Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Pion/Long Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Pion/Long/GlobalPID_Pion_Long_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Pion/Long/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Pion/Long/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Pion/Long/NB.txt Training Host = lxplus432.cern.ch Particle type = pion Background types = all Training Mix = NaturalMix Track type = Long Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Pion_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 38 Your number of nodes in the hidden layer is: 44 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function global preprocessing flag: 621 You want to use the global preprocessing flag 21 You use momentum: 0.0000000 Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackFitMatchChi2 PreproFlag 34 Input 10 TrackCloneDist PreproFlag 34 Input 11 TrackFitVeloChi2 PreproFlag 14 Input 12 TrackFitVeloNDoF PreproFlag 19 Input 13 TrackFitTChi2 PreproFlag 14 Input 14 TrackFitTNDoF PreproFlag 19 Input 15 RichUsedAero PreproFlag 18 Input 16 RichUsedR1Gas PreproFlag 18 Input 17 RichUsedR2Gas PreproFlag 18 Input 18 RichAbovePiThres PreproFlag 18 Input 19 RichAboveKaThres PreproFlag 18 Input 20 RichDLLe PreproFlag 34 Input 21 RichDLLmu PreproFlag 34 Input 22 RichDLLk PreproFlag 34 Input 23 RichDLLp PreproFlag 34 Input 24 RichDLLbt PreproFlag 34 Input 25 MuonBkgLL PreproFlag 34 Input 26 MuonMuLL PreproFlag 34 Input 27 MuonIsMuon PreproFlag 19 Input 28 MuonNShared PreproFlag 19 Input 29 InAccMuon PreproFlag 19 Input 30 MuonIsLooseMuon PreproFlag 19 Input 31 EcalPIDe PreproFlag 34 Input 32 EcalPIDmu PreproFlag 34 Input 33 HcalPIDe PreproFlag 34 Input 34 HcalPIDmu PreproFlag 34 Input 35 PrsPIDe PreproFlag 34 Input 36 InAccBrem PreproFlag 19 Input 37 BremPIDe PreproFlag 34 Input 38 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Considered 1796476 tracks for input to NN training Sel. Eff. = 55.6645% Selected 1000000 tracks for input to NN training ghost percentage = 17.7101% electron percentage = 3.2769% muon percentage = 0.9167% pion percentage = 63.4828% kaon percentage = 9.1606% Unknown Particle type 411 percentage = 0.0002% Unknown Particle type 431 percentage = 0.0001% proton percentage = 5.4207% Unknown Particle type 3112 percentage = 0.0069% Unknown Particle type 3222 percentage = 0.0223% Unknown Particle type 3312 percentage = 0.0024% Unknown Particle type 1000020040 percentage = 0.0003% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\\\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T GmbH 2001-2011 Copyright Phi-T GmbH Version 20120322 Library compiled with: Number of Events= 1000000 NB_MAXNODE = 150 ----------------------------------- preprocessing flags/parameters: individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 3 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 4 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 5 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 6 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 7 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 8 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 9 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 10 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 11 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 12 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 13 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 14 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 15 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 16 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 17 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 18 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 19 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 20 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 21 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 22 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 23 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 24 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 25 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 26 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 27 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 28 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 29 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 30 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 31 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 32 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 33 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 34 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 35 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 36 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 37 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 38 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 Using weight factor: 1.00000000000000000 now perform preprocessing *** called with option 21 *** This will do for you: *** input variable equalisation *** to flat distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node Signal fraction: 63.482796 % ------------------------------ Transdef: Tab for variable 1 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 ------------------------------ Transdef: Tab for variable 2 2.0000000 16.000000 20.000000 23.000000 26.000000 28.000000 29.000000 31.000000 33.000000 34.000000 35.000000 37.000000 38.000000 39.000000 41.000000 42.000000 43.000000 44.000000 45.000000 46.000000 47.000000 48.000000 49.000000 50.000000 51.000000 52.000000 53.000000 54.000000 55.000000 56.000000 57.000000 58.000000 59.000000 60.000000 61.000000 62.000000 63.000000 64.000000 65.000000 66.000000 67.000000 68.000000 69.000000 69.000000 70.000000 71.000000 72.000000 73.000000 74.000000 75.000000 76.000000 77.000000 78.000000 79.000000 80.000000 82.000000 83.000000 84.000000 85.000000 86.000000 87.000000 88.000000 89.000000 91.000000 92.000000 93.000000 94.000000 96.000000 97.000000 98.000000 100.000000 101.00000 103.00000 104.00000 106.00000 107.00000 109.00000 110.00000 112.00000 114.00000 116.00000 118.00000 120.00000 122.00000 125.00000 127.00000 130.00000 132.00000 135.00000 138.00000 141.00000 145.00000 149.00000 154.00000 159.00000 165.00000 173.00000 183.00000 199.00000 224.00000 435.00000 build map for variable # 2 ------------------------------ Transdef: Tab for variable 3 1051.2000 1576.0850 1739.2350 1855.7800 1955.7800 2046.9050 2131.0100 2214.3799 2294.3950 2371.1748 2448.5552 2523.4351 2598.7400 2675.3652 2750.0952 2826.4951 2902.9800 2979.7000 3056.2300 3133.5100 3211.7852 3291.1299 3369.6851 3449.1101 3530.5000 3612.2300 3695.4600 3780.4048 3867.7500 3954.7000 4044.5952 4135.6748 4227.6748 4321.1401 4417.3096 4514.3398 4613.3447 4712.4800 4815.6450 4919.9453 5026.8701 5137.1699 5251.2949 5365.8550 5486.5898 5607.6953 5731.6299 5859.3799 5994.7749 6129.8604 6271.0098 6413.1602 6560.6152 6713.0049 6873.5049 7038.0947 7207.1953 7384.5400 7566.7900 7750.5801 7948.3198 8147.9053 8357.8398 8575.2998 8800.0596 9033.7754 9272.0645 9526.3555 9787.0898 10058.180 10340.980 10635.425 10949.910 11279.375 11632.975 12001.850 12383.835 12791.045 13223.445 13682.980 14182.811 14715.734 15289.100 15907.585 16551.600 17265.430 18057.199 18918.914 19876.805 20952.520 22171.719 23524.180 25132.381 26990.820 29246.445 32030.301 35597.000 40584.441 48211.719 63785.953 4761111.0 do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 3.5531886 61.780571 75.044228 83.490036 91.525146 99.246147 106.91708 114.52699 121.91080 129.05905 136.15710 143.07486 149.95673 156.58228 163.13701 169.55664 175.96762 182.27969 