Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Electron/Long Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Electron/Long/GlobalPID_Electron_Long_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Electron/Long/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Electron/Long/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Electron/Long/NB.txt Training Host = lxplus436.cern.ch Particle type = electron Background types = all Training Mix = NaturalMix Track type = Long Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Electron_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/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 = NOBFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 38 Your number of nodes in the hidden layer is: 44 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You do not want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function global preprocessing flag: 621 You want to use the global preprocessing flag 21 You use momentum: 0.0000000 Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackFitMatchChi2 PreproFlag 34 Input 10 TrackCloneDist PreproFlag 34 Input 11 TrackFitVeloChi2 PreproFlag 14 Input 12 TrackFitVeloNDoF PreproFlag 19 Input 13 TrackFitTChi2 PreproFlag 14 Input 14 TrackFitTNDoF PreproFlag 19 Input 15 RichUsedAero PreproFlag 18 Input 16 RichUsedR1Gas PreproFlag 18 Input 17 RichUsedR2Gas PreproFlag 18 Input 18 RichAboveMuThres PreproFlag 18 Input 19 RichAboveKaThres PreproFlag 18 Input 20 RichDLLe PreproFlag 34 Input 21 RichDLLmu PreproFlag 34 Input 22 RichDLLk PreproFlag 34 Input 23 RichDLLp PreproFlag 34 Input 24 RichDLLbt PreproFlag 34 Input 25 MuonBkgLL PreproFlag 34 Input 26 MuonMuLL PreproFlag 34 Input 27 MuonIsMuon PreproFlag 19 Input 28 MuonNShared PreproFlag 19 Input 29 InAccMuon PreproFlag 19 Input 30 MuonIsLooseMuon PreproFlag 19 Input 31 EcalPIDe PreproFlag 34 Input 32 EcalPIDmu PreproFlag 34 Input 33 HcalPIDe PreproFlag 34 Input 34 HcalPIDmu PreproFlag 34 Input 35 PrsPIDe PreproFlag 34 Input 36 InAccBrem PreproFlag 19 Input 37 BremPIDe PreproFlag 34 Input 38 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/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: 2.8801999 % ------------------------------ 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 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 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 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 28.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 29.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 30.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 31.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 32.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 33.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 34.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 35.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 36.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 37.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 38.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 39.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 40.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 41.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 42.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 43.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 44.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 45.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 46.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 47.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 48.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 49.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 50.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 52.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 53.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 55.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 57.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 71.000000 Unregularised mean is returned ------------------------------ Transdef: Tab for variable 29 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 -3.2836368 -3.2836368 -3.2836368 -3.2836368 -3.2836368 -3.2836368 -3.2836368 -3.2836368 -3.2416029 -3.2416029 -3.2416029 -3.2416029 -3.2416029 -3.0278540 -3.0006466 -3.0006466 -3.0006466 -2.9665823 -2.9665823 -2.9638019 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.8773284 -2.8550975 -2.8448489 -2.7301669 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7015171 -2.6652036 -2.6652036 -2.6605377 -2.6492343 -2.6397314 -2.6057148 -2.5658543 -2.5513430 -2.4989810 -2.4791608 -2.4266739 -2.3761711 -2.3158970 -2.2613974 -2.1752832 -2.0872750 -2.0104039 -1.9419260 -1.8843675 -1.8306074 -1.7156448 -1.6116626 -1.4709072 -1.3891125 -1.3297725 -1.2038183 -1.0773206 -0.96697426 -0.88146687 -0.75323105 -0.66747022 -0.58984900 -0.36451364 -0.25674987 -0.14474916 0.15571213 0.21431684 0.59185934 0.90547585 0.92800593 1.3494213 1.6953181 1.8643425 1.8643425 1.8643425 2.1494761 2.6444986 2.6444986 4.3412738 do regularised spline fit for input variable # 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 60.952585020210790 ROUND 1 : MAX CORR ( 60.952581058325492 ) AFTER KILLING INPUT VARIABLE 24 CONTR 2.19766759362118556E-002 ROUND 2 : MAX CORR ( 60.952562679607581 ) AFTER KILLING INPUT VARIABLE 26 CONTR 4.73335002792509424E-002 ROUND 3 : MAX CORR ( 60.952494507270849 ) AFTER KILLING INPUT VARIABLE 28 CONTR 9.11622323540926399E-002 ROUND 4 : MAX CORR ( 60.952418422634821 ) AFTER KILLING INPUT VARIABLE 27 CONTR 9.63072735088799647E-002 ROUND 5 : MAX CORR ( 60.952354352719261 ) AFTER KILLING INPUT VARIABLE 25 CONTR 8.83766286867331552E-002 ROUND 6 : MAX CORR ( 60.952224969078713 ) AFTER KILLING INPUT VARIABLE 11 CONTR 0.12558844800315094 ROUND 7 : MAX CORR ( 60.951987865629476 ) AFTER KILLING INPUT VARIABLE 19 CONTR 0.17001149766863749 ROUND 8 : MAX CORR ( 60.951314067077220 ) AFTER KILLING INPUT VARIABLE 14 CONTR 0.28659774660234044 ROUND 9 : MAX CORR ( 60.950239799908047 ) AFTER KILLING INPUT VARIABLE 30 CONTR 0.36187682599267029 ROUND 10 : MAX CORR ( 60.948594812085929 ) AFTER KILLING INPUT VARIABLE 16 CONTR 0.44779693887630634 ROUND 11 : MAX CORR ( 60.947192190941010 ) AFTER KILLING INPUT VARIABLE 23 CONTR 0.41348955044490654 ROUND 12 : MAX CORR ( 60.945156508313048 ) AFTER KILLING INPUT VARIABLE 4 CONTR 0.49813064223035142 ROUND 13 : MAX CORR ( 60.942953008851553 ) AFTER KILLING INPUT VARIABLE 22 CONTR 0.51824741551063869 ROUND 14 : MAX CORR ( 60.940398290501221 ) AFTER KILLING INPUT VARIABLE 29 CONTR 0.55801221685933844 ROUND 15 : MAX CORR ( 60.937161737372548 ) AFTER KILLING INPUT VARIABLE 12 CONTR 0.62806305274514262 ROUND 16 : MAX CORR ( 60.930608393629583 ) AFTER KILLING INPUT VARIABLE 15 CONTR 0.89366738155593972 ROUND 17 : MAX CORR ( 60.925318028734388 ) AFTER KILLING INPUT VARIABLE 3 CONTR 0.80290865944769763 ROUND 18 : MAX CORR ( 60.918518425955305 ) AFTER KILLING INPUT VARIABLE 13 CONTR 0.91021408963594141 ROUND 19 : MAX CORR ( 60.911236906336939 ) AFTER KILLING INPUT VARIABLE 32 CONTR 0.94186291653962706 ROUND 20 : MAX CORR ( 60.903880215205511 ) AFTER KILLING INPUT VARIABLE 10 CONTR 0.94665526555458390 ROUND 21 : MAX CORR ( 60.891521257009671 ) AFTER KILLING INPUT VARIABLE 21 CONTR 1.2268921204573282 ROUND 22 : MAX CORR ( 60.873726137810195 ) AFTER KILLING INPUT VARIABLE 5 CONTR 1.4720146370688150 ROUND 23 : MAX CORR ( 60.855141783635581 ) AFTER KILLING INPUT VARIABLE 34 CONTR 1.5040785866194148 ROUND 24 : MAX CORR ( 60.835530466530386 ) AFTER KILLING INPUT VARIABLE 6 CONTR 1.5448347362232624 ROUND 25 : MAX CORR ( 60.815423637874943 ) AFTER KILLING INPUT VARIABLE 18 CONTR 1.5639740694616395 ROUND 26 : MAX CORR ( 60.776840431107459 ) AFTER KILLING INPUT VARIABLE 33 CONTR 2.1659684822038048 ROUND 27 : MAX CORR ( 60.742926097992488 ) AFTER KILLING INPUT VARIABLE 7 CONTR 2.0300891217188926 ROUND 28 : MAX CORR ( 60.683641219877806 ) AFTER KILLING INPUT VARIABLE 17 CONTR 2.6830503616824406 ROUND 29 : MAX CORR ( 60.589562279946271 ) AFTER KILLING INPUT VARIABLE 37 CONTR 3.3777587876230046 ROUND 30 : MAX CORR ( 60.474584286507714 ) AFTER KILLING INPUT VARIABLE 8 CONTR 3.7309131120360295 ROUND 31 : MAX CORR ( 60.332189955767987 ) AFTER KILLING INPUT VARIABLE 2 CONTR 4.1475534676546948 ROUND 32 : MAX CORR ( 60.094113256661998 ) AFTER KILLING INPUT VARIABLE 9 CONTR 5.3545024749599159 ROUND 33 : MAX CORR ( 59.790004362447149 ) AFTER KILLING INPUT VARIABLE 36 CONTR 6.0380316695981469 ROUND 34 : MAX CORR ( 57.750889875307131 ) AFTER KILLING INPUT VARIABLE 35 CONTR 15.481580677424303 ROUND 35 : MAX CORR ( 53.139341240510753 ) AFTER KILLING INPUT VARIABLE 38 CONTR 22.613617444239324 ROUND 36 : MAX CORR ( 45.203060658817371 ) AFTER KILLING INPUT VARIABLE 31 CONTR 27.936944975260342 LAST REMAINING VARIABLE: 20 total correlation to target: 60.952585020210790 % total significance: 609.52585020210790 sigma correlations of single variables to target: variable 2 : 3.8272398936259688 % , in sigma: 38.272398936259684 variable 3 : 6.8030701323695268 % , in sigma: 68.030701323695268 variable 4 : 14.431077395078066 % , in sigma: 144.31077395078066 variable 5 : 2.6944860925095422 % , in sigma: 26.944860925095423 variable 6 : 7.1384861205846777 % , in sigma: 71.384861205846775 variable 7 : 6.8514684762844285 % , in sigma: 68.514684762844283 variable 8 : 7.6351200898658398 % , in sigma: 76.351200898658391 variable 9 : 1.0676929597043994 % , in sigma: 10.676929597043994 variable 10 : 3.9881412824098508 % , in sigma: 39.881412824098511 variable 11 : 4.9211352000096804 % , in sigma: 49.211352000096802 variable 12 : 5.9597466860490691 % , in sigma: 59.597466860490691 variable 13 : 2.1920221568518463 % , in sigma: 21.920221568518460 variable 14 : 6.2408425623819097 % , in sigma: 62.408425623819099 variable 15 : 5.4646325457335037 % , in sigma: 54.646325457335031 variable 16 : 2.1698816995682018 % , in sigma: 21.698816995682019 variable 17 : 5.1857563666941671 % , in sigma: 51.857563666941672 variable 18 : 6.5493730483555446 % , in sigma: 65.493730483555453 variable 19 : 9.6273140395141024 % , in sigma: 96.273140395141027 variable 20 : 45.203060658817371 % , in sigma: 452.03060658817373 variable 21 : 21.611715087423786 % , in sigma: 216.11715087423786 variable 22 : 9.5951006470939237 % , in sigma: 95.951006470939234 variable 23 : 9.0316306777603170 % , in sigma: 90.316306777603174 variable 24 : 9.0956667850749522 % , in sigma: 90.956667850749511 variable 25 : 2.4083035211112733 % , in sigma: 24.083035211112733 variable 26 : 2.4604616717354206 % , in sigma: 24.604616717354208 variable 27 : 2.0028648252151964 % , in sigma: 20.028648252151964 variable 28 : 2.4256563886686773 % , in sigma: 24.256563886686774 variable 29 : 3.7803544890650023 % , in sigma: 37.803544890650024 variable 30 : 1.9263164756829403 % , in sigma: 19.263164756829404 variable 31 : 40.696435041162630 % , in sigma: 406.96435041162630 variable 32 : 15.764312445979819 % , in sigma: 157.64312445979820 variable 33 : 10.821937668649838 % , in sigma: 108.21937668649838 variable 34 : 6.1548821464494194 % , in sigma: 61.548821464494196 variable 35 : 40.013426227358664 % , in sigma: 400.13426227358661 variable 36 : 1.1633039570271220 % , in sigma: 11.633039570271221 variable 37 : 10.201705937648221 % , in sigma: 102.01705937648221 variable 38 : 35.073967351621498 % , in sigma: 350.73967351621496 variables sorted by significance: 1 most relevant variable 20 corr 45.203060 , in sigma: 452.03060150146484 2 most relevant variable 31 corr 27.936945 , in sigma: 279.36944961547852 3 most relevant variable 38 corr 22.613617 , in sigma: 226.13616943359375 4 most relevant variable 35 corr 15.481581 , in sigma: 154.81580734252930 5 most relevant variable 36 corr 6.0380316 , in sigma: 60.380315780639648 6 most relevant variable 9 corr 5.3545027 , in sigma: 53.545026779174805 7 most relevant variable 2 corr 4.1475534 , in sigma: 41.475534439086914 8 most relevant variable 8 corr 3.7309132 , in sigma: 37.309131622314453 9 most relevant variable 37 corr 3.3777587 , in sigma: 33.777587413787842 10 most relevant variable 17 corr 2.6830504 , in sigma: 26.830503940582275 11 most relevant variable 7 corr 2.0300891 , in sigma: 20.300891399383545 12 most relevant variable 33 corr 2.1659684 , in sigma: 21.659684181213379 13 most relevant variable 18 corr 1.5639740 , in sigma: 15.639740228652954 14 most relevant variable 6 corr 1.5448347 , in sigma: 15.448347330093384 15 most relevant variable 34 corr 1.5040786 , in sigma: 15.040786266326904 16 most relevant variable 5 corr 1.4720147 , in sigma: 14.720146656036377 17 most relevant variable 21 corr 1.2268921 , in sigma: 12.268921136856079 18 most relevant variable 10 corr 0.94665527 , in sigma: 9.4665527343750000 19 most relevant variable 32 corr 0.94186294 , in sigma: 9.4186294078826904 20 most relevant variable 13 corr 0.91021407 , in sigma: 9.1021406650543213 21 most relevant variable 3 corr 0.80290866 , in sigma: 8.0290865898132324 22 most relevant variable 15 corr 0.89366740 , in sigma: 8.9366739988327026 23 most relevant variable 12 corr 0.62806302 , in sigma: 6.2806302309036255 24 most relevant variable 29 corr 0.55801219 , in sigma: 5.5801218748092651 25 most relevant variable 22 corr 0.51824743 , in sigma: 5.1824742555618286 26 most relevant variable 4 corr 0.49813065 , in sigma: 4.9813064932823181 27 most relevant variable 23 corr 0.41348955 , in sigma: 4.1348955035209656 28 most relevant variable 16 corr 0.44779694 , in sigma: 4.4779694080352783 29 most relevant variable 30 corr 0.36187682 , in sigma: 3.6187681555747986 30 most relevant variable 14 corr 0.28659776 , in sigma: 2.8659775853157043 31 most relevant variable 19 corr 0.17001149 , in sigma: 1.7001149058341980 32 most relevant variable 11 corr 0.12558845 , in sigma: 1.2558844685554504 33 most relevant variable 25 corr 8.83766264E-02 , in sigma: 0.88376626372337341 34 most relevant variable 27 corr 9.63072702E-02 , in sigma: 0.96307270228862762 35 most relevant variable 28 corr 9.11622345E-02 , in sigma: 0.91162234544754028 36 most relevant variable 26 corr 4.73335013E-02 , in sigma: 0.47333501279354095 37 most relevant variable 24 corr 2.19766758E-02 , in sigma: 0.21976675838232040 global correlations between input variables: variable 2 : 31.015087314977013 % variable 3 : 84.193022366916381 % variable 4 : 84.151247840861473 % variable 5 : 65.297619427852396 % variable 6 : 51.237568547221478 % variable 7 : 68.942025241227896 % variable 8 : 57.821895248445820 % variable 9 : 54.638849123500499 % variable 10 : 13.512042457228151 % variable 11 : 65.249038857015975 % variable 12 : 72.653342155169341 % variable 13 : 55.086242420633305 % variable 14 : 69.146449443682357 % variable 15 : 78.855532890145696 % variable 16 : 85.575087448547279 % variable 17 : 80.968211731328012 % variable 18 : 80.232054968844693 % variable 19 : 76.436346087658706 % variable 20 : 56.770253300128424 % variable 21 : 55.944345034220277 % variable 22 : 90.241538774970451 % variable 23 : 94.702491581650037 % variable 24 : 93.566903353505111 % variable 25 : 94.152739787884130 % variable 26 : 93.177112242326444 % variable 27 : 83.929401849697669 % variable 28 : 86.161467605233938 % variable 29 : 61.328066496492873 % variable 30 : 88.312025705492402 % variable 31 : 59.024985860350242 % variable 32 : 48.506533054678734 % variable 33 : 57.116705380006813 % variable 34 : 67.376460060588698 % variable 35 : 53.798841071000325 % variable 36 : 83.863519312612013 % variable 37 : 39.529698102966975 % variable 38 : 29.348352638140128 % significance loss when removing single variables: variable 2 : corr = 3.6575869976960691 % , sigma = 36.575869976960689 variable 3 : corr = 1.0247788800635200 % , sigma = 10.247788800635201 variable 4 : corr = 0.42267764754799747 % , sigma = 4.2267764754799746 variable 5 : corr = 1.4300836637458283 % , sigma = 14.300836637458284 variable 6 : corr = 1.4634080540671990 % , sigma = 14.634080540671988 variable 7 : corr = 1.0064844425445167 % , sigma = 10.064844425445166 variable 8 : corr = 1.7443896218260651 % , sigma = 17.443896218260651 variable 9 : corr = 2.6411910695130039 % , sigma = 26.411910695130036 variable 10 : corr = 0.94040574921606923 % , sigma = 9.4040574921606925 variable 11 : corr = 0.12524545882686208 % , sigma = 1.2524545882686209 variable 12 : corr = 0.65318425094103671 % , sigma = 6.5318425094103674 variable 13 : corr = 0.67588395659187295 % , sigma = 6.7588395659187297 variable 14 : corr = 0.29359016902512869 % , sigma = 2.9359016902512871 variable 15 : corr = 0.97973803827796979 % , sigma = 9.7973803827796981 variable 16 : corr = 0.45175043623277533 % , sigma = 4.5175043623277533 variable 17 : corr = 1.4580278218272118 % , sigma = 14.580278218272118 variable 18 : corr = 1.2494187504359833 % , sigma = 12.494187504359832 variable 19 : corr = 0.17482220494870210 % , sigma = 1.7482220494870211 variable 20 : corr = 25.156666585731298 % , sigma = 251.56666585731296 variable 21 : corr = 1.1880643281427028 % , sigma = 11.880643281427027 variable 22 : corr = 0.69364843401954190 % , sigma = 6.9364843401954195 variable 23 : corr = 0.36410662463321891 % , sigma = 3.6410662463321892 variable 24 : corr = 2.19766759443958092E-002 % , sigma = 0.21976675944395810 variable 25 : corr = 7.69447784164729726E-002 % , sigma = 0.76944778416472970 variable 26 : corr = 4.74555515799781544E-002 % , sigma = 0.47455551579978156 variable 27 : corr = 9.81642242984031299E-002 % , sigma = 0.98164224298403135 variable 28 : corr = 9.19896269350889417E-002 % , sigma = 0.91989626935088942 variable 29 : corr = 0.58944382964951203 % , sigma = 5.8944382964951201 variable 30 : corr = 0.16697189586430145 % , sigma = 1.6697189586430146 variable 31 : corr = 14.929496852663679 % , sigma = 149.29496852663678 variable 32 : corr = 1.0298300650903565 % , sigma = 10.298300650903565 variable 33 : corr = 2.3835617176490609 % , sigma = 23.835617176490608 variable 34 : corr = 1.2818113772620603 % , sigma = 12.818113772620604 variable 35 : corr = 15.147983195713724 % , sigma = 151.47983195713724 variable 36 : corr = 3.1485651526711131 % , sigma = 31.485651526711131 variable 37 : corr = 3.5966830887476884 % , sigma = 35.966830887476881 variable 38 : corr = 21.361322699301322 % , sigma = 213.61322699301323 Keep only 29 most significant input variables Sum of Weights for output node 2 1000000.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -1.3934886 NVar: 30.000000 5005 --------- Entering internal boost mode: --------- Starting analysis with 53 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.8171077 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.4746938 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.1574616 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.0450404 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.9648172 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.5642359 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.5464368 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.4384252 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.3207855 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.2803515 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.1501453 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.0488464 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.0384225 PREPRO: (sigma of derived input)/eigenvalue # 14 : 1.0156380 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.99968868 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.98527801 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.96641171 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.94493479 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.91518903 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.86291319 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.83004385 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.81533229 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.75683147 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.68120342 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.62013638 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.60152066 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.57413936 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.55863208 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.54096895 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.50185210 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.47431681 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.47076729 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.45710409 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.44788405 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.41585544 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.38783255 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.36213383 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.30546594 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.30171752 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.29665354 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.24802759 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.18258409 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.16168123 PREPRO: (sigma of derived input)/eigenvalue # 44 : 0.11052638 PREPRO: (sigma of derived input)/eigenvalue # 45 : 4.32676636E-04 PREPRO: (sigma of derived input)/eigenvalue # 46 : 2.62901594E-04 PREPRO: (sigma of derived input)/eigenvalue # 47 : 4.25022199E-06 PREPRO: (sigma of derived input)/eigenvalue # 48 : 2.24848372E-06 PREPRO: (sigma of derived input)/eigenvalue # 49 : 4.75362981E-07 PREPRO: (sigma of derived input)/eigenvalue # 50 : 1.70666230E-04 PREPRO: (sigma of derived input)/eigenvalue # 51 : 2.55722174E-04 PREPRO: (sigma of derived input)/eigenvalue # 52 : 2.95889797E-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 0.3 2.8 2.5 2.2 2.0 2.0 1.6 1.5 1.4 1.3 1.3 1.2 1.0 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 0.5 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 11.1 6.1 -1.7 3.8 3.0 29.1 24.7 -11.5 1.3 -8.4 -3.7 0.8 -6.3 -3.3 -0.7 2.4 -6.9 -3.7 -1.4 -3.1 -3.1 4.4 1.1 2.3 5.5 1.9 3.5 8.9 -1.1 -0.4 -0.5 0.4 2.3 -0.3 -1.7 6.0 -1.1 -4.0 -0.3 -1.0 -2.9 3.0 -0.7 -0.5 2 11.1 100.0 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 6.1 0.0 100.