106499 -19.866899 -18.663052 -17.535250 -16.448500 -15.434600 -14.441600 -13.511100 -12.595100 -11.701450 -10.852700 -10.042749 -9.2213001 -8.4332504 -7.6795001 -6.9400997 -6.2436500 -5.5634003 -4.9050999 -4.2848501 -3.7041500 -3.1401501 -2.6038499 -2.1050999 -1.6130500 -1.1420000 -0.69059998 -0.24640000 0.0000000 0.0000000 0.0000000 0.33440000 0.69800001 1.0554000 1.4062999 1.7577000 2.1027999 2.4427500 2.7793500 3.1078000 3.4356000 3.7488000 4.0515499 4.3537002 4.6465998 4.9312000 5.2073002 5.4805498 5.7438002 6.0030999 6.2565498 6.5040002 6.7571998 7.0057998 7.2504001 7.4963999 7.7472000 7.9970999 8.2529001 8.5170002 8.7861996 9.0651493 9.3576508 9.6676998 9.9889507 10.333500 10.716150 11.133850 11.581150 12.082750 12.633100 13.250900 13.917500 14.659950 15.479100 16.369350 17.318199 18.377899 19.460049 20.636000 21.907551 23.287701 24.752100 26.400101 28.299299 30.524700 33.370499 37.628349 69.058502 do regularised spline fit for input variable # 24 build map for variable # 24 ------------------------------ Transdef: Tab for variable 25 -8.7196999 -6.1390500 -5.7510500 -5.4811001 -5.2706499 -5.0969000 -4.9426498 -4.7906499 -4.6399999 -4.5013504 -4.3603501 -4.2167001 -4.0841498 -3.9502501 -3.8153000 -3.6830502 -3.5507500 -3.4146500 -3.2829001 -3.1500502 -3.0246501 -2.9073000 -2.7902999 -2.6747999 -2.5660000 -2.4542000 -2.3386002 -2.2271500 -2.1315999 -2.0339000 -1.9414500 -1.8570000 -1.7732000 -1.6858001 -1.6022000 -1.5325000 -1.4673001 -1.3994000 -1.3321000 -1.2748499 -1.2180500 -1.1630000 -1.1091000 -1.0602500 -1.0144501 -0.96965003 -0.92900002 -0.88954997 -0.85110003 -0.81360000 -0.77840000 -0.74690002 -0.71569997 -0.68475002 -0.65340000 -0.62550002 -0.60030001 -0.57529998 -0.55110002 -0.52640003 -0.50365001 -0.48199999 -0.46270001 -0.44244999 -0.42320001 -0.40380001 -0.38519999 -0.36795002 -0.35159999 -0.33649999 -0.32190001 -0.30730000 -0.29350001 -0.27930000 -0.26625001 -0.25380000 -0.24150001 -0.22870000 -0.21750000 -0.20610000 -0.19440000 -0.18364999 -0.17340000 -0.16320001 -0.15380000 -0.14470001 -0.13510001 -0.12570000 -0.11640000 -0.10760000 -9.83500034E-02 -8.92999992E-02 -8.03999975E-02 -7.15999976E-02 -6.21999986E-02 -5.20999990E-02 -4.20500003E-02 -3.22999991E-02 -2.29000002E-02 -1.16999997E-02 1.96000002E-02 do regularised spline fit for input variable # 25 build map for variable # 25 ------------------------------ Transdef: Tab for variable 26 -69.077599 -3.2193999 -2.5969999 -2.1751001 -1.8945000 -1.6911500 -1.5214000 -1.3665000 -1.2472000 -1.1348000 -1.0377500 -0.95240003 -0.87230003 -0.80390000 -0.74089998 -0.68279999 -0.63209999 -0.58429998 -0.53960001 -0.50195003 -0.46495003 -0.43279999 -0.40290001 -0.37570000 -0.34825000 -0.32580000 -0.30230001 -0.28459999 -0.26629999 -0.24820000 -0.23260000 -0.21799999 -0.20469999 -0.19180000 -0.18070000 -0.16910000 -0.15950000 -0.15080000 -0.14035001 -0.13030000 -0.12150000 -0.11400000 -0.10580000 -9.92999971E-02 -9.38000008E-02 -8.77000019E-02 -8.20999965E-02 -7.62000009E-02 -7.14000016E-02 -6.70000017E-02 -6.32999986E-02 -5.90999983E-02 -5.64999990E-02 -5.26000001E-02 -4.94999997E-02 -4.61000018E-02 -4.36999984E-02 -4.08000015E-02 -3.84000018E-02 -3.53999995E-02 -3.33000012E-02 -3.11999992E-02 -2.89999992E-02 -2.73000002E-02 -2.51000002E-02 -2.33999994E-02 -2.21999995E-02 -1.99999996E-02 -1.83000006E-02 -1.66999996E-02 -1.54999997E-02 -1.42000001E-02 -1.30000003E-02 -1.20000001E-02 -1.09999999E-02 -9.89999995E-03 -9.10000037E-03 -8.39999970E-03 -7.49999983E-03 -6.89999992E-03 -6.30000001E-03 -5.59999980E-03 -4.69999993E-03 -4.60000010E-03 -3.80000006E-03 -2.70000007E-03 -2.40000011E-03 -2.00000009E-03 -1.59999996E-03 -6.99999975E-04 -1.99999995E-04 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 do regularised spline fit for input variable # 26 build map for variable # 26 ------------------------------ Transdef: Tab for variable 27 0.0000000 0.0000000 0.0000000 0.0000000 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27 ------------------------------ Transdef: Tab for variable 28 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 2.0000000 3.0000000 4.0000000 7.0000000 71.000000 build map for variable # 28 ------------------------------ Transdef: Tab for variable 29 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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-2.7234268 -2.7234268 -2.7234268 -2.7015171 -2.6652036 -2.6652036 -2.6605377 -2.6492343 -2.6397314 -2.6057148 -2.5658543 -2.5513430 -2.4989810 -2.4791608 -2.4266739 -2.3761711 -2.3158970 -2.2613974 -2.1752832 -2.0872750 -2.0104039 -1.9419260 -1.8843675 -1.8306074 -1.7156448 -1.6116626 -1.4709072 -1.3891125 -1.3297725 -1.2038183 -1.0773206 -0.96697426 -0.88146687 -0.75323105 -0.66747022 -0.58984900 -0.36451364 -0.25674987 -0.14474916 0.15571213 0.21431684 0.59185934 0.90547585 0.92800593 1.3494213 1.6953181 1.8643425 1.8643425 1.8643425 2.1494761 2.6444986 2.6444986 4.3412738 do regularised spline fit for input variable # 31 build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 -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 # 32 build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -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 # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -3.3695576 -3.2237020 -3.0453293 -2.9238293 -2.9146080 -2.7940152 -2.6683688 -2.4936838 -2.4936838 -2.4936838 -2.4936838 -2.4818461 -2.4818461 -2.4818461 -2.4818461 -2.4818461 -2.4636617 -2.4636617 -2.4636617 -2.4636617 -2.4636617 -2.4636617 -2.4636617 -2.3946366 -2.3946366 -2.3946366 -2.3946366 -2.3946366 -2.3946366 -2.3946366 -2.3650813 -2.3650813 -2.2689962 -2.1783221 -2.1508331 -2.1508331 -2.0526528 -2.0215816 -1.9586833 -1.8959324 -1.8123815 -1.7924498 -1.7862520 -1.7817432 -1.7455347 -1.6280298 -1.5787416 -1.5528479 -1.5464965 -1.4755378 -1.3904824 -1.3717594 -1.3143506 -1.2618835 -1.1992986 -1.1473465 -1.1155801 -1.0380182 -1.0148759 -0.93444252 -0.90641451 -0.83626390 -0.76193666 -0.70088077 -0.68109894 -0.54982185 -0.50580549 -0.45351720 -0.40645123 -0.37369537 -0.32123756 -0.26977158 -0.17009425 -0.14631844 -4.43582535E-02 2.89404392E-02 0.17667246 0.21200132 0.33315063 0.36607599 0.42075300 0.45639038 0.53350163 0.60951042 0.62567139 0.69113398 0.74155164 0.84472799 1.0186131 1.0940375 1.1923339 1.3360538 1.3636653 1.4121656 1.4393320 1.6454380 1.7869266 1.8639314 1.9754280 2.0496337 2.8733890 do regularised spline fit for input variable # 34 build map for variable # 34 ------------------------------ Transdef: Tab for variable 35 -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 # 35 build map for variable # 35 ------------------------------ Transdef: Tab for variable 36 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 36 ------------------------------ Transdef: Tab for variable 37 -1.5698276 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.62506574 -0.62506574 -0.62506574 -0.62506574 -0.62138510 -0.62138510 -0.62138510 -0.62138510 -0.62138510 -0.62138510 -0.62138510 -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 # 37 build map for variable # 37 ------------------------------ Transdef: Tab for variable 38 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 # 38 build map for variable # 38 warning: map is empty for variable 38 TOTAL CORRELATION OF ALL VARIABLES 74.135115423614522 ROUND 1 : MAX CORR ( 74.134842388917534 ) AFTER KILLING INPUT VARIABLE 3 CONTR 0.20120348655950626 ROUND 2 : MAX CORR ( 74.133985246311425 ) AFTER KILLING INPUT VARIABLE 33 CONTR 0.35649337907448458 ROUND 3 : MAX CORR ( 74.132117538067590 ) AFTER KILLING INPUT VARIABLE 29 CONTR 0.52622981904454147 ROUND 4 : MAX CORR ( 74.128923215082949 ) AFTER KILLING INPUT VARIABLE 37 CONTR 0.68818140791854288 ROUND 5 : MAX CORR ( 74.125689153562590 ) AFTER KILLING INPUT VARIABLE 32 CONTR 0.69243377811646178 ROUND 6 : MAX CORR ( 74.122704259235235 ) AFTER KILLING INPUT VARIABLE 14 CONTR 0.66521108569937881 ROUND 7 : MAX CORR ( 74.119400931772944 ) AFTER KILLING INPUT VARIABLE 23 CONTR 0.69978012057045647 ROUND 8 : MAX CORR ( 74.115816907749149 ) AFTER KILLING INPUT VARIABLE 27 CONTR 0.72888859362020897 ROUND 9 : MAX CORR ( 74.111625208431178 ) AFTER KILLING INPUT VARIABLE 30 CONTR 0.78824163048039031 ROUND 10 : MAX CORR ( 74.104362662495234 ) AFTER KILLING INPUT VARIABLE 11 CONTR 1.0375092386837328 ROUND 11 : MAX CORR ( 74.096005188142783 ) AFTER KILLING INPUT VARIABLE 13 CONTR 1.1129154385376021 ROUND 12 : MAX CORR ( 74.084569004739564 ) AFTER KILLING INPUT VARIABLE 36 CONTR 1.3017757960819489 ROUND 13 : MAX CORR ( 74.074687083366086 ) AFTER KILLING INPUT VARIABLE 6 CONTR 1.2099992228985983 ROUND 14 : MAX CORR ( 74.062447379788168 ) AFTER KILLING INPUT VARIABLE 28 CONTR 1.3465342976365262 ROUND 15 : MAX CORR ( 74.048028448498386 ) AFTER KILLING INPUT VARIABLE 34 CONTR 1.4613674330109363 ROUND 16 : MAX CORR ( 74.032790332980341 ) AFTER KILLING INPUT VARIABLE 5 CONTR 1.5021559914330691 ROUND 17 : MAX CORR ( 74.004975967915314 ) AFTER KILLING INPUT VARIABLE 12 CONTR 2.0291812327400192 ROUND 18 : MAX CORR ( 73.978077764060401 ) AFTER KILLING INPUT VARIABLE 17 CONTR 1.9951136174050552 ROUND 19 : MAX CORR ( 73.939411853535759 ) AFTER KILLING INPUT VARIABLE 16 CONTR 2.3915192699586614 ROUND 20 : MAX CORR ( 73.898243351463265 ) AFTER KILLING INPUT VARIABLE 26 CONTR 2.4670336063174565 ROUND 21 : MAX CORR ( 73.851276971620337 ) AFTER KILLING INPUT VARIABLE 21 CONTR 2.6342475383124260 ROUND 22 : MAX CORR ( 73.742204941938354 ) AFTER KILLING INPUT VARIABLE 10 CONTR 4.0122712570491101 ROUND 23 : MAX CORR ( 73.639591732237065 ) AFTER KILLING INPUT VARIABLE 19 CONTR 3.8888711997545005 ROUND 24 : MAX CORR ( 73.589260801514783 ) AFTER KILLING INPUT VARIABLE 15 CONTR 2.7221618572739361 ROUND 25 : MAX CORR ( 73.479108762458424 ) AFTER KILLING INPUT VARIABLE 9 CONTR 4.0249075502632863 ROUND 26 : MAX CORR ( 73.340337337267997 ) AFTER KILLING INPUT VARIABLE 24 CONTR 4.5137948315057512 ROUND 27 : MAX CORR ( 73.197674866307594 ) AFTER KILLING INPUT VARIABLE 2 CONTR 4.5722505301642364 ROUND 28 : MAX CORR ( 73.010634494074594 ) AFTER KILLING INPUT VARIABLE 31 CONTR 5.2294222057818063 ROUND 29 : MAX CORR ( 72.717698205182330 ) AFTER KILLING INPUT VARIABLE 38 CONTR 6.5336909145885702 ROUND 30 : MAX CORR ( 72.392617764664550 ) AFTER KILLING INPUT VARIABLE 4 CONTR 6.8682257853940847 ROUND 31 : MAX CORR ( 72.300960619015171 ) AFTER KILLING INPUT VARIABLE 18 CONTR 3.6417304112801347 ROUND 32 : MAX CORR ( 71.897817996261040 ) AFTER KILLING INPUT VARIABLE 7 CONTR 7.6244785925927792 ROUND 33 : MAX CORR ( 71.300806012784662 ) AFTER KILLING INPUT VARIABLE 35 CONTR 9.2461502556862882 ROUND 34 : MAX CORR ( 70.342962989559112 ) AFTER KILLING INPUT VARIABLE 25 CONTR 11.647853704535722 ROUND 35 : MAX CORR ( 67.513050689546745 ) AFTER KILLING INPUT VARIABLE 20 CONTR 19.751466495963651 ROUND 36 : MAX CORR ( 56.011899446879788 ) AFTER KILLING INPUT VARIABLE 8 CONTR 37.691897455049087 LAST REMAINING VARIABLE: 22 total correlation to target: 74.135115423614522 % total significance: 741.35115423614513 sigma correlations of single variables to target: variable 2 : 14.792327661192399 % , in sigma: 147.92327661192397 variable 3 : 6.6203695514126046 % , in sigma: 66.203695514126039 variable 4 : 23.059477091222472 % , in sigma: 230.59477091222470 variable 5 : 44.927733809701877 % , in sigma: 449.27733809701874 variable 6 : 29.450673177611311 % , in sigma: 294.50673177611310 variable 7 : 47.772212058372048 % , in sigma: 477.72212058372048 variable 8 : 51.277665318233005 % , in sigma: 512.77665318233005 variable 9 : 36.542647404123606 % , in sigma: 365.42647404123608 variable 10 : 8.8133036119226560 % , in sigma: 88.133036119226560 variable 11 : 10.060228863689803 % , in sigma: 100.60228863689804 variable 12 : 20.551256266709650 % , in sigma: 205.51256266709649 variable 13 : 9.8222754509103805 % , in sigma: 98.222754509103808 variable 14 : 26.262027750546910 % , in sigma: 262.62027750546912 variable 15 : 8.5031205754101862 % , in sigma: 85.031205754101862 variable 16 : 5.5016774916869098 % , in sigma: 55.016774916869096 variable 17 : 1.7229365402029921 % , in sigma: 17.229365402029920 variable 18 : 14.159169687455222 % , in sigma: 141.59169687455221 variable 19 : 6.8435113984545577 % , in sigma: 68.435113984545580 variable 20 : 46.732631457709068 % , in sigma: 467.32631457709067 variable 21 : 37.490243256694825 % , in sigma: 374.90243256694828 variable 22 : 56.011899446879795 % , in sigma: 560.11899446879795 variable 23 : 52.562764560852571 % , in sigma: 525.62764560852565 variable 24 : 52.649236417669272 % , in sigma: 526.49236417669272 variable 25 : 9.4779148734534022 % , in sigma: 94.779148734534019 variable 26 : 7.6193387443528557 % , in sigma: 76.193387443528565 variable 27 : 6.4971670164401063 % , in sigma: 64.971670164401061 variable 28 : 6.9019471072801295 % , in sigma: 69.019471072801295 variable 29 : 1.6681408082618243 % , in sigma: 16.681408082618244 variable 30 : 5.7835327377981951 % , in sigma: 57.835327377981947 variable 31 : 17.222829897486633 % , in sigma: 172.22829897486633 variable 32 : 8.3534475981449674 % , in sigma: 83.534475981449674 variable 33 : 10.695728841173878 % , in sigma: 106.95728841173877 variable 34 : 5.1881592995586017 % , in sigma: 51.881592995586011 variable 35 : 19.095030808285248 % , in sigma: 190.95030808285250 variable 36 : 6.0140918998872266 % , in sigma: 60.140918998872266 variable 37 : 14.670349781961056 % , in sigma: 146.70349781961056 variable 38 : 16.724072765778125 % , in sigma: 167.24072765778126 variables sorted by significance: 1 most relevant variable 22 corr 56.011898 , in sigma: 560.11898040771484 2 most relevant variable 8 corr 37.691898 , in sigma: 376.91898345947266 3 most relevant variable 20 corr 19.751467 , in sigma: 197.51466751098633 4 most relevant variable 25 corr 11.647854 , in sigma: 116.47853851318359 5 most relevant variable 35 corr 9.2461500 , in sigma: 92.461500167846680 6 most relevant variable 7 corr 7.6244788 , in sigma: 76.244788169860840 7 most relevant variable 18 corr 3.6417303 , in sigma: 36.417303085327148 8 most relevant variable 4 corr 6.8682256 , in sigma: 68.682255744934082 9 most relevant variable 38 corr 6.5336909 , in sigma: 65.336909294128418 10 most relevant variable 31 corr 5.2294221 , in sigma: 52.294220924377441 11 most relevant variable 2 corr 4.5722504 , in sigma: 45.722503662109375 12 most relevant variable 24 corr 4.5137949 , in sigma: 45.137948989868164 13 most relevant variable 9 corr 4.0249076 , in sigma: 40.249075889587402 14 most relevant variable 15 corr 2.7221618 , in sigma: 27.221617698669434 15 most relevant variable 19 corr 3.8888712 , in sigma: 38.888711929321289 16 most relevant variable 10 corr 4.0122714 , in sigma: 40.122714042663574 17 most relevant variable 21 corr 2.6342475 , in sigma: 26.342475414276123 18 most relevant variable 26 corr 2.4670336 , in sigma: 24.670336246490479 19 most relevant variable 16 corr 2.3915193 , in sigma: 23.915193080902100 20 most relevant variable 17 corr 1.9951136 , in sigma: 19.951136112213135 21 most relevant variable 12 corr 2.0291812 , in sigma: 20.291812419891357 22 most relevant variable 5 corr 1.5021560 , in sigma: 15.021560192108154 23 most relevant variable 34 corr 1.4613675 , in sigma: 14.613674879074097 24 most relevant variable 28 corr 1.3465343 , in sigma: 13.465342521667480 25 most relevant variable 6 corr 1.2099992 , in sigma: 12.099992036819458 26 most relevant variable 36 corr 1.3017758 , in sigma: 13.017758131027222 27 most relevant variable 13 corr 1.1129154 , in sigma: 11.129153966903687 28 most relevant variable 11 corr 1.0375092 , in sigma: 10.375092029571533 29 most relevant variable 30 corr 0.78824162 , in sigma: 7.8824162483215332 30 most relevant variable 27 corr 0.72888857 , in sigma: 7.2888857126235962 31 most relevant variable 23 corr 0.69978011 , in sigma: 6.9978010654449463 32 most relevant variable 14 corr 0.66521108 , in sigma: 6.6521108150482178 33 most relevant variable 32 corr 0.69243377 , in sigma: 6.9243377447128296 34 most relevant variable 37 corr 0.68818140 , in sigma: 6.8818140029907227 35 most relevant variable 29 corr 0.52622980 , in sigma: 5.2622979879379272 36 most relevant variable 33 corr 0.35649338 , in sigma: 3.5649338364601135 37 most relevant variable 3 corr 0.20120348 , in sigma: 2.0120348036289215 global correlations between input variables: variable 2 : 41.489351388560451 % variable 3 : 62.444149897021873 % variable 4 : 73.463058602518203 % variable 5 : 90.934082358230299 % variable 6 : 86.769891175306071 % variable 7 : 89.253440841688260 % variable 8 : 91.603202510456981 % variable 9 : 80.712957098173192 % variable 10 : 15.448753500105594 % variable 11 : 60.302659633496937 % variable 12 : 76.024335422481144 % variable 13 : 57.993805288900113 % variable 14 : 75.530391808023552 % variable 15 : 82.389547860470799 % variable 16 : 84.435690728232800 % variable 17 : 74.133723705187933 % variable 18 : 76.088845665665815 % variable 19 : 76.211516649673271 % variable 20 : 81.089257380195178 % variable 21 : 77.133839589676015 % variable 22 : 90.978471461469937 % variable 23 : 95.495558515202148 % variable 24 : 95.387770855331169 % variable 25 : 91.046842818648472 % variable 26 : 93.509421436356675 % variable 27 : 83.286819442630616 % variable 28 : 87.101554586896938 % variable 29 : 64.795495537728058 % variable 30 : 89.909435014151413 % variable 31 : 48.257480737649757 % variable 32 : 38.655958061309683 % variable 33 : 44.880015449258721 % variable 34 : 51.904544566881981 % variable 35 : 43.016738054189894 % variable 36 : 84.556260678570666 % variable 37 : 61.473979437070582 % variable 38 : 26.669762735797271 % significance loss when removing single variables: variable 2 : corr = 3.8684262230407378 % , sigma = 38.684262230407377 variable 3 : corr = 0.20120348655875142 % , sigma = 2.0120348655875144 variable 4 : corr = 5.0462727724324479 % , sigma = 50.462727724324481 variable 5 : corr = 1.9082587906473978 % , sigma = 19.082587906473979 variable 6 : corr = 1.1510719132118974 % , sigma = 11.510719132118975 variable 7 : corr = 6.0785654906457145 % , sigma = 60.785654906457147 variable 8 : corr = 7.8167076009296803 % , sigma = 78.167076009296807 variable 9 : corr = 2.5100748837153812 % , sigma = 25.100748837153812 variable 10 : corr = 3.8577903958084678 % , sigma = 38.577903958084676 variable 11 : corr = 1.0352509097103839 % , sigma = 10.352509097103839 variable 12 : corr = 1.5973434160951403 % , sigma = 15.973434160951403 variable 13 : corr = 1.2793060029143926 % , sigma = 12.793060029143925 variable 14 : corr = 0.69365267103072814 % , sigma = 6.9365267103072812 variable 15 : corr = 2.2700483347515727 % , sigma = 22.700483347515728 variable 16 : corr = 3.0028787862084450 % , sigma = 30.028787862084450 variable 17 : corr = 1.9261211783712751 % , sigma = 19.261211783712753 variable 18 : corr = 3.8897003563350854 % , sigma = 38.897003563350850 variable 19 : corr = 2.4180819045467934 % , sigma = 24.180819045467935 variable 20 : corr = 9.8943682694594521 % , sigma = 98.943682694594528 variable 21 : corr = 2.4627653416648974 % , sigma = 24.627653416648972 variable 22 : corr = 13.562502609863778 % , sigma = 135.62502609863776 variable 23 : corr = 0.78691988100178101 % , sigma = 7.8691988100178110 variable 24 : corr = 2.2825337262100862 % , sigma = 22.825337262100863 variable 25 : corr = 6.3365857420681984 % , sigma = 63.365857420681984 variable 26 : corr = 2.2139064728225955 % , sigma = 22.139064728225954 variable 27 : corr = 0.70516708500342073 % , sigma = 7.0516708500342071 variable 28 : corr = 1.5025260576112727 % , sigma = 15.025260576112725 variable 29 : corr = 0.57397138058938624 % , sigma = 5.7397138058938628 variable 30 : corr = 1.0262359540106509 % , sigma = 10.262359540106511 variable 31 : corr = 5.1664619905382843 % , sigma = 51.664619905382850 variable 32 : corr = 0.56652844141850012 % , sigma = 5.6652844141850007 variable 33 : corr = 0.36469479622639667 % , sigma = 3.6469479622639667 variable 34 : corr = 1.2455683672159783 % , sigma = 12.455683672159783 variable 35 : corr = 6.0039618171778102 % , sigma = 60.039618171778102 variable 36 : corr = 1.1050585439067111 % , sigma = 11.050585439067111 variable 37 : corr = 0.67642602621576797 % , sigma = 6.7642602621576797 variable 38 : corr = 6.0604562375751359 % , sigma = 60.604562375751364 Keep only 36 most significant input variables Sum of Weights for output node 2 1000000.