188.69659 194.92136 200.95587 207.07346 213.20837 219.34819 225.40919 231.47873 237.55582 243.52165 249.59290 255.74680 261.97855 268.12372 274.33929 280.57718 286.77808 293.09164 299.47717 305.86646 312.35373 318.81744 325.41284 332.14474 338.87921 345.77798 352.63156 359.80933 367.08398 374.37244 381.83813 389.32281 396.89343 404.73752 412.59583 420.72266 428.89551 437.38483 445.86127 454.72601 463.73438 472.88599 482.41302 492.11740 502.04752 512.24084 522.63794 533.58887 544.68787 556.08252 567.87360 579.89380 592.46503 605.49487 619.11108 633.12964 647.77209 663.18530 679.20703 695.67938 712.95325 731.38489 751.13306 772.25470 794.84259 818.63434 844.42383 872.45605 902.67340 936.05786 972.97479 1013.1487 1058.2502 1110.4368 1172.0813 1244.7515 1332.3726 1440.5693 1585.0964 1787.9780 2103.0708 2742.0005 640132.38 do regularised spline fit for input variable # 4 build map for variable # 4 warning: map is empty for variable 4 ------------------------------ Transdef: Tab for variable 5 0.16140768 0.51801693 0.57203043 0.60786325 0.63563174 0.65871429 0.67891961 0.69686490 0.71309876 0.72844100 0.74265260 0.75603998 0.76870972 0.78082466 0.79236001 0.80338633 0.81430298 0.82486010 0.83534616 0.84539402 0.85529745 0.86503160 0.87451744 0.88385004 0.89314020 0.90207064 0.91114056 0.92018980 0.92924428 0.93817627 0.94697309 0.95595992 0.96484458 0.97355807 0.98237336 0.99135971 1.0002143 1.0092220 1.0182190 1.0272732 1.0364590 1.0457094 1.0550091 1.0645591 1.0741589 1.0837984 1.0935807 1.1035726 1.1135833 1.1238997 1.1343588 1.1452471 1.1561593 1.1673142 1.1788465 1.1909108 1.2030925 1.2156076 1.2285063 1.2417617 1.2554816 1.2700629 1.2850881 1.3007123 1.3170654 1.3340958 1.3521087 1.3716258 1.3921785 1.4138455 1.4370527 1.4622052 1.4889489 1.5185782 1.5505084 1.5856836 1.6250482 1.6674879 1.7153275 1.7695607 1.8297808 1.8980771 1.9736453 2.0563412 2.1488810 2.2498653 2.3615119 2.4858809 2.6214657 2.7673917 2.9255643 3.0951025 3.2779016 3.4744344 3.6869488 3.9109983 4.1622133 4.4546618 4.8440895 5.5028696 9.9982109 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 7.0000000 12.000000 13.000000 15.000000 15.000000 16.000000 17.000000 17.000000 18.000000 19.000000 19.000000 20.000000 20.000000 21.000000 21.000000 21.000000 22.000000 22.000000 23.000000 23.000000 24.000000 24.000000 24.000000 25.000000 25.000000 25.000000 26.000000 26.000000 26.000000 27.000000 27.000000 27.000000 27.000000 28.000000 28.000000 28.000000 28.000000 28.000000 29.000000 29.000000 29.000000 29.000000 29.000000 30.000000 30.000000 30.000000 30.000000 30.000000 30.000000 31.000000 31.000000 31.000000 31.000000 31.000000 31.000000 32.000000 32.000000 32.000000 32.000000 32.000000 32.000000 33.000000 33.000000 33.000000 33.000000 33.000000 33.000000 33.000000 34.000000 34.000000 34.000000 34.000000 34.000000 34.000000 35.000000 35.000000 35.000000 35.000000 35.000000 35.000000 36.000000 36.000000 36.000000 36.000000 36.000000 37.000000 37.000000 37.000000 37.000000 37.000000 38.000000 38.000000 38.000000 39.000000 39.000000 39.000000 40.000000 40.000000 41.000000 42.000000 55.000000 build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -99.970230 -68.640388 -60.515778 -54.392303 -49.204582 -44.685608 -40.924343 -37.890289 -35.355446 -33.070747 -31.050354 -29.189243 -27.597637 -26.206715 -24.938408 -23.805679 -22.853424 -22.022806 -21.248360 -20.426323 -19.368683 -18.109467 -17.033630 -16.049856 -15.117842 -14.206228 -13.398127 -12.695412 -12.066381 -11.493750 -10.988232 -10.527733 -10.113190 -9.7448196 -9.4093742 -9.0944901 -8.8054466 -8.5359402 -8.2852097 -8.0560646 -7.8376155 -7.6324520 -7.4442577 -7.2658176 -7.0974069 -6.9350910 -6.7789450 -6.6324730 -6.4917097 -6.3553638 -6.2258744 -6.1025820 -5.9814758 -5.8654995 -5.7527857 -5.6448879 -5.5379992 -5.4348202 -5.3344393 -5.2361708 -5.1404696 -5.0462656 -4.9549417 -4.8636060 -4.7748375 -4.6891451 -4.6037130 -4.5206146 -4.4378133 -4.3571682 -4.2775507 -4.2008562 -4.1239328 -4.0493989 -3.9748969 -3.9007173 -3.8259089 -3.7516146 -3.6766901 -3.6015265 -3.5256872 -3.4496078 -3.3724654 -3.2967091 -3.2215867 -3.1461325 -3.0697980 -2.9922495 -2.9124830 -2.8278456 -2.7396646 -2.6488900 -2.5528276 -2.4526567 -2.3487120 -2.2411909 -2.1257446 -1.9989167 -1.8482773 -1.6073644 -0.14660050 do regularised spline fit for input variable # 7 build map for variable # 7 warning: map is empty for variable 7 ------------------------------ Transdef: Tab for variable 8 1.00013376E-05 3.81545455E-04 7.44894496E-04 1.10580307E-03 1.46095641E-03 1.82177045E-03 2.17866967E-03 2.54094368E-03 2.90734367E-03 3.27057345E-03 3.62779037E-03 3.99105204E-03 4.36001644E-03 4.72527137E-03 5.09139989E-03 5.45678381E-03 5.83805423E-03 6.20949082E-03 6.58932421E-03 6.96955808E-03 7.34717585E-03 7.72630051E-03 8.10420420E-03 8.48564878E-03 8.87985155E-03 9.27856751E-03 9.69239883E-03 1.01272874E-02 1.05979489E-02 1.11239003E-02 1.17153265E-02 1.24018323E-02 1.31275477E-02 1.39391907E-02 1.48274461E-02 1.58115011E-02 1.68813094E-02 1.80669818E-02 1.93949174E-02 2.08737925E-02 2.25285962E-02 2.43819598E-02 2.65049655E-02 2.88895182E-02 3.16321403E-02 3.46499607E-02 3.79050076E-02 4.14558500E-02 4.50543985E-02 4.81514633E-02 5.08073196E-02 5.35130054E-02 5.64675704E-02 5.99133596E-02 6.39393479E-02 6.86061531E-02 7.38589987E-02 7.97122717E-02 8.60270560E-02 9.30039585E-02 0.10022173 0.10802636 0.11660594 0.12569541 0.13569728 0.14648035 0.15760000 0.16941729 0.18194860 0.19506232 0.20878804 0.22286317 0.23756617 0.25293478 0.26891845 0.28525388 0.30202651 0.31922463 0.33644709 0.35467404 0.37342083 0.39376831 0.41575044 0.43944371 0.46617496 0.49510866 0.52746856 0.56229162 0.59825367 0.63513649 0.67186719 0.70868361 0.74333751 0.77607298 0.80568731 0.83195156 0.85602891 0.87975526 0.90568519 0.93659568 0.99998784 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 1.11313853E-02 0.65183985 0.89395595 1.0828233 1.2417804 1.3871195 1.5200021 1.6441050 1.7620052 1.8764764 1.9860868 2.0929499 2.1950552 2.2967885 2.3962276 2.4956040 2.5912824 2.6857352 2.7819064 2.8766737 2.9704139 3.0639570 3.1582544 3.2533212 3.3477829 3.4432924 3.5389767 3.6339247 3.7293782 3.8255768 3.9221182 4.0181208 4.1167459 4.2164412 4.3172336 4.4206133 4.5242615 4.6295099 4.7344742 4.8417015 4.9497552 5.0613089 5.1730480 5.2866311 5.4037809 5.5220847 5.6454186 5.7685671 5.8943601 6.0259695 6.1614084 6.2991476 6.4382491 6.5811100 6.7297044 6.8826880 7.0407772 7.2054968 7.3753500 7.5548081 7.7333279 7.9255457 8.1239748 8.3284206 8.5483160 8.7698631 9.0069962 9.2621937 9.5289440 9.8143940 10.111412 10.440226 10.795883 11.172937 11.583723 12.029708 12.511749 13.044494 13.650079 14.314442 15.080963 15.939621 16.923651 18.040356 19.317696 20.765438 22.409225 24.271133 26.345507 28.618855 31.190296 33.996384 37.125919 40.650299 44.695553 49.247475 54.667091 61.327164 69.712540 81.894455 136.65933 do regularised spline fit for input variable # 9 build map for variable # 9 warning: map is empty for variable 9 ------------------------------ Transdef: Tab for variable 10 1.67804044E-02 6.4045029 13.645041 21.527988 29.214540 36.738739 43.009350 50.629498 57.561745 65.017090 72.074066 79.208374 88.335335 96.029526 104.11737 113.17073 121.75166 131.43309 141.06027 151.95267 162.58694 172.98444 184.62137 195.31412 206.64001 217.41190 230.08914 243.34056 256.02576 270.23499 284.38806 300.29379 316.99521 333.87689 350.62683 367.36163 385.41223 404.48126 425.44992 445.42999 465.75110 489.63495 513.69031 535.04327 557.18237 583. Only one class left for trimmed mean or sigma very small -> take "normal" mean 31879 612.73047 636.94934 662.61078 691.75793 721.16931 752.31604 784.58984 819.33997 