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 4 -1.7 -0.0 0.0 100.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 5 3.8 0.0 -0.0 -0.0 100.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 6 3.0 0.0 -0.0 0.0 -0.0 100.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 7 29.1 0.0 -0.0 -0.0 0.0 0.0 100.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 8 24.7 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 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0.0 0.0 100.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 14 -6.3 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 100.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 15 -3.3 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 100.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 16 -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 -0.0 100.0 -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 17 2.4 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 100.0 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 18 -6.9 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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 28 3.5 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 100.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 29 8.9 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 100.0 -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 -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 -0.0 100.0 -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 -0.4 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 100.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 32 -0.5 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 100.0 -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 0.4 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 100.0 -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 2.3 -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 -0.0 100.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 35 -0.3 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 -0.0 100.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 36 -1.7 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 100.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 37 6.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 100.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 38 -1.1 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 100.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 39 -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 -0.0 100.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 40 -0.3 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 100.0 -0.0 0.0 0.0 -0.0 -0.0 41 -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 -0.0 100.0 0.0 0.0 -0.0 0.0 42 -2.9 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 100.0 0.0 -0.0 0.0 43 3.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 100.0 -0.0 0.0 44 -0.7 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 100.0 -0.0 45 -0.5 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 47.304250784833528 ------------------------------------- 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 1 --> 193.00575 sigma out 44 active outputs RANK 2 NODE 7 --> 119.07864 sigma out 44 active outputs RANK 3 NODE 3 --> 102.66052 sigma out 44 active outputs RANK 4 NODE 8 --> 88.595505 sigma out 44 active outputs RANK 5 NODE 6 --> 77.834846 sigma out 44 active outputs RANK 6 NODE 9 --> 77.137535 sigma out 44 active outputs RANK 7 NODE 5 --> 73.874893 sigma out 44 active outputs RANK 8 NODE 15 --> 73.793091 sigma out 44 active outputs RANK 9 NODE 2 --> 73.037956 sigma out 44 active outputs RANK 10 NODE 4 --> 72.449821 sigma out 44 active outputs RANK 11 NODE 38 --> 69.853836 sigma out 44 active outputs RANK 12 NODE 12 --> 68.770821 sigma out 44 active outputs RANK 13 NODE 25 --> 66.396797 sigma out 44 active outputs RANK 14 NODE 26 --> 64.557762 sigma out 44 active outputs RANK 15 NODE 34 --> 63.472454 sigma out 44 active outputs RANK 16 NODE 16 --> 63.329411 sigma out 44 active outputs RANK 17 NODE 23 --> 62.950542 sigma out 44 active outputs RANK 18 NODE 31 --> 62.159313 sigma out 44 active outputs RANK 19 NODE 14 --> 61.190800 sigma out 44 active outputs RANK 20 NODE 20 --> 60.956310 sigma out 44 active outputs RANK 21 NODE 35 --> 60.216667 sigma out 44 active outputs RANK 22 NODE 30 --> 60.000652 sigma out 44 active outputs RANK 23 NODE 19 --> 59.912628 sigma out 44 active outputs RANK 24 NODE 11 --> 59.723526 sigma out 44 active outputs RANK 25 NODE 29 --> 59.529423 sigma out 44 active outputs RANK 26 NODE 45 --> 59.412136 sigma out 44 active outputs RANK 27 NODE 17 --> 59.289661 sigma out 44 active outputs RANK 28 NODE 13 --> 58.910938 sigma out 44 active outputs RANK 29 NODE 27 --> 57.868816 sigma out 44 active outputs RANK 30 NODE 28 --> 57.403252 sigma out 44 active outputs RANK 31 NODE 39 --> 57.359596 sigma out 44 active outputs RANK 32 NODE 10 --> 57.345600 sigma out 44 active outputs RANK 33 NODE 21 --> 56.916008 sigma out 44 active outputs RANK 34 NODE 22 --> 56.142361 sigma out 44 active outputs RANK 35 NODE 42 --> 56.077145 sigma out 44 active outputs RANK 36 NODE 41 --> 55.862427 sigma out 44 active outputs RANK 37 NODE 40 --> 54.926144 sigma out 44 active outputs RANK 38 NODE 36 --> 54.077801 sigma out 44 active outputs RANK 39 NODE 37 --> 52.006618 sigma out 44 active outputs RANK 40 NODE 32 --> 51.444214 sigma out 44 active outputs RANK 41 NODE 24 --> 51.212971 sigma out 44 active outputs RANK 42 NODE 43 --> 50.158131 sigma out 44 active outputs RANK 43 NODE 18 --> 49.284100 sigma out 44 active outputs RANK 44 NODE 33 --> 47.892349 sigma out 44 active outputs RANK 45 NODE 44 --> 42.562267 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 18 --> 163.48660 sigma in 45 act. ( 176.20587 sig out 1 act.) RANK 2 NODE 14 --> 119.94724 sigma in 45 act. ( 140.27087 sig out 1 act.) RANK 3 NODE 13 --> 110.85275 sigma in 45 act. ( 132.23535 sig out 1 act.) RANK 4 NODE 42 --> 97.564407 sigma in 45 act. ( 133.90114 sig out 1 act.) RANK 5 NODE 24 --> 91.835823 sigma in 45 act. ( 133.14433 sig out 1 act.) RANK 6 NODE 21 --> 91.171577 sigma in 45 act. ( 117.54161 sig out 1 act.) RANK 7 NODE 30 --> 82.275688 sigma in 45 act. ( 91.822868 sig out 1 act.) RANK 8 NODE 25 --> 78.355095 sigma in 45 act. ( 96.226624 sig out 1 act.) RANK 9 NODE 31 --> 74.043945 sigma in 45 act. ( 85.523895 sig out 1 act.) RANK 10 NODE 39 --> 71.958916 sigma in 45 act. ( 75.103561 sig out 1 act.) RANK 11 NODE 40 --> 71.753372 sigma in 45 act. ( 70.500313 sig out 1 act.) RANK 12 NODE 23 --> 70.327347 sigma in 45 act. ( 78.426888 sig out 1 act.) RANK 13 NODE 37 --> 70.140190 sigma in 45 act. ( 63.463627 sig out 1 act.) RANK 14 NODE 43 --> 69.498817 sigma in 45 act. ( 65.365646 sig out 1 act.) RANK 15 NODE 28 --> 68.433052 sigma in 45 act. ( 75.709351 sig out 1 act.) RANK 16 NODE 5 --> 66.123566 sigma in 45 act. ( 67.419830 sig out 1 act.) RANK 17 NODE 22 --> 65.143738 sigma in 45 act. ( 28.835876 sig out 1 act.) RANK 18 NODE 11 --> 64.198708 sigma in 45 act. ( 24.565449 sig out 1 act.) RANK 19 NODE 26 --> 63.717060 sigma in 45 act. ( 67.587540 sig out 1 act.) RANK 20 NODE 44 --> 62.974800 sigma in 45 act. ( 0.74128634 sig out 1 act.) RANK 21 NODE 27 --> 62.263672 sigma in 45 act. ( 50.659790 sig out 1 act.) RANK 22 NODE 33 --> 61.433540 sigma in 45 act. ( 51.032257 sig out 1 act.) RANK 23 NODE 16 --> 61.200474 sigma in 45 act. ( 52.606228 sig out 1 act.) RANK 24 NODE 36 --> 60.894238 sigma in 45 act. ( 55.361347 sig out 1 act.) RANK 25 NODE 3 --> 60.277519 sigma in 45 act. ( 40.914841 sig out 1 act.) RANK 26 NODE 34 --> 59.667046 sigma in 45 act. ( 54.974232 sig out 1 act.) RANK 27 NODE 32 --> 59.036625 sigma in 45 act. ( 72.847305 sig out 1 act.) RANK 28 NODE 9 --> 58.939678 sigma in 45 act. ( 60.087482 sig out 1 act.) RANK 29 NODE 12 --> 57.360840 sigma in 45 act. ( 0.10323959 sig out 1 act.) RANK 30 NODE 6 --> 56.329960 sigma in 45 act. ( 51.072796 sig out 1 act.) RANK 31 NODE 19 --> 55.873077 sigma in 45 act. ( 60.099926 sig out 1 act.) RANK 32 NODE 7 --> 54.955898 sigma in 45 act. ( 12.788735 sig out 1 act.) RANK 33 NODE 2 --> 54.621319 sigma in 45 act. ( 6.4436250 sig out 1 act.) RANK 34 NODE 35 --> 54.393311 sigma in 45 act. ( 35.943890 sig out 1 act.) RANK 35 NODE 41 --> 54.391430 sigma in 45 act. ( 21.851427 sig out 1 act.) RANK 36 NODE 38 --> 53.557796 sigma in 45 act. ( 35.605652 sig out 1 act.) RANK 37 NODE 4 --> 52.500935 sigma in 45 act. ( 37.620422 sig out 1 act.) RANK 38 NODE 29 --> 51.167076 sigma in 45 act. ( 20.066999 sig out 1 act.) RANK 39 NODE 15 --> 50.650635 sigma in 45 act. ( 34.655144 sig out 1 act.) RANK 40 NODE 20 --> 49.970425 sigma in 45 act. ( 40.416534 sig out 1 act.) RANK 41 NODE 17 --> 49.654240 sigma in 45 act. ( 24.815241 sig out 1 act.) RANK 42 NODE 1 --> 49.546253 sigma in 45 act. ( 40.963902 sig out 1 act.) RANK 43 NODE 10 --> 48.031475 sigma in 45 act. ( 16.263031 sig out 1 act.) RANK 44 NODE 8 --> 47.827866 sigma in 45 act. ( 32.487514 sig out 1 act.) sorted by output significance RANK 1 NODE 18 --> 176.20587 sigma out 1 act.( 163.48660 sig in 45 act.) RANK 2 NODE 14 --> 140.27087 sigma out 1 act.( 119.94724 sig in 45 act.) RANK 3 NODE 42 --> 133.90114 sigma out 1 act.( 97.564407 sig in 45 act.) RANK 4 NODE 24 --> 133.14433 sigma out 1 act.( 91.835823 sig in 45 act.) RANK 5 NODE 13 --> 132.23535 sigma out 1 act.( 110.85275 sig in 45 act.) RANK 6 NODE 21 --> 117.54161 sigma out 1 act.( 91.171577 sig in 45 act.) RANK 7 NODE 25 --> 96.226624 sigma out 1 act.( 78.355095 sig in 45 act.) RANK 8 NODE 30 --> 91.822868 sigma out 1 act.( 82.275688 sig in 45 act.) RANK 9 NODE 31 --> 85.523895 sigma out 1 act.( 74.043945 sig in 45 act.) RANK 10 NODE 23 --> 78.426888 sigma out 1 act.( 70.327347 sig in 45 act.) RANK 11 NODE 28 --> 75.709351 sigma out 1 act.( 68.433052 sig in 45 act.) RANK 12 NODE 39 --> 75.103561 sigma out 1 act.( 71.958916 sig in 45 act.) RANK 13 NODE 32 --> 72.847305 sigma out 1 act.( 59.036625 sig in 45 act.) RANK 14 NODE 40 --> 70.500313 sigma out 1 act.( 71.753372 sig in 45 act.) RANK 15 NODE 26 --> 67.587540 sigma out 1 act.( 63.717060 sig in 45 act.) RANK 16 NODE 5 --> 67.419830 sigma out 1 act.( 66.123566 sig in 45 act.) RANK 17 NODE 43 --> 65.365646 sigma out 1 act.( 69.498817 sig in 45 act.) RANK 18 NODE 37 --> 63.463627 sigma out 1 act.( 70.140190 sig in 45 act.) RANK 19 NODE 19 --> 60.099926 sigma out 1 act.( 55.873077 sig in 45 act.) RANK 20 NODE 9 --> 60.087482 sigma out 1 act.( 58.939678 sig in 45 act.) RANK 21 NODE 36 --> 55.361347 sigma out 1 act.( 60.894238 sig in 45 act.) RANK 22 NODE 34 --> 54.974232 sigma out 1 act.( 59.667046 sig in 45 act.) RANK 23 NODE 16 --> 52.606228 sigma out 1 act.( 61.200474 sig in 45 act.) RANK 24 NODE 6 --> 51.072796 sigma out 1 act.( 56.329960 sig in 45 act.) RANK 25 NODE 33 --> 51.032257 sigma out 1 act.( 61.433540 sig in 45 act.) RANK 26 NODE 27 --> 50.659790 sigma out 1 act.( 62.263672 sig in 45 act.) RANK 27 NODE 1 --> 40.963902 sigma out 1 act.( 49.546253 sig in 45 act.) RANK 28 NODE 3 --> 40.914841 sigma out 1 act.( 60.277519 sig in 45 act.) RANK 29 NODE 20 --> 40.416534 sigma out 1 act.( 49.970425 sig in 45 act.) RANK 30 NODE 4 --> 37.620422 sigma out 1 act.( 52.500935 sig in 45 act.) RANK 31 NODE 35 --> 35.943890 sigma out 1 act.( 54.393311 sig in 45 act.) RANK 32 NODE 38 --> 35.605652 sigma out 1 act.( 53.557796 sig in 45 act.) RANK 33 NODE 15 --> 34.655144 sigma out 1 act.( 50.650635 sig in 45 act.) RANK 34 NODE 8 --> 32.487514 sigma out 1 act.( 47.827866 sig in 45 act.) RANK 35 NODE 22 --> 28.835876 sigma out 1 act.( 65.143738 sig in 45 act.) RANK 36 NODE 17 --> 24.815241 sigma out 1 act.( 49.654240 sig in 45 act.) RANK 37 NODE 11 --> 24.565449 sigma out 1 act.( 64.198708 sig in 45 act.) RANK 38 NODE 41 --> 21.851427 sigma out 1 act.( 54.391430 sig in 45 act.) RANK 39 NODE 29 --> 20.066999 sigma out 1 act.( 51.167076 sig in 45 act.) RANK 40 NODE 10 --> 16.263031 sigma out 1 act.( 48.031475 sig in 45 act.) RANK 41 NODE 7 --> 12.788735 sigma out 1 act.( 54.955898 sig in 45 act.) RANK 42 NODE 2 --> 6.4436250 sigma out 1 act.( 54.621319 sig in 45 act.) RANK 43 NODE 44 --> 0.74128634 sigma out 1 act.( 62.974800 sig in 45 act.) RANK 44 NODE 12 --> 0.10323959 sigma out 1 act.( 57.360840 sig in 45 act.) RANK 1 NODE 1 --> 475.79111 sigma in 44 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 199.49788 sigma out 44 active outputs RANK 2 NODE 7 --> 112.72703 sigma out 44 active outputs RANK 3 NODE 8 --> 87.510796 sigma out 44 active outputs RANK 4 NODE 3 --> 85.425865 sigma out 44 active outputs RANK 5 NODE 2 --> 65.080254 sigma out 44 active outputs RANK 6 NODE 6 --> 62.427578 sigma out 44 active outputs RANK 7 NODE 5 --> 49.806774 sigma out 44 active outputs RANK 8 NODE 9 --> 48.253658 sigma out 44 active outputs RANK 9 NODE 17 --> 44.050800 sigma out 44 active outputs RANK 10 NODE 11 --> 39.358315 sigma out 44 active outputs RANK 11 NODE 12 --> 39.045189 sigma out 44 active outputs RANK 12 NODE 4 --> 37.645580 sigma out 44 active outputs RANK 13 NODE 15 --> 37.431103 sigma out 44 active outputs RANK 14 NODE 14 --> 35.984028 sigma out 44 active outputs RANK 15 NODE 16 --> 32.867527 sigma out 44 active outputs RANK 16 NODE 29 --> 31.240873 sigma out 44 active outputs RANK 17 NODE 18 --> 31.023649 sigma out 44 active outputs RANK 18 NODE 13 --> 30.751244 sigma out 44 active outputs RANK 19 NODE 20 --> 29.086596 sigma out 44 active outputs RANK 20 NODE 10 --> 28.709122 sigma out 44 active outputs RANK 21 NODE 25 --> 28.588190 sigma out 44 active outputs RANK 22 NODE 23 --> 27.875809 sigma out 44 active outputs RANK 23 NODE 19 --> 26.813410 sigma out 44 active outputs RANK 24 NODE 26 --> 26.152781 sigma out 44 active outputs RANK 25 NODE 21 --> 23.862583 sigma out 44 active outputs RANK 26 NODE 22 --> 21.894211 sigma out 44 active outputs RANK 27 NODE 30 --> 21.082510 sigma out 44 active outputs RANK 28 NODE 27 --> 20.617109 sigma out 44 active outputs RANK 29 NODE 24 --> 19.343880 sigma out 44 active outputs RANK 30 NODE 34 --> 19.092207 sigma out 44 active outputs RANK 31 NODE 38 --> 18.967466 sigma out 44 active outputs RANK 32 NODE 37 --> 16.499390 sigma out 44 active outputs RANK 33 NODE 28 --> 16.098354 sigma out 44 active outputs RANK 34 NODE 31 --> 16.009640 sigma out 44 active outputs RANK 35 NODE 39 --> 13.524796 sigma out 44 active outputs RANK 36 NODE 35 --> 13.368144 sigma out 44 active outputs RANK 37 NODE 40 --> 12.948123 sigma out 44 active outputs RANK 38 NODE 41 --> 12.416349 sigma out 44 active outputs RANK 39 NODE 33 --> 12.336100 sigma out 44 active outputs RANK 40 NODE 32 --> 12.071034 sigma out 44 active outputs RANK 41 NODE 42 --> 11.479803 sigma out 44 active outputs RANK 42 NODE 36 --> 11.279654 sigma out 44 active outputs RANK 43 NODE 43 --> 6.9263821 sigma out 44 active outputs RANK 44 NODE 44 --> 3.6461480 sigma out 44 active outputs RANK 45 NODE 45 --> 3.6113043 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 18 --> 159.26720 sigma in 45 act. ( 77.404526 sig out 1 act.) RANK 2 NODE 14 --> 114.44115 sigma in 45 act. ( 61.798836 sig out 1 act.) RANK 3 NODE 13 --> 104.88265 sigma in 45 act. ( 57.819115 sig out 1 act.) RANK 4 NODE 42 --> 82.422798 sigma in 45 act. ( 63.503773 sig out 1 act.) RANK 5 NODE 21 --> 81.454659 sigma in 45 act. ( 54.691494 sig out 1 act.) RANK 6 NODE 24 --> 74.339211 sigma in 45 act. ( 69.676224 sig out 1 act.) RANK 7 NODE 30 --> 63.025658 sigma in 45 act. ( 41.046364 sig out 1 act.) RANK 8 NODE 31 --> 50.808121 sigma in 45 act. ( 41.447422 sig out 1 act.) RANK 9 NODE 25 --> 46.469833 sigma in 45 act. ( 60.125957 sig out 1 act.) RANK 10 NODE 23 --> 46.015060 sigma in 45 act. ( 39.116989 sig out 1 act.) RANK 11 NODE 40 --> 44.067463 sigma in 45 act. ( 31.654514 sig out 1 act.) RANK 12 NODE 26 --> 43.096584 sigma in 45 act. ( 28.707458 sig out 1 act.) RANK 13 NODE 5 --> 40.942715 sigma in 45 act. ( 33.154652 sig out 1 act.) RANK 14 NODE 43 --> 37.354919 sigma in 45 act. ( 33.457081 sig out 1 act.) RANK 15 NODE 16 --> 35.266220 sigma in 45 act. ( 25.375320 sig out 1 act.) RANK 16 NODE 28 --> 35.066677 sigma in 45 act. ( 44.243065 sig out 1 act.) RANK 17 NODE 39 --> 34.496616 sigma in 45 act. ( 43.128891 sig out 1 act.) RANK 18 NODE 37 --> 34.461708 sigma in 45 act. ( 33.288445 sig out 1 act.) RANK 19 NODE 9 --> 33.285023 sigma in 45 act. ( 33.509930 sig out 1 act.) RANK 20 NODE 36 --> 31.984665 sigma in 45 act. ( 25.923079 sig out 1 act.) RANK 21 NODE 19 --> 30.906322 sigma in 45 act. ( 30.067760 sig out 1 act.) RANK 22 NODE 27 --> 30.894020 sigma in 45 act. ( 23.743896 sig out 1 act.) RANK 23 NODE 32 --> 30.369097 sigma in 45 act. ( 47.097279 sig out 1 act.) RANK 24 NODE 33 --> 29.710138 sigma in 45 act. ( 25.048576 sig out 1 act.) RANK 25 NODE 34 --> 28.566013 sigma in 45 act. ( 29.004963 sig out 1 act.) RANK 26 NODE 3 --> 28.000231 sigma in 45 act. ( 18.978800 sig out 1 act.) RANK 27 NODE 6 --> 26.739540 sigma in 45 act. ( 26.712347 sig out 1 act.) RANK 28 NODE 1 --> 24.230463 sigma in 45 act. ( 17.366009 sig out 1 act.) RANK 29 NODE 35 --> 22.236670 sigma in 45 act. ( 17.949841 sig out 1 act.) RANK 30 NODE 4 --> 21.210188 sigma in 45 act. ( 18.665016 sig out 1 act.) RANK 31 NODE 38 --> 20.270555 sigma in 45 act. ( 16.657833 sig out 1 act.) RANK 32 NODE 20 --> 19.471193 sigma in 45 act. ( 22.942528 sig out 1 act.) RANK 33 NODE 8 --> 17.230742 sigma in 45 act. ( 17.261112 sig out 1 act.) RANK 34 NODE 22 --> 16.378897 sigma in 45 act. ( 13.478371 sig out 1 act.) RANK 35 NODE 15 --> 16.353016 sigma in 45 act. ( 19.800741 sig out 1 act.) RANK 36 NODE 11 --> 14.440033 sigma in 45 act. ( 12.439521 sig out 1 act.) RANK 37 NODE 17 --> 14.294646 sigma in 45 act. ( 11.883617 sig out 1 act.) RANK 38 NODE 29 --> 11.993474 sigma in 45 act. ( 9.5075674 sig out 1 act.) RANK 39 NODE 41 --> 11.797456 sigma in 45 act. ( 12.358571 sig out 1 act.) RANK 40 NODE 7 --> 9.3680439 sigma in 45 act. ( 6.8910513 sig out 1 act.) RANK 41 NODE 10 --> 9.1627932 sigma in 45 act. ( 8.7294044 sig out 1 act.) RANK 42 NODE 44 --> 7.6504288 sigma in 45 act. ( 0.38144356 sig out 1 act.) RANK 43 NODE 2 --> 6.2131009 sigma in 45 act. ( 3.0571151 sig out 1 act.) RANK 44 NODE 12 --> 5.7261143 sigma in 45 act. ( 0.11562397 sig out 1 act.) sorted by output significance RANK 1 NODE 18 --> 77.404526 sigma out 1 act.( 159.26720 sig in 45 act.) RANK 2 NODE 24 --> 69.676224 sigma out 1 act.( 74.339211 sig in 45 act.) RANK 3 NODE 42 --> 63.503773 sigma out 1 act.( 82.422798 sig in 45 act.) RANK 4 NODE 14 --> 61.798836 sigma out 1 act.( 114.44115 sig in 45 act.) RANK 5 NODE 25 --> 60.125957 sigma out 1 act.( 46.469833 sig in 45 act.) RANK 6 NODE 13 --> 57.819115 sigma out 1 act.( 104.88265 sig in 45 act.) RANK 7 NODE 21 --> 54.691494 sigma out 1 act.( 81.454659 sig in 45 act.) RANK 8 NODE 32 --> 47.097279 sigma out 1 act.( 30.369097 sig in 45 act.) RANK 9 NODE 28 --> 44.243065 sigma out 1 act.( 35.066677 sig in 45 act.) RANK 10 NODE 39 --> 43.128891 sigma out 1 act.( 34.496616 sig in 45 act.) RANK 11 NODE 31 --> 41.447422 sigma out 1 act.( 50.808121 sig in 45 act.) RANK 12 NODE 30 --> 41.046364 sigma out 1 act.( 63.025658 sig in 45 act.) RANK 13 NODE 23 --> 39.116989 sigma out 1 act.( 46.015060 sig in 45 act.) RANK 14 NODE 9 --> 33.509930 sigma out 1 act.( 33.285023 sig in 45 act.) RANK 15 NODE 43 --> 33.457081 sigma out 1 act.( 37.354919 sig in 45 act.) RANK 16 NODE 37 --> 33.288445 sigma out 1 act.( 34.461708 sig in 45 act.) RANK 17 NODE 5 --> 33.154652 sigma out 1 act.( 40.942715 sig in 45 act.) RANK 18 NODE 40 --> 31.654514 sigma out 1 act.( 44.067463 sig in 45 act.) RANK 19 NODE 19 --> 30.067760 sigma out 1 act.