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -4.2923203 NVar: 37.000000 5474 --------- Entering internal boost mode: --------- Starting analysis with 53 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.8078766 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.4661360 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.2363327 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.1193426 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.9576133 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.5611907 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.4716283 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.3840598 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.3211464 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.2378699 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.1475362 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.0507790 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.0395634 PREPRO: (sigma of derived input)/eigenvalue # 14 : 1.0119948 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.99965841 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.98606485 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.95329177 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.94144207 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.91891390 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.85898906 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.83097768 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.81866020 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.75407350 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.67492461 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.60441786 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.60163939 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.57319385 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.55371815 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.51736879 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.50528365 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.50010526 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.47850931 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.44996822 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.44938716 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.42795128 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.41141409 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.36192030 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.33057266 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.30286899 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.26724771 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.23878938 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.18240952 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.16026105 PREPRO: (sigma of derived input)/eigenvalue # 44 : 0.11041208 PREPRO: (sigma of derived input)/eigenvalue # 45 : 4.32676694E-04 PREPRO: (sigma of derived input)/eigenvalue # 46 : 2.62901594E-04 PREPRO: (sigma of derived input)/eigenvalue # 47 : 1.24071130E-05 PREPRO: (sigma of derived input)/eigenvalue # 48 : 2.36074152E-06 PREPRO: (sigma of derived input)/eigenvalue # 49 : 4.68502890E-07 PREPRO: (sigma of derived input)/eigenvalue # 50 : 1.53834495E-04 PREPRO: (sigma of derived input)/eigenvalue # 51 : 1.99403657E-04 PREPRO: (sigma of derived input)/eigenvalue # 52 : 2.55722232E-04 PREPRO: (sigma of derived input)/eigenvalue # 53 : 4.36958362E-04 Using 44 variables out of 53 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 39.0 40.0 41.0 42.0 43.0 44.0 45.0 0 1.0 2.8 2.5 2.2 2.1 2.0 1.6 1.5 1.4 1.3 1.2 1.1 1.1 1.0 1.0 1.0 1.0 1.0 0.9 0.9 0.9 0.8 0.8 0.8 0.7 0.6 0.6 0.6 0.6 0.5 0.5 0.5 0.5 0.4 0.4 0.4 0.4 0.4 0.3 0.3 0.3 0.2 0.2 0.2 0.1 1 100.0 -27.0 -1.5 -56.6 -24.8 4.9 -11.2 7.0 -6.8 1.7 -5.2 -1.7 6.2 -4.1 2.3 -1.4 2.3 6.6 -4.5 5.4 -2.7 -5.2 3.8 1.0 -0.6 4.4 -5.4 2.9 -8.1 -4.0 0.3 0.7 -4.8 2.6 -0.0 3.0 -4.2 -1.2 15.7 1.0 7.4 -13.1 1.1 -3.5 0.0 2 -27.0 100.0 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 3 -1.5 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 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0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 28 2.9 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 29 -8.1 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 0.0 100.0 -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 30 -4.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 100.0 -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 31 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 -0.0 100.0 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 32 0.7 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 100.0 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 33 -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 0.0 100.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 34 2.6 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -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 35 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 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 36 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 0.0 100.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 37 -4.2 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 100.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 38 -1.2 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 39 15.7 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 100.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 40 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 -0.0 100.0 -0.0 0.0 -0.0 -0.0 -0.0 41 7.4 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 100.0 -0.0 -0.0 0.0 0.0 42 -13.1 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 43 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 0.0 -0.0 -0.0 -0.0 -0.0 100.0 0.0 -0.0 44 -3.5 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 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 45 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 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) 75.690789148477577 ------------------------------------- Teacher: actual network topology: Nodes(1) = 45 Nodes(2) = 44 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 4 --> 173.66586 sigma out 44 active outputs RANK 2 NODE 5 --> 147.76503 sigma out 44 active outputs RANK 3 NODE 3 --> 136.65050 sigma out 44 active outputs RANK 4 NODE 6 --> 115.45301 sigma out 44 active outputs RANK 5 NODE 2 --> 110.65211 sigma out 44 active outputs RANK 6 NODE 7 --> 108.84789 sigma out 44 active outputs RANK 7 NODE 9 --> 100.79869 sigma out 44 active outputs RANK 8 NODE 15 --> 87.243301 sigma out 44 active outputs RANK 9 NODE 12 --> 84.211548 sigma out 44 active outputs RANK 10 NODE 10 --> 78.541756 sigma out 44 active outputs RANK 11 NODE 11 --> 76.611176 sigma out 44 active outputs RANK 12 NODE 25 --> 74.472786 sigma out 44 active outputs RANK 13 NODE 8 --> 73.606514 sigma out 44 active outputs RANK 14 NODE 38 --> 72.173073 sigma out 44 active outputs RANK 15 NODE 20 --> 71.233139 sigma out 44 active outputs RANK 16 NODE 23 --> 71.174423 sigma out 44 active outputs RANK 17 NODE 39 --> 70.753044 sigma out 44 active outputs RANK 18 NODE 13 --> 70.738815 sigma out 44 active outputs RANK 19 NODE 26 --> 70.167221 sigma out 44 active outputs RANK 20 NODE 29 --> 68.578522 sigma out 44 active outputs RANK 21 NODE 34 --> 68.420212 sigma out 44 active outputs RANK 22 NODE 14 --> 68.135765 sigma out 44 active outputs RANK 23 NODE 19 --> 67.853584 sigma out 44 active outputs RANK 24 NODE 30 --> 66.968384 sigma out 44 active outputs RANK 25 NODE 22 --> 65.961884 sigma out 44 active outputs RANK 26 NODE 31 --> 65.459084 sigma out 44 active outputs RANK 27 NODE 27 --> 65.444939 sigma out 44 active outputs RANK 28 NODE 35 --> 64.298004 sigma out 44 active outputs RANK 29 NODE 16 --> 63.292652 sigma out 44 active outputs RANK 30 NODE 28 --> 62.231567 sigma out 44 active outputs RANK 31 NODE 21 --> 61.415142 sigma out 44 active outputs RANK 32 NODE 42 --> 60.743351 sigma out 44 active outputs RANK 33 NODE 45 --> 59.681240 sigma out 44 active outputs RANK 34 NODE 17 --> 59.010258 sigma out 44 active outputs RANK 35 NODE 18 --> 58.812393 sigma out 44 active outputs RANK 36 NODE 41 --> 58.243629 sigma out 44 active outputs RANK 37 NODE 36 --> 56.606411 sigma out 44 active outputs RANK 38 NODE 37 --> 56.136330 sigma out 44 active outputs RANK 39 NODE 24 --> 56.058460 sigma out 44 active outputs RANK 40 NODE 40 --> 55.678303 sigma out 44 active outputs RANK 41 NODE 1 --> 53.797852 sigma out 44 active outputs RANK 42 NODE 32 --> 53.464863 sigma out 44 active outputs RANK 43 NODE 33 --> 50.940094 sigma out 44 active outputs RANK 44 NODE 43 --> 50.506191 sigma out 44 active outputs RANK 45 NODE 44 --> 43.043568 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 18 --> 148.57556 sigma in 45 act. ( 135.66824 sig out 1 act.) RANK 2 NODE 26 --> 139.90155 sigma in 45 act. ( 116.73284 sig out 1 act.) RANK 3 NODE 25 --> 139.71906 sigma in 45 act. ( 134.70964 sig out 1 act.) RANK 4 NODE 42 --> 115.52794 sigma in 45 act. ( 104.18630 sig out 1 act.) RANK 5 NODE 24 --> 113.11992 sigma in 45 act. ( 101.38187 sig out 1 act.) RANK 6 NODE 13 --> 96.078659 sigma in 45 act. ( 98.241531 sig out 1 act.) RANK 7 NODE 37 --> 94.695259 sigma in 45 act. ( 83.591591 sig out 1 act.) RANK 8 NODE 36 --> 92.643745 sigma in 45 act. ( 84.176109 sig out 1 act.) RANK 9 NODE 22 --> 90.217354 sigma in 45 act. ( 69.776970 sig out 1 act.) RANK 10 NODE 4 --> 88.624306 sigma in 45 act. ( 77.282776 sig out 1 act.) RANK 11 NODE 31 --> 85.258331 sigma in 45 act. ( 72.873207 sig out 1 act.) RANK 12 NODE 27 --> 85.043594 sigma in 45 act. ( 83.350693 sig out 1 act.) RANK 13 NODE 43 --> 84.209686 sigma in 45 act. ( 74.993355 sig out 1 act.) RANK 14 NODE 30 --> 81.965225 sigma in 45 act. ( 72.933800 sig out 1 act.) RANK 15 NODE 21 --> 77.272865 sigma in 45 act. ( 79.436852 sig out 1 act.) RANK 16 NODE 40 --> 76.597221 sigma in 45 act. ( 57.766891 sig out 1 act.) RANK 17 NODE 9 --> 75.350380 sigma in 45 act. ( 58.500946 sig out 1 act.) RANK 18 NODE 20 --> 72.632431 sigma in 45 act. ( 65.645767 sig out 1 act.) RANK 19 NODE 14 --> 72.479256 sigma in 45 act. ( 54.567448 sig out 1 act.) RANK 20 NODE 44 --> 72.282127 sigma in 45 act. ( 44.607769 sig out 1 act.) RANK 21 NODE 35 --> 71.379730 sigma in 45 act. ( 57.419228 sig out 1 act.) RANK 22 NODE 23 --> 69.980431 sigma in 45 act. ( 51.221344 sig out 1 act.) RANK 23 NODE 16 --> 68.168785 sigma in 45 act. ( 46.512249 sig out 1 act.) RANK 24 NODE 11 --> 67.710861 sigma in 45 act. ( 38.683483 sig out 1 act.) RANK 25 NODE 32 --> 66.460579 sigma in 45 act. ( 47.390129 sig out 1 act.) RANK 26 NODE 39 --> 64.388550 sigma in 45 act. ( 10.708334 sig out 1 act.) RANK 27 NODE 3 --> 63.680759 sigma in 45 act. ( 40.283463 sig out 1 act.) RANK 28 NODE 8 --> 63.443649 sigma in 45 act. ( 53.985744 sig out 1 act.) RANK 29 NODE 34 --> 63.409481 sigma in 45 act. ( 49.526573 sig out 1 act.) RANK 30 NODE 29 --> 62.749954 sigma in 45 act. ( 37.617577 sig out 1 act.) RANK 31 NODE 1 --> 62.516586 sigma in 45 act. ( 54.622272 sig out 1 act.) RANK 32 NODE 12 --> 61.955379 sigma in 45 act. ( 26.696667 sig out 1 act.) RANK 33 NODE 2 --> 61.917896 sigma in 45 act. ( 36.067558 sig out 1 act.) RANK 34 NODE 15 --> 61.342133 sigma in 45 act. ( 45.005196 sig out 1 act.) RANK 35 NODE 28 --> 59.392441 sigma in 45 act. ( 8.6091166 sig out 1 act.) RANK 36 NODE 5 --> 59.381886 sigma in 45 act. ( 20.633495 sig out 1 act.) RANK 37 NODE 33 --> 58.419930 sigma in 45 act. ( 25.699335 sig out 1 act.) RANK 38 NODE 41 --> 56.005348 sigma in 45 act. ( 14.310184 sig out 1 act.) RANK 39 NODE 7 --> 55.176926 sigma in 45 act. ( 6.4473147 sig out 1 act.) RANK 40 NODE 38 --> 52.757572 sigma in 45 act. ( 24.009155 sig out 1 act.) RANK 41 NODE 19 --> 52.672363 sigma in 45 act. ( 17.513538 sig out 1 act.) RANK 42 NODE 10 --> 52.449825 sigma in 45 act. ( 27.476015 sig out 1 act.) RANK 43 NODE 6 --> 51.695396 sigma in 45 act. ( 13.499191 sig out 1 act.) RANK 44 NODE 17 --> 50.263355 sigma in 45 act. ( 20.005428 sig out 1 act.) sorted by output significance RANK 1 NODE 18 --> 135.66824 sigma out 1 act.( 148.57556 sig in 45 act.) RANK 2 NODE 25 --> 134.70964 sigma out 1 act.( 139.71906 sig in 45 act.) RANK 3 NODE 26 --> 116.73284 sigma out 1 act.( 139.90155 sig in 45 act.) RANK 4 NODE 42 --> 104.18630 sigma out 1 act.( 115.52794 sig in 45 act.) RANK 5 NODE 24 --> 101.38187 sigma out 1 act.( 113.11992 sig in 45 act.) RANK 6 NODE 13 --> 98.241531 sigma out 1 act.( 96.078659 sig in 45 act.) RANK 7 NODE 36 --> 84.176109 sigma out 1 act.( 92.643745 sig in 45 act.) RANK 8 NODE 37 --> 83.591591 sigma out 1 act.( 94.695259 sig in 45 act.) RANK 9 NODE 27 --> 83.350693 sigma out 1 act.( 85.043594 sig in 45 act.) RANK 10 NODE 21 --> 79.436852 sigma out 1 act.( 77.272865 sig in 45 act.) RANK 11 NODE 4 --> 77.282776 sigma out 1 act.( 88.624306 sig in 45 act.) RANK 12 NODE 43 --> 74.993355 sigma out 1 act.( 84.209686 sig in 45 act.) RANK 13 NODE 30 --> 72.933800 sigma out 1 act.( 81.965225 sig in 45 act.) RANK 14 NODE 31 --> 72.873207 sigma out 1 act.( 85.258331 sig in 45 act.) RANK 15 NODE 22 --> 69.776970 sigma out 1 act.( 90.217354 sig in 45 act.) RANK 16 NODE 20 --> 65.645767 sigma out 1 act.( 72.632431 sig in 45 act.) RANK 17 NODE 9 --> 58.500946 sigma out 1 act.( 75.350380 sig in 45 act.) RANK 18 NODE 40 --> 57.766891 sigma out 1 act.( 76.597221 sig in 45 act.) RANK 19 NODE 35 --> 57.419228 sigma out 1 act.( 71.379730 sig in 45 act.) RANK 20 NODE 1 --> 54.622272 sigma out 1 act.( 62.516586 sig in 45 act.) RANK 21 NODE 14 --> 54.567448 sigma out 1 act.( 72.479256 sig in 45 act.) RANK 22 NODE 8 --> 53.985744 sigma out 1 act.( 63.443649 sig in 45 act.) RANK 23 NODE 23 --> 51.221344 sigma out 1 act.( 69.980431 sig in 45 act.) RANK 24 NODE 34 --> 49.526573 sigma out 1 act.( 63.409481 sig in 45 act.) RANK 25 NODE 32 --> 47.390129 sigma out 1 act.( 66.460579 sig in 45 act.) RANK 26 NODE 16 --> 46.512249 sigma out 1 act.( 68.168785 sig in 45 act.) RANK 27 NODE 15 --> 45.005196 sigma out 1 act.( 61.342133 sig in 45 act.) RANK 28 NODE 44 --> 44.607769 sigma out 1 act.( 72.282127 sig in 45 act.) RANK 29 NODE 3 --> 40.283463 sigma out 1 act.( 63.680759 sig in 45 act.) RANK 30 NODE 11 --> 38.683483 sigma out 1 act.( 67.710861 sig in 45 act.) RANK 31 NODE 29 --> 37.617577 sigma out 1 act.( 62.749954 sig in 45 act.) RANK 32 NODE 2 --> 36.067558 sigma out 1 act.( 61.917896 sig in 45 act.) RANK 33 NODE 10 --> 27.476015 sigma out 1 act.( 52.449825 sig in 45 act.) RANK 34 NODE 12 --> 26.696667 sigma out 1 act.( 61.955379 sig in 45 act.) RANK 35 NODE 33 --> 25.699335 sigma out 1 act.( 58.419930 sig in 45 act.) RANK 36 NODE 38 --> 24.009155 sigma out 1 act.( 52.757572 sig in 45 act.) RANK 37 NODE 5 --> 20.633495 sigma out 1 act.( 59.381886 sig in 45 act.) RANK 38 NODE 17 --> 20.005428 sigma out 1 act.( 50.263355 sig in 45 act.) RANK 39 NODE 19 --> 17.513538 sigma out 1 act.( 52.672363 sig in 45 act.) RANK 40 NODE 41 --> 14.310184 sigma out 1 act.( 56.005348 sig in 45 act.) RANK 41 NODE 6 --> 13.499191 sigma out 1 act.( 51.695396 sig in 45 act.) RANK 42 NODE 39 --> 10.708334 sigma out 1 act.( 64.388550 sig in 45 act.) RANK 43 NODE 28 --> 8.6091166 sigma out 1 act.( 59.392441 sig in 45 act.) RANK 44 NODE 7 --> 6.4473147 sigma out 1 act.( 55.176926 sig in 45 act.) RANK 1 NODE 1 --> 427.10858 sigma in 44 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 4 --> 166.38336 sigma out 44 active outputs RANK 2 NODE 5 --> 146.54684 sigma out 44 active outputs RANK 3 NODE 3 --> 130.49670 sigma out 44 active outputs RANK 4 NODE 6 --> 111.24409 sigma out 44 active outputs RANK 5 NODE 2 --> 107.39676 sigma out 44 active outputs RANK 6 NODE 7 --> 99.797142 sigma out 44 active outputs RANK 7 NODE 9 --> 88.836311 sigma out 44 active outputs RANK 8 NODE 12 --> 66.305557 sigma out 44 active outputs RANK 9 NODE 8 --> 65.986855 sigma out 44 active outputs RANK 10 NODE 11 --> 65.466537 sigma out 44 active outputs RANK 11 NODE 10 --> 64.799957 sigma out 44 active outputs RANK 12 NODE 15 --> 64.479713 sigma out 44 active outputs RANK 13 NODE 1 --> 60.796459 sigma out 44 active outputs RANK 14 NODE 13 --> 52.815907 sigma out 44 active outputs RANK 15 NODE 20 --> 48.873745 sigma out 44 active outputs RANK 16 NODE 23 --> 48.050880 sigma out 44 active outputs RANK 17 NODE 14 --> 47.670467 sigma out 44 active outputs RANK 18 NODE 25 --> 46.158905 sigma out 44 active outputs RANK 19 NODE 19 --> 44.828262 sigma out 44 active outputs RANK 20 NODE 18 --> 42.709221 sigma out 44 active outputs RANK 21 NODE 22 --> 42.203987 sigma out 44 active outputs RANK 22 NODE 29 --> 41.910381 sigma out 44 active outputs RANK 23 NODE 26 --> 41.820927 sigma out 44 active outputs RANK 24 NODE 17 --> 38.196632 sigma out 44 active outputs RANK 25 NODE 30 --> 35.680286 sigma out 44 active outputs RANK 26 NODE 27 --> 34.960556 sigma out 44 active outputs RANK 27 NODE 21 --> 34.953266 sigma out 44 active outputs RANK 28 NODE 28 --> 33.291435 sigma out 44 active outputs RANK 29 NODE 24 --> 32.816368 sigma out 44 active outputs RANK 30 NODE 34 --> 32.242504 sigma out 44 active outputs RANK 31 NODE 31 --> 30.660767 sigma out 44 active outputs RANK 32 NODE 35 --> 29.811260 sigma out 44 active outputs RANK 33 NODE 16 --> 27.739420 sigma out 44 active outputs RANK 34 NODE 38 --> 27.410559 sigma out 44 active outputs RANK 35 NODE 39 --> 27.093174 sigma out 44 active outputs RANK 36 NODE 37 --> 25.757965 sigma out 44 active outputs RANK 37 NODE 36 --> 22.717787 sigma out 44 active outputs RANK 38 NODE 33 --> 20.722080 sigma out 44 active outputs RANK 39 NODE 32 --> 20.204697 sigma out 44 active outputs RANK 40 NODE 41 --> 16.127512 sigma out 44 active outputs RANK 41 NODE 40 --> 15.624014 sigma out 44 active outputs RANK 42 NODE 42 --> 15.615869 sigma out 44 active outputs RANK 43 NODE 43 --> 8.8593903 sigma out 44 active outputs RANK 44 NODE 44 --> 7.7959876 sigma out 44 active outputs RANK 45 NODE 45 --> 7.5550952 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 18 --> 141.97618 sigma in 45 act. ( 120.63704 sig out 1 act.) RANK 2 NODE 26 --> 141.77072 sigma in 45 act. ( 103.18584 sig out 1 act.) RANK 3 NODE 25 --> 139.32040 sigma in 45 act. ( 120.12926 sig out 1 act.) RANK 4 NODE 42 --> 100.05708 sigma in 45 act. ( 95.781403 sig out 1 act.) RANK 5 NODE 24 --> 92.234406 sigma in 45 act. ( 93.319008 sig out 1 act.) RANK 6 NODE 13 --> 88.160660 sigma in 45 act. ( 87.055336 sig out 1 act.) RANK 7 NODE 36 --> 82.003487 sigma in 45 act. ( 74.443527 sig out 1 act.) RANK 8 NODE 4 --> 77.720100 sigma in 45 act. ( 68.820610 sig out 1 act.) RANK 9 NODE 27 --> 73.954880 sigma in 45 act. ( 73.270905 sig out 1 act.) RANK 10 NODE 37 --> 73.669540 sigma in 45 act. ( 73.199417 sig out 1 act.) RANK 11 NODE 22 --> 68.086525 sigma in 45 act. ( 61.433472 sig out 1 act.) RANK 12 NODE 21 --> 67.966438 sigma in 45 act. ( 66.456024 sig out 1 act.) RANK 13 NODE 31 --> 66.234756 sigma in 45 act. ( 65.276169 sig out 1 act.) RANK 14 NODE 43 --> 65.315979 sigma in 45 act. ( 65.767090 sig out 1 act.) RANK 15 NODE 30 --> 64.229004 sigma in 45 act. ( 65.036186 sig out 1 act.) RANK 16 NODE 9 --> 58.644714 sigma in 45 act. ( 49.990791 sig out 1 act.) RANK 17 NODE 20 --> 58.518578 sigma in 45 act. ( 58.809643 sig out 1 act.) RANK 18 NODE 35 --> 55.449444 sigma in 45 act. ( 49.604248 sig out 1 act.) RANK 19 NODE 40 --> 51.251923 sigma in 45 act. ( 50.889019 sig out 1 act.) RANK 20 NODE 8 --> 48.759445 sigma in 45 act. ( 48.391933 sig out 1 act.) RANK 21 NODE 1 --> 47.334793 sigma in 45 act. ( 47.109184 sig out 1 act.) RANK 22 NODE 16 --> 43.488022 sigma in 45 act. ( 40.526833 sig out 1 act.) RANK 23 NODE 14 --> 43.156925 sigma in 45 act. ( 49.060329 sig out 1 act.) RANK 24 NODE 32 --> 42.718102 sigma in 45 act. ( 42.377174 sig out 1 act.) RANK 25 NODE 23 --> 42.020912 sigma in 45 act. ( 45.138489 sig out 1 act.) RANK 26 NODE 44 --> 40.575356 sigma in 45 act. ( 39.991852 sig out 1 act.) RANK 27 NODE 34 --> 40.564816 sigma in 45 act. ( 42.716099 sig out 1 act.) RANK 28 NODE 15 --> 38.581734 sigma in 45 act. ( 39.672825 sig out 1 act.) RANK 29 NODE 3 --> 37.311993 sigma in 45 act. ( 35.618786 sig out 1 act.) RANK 30 NODE 29 --> 37.198887 sigma in 45 act. ( 33.051750 sig out 1 act.) RANK 31 NODE 11 --> 32.406914 sigma in 45 act. ( 34.470600 sig out 1 act.) RANK 32 NODE 2 --> 32.142834 sigma in 45 act. ( 30.892523 sig out 1 act.) RANK 33 NODE 12 --> 24.227133 sigma in 45 act. ( 23.404032 sig out 1 act.) RANK 34 NODE 33 --> 22.823822 sigma in 45 act. ( 22.696108 sig out 1 act.) RANK 35 NODE 10 --> 22.706495 sigma in 45 act. ( 24.261158 sig out 1 act.) RANK 36 NODE 38 --> 20.215641 sigma in 45 act. ( 20.517445 sig out 1 act.) RANK 37 NODE 5 --> 19.887470 sigma in 45 act. ( 18.086885 sig out 1 act.) RANK 38 NODE 17 --> 18.011066 sigma in 45 act. ( 17.269236 sig out 1 act.) RANK 39 NODE 19 --> 15.768807 sigma in 45 act. ( 15.504494 sig out 1 act.) RANK 40 NODE 41 --> 13.821824 sigma in 45 act. ( 12.886390 sig out 1 act.) RANK 41 NODE 6 --> 13.624658 sigma in 45 act. ( 11.707417 sig out 1 act.) RANK 42 NODE 39 --> 11.433519 sigma in 45 act. ( 9.6089888 sig out 1 act.) RANK 43 NODE 28 --> 9.5711184 sigma in 45 act. ( 7.5648589 sig out 1 act.) RANK 44 NODE 7 --> 8.7208433 sigma in 45 act. ( 5.6568637 sig out 1 act.) sorted by output significance RANK 1 NODE 18 --> 120.63704 sigma out 1 act.