853.75024 889.77637 927.33691 964.38947 1006.2169 1051.3641 1098.5627 1143.5315 1191.6563 1243.4138 1294.2886 1347.6871 1401.8213 1461.2803 1521.8254 1578.7782 1640.6338 1710.8420 1779.8470 1849.3518 1914.0245 1993.8998 2072.6201 2142.7866 2228.5210 2321.7681 2412.4778 2507.8701 2605.6611 2711.4922 2818.3757 2917.8286 3023.9304 3127.0276 3247.7891 3369.2402 3498.8955 3637.3950 3774.9302 3918.9502 4068.0986 4231.2168 4371.6538 4520.7388 4685.5562 4846.2490 4999.8657 do regularised spline fit for input variable # 10 build map for variable # 10 ------------------------------ Transdef: Tab for variable 11 2.49335508E-09 0.10877792 0.30191308 0.51074100 0.71222973 0.90804249 1.0953040 1.2803329 1.4580777 1.6289370 1.7920597 1.9534242 2.1134615 2.2702537 2.4245529 2.5752783 2.7225413 2.8703947 3.0184107 3.1643496 3.3076270 3.4516449 3.5942903 3.7373834 3.8780789 4.0220842 4.1631269 4.3025379 4.4429779 4.5826068 4.7246218 4.8677883 5.0084100 5.1509662 5.2938795 5.4353356 5.5792112 5.7212353 5.8641882 6.0103645 6.1553683 6.3006620 6.4472160 6.5961018 6.7413101 6.8903427 7.0390062 7.1884918 7.3392611 7.4908085 7.6473579 7.8028154 7.9607096 8.1181288 8.2776136 8.4389648 8.5982265 8.7648964 8.9328394 9.0991888 9.2706604 9.4448195 9.6229362 9.8042526 9.9847927 10.171036 10.360556 10.552917 10.750378 10.950260 11.156011 11.365303 11.577610 11.794706 12.022455 12.254189 12.491183 12.739429 12.996112 13.258078 13.530337 13.820173 14.116446 14.423596 14.747173 15.091951 15.452050 15.838381 16.255291 16.705641 17.188206 17.724087 18.322914 19.002956 19.787956 20.731405 21.905830 23.463541 25.825117 30.383293 109.59134 do regularised spline fit for input variable # 11 ------------------------------ Transdef: Tab for variable 12 -1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 2.0000000 2.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 6.0000000 6.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 10.0000000 10.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 12.000000 12.000000 12.000000 13.000000 13.000000 13.000000 13.000000 13.000000 13.000000 13.000000 14.000000 15.000000 15.000000 15.000000 17.000000 28.000000 build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 2.49623990E-04 1.6191084 2.4781811 3.1254818 3.6580107 4.1333866 4.5504427 4.9407310 5.3054199 5.6491833 5.9689708 6.2796631 6.5657721 6.8392072 7.1036386 7.3622522 7.6058474 7.8454447 8.0853596 8.3129473 8.5327644 8.7492552 8.9665279 9.1741018 9.3799725 9.5838394 9.7840767 9.9809828 10.175143 10.369843 10.560722 10.749590 10.942301 11.130201 11.319551 11.501311 11.686251 11.873207 12.057505 12.242367 12.426704 12.611107 12.797525 12.982833 13.171495 13.361084 13.551189 13.739515 13.931349 14.123652 14.318823 14.517477 14.716383 14.917496 15.118893 15.324953 15.526190 15.734982 15.949820 16.165001 16.385977 16.608734 16.840942 17.076180 17.313549 17.560604 17.812401 18.073971 18.344559 18.620773 18.903818 19.196327 19.491627 19.809879 20.140343 20.485439 20.842815 21.215408 21.621769 22.039215 22.485443 22.957699 23.462410 24.015379 24.624033 25.299198 26.054281 26.886444 27.820925 28.909550 30.207489 31.723682 33.558243 35.783691 38.542179 41.960396 46.295464 51.687286 59.003242 70.658386 135.90981 do regularised spline fit for input variable # 13 ------------------------------ Transdef: Tab for variable 14 1.00000000 3.0000000 4.0000000 5.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 8.0000000 8.0000000 9.0000000 9.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 12.000000 12.000000 12.000000 12.000000 13.000000 13.000000 13.000000 13.000000 13.000000 13.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 19.000000 19.000000 19.000000 19.000000 20.000000 20.000000 21.000000 30.000000 build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 15 ------------------------------ Transdef: Tab for variable 16 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -132.37560 -69.280899 -60.027298 -54.065598 -49.571449 -46.056801 -43.070251 -40.641350 -38.605652 -36.904648 -35.397800 -34.083599 -32.902851 -31.822599 -30.829050 -29.903450 -29.058050 -28.253849 -27.500000 -26.791500 -26.104250 -25.459599 -24.839100 -24.238850 -23.652399 -23.093500 -22.545799 -22.005951 -21.493200 -20.986250 -20.480200 -19.991749 -19.523800 -19.054050 -18.583599 -18.117201 -17.655399 -17.207951 -16.760849 -16.324301 -15.888849 -15.464350 -15.042800 -14.619100 -14.200100 -13.781500 -13.369850 -12.958200 -12.543400 -12.131500 -11.724251 -11.319850 -10.916800 -10.521749 -10.125999 -9.7300491 -9.3390999 -8.9535999 -8.5685997 -8.1887999 -7.8165002 -7.4517002 -7.0759001 -6.7083998 -6.3522000 -5.9941001 -5.6459999 -5.3048000 -4.9622002 -4.6241503 -4.2955499 -3.9714999 -3.6531000 -3.3378999 -3.0346999 -2.7442999 -2.4589000 -2.1810999 -1.9087000 -1.6434500 -1.3848000 -1.1368001 -0.89440000 -0.65710002 -0.42734998 -0.20350000 7.10000005E-03 0.25520000 0.55729997 0.92690003 1.3753500 1.9167000 2.5781000 3.3944998 4.4240499 5.7445498 7.5899496 10.251800 14.809650 24.177700 146.91409 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -109.29890 -43.608398 -35.806950 -31.125900 -27.884501 -25.477350 -23.541349 -21.917200 -20.548050 -19.334499 -18.254999 -17.307699 -16.425449 -15.631149 -14.910000 -14.251800 -13.628750 -13.045500 -12.500400 -11.992900 -11.506400 -11.043000 -10.602900 -10.187400 -9.7855997 -9.4027996 -9.0334492 -8.6913004 -8.3535500 -8.0313997 -7.7185998 -7.4205499 -7.1350999 -6.8546000 -6.5818000 -6.3204999 -6.0644002 -5.8245001 -5.5861502 -5.3552999 -5.1339502 -4.9169002 -4.7117000 -4.5091000 -4.3123999 -4.1174498 -3.9302001 -3.7484500 -3.5734000 -3.4026499 -3.2381999 -3.0775001 -2.9238501 -2.7721000 -2.6244500 -2.4798000 -2.3396001 -2.2045000 -2.0747001 -1.9497499 -1.8246000 -1.7038500 -1.5868000 -1.4707000 -1.3588001 -1.2480000 -1.1410000 -1.0369999 -0.93330002 -0.83200002 -0.73449999 -0.63870001 -0.54530001 -0.45289999 -0.36430001 -0.27620000 -0.18990000 -0.10560000 -2.76999995E-02 0.0000000 7.44000003E-02 0.17240000 0.28049999 0.40085000 0.52689999 0.66654998 0.82160002 0.99190003 1.1811500 1.3990000 1.6394000 1.9182000 2.2374001 2.6181500 3.0892000 3.6728501 4.4487500 5.5388498 7.2593498 10.635700 92.719803 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -169.43829 -70.220001 -59.700851 -53.374950 -48.647148 -45.030201 -42.040947 -39.456200 -37.138302 -35.061897 -33.153801 -31.429401 -29.816151 -28.315701 -26.899450 -25.570150 -24.277100 -23.040451 -21.865601 -20.747200 -19.676300 -18.628700 -17.622400 -16.633801 -15.695900 -14.770550 -13.896049 -13.055850 -12.243650 -11.458500 -10.708800 -9.9820995 -9.2933998 -8.6237001 -7.9808998 -7.3807998 -6.8122001 -6.2607002 -5.7370000 -5.2294002 -4.7525501 -4.2905002 -3.8406000 -3.4134500 -3.0030999 -2.6064501 -2.2314999 -1.8702500 -1.5299000 -1.2007999 -0.88220000 -0.57480001 -0.27039999 0.0000000 0.0000000 0.0000000 3.55999991E-02 0.30059999 0.55535001 0.81725001 1.0713000 1.3291000 1.5897501 1.8556000 2.1235001 2.3910499 2.6647000 2.9447999 3.2270000 3.5127501 3.8017001 4.0972500 4.3990998 4.7048502 5.0187998 5.3438501 5.6722999 6.0222502 6.3772001 6.7498002 7.1345501 7.5457001 7.9874501 8.4772997 9.0121002 9.5943003 10.269900 11.024100 11.887400 12.870550 13.957900 15.171850 16.480598 17.974600 19.627899 21.577000 23.915199 26.940601 31.192350 39.272247 145.50681 do regularised spline fit for input variable # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -179.76350 -64.825203 -55.173050 -49.368950 -45.116547 -41.808998 -39.022400 -36.655098 -34.548203 -32.625648 -30.878849 -29.267651 -27.790100 -26.364050 -25.039799 -23.763901 -22.570049 -21.399050 -20.288450 -19.231100 -18.173351 -17.176701 -16.178499 -15.230400 -14.301300 -13.399600 -12.532600 -11.689800 -10.865500 -10.075649 -9.3052006 -8.5556002 -7.8456001 -7.1615500 -6.5059500 -5.8595500 -5.2348003 -4.6402502 -4.0624499 -3.5135000 -2.9775000 -2.4620500 -1.9658500 -1.4815000 -1.0187000 -0.57335001 -0.14070000 0.0000000 0.0000000 0.0000000 0.28400001 0.65280002 1.0143499 1.3726499 1.7244000 2.0806000 2.4240499 2.7684500 3.0990500 3.4159000 3.7282000 4.0290499 4.3232002 4.5995998 4.8702002 5.1329999 5.3905001 5.6406999 5.8891001 6.1336002 6.3772998 6.6288500 6.8745999 7.1224999 7.3752999 7.6377001 7.9053998 8.1914997 8.4878998 8.8053999 9.1436501 9.5099001 9.9084997 10.360000 10.856500 11.418249 12.057449 12.797900 13.633650 14.556950 15.588350 16.704250 17.912350 19.258400 20.778650 22.549999 24.651449 27.237900 30.676750 36.434399 125.16070 do regularised spline fit for input variable # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -154.50130 -59.996700 -50.952850 -45.468750 -41.506699 -38.389950 -35.853500 -33.599201 -31.616249 -29.851749 -28.229700 -26.738251 -25.357700 -24.048100 -22.797550 -21.594349 -20.460449 -19.372051 -18.337849 -17.327049 -16.327150 -15.353399 -14.413400 -13.490100 -12.593950 -11.726700 -10.845400 -9.9811001 -9.1388998 -8.3161507 -7.5153499 -6.7377000 -5.9788499 -5.2511501 -4.5615501 -3.9037001 -3.2874498 -2.6961000 -2.1403499 -1.6181000 -1.1274000 -0.65885001 -0.20050000 0.0000000 0.0000000 0.0000000 0.25150001 0.63000000 0.99309999 1.3472000 1.6900500 2.0296500 2.3608499 2.6882999 3.0090499 3.3161500 3.6108999 3.9001000 4.1813002 4.4551501 4.7168002 4.9730000 5.2217999 5.4621000 5.7013998 5.9372001 6.1712999 6.4068999 6.6475000 6.8843999 7.1228499 7.3662000 7.6155500 7.8744001 8.1436005 8.4252005 8.7261000 9.0452003 9.3860998 9.7612000 10.174450 10.634400 11.135550 11.708151 12.365200 13.110001 13.920900 14.830650 15.821250 16.890598 18.048100 19.309601 20.694500 22.213299 23.914600 25.832199 28.069099 30.690300 34.054848 39.024601 76.131897 do regularised spline fit for input variable # 24 build map for variable # 24 ------------------------------ Transdef: Tab for variable 25 -8.3572998 -5.6815500 -5.2375002 -4.9379501 -4.7189002 -4.5158000 -4.3416996 -4.1882501 -4.0452499 -3.9049501 -3.7554500 -3.6297500 -3.5113502 -3.3920999 -3.2794001 -3.1791501 -3.0729499 -2.9685500 -2.8680501 -2.7698998 -2.6677499 -2.5750499 -2.4881001 -2.4053500 -2.3163500 -2.2375998 -2.1553001 -2.0758500 -1.9994000 -1.9171500 -1.8386500 -1.7592499 -1.6894500 -1.6194501 -1.5531499 -1.4874001 -1.4221499 -1.3625500 -1.3080000 -1.2502000 -1.1984501 -1.1480000 -1.0971000 -1.0485499 -1.0046500 -0.96035004 -0.91775000 -0.87884998 -0.84030002 -0.80435002 -0.76845002 -0.73465002 -0.70249999 -0.67070001 -0.64260000 -0.61530000 -0.59009999 -0.56330001 -0.53880000 -0.51520002 -0.49380001 -0.47229999 -0.45039999 -0.43045002 -0.41175002 -0.39240000 -0.37529999 -0.35879999 -0.34240001 -0.32760000 -0.31314999 -0.29840001 -0.28485000 -0.27065000 -0.25770000 -0.24485001 -0.23230000 -0.22100000 -0.20980000 -0.19795001 -0.18730000 -0.17739999 -0.16660000 -0.15740000 -0.14790000 -0.13900000 -0.12909999 -0.12070000 -0.11090000 -0.10120000 -9.21000019E-02 -8.30999985E-02 -7.41000026E-02 -6.53000027E-02 -5.59500009E-02 -4.67999987E-02 -3.79000008E-02 -2.85499990E-02 -1.92500018E-02 -9.39999986E-03 1.74000002E-02 do regularised spline fit for input variable # 25 build map for variable # 25 ------------------------------ Transdef: Tab for variable 26 -69.077599 -3.2521999 -2.4823999 -2.1120000 -1.8389000 -1.6307000 -1.4464999 -1.3090000 -1.1987000 -1.0993000 -1.0114000 -0.93120003 -0.85004997 -0.78680003 -0.73250002 -0.67869997 -0.63069999 -0.58120000 -0.54299998 -0.50680000 -0.47465000 -0.44000000 -0.41040000 -0.38209999 -0.35670000 -0.33289999 -0.30919999 -0.29159999 -0.27340001 -0.25590000 -0.23999999 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0.0000000 do regularised spline fit for input variable # 26 build map for variable # 26 ------------------------------ Transdef: Tab for variable 27 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000 Only one class left for trimmed mean or sigma very small -> take "normal" mean 000 1.00000000 1.00000000 build map for variable # 27 ------------------------------ Transdef: Tab for variable 28 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 2.0000000 4.0000000 78.000000 build map for variable # 28 ------------------------------ Transdef: Tab for variable 29 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 -4.0334678 -4.0334678 -4.0006666 -4.0006666 -3.9129190 -3.8812127 -3.8204284 -3.8204284 -3.8204284 -3.8204284 -3.7163520 -3.7066751 -3.7066751 -3.7066751 -3.7066751 -3.7066751 -3.7066751 -3.7066751 -3.7066751 -3.6604152 -3.6384654 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5706880 -3.5158410 -3.4142692 -3.2506731 -3.0558212 -2.9829521 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9731114 -2.9003887 -2.8412535 -2.7607589 -2.6861730 -2.6100240 -2.5340209 -2.4546051 -2.2195644 -2.0648508 -1.9799762 -1.8674178 -1.7293015 -1.5795941 -1.4092455 -1.3840051 -1.1739984 -1.0955777 -0.99252701 -0.79180145 -0.69111776 -0.54101419 -0.43367434 -0.34192896 -0.21458578 -6.20622635E-02 3.19619179E-02 0.11816597 0.27519011 0.49749804 0.60563135 0.83137012 0.98918176 1.5123587 1.8482902 2.9794741 2.9794741 2.9794741 2.9984963 3.6423001 3.6423001 6.3197398 do regularised spline fit for input variable # 31 build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 -4.9908690 -3.9668753 -3.8079293 -3.6317146 -3.5193827 -3.4030528 -3.2881608 -3.2379537 -3.1612437 -3.0705824 -3.0271349 -2.9628055 -2.9360871 -2.9006343 -2.8543921 -2.8301702 -2.7785907 -2.7293165 -2.7005734 -2.6566544 -2.5458415 -2.5088406 -2.4691846 -2.4084086 -2.3830161 -2.3632891 -2.3277090 -2.2589910 -2.2286015 -2.2153840 -2.2055523 -2.1932757 -2.0619669 -2.0246706 -1.9721079 -1.9560757 -1.8931854 -1.8613431 -1.8465135 -1.7673018 -1.7005978 -1.5863657 -1.5577736 -1.4539537 -1.3844159 -1.2530789 -1.2175653 -1.1419573 -0.97083092 -0.87951982 -0.78369832 -0.64679742 -0.50117159 -0.44068789 -0.37761950 -0.29013634 -0.16638517 -8.45901966E-02 0.0000000 8.38327408E-03 1.81838274E-02 0.12851095 0.27721381 0.30881739 0.30881739 0.30881739 0.36177742 0.36177742 0.38269866 0.38269866 0.38970459 0.38970459 0.38970459 0.43395531 0.43395531 0.45790577 0.45790577 0.49473286 0.49473286 0.49473286 0.50177789 0.50177789 0.52569431 0.52569431 0.57975560 0.63534582 0.67813468 0.69403076 0.83325982 0.92845798 1.0250947 1.0518795 1.0881913 1.1921762 1.2094169 1.2622266 1.2820680 1.4788733 1.7647532 1.9413552 2.1529760 do regularised spline fit for input variable # 32 build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -3.0056591 -2.9596336 -2.8745728 -2.8728075 -2.7419221 -2.5963116 -2.5812039 -2.5121613 -2.4428964 -2.3203590 -2.2276492 -2.1249638 -2.0908580 -2.0382485 -2.0370812 -2.0118427 -1.9884133 -1.9265971 -1.8968706 -1.8881068 -1.8253078 -1.7599864 -1.6768274 -1.6255641 -1.5939865 -1.5394864 -1.5048151 -1.4809666 -1.4530940 -1.4383090 -1.3884754 -1.3418775 -1.3214149 -1.3139701 -1.2241626 -1.1783881 -1.1384854 -1.0943198 -1.0537372 -1.0397239 -1.0139728 -0.99012756 -0.95496893 -0.88716793 -0.84737968 -0.78937411 -0.70417547 -0.66846132 -0.57934618 -0.56092668 -0.53241205 -0.43104053 -0.38111496 -0.31937313 -0.31007338 -0.24050331 -0.23217893 -0.19426012 -0.17685342 -0.13780975 -0.11382008 -0.11382008 -4.71634865E-02 -4.71634865E-02 8.90684128E-02 8.90684128E-02 0.19516659 0.45026135 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.48533612 0.83610988 0.83610988 0.83610988 0.83610988 0.83610988 0.83610988 0.83610988 0.83610988 0.83610988 0.83610988 0.83610988 