( 30.906322 sig in 45 act.) RANK 20 NODE 34 --> 29.004963 sigma out 1 act.( 28.566013 sig in 45 act.) RANK 21 NODE 26 --> 28.707458 sigma out 1 act.( 43.096584 sig in 45 act.) RANK 22 NODE 6 --> 26.712347 sigma out 1 act.( 26.739540 sig in 45 act.) RANK 23 NODE 36 --> 25.923079 sigma out 1 act.( 31.984665 sig in 45 act.) RANK 24 NODE 16 --> 25.375320 sigma out 1 act.( 35.266220 sig in 45 act.) RANK 25 NODE 33 --> 25.048576 sigma out 1 act.( 29.710138 sig in 45 act.) RANK 26 NODE 27 --> 23.743896 sigma out 1 act.( 30.894020 sig in 45 act.) RANK 27 NODE 20 --> 22.942528 sigma out 1 act.( 19.471193 sig in 45 act.) RANK 28 NODE 15 --> 19.800741 sigma out 1 act.( 16.353016 sig in 45 act.) RANK 29 NODE 3 --> 18.978800 sigma out 1 act.( 28.000231 sig in 45 act.) RANK 30 NODE 4 --> 18.665016 sigma out 1 act.( 21.210188 sig in 45 act.) RANK 31 NODE 35 --> 17.949841 sigma out 1 act.( 22.236670 sig in 45 act.) RANK 32 NODE 1 --> 17.366009 sigma out 1 act.( 24.230463 sig in 45 act.) RANK 33 NODE 8 --> 17.261112 sigma out 1 act.( 17.230742 sig in 45 act.) RANK 34 NODE 38 --> 16.657833 sigma out 1 act.( 20.270555 sig in 45 act.) RANK 35 NODE 22 --> 13.478371 sigma out 1 act.( 16.378897 sig in 45 act.) RANK 36 NODE 11 --> 12.439521 sigma out 1 act.( 14.440033 sig in 45 act.) RANK 37 NODE 41 --> 12.358571 sigma out 1 act.( 11.797456 sig in 45 act.) RANK 38 NODE 17 --> 11.883617 sigma out 1 act.( 14.294646 sig in 45 act.) RANK 39 NODE 29 --> 9.5075674 sigma out 1 act.( 11.993474 sig in 45 act.) RANK 40 NODE 10 --> 8.7294044 sigma out 1 act.( 9.1627932 sig in 45 act.) RANK 41 NODE 7 --> 6.8910513 sigma out 1 act.( 9.3680439 sig in 45 act.) RANK 42 NODE 2 --> 3.0571151 sigma out 1 act.( 6.2131009 sig in 45 act.) RANK 43 NODE 44 --> 0.38144356 sigma out 1 act.( 7.6504288 sig in 45 act.) RANK 44 NODE 12 --> 0.11562397 sigma out 1 act.( 5.7261143 sig in 45 act.) RANK 1 NODE 1 --> 233.53349 sigma in 44 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.58414334 *** contribution from regularisation: 8.95388250E-04 *** contribution from error: -0.58503872 *** contribution from DIAG: 5.27812836E-06 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.63628232 *** contribution from regularisation: 3.27889924E-03 *** contribution from error: -0.63956124 *** contribution from DIAG: 1.03342172E-05 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.64108878 *** contribution from regularisation: 2.19251658E-03 *** contribution from error: -0.64328128 *** contribution from DIAG: 1.33259355E-05 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.64177227 *** contribution from regularisation: 2.75220955E-03 *** contribution from error: -0.64452446 *** contribution from DIAG: 9.47138415E-06 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.64252985 *** contribution from regularisation: 2.57513858E-03 *** contribution from error: -0.64510500 *** contribution from DIAG: 7.91255934E-06 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.64281565 *** contribution from regularisation: 2.65807565E-03 *** contribution from error: -0.64547372 *** contribution from DIAG: 7.11639314E-06 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.64310372 *** contribution from regularisation: 2.62603280E-03 *** contribution from error: -0.64572978 *** contribution from DIAG: 6.29625538E-06 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.64328575 *** contribution from regularisation: 2.63143214E-03 *** contribution from error: -0.64591718 *** contribution from DIAG: 5.87128170E-06 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.64342684 *** contribution from regularisation: 2.62910710E-03 *** contribution from error: -0.64605594 *** contribution from DIAG: 6.15102044E-06 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 250.79330 sigma out 44 active outputs RANK 2 NODE 7 --> 136.05707 sigma out 44 active outputs RANK 3 NODE 8 --> 106.93443 sigma out 44 active outputs RANK 4 NODE 3 --> 97.993942 sigma out 44 active outputs RANK 5 NODE 2 --> 78.859581 sigma out 44 active outputs RANK 6 NODE 6 --> 68.921822 sigma out 44 active outputs RANK 7 NODE 5 --> 56.049267 sigma out 44 active outputs RANK 8 NODE 9 --> 53.500824 sigma out 44 active outputs RANK 9 NODE 17 --> 53.131966 sigma out 44 active outputs RANK 10 NODE 11 --> 45.226521 sigma out 44 active outputs RANK 11 NODE 12 --> 41.860062 sigma out 44 active outputs RANK 12 NODE 14 --> 41.406120 sigma out 44 active outputs RANK 13 NODE 4 --> 40.511322 sigma out 44 active outputs RANK 14 NODE 15 --> 40.176750 sigma out 44 active outputs RANK 15 NODE 16 --> 39.927135 sigma out 44 active outputs RANK 16 NODE 18 --> 36.150738 sigma out 44 active outputs RANK 17 NODE 29 --> 35.402931 sigma out 44 active outputs RANK 18 NODE 13 --> 33.473270 sigma out 44 active outputs RANK 19 NODE 25 --> 32.917160 sigma out 44 active outputs RANK 20 NODE 20 --> 31.829876 sigma out 44 active outputs RANK 21 NODE 23 --> 31.328873 sigma out 44 active outputs RANK 22 NODE 10 --> 30.579742 sigma out 44 active outputs RANK 23 NODE 19 --> 29.040035 sigma out 44 active outputs RANK 24 NODE 26 --> 28.850092 sigma out 44 active outputs RANK 25 NODE 21 --> 25.612314 sigma out 44 active outputs RANK 26 NODE 22 --> 23.808985 sigma out 44 active outputs RANK 27 NODE 27 --> 23.556843 sigma out 44 active outputs RANK 28 NODE 30 --> 23.461454 sigma out 44 active outputs RANK 29 NODE 24 --> 22.235052 sigma out 44 active outputs RANK 30 NODE 38 --> 20.871212 sigma out 44 active outputs RANK 31 NODE 34 --> 20.842560 sigma out 44 active outputs RANK 32 NODE 37 --> 19.351809 sigma out 44 active outputs RANK 33 NODE 28 --> 18.473282 sigma out 44 active outputs RANK 34 NODE 31 --> 17.958645 sigma out 44 active outputs RANK 35 NODE 39 --> 17.900152 sigma out 44 active outputs RANK 36 NODE 40 --> 16.958641 sigma out 44 active outputs RANK 37 NODE 41 --> 15.139103 sigma out 44 active outputs RANK 38 NODE 35 --> 15.052322 sigma out 44 active outputs RANK 39 NODE 33 --> 14.697667 sigma out 44 active outputs RANK 40 NODE 42 --> 14.311864 sigma out 44 active outputs RANK 41 NODE 32 --> 14.118687 sigma out 44 active outputs RANK 42 NODE 36 --> 13.424341 sigma out 44 active outputs RANK 43 NODE 43 --> 13.005889 sigma out 44 active outputs RANK 44 NODE 44 --> 6.0620222 sigma out 44 active outputs RANK 45 NODE 45 --> 5.7901273 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 18 --> 186.86255 sigma in 45 act. ( 85.184090 sig out 1 act.) RANK 2 NODE 14 --> 136.65051 sigma in 45 act. ( 72.614296 sig out 1 act.) RANK 3 NODE 13 --> 128.69150 sigma in 45 act. ( 66.604393 sig out 1 act.) RANK 4 NODE 21 --> 97.096497 sigma in 45 act. ( 60.311951 sig out 1 act.) RANK 5 NODE 42 --> 94.316063 sigma in 45 act. ( 65.506233 sig out 1 act.) RANK 6 NODE 24 --> 80.493057 sigma in 45 act. ( 70.750107 sig out 1 act.) RANK 7 NODE 30 --> 72.625801 sigma in 45 act. ( 44.118744 sig out 1 act.) RANK 8 NODE 26 --> 58.056244 sigma in 45 act. ( 33.082977 sig out 1 act.) RANK 9 NODE 31 --> 57.890656 sigma in 45 act. ( 44.808125 sig out 1 act.) RANK 10 NODE 23 --> 56.473373 sigma in 45 act. ( 42.315311 sig out 1 act.) RANK 11 NODE 5 --> 54.485363 sigma in 45 act. ( 35.322529 sig out 1 act.) RANK 12 NODE 40 --> 51.899265 sigma in 45 act. ( 35.170845 sig out 1 act.) RANK 13 NODE 25 --> 50.155102 sigma in 45 act. ( 57.660633 sig out 1 act.) RANK 14 NODE 16 --> 49.147453 sigma in 45 act. ( 31.042076 sig out 1 act.) RANK 15 NODE 43 --> 47.525410 sigma in 45 act. ( 37.642506 sig out 1 act.) RANK 16 NODE 28 --> 44.029491 sigma in 45 act. ( 47.377426 sig out 1 act.) RANK 17 NODE 27 --> 43.761074 sigma in 45 act. ( 27.624161 sig out 1 act.) RANK 18 NODE 9 --> 43.541637 sigma in 45 act. ( 36.827572 sig out 1 act.) RANK 19 NODE 36 --> 41.721600 sigma in 45 act. ( 28.742989 sig out 1 act.) RANK 20 NODE 39 --> 41.360405 sigma in 45 act. ( 44.368065 sig out 1 act.) RANK 21 NODE 3 --> 38.708797 sigma in 45 act. ( 21.351091 sig out 1 act.) RANK 22 NODE 19 --> 38.224651 sigma in 45 act. ( 32.438431 sig out 1 act.) RANK 23 NODE 37 --> 37.290993 sigma in 45 act. ( 33.456875 sig out 1 act.) RANK 24 NODE 34 --> 33.660736 sigma in 45 act. ( 31.342485 sig out 1 act.) RANK 25 NODE 33 --> 32.808044 sigma in 45 act. ( 25.772251 sig out 1 act.) RANK 26 NODE 32 --> 32.201492 sigma in 45 act. ( 45.889309 sig out 1 act.) RANK 27 NODE 38 --> 30.937502 sigma in 45 act. ( 19.936682 sig out 1 act.) RANK 28 NODE 4 --> 30.878363 sigma in 45 act. ( 22.769789 sig out 1 act.) RANK 29 NODE 1 --> 30.653889 sigma in 45 act. ( 19.313791 sig out 1 act.) RANK 30 NODE 6 --> 30.149433 sigma in 45 act. ( 27.075764 sig out 1 act.) RANK 31 NODE 35 --> 26.630281 sigma in 45 act. ( 19.492243 sig out 1 act.) RANK 32 NODE 22 --> 26.303717 sigma in 45 act. ( 17.201914 sig out 1 act.) RANK 33 NODE 8 --> 23.793159 sigma in 45 act. ( 20.736174 sig out 1 act.) RANK 34 NODE 20 --> 22.726900 sigma in 45 act. ( 22.229906 sig out 1 act.) RANK 35 NODE 17 --> 22.022163 sigma in 45 act. ( 14.850549 sig out 1 act.) RANK 36 NODE 15 --> 21.193525 sigma in 45 act. ( 20.108751 sig out 1 act.) RANK 37 NODE 11 --> 20.653431 sigma in 45 act. ( 13.953460 sig out 1 act.) RANK 38 NODE 7 --> 17.778318 sigma in 45 act. ( 11.217044 sig out 1 act.) RANK 39 NODE 29 --> 17.341684 sigma in 45 act. ( 10.786472 sig out 1 act.) RANK 40 NODE 2 --> 14.864211 sigma in 45 act. ( 7.2526278 sig out 1 act.) RANK 41 NODE 10 --> 14.523055 sigma in 45 act. ( 9.9091215 sig out 1 act.) RANK 42 NODE 41 --> 14.383595 sigma in 45 act. ( 12.858124 sig out 1 act.) RANK 43 NODE 44 --> 9.2972183 sigma in 45 act. ( 0.20306669 sig out 1 act.) RANK 44 NODE 12 --> 8.5476875 sigma in 45 act. ( 1.8795713 sig out 1 act.) sorted by output significance RANK 1 NODE 18 --> 85.184090 sigma out 1 act.( 186.86255 sig in 45 act.) RANK 2 NODE 14 --> 72.614296 sigma out 1 act.( 136.65051 sig in 45 act.) RANK 3 NODE 24 --> 70.750107 sigma out 1 act.( 80.493057 sig in 45 act.) RANK 4 NODE 13 --> 66.604393 sigma out 1 act.( 128.69150 sig in 45 act.) RANK 5 NODE 42 --> 65.506233 sigma out 1 act.( 94.316063 sig in 45 act.) RANK 6 NODE 21 --> 60.311951 sigma out 1 act.( 97.096497 sig in 45 act.) RANK 7 NODE 25 --> 57.660633 sigma out 1 act.( 50.155102 sig in 45 act.) RANK 8 NODE 28 --> 47.377426 sigma out 1 act.( 44.029491 sig in 45 act.) RANK 9 NODE 32 --> 45.889309 sigma out 1 act.( 32.201492 sig in 45 act.) RANK 10 NODE 31 --> 44.808125 sigma out 1 act.( 57.890656 sig in 45 act.) RANK 11 NODE 39 --> 44.368065 sigma out 1 act.( 41.360405 sig in 45 act.) RANK 12 NODE 30 --> 44.118744 sigma out 1 act.( 72.625801 sig in 45 act.) RANK 13 NODE 23 --> 42.315311 sigma out 1 act.( 56.473373 sig in 45 act.) RANK 14 NODE 43 --> 37.642506 sigma out 1 act.( 47.525410 sig in 45 act.) RANK 15 NODE 9 --> 36.827572 sigma out 1 act.( 43.541637 sig in 45 act.) RANK 16 NODE 5 --> 35.322529 sigma out 1 act.( 54.485363 sig in 45 act.) RANK 17 NODE 40 --> 35.170845 sigma out 1 act.( 51.899265 sig in 45 act.) RANK 18 NODE 37 --> 33.456875 sigma out 1 act.( 37.290993 sig in 45 act.) RANK 19 NODE 26 --> 33.082977 sigma out 1 act.( 58.056244 sig in 45 act.) RANK 20 NODE 19 --> 32.438431 sigma out 1 act.( 38.224651 sig in 45 act.) RANK 21 NODE 34 --> 31.342485 sigma out 1 act.( 33.660736 sig in 45 act.) RANK 22 NODE 16 --> 31.042076 sigma out 1 act.( 49.147453 sig in 45 act.) RANK 23 NODE 36 --> 28.742989 sigma out 1 act.( 41.721600 sig in 45 act.) RANK 24 NODE 27 --> 27.624161 sigma out 1 act.( 43.761074 sig in 45 act.) RANK 25 NODE 6 --> 27.075764 sigma out 1 act.( 30.149433 sig in 45 act.) RANK 26 NODE 33 --> 25.772251 sigma out 1 act.( 32.808044 sig in 45 act.) RANK 27 NODE 4 --> 22.769789 sigma out 1 act.( 30.878363 sig in 45 act.) RANK 28 NODE 20 --> 22.229906 sigma out 1 act.( 22.726900 sig in 45 act.) RANK 29 NODE 3 --> 21.351091 sigma out 1 act.( 38.708797 sig in 45 act.) RANK 30 NODE 8 --> 20.736174 sigma out 1 act.( 23.793159 sig in 45 act.) RANK 31 NODE 15 --> 20.108751 sigma out 1 act.( 21.193525 sig in 45 act.) RANK 32 NODE 38 --> 19.936682 sigma out 1 act.( 30.937502 sig in 45 act.) RANK 33 NODE 35 --> 19.492243 sigma out 1 act.( 26.630281 sig in 45 act.) RANK 34 NODE 1 --> 19.313791 sigma out 1 act.( 30.653889 sig in 45 act.) RANK 35 NODE 22 --> 17.201914 sigma out 1 act.( 26.303717 sig in 45 act.) RANK 36 NODE 17 --> 14.850549 sigma out 1 act.( 22.022163 sig in 45 act.) RANK 37 NODE 11 --> 13.953460 sigma out 1 act.( 20.653431 sig in 45 act.) RANK 38 NODE 41 --> 12.858124 sigma out 1 act.( 14.383595 sig in 45 act.) RANK 39 NODE 7 --> 11.217044 sigma out 1 act.( 17.778318 sig in 45 act.) RANK 40 NODE 29 --> 10.786472 sigma out 1 act.( 17.341684 sig in 45 act.) RANK 41 NODE 10 --> 9.9091215 sigma out 1 act.( 14.523055 sig in 45 act.) RANK 42 NODE 2 --> 7.2526278 sigma out 1 act.( 14.864211 sig in 45 act.) RANK 43 NODE 12 --> 1.8795713 sigma out 1 act.( 8.5476875 sig in 45 act.) RANK 44 NODE 44 --> 0.20306669 sigma out 1 act.( 9.2972183 sig in 45 act.) RANK 1 NODE 1 --> 251.93422 sigma in 44 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.64354283 *** contribution from regularisation: 2.62780208E-03 *** contribution from error: -0.64617062 *** contribution from DIAG: 5.60273338E-06 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.64364856 *** contribution from regularisation: 2.61830678E-03 *** contribution from error: -0.64626688 *** contribution from DIAG: 5.32992090E-06 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.64371967 *** contribution from regularisation: 2.61921133E-03 *** contribution from error: -0.64633888 *** contribution from DIAG: 5.26970689E-06 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.64381391 *** contribution from regularisation: 2.59953947E-03 *** contribution from error: -0.64641345 *** contribution from DIAG: 5.37525375E-06 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.64387250 *** contribution from regularisation: 2.60528433E-03 *** contribution from error: -0.64647776 *** contribution from DIAG: 5.34941728E-06 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.64394850 *** contribution from regularisation: 2.59129307E-03 *** contribution from error: -0.64653981 *** contribution from DIAG: 5.55511724E-06 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.64400458 *** contribution from regularisation: 2.59063090E-03 *** contribution from error: -0.64659524 *** contribution from DIAG: 5.31628439E-06 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.64406884 *** contribution from regularisation: 2.58238707E-03 *** contribution from error: -0.64665121 *** contribution from DIAG: 5.56611531E-06 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.64413393 *** contribution from regularisation: 2.57230806E-03 *** contribution from error: -0.64670622 *** contribution from DIAG: 5.56396071E-06 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.64420104 *** contribution from regularisation: 2.56242580E-03 *** contribution from error: -0.64676344 *** contribution from DIAG: 5.19032756E-06 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 257.04498 sigma out 44 active outputs RANK 2 NODE 7 --> 138.47452 sigma out 44 active outputs RANK 3 NODE 8 --> 108.68777 sigma out 44 active outputs RANK 4 NODE 3 --> 100.36529 sigma out 44 active outputs RANK 5 NODE 2 --> 81.514481 sigma out 44 active outputs RANK 6 NODE 6 --> 68.273720 sigma out 44 active outputs RANK 7 NODE 5 --> 57.888584 sigma out 44 active outputs RANK 8 NODE 17 --> 52.249184 sigma out 44 active outputs RANK 9 NODE 9 --> 52.236385 sigma out 44 active outputs RANK 10 NODE 11 --> 45.887325 sigma out 44 active outputs RANK 11 NODE 12 --> 41.731380 sigma out 44 active outputs RANK 12 NODE 14 --> 41.216221 sigma out 44 active outputs RANK 13 NODE 4 --> 39.101471 sigma out 44 active outputs RANK 14 NODE 15 --> 38.165325 sigma out 44 active outputs RANK 15 NODE 16 --> 37.560383 sigma out 44 active outputs RANK 16 NODE 18 --> 35.782631 sigma out 44 active outputs RANK 17 NODE 29 --> 35.667244 sigma out 44 active outputs RANK 18 NODE 25 --> 32.310421 sigma out 44 active outputs RANK 19 NODE 13 --> 31.717564 sigma out 44 active outputs RANK 20 NODE 20 --> 30.930426 sigma out 44 active outputs RANK 21 NODE 23 --> 29.953218 sigma out 44 active outputs RANK 22 NODE 10 --> 29.183147 sigma out 44 active outputs RANK 23 NODE 26 --> 27.624397 sigma out 44 active outputs RANK 24 NODE 19 --> 27.455540 sigma out 44 active outputs RANK 25 NODE 21 --> 23.540998 sigma out 44 active outputs RANK 26 NODE 22 --> 22.715763 sigma out 44 active outputs RANK 27 NODE 27 --> 22.692656 sigma out 44 active outputs RANK 28 NODE 30 --> 21.879789 sigma out 44 active outputs RANK 29 NODE 24 --> 20.979799 sigma out 44 active outputs RANK 30 NODE 34 --> 19.314121 sigma out 44 active outputs RANK 31 NODE 38 --> 18.806778 sigma out 44 active outputs RANK 32 NODE 37 --> 18.575010 sigma out 44 active outputs RANK 33 NODE 28 --> 16.942150 sigma out 44 active outputs RANK 34 NODE 39 --> 16.582964 sigma out 44 active outputs RANK 35 NODE 40 --> 16.221939 sigma out 44 active outputs RANK 36 NODE 31 --> 15.758951 sigma out 44 active outputs RANK 37 NODE 43 --> 13.336810 sigma out 44 active outputs RANK 38 NODE 41 --> 13.230523 sigma out 44 active outputs RANK 39 NODE 42 --> 13.115199 sigma out 44 active outputs RANK 40 NODE 33 --> 12.958607 sigma out 44 active outputs RANK 41 NODE 35 --> 12.746016 sigma out 44 active outputs RANK 42 NODE 32 --> 12.319522 sigma out 44 active outputs RANK 43 NODE 36 --> 11.590354 sigma out 44 active outputs RANK 44 NODE 44 --> 4.9671249 sigma out 44 active outputs RANK 45 NODE 45 --> 4.7287049 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 18 --> 188.52213 sigma in 45 act. ( 85.004219 sig out 1 act.) RANK 2 NODE 14 --> 136.81731 sigma in 45 act. ( 77.391602 sig out 1 act.) RANK 3 NODE 13 --> 132.00439 sigma in 45 act. ( 67.991234 sig out 1 act.) RANK 4 NODE 21 --> 98.322174 sigma in 45 act. ( 61.482300 sig out 1 act.) RANK 5 NODE 42 --> 94.876625 sigma in 45 act. ( 65.395950 sig out 1 act.) RANK 6 NODE 24 --> 80.596085 sigma in 45 act. ( 69.187508 sig out 1 act.) RANK 7 NODE 30 --> 71.847237 sigma in 45 act. ( 43.546646 sig out 1 act.) RANK 8 NODE 26 --> 58.800533 sigma in 45 act. ( 33.862930 sig out 1 act.) RANK 9 NODE 31 --> 56.999348 sigma in 45 act. ( 45.837574 sig out 1 act.) RANK 10 NODE 23 --> 56.583656 sigma in 45 act. ( 43.437008 sig out 1 act.) RANK 11 NODE 5 --> 55.626667 sigma in 45 act. ( 34.122341 sig out 1 act.) RANK 12 NODE 40 --> 51.596786 sigma in 45 act. ( 35.474049 sig out 1 act.) RANK 13 NODE 25 --> 50.900372 sigma in 45 act. ( 57.329723 sig out 1 act.) RANK 14 NODE 16 --> 50.896145 sigma in 45 act. ( 31.195988 sig out 1 act.) RANK 15 NODE 43 --> 48.745342 sigma in 45 act. ( 39.075687 sig out 1 act.) RANK 16 NODE 28 --> 46.483692 sigma in 45 act. ( 51.409615 sig out 1 act.) RANK 17 NODE 27 --> 45.521751 sigma in 45 act. ( 27.525682 sig out 1 act.) RANK 18 NODE 9 --> 44.564453 sigma in 45 act. ( 36.991371 sig out 1 act.) RANK 19 NODE 36 --> 42.163887 sigma in 45 act. ( 28.689793 sig out 1 act.) RANK 20 NODE 39 --> 41.837269 sigma in 45 act. ( 44.490574 sig out 1 act.) RANK 21 NODE 3 --> 39.178928 sigma in 45 act. ( 21.026440 sig out 1 act.) RANK 22 NODE 19 --> 38.076118 sigma in 45 act. ( 33.213997 sig out 1 act.) RANK 23 NODE 37 --> 35.897705 sigma in 45 act. ( 33.974232 sig out 1 act.) RANK 24 NODE 34 --> 34.725273 sigma in 45 act. ( 32.023865 sig out 1 act.) RANK 25 NODE 32 --> 32.971550 sigma in 45 act. ( 46.033920 sig out 1 act.) RANK 26 NODE 33 --> 32.637756 sigma in 45 act. ( 28.540171 sig out 1 act.) RANK 27 NODE 38 --> 32.235992 sigma in 45 act. ( 19.870079 sig out 1 act.) RANK 28 NODE 4 --> 32.203945 sigma in 45 act. ( 26.476997 sig out 1 act.) RANK 29 NODE 1 --> 30.351749 sigma in 45 act. ( 20.311169 sig out 1 act.) RANK 30 NODE 6 --> 29.400919 sigma in 45 act. ( 26.195862 sig out 1 act.) RANK 31 NODE 35 --> 27.051773 sigma in 45 act. ( 24.030615 sig out 1 act.) RANK 32 NODE 22 --> 26.151608 sigma in 45 act. ( 16.387375 sig out 1 act.) RANK 33 NODE 8 --> 24.757309 sigma in 45 act. ( 22.334965 sig out 1 act.) RANK 34 NODE 17 --> 22.378393 sigma in 45 act. ( 15.269279 sig out 1 act.) RANK 35 NODE 20 --> 22.228874 sigma in 45 act. ( 20.696962 sig out 1 act.) RANK 36 NODE 15 --> 21.973560 sigma in 45 act. ( 20.207701 sig out 1 act.) RANK 37 NODE 11 --> 21.460869 sigma in 45 act. ( 16.448984 sig out 1 act.) RANK 38 NODE 7 --> 19.092249 sigma in 45 act. ( 18.312742 sig out 1 act.) RANK 39 NODE 29 --> 16.721714 sigma in 45 act. ( 9.8678322 sig out 1 act.) RANK 40 NODE 2 --> 16.576214 sigma in 45 act. ( 8.2942209 sig out 1 act.) RANK 41 NODE 10 --> 14.741155 sigma in 45 act. ( 9.8337641 sig out 1 act.) RANK 42 NODE 41 --> 14.184281 sigma in 45 act. ( 13.354948 sig out 1 act.) RANK 43 NODE 12 --> 6.3736949 sigma in 45 act. ( 2.3020055 sig out 1 act.) RANK 44 NODE 44 --> 5.9289246 sigma in 45 act. ( 0.18576100 sig out 1 act.) sorted by output significance RANK 1 NODE 18 --> 85.004219 sigma out 1 act.