( 141.97618 sig in 45 act.) RANK 2 NODE 25 --> 120.12926 sigma out 1 act.( 139.32040 sig in 45 act.) RANK 3 NODE 26 --> 103.18584 sigma out 1 act.( 141.77072 sig in 45 act.) RANK 4 NODE 42 --> 95.781403 sigma out 1 act.( 100.05708 sig in 45 act.) RANK 5 NODE 24 --> 93.319008 sigma out 1 act.( 92.234406 sig in 45 act.) RANK 6 NODE 13 --> 87.055336 sigma out 1 act.( 88.160660 sig in 45 act.) RANK 7 NODE 36 --> 74.443527 sigma out 1 act.( 82.003487 sig in 45 act.) RANK 8 NODE 27 --> 73.270905 sigma out 1 act.( 73.954880 sig in 45 act.) RANK 9 NODE 37 --> 73.199417 sigma out 1 act.( 73.669540 sig in 45 act.) RANK 10 NODE 4 --> 68.820610 sigma out 1 act.( 77.720100 sig in 45 act.) RANK 11 NODE 21 --> 66.456024 sigma out 1 act.( 67.966438 sig in 45 act.) RANK 12 NODE 43 --> 65.767090 sigma out 1 act.( 65.315979 sig in 45 act.) RANK 13 NODE 31 --> 65.276169 sigma out 1 act.( 66.234756 sig in 45 act.) RANK 14 NODE 30 --> 65.036186 sigma out 1 act.( 64.229004 sig in 45 act.) RANK 15 NODE 22 --> 61.433472 sigma out 1 act.( 68.086525 sig in 45 act.) RANK 16 NODE 20 --> 58.809643 sigma out 1 act.( 58.518578 sig in 45 act.) RANK 17 NODE 40 --> 50.889019 sigma out 1 act.( 51.251923 sig in 45 act.) RANK 18 NODE 9 --> 49.990791 sigma out 1 act.( 58.644714 sig in 45 act.) RANK 19 NODE 35 --> 49.604248 sigma out 1 act.( 55.449444 sig in 45 act.) RANK 20 NODE 14 --> 49.060329 sigma out 1 act.( 43.156925 sig in 45 act.) RANK 21 NODE 8 --> 48.391933 sigma out 1 act.( 48.759445 sig in 45 act.) RANK 22 NODE 1 --> 47.109184 sigma out 1 act.( 47.334793 sig in 45 act.) RANK 23 NODE 23 --> 45.138489 sigma out 1 act.( 42.020912 sig in 45 act.) RANK 24 NODE 34 --> 42.716099 sigma out 1 act.( 40.564816 sig in 45 act.) RANK 25 NODE 32 --> 42.377174 sigma out 1 act.( 42.718102 sig in 45 act.) RANK 26 NODE 16 --> 40.526833 sigma out 1 act.( 43.488022 sig in 45 act.) RANK 27 NODE 44 --> 39.991852 sigma out 1 act.( 40.575356 sig in 45 act.) RANK 28 NODE 15 --> 39.672825 sigma out 1 act.( 38.581734 sig in 45 act.) RANK 29 NODE 3 --> 35.618786 sigma out 1 act.( 37.311993 sig in 45 act.) RANK 30 NODE 11 --> 34.470600 sigma out 1 act.( 32.406914 sig in 45 act.) RANK 31 NODE 29 --> 33.051750 sigma out 1 act.( 37.198887 sig in 45 act.) RANK 32 NODE 2 --> 30.892523 sigma out 1 act.( 32.142834 sig in 45 act.) RANK 33 NODE 10 --> 24.261158 sigma out 1 act.( 22.706495 sig in 45 act.) RANK 34 NODE 12 --> 23.404032 sigma out 1 act.( 24.227133 sig in 45 act.) RANK 35 NODE 33 --> 22.696108 sigma out 1 act.( 22.823822 sig in 45 act.) RANK 36 NODE 38 --> 20.517445 sigma out 1 act.( 20.215641 sig in 45 act.) RANK 37 NODE 5 --> 18.086885 sigma out 1 act.( 19.887470 sig in 45 act.) RANK 38 NODE 17 --> 17.269236 sigma out 1 act.( 18.011066 sig in 45 act.) RANK 39 NODE 19 --> 15.504494 sigma out 1 act.( 15.768807 sig in 45 act.) RANK 40 NODE 41 --> 12.886390 sigma out 1 act.( 13.821824 sig in 45 act.) RANK 41 NODE 6 --> 11.707417 sigma out 1 act.( 13.624658 sig in 45 act.) RANK 42 NODE 39 --> 9.6089888 sigma out 1 act.( 11.433519 sig in 45 act.) RANK 43 NODE 28 --> 7.5648589 sigma out 1 act.( 9.5711184 sig in 45 act.) RANK 44 NODE 7 --> 5.6568637 sigma out 1 act.( 8.7208433 sig in 45 act.) RANK 1 NODE 1 --> 378.78793 sigma in 44 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.35792515 *** contribution from regularisation: 1.21636526E-03 *** contribution from error: -0.35914150 *** contribution from DIAG: 1.72570595E-04 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.37069902 *** contribution from regularisation: 3.58942361E-03 *** contribution from error: -0.37428844 *** contribution from DIAG: 1.13277376E-04 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.37334666 *** contribution from regularisation: 2.65709287E-03 *** contribution from error: -0.37600374 *** contribution from DIAG: 1.62576966E-04 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.33180726 *** contribution from regularisation: 2.91542662E-03 *** contribution from error: -0.33472267 *** contribution from DIAG: 2.10253289E-03 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.37273169 *** contribution from regularisation: 2.91828066E-03 *** contribution from error: -0.37564996 *** contribution from DIAG: 1.46452832E-04 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.37388507 *** contribution from regularisation: 2.95462855E-03 *** contribution from error: -0.37683970 *** contribution from DIAG: 1.36372735E-04 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.37502500 *** contribution from regularisation: 2.99881329E-03 *** contribution from error: -0.37802380 *** contribution from DIAG: 1.66401282E-04 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.37776080 *** contribution from regularisation: 3.12390574E-03 *** contribution from error: -0.38088471 *** contribution from DIAG: 1.82621661E-04 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.37861189 *** contribution from regularisation: 3.12751182E-03 *** contribution from error: -0.38173941 *** contribution from DIAG: 1.90616396E-04 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 164.52042 sigma out 44 active outputs RANK 2 NODE 4 --> 161.50449 sigma out 44 active outputs RANK 3 NODE 5 --> 152.92609 sigma out 44 active outputs RANK 4 NODE 6 --> 129.87189 sigma out 44 active outputs RANK 5 NODE 2 --> 115.04569 sigma out 44 active outputs RANK 6 NODE 9 --> 101.65723 sigma out 44 active outputs RANK 7 NODE 7 --> 101.03976 sigma out 44 active outputs RANK 8 NODE 11 --> 75.229195 sigma out 44 active outputs RANK 9 NODE 8 --> 74.876129 sigma out 44 active outputs RANK 10 NODE 12 --> 71.756165 sigma out 44 active outputs RANK 11 NODE 10 --> 71.120987 sigma out 44 active outputs RANK 12 NODE 15 --> 70.005348 sigma out 44 active outputs RANK 13 NODE 13 --> 58.232845 sigma out 44 active outputs RANK 14 NODE 1 --> 57.694397 sigma out 44 active outputs RANK 15 NODE 20 --> 56.404900 sigma out 44 active outputs RANK 16 NODE 14 --> 52.709229 sigma out 44 active outputs RANK 17 NODE 23 --> 52.611118 sigma out 44 active outputs RANK 18 NODE 25 --> 52.567139 sigma out 44 active outputs RANK 19 NODE 29 --> 52.140800 sigma out 44 active outputs RANK 20 NODE 26 --> 51.072605 sigma out 44 active outputs RANK 21 NODE 19 --> 50.212971 sigma out 44 active outputs RANK 22 NODE 18 --> 50.124241 sigma out 44 active outputs RANK 23 NODE 22 --> 47.389481 sigma out 44 active outputs RANK 24 NODE 39 --> 43.986183 sigma out 44 active outputs RANK 25 NODE 30 --> 43.961731 sigma out 44 active outputs RANK 26 NODE 17 --> 43.324772 sigma out 44 active outputs RANK 27 NODE 27 --> 42.288750 sigma out 44 active outputs RANK 28 NODE 21 --> 41.841942 sigma out 44 active outputs RANK 29 NODE 28 --> 39.218346 sigma out 44 active outputs RANK 30 NODE 24 --> 37.442558 sigma out 44 active outputs RANK 31 NODE 31 --> 36.567055 sigma out 44 active outputs RANK 32 NODE 34 --> 35.176331 sigma out 44 active outputs RANK 33 NODE 35 --> 34.739777 sigma out 44 active outputs RANK 34 NODE 16 --> 33.295063 sigma out 44 active outputs RANK 35 NODE 38 --> 31.593409 sigma out 44 active outputs RANK 36 NODE 37 --> 30.378658 sigma out 44 active outputs RANK 37 NODE 42 --> 28.735537 sigma out 44 active outputs RANK 38 NODE 36 --> 28.036343 sigma out 44 active outputs RANK 39 NODE 33 --> 27.989471 sigma out 44 active outputs RANK 40 NODE 32 --> 24.934492 sigma out 44 active outputs RANK 41 NODE 41 --> 24.730278 sigma out 44 active outputs RANK 42 NODE 40 --> 20.216036 sigma out 44 active outputs RANK 43 NODE 43 --> 13.036416 sigma out 44 active outputs RANK 44 NODE 44 --> 11.993039 sigma out 44 active outputs RANK 45 NODE 45 --> 10.917989 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 25 --> 173.94583 sigma in 45 act. ( 146.43253 sig out 1 act.) RANK 2 NODE 18 --> 138.36848 sigma in 45 act. ( 125.17804 sig out 1 act.) RANK 3 NODE 26 --> 135.59924 sigma in 45 act. ( 108.54269 sig out 1 act.) RANK 4 NODE 42 --> 114.64362 sigma in 45 act. ( 113.05494 sig out 1 act.) RANK 5 NODE 13 --> 103.76971 sigma in 45 act. ( 105.35548 sig out 1 act.) RANK 6 NODE 27 --> 89.303085 sigma in 45 act. ( 86.461632 sig out 1 act.) RANK 7 NODE 36 --> 88.729279 sigma in 45 act. ( 83.949547 sig out 1 act.) RANK 8 NODE 24 --> 88.470352 sigma in 45 act. ( 91.437241 sig out 1 act.) RANK 9 NODE 43 --> 80.877434 sigma in 45 act. ( 83.238571 sig out 1 act.) RANK 10 NODE 31 --> 79.817604 sigma in 45 act. ( 79.094193 sig out 1 act.) RANK 11 NODE 21 --> 78.693466 sigma in 45 act. ( 77.836594 sig out 1 act.) RANK 12 NODE 4 --> 75.852242 sigma in 45 act. ( 70.051834 sig out 1 act.) RANK 13 NODE 30 --> 74.798714 sigma in 45 act. ( 75.107224 sig out 1 act.) RANK 14 NODE 37 --> 72.462631 sigma in 45 act. ( 74.013489 sig out 1 act.) RANK 15 NODE 22 --> 70.762146 sigma in 45 act. ( 66.089409 sig out 1 act.) RANK 16 NODE 20 --> 69.347908 sigma in 45 act. ( 71.830254 sig out 1 act.) RANK 17 NODE 35 --> 66.504250 sigma in 45 act. ( 60.392963 sig out 1 act.) RANK 18 NODE 9 --> 57.717628 sigma in 45 act. ( 50.629383 sig out 1 act.) RANK 19 NODE 40 --> 57.515289 sigma in 45 act. ( 58.415684 sig out 1 act.) RANK 20 NODE 8 --> 56.519012 sigma in 45 act. ( 54.409447 sig out 1 act.) RANK 21 NODE 32 --> 56.415215 sigma in 45 act. ( 54.903423 sig out 1 act.) RANK 22 NODE 1 --> 53.891987 sigma in 45 act. ( 54.293179 sig out 1 act.) RANK 23 NODE 14 --> 51.364880 sigma in 45 act. ( 57.181473 sig out 1 act.) RANK 24 NODE 3 --> 50.868191 sigma in 45 act. ( 48.586536 sig out 1 act.) RANK 25 NODE 11 --> 48.991913 sigma in 45 act. ( 51.744648 sig out 1 act.) RANK 26 NODE 34 --> 48.197598 sigma in 45 act. ( 49.652954 sig out 1 act.) RANK 27 NODE 44 --> 47.565212 sigma in 45 act. ( 47.364449 sig out 1 act.) RANK 28 NODE 23 --> 46.050613 sigma in 45 act. ( 48.669598 sig out 1 act.) RANK 29 NODE 16 --> 45.583107 sigma in 45 act. ( 42.593250 sig out 1 act.) RANK 30 NODE 15 --> 40.914635 sigma in 45 act. ( 42.274075 sig out 1 act.) RANK 31 NODE 2 --> 40.497349 sigma in 45 act. ( 38.347698 sig out 1 act.) RANK 32 NODE 10 --> 31.805767 sigma in 45 act. ( 33.496910 sig out 1 act.) RANK 33 NODE 12 --> 29.831388 sigma in 45 act. ( 27.693153 sig out 1 act.) RANK 34 NODE 29 --> 29.307333 sigma in 45 act. ( 25.360968 sig out 1 act.) RANK 35 NODE 38 --> 29.246855 sigma in 45 act. ( 28.630779 sig out 1 act.) RANK 36 NODE 33 --> 27.925558 sigma in 45 act. ( 26.479485 sig out 1 act.) RANK 37 NODE 17 --> 26.468063 sigma in 45 act. ( 25.387365 sig out 1 act.) RANK 38 NODE 6 --> 23.024385 sigma in 45 act. ( 20.269741 sig out 1 act.) RANK 39 NODE 5 --> 20.163382 sigma in 45 act. ( 16.307215 sig out 1 act.) RANK 40 NODE 19 --> 16.463638 sigma in 45 act. ( 14.209609 sig out 1 act.) RANK 41 NODE 41 --> 13.469596 sigma in 45 act. ( 9.1473770 sig out 1 act.) RANK 42 NODE 39 --> 12.337959 sigma in 45 act. ( 1.4563570 sig out 1 act.) RANK 43 NODE 28 --> 12.008460 sigma in 45 act. ( 4.4159884 sig out 1 act.) RANK 44 NODE 7 --> 11.491779 sigma in 45 act. ( 1.6423275 sig out 1 act.) sorted by output significance RANK 1 NODE 25 --> 146.43253 sigma out 1 act.( 173.94583 sig in 45 act.) RANK 2 NODE 18 --> 125.17804 sigma out 1 act.( 138.36848 sig in 45 act.) RANK 3 NODE 42 --> 113.05494 sigma out 1 act.( 114.64362 sig in 45 act.) RANK 4 NODE 26 --> 108.54269 sigma out 1 act.( 135.59924 sig in 45 act.) RANK 5 NODE 13 --> 105.35548 sigma out 1 act.( 103.76971 sig in 45 act.) RANK 6 NODE 24 --> 91.437241 sigma out 1 act.( 88.470352 sig in 45 act.) RANK 7 NODE 27 --> 86.461632 sigma out 1 act.( 89.303085 sig in 45 act.) RANK 8 NODE 36 --> 83.949547 sigma out 1 act.( 88.729279 sig in 45 act.) RANK 9 NODE 43 --> 83.238571 sigma out 1 act.( 80.877434 sig in 45 act.) RANK 10 NODE 31 --> 79.094193 sigma out 1 act.( 79.817604 sig in 45 act.) RANK 11 NODE 21 --> 77.836594 sigma out 1 act.( 78.693466 sig in 45 act.) RANK 12 NODE 30 --> 75.107224 sigma out 1 act.( 74.798714 sig in 45 act.) RANK 13 NODE 37 --> 74.013489 sigma out 1 act.( 72.462631 sig in 45 act.) RANK 14 NODE 20 --> 71.830254 sigma out 1 act.( 69.347908 sig in 45 act.) RANK 15 NODE 4 --> 70.051834 sigma out 1 act.( 75.852242 sig in 45 act.) RANK 16 NODE 22 --> 66.089409 sigma out 1 act.( 70.762146 sig in 45 act.) RANK 17 NODE 35 --> 60.392963 sigma out 1 act.( 66.504250 sig in 45 act.) RANK 18 NODE 40 --> 58.415684 sigma out 1 act.( 57.515289 sig in 45 act.) RANK 19 NODE 14 --> 57.181473 sigma out 1 act.( 51.364880 sig in 45 act.) RANK 20 NODE 32 --> 54.903423 sigma out 1 act.( 56.415215 sig in 45 act.) RANK 21 NODE 8 --> 54.409447 sigma out 1 act.( 56.519012 sig in 45 act.) RANK 22 NODE 1 --> 54.293179 sigma out 1 act.( 53.891987 sig in 45 act.) RANK 23 NODE 11 --> 51.744648 sigma out 1 act.( 48.991913 sig in 45 act.) RANK 24 NODE 9 --> 50.629383 sigma out 1 act.( 57.717628 sig in 45 act.) RANK 25 NODE 34 --> 49.652954 sigma out 1 act.( 48.197598 sig in 45 act.) RANK 26 NODE 23 --> 48.669598 sigma out 1 act.( 46.050613 sig in 45 act.) RANK 27 NODE 3 --> 48.586536 sigma out 1 act.( 50.868191 sig in 45 act.) RANK 28 NODE 44 --> 47.364449 sigma out 1 act.( 47.565212 sig in 45 act.) RANK 29 NODE 16 --> 42.593250 sigma out 1 act.( 45.583107 sig in 45 act.) RANK 30 NODE 15 --> 42.274075 sigma out 1 act.( 40.914635 sig in 45 act.) RANK 31 NODE 2 --> 38.347698 sigma out 1 act.( 40.497349 sig in 45 act.) RANK 32 NODE 10 --> 33.496910 sigma out 1 act.( 31.805767 sig in 45 act.) RANK 33 NODE 38 --> 28.630779 sigma out 1 act.( 29.246855 sig in 45 act.) RANK 34 NODE 12 --> 27.693153 sigma out 1 act.( 29.831388 sig in 45 act.) RANK 35 NODE 33 --> 26.479485 sigma out 1 act.( 27.925558 sig in 45 act.) RANK 36 NODE 17 --> 25.387365 sigma out 1 act.( 26.468063 sig in 45 act.) RANK 37 NODE 29 --> 25.360968 sigma out 1 act.( 29.307333 sig in 45 act.) RANK 38 NODE 6 --> 20.269741 sigma out 1 act.( 23.024385 sig in 45 act.) RANK 39 NODE 5 --> 16.307215 sigma out 1 act.( 20.163382 sig in 45 act.) RANK 40 NODE 19 --> 14.209609 sigma out 1 act.( 16.463638 sig in 45 act.) RANK 41 NODE 41 --> 9.1473770 sigma out 1 act.( 13.469596 sig in 45 act.) RANK 42 NODE 28 --> 4.4159884 sigma out 1 act.( 12.008460 sig in 45 act.) RANK 43 NODE 7 --> 1.6423275 sigma out 1 act.( 11.491779 sig in 45 act.) RANK 44 NODE 39 --> 1.4563570 sigma out 1 act.( 12.337959 sig in 45 act.) RANK 1 NODE 1 --> 430.28192 sigma in 44 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.37952673 *** contribution from regularisation: 3.11753224E-03 *** contribution from error: -0.38264427 *** contribution from DIAG: 1.99990711E-04 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.38015604 *** contribution from regularisation: 3.12162167E-03 *** contribution from error: -0.38327765 *** contribution from DIAG: 2.11745224E-04 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.38085327 *** contribution from regularisation: 3.13026831E-03 *** contribution from error: -0.38398352 *** contribution from DIAG: 2.19022331E-04 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.38179570 *** contribution from regularisation: 3.15257721E-03 *** contribution from error: -0.38494828 *** contribution from DIAG: 2.21334951E-04 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.38122752 *** contribution from regularisation: 3.21015087E-03 *** contribution from error: -0.38443768 *** contribution from DIAG: 2.53436214E-04 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.38233292 *** contribution from regularisation: 3.17386468E-03 *** contribution from error: -0.38550678 *** contribution from DIAG: 2.32703489E-04 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.38288477 *** contribution from regularisation: 3.18836747E-03 *** contribution from error: -0.38607314 *** contribution from DIAG: 2.20511123E-04 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.38320440 *** contribution from regularisation: 3.20019969E-03 *** contribution from error: -0.38640460 *** contribution from DIAG: 2.09317121E-04 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.38372490 *** contribution from regularisation: 3.21751786E-03 *** contribution from error: -0.38694242 *** contribution from DIAG: 1.93973567E-04 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.38396728 *** contribution from regularisation: 3.25148832E-03 *** contribution from error: -0.38721877 *** contribution from DIAG: 1.91822051E-04 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 224.17523 sigma out 44 active outputs RANK 2 NODE 4 --> 168.63103 sigma out 44 active outputs RANK 3 NODE 5 --> 160.82704 sigma out 44 active outputs RANK 4 NODE 6 --> 160.82106 sigma out 44 active outputs RANK 5 NODE 2 --> 131.93170 sigma out 44 active outputs RANK 6 NODE 9 --> 114.39808 sigma out 44 active outputs RANK 7 NODE 7 --> 108.00365 sigma out 44 active outputs RANK 8 NODE 11 --> 87.891113 sigma out 44 active outputs RANK 9 NODE 8 --> 84.173203 sigma out 44 active outputs RANK 10 NODE 10 --> 75.872009 sigma out 44 active outputs RANK 11 NODE 12 --> 72.510529 sigma out 44 active outputs RANK 12 NODE 15 --> 71.090942 sigma out 44 active outputs RANK 13 NODE 20 --> 64.114891 sigma out 44 active outputs RANK 14 NODE 1 --> 60.974545 sigma out 44 active outputs RANK 15 NODE 13 --> 58.504356 sigma out 44 active outputs RANK 16 NODE 23 --> 57.751595 sigma out 44 active outputs RANK 17 NODE 18 --> 56.392670 sigma out 44 active outputs RANK 18 NODE 14 --> 55.892151 sigma out 44 active outputs RANK 19 NODE 25 --> 54.845531 sigma out 44 active outputs RANK 20 NODE 19 --> 51.006653 sigma out 44 active outputs RANK 21 NODE 22 --> 50.063877 sigma out 44 active outputs RANK 22 NODE 26 --> 50.063168 sigma out 44 active outputs RANK 23 NODE 17 --> 46.700020 sigma out 44 active outputs RANK 24 NODE 29 --> 45.841988 sigma out 44 active outputs RANK 25 NODE 39 --> 45.421978 sigma out 44 active outputs RANK 26 NODE 21 --> 43.745560 sigma out 44 active outputs RANK 27 NODE 30 --> 42.557938 sigma out 44 active outputs RANK 28 NODE 27 --> 41.847656 sigma out 44 active outputs RANK 29 NODE 42 --> 41.042862 sigma out 44 active outputs RANK 30 NODE 28 --> 41.023235 sigma out 44 active outputs RANK 31 NODE 24 --> 39.639130 sigma out 44 active outputs RANK 32 NODE 31 --> 37.971653 sigma out 44 active outputs RANK 33 NODE 16 --> 36.441589 sigma out 44 active outputs RANK 34 NODE 35 --> 35.082188 sigma out 44 active outputs RANK 35 NODE 34 --> 32.644989 sigma out 44 active outputs RANK 36 NODE 38 --> 31.059971 sigma out 44 active outputs RANK 37 NODE 41 --> 30.497700 sigma out 44 active outputs RANK 38 NODE 37 --> 29.491581 sigma out 44 active