0.83610988 0.86694956 1.3669419 1.3669419 1.3669419 1.8712962 5.3184013 do regularised spline fit for input variable # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -3.3695576 -3.1994376 -3.0231307 -2.9146080 -2.7564185 -2.6239288 -2.4936838 -2.4936838 -2.4936838 -2.4936838 -2.4818461 -2.4818461 -2.4818461 -2.4818461 -2.4818461 -2.4818461 -2.4636617 -2.4636617 -2.4636617 -2.4636617 -2.4636617 -2.4636617 -2.4636617 -2.4636617 -2.3946366 -2.3946366 -2.3946366 -2.3946366 -2.3946366 -2.3946366 -2.3946366 -2.3946366 -2.3650813 -2.3650813 -2.3461046 -2.1980214 -2.1508331 -2.1508331 -2.0820110 -2.0215816 -1.9979618 -1.8985119 -1.8306386 -1.7924498 -1.7924498 -1.7817432 -1.7455347 -1.6924109 -1.6101861 -1.5528479 -1.5464965 -1.5046473 -1.4119682 -1.3904824 -1.3603303 -1.2807589 -1.2024069 -1.1819592 -1.1327777 -1.0740657 -1.0196137 -0.93444252 -0.91712952 -0.83626390 -0.76193666 -0.69664431 -0.68109894 -0.54949117 -0.49677229 -0.44839025 -0.39668417 -0.37369537 -0.31770992 -0.23851228 -0.17009425 -6.76465034E-02 -1.01547241E-02 2.89404392E-02 0.19862461 0.29501081 0.36270142 0.41263962 0.44867492 0.53110528 0.60951042 0.62039781 0.70653081 0.74155164 0.89694953 1.0605795 1.1798480 1.2854478 1.3628285 1.3974032 1.4260738 1.6392522 1.7238753 1.8219538 1.9125702 2.0496337 2.8733890 do regularised spline fit for input variable # 34 build map for variable # 34 ------------------------------ Transdef: Tab for variable 35 -7.5736585 -6.2052822 -5.8011174 -5.7697048 -5.4541397 -5.4541397 -4.9669933 -4.9424391 -4.9142942 -4.9142942 -4.7867732 -4.7867732 -4.7867732 -4.7867732 -4.5633054 -4.5633054 -4.5633054 -4.1562533 -4.1562533 -4.1562533 -4.1562533 -4.1562533 -4.1562533 -4.1562533 -4.1562533 -4.0789828 -4.0194235 -4.0194235 -4.0194235 -4.0194235 -4.0194235 -4.0194235 -4.0194235 -3.5851371 -3.4066966 -3.4066966 -3.4066966 -3.4066966 -3.4066966 -3.4066966 -3.4066966 -3.4066966 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -3.1176162 -2.9747262 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.3359294 -2.0688984 -1.9651749 -1.5448658 -1.3298075 -1.1301074 -0.69142818 -0.52771759 -0.27885866 1.08852386E-02 0.34460402 0.63515735 0.80283165 1.0889812 1.2559056 1.5251513 1.7119567 1.9446807 2.2002690 2.3383069 2.5923653 2.7944241 3.0286286 4.5199952 do regularised spline fit for input variable # 35 build map for variable # 35 ------------------------------ Transdef: Tab for variable 36 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 36 ------------------------------ Transdef: Tab for variable 37 -1.5698276 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.62506574 -0.62506574 -0.62506574 -0.62506574 -0.62138510 -0.62138510 -0.62138510 -0.62138510 -0.62138510 -0.62138510 -0.61883551 -0.61883551 -0.61883551 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.59140563 -0.59140563 -0.58125848 -0.58125848 -0.55434102 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53252220 -0.52067155 -0.49242735 -0.46140027 -0.40677673 -0.37355232 -0.33853006 -0.25654748 -0.19324017 -0.10151577 -6.96239471E-02 3.70359421E-03 0.14246655 0.35388088 0.59949493 1.2351422 2.2339594 4.7914839 do regularised spline fit for input variable # 37 build map for variable # 37 ------------------------------ Transdef: Tab for variable 38 0.70692885 0.90589887 0.92696631 0.93820226 0.94803369 0.95505619 0.96129841 0.96709472 0.97191012 0.97690386 0.98059243 0.98314607 0.98825330 0.99250937 0.99485016 0.99719101 1.0010215 1.0042135 1.0065544 1.0112360 1.0112360 1.0147471 1.0168539 1.0196630 1.0217696 1.0240041 1.0252810 1.0285220 1.0299625 1.0330837 1.0346442 1.0367723 1.0393258 1.0393258 1.0433387 1.0449438 1.0469867 1.0486891 1.0505618 1.0533708 1.0549313 1.0568820 1.0580524 1.0611736 1.0627341 1.0646068 1.0674157 1.0674157 1.0709270 1.0730337 1.0744382 1.0767790 1.0786517 1.0814607 1.0827374 1.0849719 1.0861423 1.0892634 1.0908240 1.0929520 1.0955056 1.0980593 1.1001873 1.1025281 1.1048689 1.1067415 1.1095506 1.1123595 1.1142322 1.1173533 1.1189139 1.1235955 1.1235955 1.1282772 1.1312563 1.1341292 1.1376405 1.1411517 1.1446630 1.1481742 1.1516854 1.1563671 1.1610487 1.1657304 1.1704119 1.1750937 1.1797752 1.1874361 1.1938202 1.2027580 1.2125468 1.2219101 1.2359550 1.2500000 1.2702872 1.2977529 1.3389513 1.4076154 1.5224719 1.7696630 5.0070224 do regularised spline fit for input variable # 38 build map for variable # 38 warning: map is empty for variable 38 TOTAL CORRELATION OF ALL VARIABLES 73.613849392819645 ROUND 1 : MAX CORR ( 73.613492334009194 ) AFTER KILLING INPUT VARIABLE 11 CONTR 0.22927891203290873 ROUND 2 : MAX CORR ( 73.612898689180710 ) AFTER KILLING INPUT VARIABLE 14 CONTR 0.29563522396242203 ROUND 3 : MAX CORR ( 73.611933600597368 ) AFTER KILLING INPUT VARIABLE 27 CONTR 0.37694164644822009 ROUND 4 : MAX CORR ( 73.610288162973845 ) AFTER KILLING INPUT VARIABLE 36 CONTR 0.49218389115152189 ROUND 5 : MAX CORR ( 73.607798208558691 ) AFTER KILLING INPUT VARIABLE 6 CONTR 0.60544721004467517 ROUND 6 : MAX CORR ( 73.604754919759245 ) AFTER KILLING INPUT VARIABLE 3 CONTR 0.66933572597997815 ROUND 7 : MAX CORR ( 73.600030921726656 ) AFTER KILLING INPUT VARIABLE 30 CONTR 0.83390354280536871 ROUND 8 : MAX CORR ( 73.598633869418322 ) AFTER KILLING INPUT VARIABLE 28 CONTR 0.45348013675365140 ROUND 9 : MAX CORR ( 73.593590919472092 ) AFTER KILLING INPUT VARIABLE 34 CONTR 0.86155848442508431 ROUND 10 : MAX CORR ( 73.590027030699972 ) AFTER KILLING INPUT VARIABLE 33 CONTR 0.72425550978406361 ROUND 11 : MAX CORR ( 73.585011403801929 ) AFTER KILLING INPUT VARIABLE 32 CONTR 0.85917115960211632 ROUND 12 : MAX CORR ( 73.576900688987749 ) AFTER KILLING INPUT VARIABLE 37 CONTR 1.0925146683200238 ROUND 13 : MAX CORR ( 73.565638880411470 ) AFTER KILLING INPUT VARIABLE 7 CONTR 1.2872805110223444 ROUND 14 : MAX CORR ( 73.550660401393287 ) AFTER KILLING INPUT VARIABLE 23 CONTR 1.4844454863771233 ROUND 15 : MAX CORR ( 73.530984334872954 ) AFTER KILLING INPUT VARIABLE 26 CONTR 1.7011726031625789 ROUND 16 : MAX CORR ( 73.510438742338110 ) AFTER KILLING INPUT VARIABLE 29 CONTR 1.7381177072591711 ROUND 17 : MAX CORR ( 73.481586056606361 ) AFTER KILLING INPUT VARIABLE 15 CONTR 2.0593966826711467 ROUND 18 : MAX CORR ( 73.460581048209832 ) AFTER KILLING INPUT VARIABLE 19 CONTR 1.7568498666194445 ROUND 19 : MAX CORR ( 73.407655964434966 ) AFTER KILLING INPUT VARIABLE 12 CONTR 2.7880125085374114 ROUND 20 : MAX CORR ( 73.352784990980282 ) AFTER KILLING INPUT VARIABLE 9 CONTR 2.8377611350962595 ROUND 21 : MAX CORR ( 73.293970760552213 ) AFTER KILLING INPUT VARIABLE 21 CONTR 2.9368207443252308 ROUND 22 : MAX CORR ( 73.207564733947322 ) AFTER KILLING INPUT VARIABLE 10 CONTR 3.5578948232901633 ROUND 23 : MAX CORR ( 73.069804377894684 ) AFTER KILLING INPUT VARIABLE 13 CONTR 4.4890112999736118 ROUND 24 : MAX CORR ( 72.918915125059655 ) AFTER KILLING INPUT VARIABLE 16 CONTR 4.6934133429885829 ROUND 25 : MAX CORR ( 72.741275790668297 ) AFTER KILLING INPUT VARIABLE 5 CONTR 5.0867454586983190 ROUND 26 : MAX CORR ( 72.552984933029833 ) AFTER KILLING INPUT VARIABLE 2 CONTR 5.2304474915261556 ROUND 27 : MAX CORR ( 72.361406305881573 ) AFTER KILLING INPUT VARIABLE 17 CONTR 5.2690132024484866 ROUND 28 : MAX CORR ( 72.178443221772483 ) AFTER KILLING INPUT VARIABLE 31 CONTR 5.1425146228517091 ROUND 29 : MAX CORR ( 71.975969224003151 ) AFTER KILLING INPUT VARIABLE 4 CONTR 5.4025475642501117 ROUND 30 : MAX CORR ( 71.763260139128391 ) AFTER KILLING INPUT VARIABLE 25 CONTR 5.5294339618477419 ROUND 31 : MAX CORR ( 71.523830005352721 ) AFTER KILLING INPUT VARIABLE 24 CONTR 5.8572388684105814 ROUND 32 : MAX CORR ( 71.193364190147207 ) AFTER KILLING INPUT VARIABLE 18 CONTR 6.8675435145079051 ROUND 