( 188.52213 sig in 45 act.) RANK 2 NODE 14 --> 77.391602 sigma out 1 act.( 136.81731 sig in 45 act.) RANK 3 NODE 24 --> 69.187508 sigma out 1 act.( 80.596085 sig in 45 act.) RANK 4 NODE 13 --> 67.991234 sigma out 1 act.( 132.00439 sig in 45 act.) RANK 5 NODE 42 --> 65.395950 sigma out 1 act.( 94.876625 sig in 45 act.) RANK 6 NODE 21 --> 61.482300 sigma out 1 act.( 98.322174 sig in 45 act.) RANK 7 NODE 25 --> 57.329723 sigma out 1 act.( 50.900372 sig in 45 act.) RANK 8 NODE 28 --> 51.409615 sigma out 1 act.( 46.483692 sig in 45 act.) RANK 9 NODE 32 --> 46.033920 sigma out 1 act.( 32.971550 sig in 45 act.) RANK 10 NODE 31 --> 45.837574 sigma out 1 act.( 56.999348 sig in 45 act.) RANK 11 NODE 39 --> 44.490574 sigma out 1 act.( 41.837269 sig in 45 act.) RANK 12 NODE 30 --> 43.546646 sigma out 1 act.( 71.847237 sig in 45 act.) RANK 13 NODE 23 --> 43.437008 sigma out 1 act.( 56.583656 sig in 45 act.) RANK 14 NODE 43 --> 39.075687 sigma out 1 act.( 48.745342 sig in 45 act.) RANK 15 NODE 9 --> 36.991371 sigma out 1 act.( 44.564453 sig in 45 act.) RANK 16 NODE 40 --> 35.474049 sigma out 1 act.( 51.596786 sig in 45 act.) RANK 17 NODE 5 --> 34.122341 sigma out 1 act.( 55.626667 sig in 45 act.) RANK 18 NODE 37 --> 33.974232 sigma out 1 act.( 35.897705 sig in 45 act.) RANK 19 NODE 26 --> 33.862930 sigma out 1 act.( 58.800533 sig in 45 act.) RANK 20 NODE 19 --> 33.213997 sigma out 1 act.( 38.076118 sig in 45 act.) RANK 21 NODE 34 --> 32.023865 sigma out 1 act.( 34.725273 sig in 45 act.) RANK 22 NODE 16 --> 31.195988 sigma out 1 act.( 50.896145 sig in 45 act.) RANK 23 NODE 36 --> 28.689793 sigma out 1 act.( 42.163887 sig in 45 act.) RANK 24 NODE 33 --> 28.540171 sigma out 1 act.( 32.637756 sig in 45 act.) RANK 25 NODE 27 --> 27.525682 sigma out 1 act.( 45.521751 sig in 45 act.) RANK 26 NODE 4 --> 26.476997 sigma out 1 act.( 32.203945 sig in 45 act.) RANK 27 NODE 6 --> 26.195862 sigma out 1 act.( 29.400919 sig in 45 act.) RANK 28 NODE 35 --> 24.030615 sigma out 1 act.( 27.051773 sig in 45 act.) RANK 29 NODE 8 --> 22.334965 sigma out 1 act.( 24.757309 sig in 45 act.) RANK 30 NODE 3 --> 21.026440 sigma out 1 act.( 39.178928 sig in 45 act.) RANK 31 NODE 20 --> 20.696962 sigma out 1 act.( 22.228874 sig in 45 act.) RANK 32 NODE 1 --> 20.311169 sigma out 1 act.( 30.351749 sig in 45 act.) RANK 33 NODE 15 --> 20.207701 sigma out 1 act.( 21.973560 sig in 45 act.) RANK 34 NODE 38 --> 19.870079 sigma out 1 act.( 32.235992 sig in 45 act.) RANK 35 NODE 7 --> 18.312742 sigma out 1 act.( 19.092249 sig in 45 act.) RANK 36 NODE 11 --> 16.448984 sigma out 1 act.( 21.460869 sig in 45 act.) RANK 37 NODE 22 --> 16.387375 sigma out 1 act.( 26.151608 sig in 45 act.) RANK 38 NODE 17 --> 15.269279 sigma out 1 act.( 22.378393 sig in 45 act.) RANK 39 NODE 41 --> 13.354948 sigma out 1 act.( 14.184281 sig in 45 act.) RANK 40 NODE 29 --> 9.8678322 sigma out 1 act.( 16.721714 sig in 45 act.) RANK 41 NODE 10 --> 9.8337641 sigma out 1 act.( 14.741155 sig in 45 act.) RANK 42 NODE 2 --> 8.2942209 sigma out 1 act.( 16.576214 sig in 45 act.) RANK 43 NODE 12 --> 2.3020055 sigma out 1 act.( 6.3736949 sig in 45 act.) RANK 44 NODE 44 --> 0.18576100 sigma out 1 act.( 5.9289246 sig in 45 act.) RANK 1 NODE 1 --> 256.54248 sigma in 44 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.64426881 *** contribution from regularisation: 2.55464762E-03 *** contribution from error: -0.64682347 *** contribution from DIAG: 5.22220262E-06 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.64432740 *** contribution from regularisation: 2.55063525E-03 *** contribution from error: -0.64687806 *** contribution from DIAG: 5.17135686E-06 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.64438623 *** contribution from regularisation: 2.55430932E-03 *** contribution from error: -0.64694053 *** contribution from DIAG: 5.36601920E-06 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.64444590 *** contribution from regularisation: 2.54223519E-03 *** contribution from error: -0.64698815 *** contribution from DIAG: 5.23500330E-06 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.64448529 *** contribution from regularisation: 2.54206243E-03 *** contribution from error: -0.64702737 *** contribution from DIAG: 5.11998542E-06 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.64451849 *** contribution from regularisation: 2.54124776E-03 *** contribution from error: -0.64705974 *** contribution from DIAG: 5.23726385E-06 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.64453834 *** contribution from regularisation: 2.55043991E-03 *** contribution from error: -0.64708877 *** contribution from DIAG: 5.19066134E-06 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.64458930 *** contribution from regularisation: 2.52559478E-03 *** contribution from error: -0.64711487 *** contribution from DIAG: 5.15197189E-06 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.64459985 *** contribution from regularisation: 2.53863935E-03 *** contribution from error: -0.64713848 *** contribution from DIAG: 5.02538251E-06 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.64463544 *** contribution from regularisation: 2.52447021E-03 *** contribution from error: -0.64715993 *** contribution from DIAG: 5.03468073E-06 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 256.94873 sigma out 44 active outputs RANK 2 NODE 7 --> 138.38823 sigma out 44 active outputs RANK 3 NODE 8 --> 108.41404 sigma out 44 active outputs RANK 4 NODE 3 --> 99.272736 sigma out 44 active outputs RANK 5 NODE 2 --> 83.378365 sigma out 44 active outputs RANK 6 NODE 6 --> 68.561028 sigma out 44 active outputs RANK 7 NODE 5 --> 59.009945 sigma out 44 active outputs RANK 8 NODE 17 --> 52.195583 sigma out 44 active outputs RANK 9 NODE 9 --> 51.778099 sigma out 44 active outputs RANK 10 NODE 11 --> 46.250843 sigma out 44 active outputs RANK 11 NODE 14 --> 41.008579 sigma out 44 active outputs RANK 12 NODE 12 --> 40.255344 sigma out 44 active outputs RANK 13 NODE 4 --> 38.887661 sigma out 44 active outputs RANK 14 NODE 15 --> 37.202675 sigma out 44 active outputs RANK 15 NODE 16 --> 36.793179 sigma out 44 active outputs RANK 16 NODE 18 --> 35.807190 sigma out 44 active outputs RANK 17 NODE 29 --> 35.202084 sigma out 44 active outputs RANK 18 NODE 25 --> 31.269413 sigma out 44 active outputs RANK 19 NODE 13 --> 30.897957 sigma out 44 active outputs RANK 20 NODE 20 --> 30.199568 sigma out 44 active outputs RANK 21 NODE 23 --> 29.613600 sigma out 44 active outputs RANK 22 NODE 10 --> 27.950094 sigma out 44 active outputs RANK 23 NODE 26 --> 27.058620 sigma out 44 active outputs RANK 24 NODE 19 --> 26.460648 sigma out 44 active outputs RANK 25 NODE 21 --> 22.593821 sigma out 44 active outputs RANK 26 NODE 27 --> 22.185862 sigma out 44 active outputs RANK 27 NODE 22 --> 21.986416 sigma out 44 active outputs RANK 28 NODE 30 --> 20.911636 sigma out 44 active outputs RANK 29 NODE 24 --> 20.237127 sigma out 44 active outputs RANK 30 NODE 34 --> 18.673790 sigma out 44 active outputs RANK 31 NODE 37 --> 18.026386 sigma out 44 active outputs RANK 32 NODE 38 --> 17.521429 sigma out 44 active outputs RANK 33 NODE 39 --> 16.395285 sigma out 44 active outputs RANK 34 NODE 40 --> 16.250504 sigma out 44 active outputs RANK 35 NODE 28 --> 16.240530 sigma out 44 active outputs RANK 36 NODE 31 --> 15.131756 sigma out 44 active outputs RANK 37 NODE 43 --> 13.366508 sigma out 44 active outputs RANK 38 NODE 41 --> 12.546914 sigma out 44 active outputs RANK 39 NODE 42 --> 12.389715 sigma out 44 active outputs RANK 40 NODE 33 --> 12.123306 sigma out 44 active outputs RANK 41 NODE 35 --> 11.769570 sigma out 44 active outputs RANK 42 NODE 32 --> 11.532379 sigma out 44 active outputs RANK 43 NODE 36 --> 10.703629 sigma out 44 active outputs RANK 44 NODE 44 --> 4.7310123 sigma out 44 active outputs RANK 45 NODE 45 --> 4.2699981 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 18 --> 187.64394 sigma in 45 act. ( 84.187386 sig out 1 act.) RANK 2 NODE 14 --> 136.03461 sigma in 45 act. ( 79.588501 sig out 1 act.) RANK 3 NODE 13 --> 131.85086 sigma in 45 act. ( 68.280304 sig out 1 act.) RANK 4 NODE 21 --> 98.134583 sigma in 45 act. ( 62.683750 sig out 1 act.) RANK 5 NODE 42 --> 94.724472 sigma in 45 act. ( 65.116104 sig out 1 act.) RANK 6 NODE 24 --> 80.116035 sigma in 45 act. ( 69.068382 sig out 1 act.) RANK 7 NODE 30 --> 71.044411 sigma in 45 act. ( 43.212807 sig out 1 act.) RANK 8 NODE 26 --> 58.415936 sigma in 45 act. ( 34.087555 sig out 1 act.) RANK 9 NODE 31 --> 56.487278 sigma in 45 act. ( 46.319973 sig out 1 act.) RANK 10 NODE 23 --> 56.087234 sigma in 45 act. ( 44.053749 sig out 1 act.) RANK 11 NODE 5 --> 55.343380 sigma in 45 act. ( 33.491943 sig out 1 act.) RANK 12 NODE 25 --> 51.523945 sigma in 45 act. ( 58.078655 sig out 1 act.) RANK 13 NODE 40 --> 51.309837 sigma in 45 act. ( 35.525112 sig out 1 act.) RANK 14 NODE 16 --> 50.982811 sigma in 45 act. ( 31.059635 sig out 1 act.) RANK 15 NODE 43 --> 48.856544 sigma in 45 act. ( 39.942806 sig out 1 act.) RANK 16 NODE 28 --> 47.393692 sigma in 45 act. ( 53.329605 sig out 1 act.) RANK 17 NODE 27 --> 45.696777 sigma in 45 act. ( 27.526773 sig out 1 act.) RANK 18 NODE 9 --> 44.373764 sigma in 45 act. ( 36.647194 sig out 1 act.) RANK 19 NODE 36 --> 42.083908 sigma in 45 act. ( 28.594416 sig out 1 act.) RANK 20 NODE 39 --> 41.694691 sigma in 45 act. ( 44.348980 sig out 1 act.) RANK 21 NODE 3 --> 39.011894 sigma in 45 act. ( 20.704086 sig out 1 act.) RANK 22 NODE 19 --> 37.593681 sigma in 45 act. ( 33.342484 sig out 1 act.) RANK 23 NODE 37 --> 35.578606 sigma in 45 act. ( 34.857346 sig out 1 act.) RANK 24 NODE 34 --> 35.148087 sigma in 45 act. ( 32.762413 sig out 1 act.) RANK 25 NODE 32 --> 33.675667 sigma in 45 act. ( 46.632645 sig out 1 act.) RANK 26 NODE 33 --> 33.061676 sigma in 45 act. ( 32.083324 sig out 1 act.) RANK 27 NODE 4 --> 32.256115 sigma in 45 act. ( 30.827909 sig out 1 act.) RANK 28 NODE 38 --> 31.955122 sigma in 45 act. ( 19.742538 sig out 1 act.) RANK 29 NODE 1 --> 30.248465 sigma in 45 act. ( 20.754372 sig out 1 act.) RANK 30 NODE 6 --> 28.824358 sigma in 45 act. ( 25.838470 sig out 1 act.) RANK 31 NODE 35 --> 27.332924 sigma in 45 act. ( 26.833120 sig out 1 act.) RANK 32 NODE 22 --> 25.586779 sigma in 45 act. ( 15.697087 sig out 1 act.) RANK 33 NODE 8 --> 25.058680 sigma in 45 act. ( 23.494610 sig out 1 act.) RANK 34 NODE 17 --> 22.169909 sigma in 45 act. ( 15.429839 sig out 1 act.) RANK 35 NODE 15 --> 21.973330 sigma in 45 act. ( 20.551973 sig out 1 act.) RANK 36 NODE 11 --> 21.896877 sigma in 45 act. ( 18.143616 sig out 1 act.) RANK 37 NODE 20 --> 21.821295 sigma in 45 act. ( 20.384539 sig out 1 act.) RANK 38 NODE 7 --> 19.599354 sigma in 45 act. ( 26.579428 sig out 1 act.) RANK 39 NODE 2 --> 16.392223 sigma in 45 act. ( 8.4767227 sig out 1 act.) RANK 40 NODE 29 --> 16.084740 sigma in 45 act. ( 9.3451109 sig out 1 act.) RANK 41 NODE 10 --> 14.539036 sigma in 45 act. ( 9.9290266 sig out 1 act.) RANK 42 NODE 41 --> 14.077035 sigma in 45 act. ( 13.670406 sig out 1 act.) RANK 43 NODE 12 --> 5.6046143 sigma in 45 act. ( 2.4285107 sig out 1 act.) RANK 44 NODE 44 --> 4.6877036 sigma in 45 act. ( 0.16954732 sig out 1 act.) sorted by output significance RANK 1 NODE 18 --> 84.187386 sigma out 1 act.( 187.64394 sig in 45 act.) RANK 2 NODE 14 --> 79.588501 sigma out 1 act.( 136.03461 sig in 45 act.) RANK 3 NODE 24 --> 69.068382 sigma out 1 act.( 80.116035 sig in 45 act.) RANK 4 NODE 13 --> 68.280304 sigma out 1 act.( 131.85086 sig in 45 act.) RANK 5 NODE 42 --> 65.116104 sigma out 1 act.( 94.724472 sig in 45 act.) RANK 6 NODE 21 --> 62.683750 sigma out 1 act.( 98.134583 sig in 45 act.) RANK 7 NODE 25 --> 58.078655 sigma out 1 act.( 51.523945 sig in 45 act.) RANK 8 NODE 28 --> 53.329605 sigma out 1 act.( 47.393692 sig in 45 act.) RANK 9 NODE 32 --> 46.632645 sigma out 1 act.( 33.675667 sig in 45 act.) RANK 10 NODE 31 --> 46.319973 sigma out 1 act.( 56.487278 sig in 45 act.) RANK 11 NODE 39 --> 44.348980 sigma out 1 act.( 41.694691 sig in 45 act.) RANK 12 NODE 23 --> 44.053749 sigma out 1 act.( 56.087234 sig in 45 act.) RANK 13 NODE 30 --> 43.212807 sigma out 1 act.( 71.044411 sig in 45 act.) RANK 14 NODE 43 --> 39.942806 sigma out 1 act.( 48.856544 sig in 45 act.) RANK 15 NODE 9 --> 36.647194 sigma out 1 act.( 44.373764 sig in 45 act.) RANK 16 NODE 40 --> 35.525112 sigma out 1 act.( 51.309837 sig in 45 act.) RANK 17 NODE 37 --> 34.857346 sigma out 1 act.( 35.578606 sig in 45 act.) RANK 18 NODE 26 --> 34.087555 sigma out 1 act.( 58.415936 sig in 45 act.) RANK 19 NODE 5 --> 33.491943 sigma out 1 act.( 55.343380 sig in 45 act.) RANK 20 NODE 19 --> 33.342484 sigma out 1 act.( 37.593681 sig in 45 act.) RANK 21 NODE 34 --> 32.762413 sigma out 1 act.( 35.148087 sig in 45 act.) RANK 22 NODE 33 --> 32.083324 sigma out 1 act.( 33.061676 sig in 45 act.) RANK 23 NODE 16 --> 31.059635 sigma out 1 act.( 50.982811 sig in 45 act.) RANK 24 NODE 4 --> 30.827909 sigma out 1 act.( 32.256115 sig in 45 act.) RANK 25 NODE 36 --> 28.594416 sigma out 1 act.( 42.083908 sig in 45 act.) RANK 26 NODE 27 --> 27.526773 sigma out 1 act.( 45.696777 sig in 45 act.) RANK 27 NODE 35 --> 26.833120 sigma out 1 act.( 27.332924 sig in 45 act.) RANK 28 NODE 7 --> 26.579428 sigma out 1 act.( 19.599354 sig in 45 act.) RANK 29 NODE 6 --> 25.838470 sigma out 1 act.( 28.824358 sig in 45 act.) RANK 30 NODE 8 --> 23.494610 sigma out 1 act.( 25.058680 sig in 45 act.) RANK 31 NODE 1 --> 20.754372 sigma out 1 act.( 30.248465 sig in 45 act.) RANK 32 NODE 3 --> 20.704086 sigma out 1 act.( 39.011894 sig in 45 act.) RANK 33 NODE 15 --> 20.551973 sigma out 1 act.( 21.973330 sig in 45 act.) RANK 34 NODE 20 --> 20.384539 sigma out 1 act.( 21.821295 sig in 45 act.) RANK 35 NODE 38 --> 19.742538 sigma out 1 act.( 31.955122 sig in 45 act.) RANK 36 NODE 11 --> 18.143616 sigma out 1 act.( 21.896877 sig in 45 act.) RANK 37 NODE 22 --> 15.697087 sigma out 1 act.( 25.586779 sig in 45 act.) RANK 38 NODE 17 --> 15.429839 sigma out 1 act.( 22.169909 sig in 45 act.) RANK 39 NODE 41 --> 13.670406 sigma out 1 act.( 14.077035 sig in 45 act.) RANK 40 NODE 10 --> 9.9290266 sigma out 1 act.( 14.539036 sig in 45 act.) RANK 41 NODE 29 --> 9.3451109 sigma out 1 act.( 16.084740 sig in 45 act.) RANK 42 NODE 2 --> 8.4767227 sigma out 1 act.( 16.392223 sig in 45 act.) RANK 43 NODE 12 --> 2.4285107 sigma out 1 act.( 5.6046143 sig in 45 act.) RANK 44 NODE 44 --> 0.16954732 sigma out 1 act.( 4.6877036 sig in 45 act.) RANK 1 NODE 1 --> 260.26440 sigma in 44 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.64464611 *** contribution from regularisation: 2.53403396E-03 *** contribution from error: -0.64718014 *** contribution from DIAG: 5.05622484E-06 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.64467072 *** contribution from regularisation: 2.52907746E-03 *** contribution from error: -0.64719981 *** contribution from DIAG: 5.08486937E-06 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.64469266 *** contribution from regularisation: 2.52589700E-03 *** contribution from error: -0.64721859 *** contribution from DIAG: 5.10064365E-06 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.64472628 *** contribution from regularisation: 2.51042377E-03 *** contribution from error: -0.64723670 *** contribution from DIAG: 4.97968495E-06 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.64472347 *** contribution from regularisation: 2.53002532E-03 *** contribution from error: -0.64725351 *** contribution from DIAG: 5.04258151E-06 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.64475799 *** contribution from regularisation: 2.51168595E-03 *** contribution from error: -0.64726967 *** contribution from DIAG: 5.04008221E-06 *********************************************** --------------------------------------------------- Iteration : 36 kill weight from layer 1 knot 34 to knot 7 *********************************************** *** Learn Path 36 *** loss function: -0.64476955 *** contribution from regularisation: 2.51592672E-03 *** contribution from error: -0.64728546 *** contribution from DIAG: 4.85714872E-06 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.64478856 *** contribution from regularisation: 2.51242076E-03 *** contribution from error: -0.64730096 *** contribution from DIAG: 4.87792067E-06 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.64480054 *** contribution from regularisation: 2.51535932E-03 *** contribution from error: -0.64731592 *** contribution from DIAG: 4.83703570E-06 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.64483029 *** contribution from regularisation: 2.50007422E-03 *** contribution from error: -0.64733034 *** contribution from DIAG: 4.87689613E-06 *********************************************** --------------------------------------------------- Iteration : 40 kill weight from layer 1 knot 44 to knot 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 254.14261 sigma out 44 active outputs RANK 2 NODE 7 --> 137.09077 sigma out 44 active outputs RANK 3 NODE 8 --> 107.26027 sigma out 44 active outputs RANK 4 NODE 3 --> 98.822639 sigma out 44 active outputs RANK 5 NODE 2 --> 82.315376 sigma out 44 active outputs RANK 6 NODE 6 --> 67.616676 sigma out 44 active outputs RANK 7 NODE 5 --> 58.488964 sigma out 44 active outputs RANK 8 NODE 9 --> 51.524269 sigma out 44 active outputs RANK 9 NODE 17 --> 51.139034 sigma out 44 active outputs RANK 10 NODE 11 --> 45.491428 sigma out 44 active outputs RANK 11 NODE 14 --> 40.728943 sigma out 44 active outputs RANK 12 NODE 12 --> 39.402660 sigma out 44 active outputs RANK 13 NODE 4 --> 38.316647 sigma out 44 active outputs RANK 14 NODE 15 --> 36.215618 sigma out 44 active outputs RANK 15 NODE 16 --> 36.006779 sigma out 44 active outputs RANK 16 NODE 29 --> 35.219948 sigma out 44 active outputs RANK 17 NODE 18 --> 35.043388 sigma out 44 active outputs RANK 18 NODE 25 --> 31.044788 sigma out 44 active outputs RANK 19 NODE 13 --> 30.040051 sigma out 44 active outputs RANK 20 NODE 20 --> 29.452446 sigma out 44 active outputs RANK 21 NODE 23 --> 29.038597 sigma out 44 active outputs RANK 22 NODE 10 --> 27.862391 sigma out 44 active outputs RANK 23 NODE 26 --> 26.750900 sigma out 44 active outputs RANK 24 NODE 19 --> 25.889244 sigma out 44 active outputs RANK 25 NODE 21 --> 22.033741 sigma out 44 active outputs RANK 26 NODE 27 --> 21.658535 sigma out 44 active outputs RANK 27 NODE 22 --> 21.625746 sigma out 44 active outputs RANK 28 NODE 30 --> 20.221258 sigma out 44 active outputs RANK 29 NODE 24 --> 19.912390 sigma out 44 active outputs RANK 30 NODE 34 --> 18.115280 sigma out 43 active outputs RANK 31 NODE 37 --> 17.847092 sigma out 44 active outputs RANK 32 NODE 38 --> 17.540146 sigma out 44 active outputs RANK 33 NODE 28 --> 15.885153 sigma out 44 active outputs RANK 34 NODE 39 --> 15.749370 sigma out 44 active outputs RANK 35 NODE 40 --> 15.726617 sigma out 44 active outputs RANK 36 NODE 31 --> 14.711824 sigma out 44 active outputs RANK 37 NODE 43 --> 13.259629 sigma out 44 active outputs RANK 38 NODE 42 --> 12.054236 sigma out 44 active outputs RANK 39 NODE 41 --> 11.846471 sigma out 44 active outputs RANK 40 NODE 33 --> 11.675836 sigma out 44 active outputs RANK 41 NODE 35 --> 11.212096 sigma out 44 active outputs RANK 42 NODE 32 --> 11.131387 sigma out 44 active outputs RANK 43 NODE 36 --> 10.399500 sigma out 44 active outputs RANK 44 NODE 44 --> 4.6376152 sigma out 43 active outputs RANK 45 NODE 45 --> 4.1822867 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 18 --> 185.20828 sigma in 45 act. ( 83.487289 sig out 1 act.) RANK 2 NODE 14 --> 133.65007 sigma in 45 act. ( 80.345482 sig out 1 act.) RANK 3 NODE 13 --> 130.79228 sigma in 45 act. ( 67.313011 sig out 1 act.) RANK 4 NODE 21 --> 97.299873 sigma in 45 act. ( 61.809135 sig out 1 act.) RANK 5 NODE 42 --> 93.737450 sigma in 45 act. ( 64.429451 sig out 1 act.) RANK 6 NODE 24 --> 79.159660 sigma in 45 act. ( 68.687172 sig out 1 act.) RANK 7 NODE 30 --> 69.941620 sigma in 45 act. ( 42.558964 sig out 1 act.) RANK 8 NODE 26 --> 57.669342 sigma in 45 act. ( 33.894157 sig out 1 act.) RANK 9 NODE 31 --> 55.806282 sigma in 45 act. ( 45.810703 sig out 1 act.) RANK 10 NODE 23 --> 55.155399 sigma in 45 act. ( 44.116322 sig out 1 act.) RANK 11 NODE 5 --> 54.690376 sigma in 45 act. ( 32.877541 sig out 1 act.) RANK 12 NODE 25 --> 51.086029 sigma in 45 act. ( 57.915421 sig out 1 act.) RANK 13 NODE 40 --> 50.764553 sigma in 45 act. ( 35.204239 sig out 1 act.) RANK 14 NODE 16 --> 50.519249 sigma in 45 act. ( 30.585546 sig out 1 act.) RANK 15 NODE 43 --> 48.072266 sigma in 45 act. ( 39.931999 sig out 1 act.) RANK 16 NODE 28 --> 47.495716 sigma in 45 act. ( 53.741684 sig out 1 act.) RANK 17 NODE 27 --> 45.317368 sigma in 45 act. ( 27.312159 sig out 1 act.) RANK 18 NODE 9 --> 43.920277 sigma in 45 act. ( 36.245934 sig out 1 act.) RANK 19 NODE 36 --> 41.531445 sigma in 45 act. ( 28.520777 sig out 1 act.) RANK 20 NODE 39 --> 41.473965 sigma in 45 act. ( 44.086582 sig out 1 act.) RANK 21 NODE 3 --> 38.629032 sigma in 45 act. ( 20.421770 sig out 1 act.) RANK 22 NODE 19 --> 37.073524 sigma in 45 act. ( 33.262581 sig out 1 act.) RANK 23 NODE 37 --> 35.099552 sigma in 45 act. ( 34.764774 sig out 1 act.) RANK 24 NODE 34 --> 34.923618 sigma in 45 act. ( 32.684952 sig out 1 act.) RANK 25 NODE 32 --> 33.607086 sigma in 45 act. ( 46.585938 sig out 1 act.) RANK 26 NODE 33 --> 32.948544 sigma in 45 act. ( 33.715202 sig out 1 act.) RANK 27 NODE 4 --> 32.080051 sigma in 45 act. ( 32.462063 sig out 1 act.) RANK 28 NODE 38 --> 31.618658 sigma in 45 act. ( 19.461403 sig out 1 act.) RANK 29 NODE 1 --> 29.954342 sigma in 45 act. ( 20.915422 sig out 1 act.) RANK 30 NODE 6 --> 28.244230 sigma in 45 act. ( 25.615938 sig out 1 act.) RANK 31 NODE 35 --> 27.172821 sigma in 45 act. ( 27.753109 sig out 1 act.) RANK 32 NODE 22 --> 25.093988 sigma in 45 act. ( 15.306714 sig out 1 act.) RANK 33 NODE 8 --> 24.870655 sigma in 45 act. ( 23.622789 sig out 1 act.) RANK 34 NODE 11 --> 21.861433 sigma in 45 act. ( 18.781179 sig out 1 act.) RANK 35 NODE 15 --> 21.834293 sigma in 45 act. ( 20.473652 sig out 1 act.) RANK 36 NODE 17 --> 21.814426 sigma in 45 act. ( 15.186631 sig out 1 act.) RANK 37 NODE 20 --> 21.507311 sigma in 44 act. ( 20.040689 sig out 1 act.) RANK 38 NODE 7 --> 20.491909 sigma in 44 act. ( 29.611410 sig out 1 act.) RANK 39 NODE 2 --> 16.113211 sigma in 45 act. ( 8.3713694 sig out 1 act.) RANK 40 NODE 29 --> 15.639697 sigma in 45 act. ( 9.1495171 sig out 1 act.) RANK 41 NODE 10 --> 14.314362 sigma in 45 act. ( 9.9126225 sig out 1 act.) RANK 42 NODE 41 --> 13.956089 sigma in 45 act. ( 13.691403 sig out 1 act.) RANK 43 NODE 12 --> 5.3384438 sigma in 45 act. ( 2.4930696 sig out 1 act.) RANK 44 NODE 44 --> 4.2523298 sigma in 45 act. ( 0.14467692 sig out 1 act.) sorted by output significance RANK 1 NODE 18 --> 83.487289 sigma out 1 act.