outputs RANK 39 NODE 36 --> 28.839233 sigma out 44 active outputs RANK 40 NODE 33 --> 27.064346 sigma out 44 active outputs RANK 41 NODE 32 --> 24.586418 sigma out 44 active outputs RANK 42 NODE 40 --> 20.554703 sigma out 44 active outputs RANK 43 NODE 44 --> 13.639546 sigma out 44 active outputs RANK 44 NODE 43 --> 13.266707 sigma out 44 active outputs RANK 45 NODE 45 --> 10.949224 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 25 --> 202.96745 sigma in 45 act. ( 181.99557 sig out 1 act.) RANK 2 NODE 26 --> 147.40207 sigma in 45 act. ( 125.47141 sig out 1 act.) RANK 3 NODE 42 --> 146.90143 sigma in 45 act. ( 151.10072 sig out 1 act.) RANK 4 NODE 13 --> 129.27043 sigma in 45 act. ( 132.04575 sig out 1 act.) RANK 5 NODE 18 --> 116.02870 sigma in 45 act. ( 113.44631 sig out 1 act.) RANK 6 NODE 27 --> 108.18265 sigma in 45 act. ( 101.82112 sig out 1 act.) RANK 7 NODE 36 --> 98.707497 sigma in 45 act. ( 96.470650 sig out 1 act.) RANK 8 NODE 24 --> 92.937744 sigma in 45 act. ( 95.101288 sig out 1 act.) RANK 9 NODE 20 --> 92.809540 sigma in 45 act. ( 93.293930 sig out 1 act.) RANK 10 NODE 31 --> 89.850891 sigma in 45 act. ( 85.157318 sig out 1 act.) RANK 11 NODE 30 --> 89.512535 sigma in 45 act. ( 93.709190 sig out 1 act.) RANK 12 NODE 43 --> 88.440735 sigma in 45 act. ( 93.130836 sig out 1 act.) RANK 13 NODE 21 --> 83.629425 sigma in 45 act. ( 84.073318 sig out 1 act.) RANK 14 NODE 4 --> 82.650833 sigma in 45 act. ( 84.609421 sig out 1 act.) RANK 15 NODE 35 --> 78.825653 sigma in 45 act. ( 76.279091 sig out 1 act.) RANK 16 NODE 32 --> 75.288521 sigma in 45 act. ( 74.090500 sig out 1 act.) RANK 17 NODE 22 --> 74.222687 sigma in 45 act. ( 73.087952 sig out 1 act.) RANK 18 NODE 14 --> 70.950790 sigma in 45 act. ( 81.156601 sig out 1 act.) RANK 19 NODE 40 --> 69.165726 sigma in 45 act. ( 79.440399 sig out 1 act.) RANK 20 NODE 37 --> 68.749657 sigma in 45 act. ( 69.947861 sig out 1 act.) RANK 21 NODE 9 --> 65.012482 sigma in 45 act. ( 57.927265 sig out 1 act.) RANK 22 NODE 1 --> 59.982346 sigma in 45 act. ( 60.744938 sig out 1 act.) RANK 23 NODE 3 --> 59.767239 sigma in 45 act. ( 58.844357 sig out 1 act.) RANK 24 NODE 8 --> 58.896690 sigma in 45 act. ( 58.520840 sig out 1 act.) RANK 25 NODE 11 --> 56.266743 sigma in 45 act. ( 61.138474 sig out 1 act.) RANK 26 NODE 44 --> 50.864220 sigma in 45 act. ( 52.033020 sig out 1 act.) RANK 27 NODE 34 --> 48.980999 sigma in 45 act. ( 50.318935 sig out 1 act.) RANK 28 NODE 23 --> 46.979687 sigma in 45 act. ( 49.141090 sig out 1 act.) RANK 29 NODE 2 --> 45.374229 sigma in 45 act. ( 44.025593 sig out 1 act.) RANK 30 NODE 16 --> 44.765568 sigma in 45 act. ( 41.759304 sig out 1 act.) RANK 31 NODE 15 --> 43.641438 sigma in 45 act. ( 45.627899 sig out 1 act.) RANK 32 NODE 10 --> 43.182587 sigma in 45 act. ( 47.165092 sig out 1 act.) RANK 33 NODE 33 --> 33.467121 sigma in 45 act. ( 32.696854 sig out 1 act.) RANK 34 NODE 12 --> 31.754915 sigma in 45 act. ( 29.851538 sig out 1 act.) RANK 35 NODE 29 --> 27.523415 sigma in 45 act. ( 24.107193 sig out 1 act.) RANK 36 NODE 17 --> 26.741562 sigma in 45 act. ( 25.930969 sig out 1 act.) RANK 37 NODE 5 --> 24.256632 sigma in 45 act. ( 21.226425 sig out 1 act.) RANK 38 NODE 41 --> 22.962332 sigma in 45 act. ( 22.348518 sig out 1 act.) RANK 39 NODE 38 --> 21.970053 sigma in 45 act. ( 20.225925 sig out 1 act.) RANK 40 NODE 6 --> 21.469879 sigma in 45 act. ( 18.845585 sig out 1 act.) RANK 41 NODE 39 --> 15.194039 sigma in 45 act. ( 10.820287 sig out 1 act.) RANK 42 NODE 19 --> 14.723522 sigma in 45 act. ( 11.992676 sig out 1 act.) RANK 43 NODE 28 --> 14.676054 sigma in 45 act. ( 10.733175 sig out 1 act.) RANK 44 NODE 7 --> 14.510876 sigma in 45 act. ( 9.8608856 sig out 1 act.) sorted by output significance RANK 1 NODE 25 --> 181.99557 sigma out 1 act.( 202.96745 sig in 45 act.) RANK 2 NODE 42 --> 151.10072 sigma out 1 act.( 146.90143 sig in 45 act.) RANK 3 NODE 13 --> 132.04575 sigma out 1 act.( 129.27043 sig in 45 act.) RANK 4 NODE 26 --> 125.47141 sigma out 1 act.( 147.40207 sig in 45 act.) RANK 5 NODE 18 --> 113.44631 sigma out 1 act.( 116.02870 sig in 45 act.) RANK 6 NODE 27 --> 101.82112 sigma out 1 act.( 108.18265 sig in 45 act.) RANK 7 NODE 36 --> 96.470650 sigma out 1 act.( 98.707497 sig in 45 act.) RANK 8 NODE 24 --> 95.101288 sigma out 1 act.( 92.937744 sig in 45 act.) RANK 9 NODE 30 --> 93.709190 sigma out 1 act.( 89.512535 sig in 45 act.) RANK 10 NODE 20 --> 93.293930 sigma out 1 act.( 92.809540 sig in 45 act.) RANK 11 NODE 43 --> 93.130836 sigma out 1 act.( 88.440735 sig in 45 act.) RANK 12 NODE 31 --> 85.157318 sigma out 1 act.( 89.850891 sig in 45 act.) RANK 13 NODE 4 --> 84.609421 sigma out 1 act.( 82.650833 sig in 45 act.) RANK 14 NODE 21 --> 84.073318 sigma out 1 act.( 83.629425 sig in 45 act.) RANK 15 NODE 14 --> 81.156601 sigma out 1 act.( 70.950790 sig in 45 act.) RANK 16 NODE 40 --> 79.440399 sigma out 1 act.( 69.165726 sig in 45 act.) RANK 17 NODE 35 --> 76.279091 sigma out 1 act.( 78.825653 sig in 45 act.) RANK 18 NODE 32 --> 74.090500 sigma out 1 act.( 75.288521 sig in 45 act.) RANK 19 NODE 22 --> 73.087952 sigma out 1 act.( 74.222687 sig in 45 act.) RANK 20 NODE 37 --> 69.947861 sigma out 1 act.( 68.749657 sig in 45 act.) RANK 21 NODE 11 --> 61.138474 sigma out 1 act.( 56.266743 sig in 45 act.) RANK 22 NODE 1 --> 60.744938 sigma out 1 act.( 59.982346 sig in 45 act.) RANK 23 NODE 3 --> 58.844357 sigma out 1 act.( 59.767239 sig in 45 act.) RANK 24 NODE 8 --> 58.520840 sigma out 1 act.( 58.896690 sig in 45 act.) RANK 25 NODE 9 --> 57.927265 sigma out 1 act.( 65.012482 sig in 45 act.) RANK 26 NODE 44 --> 52.033020 sigma out 1 act.( 50.864220 sig in 45 act.) RANK 27 NODE 34 --> 50.318935 sigma out 1 act.( 48.980999 sig in 45 act.) RANK 28 NODE 23 --> 49.141090 sigma out 1 act.( 46.979687 sig in 45 act.) RANK 29 NODE 10 --> 47.165092 sigma out 1 act.( 43.182587 sig in 45 act.) RANK 30 NODE 15 --> 45.627899 sigma out 1 act.( 43.641438 sig in 45 act.) RANK 31 NODE 2 --> 44.025593 sigma out 1 act.( 45.374229 sig in 45 act.) RANK 32 NODE 16 --> 41.759304 sigma out 1 act.( 44.765568 sig in 45 act.) RANK 33 NODE 33 --> 32.696854 sigma out 1 act.( 33.467121 sig in 45 act.) RANK 34 NODE 12 --> 29.851538 sigma out 1 act.( 31.754915 sig in 45 act.) RANK 35 NODE 17 --> 25.930969 sigma out 1 act.( 26.741562 sig in 45 act.) RANK 36 NODE 29 --> 24.107193 sigma out 1 act.( 27.523415 sig in 45 act.) RANK 37 NODE 41 --> 22.348518 sigma out 1 act.( 22.962332 sig in 45 act.) RANK 38 NODE 5 --> 21.226425 sigma out 1 act.( 24.256632 sig in 45 act.) RANK 39 NODE 38 --> 20.225925 sigma out 1 act.( 21.970053 sig in 45 act.) RANK 40 NODE 6 --> 18.845585 sigma out 1 act.( 21.469879 sig in 45 act.) RANK 41 NODE 19 --> 11.992676 sigma out 1 act.( 14.723522 sig in 45 act.) RANK 42 NODE 39 --> 10.820287 sigma out 1 act.( 15.194039 sig in 45 act.) RANK 43 NODE 28 --> 10.733175 sigma out 1 act.( 14.676054 sig in 45 act.) RANK 44 NODE 7 --> 9.8608856 sigma out 1 act.( 14.510876 sig in 45 act.) RANK 1 NODE 1 --> 501.51111 sigma in 44 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.38456252 *** contribution from regularisation: 3.24497162E-03 *** contribution from error: -0.38780749 *** contribution from DIAG: 1.92758569E-04 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.38491562 *** contribution from regularisation: 3.24380095E-03 *** contribution from error: -0.38815942 *** contribution from DIAG: 1.98211084E-04 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.38547093 *** contribution from regularisation: 3.26600182E-03 *** contribution from error: -0.38873693 *** contribution from DIAG: 2.07363511E-04 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.38608301 *** contribution from regularisation: 3.28810699E-03 *** contribution from error: -0.38937113 *** contribution from DIAG: 2.08249898E-04 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.38525763 *** contribution from regularisation: 3.33697954E-03 *** contribution from error: -0.38859460 *** contribution from DIAG: 1.96689944E-04 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.38642976 *** contribution from regularisation: 3.22804856E-03 *** contribution from error: -0.38965780 *** contribution from DIAG: 2.00261929E-04 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.38673994 *** contribution from regularisation: 3.28172185E-03 *** contribution from error: -0.39002165 *** contribution from DIAG: 2.00914423E-04 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.38716522 *** contribution from regularisation: 3.29443254E-03 *** contribution from error: -0.39045966 *** contribution from DIAG: 2.03405812E-04 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.38801703 *** contribution from regularisation: 3.35662253E-03 *** contribution from error: -0.39137366 *** contribution from DIAG: 2.04581025E-04 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.38939801 *** contribution from regularisation: 3.43871256E-03 *** contribution from error: -0.39283672 *** contribution from DIAG: 2.02140203E-04 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 296.39078 sigma out 44 active outputs RANK 2 NODE 6 --> 228.80414 sigma out 44 active outputs RANK 3 NODE 4 --> 206.71980 sigma out 44 active outputs RANK 4 NODE 5 --> 195.77930 sigma out 44 active outputs RANK 5 NODE 2 --> 180.51343 sigma out 44 active outputs RANK 6 NODE 9 --> 171.24515 sigma out 44 active outputs RANK 7 NODE 7 --> 163.25606 sigma out 44 active outputs RANK 8 NODE 11 --> 150.43791 sigma out 44 active outputs RANK 9 NODE 8 --> 131.51335 sigma out 44 active outputs RANK 10 NODE 1 --> 114.34904 sigma out 44 active outputs RANK 11 NODE 10 --> 103.59634 sigma out 44 active outputs RANK 12 NODE 20 --> 92.770485 sigma out 44 active outputs RANK 13 NODE 12 --> 91.516464 sigma out 44 active outputs RANK 14 NODE 15 --> 85.734459 sigma out 44 active outputs RANK 15 NODE 14 --> 76.808685 sigma out 44 active outputs RANK 16 NODE 18 --> 75.912231 sigma out 44 active outputs RANK 17 NODE 23 --> 73.166695 sigma out 44 active outputs RANK 18 NODE 17 --> 66.976486 sigma out 44 active outputs RANK 19 NODE 22 --> 64.503540 sigma out 44 active outputs RANK 20 NODE 25 --> 57.443409 sigma out 44 active outputs RANK 21 NODE 13 --> 57.323822 sigma out 44 active outputs RANK 22 NODE 24 --> 54.975853 sigma out 44 active outputs RANK 23 NODE 19 --> 52.890369 sigma out 44 active outputs RANK 24 NODE 30 --> 50.874123 sigma out 44 active outputs RANK 25 NODE 29 --> 50.381123 sigma out 44 active outputs RANK 26 NODE 26 --> 48.553226 sigma out 44 active outputs RANK 27 NODE 28 --> 45.896965 sigma out 44 active outputs RANK 28 NODE 39 --> 44.461639 sigma out 44 active outputs RANK 29 NODE 31 --> 42.595558 sigma out 44 active outputs RANK 30 NODE 27 --> 42.535683 sigma out 44 active outputs RANK 31 NODE 16 --> 42.011745 sigma out 44 active outputs RANK 32 NODE 21 --> 40.364765 sigma out 44 active outputs RANK 33 NODE 33 --> 38.013981 sigma out 44 active outputs RANK 34 NODE 35 --> 36.608360 sigma out 44 active outputs RANK 35 NODE 42 --> 35.550640 sigma out 44 active outputs RANK 36 NODE 34 --> 32.802212 sigma out 44 active outputs RANK 37 NODE 37 --> 31.833847 sigma out 44 active outputs RANK 38 NODE 36 --> 31.661242 sigma out 44 active outputs RANK 39 NODE 38 --> 29.947849 sigma out 44 active outputs RANK 40 NODE 32 --> 28.051880 sigma out 44 active outputs RANK 41 NODE 41 --> 26.316881 sigma out 44 active outputs RANK 42 NODE 40 --> 20.039888 sigma out 44 active outputs RANK 43 NODE 44 --> 17.898647 sigma out 44 active outputs RANK 44 NODE 43 --> 13.588504 sigma out 44 active outputs RANK 45 NODE 45 --> 12.047955 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 42 --> 249.52036 sigma in 45 act. ( 240.03461 sig out 1 act.) RANK 2 NODE 25 --> 245.91699 sigma in 45 act. ( 220.43922 sig out 1 act.) RANK 3 NODE 26 --> 228.22188 sigma in 45 act. ( 191.06917 sig out 1 act.) RANK 4 NODE 18 --> 144.10791 sigma in 45 act. ( 141.97818 sig out 1 act.) RANK 5 NODE 20 --> 134.39604 sigma in 45 act. ( 125.93583 sig out 1 act.) RANK 6 NODE 24 --> 133.84763 sigma in 45 act. ( 134.51463 sig out 1 act.) RANK 7 NODE 13 --> 133.18279 sigma in 45 act. ( 149.87473 sig out 1 act.) RANK 8 NODE 35 --> 129.02037 sigma in 45 act. ( 137.57162 sig out 1 act.) RANK 9 NODE 27 --> 128.83803 sigma in 45 act. ( 125.44174 sig out 1 act.) RANK 10 NODE 30 --> 126.19751 sigma in 45 act. ( 147.10416 sig out 1 act.) RANK 11 NODE 14 --> 123.25565 sigma in 45 act. ( 138.23244 sig out 1 act.) RANK 12 NODE 43 --> 120.61183 sigma in 45 act. ( 125.99771 sig out 1 act.) RANK 13 NODE 4 --> 118.00608 sigma in 45 act. ( 130.84320 sig out 1 act.) RANK 14 NODE 32 --> 111.05038 sigma in 45 act. ( 126.90654 sig out 1 act.) RANK 15 NODE 36 --> 108.04295 sigma in 45 act. ( 103.74083 sig out 1 act.) RANK 16 NODE 40 --> 104.56004 sigma in 45 act. ( 133.46681 sig out 1 act.) RANK 17 NODE 31 --> 98.350449 sigma in 45 act. ( 91.382034 sig out 1 act.) RANK 18 NODE 22 --> 91.351349 sigma in 45 act. ( 92.079636 sig out 1 act.) RANK 19 NODE 3 --> 88.968369 sigma in 45 act. ( 89.459328 sig out 1 act.) RANK 20 NODE 9 --> 87.882225 sigma in 45 act. ( 77.580055 sig out 1 act.) RANK 21 NODE 44 --> 79.460052 sigma in 45 act. ( 86.070152 sig out 1 act.) RANK 22 NODE 21 --> 78.768417 sigma in 45 act. ( 79.191071 sig out 1 act.) RANK 23 NODE 1 --> 73.370987 sigma in 45 act. ( 73.708771 sig out 1 act.) RANK 24 NODE 11 --> 61.925602 sigma in 45 act. ( 72.058685 sig out 1 act.) RANK 25 NODE 37 --> 57.967907 sigma in 45 act. ( 55.860001 sig out 1 act.) RANK 26 NODE 34 --> 56.327480 sigma in 45 act. ( 56.784595 sig out 1 act.) RANK 27 NODE 16 --> 54.408318 sigma in 45 act. ( 50.146717 sig out 1 act.) RANK 28 NODE 23 --> 54.098560 sigma in 45 act. ( 59.177105 sig out 1 act.) RANK 29 NODE 2 --> 52.319450 sigma in 45 act. ( 52.595264 sig out 1 act.) RANK 30 NODE 15 --> 51.722641 sigma in 45 act. ( 51.058762 sig out 1 act.) RANK 31 NODE 8 --> 49.345119 sigma in 45 act. ( 54.969082 sig out 1 act.) RANK 32 NODE 33 --> 47.508259 sigma in 45 act. ( 47.319405 sig out 1 act.) RANK 33 NODE 10 --> 45.892780 sigma in 45 act. ( 54.222614 sig out 1 act.) RANK 34 NODE 12 --> 39.779770 sigma in 45 act. ( 38.016811 sig out 1 act.) RANK 35 NODE 5 --> 37.803619 sigma in 45 act. ( 36.375328 sig out 1 act.) RANK 36 NODE 41 --> 37.467697 sigma in 45 act. ( 38.295940 sig out 1 act.) RANK 37 NODE 28 --> 36.341694 sigma in 45 act. ( 39.604328 sig out 1 act.) RANK 38 NODE 29 --> 26.050028 sigma in 45 act. ( 23.420803 sig out 1 act.) RANK 39 NODE 17 --> 22.460592 sigma in 45 act. ( 21.177608 sig out 1 act.) RANK 40 NODE 6 --> 17.304939 sigma in 45 act. ( 14.781132 sig out 1 act.) RANK 41 NODE 19 --> 16.132994 sigma in 45 act. ( 14.544214 sig out 1 act.) RANK 42 NODE 38 --> 15.777964 sigma in 45 act. ( 12.965295 sig out 1 act.) RANK 43 NODE 39 --> 12.793869 sigma in 45 act. ( 7.7709293 sig out 1 act.) RANK 44 NODE 7 --> 10.985118 sigma in 45 act. ( 3.4720476 sig out 1 act.) sorted by output significance RANK 1 NODE 42 --> 240.03461 sigma out 1 act.( 249.52036 sig in 45 act.) RANK 2 NODE 25 --> 220.43922 sigma out 1 act.( 245.91699 sig in 45 act.) RANK 3 NODE 26 --> 191.06917 sigma out 1 act.( 228.22188 sig in 45 act.) RANK 4 NODE 13 --> 149.87473 sigma out 1 act.( 133.18279 sig in 45 act.) RANK 5 NODE 30 --> 147.10416 sigma out 1 act.( 126.19751 sig in 45 act.) RANK 6 NODE 18 --> 141.97818 sigma out 1 act.( 144.10791 sig in 45 act.) RANK 7 NODE 14 --> 138.23244 sigma out 1 act.( 123.25565 sig in 45 act.) RANK 8 NODE 35 --> 137.57162 sigma out 1 act.( 129.02037 sig in 45 act.) RANK 9 NODE 24 --> 134.51463 sigma out 1 act.( 133.84763 sig in 45 act.) RANK 10 NODE 40 --> 133.46681 sigma out 1 act.( 104.56004 sig in 45 act.) RANK 11 NODE 4 --> 130.84320 sigma out 1 act.( 118.00608 sig in 45 act.) RANK 12 NODE 32 --> 126.90654 sigma out 1 act.( 111.05038 sig in 45 act.) RANK 13 NODE 43 --> 125.99771 sigma out 1 act.( 120.61183 sig in 45 act.) RANK 14 NODE 20 --> 125.93583 sigma out 1 act.( 134.39604 sig in 45 act.) RANK 15 NODE 27 --> 125.44174 sigma out 1 act.( 128.83803 sig in 45 act.) RANK 16 NODE 36 --> 103.74083 sigma out 1 act.( 108.04295 sig in 45 act.) RANK 17 NODE 22 --> 92.079636 sigma out 1 act.( 91.351349 sig in 45 act.) RANK 18 NODE 31 --> 91.382034 sigma out 1 act.( 98.350449 sig in 45 act.) RANK 19 NODE 3 --> 89.459328 sigma out 1 act.( 88.968369 sig in 45 act.) RANK 20 NODE 44 --> 86.070152 sigma out 1 act.( 79.460052 sig in 45 act.) RANK 21 NODE 21 --> 79.191071 sigma out 1 act.( 78.768417 sig in 45 act.) RANK 22 NODE 9 --> 77.580055 sigma out 1 act.( 87.882225 sig in 45 act.) RANK 23 NODE 1 --> 73.708771 sigma out 1 act.( 73.370987 sig in 45 act.) RANK 24 NODE 11 --> 72.058685 sigma out 1 act.( 61.925602 sig in 45 act.) RANK 25 NODE 23 --> 59.177105 sigma out 1 act.( 54.098560 sig in 45 act.) RANK 26 NODE 34 --> 56.784595 sigma out 1 act.( 56.327480 sig in 45 act.) RANK 27 NODE 37 --> 55.860001 sigma out 1 act.( 57.967907 sig in 45 act.) RANK 28 NODE 8 --> 54.969082 sigma out 1 act.( 49.345119 sig in 45 act.) RANK 29 NODE 10 --> 54.222614 sigma out 1 act.( 45.892780 sig in 45 act.) RANK 30 NODE 2 --> 52.595264 sigma out 1 act.( 52.319450 sig in 45 act.) RANK 31 NODE 15 --> 51.058762 sigma out 1 act.( 51.722641 sig in 45 act.) RANK 32 NODE 16 --> 50.146717 sigma out 1 act.( 54.408318 sig in 45 act.) RANK 33 NODE 33 --> 47.319405 sigma out 1 act.( 47.508259 sig in 45 act.) RANK 34 NODE 28 --> 39.604328 sigma out 1 act.( 36.341694 sig in 45 act.) RANK 35 NODE 41 --> 38.295940 sigma out 1 act.( 37.467697 sig in 45 act.) RANK 36 NODE 12 --> 38.016811 sigma out 1 act.( 39.779770 sig in 45 act.) RANK 37 NODE 5 --> 36.375328 sigma out 1 act.( 37.803619 sig in 45 act.) RANK 38 NODE 29 --> 23.420803 sigma out 1 act.( 26.050028 sig in 45 act.) RANK 39 NODE 17 --> 21.177608 sigma out 1 act.( 22.460592 sig in 45 act.) RANK 40 NODE 6 --> 14.781132 sigma out 1 act.( 17.304939 sig in 45 act.) RANK 41 NODE 19 --> 14.544214 sigma out 1 act.( 16.132994 sig in 45 act.) RANK 42 NODE 38 --> 12.965295 sigma out 1 act.( 15.777964 sig in 45 act.) RANK 43 NODE 39 --> 7.7709293 sigma out 1 act.( 12.793869 sig in 45 act.) RANK 44 NODE 7 --> 3.4720476 sigma out 1 act.