33 : MAX CORR ( 70.849228456721846 ) AFTER KILLING INPUT VARIABLE 38 CONTR 6.9915614706708915 ROUND 34 : MAX CORR ( 70.162369641365913 ) AFTER KILLING INPUT VARIABLE 35 CONTR 9.8414967977995857 ROUND 35 : MAX CORR ( 67.551643166761593 ) AFTER KILLING INPUT VARIABLE 20 CONTR 18.961371763724724 ROUND 36 : MAX CORR ( 58.351703788945265 ) AFTER KILLING INPUT VARIABLE 8 CONTR 34.033853138554250 LAST REMAINING VARIABLE: 22 total correlation to target: 73.613849392819645 % total significance: 736.13849392819645 sigma correlations of single variables to target: variable 2 : 9.6105436701908129 % , in sigma: 96.105436701908133 variable 3 : 5.4305210255421219 % , in sigma: 54.305210255421215 variable 4 : 24.620925135087688 % , in sigma: 246.20925135087688 variable 5 : 40.607995699556852 % , in sigma: 406.07995699556852 variable 6 : 23.933210812204148 % , in sigma: 239.33210812204149 variable 7 : 37.605983336822490 % , in sigma: 376.05983336822493 variable 8 : 46.070050729451061 % , in sigma: 460.70050729451060 variable 9 : 39.053919054940856 % , in sigma: 390.53919054940854 variable 10 : 14.357505017812450 % , in sigma: 143.57505017812449 variable 11 : 13.209420408136250 % , in sigma: 132.09420408136251 variable 12 : 19.903025736370413 % , in sigma: 199.03025736370415 variable 13 : 13.935070553583556 % , in sigma: 139.35070553583557 variable 14 : 16.369124026671638 % , in sigma: 163.69124026671639 variable 15 : 10.100036524951813 % , in sigma: 101.00036524951813 variable 16 : 9.7684205564791196 % , in sigma: 97.684205564791199 variable 17 : 0.72525562471863292 % , in sigma: 7.2525562471863294 variable 18 : 17.648903854914888 % , in sigma: 176.48903854914889 variable 19 : 10.587847391033767 % , in sigma: 105.87847391033766 variable 20 : 49.129793885745350 % , in sigma: 491.29793885745346 variable 21 : 39.422794112339716 % , in sigma: 394.22794112339716 variable 22 : 58.351703788945265 % , in sigma: 583.51703788945269 variable 23 : 55.961110823806003 % , in sigma: 559.61110823806007 variable 24 : 55.366037026426838 % , in sigma: 553.66037026426841 variable 25 : 5.1054839269413890 % , in sigma: 51.054839269413890 variable 26 : 4.3103688754004263 % , in sigma: 43.103688754004260 variable 27 : 3.9844011547248162 % , in sigma: 39.844011547248165 variable 28 : 3.9208387258279860 % , in sigma: 39.208387258279863 variable 29 : 1.1788638416754211 % , in sigma: 11.788638416754212 variable 30 : 3.6658818093697070 % , in sigma: 36.658818093697064 variable 31 : 24.124775957411217 % , in sigma: 241.24775957411217 variable 32 : 4.8041919154158617 % , in sigma: 48.041919154158620 variable 33 : 6.8411191394690167 % , in sigma: 68.411191394690164 variable 34 : 4.3882171109802908 % , in sigma: 43.882171109802904 variable 35 : 22.780774453532665 % , in sigma: 227.80774453532666 variable 36 : 10.369127570075861 % , in sigma: 103.69127570075861 variable 37 : 14.925321730579997 % , in sigma: 149.25321730579995 variable 38 : 20.425528776478441 % , in sigma: 204.25528776478441 variables sorted by significance: 1 most relevant variable 22 corr 58.351704 , in sigma: 583.51703643798828 2 most relevant variable 8 corr 34.033852 , in sigma: 340.33851623535156 3 most relevant variable 20 corr 18.961372 , in sigma: 189.61372375488281 4 most relevant variable 35 corr 9.8414965 , in sigma: 98.414964675903320 5 most relevant variable 38 corr 6.9915614 , in sigma: 69.915614128112793 6 most relevant variable 18 corr 6.8675437 , in sigma: 68.675436973571777 7 most relevant variable 24 corr 5.8572388 , in sigma: 58.572387695312500 8 most relevant variable 25 corr 5.5294337 , in sigma: 55.294337272644043 9 most relevant variable 4 corr 5.4025474 , in sigma: 54.025473594665527 10 most relevant variable 31 corr 5.1425147 , in sigma: 51.425147056579590 11 most relevant variable 17 corr 5.2690134 , in sigma: 52.690134048461914 12 most relevant variable 2 corr 5.2304473 , in sigma: 52.304472923278809 13 most relevant variable 5 corr 5.0867453 , in sigma: 50.867452621459961 14 most relevant variable 16 corr 4.6934133 , in sigma: 46.934132575988770 15 most relevant variable 13 corr 4.4890113 , in sigma: 44.890112876892090 16 most relevant variable 10 corr 3.5578947 , in sigma: 35.578947067260742 17 most relevant variable 21 corr 2.9368207 , in sigma: 29.368207454681396 18 most relevant variable 9 corr 2.8377612 , in sigma: 28.377611637115479 19 most relevant variable 12 corr 2.7880125 , in sigma: 27.880125045776367 20 most relevant variable 19 corr 1.7568499 , in sigma: 17.568498849868774 21 most relevant variable 15 corr 2.0593967 , in sigma: 20.593967437744141 22 most relevant variable 29 corr 1.7381177 , in sigma: 17.381176948547363 23 most relevant variable 26 corr 1.7011726 , in sigma: 17.011725902557373 24 most relevant variable 23 corr 1.4844455 , in sigma: 14.844454526901245 25 most relevant variable 7 corr 1.2872806 , in sigma: 12.872805595397949 26 most relevant variable 37 corr 1.0925146 , in sigma: 10.925146341323853 27 most relevant variable 32 corr 0.85917115 , in sigma: 8.5917115211486816 28 most relevant variable 33 corr 0.72425550 , in sigma: 7.2425550222396851 29 most relevant variable 34 corr 0.86155850 , in sigma: 8.6155849695205688 30 most relevant variable 28 corr 0.45348012 , in sigma: 4.5348012447357178 31 most relevant variable 30 corr 0.83390355 , in sigma: 8.3390355110168457 32 most relevant variable 3 corr 0.66933572 , in sigma: 6.6933572292327881 33 most relevant variable 6 corr 0.60544723 , in sigma: 6.0544723272323608 34 most relevant variable 36 corr 0.49218389 , in sigma: 4.9218389391899109 35 most relevant variable 27 corr 0.37694165 , in sigma: 3.7694165110588074 36 most relevant variable 14 corr 0.29563522 , in sigma: 2.9563522338867188 37 most relevant variable 11 corr 0.22927891 , in sigma: 2.2927890717983246 global correlations between input variables: variable 2 : 38.541601287076631 % variable 3 : 57.848318756893157 % variable 4 : 77.641362459196358 % variable 5 : 93.530980037322152 % variable 6 : 90.085461833192980 % variable 7 : 87.863886390358275 % variable 8 : 90.371653931102685 % variable 9 : 87.181464247456645 % variable 10 : 28.019739993804478 % variable 11 : 56.870487246681876 % variable 12 : 82.115598232585569 % variable 13 : 67.617485509525864 % variable 14 : 77.366134898190737 % variable 15 : 83.196757592155606 % variable 16 : 85.024135723721201 % variable 17 : 75.942091949859091 % variable 18 : 78.748514450067361 % variable 19 : 77.609621102693936 % variable 20 : 82.496886486098916 % variable 21 : 78.281705118241035 % variable 22 : 93.101535185158141 % variable 23 : 97.160375469262434 % variable 24 : 97.126660805926718 % variable 25 : 92.786509094869004 % variable 26 : 95.899288205462014 % variable 27 : 84.121724200278763 % variable 28 : 93.749489818463090 % variable 29 : 60.681217491869887 % variable 30 : 95.531179461139814 % variable 31 : 58.846354306468207 % variable 32 : 31.248903777970717 % variable 33 : 61.299656286716953 % variable 34 : 64.578960998760124 % variable 35 : 56.019510881358592 % variable 36 : 87.535298555258862 % variable 37 : 74.943176001589990 % variable 38 : 31.039280012470982 % significance loss when removing single variables: variable 2 : corr = 3.9980505788953393 % , sigma = 39.980505788953394 variable 3 : corr = 0.71146226744224716 % , sigma = 7.1146226744224723 variable 4 : corr = 5.1181365542014721 % , sigma = 51.181365542014724 variable 5 : corr = 2.7987290263535343 % , sigma = 27.987290263535339 variable 6 : corr = 0.30320651709910024 % , sigma = 3.0320651709910025 variable 7 : corr = 1.4668075921304682 % , sigma = 14.668075921304681 variable 8 : corr = 8.2099933538138608 % , sigma = 82.099933538138600 