( 185.20828 sig in 45 act.) RANK 2 NODE 14 --> 80.345482 sigma out 1 act.( 133.65007 sig in 45 act.) RANK 3 NODE 24 --> 68.687172 sigma out 1 act.( 79.159660 sig in 45 act.) RANK 4 NODE 13 --> 67.313011 sigma out 1 act.( 130.79228 sig in 45 act.) RANK 5 NODE 42 --> 64.429451 sigma out 1 act.( 93.737450 sig in 45 act.) RANK 6 NODE 21 --> 61.809135 sigma out 1 act.( 97.299873 sig in 45 act.) RANK 7 NODE 25 --> 57.915421 sigma out 1 act.( 51.086029 sig in 45 act.) RANK 8 NODE 28 --> 53.741684 sigma out 1 act.( 47.495716 sig in 45 act.) RANK 9 NODE 32 --> 46.585938 sigma out 1 act.( 33.607086 sig in 45 act.) RANK 10 NODE 31 --> 45.810703 sigma out 1 act.( 55.806282 sig in 45 act.) RANK 11 NODE 23 --> 44.116322 sigma out 1 act.( 55.155399 sig in 45 act.) RANK 12 NODE 39 --> 44.086582 sigma out 1 act.( 41.473965 sig in 45 act.) RANK 13 NODE 30 --> 42.558964 sigma out 1 act.( 69.941620 sig in 45 act.) RANK 14 NODE 43 --> 39.931999 sigma out 1 act.( 48.072266 sig in 45 act.) RANK 15 NODE 9 --> 36.245934 sigma out 1 act.( 43.920277 sig in 45 act.) RANK 16 NODE 40 --> 35.204239 sigma out 1 act.( 50.764553 sig in 45 act.) RANK 17 NODE 37 --> 34.764774 sigma out 1 act.( 35.099552 sig in 45 act.) RANK 18 NODE 26 --> 33.894157 sigma out 1 act.( 57.669342 sig in 45 act.) RANK 19 NODE 33 --> 33.715202 sigma out 1 act.( 32.948544 sig in 45 act.) RANK 20 NODE 19 --> 33.262581 sigma out 1 act.( 37.073524 sig in 45 act.) RANK 21 NODE 5 --> 32.877541 sigma out 1 act.( 54.690376 sig in 45 act.) RANK 22 NODE 34 --> 32.684952 sigma out 1 act.( 34.923618 sig in 45 act.) RANK 23 NODE 4 --> 32.462063 sigma out 1 act.( 32.080051 sig in 45 act.) RANK 24 NODE 16 --> 30.585546 sigma out 1 act.( 50.519249 sig in 45 act.) RANK 25 NODE 7 --> 29.611410 sigma out 1 act.( 20.491909 sig in 44 act.) RANK 26 NODE 36 --> 28.520777 sigma out 1 act.( 41.531445 sig in 45 act.) RANK 27 NODE 35 --> 27.753109 sigma out 1 act.( 27.172821 sig in 45 act.) RANK 28 NODE 27 --> 27.312159 sigma out 1 act.( 45.317368 sig in 45 act.) RANK 29 NODE 6 --> 25.615938 sigma out 1 act.( 28.244230 sig in 45 act.) RANK 30 NODE 8 --> 23.622789 sigma out 1 act.( 24.870655 sig in 45 act.) RANK 31 NODE 1 --> 20.915422 sigma out 1 act.( 29.954342 sig in 45 act.) RANK 32 NODE 15 --> 20.473652 sigma out 1 act.( 21.834293 sig in 45 act.) RANK 33 NODE 3 --> 20.421770 sigma out 1 act.( 38.629032 sig in 45 act.) RANK 34 NODE 20 --> 20.040689 sigma out 1 act.( 21.507311 sig in 44 act.) RANK 35 NODE 38 --> 19.461403 sigma out 1 act.( 31.618658 sig in 45 act.) RANK 36 NODE 11 --> 18.781179 sigma out 1 act.( 21.861433 sig in 45 act.) RANK 37 NODE 22 --> 15.306714 sigma out 1 act.( 25.093988 sig in 45 act.) RANK 38 NODE 17 --> 15.186631 sigma out 1 act.( 21.814426 sig in 45 act.) RANK 39 NODE 41 --> 13.691403 sigma out 1 act.( 13.956089 sig in 45 act.) RANK 40 NODE 10 --> 9.9126225 sigma out 1 act.( 14.314362 sig in 45 act.) RANK 41 NODE 29 --> 9.1495171 sigma out 1 act.( 15.639697 sig in 45 act.) RANK 42 NODE 2 --> 8.3713694 sigma out 1 act.( 16.113211 sig in 45 act.) RANK 43 NODE 12 --> 2.4930696 sigma out 1 act.( 5.3384438 sig in 45 act.) RANK 44 NODE 44 --> 0.14467692 sigma out 1 act.( 4.2523298 sig in 45 act.) RANK 1 NODE 1 --> 259.77527 sigma in 44 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.64483380 *** contribution from regularisation: 2.51044566E-03 *** contribution from error: -0.64734423 *** contribution from DIAG: 4.83446365E-06 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.64485282 *** contribution from regularisation: 2.50488566E-03 *** contribution from error: -0.64735770 *** contribution from DIAG: 4.73957789E-06 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.64486235 *** contribution from regularisation: 2.50815251E-03 *** contribution from error: -0.64737052 *** contribution from DIAG: 4.70996702E-06 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.64487082 *** contribution from regularisation: 2.51232740E-03 *** contribution from error: -0.64738315 *** contribution from DIAG: 4.69276938E-06 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.64489621 *** contribution from regularisation: 2.49970774E-03 *** contribution from error: -0.64739591 *** contribution from DIAG: 4.65315543E-06 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.64489502 *** contribution from regularisation: 2.51286197E-03 *** contribution from error: -0.64740789 *** contribution from DIAG: 4.71718567E-06 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.64492345 *** contribution from regularisation: 2.49625370E-03 *** contribution from error: -0.64741969 *** contribution from DIAG: 4.69266524E-06 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.64493525 *** contribution from regularisation: 2.49600178E-03 *** contribution from error: -0.64743125 *** contribution from DIAG: 4.63104607E-06 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.64494145 *** contribution from regularisation: 2.50099809E-03 *** contribution from error: -0.64744246 *** contribution from DIAG: 4.63191236E-06 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.64495754 *** contribution from regularisation: 2.49590119E-03 *** contribution from error: -0.64745343 *** contribution from DIAG: 4.55819963E-06 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 254.20152 sigma out 44 active outputs RANK 2 NODE 7 --> 136.75655 sigma out 44 active outputs RANK 3 NODE 8 --> 107.22531 sigma out 44 active outputs RANK 4 NODE 3 --> 99.517799 sigma out 44 active outputs RANK 5 NODE 2 --> 82.980904 sigma out 44 active outputs RANK 6 NODE 6 --> 67.677078 sigma out 44 active outputs RANK 7 NODE 5 --> 58.528118 sigma out 44 active outputs RANK 8 NODE 17 --> 51.644119 sigma out 44 active outputs RANK 9 NODE 9 --> 50.577072 sigma out 44 active outputs RANK 10 NODE 11 --> 45.733723 sigma out 44 active outputs RANK 11 NODE 14 --> 40.624512 sigma out 44 active outputs RANK 12 NODE 12 --> 39.587170 sigma out 44 active outputs RANK 13 NODE 4 --> 37.918896 sigma out 44 active outputs RANK 14 NODE 16 --> 36.311836 sigma out 44 active outputs RANK 15 NODE 15 --> 35.985939 sigma out 44 active outputs RANK 16 NODE 18 --> 35.269180 sigma out 44 active outputs RANK 17 NODE 29 --> 35.184948 sigma out 44 active outputs RANK 18 NODE 25 --> 31.259108 sigma out 44 active outputs RANK 19 NODE 13 --> 29.847342 sigma out 44 active outputs RANK 20 NODE 20 --> 29.135633 sigma out 44 active outputs RANK 21 NODE 23 --> 28.733212 sigma out 44 active outputs RANK 22 NODE 10 --> 27.198696 sigma out 44 active outputs RANK 23 NODE 26 --> 26.777954 sigma out 44 active outputs RANK 24 NODE 19 --> 25.407698 sigma out 44 active outputs RANK 25 NODE 21 --> 21.610928 sigma out 44 active outputs RANK 26 NODE 22 --> 21.382618 sigma out 44 active outputs RANK 27 NODE 27 --> 21.353037 sigma out 44 active outputs RANK 28 NODE 30 --> 20.034094 sigma out 44 active outputs RANK 29 NODE 24 --> 19.571630 sigma out 44 active outputs RANK 30 NODE 34 --> 18.000601 sigma out 43 active outputs RANK 31 NODE 37 --> 17.788528 sigma out 44 active outputs RANK 32 NODE 38 --> 17.118101 sigma out 44 active outputs RANK 33 NODE 40 --> 15.873992 sigma out 44 active outputs RANK 34 NODE 39 --> 15.767236 sigma out 44 active outputs RANK 35 NODE 28 --> 15.642460 sigma out 44 active outputs RANK 36 NODE 31 --> 14.307572 sigma out 44 active outputs RANK 37 NODE 43 --> 13.257265 sigma out 44 active outputs RANK 38 NODE 42 --> 11.904438 sigma out 44 active outputs RANK 39 NODE 41 --> 11.775613 sigma out 44 active outputs RANK 40 NODE 33 --> 11.531447 sigma out 44 active outputs RANK 41 NODE 35 --> 10.865810 sigma out 44 active outputs RANK 42 NODE 32 --> 10.839166 sigma out 44 active outputs RANK 43 NODE 36 --> 10.076153 sigma out 44 active outputs RANK 44 NODE 44 --> 4.3703322 sigma out 43 active outputs RANK 45 NODE 45 --> 4.0328183 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 18 --> 185.22614 sigma in 45 act. ( 83.173279 sig out 1 act.) RANK 2 NODE 14 --> 133.61395 sigma in 45 act. ( 81.011436 sig out 1 act.) RANK 3 NODE 13 --> 130.59259 sigma in 45 act. ( 68.355888 sig out 1 act.) RANK 4 NODE 21 --> 97.172073 sigma in 45 act. ( 62.185291 sig out 1 act.) RANK 5 NODE 42 --> 93.867966 sigma in 45 act. ( 64.388863 sig out 1 act.) RANK 6 NODE 24 --> 79.436935 sigma in 45 act. ( 68.641251 sig out 1 act.) RANK 7 NODE 30 --> 69.713280 sigma in 45 act. ( 42.623295 sig out 1 act.) RANK 8 NODE 26 --> 57.403873 sigma in 45 act. ( 34.023655 sig out 1 act.) RANK 9 NODE 31 --> 55.299889 sigma in 45 act. ( 46.396023 sig out 1 act.) RANK 10 NODE 23 --> 55.093761 sigma in 45 act. ( 44.212440 sig out 1 act.) RANK 11 NODE 5 --> 54.645313 sigma in 45 act. ( 32.686852 sig out 1 act.) RANK 12 NODE 25 --> 51.407146 sigma in 45 act. ( 57.964108 sig out 1 act.) RANK 13 NODE 40 --> 50.527241 sigma in 45 act. ( 35.459419 sig out 1 act.) RANK 14 NODE 16 --> 50.455219 sigma in 45 act. ( 30.822449 sig out 1 act.) RANK 15 NODE 43 --> 48.187672 sigma in 45 act. ( 39.889706 sig out 1 act.) RANK 16 NODE 28 --> 47.782795 sigma in 45 act. ( 54.763264 sig out 1 act.) RANK 17 NODE 27 --> 45.299625 sigma in 45 act. ( 27.416935 sig out 1 act.) RANK 18 NODE 9 --> 43.980488 sigma in 45 act. ( 36.383663 sig out 1 act.) RANK 19 NODE 39 --> 41.633324 sigma in 45 act. ( 44.345051 sig out 1 act.) RANK 20 NODE 36 --> 41.492294 sigma in 45 act. ( 28.296074 sig out 1 act.) RANK 21 NODE 3 --> 38.552353 sigma in 45 act. ( 20.490070 sig out 1 act.) RANK 22 NODE 19 --> 36.929928 sigma in 45 act. ( 33.464848 sig out 1 act.) RANK 23 NODE 34 --> 34.969864 sigma in 45 act. ( 33.069859 sig out 1 act.) RANK 24 NODE 37 --> 34.914268 sigma in 45 act. ( 35.031399 sig out 1 act.) RANK 25 NODE 32 --> 33.898422 sigma in 45 act. ( 46.832218 sig out 1 act.) RANK 26 NODE 33 --> 33.254284 sigma in 45 act. ( 35.248177 sig out 1 act.) RANK 27 NODE 4 --> 32.113098 sigma in 45 act. ( 34.273029 sig out 1 act.) RANK 28 NODE 38 --> 31.648062 sigma in 45 act. ( 19.363419 sig out 1 act.) RANK 29 NODE 1 --> 29.843533 sigma in 45 act. ( 21.248131 sig out 1 act.) RANK 30 NODE 6 --> 28.055777 sigma in 45 act. ( 25.545633 sig out 1 act.) RANK 31 NODE 35 --> 27.257318 sigma in 45 act. ( 28.515350 sig out 1 act.) RANK 32 NODE 22 --> 24.924610 sigma in 45 act. ( 15.157374 sig out 1 act.) RANK 33 NODE 8 --> 24.878471 sigma in 45 act. ( 24.033558 sig out 1 act.) RANK 34 NODE 11 --> 22.003305 sigma in 45 act. ( 19.251369 sig out 1 act.) RANK 35 NODE 15 --> 21.911655 sigma in 45 act. ( 20.557266 sig out 1 act.) RANK 36 NODE 17 --> 21.739906 sigma in 45 act. ( 15.370980 sig out 1 act.) RANK 37 NODE 7 --> 21.534309 sigma in 44 act. ( 31.818390 sig out 1 act.) RANK 38 NODE 20 --> 21.447979 sigma in 44 act. ( 19.977587 sig out 1 act.) RANK 39 NODE 2 --> 16.026289 sigma in 45 act. ( 8.3842325 sig out 1 act.) RANK 40 NODE 29 --> 15.416247 sigma in 45 act. ( 9.0026388 sig out 1 act.) RANK 41 NODE 10 --> 14.229096 sigma in 45 act. ( 9.8998814 sig out 1 act.) RANK 42 NODE 41 --> 13.866136 sigma in 45 act. ( 13.850503 sig out 1 act.) RANK 43 NODE 12 --> 5.1805491 sigma in 45 act. ( 2.5740633 sig out 1 act.) RANK 44 NODE 44 --> 3.9607856 sigma in 45 act. ( 0.14453933 sig out 1 act.) sorted by output significance RANK 1 NODE 18 --> 83.173279 sigma out 1 act.( 185.22614 sig in 45 act.) RANK 2 NODE 14 --> 81.011436 sigma out 1 act.( 133.61395 sig in 45 act.) RANK 3 NODE 24 --> 68.641251 sigma out 1 act.( 79.436935 sig in 45 act.) RANK 4 NODE 13 --> 68.355888 sigma out 1 act.( 130.59259 sig in 45 act.) RANK 5 NODE 42 --> 64.388863 sigma out 1 act.( 93.867966 sig in 45 act.) RANK 6 NODE 21 --> 62.185291 sigma out 1 act.( 97.172073 sig in 45 act.) RANK 7 NODE 25 --> 57.964108 sigma out 1 act.( 51.407146 sig in 45 act.) RANK 8 NODE 28 --> 54.763264 sigma out 1 act.( 47.782795 sig in 45 act.) RANK 9 NODE 32 --> 46.832218 sigma out 1 act.( 33.898422 sig in 45 act.) RANK 10 NODE 31 --> 46.396023 sigma out 1 act.( 55.299889 sig in 45 act.) RANK 11 NODE 39 --> 44.345051 sigma out 1 act.( 41.633324 sig in 45 act.) RANK 12 NODE 23 --> 44.212440 sigma out 1 act.( 55.093761 sig in 45 act.) RANK 13 NODE 30 --> 42.623295 sigma out 1 act.( 69.713280 sig in 45 act.) RANK 14 NODE 43 --> 39.889706 sigma out 1 act.( 48.187672 sig in 45 act.) RANK 15 NODE 9 --> 36.383663 sigma out 1 act.( 43.980488 sig in 45 act.) RANK 16 NODE 40 --> 35.459419 sigma out 1 act.( 50.527241 sig in 45 act.) RANK 17 NODE 33 --> 35.248177 sigma out 1 act.( 33.254284 sig in 45 act.) RANK 18 NODE 37 --> 35.031399 sigma out 1 act.( 34.914268 sig in 45 act.) RANK 19 NODE 4 --> 34.273029 sigma out 1 act.( 32.113098 sig in 45 act.) RANK 20 NODE 26 --> 34.023655 sigma out 1 act.( 57.403873 sig in 45 act.) RANK 21 NODE 19 --> 33.464848 sigma out 1 act.( 36.929928 sig in 45 act.) RANK 22 NODE 34 --> 33.069859 sigma out 1 act.( 34.969864 sig in 45 act.) RANK 23 NODE 5 --> 32.686852 sigma out 1 act.( 54.645313 sig in 45 act.) RANK 24 NODE 7 --> 31.818390 sigma out 1 act.( 21.534309 sig in 44 act.) RANK 25 NODE 16 --> 30.822449 sigma out 1 act.( 50.455219 sig in 45 act.) RANK 26 NODE 35 --> 28.515350 sigma out 1 act.( 27.257318 sig in 45 act.) RANK 27 NODE 36 --> 28.296074 sigma out 1 act.( 41.492294 sig in 45 act.) RANK 28 NODE 27 --> 27.416935 sigma out 1 act.( 45.299625 sig in 45 act.) RANK 29 NODE 6 --> 25.545633 sigma out 1 act.( 28.055777 sig in 45 act.) RANK 30 NODE 8 --> 24.033558 sigma out 1 act.( 24.878471 sig in 45 act.) RANK 31 NODE 1 --> 21.248131 sigma out 1 act.( 29.843533 sig in 45 act.) RANK 32 NODE 15 --> 20.557266 sigma out 1 act.( 21.911655 sig in 45 act.) RANK 33 NODE 3 --> 20.490070 sigma out 1 act.( 38.552353 sig in 45 act.) RANK 34 NODE 20 --> 19.977587 sigma out 1 act.( 21.447979 sig in 44 act.) RANK 35 NODE 38 --> 19.363419 sigma out 1 act.( 31.648062 sig in 45 act.) RANK 36 NODE 11 --> 19.251369 sigma out 1 act.( 22.003305 sig in 45 act.) RANK 37 NODE 17 --> 15.370980 sigma out 1 act.( 21.739906 sig in 45 act.) RANK 38 NODE 22 --> 15.157374 sigma out 1 act.( 24.924610 sig in 45 act.) RANK 39 NODE 41 --> 13.850503 sigma out 1 act.( 13.866136 sig in 45 act.) RANK 40 NODE 10 --> 9.8998814 sigma out 1 act.( 14.229096 sig in 45 act.) RANK 41 NODE 29 --> 9.0026388 sigma out 1 act.( 15.416247 sig in 45 act.) RANK 42 NODE 2 --> 8.3842325 sigma out 1 act.( 16.026289 sig in 45 act.) RANK 43 NODE 12 --> 2.5740633 sigma out 1 act.( 5.1805491 sig in 45 act.) RANK 44 NODE 44 --> 0.14453933 sigma out 1 act.( 3.9607856 sig in 45 act.) RANK 1 NODE 1 --> 261.70041 sigma in 44 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.64496726 *** contribution from regularisation: 2.49730633E-03 *** contribution from error: -0.64746457 *** contribution from DIAG: 4.56918178E-06 *********************************************** --------------------------------------------------- Iteration : 51 kill weight from layer 1 knot 42 to knot 10 *********************************************** *** Learn Path 51 *** loss function: -0.64498168 *** contribution from regularisation: 2.49337265E-03 *** contribution from error: -0.64747506 *** contribution from DIAG: 4.62059324E-06 *********************************************** --------------------------------------------------- Iteration : 52 kill weight from layer 1 knot 37 to knot 30 *********************************************** *** Learn Path 52 *** loss function: -0.64499253 *** contribution from regularisation: 2.49355589E-03 *** contribution from error: -0.64748609 *** contribution from DIAG: 4.54962128E-06 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.64500469 *** contribution from regularisation: 2.49242526E-03 *** contribution from error: -0.64749712 *** contribution from DIAG: 4.49720301E-06 *********************************************** --------------------------------------------------- Iteration : 54 kill weight from layer 1 knot 39 to knot 38 *********************************************** *** Learn Path 54 *** loss function: -0.64501339 *** contribution from regularisation: 2.49430491E-03 *** contribution from error: -0.64750767 *** contribution from DIAG: 4.53048642E-06 *********************************************** --------------------------------------------------- Iteration : 55 kill weight from layer 1 knot 39 to knot 7 kill weight from layer 1 knot 36 to knot 18 *********************************************** *** Learn Path 55 *** loss function: -0.64502418 *** contribution from regularisation: 2.49372330E-03 *** contribution from error: -0.64751792 *** contribution from DIAG: 4.48423452E-06 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.64503294 *** contribution from regularisation: 2.49461713E-03 *** contribution from error: -0.64752758 *** contribution from DIAG: 4.50552488E-06 *********************************************** --------------------------------------------------- Iteration : 57 kill weight from layer 1 knot 35 to knot 7 *********************************************** *** Learn Path 57 *** loss function: -0.64506125 *** contribution from regularisation: 2.47630593E-03 *** contribution from error: -0.64753759 *** contribution from DIAG: 4.43984391E-06 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.64506143 *** contribution from regularisation: 2.48587900E-03 *** contribution from error: -0.64754730 *** contribution from DIAG: 4.44789794E-06 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.64508796 *** contribution from regularisation: 2.46949657E-03 *** contribution from error: -0.64755744 *** contribution from DIAG: 4.47643833E-06 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 253.94354 sigma out 44 active outputs RANK 2 NODE 7 --> 136.43863 sigma out 44 active outputs RANK 3 NODE 8 --> 107.11961 sigma out 44 active outputs RANK 4 NODE 3 --> 99.242020 sigma out 44 active outputs RANK 5 NODE 2 --> 83.146889 sigma out 44 active outputs RANK 6 NODE 6 --> 67.372719 sigma out 44 active outputs RANK 7 NODE 5 --> 58.946770 sigma out 44 active outputs RANK 8 NODE 17 --> 50.928802 sigma out 44 active outputs RANK 9 NODE 9 --> 50.925362 sigma out 44 active outputs RANK 10 NODE 11 --> 45.850136 sigma out 44 active outputs RANK 11 NODE 14 --> 40.505638 sigma out 44 active outputs RANK 12 NODE 12 --> 39.236290 sigma out 44 active outputs RANK 13 NODE 4 --> 38.160908 sigma out 44 active outputs RANK 14 NODE 15 --> 35.778618 sigma out 44 active outputs RANK 15 NODE 16 --> 35.301170 sigma out 44 active outputs RANK 16 NODE 29 --> 35.063839 sigma out 44 active outputs RANK 17 NODE 18 --> 34.726913 sigma out 44 active outputs RANK 18 NODE 25 --> 30.411509 sigma out 44 active outputs RANK 19 NODE 13 --> 29.915678 sigma out 44 active outputs RANK 20 NODE 20 --> 28.867481 sigma out 44 active outputs RANK 21 NODE 23 --> 28.634630 sigma out 44 active outputs RANK 22 NODE 10 --> 27.067514 sigma out 44 active outputs RANK 23 NODE 26 --> 26.354843 sigma out 44 active outputs RANK 24 NODE 19 --> 25.228304 sigma out 44 active outputs RANK 25 NODE 21 --> 21.614792 sigma out 44 active outputs RANK 26 NODE 27 --> 21.365320 sigma out 44 active outputs RANK 27 NODE 22 --> 21.127417 sigma out 44 active outputs RANK 28 NODE 30 --> 19.812525 sigma out 44 active outputs RANK 29 NODE 24 --> 19.466976 sigma out 44 active outputs RANK 30 NODE 34 --> 17.749992 sigma out 