( 10.985118 sig in 45 act.) RANK 1 NODE 1 --> 678.92542 sigma in 44 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.38956684 *** contribution from regularisation: 3.63498577E-03 *** contribution from error: -0.39320183 *** contribution from DIAG: 1.92187654E-04 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.39059743 *** contribution from regularisation: 3.16414866E-03 *** contribution from error: -0.39376158 *** contribution from DIAG: 1.96465684E-04 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.39128757 *** contribution from regularisation: 3.42527451E-03 *** contribution from error: -0.39471284 *** contribution from DIAG: 1.97049987E-04 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.39223382 *** contribution from regularisation: 3.38633265E-03 *** contribution from error: -0.39562014 *** contribution from DIAG: 1.99875940E-04 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.39316210 *** contribution from regularisation: 3.43044708E-03 *** contribution from error: -0.39659256 *** contribution from DIAG: 1.79519615E-04 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.39416686 *** contribution from regularisation: 3.30646639E-03 *** contribution from error: -0.39747334 *** contribution from DIAG: 1.82871081E-04 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.39472595 *** contribution from regularisation: 3.31216119E-03 *** contribution from error: -0.39803812 *** contribution from DIAG: 1.81285897E-04 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.39506817 *** contribution from regularisation: 3.31121939E-03 *** contribution from error: -0.39837939 *** contribution from DIAG: 1.77864204E-04 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.39588636 *** contribution from regularisation: 3.34123918E-03 *** contribution from error: -0.39922759 *** contribution from DIAG: 1.88926133E-04 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.39653528 *** contribution from regularisation: 3.33849620E-03 *** contribution from error: -0.39987376 *** contribution from DIAG: 1.89954633E-04 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 337.29950 sigma out 44 active outputs RANK 2 NODE 6 --> 246.74199 sigma out 44 active outputs RANK 3 NODE 4 --> 231.04118 sigma out 44 active outputs RANK 4 NODE 9 --> 218.54877 sigma out 44 active outputs RANK 5 NODE 2 --> 208.66548 sigma out 44 active outputs RANK 6 NODE 7 --> 208.05408 sigma out 44 active outputs RANK 7 NODE 5 --> 201.88292 sigma out 44 active outputs RANK 8 NODE 11 --> 187.96762 sigma out 44 active outputs RANK 9 NODE 8 --> 162.64742 sigma out 44 active outputs RANK 10 NODE 1 --> 154.80032 sigma out 44 active outputs RANK 11 NODE 10 --> 117.75344 sigma out 44 active outputs RANK 12 NODE 20 --> 109.89581 sigma out 44 active outputs RANK 13 NODE 12 --> 109.72950 sigma out 44 active outputs RANK 14 NODE 15 --> 98.197868 sigma out 44 active outputs RANK 15 NODE 14 --> 86.863976 sigma out 44 active outputs RANK 16 NODE 18 --> 81.740990 sigma out 44 active outputs RANK 17 NODE 23 --> 79.350540 sigma out 44 active outputs RANK 18 NODE 17 --> 75.252518 sigma out 44 active outputs RANK 19 NODE 22 --> 74.101105 sigma out 44 active outputs RANK 20 NODE 24 --> 67.739578 sigma out 44 active outputs RANK 21 NODE 13 --> 63.750053 sigma out 44 active outputs RANK 22 NODE 19 --> 63.548122 sigma out 44 active outputs RANK 23 NODE 30 --> 58.539848 sigma out 44 active outputs RANK 24 NODE 25 --> 55.476463 sigma out 44 active outputs RANK 25 NODE 29 --> 54.410622 sigma out 44 active outputs RANK 26 NODE 26 --> 51.257294 sigma out 44 active outputs RANK 27 NODE 27 --> 49.489952 sigma out 44 active outputs RANK 28 NODE 28 --> 47.330177 sigma out 44 active outputs RANK 29 NODE 31 --> 46.517838 sigma out 44 active outputs RANK 30 NODE 39 --> 46.305164 sigma out 44 active outputs RANK 31 NODE 16 --> 44.851982 sigma out 44 active outputs RANK 32 NODE 21 --> 39.066483 sigma out 44 active outputs RANK 33 NODE 35 --> 36.933014 sigma out 44 active outputs RANK 34 NODE 33 --> 36.834511 sigma out 44 active outputs RANK 35 NODE 42 --> 34.536335 sigma out 44 active outputs RANK 36 NODE 34 --> 32.109211 sigma out 44 active outputs RANK 37 NODE 37 --> 31.954975 sigma out 44 active outputs RANK 38 NODE 36 --> 31.604630 sigma out 44 active outputs RANK 39 NODE 38 --> 30.075926 sigma out 44 active outputs RANK 40 NODE 32 --> 29.445347 sigma out 44 active outputs RANK 41 NODE 41 --> 29.262548 sigma out 44 active outputs RANK 42 NODE 40 --> 21.575880 sigma out 44 active outputs RANK 43 NODE 44 --> 17.509424 sigma out 44 active outputs RANK 44 NODE 43 --> 13.005679 sigma out 44 active outputs RANK 45 NODE 45 --> 12.304053 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 42 --> 304.21814 sigma in 45 act. ( 296.04645 sig out 1 act.) RANK 2 NODE 26 --> 271.55853 sigma in 45 act. ( 228.96584 sig out 1 act.) RANK 3 NODE 25 --> 259.89679 sigma in 45 act. ( 234.40874 sig out 1 act.) RANK 4 NODE 14 --> 174.42574 sigma in 45 act. ( 185.77443 sig out 1 act.) RANK 5 NODE 35 --> 174.34831 sigma in 45 act. ( 172.62357 sig out 1 act.) RANK 6 NODE 43 --> 158.86076 sigma in 45 act. ( 167.63895 sig out 1 act.) RANK 7 NODE 18 --> 156.74838 sigma in 45 act. ( 154.78058 sig out 1 act.) RANK 8 NODE 27 --> 146.78079 sigma in 45 act. ( 143.87421 sig out 1 act.) RANK 9 NODE 4 --> 145.13852 sigma in 45 act. ( 163.52928 sig out 1 act.) RANK 10 NODE 20 --> 142.99915 sigma in 45 act. ( 131.84560 sig out 1 act.) RANK 11 NODE 30 --> 141.30757 sigma in 45 act. ( 163.69185 sig out 1 act.) RANK 12 NODE 3 --> 136.71371 sigma in 45 act. ( 135.87978 sig out 1 act.) RANK 13 NODE 24 --> 133.52827 sigma in 45 act. ( 131.78139 sig out 1 act.) RANK 14 NODE 13 --> 119.44122 sigma in 45 act. ( 136.10745 sig out 1 act.) RANK 15 NODE 32 --> 118.08811 sigma in 45 act. ( 132.51945 sig out 1 act.) RANK 16 NODE 31 --> 115.30965 sigma in 45 act. ( 107.96694 sig out 1 act.) RANK 17 NODE 36 --> 108.87214 sigma in 45 act. ( 105.47298 sig out 1 act.) RANK 18 NODE 40 --> 107.31716 sigma in 45 act. ( 127.25141 sig out 1 act.) RANK 19 NODE 22 --> 99.930840 sigma in 45 act. ( 106.50677 sig out 1 act.) RANK 20 NODE 44 --> 99.442024 sigma in 45 act. ( 111.81498 sig out 1 act.) RANK 21 NODE 21 --> 94.819725 sigma in 45 act. ( 97.584259 sig out 1 act.) RANK 22 NODE 1 --> 92.897011 sigma in 45 act. ( 92.320007 sig out 1 act.) RANK 23 NODE 9 --> 83.742363 sigma in 45 act. ( 74.630836 sig out 1 act.) RANK 24 NODE 11 --> 68.510536 sigma in 45 act. ( 81.279640 sig out 1 act.) RANK 25 NODE 15 --> 64.111023 sigma in 45 act. ( 62.507645 sig out 1 act.) RANK 26 NODE 33 --> 62.048702 sigma in 45 act. ( 61.755157 sig out 1 act.) RANK 27 NODE 16 --> 60.999081 sigma in 45 act. ( 55.929279 sig out 1 act.) RANK 28 NODE 34 --> 60.553677 sigma in 45 act. ( 60.421700 sig out 1 act.) RANK 29 NODE 2 --> 57.401592 sigma in 45 act. ( 57.847805 sig out 1 act.) RANK 30 NODE 37 --> 56.167625 sigma in 45 act. ( 53.898415 sig out 1 act.) RANK 31 NODE 10 --> 51.144173 sigma in 45 act. ( 61.778999 sig out 1 act.) RANK 32 NODE 8 --> 48.245647 sigma in 45 act. ( 56.397118 sig out 1 act.) RANK 33 NODE 5 --> 48.008095 sigma in 45 act. ( 47.881161 sig out 1 act.) RANK 34 NODE 23 --> 47.815205 sigma in 45 act. ( 52.906811 sig out 1 act.) RANK 35 NODE 41 --> 42.532063 sigma in 45 act. ( 44.446491 sig out 1 act.) RANK 36 NODE 12 --> 41.629696 sigma in 45 act. ( 39.535999 sig out 1 act.) RANK 37 NODE 28 --> 35.010319 sigma in 45 act. ( 38.140530 sig out 1 act.) RANK 38 NODE 17 --> 26.964003 sigma in 45 act. ( 26.259998 sig out 1 act.) RANK 39 NODE 29 --> 26.927179 sigma in 45 act. ( 25.031612 sig out 1 act.) RANK 40 NODE 38 --> 16.549799 sigma in 45 act. ( 14.233609 sig out 1 act.) RANK 41 NODE 6 --> 12.530132 sigma in 45 act. ( 9.1557350 sig out 1 act.) RANK 42 NODE 19 --> 12.385352 sigma in 45 act. ( 10.215990 sig out 1 act.) RANK 43 NODE 39 --> 10.445387 sigma in 45 act. ( 3.4192834 sig out 1 act.) RANK 44 NODE 7 --> 9.9144831 sigma in 45 act. ( 0.14659731 sig out 1 act.) sorted by output significance RANK 1 NODE 42 --> 296.04645 sigma out 1 act.( 304.21814 sig in 45 act.) RANK 2 NODE 25 --> 234.40874 sigma out 1 act.( 259.89679 sig in 45 act.) RANK 3 NODE 26 --> 228.96584 sigma out 1 act.( 271.55853 sig in 45 act.) RANK 4 NODE 14 --> 185.77443 sigma out 1 act.( 174.42574 sig in 45 act.) RANK 5 NODE 35 --> 172.62357 sigma out 1 act.( 174.34831 sig in 45 act.) RANK 6 NODE 43 --> 167.63895 sigma out 1 act.( 158.86076 sig in 45 act.) RANK 7 NODE 30 --> 163.69185 sigma out 1 act.( 141.30757 sig in 45 act.) RANK 8 NODE 4 --> 163.52928 sigma out 1 act.( 145.13852 sig in 45 act.) RANK 9 NODE 18 --> 154.78058 sigma out 1 act.( 156.74838 sig in 45 act.) RANK 10 NODE 27 --> 143.87421 sigma out 1 act.( 146.78079 sig in 45 act.) RANK 11 NODE 13 --> 136.10745 sigma out 1 act.( 119.44122 sig in 45 act.) RANK 12 NODE 3 --> 135.87978 sigma out 1 act.( 136.71371 sig in 45 act.) RANK 13 NODE 32 --> 132.51945 sigma out 1 act.( 118.08811 sig in 45 act.) RANK 14 NODE 20 --> 131.84560 sigma out 1 act.( 142.99915 sig in 45 act.) RANK 15 NODE 24 --> 131.78139 sigma out 1 act.( 133.52827 sig in 45 act.) RANK 16 NODE 40 --> 127.25141 sigma out 1 act.( 107.31716 sig in 45 act.) RANK 17 NODE 44 --> 111.81498 sigma out 1 act.( 99.442024 sig in 45 act.) RANK 18 NODE 31 --> 107.96694 sigma out 1 act.( 115.30965 sig in 45 act.) RANK 19 NODE 22 --> 106.50677 sigma out 1 act.( 99.930840 sig in 45 act.) RANK 20 NODE 36 --> 105.47298 sigma out 1 act.( 108.87214 sig in 45 act.) RANK 21 NODE 21 --> 97.584259 sigma out 1 act.( 94.819725 sig in 45 act.) RANK 22 NODE 1 --> 92.320007 sigma out 1 act.( 92.897011 sig in 45 act.) RANK 23 NODE 11 --> 81.279640 sigma out 1 act.( 68.510536 sig in 45 act.) RANK 24 NODE 9 --> 74.630836 sigma out 1 act.( 83.742363 sig in 45 act.) RANK 25 NODE 15 --> 62.507645 sigma out 1 act.( 64.111023 sig in 45 act.) RANK 26 NODE 10 --> 61.778999 sigma out 1 act.( 51.144173 sig in 45 act.) RANK 27 NODE 33 --> 61.755157 sigma out 1 act.( 62.048702 sig in 45 act.) RANK 28 NODE 34 --> 60.421700 sigma out 1 act.( 60.553677 sig in 45 act.) RANK 29 NODE 2 --> 57.847805 sigma out 1 act.( 57.401592 sig in 45 act.) RANK 30 NODE 8 --> 56.397118 sigma out 1 act.( 48.245647 sig in 45 act.) RANK 31 NODE 16 --> 55.929279 sigma out 1 act.( 60.999081 sig in 45 act.) RANK 32 NODE 37 --> 53.898415 sigma out 1 act.( 56.167625 sig in 45 act.) RANK 33 NODE 23 --> 52.906811 sigma out 1 act.( 47.815205 sig in 45 act.) RANK 34 NODE 5 --> 47.881161 sigma out 1 act.( 48.008095 sig in 45 act.) RANK 35 NODE 41 --> 44.446491 sigma out 1 act.( 42.532063 sig in 45 act.) RANK 36 NODE 12 --> 39.535999 sigma out 1 act.( 41.629696 sig in 45 act.) RANK 37 NODE 28 --> 38.140530 sigma out 1 act.( 35.010319 sig in 45 act.) RANK 38 NODE 17 --> 26.259998 sigma out 1 act.( 26.964003 sig in 45 act.) RANK 39 NODE 29 --> 25.031612 sigma out 1 act.( 26.927179 sig in 45 act.) RANK 40 NODE 38 --> 14.233609 sigma out 1 act.( 16.549799 sig in 45 act.) RANK 41 NODE 19 --> 10.215990 sigma out 1 act.( 12.385352 sig in 45 act.) RANK 42 NODE 6 --> 9.1557350 sigma out 1 act.( 12.530132 sig in 45 act.) RANK 43 NODE 39 --> 3.4192834 sigma out 1 act.( 10.445387 sig in 45 act.) RANK 44 NODE 7 --> 0.14659731 sigma out 1 act.( 9.9144831 sig in 45 act.) RANK 1 NODE 1 --> 779.43439 sigma in 44 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.39682555 *** contribution from regularisation: 3.39997141E-03 *** contribution from error: -0.40022552 *** contribution from DIAG: 1.93653032E-04 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.39803562 *** contribution from regularisation: 3.31975287E-03 *** contribution from error: -0.40135536 *** contribution from DIAG: 1.93007581E-04 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.39883995 *** contribution from regularisation: 3.33566056E-03 *** contribution from error: -0.40217561 *** contribution from DIAG: 1.92059932E-04 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.40001869 *** contribution from regularisation: 3.41540901E-03 *** contribution from error: -0.40343410 *** contribution from DIAG: 1.87330588E-04 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.40036398 *** contribution from regularisation: 3.46835027E-03 *** contribution from error: -0.40383235 *** contribution from DIAG: 1.85073382E-04 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.40172014 *** contribution from regularisation: 3.33530200E-03 *** contribution from error: -0.40505543 *** contribution from DIAG: 1.88740363E-04 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.40225556 *** contribution from regularisation: 3.35099292E-03 *** contribution from error: -0.40560657 *** contribution from DIAG: 1.95993212E-04 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.40278915 *** contribution from regularisation: 3.39441025E-03 *** contribution from error: -0.40618357 *** contribution from DIAG: 2.00532493E-04 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.40366143 *** contribution from regularisation: 3.42514459E-03 *** contribution from error: -0.40708658 *** contribution from DIAG: 1.95490211E-04 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.40313464 *** contribution from regularisation: 3.58717935E-03 *** contribution from error: -0.40672183 *** contribution from DIAG: 2.07604811E-04 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 366.21313 sigma out 44 active outputs RANK 2 NODE 7 --> 309.97275 sigma out 44 active outputs RANK 3 NODE 9 --> 288.06097 sigma out 44 active outputs RANK 4 NODE 4 --> 279.36502 sigma out 44 active outputs RANK 5 NODE 6 --> 274.70438 sigma out 44 active outputs RANK 6 NODE 2 --> 264.51221 sigma out 44 active outputs RANK 7 NODE 11 --> 256.69211 sigma out 44 active outputs RANK 8 NODE 5 --> 234.65277 sigma out 44 active outputs RANK 9 NODE 1 --> 219.82939 sigma out 44 active outputs RANK 10 NODE 8 --> 210.03569 sigma out 44 active outputs RANK 11 NODE 12 --> 145.78082 sigma out 44 active outputs RANK 12 NODE 10 --> 143.89819 sigma out 44 active outputs RANK 13 NODE 20 --> 134.04869 sigma out 44 active outputs RANK 14 NODE 15 --> 117.29013 sigma out 44 active outputs RANK 15 NODE 14 --> 99.491791 sigma out 44 active outputs RANK 16 NODE 18 --> 97.667229 sigma out 44 active outputs RANK 17 NODE 19 --> 95.520927 sigma out 44 active outputs RANK 18 NODE 23 --> 89.886307 sigma out 44 active outputs RANK 19 NODE 22 --> 88.009254 sigma out 44 active outputs RANK 20 NODE 24 --> 85.223663 sigma out 44 active outputs RANK 21 NODE 13 --> 83.248169 sigma out 44 active outputs RANK 22 NODE 17 --> 82.630051 sigma out 44 active outputs RANK 23 NODE 30 --> 73.179459 sigma out 44 active outputs RANK 24 NODE 29 --> 63.658707 sigma out 44 active outputs RANK 25 NODE 27 --> 57.543961 sigma out 44 active outputs RANK 26 NODE 25 --> 56.093391 sigma out 44 active outputs RANK 27 NODE 31 --> 53.690819 sigma out 44 active outputs RANK 28 NODE 28 --> 52.080612 sigma out 44 active outputs RANK 29 NODE 16 --> 49.235962 sigma out 44 active outputs RANK 30 NODE 26 --> 49.011215 sigma out 44 active outputs RANK 31 NODE 33 --> 48.012131 sigma out 44 active outputs RANK 32 NODE 39 --> 46.420509 sigma out 44 active outputs RANK 33 NODE 21 --> 44.349106 sigma out 44 active outputs RANK 34 NODE 35 --> 40.686958 sigma out 44 active outputs RANK 35 NODE 36 --> 35.712227 sigma out 44 active outputs RANK 36 NODE 42 --> 34.575649 sigma out 44 active outputs RANK 37 NODE 32 --> 33.707878 sigma out 44 active outputs RANK 38 NODE 41 --> 33.248405 sigma out 44 active outputs RANK 39 NODE 37 --> 32.351059 sigma out 44 active outputs RANK 40 NODE 34 --> 31.049738 sigma out 44 active outputs RANK 41 NODE 38 --> 30.949184 sigma out 44 active outputs RANK 42 NODE 40 --> 24.691713 sigma out 44 active outputs RANK 43 NODE 44 --> 16.449541 sigma out 44 active outputs RANK 44 NODE 43 --> 12.807580 sigma out 44 active outputs RANK 45 NODE 45 --> 12.765258 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 42 --> 346.59406 sigma in 45 act. ( 328.71954 sig out 1 act.) RANK 2 NODE 26 --> 319.45779 sigma in 45 act. ( 266.34265 sig out 1 act.) RANK 3 NODE 14 --> 293.59808 sigma in 45 act. ( 268.34723 sig out 1 act.) RANK 4 NODE 25 --> 272.11646 sigma in 45 act. ( 255.19087 sig out 1 act.) RANK 5 NODE 35 --> 253.91515 sigma in 45 act. ( 233.76959 sig out 1 act.) RANK 6 NODE 3 --> 253.73830 sigma in 45 act. ( 240.06424 sig out 1 act.) RANK 7 NODE 4 --> 205.70258 sigma in 45 act. ( 218.45850 sig out 1 act.) RANK 8 NODE 43 --> 190.27441 sigma in 45 act. ( 207.08366 sig out 1 act.) RANK 9 NODE 18 --> 182.40948 sigma in 45 act. ( 183.50052 sig out 1 act.) RANK 10 NODE 20 --> 172.53616 sigma in 45 act. ( 160.49200 sig out 1 act.) RANK 11 NODE 27 --> 170.40445 sigma in 45 act. ( 167.58757 sig out 1 act.) RANK 12 NODE 31 --> 168.84967 sigma in 45 act. ( 161.85976 sig out 1 act.) RANK 13 NODE 30 --> 143.37753 sigma in 45 act. ( 166.32306 sig out 1 act.) RANK 14 NODE 21 --> 142.20531 sigma in 45 act. ( 149.79251 sig out 1 act.) RANK 15 NODE 44 --> 140.82404 sigma in 45 act. ( 162.61415 sig out 1 act.) RANK 16 NODE 32 --> 136.38606 sigma in 45 act. ( 148.88269 sig out 1 act.) RANK 17 NODE 1 --> 128.16893 sigma in 45 act. ( 121.58176 sig out 1 act.) RANK 18 NODE 24 --> 121.15598 sigma in 45 act. ( 118.41115 sig out 1 act.) RANK 19 NODE 40 --> 119.51088 sigma in 45 act. ( 129.72855 sig out 1 act.) RANK 20 NODE 22 --> 108.55108 sigma in 45 act. ( 123.38696 sig out 1 act.) RANK 21 NODE 13 --> 105.27159 sigma in 45 act. ( 114.01511 sig out 1 act.) RANK 22 NODE 36 --> 97.767654 sigma in 45 act. ( 93.479927 sig out 1 act.) RANK 23 NODE 9 --> 91.551865 sigma in 45 act. ( 83.221527 sig out 1 act.) RANK 24 NODE 33 --> 81.393913 sigma in 45 act. ( 80.371857 sig out 1 act.) RANK 25 NODE 34 --> 80.418518 sigma in 45 act. ( 78.793503 sig out 1 act.) RANK 26 NODE 11 --> 78.566444 sigma in 45 act. ( 92.034599 sig out 1 act.) RANK 27 NODE 2 --> 76.802940 sigma in 45 act. ( 76.905495 sig out 1 act.) RANK 28 NODE 15 --> 69.847519 sigma in 45 act. ( 66.209404 sig out 1 act.) RANK 29 NODE 16 --> 69.159691 sigma in 45 act. ( 63.554531 sig out 1 act.) RANK 30 NODE 10 --> 59.530163 sigma in 45 act. ( 75.664093 sig out 1 act.) RANK 31 NODE 5 --> 56.646854 sigma in 45 act. ( 57.087452 sig out 1 act.) RANK 32 NODE 37 --> 55.480072 sigma in 45 act. ( 53.005745 sig out 1 act.) RANK 33 NODE 8 --> 54.294983 sigma in 45 act. ( 65.956810 sig out 1 act.) RANK 34 NODE 41 --> 49.564980 sigma in 45 act. ( 54.515114 sig out 1 act.) RANK 35 NODE 12 --> 38.228939 sigma in 45 act. ( 36.526886 sig out 1 act.) RANK 36 NODE 28 --> 34.014370 sigma in 45 act. ( 36.286198 sig out 1 act.) RANK 37 NODE 23 --> 33.850471 sigma in 45 act. ( 37.650402 sig out 1 act.) RANK 38 NODE 29 --> 32.012100 sigma in 45 act. ( 30.679337 sig out 1 act.) RANK 39 NODE 17 --> 28.654552 sigma in 45 act. ( 28.475208 sig out 1 act.) RANK 40 NODE 19 --> 17.562582 sigma in 45 act. ( 17.083981 sig out 1 act.) RANK 41 NODE 38 --> 15.021522 sigma in 45 act. ( 12.743041 sig out 1 act.) RANK 42 NODE 6 --> 14.250108 sigma in 45 act. ( 12.240945 sig out 1 act.) RANK 43 NODE 7 --> 9.8086147 sigma in 45 act. ( 4.4212918 sig out 1 act.) RANK 44 NODE 39 --> 9.4239531 sigma in 45 act. ( 3.2827897 sig out 1 act.) sorted by output significance RANK 1 NODE 42 --> 328.71954 sigma out 1 act.( 346.59406 sig in 45 act.) RANK 2 NODE 14 --> 268.34723 sigma out 1 act.( 293.59808 sig in 45 act.) RANK 3 NODE 26 --> 266.34265 sigma out 1 act.( 319.45779 sig in 45 act.) RANK 4 NODE 25 --> 255.19087 sigma out 1 act.( 272.11646 sig in 45 act.) RANK 5 NODE 3 --> 240.06424 sigma out 1 act.( 253.73830 sig in 45 act.) RANK 6 NODE 35 --> 233.76959 sigma out 1 act.( 253.91515 sig in 45 act.) RANK 7 NODE 4 --> 218.45850 sigma out 1 act.( 205.70258 sig in 45 act.) RANK 8 NODE 43 --> 207.08366 sigma out 1 act.( 190.27441 sig in 45 act.) RANK 9 NODE 18 --> 183.50052 sigma out 1 act.( 182.40948 sig in 45 act.) RANK 10 NODE 27 --> 167.58757 sigma out 1 act.( 170.40445 sig in 45 act.) RANK 11 NODE 30 --> 166.32306 sigma out 1 act.( 143.37753 sig in 45 act.) RANK 12 NODE 44 --> 162.61415 sigma out 1 act.( 140.82404 sig in 45 act.) RANK 13 NODE 31 --> 161.85976 sigma out 1 act.( 168.84967 sig in 45 act.) RANK 14 NODE 20 --> 160.49200 sigma out 1 act.( 172.53616 sig in 45 act.) RANK 15 NODE 21 --> 149.79251 sigma out 1 act.( 142.20531 sig in 45 act.) RANK 16 NODE 32 --> 148.88269 sigma out 1 act.( 136.38606 sig in 45 act.) RANK 17 NODE 40 --> 129.72855 sigma out 1 act.( 119.51088 sig in 45 act.) RANK 18 NODE 22 --> 123.38696 sigma out 1 act.( 108.55108 sig in 45 act.) RANK 19 NODE 1 --> 121.58176 sigma out 1 act.( 128.16893 sig in 45 act.) RANK 20 NODE 24 --> 118.41115 sigma out 1 act.( 121.15598 sig in 45 act.) RANK 21 NODE 13 --> 114.01511 sigma out 1 act.( 105.27159 sig in 45 act.) RANK 22 NODE 36 --> 93.479927 sigma out 1 act.( 97.767654 sig in 45 act.) RANK 23 NODE 11 --> 92.034599 sigma out 1 act.( 78.566444 sig in 45 act.) RANK 24 NODE 9 --> 83.221527 sigma out 1 act.( 91.551865 sig in 45 act.) RANK 25 NODE 33 --> 80.371857 sigma out 1 act.( 81.393913 sig in 45 act.) RANK 26 NODE 34 --> 78.793503 sigma out 1 act.( 80.418518 sig in 45 act.) RANK 27 NODE 2 --> 76.905495 sigma out 1 act.( 76.802940 sig in 45 act.) RANK 28 NODE 10 --> 75.664093 sigma out 1 act.( 59.530163 sig in 45 act.) RANK 29 NODE 15 --> 66.209404 sigma out 1 act.( 69.847519 sig in 45 act.) RANK 30 NODE 8 --> 65.956810 sigma out 1 act.( 54.294983 sig in 45 act.) RANK 31 NODE 16 --> 63.554531 sigma out 1 act.( 69.159691 sig in 45 act.) RANK 32 NODE 5 --> 57.087452 sigma out 1 act.( 56.646854 sig in 45 act.) RANK 33 NODE 41 --> 54.515114 sigma out 1 act.( 49.564980 sig in 45 act.) RANK 34 NODE 37 --> 53.005745 sigma out 1 act.( 55.480072 sig in 45 act.) RANK 35 NODE 23 --> 37.650402 sigma out 1 act.( 33.850471 sig in 45 act.) RANK 36 NODE 12 --> 36.526886 sigma out 1 act.( 38.228939 sig in 45 act.) RANK 37 NODE 28 --> 36.286198 sigma out 1 act.( 34.014370 sig in 45 act.) RANK 38 NODE 29 --> 30.679337 sigma out 1 act.