variable 9 : corr = 3.2687511699756331 % , sigma = 32.687511699756328 variable 10 : corr = 3.7256749082385436 % , sigma = 37.256749082385440 variable 11 : corr = 0.22927891202807038 % , sigma = 2.2927891202807036 variable 12 : corr = 1.9823889042488472 % , sigma = 19.823889042488471 variable 13 : corr = 3.0958271456454587 % , sigma = 30.958271456454590 variable 14 : corr = 0.29566998345555129 % , sigma = 2.9566998345555131 variable 15 : corr = 1.3958299404764809 % , sigma = 13.958299404764809 variable 16 : corr = 3.8161977571801531 % , sigma = 38.161977571801529 variable 17 : corr = 3.8571725835987718 % , sigma = 38.571725835987721 variable 18 : corr = 5.3814819538150322 % , sigma = 53.814819538150324 variable 19 : corr = 2.2305873367545899 % , sigma = 22.305873367545896 variable 20 : corr = 9.6373674248103924 % , sigma = 96.373674248103939 variable 21 : corr = 3.0279611312990848 % , sigma = 30.279611312990848 variable 22 : corr = 11.447525933885064 % , sigma = 114.47525933885063 variable 23 : corr = 1.4467768454244718 % , sigma = 14.467768454244720 variable 24 : corr = 2.3472340318250478 % , sigma = 23.472340318250481 variable 25 : corr = 3.4085613497464120 % , sigma = 34.085613497464117 variable 26 : corr = 1.1717209587976138 % , sigma = 11.717209587976139 variable 27 : corr = 0.37544749762462287 % , sigma = 3.7544749762462288 variable 28 : corr = 0.93481466452419348 % , sigma = 9.3481466452419344 variable 29 : corr = 2.4285597759771913 % , sigma = 24.285597759771914 variable 30 : corr = 0.89803574167647338 % , sigma = 8.9803574167647326 variable 31 : corr = 5.2914297776779744 % , sigma = 52.914297776779740 variable 32 : corr = 0.94390143346894106 % , sigma = 9.4390143346894106 variable 33 : corr = 1.1314230400395831 % , sigma = 11.314230400395831 variable 34 : corr = 0.88860315493075692 % , sigma = 8.8860315493075692 variable 35 : corr = 5.6228475413643002 % , sigma = 56.228475413643004 variable 36 : corr = 0.48936414566929048 % , sigma = 4.8936414566929045 variable 37 : corr = 0.78277569092058685 % , sigma = 7.8277569092058688 variable 38 : corr = 6.4365771589951830 % , sigma = 64.365771589951819 Keep only 35 most significant input variables Sum of Weights for output node 2 1000000.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -4.4648890 NVar: 36.000000 5401 --------- Entering internal boost mode: --------- Starting analysis with 53 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.8400733 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.5247085 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.2293220 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.0868185 PREPRO: (sigma of derived input)/eigenvalue # 5 : 2.0176048 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.6178715 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.4606462 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.3589462 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.3126774 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.1985664 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.1262817 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.0558373 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.0290674 PREPRO: (sigma of derived input)/eigenvalue # 14 : 1.0043194 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.99453384 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.97934252 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.93142766 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.91074103 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.89110076 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.88522345 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.79009730 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.74834710 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.73496622 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.66818506 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.62151688 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.59931380 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.57269675 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.54402131 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.51552474 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.50537699 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.48842007 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.47519606 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.44488373 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.43698692 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.41797024 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.40096152 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.35659102 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.31743997 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.29047394 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.25680473 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.22216213 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.17937602 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.12287498 PREPRO: (sigma of derived input)/eigenvalue # 44 : 8.98593068E-02 PREPRO: (sigma of derived input)/eigenvalue # 45 : 4.32676694E-04 PREPRO: (sigma of derived input)/eigenvalue # 46 : 2.95301230E-04 PREPRO: (sigma of derived input)/eigenvalue # 47 : 2.62901507E-04 PREPRO: (sigma of derived input)/eigenvalue # 48 : 2.13654602E-07 PREPRO: (sigma of derived input)/eigenvalue # 49 : 8.15995008E-05 PREPRO: (sigma of derived input)/eigenvalue # 50 : 1.65973412E-04 PREPRO: (sigma of derived input)/eigenvalue # 51 : 1.92353022E-04 PREPRO: (sigma of derived input)/eigenvalue # 52 : 2.55722174E-04 PREPRO: (sigma of derived input)/eigenvalue # 53 : 4.36958362E-04 Using 43 variables out of 53 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 39.0 40.0 41.0 42.0 43.0 44.0 0 1.0 2.8 2.5 2.2 2.1 2.0 1.6 1.5 1.4 1.3 1.2 1.1 1.1 1.0 1.0 1.0 1.0 0.9 0.9 0.9 0.9 0.8 0.7 0.7 0.7 0.6 0.6 0.6 0.5 0.5 0.5 0.5 0.5 0.4 0.4 0.4 0.4 0.4 0.3 0.3 0.3 0.2 0.2 0.1 1 100.0 -33.9 -15.8 29.2 44.5 -14.9 8.6 5.6 0.5 -0.3 -6.9 1.0 -2.6 9.2 -2.5 -3.5 -4.8 -1.3 -2.4 -4.1 6.4 3.6 6.1 5.2 0.4 6.8 -1.1 4.6 -5.2 -4.8 -1.4 -0.1 1.0 0.1 -2.4 4.0 3.8 -1.2 5.2 19.1 0.3 11.2 0.1 4.0 2 -33.9 100.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 3 -15.8 -0.0 100.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 4 29.2 -0.0 -0.0 100.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 5 44.5 -0.0 0.0 0.0 100.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 6 -14.9 0.0 0.0 -0.0 -0.0 100.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 7 8.6 0.0 -0.0 0.0 0.0 0.0 100.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 8 5.6 0.0 0.0 -0.0 -0.0 0.0 0.0 100.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 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-0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 100.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 34 0.1 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 100.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 35 -2.4 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 100.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 36 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 0.0 100.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 37 3.8 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 100.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 38 -1.2 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 39 5.2 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 100.0 -0.0 0.0 -0.0 0.0 0.0 40 19.1 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 -0.0 100.0 -0.0 -0.0 -0.0 -0.0 41 0.3 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 100.0 0.0 -0.0 0.0 42 11.2 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 100.0 0.0 0.0 43 0.1 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 100.0 0.0 44 4.