43 active outputs RANK 31 NODE 37 --> 17.545172 sigma out 43 active outputs RANK 32 NODE 38 --> 16.882761 sigma out 44 active outputs RANK 33 NODE 40 --> 15.902425 sigma out 44 active outputs RANK 34 NODE 39 --> 15.698077 sigma out 42 active outputs RANK 35 NODE 28 --> 15.536405 sigma out 44 active outputs RANK 36 NODE 31 --> 14.382170 sigma out 44 active outputs RANK 37 NODE 43 --> 13.276411 sigma out 44 active outputs RANK 38 NODE 42 --> 11.798385 sigma out 43 active outputs RANK 39 NODE 41 --> 11.608260 sigma out 44 active outputs RANK 40 NODE 33 --> 11.259325 sigma out 44 active outputs RANK 41 NODE 35 --> 10.803795 sigma out 43 active outputs RANK 42 NODE 32 --> 10.670679 sigma out 44 active outputs RANK 43 NODE 36 --> 9.8707533 sigma out 43 active outputs RANK 44 NODE 44 --> 4.3389611 sigma out 43 active outputs RANK 45 NODE 45 --> 3.9387517 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 18 --> 184.76436 sigma in 44 act. ( 82.725395 sig out 1 act.) RANK 2 NODE 14 --> 132.88211 sigma in 45 act. ( 81.597023 sig out 1 act.) RANK 3 NODE 13 --> 130.55798 sigma in 45 act. ( 67.670151 sig out 1 act.) RANK 4 NODE 21 --> 97.151779 sigma in 45 act. ( 62.059021 sig out 1 act.) RANK 5 NODE 42 --> 93.552948 sigma in 45 act. ( 64.180252 sig out 1 act.) RANK 6 NODE 24 --> 79.029724 sigma in 45 act. ( 69.112465 sig out 1 act.) RANK 7 NODE 30 --> 69.333214 sigma in 44 act. ( 42.479755 sig out 1 act.) RANK 8 NODE 26 --> 57.289661 sigma in 45 act. ( 33.830109 sig out 1 act.) RANK 9 NODE 31 --> 55.251148 sigma in 45 act. ( 46.162235 sig out 1 act.) RANK 10 NODE 23 --> 54.799629 sigma in 45 act. ( 44.271225 sig out 1 act.) RANK 11 NODE 5 --> 54.551262 sigma in 45 act. ( 32.275852 sig out 1 act.) RANK 12 NODE 25 --> 51.454746 sigma in 45 act. ( 58.312592 sig out 1 act.) RANK 13 NODE 40 --> 50.539047 sigma in 45 act. ( 34.910793 sig out 1 act.) RANK 14 NODE 16 --> 50.481796 sigma in 45 act. ( 30.361528 sig out 1 act.) RANK 15 NODE 28 --> 48.181328 sigma in 45 act. ( 54.845730 sig out 1 act.) RANK 16 NODE 43 --> 48.129990 sigma in 45 act. ( 39.999725 sig out 1 act.) RANK 17 NODE 27 --> 45.299824 sigma in 45 act. ( 27.416290 sig out 1 act.) RANK 18 NODE 9 --> 43.813717 sigma in 45 act. ( 36.194901 sig out 1 act.) RANK 19 NODE 39 --> 41.404957 sigma in 45 act. ( 44.398338 sig out 1 act.) RANK 20 NODE 36 --> 41.333004 sigma in 45 act. ( 28.391790 sig out 1 act.) RANK 21 NODE 3 --> 38.463890 sigma in 45 act. ( 20.355141 sig out 1 act.) RANK 22 NODE 19 --> 36.660172 sigma in 45 act. ( 33.683079 sig out 1 act.) RANK 23 NODE 34 --> 34.998138 sigma in 45 act. ( 33.254753 sig out 1 act.) RANK 24 NODE 37 --> 34.828945 sigma in 45 act. ( 35.253986 sig out 1 act.) RANK 25 NODE 32 --> 33.960148 sigma in 45 act. ( 46.932510 sig out 1 act.) RANK 26 NODE 33 --> 33.452503 sigma in 45 act. ( 36.743683 sig out 1 act.) RANK 27 NODE 4 --> 32.187786 sigma in 45 act. ( 35.863094 sig out 1 act.) RANK 28 NODE 38 --> 31.512032 sigma in 44 act. ( 19.433737 sig out 1 act.) RANK 29 NODE 1 --> 29.840519 sigma in 45 act. ( 21.264940 sig out 1 act.) RANK 30 NODE 6 --> 27.868254 sigma in 45 act. ( 25.327116 sig out 1 act.) RANK 31 NODE 35 --> 27.283655 sigma in 45 act. ( 29.129536 sig out 1 act.) RANK 32 NODE 8 --> 24.913630 sigma in 45 act. ( 24.164042 sig out 1 act.) RANK 33 NODE 22 --> 24.726250 sigma in 45 act. ( 15.009748 sig out 1 act.) RANK 34 NODE 7 --> 22.815887 sigma in 42 act. ( 33.264782 sig out 1 act.) RANK 35 NODE 11 --> 22.100304 sigma in 45 act. ( 19.690123 sig out 1 act.) RANK 36 NODE 15 --> 21.876837 sigma in 45 act. ( 20.675348 sig out 1 act.) RANK 37 NODE 17 --> 21.680401 sigma in 45 act. ( 15.221491 sig out 1 act.) RANK 38 NODE 20 --> 21.329155 sigma in 44 act. ( 20.014647 sig out 1 act.) RANK 39 NODE 2 --> 15.874743 sigma in 45 act. ( 8.3954954 sig out 1 act.) RANK 40 NODE 29 --> 15.221482 sigma in 45 act. ( 8.8080168 sig out 1 act.) RANK 41 NODE 10 --> 14.131273 sigma in 44 act. ( 9.9431858 sig out 1 act.) RANK 42 NODE 41 --> 13.847670 sigma in 45 act. ( 13.911304 sig out 1 act.) RANK 43 NODE 12 --> 5.0629272 sigma in 45 act. ( 2.6290379 sig out 1 act.) RANK 44 NODE 44 --> 3.7424624 sigma in 45 act. ( 0.13360165 sig out 1 act.) sorted by output significance RANK 1 NODE 18 --> 82.725395 sigma out 1 act.( 184.76436 sig in 44 act.) RANK 2 NODE 14 --> 81.597023 sigma out 1 act.( 132.88211 sig in 45 act.) RANK 3 NODE 24 --> 69.112465 sigma out 1 act.( 79.029724 sig in 45 act.) RANK 4 NODE 13 --> 67.670151 sigma out 1 act.( 130.55798 sig in 45 act.) RANK 5 NODE 42 --> 64.180252 sigma out 1 act.( 93.552948 sig in 45 act.) RANK 6 NODE 21 --> 62.059021 sigma out 1 act.( 97.151779 sig in 45 act.) RANK 7 NODE 25 --> 58.312592 sigma out 1 act.( 51.454746 sig in 45 act.) RANK 8 NODE 28 --> 54.845730 sigma out 1 act.( 48.181328 sig in 45 act.) RANK 9 NODE 32 --> 46.932510 sigma out 1 act.( 33.960148 sig in 45 act.) RANK 10 NODE 31 --> 46.162235 sigma out 1 act.( 55.251148 sig in 45 act.) RANK 11 NODE 39 --> 44.398338 sigma out 1 act.( 41.404957 sig in 45 act.) RANK 12 NODE 23 --> 44.271225 sigma out 1 act.( 54.799629 sig in 45 act.) RANK 13 NODE 30 --> 42.479755 sigma out 1 act.( 69.333214 sig in 44 act.) RANK 14 NODE 43 --> 39.999725 sigma out 1 act.( 48.129990 sig in 45 act.) RANK 15 NODE 33 --> 36.743683 sigma out 1 act.( 33.452503 sig in 45 act.) RANK 16 NODE 9 --> 36.194901 sigma out 1 act.( 43.813717 sig in 45 act.) RANK 17 NODE 4 --> 35.863094 sigma out 1 act.( 32.187786 sig in 45 act.) RANK 18 NODE 37 --> 35.253986 sigma out 1 act.( 34.828945 sig in 45 act.) RANK 19 NODE 40 --> 34.910793 sigma out 1 act.( 50.539047 sig in 45 act.) RANK 20 NODE 26 --> 33.830109 sigma out 1 act.( 57.289661 sig in 45 act.) RANK 21 NODE 19 --> 33.683079 sigma out 1 act.( 36.660172 sig in 45 act.) RANK 22 NODE 7 --> 33.264782 sigma out 1 act.( 22.815887 sig in 42 act.) RANK 23 NODE 34 --> 33.254753 sigma out 1 act.( 34.998138 sig in 45 act.) RANK 24 NODE 5 --> 32.275852 sigma out 1 act.( 54.551262 sig in 45 act.) RANK 25 NODE 16 --> 30.361528 sigma out 1 act.( 50.481796 sig in 45 act.) RANK 26 NODE 35 --> 29.129536 sigma out 1 act.( 27.283655 sig in 45 act.) RANK 27 NODE 36 --> 28.391790 sigma out 1 act.( 41.333004 sig in 45 act.) RANK 28 NODE 27 --> 27.416290 sigma out 1 act.( 45.299824 sig in 45 act.) RANK 29 NODE 6 --> 25.327116 sigma out 1 act.( 27.868254 sig in 45 act.) RANK 30 NODE 8 --> 24.164042 sigma out 1 act.( 24.913630 sig in 45 act.) RANK 31 NODE 1 --> 21.264940 sigma out 1 act.( 29.840519 sig in 45 act.) RANK 32 NODE 15 --> 20.675348 sigma out 1 act.( 21.876837 sig in 45 act.) RANK 33 NODE 3 --> 20.355141 sigma out 1 act.( 38.463890 sig in 45 act.) RANK 34 NODE 20 --> 20.014647 sigma out 1 act.( 21.329155 sig in 44 act.) RANK 35 NODE 11 --> 19.690123 sigma out 1 act.( 22.100304 sig in 45 act.) RANK 36 NODE 38 --> 19.433737 sigma out 1 act.( 31.512032 sig in 44 act.) RANK 37 NODE 17 --> 15.221491 sigma out 1 act.( 21.680401 sig in 45 act.) RANK 38 NODE 22 --> 15.009748 sigma out 1 act.( 24.726250 sig in 45 act.) RANK 39 NODE 41 --> 13.911304 sigma out 1 act.( 13.847670 sig in 45 act.) RANK 40 NODE 10 --> 9.9431858 sigma out 1 act.( 14.131273 sig in 44 act.) RANK 41 NODE 29 --> 8.8080168 sigma out 1 act.( 15.221482 sig in 45 act.) RANK 42 NODE 2 --> 8.3954954 sigma out 1 act.( 15.874743 sig in 45 act.) RANK 43 NODE 12 --> 2.6290379 sigma out 1 act.( 5.0629272 sig in 45 act.) RANK 44 NODE 44 --> 0.13360165 sigma out 1 act.( 3.7424624 sig in 45 act.) RANK 1 NODE 1 --> 262.22961 sigma in 44 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.64507884 *** contribution from regularisation: 2.48854049E-03 *** contribution from error: -0.64756739 *** contribution from DIAG: 4.49477284E-06 *********************************************** --------------------------------------------------- Iteration : 61 kill weight from layer 1 knot 33 to knot 11 *********************************************** *** Learn Path 61 *** loss function: -0.64509410 *** contribution from regularisation: 2.48224079E-03 *** contribution from error: -0.64757633 *** contribution from DIAG: 4.49305981E-06 *********************************************** --------------------------------------------------- Iteration : 62 kill weight from layer 1 knot 40 to knot 2 kill weight from layer 1 knot 8 to knot 41 *********************************************** *** Learn Path 62 *** loss function: -0.64510125 *** contribution from regularisation: 2.48407573E-03 *** contribution from error: -0.64758533 *** contribution from DIAG: 4.51200731E-06 *********************************************** --------------------------------------------------- Iteration : 63 kill weight from layer 1 knot 26 to knot 37 *********************************************** *** Learn Path 63 *** loss function: -0.64510995 *** contribution from regularisation: 2.48407247E-03 *** contribution from error: -0.64759403 *** contribution from DIAG: 4.48152969E-06 *********************************************** --------------------------------------------------- Iteration : 64 kill weight from layer 1 knot 22 to knot 8 *********************************************** *** Learn Path 64 *** loss function: -0.64512509 *** contribution from regularisation: 2.47768452E-03 *** contribution from error: -0.64760280 *** contribution from DIAG: 4.48421451E-06 *********************************************** --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.64513522 *** contribution from regularisation: 2.47649336E-03 *** contribution from error: -0.64761174 *** contribution from DIAG: 4.49397385E-06 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.64514798 *** contribution from regularisation: 2.47238646E-03 *** contribution from error: -0.64762038 *** contribution from DIAG: 4.44683656E-06 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.64514822 *** contribution from regularisation: 2.48074275E-03 *** contribution from error: -0.64762896 *** contribution from DIAG: 4.41807651E-06 *********************************************** --------------------------------------------------- Iteration : 68 kill weight from layer 1 knot 40 to knot 41 *********************************************** *** Learn Path 68 *** loss function: -0.64516830 *** contribution from regularisation: 2.46916991E-03 *** contribution from error: -0.64763749 *** contribution from DIAG: 4.42301553E-06 *********************************************** --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.64517438 *** contribution from regularisation: 2.47147935E-03 *** contribution from error: -0.64764589 *** contribution from DIAG: 4.42136343E-06 *********************************************** --------------------------------------------------- Iteration : 70 kill weight from layer 1 knot 27 to knot 25 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 253.77425 sigma out 44 active outputs RANK 2 NODE 7 --> 136.40726 sigma out 44 active outputs RANK 3 NODE 8 --> 106.93735 sigma out 43 active outputs RANK 4 NODE 3 --> 98.758476 sigma out 44 active outputs RANK 5 NODE 2 --> 83.778999 sigma out 44 active outputs RANK 6 NODE 6 --> 66.871376 sigma out 44 active outputs RANK 7 NODE 5 --> 59.376984 sigma out 44 active outputs RANK 8 NODE 9 --> 51.341705 sigma out 44 active outputs RANK 9 NODE 17 --> 50.406757 sigma out 44 active outputs RANK 10 NODE 11 --> 46.080791 sigma out 44 active outputs RANK 11 NODE 14 --> 39.891785 sigma out 44 active outputs RANK 12 NODE 12 --> 39.342182 sigma out 44 active outputs RANK 13 NODE 4 --> 37.880146 sigma out 44 active outputs RANK 14 NODE 15 --> 35.677391 sigma out 44 active outputs RANK 15 NODE 18 --> 35.069275 sigma out 44 active outputs RANK 16 NODE 29 --> 34.714249 sigma out 44 active outputs RANK 17 NODE 16 --> 34.644051 sigma out 44 active outputs RANK 18 NODE 25 --> 30.258709 sigma out 44 active outputs RANK 19 NODE 13 --> 29.468390 sigma out 44 active outputs RANK 20 NODE 20 --> 28.997255 sigma out 44 active outputs RANK 21 NODE 23 --> 28.664045 sigma out 44 active outputs RANK 22 NODE 10 --> 27.234072 sigma out 44 active outputs RANK 23 NODE 26 --> 26.347044 sigma out 43 active outputs RANK 24 NODE 19 --> 25.135056 sigma out 44 active outputs RANK 25 NODE 27 --> 21.392193 sigma out 43 active outputs RANK 26 NODE 21 --> 21.273159 sigma out 44 active outputs RANK 27 NODE 22 --> 21.185663 sigma out 43 active outputs RANK 28 NODE 30 --> 19.787609 sigma out 44 active outputs RANK 29 NODE 24 --> 19.338118 sigma out 44 active outputs RANK 30 NODE 34 --> 17.848024 sigma out 43 active outputs RANK 31 NODE 37 --> 17.533937 sigma out 43 active outputs RANK 32 NODE 38 --> 16.751863 sigma out 44 active outputs RANK 33 NODE 40 --> 15.791733 sigma out 42 active outputs RANK 34 NODE 39 --> 15.698561 sigma out 42 active outputs RANK 35 NODE 28 --> 15.494094 sigma out 44 active outputs RANK 36 NODE 31 --> 14.059705 sigma out 44 active outputs RANK 37 NODE 43 --> 13.307630 sigma out 44 active outputs RANK 38 NODE 42 --> 11.607326 sigma out 43 active outputs RANK 39 NODE 41 --> 11.491301 sigma out 44 active outputs RANK 40 NODE 33 --> 11.197254 sigma out 43 active outputs RANK 41 NODE 35 --> 10.640244 sigma out 43 active outputs RANK 42 NODE 32 --> 10.497643 sigma out 44 active outputs RANK 43 NODE 36 --> 9.7611132 sigma out 43 active outputs RANK 44 NODE 44 --> 4.1951714 sigma out 43 active outputs RANK 45 NODE 45 --> 3.7230759 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 18 --> 184.60228 sigma in 44 act. ( 82.413300 sig out 1 act.) RANK 2 NODE 14 --> 132.68460 sigma in 45 act. ( 82.196945 sig out 1 act.) RANK 3 NODE 13 --> 130.37749 sigma in 45 act. ( 67.866112 sig out 1 act.) RANK 4 NODE 21 --> 97.082344 sigma in 45 act. ( 62.051609 sig out 1 act.) RANK 5 NODE 42 --> 93.159912 sigma in 45 act. ( 64.565201 sig out 1 act.) RANK 6 NODE 24 --> 79.224068 sigma in 45 act. ( 68.609146 sig out 1 act.) RANK 7 NODE 30 --> 69.229698 sigma in 44 act. ( 42.084850 sig out 1 act.) RANK 8 NODE 26 --> 57.025379 sigma in 45 act. ( 34.121937 sig out 1 act.) RANK 9 NODE 31 --> 55.055096 sigma in 45 act. ( 46.420559 sig out 1 act.) RANK 10 NODE 23 --> 54.708988 sigma in 45 act. ( 44.233994 sig out 1 act.) RANK 11 NODE 5 --> 54.379078 sigma in 45 act. ( 32.414501 sig out 1 act.) RANK 12 NODE 25 --> 51.672672 sigma in 44 act. ( 58.491348 sig out 1 act.) RANK 13 NODE 16 --> 50.427391 sigma in 45 act. ( 30.275215 sig out 1 act.) RANK 14 NODE 40 --> 50.316956 sigma in 45 act. ( 35.200756 sig out 1 act.) RANK 15 NODE 28 --> 48.168007 sigma in 45 act. ( 55.422863 sig out 1 act.) RANK 16 NODE 43 --> 47.941437 sigma in 45 act. ( 40.278263 sig out 1 act.) RANK 17 NODE 27 --> 45.335976 sigma in 45 act. ( 27.517206 sig out 1 act.) RANK 18 NODE 9 --> 43.642555 sigma in 45 act. ( 36.199615 sig out 1 act.) RANK 19 NODE 36 --> 41.315792 sigma in 45 act. ( 28.418255 sig out 1 act.) RANK 20 NODE 39 --> 41.166965 sigma in 45 act. ( 44.520248 sig out 1 act.) RANK 21 NODE 3 --> 38.445164 sigma in 45 act. ( 20.430380 sig out 1 act.) RANK 22 NODE 19 --> 36.683838 sigma in 45 act. ( 33.617409 sig out 1 act.) RANK 23 NODE 34 --> 35.125027 sigma in 45 act. ( 33.097969 sig out 1 act.) RANK 24 NODE 37 --> 34.787216 sigma in 44 act. ( 35.315647 sig out 1 act.) RANK 25 NODE 32 --> 34.044926 sigma in 45 act. ( 47.206745 sig out 1 act.) RANK 26 NODE 33 --> 33.733711 sigma in 45 act. ( 37.955795 sig out 1 act.) RANK 27 NODE 4 --> 32.260384 sigma in 45 act. ( 37.261841 sig out 1 act.) RANK 28 NODE 38 --> 31.464085 sigma in 44 act. ( 19.415924 sig out 1 act.) RANK 29 NODE 1 --> 29.791689 sigma in 45 act. ( 21.566059 sig out 1 act.) RANK 30 NODE 6 --> 27.738571 sigma in 45 act. ( 25.276834 sig out 1 act.) RANK 31 NODE 35 --> 27.353292 sigma in 45 act. ( 29.633469 sig out 1 act.) RANK 32 NODE 8 --> 24.933071 sigma in 44 act. ( 24.450357 sig out 1 act.) RANK 33 NODE 22 --> 24.606762 sigma in 45 act. ( 14.766452 sig out 1 act.) RANK 34 NODE 7 --> 23.847193 sigma in 42 act. ( 34.519093 sig out 1 act.) RANK 35 NODE 11 --> 22.192898 sigma in 44 act. ( 20.037279 sig out 1 act.) RANK 36 NODE 15 --> 21.820625 sigma in 45 act. ( 20.840948 sig out 1 act.) RANK 37 NODE 17 --> 21.539803 sigma in 45 act. ( 15.331872 sig out 1 act.) RANK 38 NODE 20 --> 21.235573 sigma in 44 act. ( 20.044052 sig out 1 act.) RANK 39 NODE 2 --> 15.765442 sigma in 44 act. ( 8.2586861 sig out 1 act.) RANK 40 NODE 29 --> 15.037046 sigma in 45 act. ( 8.7015409 sig out 1 act.) RANK 41 NODE 10 --> 14.063723 sigma in 44 act. ( 9.9109211 sig out 1 act.) RANK 42 NODE 41 --> 13.844846 sigma in 43 act. ( 13.905720 sig out 1 act.) RANK 43 NODE 12 --> 4.9586611 sigma in 45 act. ( 2.6914968 sig out 1 act.) RANK 44 NODE 44 --> 3.5594535 sigma in 45 act. ( 0.12378114 sig out 1 act.) sorted by output significance RANK 1 NODE 18 --> 82.413300 sigma out 1 act.( 184.60228 sig in 44 act.) RANK 2 NODE 14 --> 82.196945 sigma out 1 act.( 132.68460 sig in 45 act.) RANK 3 NODE 24 --> 68.609146 sigma out 1 act.( 79.224068 sig in 45 act.) RANK 4 NODE 13 --> 67.866112 sigma out 1 act.( 130.37749 sig in 45 act.) RANK 5 NODE 42 --> 64.565201 sigma out 1 act.( 93.159912 sig in 45 act.) RANK 6 NODE 21 --> 62.051609 sigma out 1 act.( 97.082344 sig in 45 act.) RANK 7 NODE 25 --> 58.491348 sigma out 1 act.( 51.672672 sig in 44 act.) RANK 8 NODE 28 --> 55.422863 sigma out 1 act.( 48.168007 sig in 45 act.) RANK 9 NODE 32 --> 47.206745 sigma out 1 act.( 34.044926 sig in 45 act.) RANK 10 NODE 31 --> 46.420559 sigma out 1 act.( 55.055096 sig in 45 act.) RANK 11 NODE 39 --> 44.520248 sigma out 1 act.( 41.166965 sig in 45 act.) RANK 12 NODE 23 --> 44.233994 sigma out 1 act.( 54.708988 sig in 45 act.) RANK 13 NODE 30 --> 42.084850 sigma out 1 act.( 69.229698 sig in 44 act.) RANK 14 NODE 43 --> 40.278263 sigma out 1 act.( 47.941437 sig in 45 act.) RANK 15 NODE 33 --> 37.955795 sigma out 1 act.( 33.733711 sig in 45 act.) RANK 16 NODE 4 --> 37.261841 sigma out 1 act.( 32.260384 sig in 45 act.) RANK 17 NODE 9 --> 36.199615 sigma out 1 act.( 43.642555 sig in 45 act.) RANK 18 NODE 37 --> 35.315647 sigma out 1 act.( 34.787216 sig in 44 act.) RANK 19 NODE 40 --> 35.200756 sigma out 1 act.( 50.316956 sig in 45 act.) RANK 20 NODE 7 --> 34.519093 sigma out 1 act.( 23.847193 sig in 42 act.) RANK 21 NODE 26 --> 34.121937 sigma out 1 act.( 57.025379 sig in 45 act.) RANK 22 NODE 19 --> 33.617409 sigma out 1 act.( 36.683838 sig in 45 act.) RANK 23 NODE 34 --> 33.097969 sigma out 1 act.( 35.125027 sig in 45 act.) RANK 24 NODE 5 --> 32.414501 sigma out 1 act.( 54.379078 sig in 45 act.) RANK 25 NODE 16 --> 30.275215 sigma out 1 act.( 50.427391 sig in 45 act.) RANK 26 NODE 35 --> 29.633469 sigma out 1 act.( 27.353292 sig in 45 act.) RANK 27 NODE 36 --> 28.418255 sigma out 1 act.( 41.315792 sig in 45 act.) RANK 28 NODE 27 --> 27.517206 sigma out 1 act.( 45.335976 sig in 45 act.) RANK 29 NODE 6 --> 25.276834 sigma out 1 act.( 27.738571 sig in 45 act.) RANK 30 NODE 8 --> 24.450357 sigma out 1 act.( 24.933071 sig in 44 act.) RANK 31 NODE 1 --> 21.566059 sigma out 1 act.( 29.791689 sig in 45 act.) RANK 32 NODE 15 --> 20.840948 sigma out 1 act.( 21.820625 sig in 45 act.) RANK 33 NODE 3 --> 20.430380 sigma out 1 act.( 38.445164 sig in 45 act.) RANK 34 NODE 20 --> 20.044052 sigma out 1 act.( 21.235573 sig in 44 act.) RANK 35 NODE 11 --> 20.037279 sigma out 1 act.( 22.192898 sig in 44 act.) RANK 36 NODE 38 --> 19.415924 sigma out 1 act.( 31.464085 sig in 44 act.) RANK 37 NODE 17 --> 15.331872 sigma out 1 act.( 21.539803 sig in 45 act.) RANK 38 NODE 22 --> 14.766452 sigma out 1 act.( 24.606762 sig in 45 act.) RANK 39 NODE 41 --> 13.905720 sigma out 1 act.( 13.844846 sig in 43 act.) RANK 40 NODE 10 --> 9.9109211 sigma out 1 act.( 14.063723 sig in 44 act.) RANK 41 NODE 29 --> 8.7015409 sigma out 1 act.( 15.037046 sig in 45 act.) RANK 42 NODE 2 --> 8.2586861 sigma out 1 act.( 15.765442 sig in 44 act.) RANK 43 NODE 12 --> 2.6914968 sigma out 1 act.( 4.9586611 sig in 45 act.) RANK 44 NODE 44 --> 0.12378114 sigma out 1 act.