( 32.012100 sig in 45 act.) RANK 39 NODE 17 --> 28.475208 sigma out 1 act.( 28.654552 sig in 45 act.) RANK 40 NODE 19 --> 17.083981 sigma out 1 act.( 17.562582 sig in 45 act.) RANK 41 NODE 38 --> 12.743041 sigma out 1 act.( 15.021522 sig in 45 act.) RANK 42 NODE 6 --> 12.240945 sigma out 1 act.( 14.250108 sig in 45 act.) RANK 43 NODE 7 --> 4.4212918 sigma out 1 act.( 9.8086147 sig in 45 act.) RANK 44 NODE 39 --> 3.2827897 sigma out 1 act.( 9.4239531 sig in 45 act.) RANK 1 NODE 1 --> 939.15216 sigma in 44 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.40449265 *** contribution from regularisation: 3.28144105E-03 *** contribution from error: -0.40777409 *** contribution from DIAG: 2.03647956E-04 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.40544769 *** contribution from regularisation: 3.48738837E-03 *** contribution from error: -0.40893507 *** contribution from DIAG: 1.98209571E-04 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.40607974 *** contribution from regularisation: 3.41402274E-03 *** contribution from error: -0.40949377 *** contribution from DIAG: 1.95404631E-04 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.40708160 *** contribution from regularisation: 3.43842618E-03 *** contribution from error: -0.41052002 *** contribution from DIAG: 1.85068973E-04 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.40710968 *** contribution from regularisation: 3.48122092E-03 *** contribution from error: -0.41059089 *** contribution from DIAG: 1.80525458E-04 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.40759140 *** contribution from regularisation: 3.37755284E-03 *** contribution from error: -0.41096896 *** contribution from DIAG: 1.81402065E-04 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.40814662 *** contribution from regularisation: 3.43837822E-03 *** contribution from error: -0.41158500 *** contribution from DIAG: 1.76207250E-04 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.40915811 *** contribution from regularisation: 3.48455319E-03 *** contribution from error: -0.41264266 *** contribution from DIAG: 1.72513013E-04 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.40880817 *** contribution from regularisation: 3.48436437E-03 *** contribution from error: -0.41229254 *** contribution from DIAG: 1.72768690E-04 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.40958595 *** contribution from regularisation: 3.40076489E-03 *** contribution from error: -0.41298673 *** contribution from DIAG: 1.70889602E-04 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 372.50629 sigma out 44 active outputs RANK 2 NODE 3 --> 364.82492 sigma out 44 active outputs RANK 3 NODE 4 --> 312.62296 sigma out 44 active outputs RANK 4 NODE 6 --> 288.62048 sigma out 44 active outputs RANK 5 NODE 9 --> 288.06223 sigma out 44 active outputs RANK 6 NODE 5 --> 279.90610 sigma out 44 active outputs RANK 7 NODE 2 --> 274.90231 sigma out 44 active outputs RANK 8 NODE 11 --> 274.50299 sigma out 44 active outputs RANK 9 NODE 1 --> 266.84186 sigma out 44 active outputs RANK 10 NODE 8 --> 217.46007 sigma out 44 active outputs RANK 11 NODE 12 --> 166.21770 sigma out 44 active outputs RANK 12 NODE 10 --> 157.78560 sigma out 44 active outputs RANK 13 NODE 20 --> 143.08662 sigma out 44 active outputs RANK 14 NODE 15 --> 124.59966 sigma out 44 active outputs RANK 15 NODE 18 --> 116.87949 sigma out 44 active outputs RANK 16 NODE 19 --> 112.32659 sigma out 44 active outputs RANK 17 NODE 14 --> 109.99088 sigma out 44 active outputs RANK 18 NODE 23 --> 95.250587 sigma out 44 active outputs RANK 19 NODE 22 --> 93.869408 sigma out 44 active outputs RANK 20 NODE 13 --> 91.065941 sigma out 44 active outputs RANK 21 NODE 17 --> 89.568016 sigma out 44 active outputs RANK 22 NODE 24 --> 88.262756 sigma out 44 active outputs RANK 23 NODE 30 --> 79.683167 sigma out 44 active outputs RANK 24 NODE 29 --> 69.537918 sigma out 44 active outputs RANK 25 NODE 27 --> 63.713882 sigma out 44 active outputs RANK 26 NODE 25 --> 58.569153 sigma out 44 active outputs RANK 27 NODE 31 --> 58.431416 sigma out 44 active outputs RANK 28 NODE 28 --> 56.465565 sigma out 44 active outputs RANK 29 NODE 33 --> 54.597923 sigma out 44 active outputs RANK 30 NODE 16 --> 53.394867 sigma out 44 active outputs RANK 31 NODE 21 --> 51.248989 sigma out 44 active outputs RANK 32 NODE 39 --> 47.919823 sigma out 44 active outputs RANK 33 NODE 26 --> 47.763321 sigma out 44 active outputs RANK 34 NODE 35 --> 42.187157 sigma out 44 active outputs RANK 35 NODE 36 --> 38.978966 sigma out 44 active outputs RANK 36 NODE 32 --> 37.665340 sigma out 44 active outputs RANK 37 NODE 41 --> 33.028225 sigma out 44 active outputs RANK 38 NODE 37 --> 32.773396 sigma out 44 active outputs RANK 39 NODE 34 --> 31.361097 sigma out 44 active outputs RANK 40 NODE 38 --> 30.969906 sigma out 44 active outputs RANK 41 NODE 42 --> 28.715307 sigma out 44 active outputs RANK 42 NODE 40 --> 25.106888 sigma out 44 active outputs RANK 43 NODE 44 --> 15.422953 sigma out 44 active outputs RANK 44 NODE 43 --> 12.814497 sigma out 44 active outputs RANK 45 NODE 45 --> 12.541924 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 26 --> 341.38043 sigma in 45 act. ( 277.84991 sig out 1 act.) RANK 2 NODE 14 --> 340.89362 sigma in 45 act. ( 291.62201 sig out 1 act.) RANK 3 NODE 3 --> 318.03198 sigma in 45 act. ( 287.53806 sig out 1 act.) RANK 4 NODE 42 --> 309.03394 sigma in 45 act. ( 283.04755 sig out 1 act.) RANK 5 NODE 35 --> 262.83170 sigma in 45 act. ( 237.97134 sig out 1 act.) RANK 6 NODE 25 --> 257.50711 sigma in 45 act. ( 242.10057 sig out 1 act.) RANK 7 NODE 4 --> 238.04362 sigma in 45 act. ( 241.86055 sig out 1 act.) RANK 8 NODE 31 --> 221.14862 sigma in 45 act. ( 208.78123 sig out 1 act.) RANK 9 NODE 18 --> 207.49620 sigma in 45 act. ( 209.18121 sig out 1 act.) RANK 10 NODE 43 --> 200.51222 sigma in 45 act. ( 213.30791 sig out 1 act.) RANK 11 NODE 21 --> 196.02577 sigma in 45 act. ( 204.79773 sig out 1 act.) RANK 12 NODE 20 --> 192.23100 sigma in 45 act. ( 174.98512 sig out 1 act.) RANK 13 NODE 27 --> 184.30960 sigma in 45 act. ( 179.14929 sig out 1 act.) RANK 14 NODE 44 --> 172.39497 sigma in 45 act. ( 198.16991 sig out 1 act.) RANK 15 NODE 32 --> 158.91028 sigma in 45 act. ( 174.89583 sig out 1 act.) RANK 16 NODE 1 --> 155.68552 sigma in 45 act. ( 149.46825 sig out 1 act.) RANK 17 NODE 40 --> 145.71901 sigma in 45 act. ( 154.45956 sig out 1 act.) RANK 18 NODE 30 --> 140.26184 sigma in 45 act. ( 165.27547 sig out 1 act.) RANK 19 NODE 24 --> 120.72285 sigma in 45 act. ( 114.04097 sig out 1 act.) RANK 20 NODE 22 --> 102.39655 sigma in 45 act. ( 112.89572 sig out 1 act.) RANK 21 NODE 9 --> 96.541481 sigma in 45 act. ( 89.186646 sig out 1 act.) RANK 22 NODE 2 --> 95.695923 sigma in 45 act. ( 94.563972 sig out 1 act.) RANK 23 NODE 33 --> 93.674301 sigma in 45 act. ( 91.509850 sig out 1 act.) RANK 24 NODE 13 --> 91.205505 sigma in 45 act. ( 94.059959 sig out 1 act.) RANK 25 NODE 34 --> 90.224487 sigma in 45 act. ( 85.623413 sig out 1 act.) RANK 26 NODE 36 --> 88.848923 sigma in 45 act. ( 81.360130 sig out 1 act.) RANK 27 NODE 16 --> 84.114891 sigma in 45 act. ( 79.143913 sig out 1 act.) RANK 28 NODE 11 --> 78.693153 sigma in 45 act. ( 91.221794 sig out 1 act.) RANK 29 NODE 15 --> 67.986511 sigma in 45 act. ( 62.487759 sig out 1 act.) RANK 30 NODE 10 --> 64.382088 sigma in 45 act. ( 81.324493 sig out 1 act.) RANK 31 NODE 5 --> 57.729164 sigma in 45 act. ( 58.805325 sig out 1 act.) RANK 32 NODE 41 --> 55.794189 sigma in 45 act. ( 61.309956 sig out 1 act.) RANK 33 NODE 8 --> 55.273590 sigma in 45 act. ( 66.699951 sig out 1 act.) RANK 34 NODE 37 --> 53.501896 sigma in 45 act. ( 50.435802 sig out 1 act.) RANK 35 NODE 12 --> 41.501778 sigma in 45 act. ( 40.959999 sig out 1 act.) RANK 36 NODE 28 --> 38.249962 sigma in 45 act. ( 41.422531 sig out 1 act.) RANK 37 NODE 29 --> 33.896248 sigma in 45 act. ( 32.635746 sig out 1 act.) RANK 38 NODE 23 --> 32.819756 sigma in 45 act. ( 37.229198 sig out 1 act.) RANK 39 NODE 17 --> 32.402164 sigma in 45 act. ( 32.388432 sig out 1 act.) RANK 40 NODE 19 --> 21.437397 sigma in 45 act. ( 21.579855 sig out 1 act.) RANK 41 NODE 38 --> 14.234002 sigma in 45 act. ( 11.957031 sig out 1 act.) RANK 42 NODE 7 --> 12.703301 sigma in 45 act. ( 10.432104 sig out 1 act.) RANK 43 NODE 6 --> 12.444927 sigma in 45 act. ( 10.234576 sig out 1 act.) RANK 44 NODE 39 --> 9.6152325 sigma in 45 act. ( 5.1627140 sig out 1 act.) sorted by output significance RANK 1 NODE 14 --> 291.62201 sigma out 1 act.( 340.89362 sig in 45 act.) RANK 2 NODE 3 --> 287.53806 sigma out 1 act.( 318.03198 sig in 45 act.) RANK 3 NODE 42 --> 283.04755 sigma out 1 act.( 309.03394 sig in 45 act.) RANK 4 NODE 26 --> 277.84991 sigma out 1 act.( 341.38043 sig in 45 act.) RANK 5 NODE 25 --> 242.10057 sigma out 1 act.( 257.50711 sig in 45 act.) RANK 6 NODE 4 --> 241.86055 sigma out 1 act.( 238.04362 sig in 45 act.) RANK 7 NODE 35 --> 237.97134 sigma out 1 act.( 262.83170 sig in 45 act.) RANK 8 NODE 43 --> 213.30791 sigma out 1 act.( 200.51222 sig in 45 act.) RANK 9 NODE 18 --> 209.18121 sigma out 1 act.( 207.49620 sig in 45 act.) RANK 10 NODE 31 --> 208.78123 sigma out 1 act.( 221.14862 sig in 45 act.) RANK 11 NODE 21 --> 204.79773 sigma out 1 act.( 196.02577 sig in 45 act.) RANK 12 NODE 44 --> 198.16991 sigma out 1 act.( 172.39497 sig in 45 act.) RANK 13 NODE 27 --> 179.14929 sigma out 1 act.( 184.30960 sig in 45 act.) RANK 14 NODE 20 --> 174.98512 sigma out 1 act.( 192.23100 sig in 45 act.) RANK 15 NODE 32 --> 174.89583 sigma out 1 act.( 158.91028 sig in 45 act.) RANK 16 NODE 30 --> 165.27547 sigma out 1 act.( 140.26184 sig in 45 act.) RANK 17 NODE 40 --> 154.45956 sigma out 1 act.( 145.71901 sig in 45 act.) RANK 18 NODE 1 --> 149.46825 sigma out 1 act.( 155.68552 sig in 45 act.) RANK 19 NODE 24 --> 114.04097 sigma out 1 act.( 120.72285 sig in 45 act.) RANK 20 NODE 22 --> 112.89572 sigma out 1 act.( 102.39655 sig in 45 act.) RANK 21 NODE 2 --> 94.563972 sigma out 1 act.( 95.695923 sig in 45 act.) RANK 22 NODE 13 --> 94.059959 sigma out 1 act.( 91.205505 sig in 45 act.) RANK 23 NODE 33 --> 91.509850 sigma out 1 act.( 93.674301 sig in 45 act.) RANK 24 NODE 11 --> 91.221794 sigma out 1 act.( 78.693153 sig in 45 act.) RANK 25 NODE 9 --> 89.186646 sigma out 1 act.( 96.541481 sig in 45 act.) RANK 26 NODE 34 --> 85.623413 sigma out 1 act.( 90.224487 sig in 45 act.) RANK 27 NODE 36 --> 81.360130 sigma out 1 act.( 88.848923 sig in 45 act.) RANK 28 NODE 10 --> 81.324493 sigma out 1 act.( 64.382088 sig in 45 act.) RANK 29 NODE 16 --> 79.143913 sigma out 1 act.( 84.114891 sig in 45 act.) RANK 30 NODE 8 --> 66.699951 sigma out 1 act.( 55.273590 sig in 45 act.) RANK 31 NODE 15 --> 62.487759 sigma out 1 act.( 67.986511 sig in 45 act.) RANK 32 NODE 41 --> 61.309956 sigma out 1 act.( 55.794189 sig in 45 act.) RANK 33 NODE 5 --> 58.805325 sigma out 1 act.( 57.729164 sig in 45 act.) RANK 34 NODE 37 --> 50.435802 sigma out 1 act.( 53.501896 sig in 45 act.) RANK 35 NODE 28 --> 41.422531 sigma out 1 act.( 38.249962 sig in 45 act.) RANK 36 NODE 12 --> 40.959999 sigma out 1 act.( 41.501778 sig in 45 act.) RANK 37 NODE 23 --> 37.229198 sigma out 1 act.( 32.819756 sig in 45 act.) RANK 38 NODE 29 --> 32.635746 sigma out 1 act.( 33.896248 sig in 45 act.) RANK 39 NODE 17 --> 32.388432 sigma out 1 act.( 32.402164 sig in 45 act.) RANK 40 NODE 19 --> 21.579855 sigma out 1 act.( 21.437397 sig in 45 act.) RANK 41 NODE 38 --> 11.957031 sigma out 1 act.( 14.234002 sig in 45 act.) RANK 42 NODE 7 --> 10.432104 sigma out 1 act.( 12.703301 sig in 45 act.) RANK 43 NODE 6 --> 10.234576 sigma out 1 act.( 12.444927 sig in 45 act.) RANK 44 NODE 39 --> 5.1627140 sigma out 1 act.( 9.6152325 sig in 45 act.) RANK 1 NODE 1 --> 1000.2651 sigma in 44 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.40989199 *** contribution from regularisation: 3.43402987E-03 *** contribution from error: -0.41332603 *** contribution from DIAG: 1.70687737E-04 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.41033474 *** contribution from regularisation: 3.44093936E-03 *** contribution from error: -0.41377568 *** contribution from DIAG: 1.67414895E-04 *********************************************** --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.41070652 *** contribution from regularisation: 3.43874632E-03 *** contribution from error: -0.41414526 *** contribution from DIAG: 1.63275210E-04 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.41135895 *** contribution from regularisation: 3.46075278E-03 *** contribution from error: -0.41481972 *** contribution from DIAG: 1.57734888E-04 *********************************************** --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.41168368 *** contribution from regularisation: 3.44466721E-03 *** contribution from error: -0.41512835 *** contribution from DIAG: 1.56920636E-04 *********************************************** --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.41199633 *** contribution from regularisation: 3.43486830E-03 *** contribution from error: -0.41543120 *** contribution from DIAG: 1.57438437E-04 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.41282687 *** contribution from regularisation: 3.45778698E-03 *** contribution from error: -0.41628465 *** contribution from DIAG: 1.64989586E-04 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.41255683 *** contribution from regularisation: 3.48865194E-03 *** contribution from error: -0.41604549 *** contribution from DIAG: 1.69490057E-04 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.41310835 *** contribution from regularisation: 3.42875253E-03 *** contribution from error: -0.41653711 *** contribution from DIAG: 1.66547572E-04 *********************************************** --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.41333169 *** contribution from regularisation: 3.45168472E-03 *** contribution from error: -0.41678336 *** contribution from DIAG: 1.62831901E-04 *********************************************** --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 407.20007 sigma out 44 active outputs RANK 2 NODE 3 --> 380.44473 sigma out 44 active outputs RANK 3 NODE 4 --> 333.85458 sigma out 44 active outputs RANK 4 NODE 1 --> 315.43427 sigma out 44 active outputs RANK 5 NODE 5 --> 304.21686 sigma out 44 active outputs RANK 6 NODE 6 --> 290.48123 sigma out 44 active outputs RANK 7 NODE 2 --> 278.13220 sigma out 44 active outputs RANK 8 NODE 9 --> 275.09579 sigma out 44 active outputs RANK 9 NODE 11 --> 269.37305 sigma out 44 active outputs RANK 10 NODE 8 --> 207.89937 sigma out 44 active outputs RANK 11 NODE 12 --> 163.82245 sigma out 44 active outputs RANK 12 NODE 10 --> 155.26535 sigma out 44 active outputs RANK 13 NODE 20 --> 143.40096 sigma out 44 active outputs RANK 14 NODE 18 --> 130.81795 sigma out 44 active outputs RANK 15 NODE 14 --> 128.51472 sigma out 44 active outputs RANK 16 NODE 15 --> 124.31823 sigma out 44 active outputs RANK 17 NODE 19 --> 116.36558 sigma out 44 active outputs RANK 18 NODE 23 --> 103.78679 sigma out 44 active outputs RANK 19 NODE 22 --> 100.53809 sigma out 44 active outputs RANK 20 NODE 17 --> 99.786469 sigma out 44 active outputs RANK 21 NODE 24 --> 88.545769 sigma out 44 active outputs RANK 22 NODE 13 --> 87.918564 sigma out 44 active outputs RANK 23 NODE 30 --> 81.203125 sigma out 44 active outputs RANK 24 NODE 29 --> 71.591133 sigma out 44 active outputs RANK 25 NODE 27 --> 67.525497 sigma out 44 active outputs RANK 26 NODE 31 --> 63.861908 sigma out 44 active outputs RANK 27 NODE 33 --> 60.900558 sigma out 44 active outputs RANK 28 NODE 28 --> 60.511181 sigma out 44 active outputs RANK 29 NODE 25 --> 58.131458 sigma out 44 active outputs RANK 30 NODE 21 --> 56.673164 sigma out 44 active outputs RANK 31 NODE 16 --> 55.768272 sigma out 44 active outputs RANK 32 NODE 39 --> 48.736305 sigma out 44 active outputs RANK 33 NODE 26 --> 48.289394 sigma out 44 active outputs RANK 34 NODE 35 --> 44.259003 sigma out 44 active outputs RANK 35 NODE 36 --> 42.842659 sigma out 44 active outputs RANK 36 NODE 32 --> 41.070354 sigma out 44 active outputs RANK 37 NODE 41 --> 35.976875 sigma out 44 active outputs RANK 38 NODE 34 --> 31.897068 sigma out 44 active outputs RANK 39 NODE 37 --> 30.188854 sigma out 44 active outputs RANK 40 NODE 38 --> 29.903021 sigma out 44 active outputs RANK 41 NODE 42 --> 26.110247 sigma out 44 active outputs RANK 42 NODE 40 --> 25.915049 sigma out 44 active outputs RANK 43 NODE 44 --> 15.623444 sigma out 44 active outputs RANK 44 NODE 43 --> 12.837458 sigma out 44 active outputs RANK 45 NODE 45 --> 12.542825 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 26 --> 343.96036 sigma in 45 act. ( 289.72403 sig out 1 act.) RANK 2 NODE 14 --> 342.67093 sigma in 45 act. ( 294.81503 sig out 1 act.) RANK 3 NODE 21 --> 298.09552 sigma in 45 act. ( 296.93338 sig out 1 act.) RANK 4 NODE 3 --> 285.51004 sigma in 45 act. ( 252.23950 sig out 1 act.) RANK 5 NODE 42 --> 278.02472 sigma in 45 act. ( 244.56493 sig out 1 act.) RANK 6 NODE 31 --> 276.11481 sigma in 45 act. ( 245.75139 sig out 1 act.) RANK 7 NODE 25 --> 266.59354 sigma in 45 act. ( 247.78204 sig out 1 act.) RANK 8 NODE 35 --> 229.94441 sigma in 45 act. ( 206.67365 sig out 1 act.) RANK 9 NODE 20 --> 225.27121 sigma in 45 act. ( 198.18869 sig out 1 act.) RANK 10 NODE 18 --> 224.94891 sigma in 45 act. ( 223.11568 sig out 1 act.) RANK 11 NODE 4 --> 223.35265 sigma in 45 act. ( 239.34367 sig out 1 act.) RANK 12 NODE 43 --> 206.77922 sigma in 45 act. ( 216.09485 sig out 1 act.) RANK 13 NODE 27 --> 197.94009 sigma in 45 act. ( 194.71930 sig out 1 act.) RANK 14 NODE 44 --> 194.62262 sigma in 45 act. ( 219.29570 sig out 1 act.) RANK 15 NODE 1 --> 177.65758 sigma in 45 act. ( 179.06766 sig out 1 act.) RANK 16 NODE 32 --> 168.90977 sigma in 45 act. ( 192.59726 sig out 1 act.) RANK 17 NODE 40 --> 162.77171 sigma in 45 act. ( 167.65791 sig out 1 act.) RANK 18 NODE 30 --> 136.06204 sigma in 45 act. ( 157.67891 sig out 1 act.) RANK 19 NODE 24 --> 124.07620 sigma in 45 act. ( 117.38037 sig out 1 act.) RANK 20 NODE 2 --> 117.87463 sigma in 45 act. ( 115.65985 sig out 1 act.) RANK 21 NODE 9 --> 109.15486 sigma in 45 act. ( 102.68099 sig out 1 act.) RANK 22 NODE 33 --> 109.14977 sigma in 45 act. ( 106.60629 sig out 1 act.) RANK 23 NODE 16 --> 104.80986 sigma in 45 act. ( 100.75166 sig out 1 act.) RANK 24 NODE 22 --> 100.75673 sigma in 45 act. ( 106.90579 sig out 1 act.) RANK 25 NODE 34 --> 96.938263 sigma in 45 act. ( 87.919594 sig out 1 act.) RANK 26 NODE 13 --> 94.218460 sigma in 45 act. ( 93.973915 sig out 1 act.) RANK 27 NODE 36 --> 91.904785 sigma in 45 act. ( 82.289192 sig out 1 act.) RANK 28 NODE 11 --> 82.697281 sigma in 45 act. ( 94.964798 sig out 1 act.) RANK 29 NODE 15 --> 72.933434 sigma in 45 act. ( 67.376564 sig out 1 act.) RANK 30 NODE 10 --> 66.480843 sigma in 45 act. ( 82.244682 sig out 1 act.) RANK 31 NODE 41 --> 64.987473 sigma in 45 act. ( 71.623497 sig out 1 act.) RANK 32 NODE 5 --> 63.532887 sigma in 45 act. ( 65.634628 sig out 1 act.) RANK 33 NODE 8 --> 61.457962 sigma in 45 act. ( 74.237892 sig out 1 act.) RANK 34 NODE 28 --> 46.880768 sigma in 45 act. ( 50.780895 sig out 1 act.) RANK 35 NODE 37 --> 46.146366 sigma in 45 act. ( 42.388493 sig out 1 act.) RANK 36 NODE 12 --> 44.555550 sigma in 45 act. ( 45.155075 sig out 1 act.) RANK 37 NODE 29 --> 42.103062 sigma in 45 act. ( 40.821579 sig out 1 act.) RANK 38 NODE 17 --> 39.035381 sigma in 45 act. ( 38.931770 sig out 1 act.) RANK 39 NODE 23 --> 33.464817 sigma in 45 act. ( 38.176861 sig out 1 act.) RANK 40 NODE 19 --> 26.559826 sigma in 45 act. ( 27.286034 sig out 1 act.) RANK 41 NODE 7 --> 18.634008 sigma in 45 act. ( 18.370916 sig out 1 act.) RANK 42 NODE 38 --> 11.422658 sigma in 45 act. ( 8.5070429 sig out 1 act.) RANK 43 NODE 39 --> 10.408006 sigma in 45 act. ( 7.5671802 sig out 1 act.) RANK 44 NODE 6 --> 9.7303104 sigma in 45 act. ( 6.6768141 sig out 1 act.) sorted by output significance RANK 1 NODE 21 --> 296.93338 sigma out 1 act.( 298.09552 sig in 45 act.) RANK 2 NODE 14 --> 294.81503 sigma out 1 act.( 342.67093 sig in 45 act.) RANK 3 NODE 26 --> 289.72403 sigma out 1 act.