( 3.5594535 sig in 45 act.) RANK 1 NODE 1 --> 263.31732 sigma in 44 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.64517796 *** contribution from regularisation: 2.47632270E-03 *** contribution from error: -0.64765429 *** contribution from DIAG: 4.43517956E-06 *********************************************** --------------------------------------------------- Iteration : 71 kill weight from layer 1 knot 45 to knot 39 *********************************************** *** Learn Path 71 *** loss function: -0.64518785 *** contribution from regularisation: 2.47464771E-03 *** contribution from error: -0.64766252 *** contribution from DIAG: 4.39959922E-06 *********************************************** --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.64520168 *** contribution from regularisation: 2.46902439E-03 *** contribution from error: -0.64767069 *** contribution from DIAG: 4.42192277E-06 *********************************************** --------------------------------------------------- Iteration : 73 kill weight from layer 1 knot 44 to knot 12 kill weight from layer 1 knot 34 to knot 44 *********************************************** *** Learn Path 73 *** loss function: -0.64520919 *** contribution from regularisation: 2.46962113E-03 *** contribution from error: -0.64767879 *** contribution from DIAG: 4.42304872E-06 *********************************************** --------------------------------------------------- Iteration : 74 kill weight from layer 1 knot 36 to knot 16 *********************************************** *** Learn Path 74 *** loss function: -0.64521348 *** contribution from regularisation: 2.47350358E-03 *** contribution from error: -0.64768702 *** contribution from DIAG: 4.39940868E-06 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.64522392 *** contribution from regularisation: 2.47037783E-03 *** contribution from error: -0.64769429 *** contribution from DIAG: 4.40866052E-06 *********************************************** --------------------------------------------------- Iteration : 76 kill weight from layer 1 knot 36 to knot 35 *********************************************** *** Learn Path 76 *** loss function: -0.64522654 *** contribution from regularisation: 2.47572036E-03 *** contribution from error: -0.64770228 *** contribution from DIAG: 4.36642586E-06 *********************************************** --------------------------------------------------- Iteration : 77 kill weight from layer 1 knot 12 to knot 4 *********************************************** *** Learn Path 77 *** loss function: -0.64524555 *** contribution from regularisation: 2.46417196E-03 *** contribution from error: -0.64770973 *** contribution from DIAG: 4.39097039E-06 *********************************************** --------------------------------------------------- Iteration : 78 kill weight from layer 1 knot 18 to knot 7 kill weight from layer 1 knot 38 to knot 25 *********************************************** *** Learn Path 78 *** loss function: -0.64524752 *** contribution from regularisation: 2.46980414E-03 *** contribution from error: -0.64771730 *** contribution from DIAG: 4.40459826E-06 *********************************************** --------------------------------------------------- Iteration : 79 kill weight from layer 1 knot 15 to knot 20 *********************************************** *** Learn Path 79 *** loss function: -0.64526379 *** contribution from regularisation: 2.46093352E-03 *** contribution from error: -0.64772475 *** contribution from DIAG: 4.33564492E-06 *********************************************** --------------------------------------------------- Iteration : 80 kill weight from layer 1 knot 19 to knot 16 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 251.54562 sigma out 44 active outputs RANK 2 NODE 7 --> 135.65462 sigma out 44 active outputs RANK 3 NODE 8 --> 105.86597 sigma out 43 active outputs RANK 4 NODE 3 --> 98.309135 sigma out 44 active outputs RANK 5 NODE 2 --> 83.124466 sigma out 44 active outputs RANK 6 NODE 6 --> 66.910072 sigma out 44 active outputs RANK 7 NODE 5 --> 58.813049 sigma out 44 active outputs RANK 8 NODE 17 --> 51.131176 sigma out 44 active outputs RANK 9 NODE 9 --> 50.492367 sigma out 44 active outputs RANK 10 NODE 11 --> 45.819981 sigma out 44 active outputs RANK 11 NODE 14 --> 40.189941 sigma out 44 active outputs RANK 12 NODE 12 --> 38.652832 sigma out 43 active outputs RANK 13 NODE 4 --> 38.024990 sigma out 44 active outputs RANK 14 NODE 15 --> 35.340828 sigma out 43 active outputs RANK 15 NODE 16 --> 35.197510 sigma out 44 active outputs RANK 16 NODE 29 --> 34.930115 sigma out 44 active outputs RANK 17 NODE 18 --> 34.748684 sigma out 43 active outputs RANK 18 NODE 25 --> 30.245314 sigma out 44 active outputs RANK 19 NODE 13 --> 28.927271 sigma out 44 active outputs RANK 20 NODE 20 --> 28.801056 sigma out 44 active outputs RANK 21 NODE 23 --> 28.234465 sigma out 44 active outputs RANK 22 NODE 10 --> 26.763086 sigma out 44 active outputs RANK 23 NODE 26 --> 26.114857 sigma out 43 active outputs RANK 24 NODE 19 --> 24.757185 sigma out 43 active outputs RANK 25 NODE 27 --> 21.064730 sigma out 43 active outputs RANK 26 NODE 21 --> 20.902460 sigma out 44 active outputs RANK 27 NODE 22 --> 20.771914 sigma out 43 active outputs RANK 28 NODE 30 --> 19.483179 sigma out 44 active outputs RANK 29 NODE 24 --> 19.176512 sigma out 44 active outputs RANK 30 NODE 37 --> 17.466085 sigma out 43 active outputs RANK 31 NODE 34 --> 17.321810 sigma out 42 active outputs RANK 32 NODE 38 --> 16.806545 sigma out 43 active outputs RANK 33 NODE 40 --> 15.651815 sigma out 42 active outputs RANK 34 NODE 39 --> 15.271656 sigma out 42 active outputs RANK 35 NODE 28 --> 15.246485 sigma out 44 active outputs RANK 36 NODE 31 --> 14.071571 sigma out 44 active outputs RANK 37 NODE 43 --> 13.168761 sigma out 44 active outputs RANK 38 NODE 42 --> 11.459255 sigma out 43 active outputs RANK 39 NODE 41 --> 11.192226 sigma out 44 active outputs RANK 40 NODE 33 --> 10.923204 sigma out 43 active outputs RANK 41 NODE 35 --> 10.541012 sigma out 43 active outputs RANK 42 NODE 32 --> 10.327455 sigma out 44 active outputs RANK 43 NODE 36 --> 9.5645685 sigma out 41 active outputs RANK 44 NODE 44 --> 4.1960359 sigma out 42 active outputs RANK 45 NODE 45 --> 3.8229165 sigma out 43 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 18 --> 182.90796 sigma in 44 act. ( 81.838348 sig out 1 act.) RANK 2 NODE 14 --> 131.55283 sigma in 45 act. ( 82.063065 sig out 1 act.) RANK 3 NODE 13 --> 129.38744 sigma in 45 act. ( 67.451965 sig out 1 act.) RANK 4 NODE 21 --> 96.482048 sigma in 45 act. ( 61.216805 sig out 1 act.) RANK 5 NODE 42 --> 92.698433 sigma in 45 act. ( 63.693256 sig out 1 act.) RANK 6 NODE 24 --> 78.456932 sigma in 45 act. ( 68.410889 sig out 1 act.) RANK 7 NODE 30 --> 68.509201 sigma in 44 act. ( 42.002537 sig out 1 act.) RANK 8 NODE 26 --> 56.562054 sigma in 45 act. ( 33.969608 sig out 1 act.) RANK 9 NODE 31 --> 54.635471 sigma in 45 act. ( 46.222198 sig out 1 act.) RANK 10 NODE 23 --> 54.267242 sigma in 45 act. ( 44.184822 sig out 1 act.) RANK 11 NODE 5 --> 54.107185 sigma in 45 act. ( 31.896757 sig out 1 act.) RANK 12 NODE 25 --> 51.390965 sigma in 43 act. ( 58.187683 sig out 1 act.) RANK 13 NODE 16 --> 49.998627 sigma in 43 act. ( 30.370407 sig out 1 act.) RANK 14 NODE 40 --> 49.987778 sigma in 45 act. ( 34.707973 sig out 1 act.) RANK 15 NODE 28 --> 48.168076 sigma in 45 act. ( 55.626717 sig out 1 act.) RANK 16 NODE 43 --> 47.862587 sigma in 45 act. ( 39.803925 sig out 1 act.) RANK 17 NODE 27 --> 45.024986 sigma in 45 act. ( 27.269735 sig out 1 act.) RANK 18 NODE 9 --> 43.329498 sigma in 45 act. ( 36.015125 sig out 1 act.) RANK 19 NODE 39 --> 41.220913 sigma in 44 act. ( 44.028759 sig out 1 act.) RANK 20 NODE 36 --> 40.965809 sigma in 45 act. ( 28.106312 sig out 1 act.) RANK 21 NODE 3 --> 38.223515 sigma in 45 act. ( 20.235153 sig out 1 act.) RANK 22 NODE 19 --> 36.314747 sigma in 45 act. ( 33.358978 sig out 1 act.) RANK 23 NODE 34 --> 34.948174 sigma in 45 act. ( 33.123314 sig out 1 act.) RANK 24 NODE 37 --> 34.791824 sigma in 44 act. ( 34.943207 sig out 1 act.) RANK 25 NODE 32 --> 33.949673 sigma in 45 act. ( 47.009502 sig out 1 act.) RANK 26 NODE 33 --> 33.750896 sigma in 45 act. ( 38.756401 sig out 1 act.) RANK 27 NODE 4 --> 32.053818 sigma in 44 act. ( 38.421162 sig out 1 act.) RANK 28 NODE 38 --> 31.242218 sigma in 44 act. ( 19.237373 sig out 1 act.) RANK 29 NODE 1 --> 29.508518 sigma in 45 act. ( 21.709478 sig out 1 act.) RANK 30 NODE 6 --> 27.362400 sigma in 45 act. ( 25.243084 sig out 1 act.) RANK 31 NODE 35 --> 27.243715 sigma in 44 act. ( 29.853214 sig out 1 act.) RANK 32 NODE 8 --> 24.766090 sigma in 44 act. ( 24.486601 sig out 1 act.) RANK 33 NODE 7 --> 24.613304 sigma in 41 act. ( 35.311035 sig out 1 act.) RANK 34 NODE 22 --> 24.336203 sigma in 45 act. ( 14.663592 sig out 1 act.) RANK 35 NODE 11 --> 22.169579 sigma in 44 act. ( 20.215055 sig out 1 act.) RANK 36 NODE 15 --> 21.690020 sigma in 45 act. ( 20.743784 sig out 1 act.) RANK 37 NODE 17 --> 21.383167 sigma in 45 act. ( 15.209435 sig out 1 act.) RANK 38 NODE 20 --> 21.028177 sigma in 43 act. ( 19.868967 sig out 1 act.) RANK 39 NODE 2 --> 15.577212 sigma in 44 act. ( 8.2685738 sig out 1 act.) RANK 40 NODE 29 --> 14.838139 sigma in 45 act. ( 8.5827856 sig out 1 act.) RANK 41 NODE 10 --> 13.909866 sigma in 44 act. ( 9.8930750 sig out 1 act.) RANK 42 NODE 41 --> 13.755181 sigma in 43 act. ( 13.879625 sig out 1 act.) RANK 43 NODE 12 --> 4.8701468 sigma in 44 act. ( 2.7190444 sig out 1 act.) RANK 44 NODE 44 --> 3.4084826 sigma in 44 act. ( 0.11580968 sig out 1 act.) sorted by output significance RANK 1 NODE 14 --> 82.063065 sigma out 1 act.( 131.55283 sig in 45 act.) RANK 2 NODE 18 --> 81.838348 sigma out 1 act.( 182.90796 sig in 44 act.) RANK 3 NODE 24 --> 68.410889 sigma out 1 act.( 78.456932 sig in 45 act.) RANK 4 NODE 13 --> 67.451965 sigma out 1 act.( 129.38744 sig in 45 act.) RANK 5 NODE 42 --> 63.693256 sigma out 1 act.( 92.698433 sig in 45 act.) RANK 6 NODE 21 --> 61.216805 sigma out 1 act.( 96.482048 sig in 45 act.) RANK 7 NODE 25 --> 58.187683 sigma out 1 act.( 51.390965 sig in 43 act.) RANK 8 NODE 28 --> 55.626717 sigma out 1 act.( 48.168076 sig in 45 act.) RANK 9 NODE 32 --> 47.009502 sigma out 1 act.( 33.949673 sig in 45 act.) RANK 10 NODE 31 --> 46.222198 sigma out 1 act.( 54.635471 sig in 45 act.) RANK 11 NODE 23 --> 44.184822 sigma out 1 act.( 54.267242 sig in 45 act.) RANK 12 NODE 39 --> 44.028759 sigma out 1 act.( 41.220913 sig in 44 act.) RANK 13 NODE 30 --> 42.002537 sigma out 1 act.( 68.509201 sig in 44 act.) RANK 14 NODE 43 --> 39.803925 sigma out 1 act.( 47.862587 sig in 45 act.) RANK 15 NODE 33 --> 38.756401 sigma out 1 act.( 33.750896 sig in 45 act.) RANK 16 NODE 4 --> 38.421162 sigma out 1 act.( 32.053818 sig in 44 act.) RANK 17 NODE 9 --> 36.015125 sigma out 1 act.( 43.329498 sig in 45 act.) RANK 18 NODE 7 --> 35.311035 sigma out 1 act.( 24.613304 sig in 41 act.) RANK 19 NODE 37 --> 34.943207 sigma out 1 act.( 34.791824 sig in 44 act.) RANK 20 NODE 40 --> 34.707973 sigma out 1 act.( 49.987778 sig in 45 act.) RANK 21 NODE 26 --> 33.969608 sigma out 1 act.( 56.562054 sig in 45 act.) RANK 22 NODE 19 --> 33.358978 sigma out 1 act.( 36.314747 sig in 45 act.) RANK 23 NODE 34 --> 33.123314 sigma out 1 act.( 34.948174 sig in 45 act.) RANK 24 NODE 5 --> 31.896757 sigma out 1 act.( 54.107185 sig in 45 act.) RANK 25 NODE 16 --> 30.370407 sigma out 1 act.( 49.998627 sig in 43 act.) RANK 26 NODE 35 --> 29.853214 sigma out 1 act.( 27.243715 sig in 44 act.) RANK 27 NODE 36 --> 28.106312 sigma out 1 act.( 40.965809 sig in 45 act.) RANK 28 NODE 27 --> 27.269735 sigma out 1 act.( 45.024986 sig in 45 act.) RANK 29 NODE 6 --> 25.243084 sigma out 1 act.( 27.362400 sig in 45 act.) RANK 30 NODE 8 --> 24.486601 sigma out 1 act.( 24.766090 sig in 44 act.) RANK 31 NODE 1 --> 21.709478 sigma out 1 act.( 29.508518 sig in 45 act.) RANK 32 NODE 15 --> 20.743784 sigma out 1 act.( 21.690020 sig in 45 act.) RANK 33 NODE 3 --> 20.235153 sigma out 1 act.( 38.223515 sig in 45 act.) RANK 34 NODE 11 --> 20.215055 sigma out 1 act.( 22.169579 sig in 44 act.) RANK 35 NODE 20 --> 19.868967 sigma out 1 act.( 21.028177 sig in 43 act.) RANK 36 NODE 38 --> 19.237373 sigma out 1 act.( 31.242218 sig in 44 act.) RANK 37 NODE 17 --> 15.209435 sigma out 1 act.( 21.383167 sig in 45 act.) RANK 38 NODE 22 --> 14.663592 sigma out 1 act.( 24.336203 sig in 45 act.) RANK 39 NODE 41 --> 13.879625 sigma out 1 act.( 13.755181 sig in 43 act.) RANK 40 NODE 10 --> 9.8930750 sigma out 1 act.( 13.909866 sig in 44 act.) RANK 41 NODE 29 --> 8.5827856 sigma out 1 act.( 14.838139 sig in 45 act.) RANK 42 NODE 2 --> 8.2685738 sigma out 1 act.( 15.577212 sig in 44 act.) RANK 43 NODE 12 --> 2.7190444 sigma out 1 act.( 4.8701468 sig in 44 act.) RANK 44 NODE 44 --> 0.11580968 sigma out 1 act.( 3.4084826 sig in 44 act.) RANK 1 NODE 1 --> 262.32800 sigma in 44 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.64526266 *** contribution from regularisation: 2.46948516E-03 *** contribution from error: -0.64773214 *** contribution from DIAG: 4.36734308E-06 *********************************************** --------------------------------------------------- Iteration : 81 kill weight from layer 1 knot 25 to knot 7 *********************************************** *** Learn Path 81 *** loss function: -0.64528722 *** contribution from regularisation: 2.45202403E-03 *** contribution from error: -0.64773923 *** contribution from DIAG: 4.32973047E-06 *********************************************** --------------------------------------------------- Iteration : 82 kill weight from layer 1 knot 24 to knot 2 kill weight from layer 1 knot 45 to knot 11 kill weight from layer 1 knot 32 to knot 37 kill weight from layer 1 knot 17 to knot 44 *********************************************** *** Learn Path 82 *** loss function: -0.64528310 *** contribution from regularisation: 2.46323249E-03 *** contribution from error: -0.64774632 *** contribution from DIAG: 4.31882427E-06 *********************************************** --------------------------------------------------- Iteration : 83 *********************************************** *** Learn Path 83 *** loss function: -0.64529955 *** contribution from regularisation: 2.45376490E-03 *** contribution from error: -0.64775330 *** contribution from DIAG: 4.33262267E-06 *********************************************** --------------------------------------------------- Iteration : 84 kill weight from layer 1 knot 28 to knot 11 *********************************************** *** Learn Path 84 *** loss function: -0.64528775 *** contribution from regularisation: 2.47230474E-03 *** contribution from error: -0.64776003 *** contribution from DIAG: 4.33085006E-06 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 45 to knot 2 kill weight from layer 1 knot 26 to knot 4 kill weight from layer 1 knot 29 to knot 12 kill weight from layer 1 knot 39 to knot 41 *********************************************** *** Learn Path 85 *** loss function: -0.64532292 *** contribution from regularisation: 2.44405703E-03 *** contribution from error: -0.64776695 *** contribution from DIAG: 4.34351023E-06 *********************************************** --------------------------------------------------- Iteration : 86 kill weight from layer 1 knot 30 to knot 7 kill weight from layer 1 knot 14 to knot 10 kill weight from layer 1 knot 17 to knot 41 *********************************************** *** Learn Path 86 *** loss function: -0.64531314 *** contribution from regularisation: 2.46104947E-03 *** contribution from error: -0.64777422 *** contribution from DIAG: 4.31762419E-06 *********************************************** --------------------------------------------------- Iteration : 87 kill weight from layer 1 knot 23 to knot 1 kill weight from layer 1 knot 45 to knot 6 kill weight from layer 1 knot 36 to knot 11 kill weight from layer 1 knot 18 to knot 39 *********************************************** *** Learn Path 87 *** loss function: -0.64533198 *** contribution from regularisation: 2.44905124E-03 *** contribution from error: -0.64778101 *** contribution from DIAG: 4.33781952E-06 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 26 to knot 5 *********************************************** *** Learn Path 88 *** loss function: -0.64532644 *** contribution from regularisation: 2.46154051E-03 *** contribution from error: -0.64778799 *** contribution from DIAG: 4.35771972E-06 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 42 to knot 11 kill weight from layer 1 knot 9 to knot 12 kill weight from layer 1 knot 32 to knot 18 kill weight from layer 1 knot 37 to knot 38 kill weight from layer 1 knot 33 to knot 41 *********************************************** *** Learn Path 89 *** loss function: -0.64534074 *** contribution from regularisation: 2.45378376E-03 *** contribution from error: -0.64779454 *** contribution from DIAG: 4.36458731E-06 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 24 to knot 1 kill weight from layer 1 knot 41 to knot 6 kill weight from layer 1 knot 35 to knot 11 kill weight from layer 1 knot 44 to knot 15 kill weight from layer 1 knot 27 to knot 18 kill weight from layer 1 knot 28 to knot 20 kill weight from layer 1 knot 5 to knot 29 kill weight from layer 1 knot 21 to knot 29 kill weight from layer 1 knot 32 to knot 39 kill weight from layer 1 knot 11 to knot 40 kill weight from layer 1 knot 42 to knot 44 kill weight from layer 1 knot 44 to knot 44 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 253.27838 sigma out 44 active outputs RANK 2 NODE 7 --> 137.00127 sigma out 44 active outputs RANK 3 NODE 8 --> 106.79876 sigma out 43 active outputs RANK 4 NODE 3 --> 99.020409 sigma out 44 active outputs RANK 5 NODE 2 --> 83.403320 sigma out 44 active outputs RANK 6 NODE 6 --> 67.478569 sigma out 44 active outputs RANK 7 NODE 5 --> 59.152390 sigma out 43 active outputs RANK 8 NODE 17 --> 51.166393 sigma out 42 active outputs RANK 9 NODE 9 --> 50.288864 sigma out 43 active outputs RANK 10 NODE 11 --> 46.280834 sigma out 43 active outputs RANK 11 NODE 14 --> 40.326416 sigma out 43 active outputs RANK 12 NODE 12 --> 38.764404 sigma out 43 active outputs RANK 13 NODE 4 --> 37.552536 sigma out 44 active outputs RANK 14 NODE 15 --> 35.227268 sigma out 43 active outputs RANK 15 NODE 29 --> 35.151642 sigma out 43 active outputs RANK 16 NODE 16 --> 35.064636 sigma out 44 active outputs RANK 17 NODE 18 --> 34.722183 sigma out 42 active outputs RANK 18 NODE 25 --> 30.340855 sigma out 43 active outputs RANK 19 NODE 13 --> 29.078087 sigma out 44 active outputs RANK 20 NODE 20 --> 28.750711 sigma out 44 active outputs RANK 21 NODE 23 --> 28.439022 sigma out 43 active outputs RANK 22 NODE 10 --> 26.399654 sigma out 44 active outputs RANK 23 NODE 26 --> 26.083115 sigma out 41 active outputs RANK 24 NODE 19 --> 24.959490 sigma out 43 active outputs RANK 25 NODE 27 --> 21.111805 sigma out 42 active outputs RANK 26 NODE 21 --> 20.951038 sigma out 43 active outputs RANK 27 NODE 22 --> 20.861889 sigma out 43 active outputs RANK 28 NODE 30 --> 19.646128 sigma out 43 active outputs RANK 29 NODE 24 --> 18.993036 sigma out 42 active outputs RANK 30 NODE 34 --> 17.639593 sigma out 42 active outputs RANK 31 NODE 37 --> 17.405970 sigma out 42 active outputs RANK 32 NODE 38 --> 16.458189 sigma out 43 active outputs RANK 33 NODE 40 --> 15.722140 sigma out 42 active outputs RANK 34 NODE 39 --> 15.357658 sigma out 41 active outputs RANK 35 NODE 28 --> 15.147171 sigma out 42 active outputs RANK 36 NODE 31 --> 13.755254 sigma out 44 active outputs RANK 37 NODE 43 --> 13.320800 sigma out 44 active outputs RANK 38 NODE 42 --> 11.429517 sigma out 41 active outputs RANK 39 NODE 41 --> 11.129576 sigma out 43 active outputs RANK 40 NODE 33 --> 10.910978 sigma out 42 active outputs RANK 41 NODE 35 --> 10.312426 sigma out 42 active outputs RANK 42 NODE 32 --> 10.047490 sigma out 41 active outputs RANK 43 NODE 36 --> 9.3965731 sigma out 40 active outputs RANK 44 NODE 44 --> 4.0643144 sigma out 40 active outputs RANK 45 NODE 45 --> 3.4602156 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 18 --> 184.20538 sigma in 42 act. ( 82.232231 sig out 1 act.) RANK 2 NODE 14 --> 132.10689 sigma in 45 act. ( 83.027702 sig out 1 act.) RANK 3 NODE 13 --> 130.38976 sigma in 45 act. ( 67.692062 sig out 1 act.) RANK 4 NODE 21 --> 97.066597 sigma in 45 act. ( 61.778568 sig out 1 act.) RANK 5 NODE 42 --> 93.331978 sigma in 45 act. ( 64.006889 sig out 1 act.) RANK 6 NODE 24 --> 78.923767 sigma in 45 act. ( 69.046173 sig out 1 act.) RANK 7 NODE 30 --> 68.865509 sigma in 44 act. ( 42.072098 sig out 1 act.) RANK 8 NODE 26 --> 56.777828 sigma in 45 act. ( 34.381927 sig out 1 act.) RANK 9 NODE 31 --> 54.850037 sigma in 45 act. ( 46.454716 sig out 1 act.) RANK 10 NODE 5 --> 54.408195 sigma in 44 act. ( 32.085541 sig out 1 act.) RANK 11 NODE 23 --> 54.347095 sigma in 45 act. ( 44.822510 sig out 1 act.) RANK 12 NODE 25 --> 51.618412 sigma in 43 act. ( 58.852551 sig out 1 act.) RANK 13 NODE 16 --> 50.498928 sigma in 43 act. ( 30.129423 sig out 1 act.) RANK 14 NODE 40 --> 50.122105 sigma in 44 act. ( 34.987553 sig out 1 act.) RANK 15 NODE 28 --> 48.475609 sigma in 45 act. ( 56.476280 sig out 1 act.) RANK 16 NODE 43 --> 47.974358 sigma in 45 act. ( 40.314556 sig out 1 act.) RANK 17 NODE 27 --> 45.458511 sigma in 45 act. ( 27.174307 sig out 1 act.) RANK 18 NODE 9 --> 43.522858 sigma in 45 act. ( 36.353588 sig out 1 act.) RANK 19 NODE 39 --> 41.558475 sigma in 42 act. ( 44.286697 sig out 1 act.) RANK 20 NODE 36 --> 41.114532 sigma in 45 act. ( 28.282394 sig out 1 act.) RANK 21 NODE 3 --> 38.540844 sigma in 45 act. ( 20.328791 sig out 1 act.) RANK 22 NODE 19 --> 36.448093 sigma in 45 act. ( 33.665062 sig out 1 act.) RANK 23 NODE 34 --> 35.168362 sigma in 45 act. ( 33.487637 sig out 1 act.) RANK 24 NODE 37 --> 34.875633 sigma in 43 act. ( 35.369659 sig out 1 act.) RANK 25 NODE 32 --> 34.193073 sigma in 45 act. ( 47.609615 sig out 1 act.) RANK 26 NODE 33 --> 34.046661 sigma in 45 act. ( 40.265144 sig out 1 act.) RANK 27 NODE 4 --> 32.097118 sigma in 43 act. ( 39.936687 sig out 1 act.) RANK 28 NODE 38 --> 31.438601 sigma in 43 act. ( 19.200012 sig out 1 act.) RANK 29 NODE 1 --> 29.700424 sigma in 43 act. ( 21.753202 sig out 1 act.) RANK 30 NODE 6 --> 27.420332 sigma in 43 act. ( 25.187561 sig out 1 act.) RANK 31 NODE 35 --> 27.409615 sigma in 44 act. ( 30.548693 sig out 1 act.) RANK 32 NODE 7 --> 25.341286 sigma in 39 act. ( 36.557663 sig out 1 act.) RANK 33 NODE 8 --> 24.889896 sigma in 44 act. ( 24.756655 sig out 1 act.) RANK 34 NODE 22 --> 24.395660 sigma in 45 act. ( 14.540505 sig out 1 act.) RANK 35 NODE 11 --> 22.349781 sigma in 39 act. ( 20.700720 sig out 1 act.) RANK 36 NODE 15 --> 21.855143 sigma in 44 act. ( 20.846598 sig out 1 act.) RANK 37 NODE 17 --> 21.394588 sigma in 45 act. ( 15.281675 sig out 1 act.) RANK 38 NODE 20 --> 21.123638 sigma in 42 act. ( 19.958921 sig out 1 act.) RANK 39 NODE 2 --> 15.594953 sigma in 42 act. ( 8.2609720 sig out 1 act.) RANK 40 NODE 29 --> 14.778264 sigma in 43 act. ( 8.5744534 sig out 1 act.) RANK 41 NODE 10 --> 13.921459 sigma in 43 act. ( 9.9757690 sig out 1 act.) RANK 42 NODE 41 --> 13.790090 sigma in 40 act. ( 14.014499 sig out 1 act.) RANK 43 NODE 12 --> 4.8099079 sigma in 42 act. ( 2.8080180 sig out 1 act.) RANK 44 NODE 44 --> 3.2561424 sigma in 41 act. ( 0.12246735 sig out 1 act.) sorted by output significance RANK 1 NODE 14 --> 83.027702 sigma out 1 act.