( 343.96036 sig in 45 act.) RANK 4 NODE 3 --> 252.23950 sigma out 1 act.( 285.51004 sig in 45 act.) RANK 5 NODE 25 --> 247.78204 sigma out 1 act.( 266.59354 sig in 45 act.) RANK 6 NODE 31 --> 245.75139 sigma out 1 act.( 276.11481 sig in 45 act.) RANK 7 NODE 42 --> 244.56493 sigma out 1 act.( 278.02472 sig in 45 act.) RANK 8 NODE 4 --> 239.34367 sigma out 1 act.( 223.35265 sig in 45 act.) RANK 9 NODE 18 --> 223.11568 sigma out 1 act.( 224.94891 sig in 45 act.) RANK 10 NODE 44 --> 219.29570 sigma out 1 act.( 194.62262 sig in 45 act.) RANK 11 NODE 43 --> 216.09485 sigma out 1 act.( 206.77922 sig in 45 act.) RANK 12 NODE 35 --> 206.67365 sigma out 1 act.( 229.94441 sig in 45 act.) RANK 13 NODE 20 --> 198.18869 sigma out 1 act.( 225.27121 sig in 45 act.) RANK 14 NODE 27 --> 194.71930 sigma out 1 act.( 197.94009 sig in 45 act.) RANK 15 NODE 32 --> 192.59726 sigma out 1 act.( 168.90977 sig in 45 act.) RANK 16 NODE 1 --> 179.06766 sigma out 1 act.( 177.65758 sig in 45 act.) RANK 17 NODE 40 --> 167.65791 sigma out 1 act.( 162.77171 sig in 45 act.) RANK 18 NODE 30 --> 157.67891 sigma out 1 act.( 136.06204 sig in 45 act.) RANK 19 NODE 24 --> 117.38037 sigma out 1 act.( 124.07620 sig in 45 act.) RANK 20 NODE 2 --> 115.65985 sigma out 1 act.( 117.87463 sig in 45 act.) RANK 21 NODE 22 --> 106.90579 sigma out 1 act.( 100.75673 sig in 45 act.) RANK 22 NODE 33 --> 106.60629 sigma out 1 act.( 109.14977 sig in 45 act.) RANK 23 NODE 9 --> 102.68099 sigma out 1 act.( 109.15486 sig in 45 act.) RANK 24 NODE 16 --> 100.75166 sigma out 1 act.( 104.80986 sig in 45 act.) RANK 25 NODE 11 --> 94.964798 sigma out 1 act.( 82.697281 sig in 45 act.) RANK 26 NODE 13 --> 93.973915 sigma out 1 act.( 94.218460 sig in 45 act.) RANK 27 NODE 34 --> 87.919594 sigma out 1 act.( 96.938263 sig in 45 act.) RANK 28 NODE 36 --> 82.289192 sigma out 1 act.( 91.904785 sig in 45 act.) RANK 29 NODE 10 --> 82.244682 sigma out 1 act.( 66.480843 sig in 45 act.) RANK 30 NODE 8 --> 74.237892 sigma out 1 act.( 61.457962 sig in 45 act.) RANK 31 NODE 41 --> 71.623497 sigma out 1 act.( 64.987473 sig in 45 act.) RANK 32 NODE 15 --> 67.376564 sigma out 1 act.( 72.933434 sig in 45 act.) RANK 33 NODE 5 --> 65.634628 sigma out 1 act.( 63.532887 sig in 45 act.) RANK 34 NODE 28 --> 50.780895 sigma out 1 act.( 46.880768 sig in 45 act.) RANK 35 NODE 12 --> 45.155075 sigma out 1 act.( 44.555550 sig in 45 act.) RANK 36 NODE 37 --> 42.388493 sigma out 1 act.( 46.146366 sig in 45 act.) RANK 37 NODE 29 --> 40.821579 sigma out 1 act.( 42.103062 sig in 45 act.) RANK 38 NODE 17 --> 38.931770 sigma out 1 act.( 39.035381 sig in 45 act.) RANK 39 NODE 23 --> 38.176861 sigma out 1 act.( 33.464817 sig in 45 act.) RANK 40 NODE 19 --> 27.286034 sigma out 1 act.( 26.559826 sig in 45 act.) RANK 41 NODE 7 --> 18.370916 sigma out 1 act.( 18.634008 sig in 45 act.) RANK 42 NODE 38 --> 8.5070429 sigma out 1 act.( 11.422658 sig in 45 act.) RANK 43 NODE 39 --> 7.5671802 sigma out 1 act.( 10.408006 sig in 45 act.) RANK 44 NODE 6 --> 6.6768141 sigma out 1 act.( 9.7303104 sig in 45 act.) RANK 1 NODE 1 --> 1043.8878 sigma in 44 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.41400743 *** contribution from regularisation: 3.49476212E-03 *** contribution from error: -0.41750219 *** contribution from DIAG: 1.59169402E-04 *********************************************** --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.41430286 *** contribution from regularisation: 3.48243257E-03 *** contribution from error: -0.41778529 *** contribution from DIAG: 1.63515535E-04 *********************************************** --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.41479611 *** contribution from regularisation: 3.51747056E-03 *** contribution from error: -0.41831359 *** contribution from DIAG: 1.76067377E-04 *********************************************** --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.41476557 *** contribution from regularisation: 3.59442388E-03 *** contribution from error: -0.41835999 *** contribution from DIAG: 1.62166165E-04 *********************************************** --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.41530392 *** contribution from regularisation: 3.42419255E-03 *** contribution from error: -0.41872811 *** contribution from DIAG: 1.65610618E-04 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.41565171 *** contribution from regularisation: 3.53953661E-03 *** contribution from error: -0.41919124 *** contribution from DIAG: 1.67918100E-04 *********************************************** --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.41589734 *** contribution from regularisation: 3.48700793E-03 *** contribution from error: -0.41938436 *** contribution from DIAG: 1.65136866E-04 *********************************************** --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.41617501 *** contribution from regularisation: 3.49635957E-03 *** contribution from error: -0.41967136 *** contribution from DIAG: 1.67778693E-04 *********************************************** --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.41636136 *** contribution from regularisation: 3.50169442E-03 *** contribution from error: -0.41986305 *** contribution from DIAG: 1.79956274E-04 *********************************************** --------------------------------------------------- Iteration : 79 *********************************************** *** Learn Path 79 *** loss function: -0.41664597 *** contribution from regularisation: 3.50011769E-03 *** contribution from error: -0.42014608 *** contribution from DIAG: 1.75435809E-04 *********************************************** --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 437.21713 sigma out 44 active outputs RANK 2 NODE 3 --> 383.62650 sigma out 44 active outputs RANK 3 NODE 1 --> 372.01144 sigma out 44 active outputs RANK 4 NODE 4 --> 355.87634 sigma out 44 active outputs RANK 5 NODE 5 --> 335.10794 sigma out 44 active outputs RANK 6 NODE 2 --> 312.66119 sigma out 44 active outputs RANK 7 NODE 6 --> 307.87131 sigma out 44 active outputs RANK 8 NODE 9 --> 297.73996 sigma out 44 active outputs RANK 9 NODE 11 --> 289.33575 sigma out 44 active outputs RANK 10 NODE 8 --> 217.38271 sigma out 44 active outputs RANK 11 NODE 12 --> 160.90311 sigma out 44 active outputs RANK 12 NODE 10 --> 157.16022 sigma out 44 active outputs RANK 13 NODE 14 --> 151.44160 sigma out 44 active outputs RANK 14 NODE 20 --> 147.51302 sigma out 44 active outputs RANK 15 NODE 18 --> 138.80191 sigma out 44 active outputs RANK 16 NODE 15 --> 127.33703 sigma out 44 active outputs RANK 17 NODE 19 --> 125.39326 sigma out 44 active outputs RANK 18 NODE 17 --> 121.90464 sigma out 44 active outputs RANK 19 NODE 23 --> 116.90399 sigma out 44 active outputs RANK 20 NODE 22 --> 111.04288 sigma out 44 active outputs RANK 21 NODE 24 --> 95.978348 sigma out 44 active outputs RANK 22 NODE 30 --> 90.229706 sigma out 44 active outputs RANK 23 NODE 13 --> 84.716118 sigma out 44 active outputs RANK 24 NODE 29 --> 78.548531 sigma out 44 active outputs RANK 25 NODE 27 --> 77.937256 sigma out 44 active outputs RANK 26 NODE 31 --> 72.474266 sigma out 44 active outputs RANK 27 NODE 33 --> 69.481865 sigma out 44 active outputs RANK 28 NODE 28 --> 67.523239 sigma out 44 active outputs RANK 29 NODE 25 --> 64.594193 sigma out 44 active outputs RANK 30 NODE 21 --> 62.689865 sigma out 44 active outputs RANK 31 NODE 16 --> 60.683758 sigma out 44 active outputs RANK 32 NODE 39 --> 52.022915 sigma out 44 active outputs RANK 33 NODE 26 --> 50.882843 sigma out 44 active outputs RANK 34 NODE 36 --> 49.868748 sigma out 44 active outputs RANK 35 NODE 35 --> 49.644882 sigma out 44 active outputs RANK 36 NODE 32 --> 48.411640 sigma out 44 active outputs RANK 37 NODE 41 --> 40.914246 sigma out 44 active outputs RANK 38 NODE 34 --> 36.062531 sigma out 44 active outputs RANK 39 NODE 37 --> 31.560059 sigma out 44 active outputs RANK 40 NODE 38 --> 30.689505 sigma out 44 active outputs RANK 41 NODE 40 --> 28.180315 sigma out 44 active outputs RANK 42 NODE 42 --> 28.070282 sigma out 44 active outputs RANK 43 NODE 44 --> 15.968319 sigma out 44 active outputs RANK 44 NODE 43 --> 13.420173 sigma out 44 active outputs RANK 45 NODE 45 --> 12.967574 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 14 --> 380.68094 sigma in 45 act. ( 323.49588 sig out 1 act.) RANK 2 NODE 21 --> 374.88068 sigma in 45 act. ( 365.47397 sig out 1 act.) RANK 3 NODE 26 --> 351.45279 sigma in 45 act. ( 296.06531 sig out 1 act.) RANK 4 NODE 31 --> 322.12247 sigma in 45 act. ( 276.01089 sig out 1 act.) RANK 5 NODE 42 --> 311.14075 sigma in 45 act. ( 262.26492 sig out 1 act.) RANK 6 NODE 25 --> 283.05118 sigma in 45 act. ( 260.46777 sig out 1 act.) RANK 7 NODE 20 --> 259.48029 sigma in 45 act. ( 221.82121 sig out 1 act.) RANK 8 NODE 3 --> 256.85147 sigma in 45 act. ( 222.45993 sig out 1 act.) RANK 9 NODE 18 --> 247.48972 sigma in 45 act. ( 242.54819 sig out 1 act.) RANK 10 NODE 44 --> 221.29956 sigma in 45 act. ( 239.95306 sig out 1 act.) RANK 11 NODE 43 --> 207.00333 sigma in 45 act. ( 217.54727 sig out 1 act.) RANK 12 NODE 35 --> 206.85779 sigma in 45 act. ( 187.45036 sig out 1 act.) RANK 13 NODE 27 --> 205.63216 sigma in 45 act. ( 203.00266 sig out 1 act.) RANK 14 NODE 1 --> 198.53125 sigma in 45 act. ( 205.80312 sig out 1 act.) RANK 15 NODE 4 --> 192.61476 sigma in 45 act. ( 222.58110 sig out 1 act.) RANK 16 NODE 32 --> 173.17593 sigma in 45 act. ( 206.41010 sig out 1 act.) RANK 17 NODE 40 --> 171.50697 sigma in 45 act. ( 178.69330 sig out 1 act.) RANK 18 NODE 24 --> 142.39099 sigma in 45 act. ( 135.77725 sig out 1 act.) RANK 19 NODE 2 --> 141.24225 sigma in 45 act. ( 138.71675 sig out 1 act.) RANK 20 NODE 30 --> 139.30878 sigma in 45 act. ( 160.31049 sig out 1 act.) RANK 21 NODE 9 --> 123.49706 sigma in 45 act. ( 117.42373 sig out 1 act.) RANK 22 NODE 16 --> 122.02763 sigma in 45 act. ( 119.95145 sig out 1 act.) RANK 23 NODE 33 --> 117.17971 sigma in 45 act. ( 115.87340 sig out 1 act.) RANK 24 NODE 34 --> 111.63512 sigma in 45 act. ( 100.31293 sig out 1 act.) RANK 25 NODE 36 --> 105.17355 sigma in 45 act. ( 93.760971 sig out 1 act.) RANK 26 NODE 13 --> 104.42037 sigma in 45 act. ( 100.04106 sig out 1 act.) RANK 27 NODE 22 --> 101.88486 sigma in 45 act. ( 107.14914 sig out 1 act.) RANK 28 NODE 11 --> 94.081406 sigma in 45 act. ( 108.66389 sig out 1 act.) RANK 29 NODE 10 --> 82.610352 sigma in 45 act. ( 101.60756 sig out 1 act.) RANK 30 NODE 15 --> 80.239571 sigma in 45 act. ( 74.962051 sig out 1 act.) RANK 31 NODE 41 --> 72.005150 sigma in 45 act. ( 78.042877 sig out 1 act.) RANK 32 NODE 8 --> 68.761337 sigma in 45 act. ( 81.490891 sig out 1 act.) RANK 33 NODE 5 --> 63.462318 sigma in 45 act. ( 65.729187 sig out 1 act.) RANK 34 NODE 37 --> 55.743164 sigma in 45 act. ( 51.672703 sig out 1 act.) RANK 35 NODE 28 --> 55.232891 sigma in 45 act. ( 60.759872 sig out 1 act.) RANK 36 NODE 12 --> 51.608349 sigma in 45 act. ( 53.030930 sig out 1 act.) RANK 37 NODE 29 --> 49.302784 sigma in 45 act. ( 48.328377 sig out 1 act.) RANK 38 NODE 17 --> 47.675159 sigma in 45 act. ( 48.108826 sig out 1 act.) RANK 39 NODE 23 --> 36.440094 sigma in 45 act. ( 42.050087 sig out 1 act.) RANK 40 NODE 19 --> 32.398151 sigma in 45 act. ( 33.601532 sig out 1 act.) RANK 41 NODE 7 --> 21.321440 sigma in 45 act. ( 21.483133 sig out 1 act.) RANK 42 NODE 6 --> 10.188229 sigma in 45 act. ( 7.6357250 sig out 1 act.) RANK 43 NODE 38 --> 9.9797125 sigma in 45 act. ( 6.9252591 sig out 1 act.) RANK 44 NODE 39 --> 9.8892622 sigma in 45 act. ( 7.2634554 sig out 1 act.) sorted by output significance RANK 1 NODE 21 --> 365.47397 sigma out 1 act.( 374.88068 sig in 45 act.) RANK 2 NODE 14 --> 323.49588 sigma out 1 act.( 380.68094 sig in 45 act.) RANK 3 NODE 26 --> 296.06531 sigma out 1 act.( 351.45279 sig in 45 act.) RANK 4 NODE 31 --> 276.01089 sigma out 1 act.( 322.12247 sig in 45 act.) RANK 5 NODE 42 --> 262.26492 sigma out 1 act.( 311.14075 sig in 45 act.) RANK 6 NODE 25 --> 260.46777 sigma out 1 act.( 283.05118 sig in 45 act.) RANK 7 NODE 18 --> 242.54819 sigma out 1 act.( 247.48972 sig in 45 act.) RANK 8 NODE 44 --> 239.95306 sigma out 1 act.( 221.29956 sig in 45 act.) RANK 9 NODE 4 --> 222.58110 sigma out 1 act.( 192.61476 sig in 45 act.) RANK 10 NODE 3 --> 222.45993 sigma out 1 act.( 256.85147 sig in 45 act.) RANK 11 NODE 20 --> 221.82121 sigma out 1 act.( 259.48029 sig in 45 act.) RANK 12 NODE 43 --> 217.54727 sigma out 1 act.( 207.00333 sig in 45 act.) RANK 13 NODE 32 --> 206.41010 sigma out 1 act.( 173.17593 sig in 45 act.) RANK 14 NODE 1 --> 205.80312 sigma out 1 act.( 198.53125 sig in 45 act.) RANK 15 NODE 27 --> 203.00266 sigma out 1 act.( 205.63216 sig in 45 act.) RANK 16 NODE 35 --> 187.45036 sigma out 1 act.( 206.85779 sig in 45 act.) RANK 17 NODE 40 --> 178.69330 sigma out 1 act.( 171.50697 sig in 45 act.) RANK 18 NODE 30 --> 160.31049 sigma out 1 act.( 139.30878 sig in 45 act.) RANK 19 NODE 2 --> 138.71675 sigma out 1 act.( 141.24225 sig in 45 act.) RANK 20 NODE 24 --> 135.77725 sigma out 1 act.( 142.39099 sig in 45 act.) RANK 21 NODE 16 --> 119.95145 sigma out 1 act.( 122.02763 sig in 45 act.) RANK 22 NODE 9 --> 117.42373 sigma out 1 act.( 123.49706 sig in 45 act.) RANK 23 NODE 33 --> 115.87340 sigma out 1 act.( 117.17971 sig in 45 act.) RANK 24 NODE 11 --> 108.66389 sigma out 1 act.( 94.081406 sig in 45 act.) RANK 25 NODE 22 --> 107.14914 sigma out 1 act.( 101.88486 sig in 45 act.) RANK 26 NODE 10 --> 101.60756 sigma out 1 act.( 82.610352 sig in 45 act.) RANK 27 NODE 34 --> 100.31293 sigma out 1 act.( 111.63512 sig in 45 act.) RANK 28 NODE 13 --> 100.04106 sigma out 1 act.( 104.42037 sig in 45 act.) RANK 29 NODE 36 --> 93.760971 sigma out 1 act.( 105.17355 sig in 45 act.) RANK 30 NODE 8 --> 81.490891 sigma out 1 act.( 68.761337 sig in 45 act.) RANK 31 NODE 41 --> 78.042877 sigma out 1 act.( 72.005150 sig in 45 act.) RANK 32 NODE 15 --> 74.962051 sigma out 1 act.( 80.239571 sig in 45 act.) RANK 33 NODE 5 --> 65.729187 sigma out 1 act.( 63.462318 sig in 45 act.) RANK 34 NODE 28 --> 60.759872 sigma out 1 act.( 55.232891 sig in 45 act.) RANK 35 NODE 12 --> 53.030930 sigma out 1 act.( 51.608349 sig in 45 act.) RANK 36 NODE 37 --> 51.672703 sigma out 1 act.( 55.743164 sig in 45 act.) RANK 37 NODE 29 --> 48.328377 sigma out 1 act.( 49.302784 sig in 45 act.) RANK 38 NODE 17 --> 48.108826 sigma out 1 act.( 47.675159 sig in 45 act.) RANK 39 NODE 23 --> 42.050087 sigma out 1 act.( 36.440094 sig in 45 act.) RANK 40 NODE 19 --> 33.601532 sigma out 1 act.( 32.398151 sig in 45 act.) RANK 41 NODE 7 --> 21.483133 sigma out 1 act.( 21.321440 sig in 45 act.) RANK 42 NODE 6 --> 7.6357250 sigma out 1 act.( 10.188229 sig in 45 act.) RANK 43 NODE 39 --> 7.2634554 sigma out 1 act.( 9.8892622 sig in 45 act.) RANK 44 NODE 38 --> 6.9252591 sigma out 1 act.( 9.9797125 sig in 45 act.) RANK 1 NODE 1 --> 1118.6423 sigma in 44 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.41690260 *** contribution from regularisation: 3.50621925E-03 *** contribution from error: -0.42040882 *** contribution from DIAG: 1.83168828E-04 *********************************************** --------------------------------------------------- Iteration : 81 *********************************************** *** Learn Path 81 *** loss function: -0.41715345 *** contribution from regularisation: 3.51287541E-03 *** contribution from error: -0.42066634 *** contribution from DIAG: 1.83577198E-04 *********************************************** --------------------------------------------------- Iteration : 82 *********************************************** *** Learn Path 82 *** loss function: -0.41760987 *** contribution from regularisation: 3.52420891E-03 *** contribution from error: -0.42113408 *** contribution from DIAG: 1.69601437E-04 *********************************************** --------------------------------------------------- Iteration : 83 *********************************************** *** Learn Path 83 *** loss function: -0.41784224 *** contribution from regularisation: 3.54310940E-03 *** contribution from error: -0.42138535 *** contribution from DIAG: 1.69958104E-04 *********************************************** --------------------------------------------------- Iteration : 84 *********************************************** *** Learn Path 84 *** loss function: -0.41808558 *** contribution from regularisation: 3.54474969E-03 *** contribution from error: -0.42163032 *** contribution from DIAG: 1.63182427E-04 *********************************************** --------------------------------------------------- Iteration : 85 *********************************************** *** Learn Path 85 *** loss function: -0.41828385 *** contribution from regularisation: 3.54393106E-03 *** contribution from error: -0.42182779 *** contribution from DIAG: 1.60352574E-04 *********************************************** --------------------------------------------------- Iteration : 86 *********************************************** *** Learn Path 86 *** loss function: -0.41870457 *** contribution from regularisation: 3.54732131E-03 *** contribution from error: -0.42225188 *** contribution from DIAG: 1.54045454E-04 *********************************************** --------------------------------------------------- Iteration : 87 *********************************************** *** Learn Path 87 *** loss function: -0.41895592 *** contribution from regularisation: 3.55232577E-03 *** contribution from error: -0.42250824 *** contribution from DIAG: 1.40300224E-04 *********************************************** --------------------------------------------------- Iteration : 88 *********************************************** *** Learn Path 88 *** loss function: -0.41918874 *** contribution from regularisation: 3.55784711E-03 *** contribution from error: -0.42274660 *** contribution from DIAG: 1.37462033E-04 *********************************************** --------------------------------------------------- Iteration : 89 *********************************************** *** Learn Path 89 *** loss function: -0.41938683 *** contribution from regularisation: 3.56310233E-03 *** contribution from error: -0.42294994 *** contribution from DIAG: 1.35839451E-04 *********************************************** --------------------------------------------------- Iteration : 90 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 435.32883 sigma out 44 active outputs RANK 2 NODE 3 --> 410.83655 sigma out 44 active outputs RANK 3 NODE 1 --> 405.37210 sigma out 44 active outputs RANK 4 NODE 4 --> 347.21469 sigma out 44 active outputs RANK 5 NODE 5 --> 334.98853 sigma out 44 active outputs RANK 6 NODE 9 --> 325.78381 sigma out 44 active outputs RANK 7 NODE 2 --> 325.34848 sigma out 44 active outputs RANK 8 NODE 11 --> 323.21173 sigma out 44 active outputs RANK 9 NODE 6 --> 306.14996 sigma out 44 active outputs RANK 10 NODE 8 --> 238.72878 sigma out 44 active outputs RANK 11 NODE 12 --> 160.59694 sigma out 44 active outputs RANK 12 NODE 10 --> 160.25804 sigma out 44 active outputs RANK 13 NODE 14 --> 149.45412 sigma out 44 active outputs RANK 14 NODE 20 --> 145.98689 sigma out 44 active outputs RANK 15 NODE 17 --> 135.40282 sigma out 44 active outputs RANK 16 NODE 18 --> 134.63457 sigma out 44 active outputs RANK 17 NODE 15 --> 130.12639 sigma out 44 active outputs RANK 18 NODE 19 --> 124.63429 sigma out 44 active outputs RANK 19 NODE 23 --> 122.87179 sigma out 44 active outputs RANK 20 NODE 22 --> 116.96120 sigma out 44 active outputs RANK 21 NODE 24 --> 103.37334 sigma out 44 active outputs RANK 22 NODE 30 --> 100.90795 sigma out 44 active outputs RANK 23 NODE 27 --> 91.351570 sigma out 44 active outputs RANK 24 NODE 13 --> 86.823776 sigma out 44 active outputs RANK 25 NODE 29 --> 83.391785 sigma out 44 active outputs RANK 26 NODE 33 --> 78.288506 sigma out 44 active outputs RANK 27 NODE 31 --> 77.604538 sigma out 44 active outputs RANK 28 NODE 28 --> 76.500511 sigma out 44 active outputs RANK 29 NODE 25 --> 75.108864 sigma out 44 active outputs RANK 30 NODE 21 --> 65.837227 sigma out 44 active outputs RANK 31 NODE 16 --> 64.743805 sigma out 44 active outputs RANK 32 NODE 35 --> 57.205494 sigma out 44 active outputs RANK 33 NODE 26 --> 56.968597 sigma out 44 active outputs RANK 34 NODE 39 --> 56.318577 sigma out 44 active outputs RANK 35 NODE 36 --> 55.767712 sigma out 44 active outputs RANK 36 NODE 32 --> 53.773903 sigma out 44 active outputs RANK 37 NODE 41 --> 46.933041 sigma out 44 active outputs RANK 38 NODE 34 --> 40.537952 sigma out 44 active outputs RANK 39 NODE 37 --> 33.113796 sigma out 44 active outputs RANK 40 NODE 42 --> 32.747826 sigma out 44 active outputs RANK 41 NODE 40 --> 31.544010 sigma out 44 active outputs RANK 42 NODE 38 --> 30.847975 sigma out 44 active outputs RANK 43 NODE 44 --> 16.173798 sigma out 44 active outputs RANK 44 NODE 43 --> 14.716788 sigma out 44 active outputs RANK 45 NODE 45 --> 13.293320 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 14 --> 418.51935 sigma in 45 act. ( 354.85617 sig out 1 act.) RANK 2 NODE 21 --> 373.27454 sigma in 45 act. ( 359.77777 sig out 1 act.) RANK 3 NODE 42 --> 340.11218 sigma in 45 act. ( 283.58411 sig out 1 act.) RANK 4 NODE 31 --> 324.85117 sigma in 45 act. ( 270.56680 sig out 1 act.) RANK 5 NODE 26 --> 322.71558 sigma in 45 act. ( 304.57843 sig out 1 act.) RANK 6 NODE 25 --> 291.64413 sigma in 45 act. ( 270.71692 sig out 1 act.) RANK 7 NODE 20 --> 288.69901 sigma in 45 act. ( 253.84004 sig out 1 act.) RANK 8 NODE 18 --> 271.91003 sigma in 45 act. ( 262.12143 sig out 1 act.) RANK 9 NODE 3 --> 242.79727 sigma in 45 act. ( 219.17401 sig out 1 act.) RANK 10 NODE 44 --> 224.65619 sigma in 45 act. ( 234.87366 sig out 1 act.) RANK 11 NODE 43 --> 206.28780 sigma in 45 act. ( 216.71490 sig out 1 act.) RANK 12 NODE 35 --> 203.19418 sigma in 45 act. ( 191.01096 sig out 1 act.) RANK 13 NODE 1 --> 199.45168 sigma in 45 act. ( 208.27998 sig out 1 act.) RANK 14 NODE 27 --> 198.66048 sigma in 45 act. ( 196.54402 sig out 1 act.) RANK 15 NODE 4 --> 186.76340 sigma in 45 act. ( 213.18385 sig out 1 act.) RANK 16 NODE 32 --> 172.83224 sigma in 45 act. ( 210.79836 sig out 1 act.) RANK 17 NODE 24 --> 170.67473 sigma in 45 act. ( 166.83911 sig out 1 act.) RANK 18 NODE 40 --> 169.42928 sigma in 45 act. ( 181.03340 sig out 1 act.) RANK 19 NODE 2 --> 163.60423 sigma in 45 act. ( 159.96927 sig out 1 act.) RANK 20 NODE 30 --> 150.91844 sigma in 45 act. ( 172.75691 sig out 1 act.) RANK 21 NODE 9 --> 144.69203 sigma in 45 act. ( 141.25769 sig out 1 act.) RANK 22 NODE 16 --> 140.88396 sigma in 45 act. ( 140.79271 sig out 1 act.) RANK 23 NODE 34 --> 138.76369 sigma in 45 act. ( 124.43806 sig out 1 act.) RANK 24 NODE 36 --> 129.09866 sigma in 45 act. ( 116.80965 sig out 1 act.) RANK 25 NODE 33 --> 125.22391 sigma in 45 act. ( 125.01489 sig out 1 act.) RANK 26 NODE 13 --> 122.49885 sigma in 45 act. ( 113.10165 sig out 1 act.) RANK 27 NODE 11 --> 114.63705 sigma in 45 act. ( 133.23096 sig out 1 act.) RANK 28 NODE 22 --> 111.89687 sigma in 45 act. ( 117.18150 sig out 1 act.) RANK 29 NODE 10 --> 99.514420 sigma in 45 act. ( 124.77140 sig out 1 act.) RANK 30 NODE 15 --> 88.970444 sigma in 45 act. ( 85.860786 sig out 1 act.) RANK 31 NODE 41 --> 78.227951 sigma in 45 act. ( 83.079887 sig out 1 act.) RANK 32 NODE 8 --> 76.795227 sigma in 45 act. ( 89.429871 sig out 1 act.) RANK 33 NODE 37 --> 73.103745 sigma in 45 act. ( 68.262810 sig out 1 act.) RANK 34 NODE 5 --> 62.265465 sigma in 45 act. ( 63.940987 sig out 1 act.) RANK 35 NODE 29 --> 59.843552 sigma in 45 act. ( 59.014679 sig out 1 act.) RANK 36 NODE 28 --> 58.440186 sigma in 45 act. ( 64.851685 sig out 1 act.) RANK 37 NODE 12 --> 55.331310 sigma in 45 act. ( 58.600021 sig out 1 act.) RANK 38 NODE 17 --> 54.478802 sigma in 45 act. ( 55.408699 sig out 1 act.) RANK 39 NODE 23 --> 38.032761 sigma in 45 act. ( 43.973923 sig out 1 act.) RANK 40 NODE 19 --> 35.943455 sigma in 45 act. ( 37.373974 sig out 1 act.) RANK 41 NODE 7 --> 20.823992 sigma in 45 act. ( 20.721714 sig out 1 act.) RANK 42 NODE 6 --> 13.792027 sigma in 45 act. ( 12.245935 sig out 1 act.) RANK 43 NODE 39 --> 12.274293 sigma in 45 act. ( 11.273626 sig out 1 act.) RANK 44 NODE 38 --> 10.534314 sigma in 45 act. ( 8.0090799 sig out 1 act.) sorted by output significance RANK 1 NODE 21 --> 359.77777 sigma out 1 act.( 373.27454 sig in 45 act.) RANK 2 NODE 14 --> 354.85617 sigma out 1 act.( 418.51935 sig in 45 act.) RANK 3 NODE 26 --> 304.57843 sigma out 1 act.( 322.71558 sig in 45 act.) RANK 4 NODE 42 --> 283.58411 sigma out 1 act.( 340.11218 sig in 45 act.) RANK 5 NODE 25 --> 270.71692 sigma out 1 act.( 291.64413 sig in 45 act.) RANK 6 NODE 31 --> 270.56680 sigma out 1 act.( 324.85117 sig in 45 act.) RANK 7 NODE 18 --> 262.12143 sigma out 1 act.( 271.91003 sig in 45 act.) RANK 8 NODE 20 --> 253.84004 sigma out 1 act.( 288.69901 sig in 45 act.) RANK 9 NODE 44 --> 234.87366 sigma out 1 act.( 224.65619 sig in 45 act.) RANK 10 NODE 3 --> 219.17401 sigma out 1 act.( 242.79727 sig in 45 act.) RANK 11 NODE 43 --> 216.71490 sigma out 1 act.( 206.28780 sig in 45 act.) RANK 12 NODE 4 --> 213.18385 sigma out 1 act.( 186.76340 sig in 45 act.) RANK 13 NODE 32 --> 210.79836 sigma out 1 act.( 172.83224 sig in 45 act.) RANK 14 NODE 1 --> 208.27998 sigma out 1 act.( 199.45168 sig in 45 act.) RANK 15 NODE 27 --> 196.54402 sigma out 1 act.( 198.66048 sig in 45 act.) RANK 16 NODE 35 --> 191.01096 sigma out 1 act.( 203.19418 sig in 45 act.) RANK 17 NODE 40 --> 181.03340 sigma out 1 act.( 169.42928 sig in 45 act.) RANK 18 NODE 30 --> 172.75691 sigma out 1 act.( 150.91844 sig in 45 act.) RANK 19 NODE 24 --> 166.83911 sigma out 1 act.( 170.67473 sig in 45 act.) RANK 20 NODE 2 --> 159.96927 sigma out 1 act.( 163.60423 sig in 45 act.) RANK 21 NODE 9 --> 141.25769 sigma out 1 act.( 144.69203 sig in 45 act.) RANK 22 NODE 16 --> 140.79271 sigma out 1 act.( 140.88396 sig in 45 act.) RANK 23 NODE 11 --> 133.23096 sigma out 1 act.( 114.63705 sig in 45 act.) RANK 24 NODE 33 --> 125.01489 sigma out 1 act.( 125.22391 sig in 45 act.) RANK 25 NODE 10 --> 124.77140 sigma out 1 act.( 99.514420 sig in 45 act.) RANK 26 NODE 34 --> 124.43806 sigma out 1 act.( 138.76369 sig in 45 act.) RANK 27 NODE 22 --> 117.18150 sigma out 1 act.( 111.89687 sig in 45 act.) RANK 28 NODE 36 --> 116.80965 sigma out 1 act.( 129.09866 sig in 45 act.) RANK 29 NODE 13 --> 113.10165 sigma out 1 act.( 122.49885 sig in 45 act.) RANK 30 NODE 8 --> 89.429871 sigma out 1 act.( 76.795227 sig in 45 act.) RANK 31 NODE 15 --> 85.860786 sigma out 1 act.( 88.970444 sig in 45 act.) RANK 32 NODE 41 --> 83.079887 sigma out 1 act.( 78.227951 sig in 45 act.) RANK 33 NODE 37 --> 68.262810 sigma out 1 act.( 73.103745 sig in 45 act.) RANK 34 NODE 28 --> 64.851685 sigma out 1 act.( 58.440186 sig in 45 act.) RANK 35 NODE 5 --> 63.940987 sigma out 1 act.( 62.265465 sig in 45 act.) RANK 36 NODE 29 --> 59.014679 sigma out 1 act.( 59.843552 sig in 45 act.) RANK 37 NODE 12 --> 58.600021 sigma out 1 act.( 55.331310 sig in 45 act.) RANK 38 NODE 17 --> 55.408699 sigma out 1 act.( 54.478802 sig in 45 act.) RANK 39 NODE 23 --> 43.973923 sigma out 1 act.( 38.032761 sig in 45 act.) RANK 40 NODE 19 --> 37.373974 sigma out 1 act.( 35.943455 sig in 45 act.) RANK 41 NODE 7 --> 20.721714 sigma out 1 act.( 20.823992 sig in 45 act.) RANK 42 NODE 6 --> 12.245935 sigma out 1 act.( 13.792027 sig in 45 act.) RANK 43 NODE 39 --> 11.273626 sigma out 1 act.( 12.274293 sig in 45 act.) RANK 44 NODE 38 --> 8.0090799 sigma out 1 act.( 10.534314 sig in 45 act.) RANK 1 NODE 1 --> 1173.2297 sigma in 44 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.41958812 *** contribution from regularisation: 3.57364980E-03 *** contribution from error: -0.42316177 *** contribution from DIAG: 1.36627496E-04 *********************************************** --------------------------------------------------- Iteration : 91 *********************************************** *** Learn Path 91 *** loss function: -0.41980520 *** contribution from regularisation: 3.57624632E-03 *** contribution from error: -0.42338145 *** contribution from DIAG: 1.41205659E-04 *********************************************** --------------------------------------------------- Iteration : 92 *********************************************** *** Learn Path 92 *** loss function: -0.42000729 *** contribution from regularisation: 3.58130550E-03 *** contribution from error: -0.42358860 *** contribution from DIAG: 1.42429155E-04 *********************************************** --------------------------------------------------- Iteration : 93 *********************************************** *** Learn Path 93 *** loss function: -0.42019656 *** contribution from regularisation: 3.58392950E-03 *** contribution from error: -0.42378050 *** contribution from DIAG: 1.42390796E-04 *********************************************** --------------------------------------------------- Iteration : 94 *********************************************** *** Learn Path 94 *** loss function: -0.42033580 *** contribution from regularisation: 3.58443195E-03 *** contribution from error: -0.42392024 *** contribution from DIAG: 1.48022693E-04 *********************************************** --------------------------------------------------- Iteration : 95 *********************************************** *** Learn Path 95 *** loss function: -0.42050493 *** contribution from regularisation: 3.58509715E-03 *** contribution from error: -0.42409003 *** contribution from DIAG: 1.46561069E-04 *********************************************** --------------------------------------------------- Iteration : 96 *********************************************** *** Learn Path 96 *** loss function: -0.42058140 *** contribution from regularisation: 3.58435931E-03 *** contribution from error: -0.42416576 *** contribution from DIAG: 1.48301202E-04 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 448.44458 sigma out 44 active outputs RANK 2 NODE 1 --> 418.68457 sigma out 44 active outputs RANK 3 NODE 3 --> 418.56448 sigma out 44 active outputs RANK 4 NODE 4 --> 353.07401 sigma out 44 active outputs RANK 5 NODE 2 --> 340.75552 sigma out 44 active outputs RANK 6 NODE 5 --> 336.86630 sigma out 44 active outputs RANK 7 NODE 11 --> 327.00592 sigma out 44 active outputs RANK 8 NODE 9 --> 326.74557 sigma out 44 active outputs RANK 9 NODE 6 --> 309.37213 sigma out 44 active outputs RANK 10 NODE 8 --> 238.38171 sigma out 44 active outputs RANK 11 NODE 10 --> 162.20166 sigma out 44 active outputs RANK 12 NODE 12 --> 162.09337 sigma out 44 active outputs RANK 13 NODE 14 --> 151.81918 sigma out 44 active outputs RANK 14 NODE 20 --> 147.19298 sigma out 44 active outputs RANK 15 NODE 17 --> 137.63759 sigma out 44 active outputs RANK 16 NODE 18 --> 134.74698 sigma out 44 active outputs RANK 17 NODE 15 --> 130.03828 sigma out 44 active outputs RANK 18 NODE 23 --> 125.31487 sigma out 44 active outputs RANK 19 NODE 19 --> 124.42085 sigma out 44 active outputs RANK 20 NODE 22 --> 119.25902 sigma out 44 active outputs RANK 21 NODE 24 --> 104.81647 sigma out 44 active outputs RANK 22 NODE 30 --> 102.36076 sigma out 44 active outputs RANK 23 NODE 27 --> 94.715523 sigma out 44 active outputs RANK 24 NODE 13 --> 86.340118 sigma out 44 active outputs RANK 25 NODE 29 --> 85.681694 sigma out 44 active outputs RANK 26 NODE 31 --> 80.629875 sigma out 44 active outputs RANK 27 NODE 33 --> 79.964760 sigma out 44 active outputs RANK 28 NODE 28 --> 79.043549 sigma out 44 active outputs RANK 29 NODE 25 --> 75.899040 sigma out 44 active outputs RANK 30 NODE 21 --> 66.870995 sigma out 44 active outputs RANK 31 NODE 16 --> 64.428879 sigma out 44 active outputs RANK 32 NODE 35 --> 59.650654 sigma out 44 active outputs RANK 33 NODE 26 --> 58.946320 sigma out 44 active outputs RANK 34 NODE 36 --> 57.658566 sigma out 44 active outputs RANK 35 NODE 39 --> 57.632095 sigma out 44 active outputs RANK 36 NODE 32 --> 55.493263 sigma out 44 active outputs RANK 37 NODE 41 --> 48.581009 sigma out 44 active outputs RANK 38 NODE 34 --> 42.196701 sigma out 44 active outputs RANK 39 NODE 42 --> 33.826626 sigma out 44 active outputs RANK 40 NODE 37 --> 33.820488 sigma out 44 active outputs RANK 41 NODE 40 --> 32.432083 sigma out 44 active outputs RANK 42 NODE 38 --> 30.589584 sigma out 44 active outputs RANK 43 NODE 44 --> 16.315634 sigma out 44 active outputs RANK 44 NODE 43 --> 15.073811 sigma out 44 active outputs RANK 45 NODE 45 --> 13.494934 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 14 --> 422.25546 sigma in 45 act. ( 358.68518 sig out 1 act.) RANK 2 NODE 21 --> 383.72394 sigma in 45 act. ( 368.90332 sig out 1 act.) RANK 3 NODE 42 --> 335.49847 sigma in 45 act. ( 281.47186 sig out 1 act.) RANK 4 NODE 26 --> 325.40811 sigma in 45 act. ( 308.21097 sig out 1 act.) RANK 5 NODE 31 --> 325.03894 sigma in 45 act. ( 270.18378 sig out 1 act.) RANK 6 NODE 20 --> 303.65518 sigma in 45 act. ( 264.97031 sig out 1 act.) RANK 7 NODE 25 --> 294.90604 sigma in 45 act. ( 275.61588 sig out 1 act.) RANK 8 NODE 18 --> 279.81479 sigma in 45 act. ( 270.78131 sig out 1 act.) RANK 9 NODE 3 --> 247.34462 sigma in 45 act. ( 226.40176 sig out 1 act.) RANK 10 NODE 44 --> 229.72037 sigma in 45 act. ( 236.81740 sig out 1 act.) RANK 11 NODE 43 --> 212.30441 sigma in 45 act. ( 222.81337 sig out 1 act.) RANK 12 NODE 35 --> 203.37234 sigma in 45 act. ( 191.87746 sig out 1 act.) RANK 13 NODE 1 --> 200.92598 sigma in 45 act. ( 209.90421 sig out 1 act.) RANK 14 NODE 27 --> 200.31274 sigma in 45 act. ( 198.14420 sig out 1 act.) RANK 15 NODE 4 --> 184.14502 sigma in 45 act. ( 209.46338 sig out 1 act.) RANK 16 NODE 32 --> 176.98595 sigma in 45 act. ( 215.38518 sig out 1 act.) RANK 17 NODE 24 --> 173.92340 sigma in 45 act. ( 170.68997 sig out 1 act.) RANK 18 NODE 40 --> 171.07549 sigma in 45 act. ( 184.62411 sig out 1 act.) RANK 19 NODE 2 --> 170.25043 sigma in 45 act. ( 165.40004 sig out 1 act.) RANK 20 NODE 30 --> 157.61996 sigma in 45 act. ( 179.71230 sig out 1 act.) RANK 21 NODE 9 --> 151.93916 sigma in 45 act. ( 149.45337 sig out 1 act.) RANK 22 NODE 16 --> 149.43155 sigma in 45 act. ( 148.64308 sig out 1 act.) RANK 23 NODE 34 --> 145.63498 sigma in 45 act. ( 130.60577 sig out 1 act.) RANK 24 NODE 36 --> 137.87437 sigma in 45 act. ( 123.72796 sig out 1 act.) RANK 25 NODE 33 --> 128.74304 sigma in 45 act. ( 128.64238 sig out 1 act.) RANK 26 NODE 13 --> 127.87164 sigma in 45 act. ( 117.95791 sig out 1 act.) RANK 27 NODE 11 --> 121.16255 sigma in 45 act. ( 140.91310 sig out 1 act.) RANK 28 NODE 22 --> 117.38022 sigma in 45 act. ( 123.42413 sig out 1 act.) RANK 29 NODE 10 --> 103.92136 sigma in 45 act. ( 130.37015 sig out 1 act.) RANK 30 NODE 15 --> 92.137833 sigma in 45 act. ( 89.569923 sig out 1 act.) RANK 31 NODE 41 --> 79.938515 sigma in 45 act. ( 84.809326 sig out 1 act.) RANK 32 NODE 8 --> 79.738808 sigma in 45 act. ( 92.351608 sig out 1 act.) RANK 33 NODE 37 --> 75.814217 sigma in 45 act. ( 70.806824 sig out 1 act.) RANK 34 NODE 5 --> 64.097992 sigma in 45 act. ( 65.821327 sig out 1 act.) RANK 35 NODE 29 --> 62.719780 sigma in 45 act. ( 61.803711 sig out 1 act.) RANK 36 NODE 28 --> 60.004639 sigma in 45 act. ( 66.862015 sig out 1 act.) RANK 37 NODE 17 --> 57.137577 sigma in 45 act. ( 58.265800 sig out 1 act.) RANK 38 NODE 12 --> 56.939415 sigma in 45 act. ( 60.969479 sig out 1 act.) RANK 39 NODE 19 --> 38.526367 sigma in 45 act. ( 40.067760 sig out 1 act.) RANK 40 NODE 23 --> 38.298019 sigma in 45 act. ( 44.566124 sig out 1 act.) RANK 41 NODE 7 --> 21.203516 sigma in 45 act. ( 21.100548 sig out 1 act.) RANK 42 NODE 6 --> 14.350439 sigma in 45 act. ( 12.886424 sig out 1 act.) RANK 43 NODE 39 --> 12.395843 sigma in 45 act. ( 11.500533 sig out 1 act.) RANK 44 NODE 38 --> 10.849380 sigma in 45 act. ( 8.5688171 sig out 1 act.) sorted by output significance RANK 1 NODE 21 --> 368.90332 sigma out 1 act.( 383.72394 sig in 45 act.) RANK 2 NODE 14 --> 358.68518 sigma out 1 act.( 422.25546 sig in 45 act.) RANK 3 NODE 26 --> 308.21097 sigma out 1 act.( 325.40811 sig in 45 act.) RANK 4 NODE 42 --> 281.47186 sigma out 1 act.( 335.49847 sig in 45 act.) RANK 5 NODE 25 --> 275.61588 sigma out 1 act.( 294.90604 sig in 45 act.) RANK 6 NODE 18 --> 270.78131 sigma out 1 act.( 279.81479 sig in 45 act.) RANK 7 NODE 31 --> 270.18378 sigma out 1 act.( 325.03894 sig in 45 act.) RANK 8 NODE 20 --> 264.97031 sigma out 1 act.( 303.65518 sig in 45 act.) RANK 9 NODE 44 --> 236.81740 sigma out 1 act.( 229.72037 sig in 45 act.) RANK 10 NODE 3 --> 226.40176 sigma out 1 act.( 247.34462 sig in 45 act.) RANK 11 NODE 43 --> 222.81337 sigma out 1 act.( 212.30441 sig in 45 act.) RANK 12 NODE 32 --> 215.38518 sigma out 1 act.( 176.98595 sig in 45 act.) RANK 13 NODE 1 --> 209.90421 sigma out 1 act.( 200.92598 sig in 45 act.) RANK 14 NODE 4 --> 209.46338 sigma out 1 act.( 184.14502 sig in 45 act.) RANK 15 NODE 27 --> 198.14420 sigma out 1 act.( 200.31274 sig in 45 act.) RANK 16 NODE 35 --> 191.87746 sigma out 1 act.( 203.37234 sig in 45 act.) RANK 17 NODE 40 --> 184.62411 sigma out 1 act.( 171.07549 sig in 45 act.) RANK 18 NODE 30 --> 179.71230 sigma out 1 act.( 157.61996 sig in 45 act.) RANK 19 NODE 24 --> 170.68997 sigma out 1 act.( 173.92340 sig in 45 act.) RANK 20 NODE 2 --> 165.40004 sigma out 1 act.( 170.25043 sig in 45 act.) RANK 21 NODE 9 --> 149.45337 sigma out 1 act.( 151.93916 sig in 45 act.) RANK 22 NODE 16 --> 148.64308 sigma out 1 act.( 149.43155 sig in 45 act.) RANK 23 NODE 11 --> 140.91310 sigma out 1 act.( 121.16255 sig in 45 act.) RANK 24 NODE 34 --> 130.60577 sigma out 1 act.( 145.63498 sig in 45 act.) RANK 25 NODE 10 --> 130.37015 sigma out 1 act.( 103.92136 sig in 45 act.) RANK 26 NODE 33 --> 128.64238 sigma out 1 act.( 128.74304 sig in 45 act.) RANK 27 NODE 36 --> 123.72796 sigma out 1 act.( 137.87437 sig in 45 act.) RANK 28 NODE 22 --> 123.42413 sigma out 1 act.( 117.38022 sig in 45 act.) RANK 29 NODE 13 --> 117.95791 sigma out 1 act.( 127.87164 sig in 45 act.) RANK 30 NODE 8 --> 92.351608 sigma out 1 act.( 79.738808 sig in 45 act.) RANK 31 NODE 15 --> 89.569923 sigma out 1 act.( 92.137833 sig in 45 act.) RANK 32 NODE 41 --> 84.809326 sigma out 1 act.( 79.938515 sig in 45 act.) RANK 33 NODE 37 --> 70.806824 sigma out 1 act.( 75.814217 sig in 45 act.) RANK 34 NODE 28 --> 66.862015 sigma out 1 act.( 60.004639 sig in 45 act.) RANK 35 NODE 5 --> 65.821327 sigma out 1 act.( 64.097992 sig in 45 act.) RANK 36 NODE 29 --> 61.803711 sigma out 1 act.( 62.719780 sig in 45 act.) RANK 37 NODE 12 --> 60.969479 sigma out 1 act.( 56.939415 sig in 45 act.) RANK 38 NODE 17 --> 58.265800 sigma out 1 act.( 57.137577 sig in 45 act.) RANK 39 NODE 23 --> 44.566124 sigma out 1 act.( 38.298019 sig in 45 act.) RANK 40 NODE 19 --> 40.067760 sigma out 1 act.( 38.526367 sig in 45 act.) RANK 41 NODE 7 --> 21.100548 sigma out 1 act.( 21.203516 sig in 45 act.) RANK 42 NODE 6 --> 12.886424 sigma out 1 act.( 14.350439 sig in 45 act.) RANK 43 NODE 39 --> 11.500533 sigma out 1 act.( 12.395843 sig in 45 act.) RANK 44 NODE 38 --> 8.5688171 sigma out 1 act.( 10.849380 sig in 45 act.) RANK 1 NODE 1 --> 1197.4860 sigma in 44 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.42058104 *** contribution from regularisation: 3.58472485E-03 *** contribution from error: -0.42416576 *** contribution from DIAG: 1.48210675E-04 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 271573 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/BFGS/621/Pion/Long/GlobalPID_Pion_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/BFGS/621/Pion/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/BFGS/621/Pion/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/BFGS/621/Pion/Long/NB.txt Training Host = lxplus432.cern.ch Particle type = pion 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_Pion_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Skipping input #RichAbovePrThres 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 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/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 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 37 input variables. ***************Training results***************** number of nodes in the 1st layer: 45 number of nodes in the 2nd layer: 44 number of nodes in the 3rd layer: 1 number of iterations: 100