( 132.10689 sig in 45 act.) RANK 2 NODE 18 --> 82.232231 sigma out 1 act.( 184.20538 sig in 42 act.) RANK 3 NODE 24 --> 69.046173 sigma out 1 act.( 78.923767 sig in 45 act.) RANK 4 NODE 13 --> 67.692062 sigma out 1 act.( 130.38976 sig in 45 act.) RANK 5 NODE 42 --> 64.006889 sigma out 1 act.( 93.331978 sig in 45 act.) RANK 6 NODE 21 --> 61.778568 sigma out 1 act.( 97.066597 sig in 45 act.) RANK 7 NODE 25 --> 58.852551 sigma out 1 act.( 51.618412 sig in 43 act.) RANK 8 NODE 28 --> 56.476280 sigma out 1 act.( 48.475609 sig in 45 act.) RANK 9 NODE 32 --> 47.609615 sigma out 1 act.( 34.193073 sig in 45 act.) RANK 10 NODE 31 --> 46.454716 sigma out 1 act.( 54.850037 sig in 45 act.) RANK 11 NODE 23 --> 44.822510 sigma out 1 act.( 54.347095 sig in 45 act.) RANK 12 NODE 39 --> 44.286697 sigma out 1 act.( 41.558475 sig in 42 act.) RANK 13 NODE 30 --> 42.072098 sigma out 1 act.( 68.865509 sig in 44 act.) RANK 14 NODE 43 --> 40.314556 sigma out 1 act.( 47.974358 sig in 45 act.) RANK 15 NODE 33 --> 40.265144 sigma out 1 act.( 34.046661 sig in 45 act.) RANK 16 NODE 4 --> 39.936687 sigma out 1 act.( 32.097118 sig in 43 act.) RANK 17 NODE 7 --> 36.557663 sigma out 1 act.( 25.341286 sig in 39 act.) RANK 18 NODE 9 --> 36.353588 sigma out 1 act.( 43.522858 sig in 45 act.) RANK 19 NODE 37 --> 35.369659 sigma out 1 act.( 34.875633 sig in 43 act.) RANK 20 NODE 40 --> 34.987553 sigma out 1 act.( 50.122105 sig in 44 act.) RANK 21 NODE 26 --> 34.381927 sigma out 1 act.( 56.777828 sig in 45 act.) RANK 22 NODE 19 --> 33.665062 sigma out 1 act.( 36.448093 sig in 45 act.) RANK 23 NODE 34 --> 33.487637 sigma out 1 act.( 35.168362 sig in 45 act.) RANK 24 NODE 5 --> 32.085541 sigma out 1 act.( 54.408195 sig in 44 act.) RANK 25 NODE 35 --> 30.548693 sigma out 1 act.( 27.409615 sig in 44 act.) RANK 26 NODE 16 --> 30.129423 sigma out 1 act.( 50.498928 sig in 43 act.) RANK 27 NODE 36 --> 28.282394 sigma out 1 act.( 41.114532 sig in 45 act.) RANK 28 NODE 27 --> 27.174307 sigma out 1 act.( 45.458511 sig in 45 act.) RANK 29 NODE 6 --> 25.187561 sigma out 1 act.( 27.420332 sig in 43 act.) RANK 30 NODE 8 --> 24.756655 sigma out 1 act.( 24.889896 sig in 44 act.) RANK 31 NODE 1 --> 21.753202 sigma out 1 act.( 29.700424 sig in 43 act.) RANK 32 NODE 15 --> 20.846598 sigma out 1 act.( 21.855143 sig in 44 act.) RANK 33 NODE 11 --> 20.700720 sigma out 1 act.( 22.349781 sig in 39 act.) RANK 34 NODE 3 --> 20.328791 sigma out 1 act.( 38.540844 sig in 45 act.) RANK 35 NODE 20 --> 19.958921 sigma out 1 act.( 21.123638 sig in 42 act.) RANK 36 NODE 38 --> 19.200012 sigma out 1 act.( 31.438601 sig in 43 act.) RANK 37 NODE 17 --> 15.281675 sigma out 1 act.( 21.394588 sig in 45 act.) RANK 38 NODE 22 --> 14.540505 sigma out 1 act.( 24.395660 sig in 45 act.) RANK 39 NODE 41 --> 14.014499 sigma out 1 act.( 13.790090 sig in 40 act.) RANK 40 NODE 10 --> 9.9757690 sigma out 1 act.( 13.921459 sig in 43 act.) RANK 41 NODE 29 --> 8.5744534 sigma out 1 act.( 14.778264 sig in 43 act.) RANK 42 NODE 2 --> 8.2609720 sigma out 1 act.( 15.594953 sig in 42 act.) RANK 43 NODE 12 --> 2.8080180 sigma out 1 act.( 4.8099079 sig in 42 act.) RANK 44 NODE 44 --> 0.12246735 sigma out 1 act.( 3.2561424 sig in 41 act.) RANK 1 NODE 1 --> 264.97531 sigma in 44 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.64535522 *** contribution from regularisation: 2.44589034E-03 *** contribution from error: -0.64780110 *** contribution from DIAG: 4.33794548E-06 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 32 to knot 2 kill weight from layer 1 knot 34 to knot 10 kill weight from layer 1 knot 1 to knot 44 *********************************************** *** Learn Path 91 *** loss function: -0.64536965 *** contribution from regularisation: 2.43809586E-03 *** contribution from error: -0.64780772 *** contribution from DIAG: 4.25293456E-06 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 31 to knot 2 kill weight from layer 1 knot 37 to knot 5 kill weight from layer 1 knot 27 to knot 8 kill weight from layer 1 knot 36 to knot 24 kill weight from layer 1 knot 45 to knot 33 kill weight from layer 1 knot 41 to knot 36 *********************************************** *** Learn Path 92 *** loss function: -0.64537799 *** contribution from regularisation: 2.43638735E-03 *** contribution from error: -0.64781439 *** contribution from DIAG: 4.25011467E-06 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 17 to knot 10 kill weight from layer 1 knot 16 to knot 12 kill weight from layer 1 knot 42 to knot 25 kill weight from layer 1 knot 6 to knot 39 *********************************************** *** Learn Path 93 *** loss function: -0.64538306 *** contribution from regularisation: 2.43751612E-03 *** contribution from error: -0.64782059 *** contribution from DIAG: 4.26730912E-06 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 45 to knot 1 kill weight from layer 1 knot 25 to knot 4 kill weight from layer 1 knot 35 to knot 41 kill weight from layer 1 knot 41 to knot 44 *********************************************** *** Learn Path 94 *** loss function: -0.64539987 *** contribution from regularisation: 2.42729438E-03 *** contribution from error: -0.64782715 *** contribution from DIAG: 4.24997415E-06 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 12 to knot 10 kill weight from layer 1 knot 26 to knot 12 kill weight from layer 1 knot 36 to knot 21 kill weight from layer 1 knot 15 to knot 22 kill weight from layer 1 knot 44 to knot 24 kill weight from layer 1 knot 34 to knot 27 kill weight from layer 1 knot 18 to knot 34 kill weight from layer 1 knot 22 to knot 40 *********************************************** *** Learn Path 95 *** loss function: -0.64540577 *** contribution from regularisation: 2.42765294E-03 *** contribution from error: -0.64783341 *** contribution from DIAG: 4.25608550E-06 *********************************************** --------------------------------------------------- Iteration : 96 kill weight from layer 1 knot 45 to knot 3 kill weight from layer 1 knot 25 to knot 29 kill weight from layer 1 knot 45 to knot 35 *********************************************** *** Learn Path 96 *** loss function: -0.64541829 *** contribution from regularisation: 2.42143916E-03 *** contribution from error: -0.64783973 *** contribution from DIAG: 4.24796463E-06 *********************************************** --------------------------------------------------- Iteration : 97 *********************************************** *** Learn Path 97 *** loss function: -0.64542764 *** contribution from regularisation: 2.41847802E-03 *** contribution from error: -0.64784610 *** contribution from DIAG: 4.20402830E-06 *********************************************** --------------------------------------------------- Iteration : 98 kill weight from layer 1 knot 33 to knot 5 *********************************************** *** Learn Path 98 *** loss function: -0.64544177 *** contribution from regularisation: 2.41056015E-03 *** contribution from error: -0.64785230 *** contribution from DIAG: 4.17929778E-06 *********************************************** --------------------------------------------------- Iteration : 99 kill weight from layer 1 knot 34 to knot 1 kill weight from layer 1 knot 40 to knot 26 *********************************************** *** Learn Path 99 *** loss function: -0.64543569 *** contribution from regularisation: 2.42279354E-03 *** contribution from error: -0.64785850 *** contribution from DIAG: 4.19535354E-06 *********************************************** --------------------------------------------------- Iteration : 100 kill weight from layer 1 knot 23 to knot 27 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 250.36224 sigma out 43 active outputs RANK 2 NODE 7 --> 134.73926 sigma out 44 active outputs RANK 3 NODE 8 --> 105.42799 sigma out 43 active outputs RANK 4 NODE 3 --> 97.981163 sigma out 44 active outputs RANK 5 NODE 2 --> 82.822098 sigma out 44 active outputs RANK 6 NODE 6 --> 65.819115 sigma out 43 active outputs RANK 7 NODE 5 --> 59.526402 sigma out 43 active outputs RANK 8 NODE 17 --> 50.722836 sigma out 41 active outputs RANK 9 NODE 9 --> 50.003288 sigma out 43 active outputs RANK 10 NODE 11 --> 45.908909 sigma out 43 active outputs RANK 11 NODE 14 --> 39.687195 sigma out 43 active outputs RANK 12 NODE 12 --> 38.884388 sigma out 42 active outputs RANK 13 NODE 4 --> 36.834518 sigma out 44 active outputs RANK 14 NODE 15 --> 35.129902 sigma out 42 active outputs RANK 15 NODE 29 --> 34.491928 sigma out 43 active outputs RANK 16 NODE 18 --> 34.285538 sigma out 41 active outputs RANK 17 NODE 16 --> 34.113411 sigma out 43 active outputs RANK 18 NODE 25 --> 29.709373 sigma out 41 active outputs RANK 19 NODE 13 --> 28.458664 sigma out 44 active outputs RANK 20 NODE 20 --> 28.430418 sigma out 44 active outputs RANK 21 NODE 23 --> 27.993427 sigma out 42 active outputs RANK 22 NODE 26 --> 25.970812 sigma out 40 active outputs RANK 23 NODE 10 --> 25.970417 sigma out 44 active outputs RANK 24 NODE 19 --> 24.467981 sigma out 43 active outputs RANK 25 NODE 27 --> 20.976295 sigma out 41 active outputs RANK 26 NODE 21 --> 20.503992 sigma out 43 active outputs RANK 27 NODE 22 --> 20.388548 sigma out 42 active outputs RANK 28 NODE 30 --> 19.302046 sigma out 43 active outputs RANK 29 NODE 24 --> 18.723257 sigma out 42 active outputs RANK 30 NODE 37 --> 17.211243 sigma out 41 active outputs RANK 31 NODE 34 --> 17.155252 sigma out 39 active outputs RANK 32 NODE 38 --> 16.457073 sigma out 43 active outputs RANK 33 NODE 40 --> 15.421301 sigma out 41 active outputs RANK 34 NODE 39 --> 15.043239 sigma out 41 active outputs RANK 35 NODE 28 --> 15.008844 sigma out 42 active outputs RANK 36 NODE 31 --> 13.317859 sigma out 43 active outputs RANK 37 NODE 43 --> 13.145302 sigma out 44 active outputs RANK 38 NODE 42 --> 11.199204 sigma out 40 active outputs RANK 39 NODE 41 --> 10.667270 sigma out 41 active outputs RANK 40 NODE 33 --> 10.642161 sigma out 41 active outputs RANK 41 NODE 35 --> 9.8832645 sigma out 41 active outputs RANK 42 NODE 32 --> 9.8790760 sigma out 40 active outputs RANK 43 NODE 36 --> 8.9519196 sigma out 38 active outputs RANK 44 NODE 44 --> 3.9041178 sigma out 39 active outputs RANK 45 NODE 45 --> 3.4431319 sigma out 36 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 18 --> 181.84557 sigma in 42 act. ( 81.545998 sig out 1 act.) RANK 2 NODE 14 --> 130.18741 sigma in 45 act. ( 82.696289 sig out 1 act.) RANK 3 NODE 13 --> 128.90387 sigma in 45 act. ( 66.718292 sig out 1 act.) RANK 4 NODE 21 --> 95.766365 sigma in 44 act. ( 61.458241 sig out 1 act.) RANK 5 NODE 42 --> 91.771660 sigma in 45 act. ( 63.856232 sig out 1 act.) RANK 6 NODE 24 --> 78.134750 sigma in 43 act. ( 68.283813 sig out 1 act.) RANK 7 NODE 30 --> 67.779305 sigma in 44 act. ( 41.713997 sig out 1 act.) RANK 8 NODE 26 --> 56.040424 sigma in 44 act. ( 34.154655 sig out 1 act.) RANK 9 NODE 31 --> 54.393124 sigma in 45 act. ( 45.814064 sig out 1 act.) RANK 10 NODE 23 --> 53.790779 sigma in 45 act. ( 44.222851 sig out 1 act.) RANK 11 NODE 5 --> 53.687172 sigma in 42 act. ( 31.842676 sig out 1 act.) RANK 12 NODE 25 --> 51.235210 sigma in 42 act. ( 58.291039 sig out 1 act.) RANK 13 NODE 16 --> 49.888874 sigma in 43 act. ( 29.849155 sig out 1 act.) RANK 14 NODE 40 --> 49.455467 sigma in 43 act. ( 34.587601 sig out 1 act.) RANK 15 NODE 28 --> 48.156563 sigma in 45 act. ( 56.114094 sig out 1 act.) RANK 16 NODE 43 --> 47.483006 sigma in 45 act. ( 39.979496 sig out 1 act.) RANK 17 NODE 27 --> 44.934971 sigma in 43 act. ( 27.135225 sig out 1 act.) RANK 18 NODE 9 --> 43.096012 sigma in 45 act. ( 35.845490 sig out 1 act.) RANK 19 NODE 39 --> 40.934040 sigma in 41 act. ( 43.963692 sig out 1 act.) RANK 20 NODE 36 --> 40.621990 sigma in 44 act. ( 28.061867 sig out 1 act.) RANK 21 NODE 3 --> 38.090973 sigma in 44 act. ( 20.205299 sig out 1 act.) RANK 22 NODE 19 --> 35.908279 sigma in 45 act. ( 33.601246 sig out 1 act.) RANK 23 NODE 34 --> 34.816547 sigma in 44 act. ( 33.240536 sig out 1 act.) RANK 24 NODE 37 --> 34.545204 sigma in 43 act. ( 35.168076 sig out 1 act.) RANK 25 NODE 32 --> 33.936066 sigma in 45 act. ( 47.083908 sig out 1 act.) RANK 26 NODE 33 --> 33.888214 sigma in 44 act. ( 40.934578 sig out 1 act.) RANK 27 NODE 4 --> 31.863386 sigma in 42 act. ( 40.679321 sig out 1 act.) RANK 28 NODE 38 --> 31.069489 sigma in 43 act. ( 19.071136 sig out 1 act.) RANK 29 NODE 1 --> 29.388857 sigma in 41 act. ( 21.755806 sig out 1 act.) RANK 30 NODE 35 --> 27.167992 sigma in 43 act. ( 30.521614 sig out 1 act.) RANK 31 NODE 6 --> 27.102533 sigma in 43 act. ( 24.794474 sig out 1 act.) RANK 32 NODE 7 --> 26.172606 sigma in 39 act. ( 36.943333 sig out 1 act.) RANK 33 NODE 8 --> 24.639488 sigma in 43 act. ( 24.596855 sig out 1 act.) RANK 34 NODE 22 --> 24.050364 sigma in 44 act. ( 14.174104 sig out 1 act.) RANK 35 NODE 11 --> 22.175922 sigma in 39 act. ( 20.783098 sig out 1 act.) RANK 36 NODE 15 --> 21.639101 sigma in 44 act. ( 20.719549 sig out 1 act.) RANK 37 NODE 17 --> 21.095551 sigma in 45 act. ( 15.151090 sig out 1 act.) RANK 38 NODE 20 --> 20.861542 sigma in 42 act. ( 19.714140 sig out 1 act.) RANK 39 NODE 2 --> 15.374623 sigma in 40 act. ( 8.1533003 sig out 1 act.) RANK 40 NODE 29 --> 14.475134 sigma in 42 act. ( 8.4422274 sig out 1 act.) RANK 41 NODE 10 --> 13.726570 sigma in 40 act. ( 9.9064417 sig out 1 act.) RANK 42 NODE 41 --> 13.629350 sigma in 39 act. ( 13.881472 sig out 1 act.) RANK 43 NODE 12 --> 4.7075634 sigma in 40 act. ( 2.8209286 sig out 1 act.) RANK 44 NODE 44 --> 3.1076317 sigma in 39 act. ( 0.11616065 sig out 1 act.) sorted by output significance RANK 1 NODE 14 --> 82.696289 sigma out 1 act.( 130.18741 sig in 45 act.) RANK 2 NODE 18 --> 81.545998 sigma out 1 act.( 181.84557 sig in 42 act.) RANK 3 NODE 24 --> 68.283813 sigma out 1 act.( 78.134750 sig in 43 act.) RANK 4 NODE 13 --> 66.718292 sigma out 1 act.( 128.90387 sig in 45 act.) RANK 5 NODE 42 --> 63.856232 sigma out 1 act.( 91.771660 sig in 45 act.) RANK 6 NODE 21 --> 61.458241 sigma out 1 act.( 95.766365 sig in 44 act.) RANK 7 NODE 25 --> 58.291039 sigma out 1 act.( 51.235210 sig in 42 act.) RANK 8 NODE 28 --> 56.114094 sigma out 1 act.( 48.156563 sig in 45 act.) RANK 9 NODE 32 --> 47.083908 sigma out 1 act.( 33.936066 sig in 45 act.) RANK 10 NODE 31 --> 45.814064 sigma out 1 act.( 54.393124 sig in 45 act.) RANK 11 NODE 23 --> 44.222851 sigma out 1 act.( 53.790779 sig in 45 act.) RANK 12 NODE 39 --> 43.963692 sigma out 1 act.( 40.934040 sig in 41 act.) RANK 13 NODE 30 --> 41.713997 sigma out 1 act.( 67.779305 sig in 44 act.) RANK 14 NODE 33 --> 40.934578 sigma out 1 act.( 33.888214 sig in 44 act.) RANK 15 NODE 4 --> 40.679321 sigma out 1 act.( 31.863386 sig in 42 act.) RANK 16 NODE 43 --> 39.979496 sigma out 1 act.( 47.483006 sig in 45 act.) RANK 17 NODE 7 --> 36.943333 sigma out 1 act.( 26.172606 sig in 39 act.) RANK 18 NODE 9 --> 35.845490 sigma out 1 act.( 43.096012 sig in 45 act.) RANK 19 NODE 37 --> 35.168076 sigma out 1 act.( 34.545204 sig in 43 act.) RANK 20 NODE 40 --> 34.587601 sigma out 1 act.( 49.455467 sig in 43 act.) RANK 21 NODE 26 --> 34.154655 sigma out 1 act.( 56.040424 sig in 44 act.) RANK 22 NODE 19 --> 33.601246 sigma out 1 act.( 35.908279 sig in 45 act.) RANK 23 NODE 34 --> 33.240536 sigma out 1 act.( 34.816547 sig in 44 act.) RANK 24 NODE 5 --> 31.842676 sigma out 1 act.( 53.687172 sig in 42 act.) RANK 25 NODE 35 --> 30.521614 sigma out 1 act.( 27.167992 sig in 43 act.) RANK 26 NODE 16 --> 29.849155 sigma out 1 act.( 49.888874 sig in 43 act.) RANK 27 NODE 36 --> 28.061867 sigma out 1 act.( 40.621990 sig in 44 act.) RANK 28 NODE 27 --> 27.135225 sigma out 1 act.( 44.934971 sig in 43 act.) RANK 29 NODE 6 --> 24.794474 sigma out 1 act.( 27.102533 sig in 43 act.) RANK 30 NODE 8 --> 24.596855 sigma out 1 act.( 24.639488 sig in 43 act.) RANK 31 NODE 1 --> 21.755806 sigma out 1 act.( 29.388857 sig in 41 act.) RANK 32 NODE 11 --> 20.783098 sigma out 1 act.( 22.175922 sig in 39 act.) RANK 33 NODE 15 --> 20.719549 sigma out 1 act.( 21.639101 sig in 44 act.) RANK 34 NODE 3 --> 20.205299 sigma out 1 act.( 38.090973 sig in 44 act.) RANK 35 NODE 20 --> 19.714140 sigma out 1 act.( 20.861542 sig in 42 act.) RANK 36 NODE 38 --> 19.071136 sigma out 1 act.( 31.069489 sig in 43 act.) RANK 37 NODE 17 --> 15.151090 sigma out 1 act.( 21.095551 sig in 45 act.) RANK 38 NODE 22 --> 14.174104 sigma out 1 act.( 24.050364 sig in 44 act.) RANK 39 NODE 41 --> 13.881472 sigma out 1 act.( 13.629350 sig in 39 act.) RANK 40 NODE 10 --> 9.9064417 sigma out 1 act.( 13.726570 sig in 40 act.) RANK 41 NODE 29 --> 8.4422274 sigma out 1 act.( 14.475134 sig in 42 act.) RANK 42 NODE 2 --> 8.1533003 sigma out 1 act.( 15.374623 sig in 40 act.) RANK 43 NODE 12 --> 2.8209286 sigma out 1 act.( 4.7075634 sig in 40 act.) RANK 44 NODE 44 --> 0.11616065 sigma out 1 act.( 3.1076317 sig in 39 act.) RANK 1 NODE 1 --> 263.25372 sigma in 44 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.64546293 *** contribution from regularisation: 2.40190560E-03 *** contribution from error: -0.64786482 *** contribution from DIAG: 4.17688352E-06 *********************************************** -----------------> 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/NOBFGS/621/Electron/Long/GlobalPID_Electron_Long_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Electron/Long/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Electron/Long/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Electron/Long/NB.txt Training Host = lxplus436.cern.ch Particle type = electron Background types = all Training Mix = NaturalMix Track type = Long Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Electron_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/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 = NOBFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Found 5016459 training data points Read entry 501645 (9.99998%) Read entry 1003290 (20%) Read entry 1504935 (29.9999%) Considered 1547685 tracks for input to NN training Sel. Eff. = 64.6126% Selected 1000000 tracks for input to NN training ghost percentage = 22.5666% electron percentage = 2.8802% muon percentage = 1.4409% pion percentage = 59.0251% kaon percentage = 9.1008% Unknown Particle type 411 percentage = 0.0017% Unknown Particle type 431 percentage = 0.0006% Unknown Particle type 521 percentage = 0.0007% proton percentage = 4.9502% Unknown Particle type 3112 percentage = 0.0063% Unknown Particle type 3222 percentage = 0.0228% Unknown Particle type 3312 percentage = 0.0035% Unknown Particle type 3334 percentage = 0.0003% Unknown Particle type 4122 percentage = 0.0001% Unknown Particle type 1000020040 percentage = 0.0002% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackFitMatchChi2 Making plots for input TrackCloneDist Making plots for input TrackFitVeloChi2 Making plots for input TrackFitVeloNDoF Making plots for input TrackFitTChi2 Making plots for input TrackFitTNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichUsedR2Gas Making plots for input RichAboveMuThres Making plots for input RichAboveKaThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsMuon Making plots for input MuonNShared Making plots for input InAccMuon Making plots for input MuonIsLooseMuon Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input PrsPIDe Making plots for input InAccBrem Making plots for input BremPIDe Making plots for input VeloCharge Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/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