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 74.663319346456902 ------------------------------------- Teacher: actual network topology: Nodes(1) = 44 Nodes(2) = 44 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 5 --> 175.71919 sigma out 44 active outputs RANK 2 NODE 2 --> 171.74371 sigma out 44 active outputs RANK 3 NODE 4 --> 157.14192 sigma out 44 active outputs RANK 4 NODE 3 --> 142.21764 sigma out 44 active outputs RANK 5 NODE 7 --> 122.83585 sigma out 44 active outputs RANK 6 NODE 6 --> 109.71920 sigma out 44 active outputs RANK 7 NODE 8 --> 100.24498 sigma out 44 active outputs RANK 8 NODE 11 --> 93.379501 sigma out 44 active outputs RANK 9 NODE 1 --> 89.911606 sigma out 44 active outputs RANK 10 NODE 12 --> 88.474686 sigma out 44 active outputs RANK 11 NODE 9 --> 85.025269 sigma out 44 active outputs RANK 12 NODE 10 --> 82.803078 sigma out 44 active outputs RANK 13 NODE 14 --> 81.851219 sigma out 44 active outputs RANK 14 NODE 13 --> 76.000023 sigma out 44 active outputs RANK 15 NODE 20 --> 71.032501 sigma out 44 active outputs RANK 16 NODE 23 --> 70.498390 sigma out 44 active outputs RANK 17 NODE 17 --> 69.470169 sigma out 44 active outputs RANK 18 NODE 29 --> 69.284134 sigma out 44 active outputs RANK 19 NODE 15 --> 67.280800 sigma out 44 active outputs RANK 20 NODE 26 --> 67.267944 sigma out 44 active outputs RANK 21 NODE 25 --> 66.651398 sigma out 44 active outputs RANK 22 NODE 18 --> 66.468498 sigma out 44 active outputs RANK 23 NODE 27 --> 64.873283 sigma out 44 active outputs RANK 24 NODE 19 --> 63.949738 sigma out 44 active outputs RANK 25 NODE 41 --> 63.653934 sigma out 44 active outputs RANK 26 NODE 22 --> 63.549263 sigma out 44 active outputs RANK 27 NODE 24 --> 62.787884 sigma out 44 active outputs RANK 28 NODE 16 --> 61.089367 sigma out 44 active outputs RANK 29 NODE 38 --> 59.798306 sigma out 44 active outputs RANK 30 NODE 30 --> 59.355549 sigma out 44 active outputs RANK 31 NODE 35 --> 58.156040 sigma out 44 active outputs RANK 32 NODE 40 --> 56.837788 sigma out 44 active outputs RANK 33 NODE 42 --> 56.217514 sigma out 44 active outputs RANK 34 NODE 43 --> 55.921207 sigma out 44 active outputs RANK 35 NODE 33 --> 55.137821 sigma out 44 active outputs RANK 36 NODE 37 --> 55.037350 sigma out 44 active outputs RANK 37 NODE 28 --> 54.780693 sigma out 44 active outputs RANK 38 NODE 31 --> 53.350178 sigma out 44 active outputs RANK 39 NODE 21 --> 52.730900 sigma out 44 active outputs RANK 40 NODE 44 --> 52.349354 sigma out 44 active outputs RANK 41 NODE 36 --> 51.866154 sigma out 44 active outputs RANK 42 NODE 39 --> 51.436680 sigma out 44 active outputs RANK 43 NODE 32 --> 50.763248 sigma out 44 active outputs RANK 44 NODE 34 --> 49.806908 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 23 --> 187.79900 sigma in 44 act. ( 186.84422 sig out 1 act.) RANK 2 NODE 26 --> 156.72688 sigma in 44 act. ( 146.84363 sig out 1 act.) RANK 3 NODE 24 --> 144.14781 sigma in 44 act. ( 138.28207 sig out 1 act.) RANK 4 NODE 15 --> 143.12210 sigma in 44 act. ( 142.22047 sig out 1 act.) RANK 5 NODE 35 --> 121.62580 sigma in 44 act. ( 129.40685 sig out 1 act.) RANK 6 NODE 12 --> 102.17850 sigma in 44 act. ( 97.222092 sig out 1 act.) RANK 7 NODE 2 --> 99.609337 sigma in 44 act. ( 89.966789 sig out 1 act.) RANK 8 NODE 6 --> 98.131546 sigma in 44 act. ( 87.970963 sig out 1 act.) RANK 9 NODE 18 --> 95.005913 sigma in 44 act. ( 102.85029 sig out 1 act.) RANK 10 NODE 7 --> 90.718231 sigma in 44 act. ( 72.165543 sig out 1 act.) RANK 11 NODE 38 --> 85.179893 sigma in 44 act. ( 87.313461 sig out 1 act.) RANK 12 NODE 19 --> 85.146751 sigma in 44 act. ( 68.847786 sig out 1 act.) RANK 13 NODE 37 --> 83.593285 sigma in 44 act. ( 72.147034 sig out 1 act.) RANK 14 NODE 11 --> 80.030396 sigma in 44 act. ( 63.122055 sig out 1 act.) RANK 15 NODE 22 --> 76.783455 sigma in 44 act. ( 77.858925 sig out 1 act.) RANK 16 NODE 20 --> 72.386650 sigma in 44 act. ( 62.821091 sig out 1 act.) RANK 17 NODE 32 --> 71.376297 sigma in 44 act. ( 44.144974 sig out 1 act.) RANK 18 NODE 14 --> 71.183586 sigma in 44 act. ( 53.698132 sig out 1 act.) RANK 19 NODE 5 --> 71.108086 sigma in 44 act. ( 51.210186 sig out 1 act.) RANK 20 NODE 39 --> 69.548080 sigma in 44 act. ( 49.852726 sig out 1 act.) RANK 21 NODE 17 --> 69.433983 sigma in 44 act. ( 67.177673 sig out 1 act.) RANK 22 NODE 41 --> 69.210228 sigma in 44 act. ( 42.466072 sig out 1 act.) RANK 23 NODE 1 --> 68.347496 sigma in 44 act. ( 58.417728 sig out 1 act.) RANK 24 NODE 34 --> 65.674461 sigma in 44 act. ( 62.566071 sig out 1 act.) RANK 25 NODE 44 --> 65.089378 sigma in 44 act. ( 31.432922 sig out 1 act.) RANK 26 NODE 27 --> 63.850803 sigma in 44 act. ( 35.778687 sig out 1 act.) RANK 27 NODE 31 --> 62.699738 sigma in 44 act. ( 51.120983 sig out 1 act.) RANK 28 NODE 43 --> 62.428745 sigma in 44 act. ( 21.450510 sig out 1 act.) RANK 29 NODE 25 --> 59.854286 sigma in 44 act. ( 17.125376 sig out 1 act.) RANK 30 NODE 29 --> 59.326069 sigma in 44 act. ( 27.344902 sig out 1 act.) RANK 31 NODE 36 --> 57.570324 sigma in 44 act. ( 36.567898 sig out 1 act.) RANK 32 NODE 40 --> 57.098164 sigma in 44 act. ( 9.1276646 sig out 1 act.) RANK 33 NODE 28 --> 56.547234 sigma in 44 act. ( 15.285725 sig out 1 act.) RANK 34 NODE 4 --> 56.019501 sigma in 44 act. ( 38.969181 sig out 1 act.) RANK 35 NODE 3 --> 55.555984 sigma in 44 act. ( 16.690083 sig out 1 act.) RANK 36 NODE 10 --> 55.528641 sigma in 44 act. ( 38.765438 sig out 1 act.) RANK 37 NODE 30 --> 54.019756 sigma in 44 act. ( 20.430796 sig out 1 act.) RANK 38 NODE 33 --> 53.709335 sigma in 44 act. ( 22.729059 sig out 1 act.) RANK 39 NODE 16 --> 52.305580 sigma in 44 act. ( 19.270260 sig out 1 act.) RANK 40 NODE 42 --> 51.264317 sigma in 44 act. ( 32.611374 sig out 1 act.) RANK 41 NODE 8 --> 48.580524 sigma in 44 act. ( 21.011518 sig out 1 act.) RANK 42 NODE 21 --> 46.614491 sigma in 44 act. ( 15.120461 sig out 1 act.) RANK 43 NODE 13 --> 46.264244 sigma in 44 act. ( 0.31896710 sig out 1 act.) RANK 44 NODE 9 --> 46.087288 sigma in 44 act. ( 23.317245 sig out 1 act.) sorted by output significance RANK 1 NODE 23 --> 186.84422 sigma out 1 act.( 187.79900 sig in 44 act.) RANK 2 NODE 26 --> 146.84363 sigma out 1 act.( 156.72688 sig in 44 act.) RANK 3 NODE 15 --> 142.22047 sigma out 1 act.( 143.12210 sig in 44 act.) RANK 4 NODE 24 --> 138.28207 sigma out 1 act.( 144.14781 sig in 44 act.) RANK 5 NODE 35 --> 129.40685 sigma out 1 act.( 121.62580 sig in 44 act.) RANK 6 NODE 18 --> 102.85029 sigma out 1 act.( 95.005913 sig in 44 act.) RANK 7 NODE 12 --> 97.222092 sigma out 1 act.( 102.17850 sig in 44 act.) RANK 8 NODE 2 --> 89.966789 sigma out 1 act.( 99.609337 sig in 44 act.) RANK 9 NODE 6 --> 87.970963 sigma out 1 act.( 98.131546 sig in 44 act.) RANK 10 NODE 38 --> 87.313461 sigma out 1 act.( 85.179893 sig in 44 act.) RANK 11 NODE 22 --> 77.858925 sigma out 1 act.( 76.783455 sig in 44 act.) RANK 12 NODE 7 --> 72.165543 sigma out 1 act.( 90.718231 sig in 44 act.) RANK 13 NODE 37 --> 72.147034 sigma out 1 act.( 83.593285 sig in 44 act.) RANK 14 NODE 19 --> 68.847786 sigma out 1 act.( 85.146751 sig in 44 act.) RANK 15 NODE 17 --> 67.177673 sigma out 1 act.( 69.433983 sig in 44 act.) RANK 16 NODE 11 --> 63.122055 sigma out 1 act.( 80.030396 sig in 44 act.) RANK 17 NODE 20 --> 62.821091 sigma out 1 act.( 72.386650 sig in 44 act.) RANK 18 NODE 34 --> 62.566071 sigma out 1 act.( 65.674461 sig in 44 act.) RANK 19 NODE 1 --> 58.417728 sigma out 1 act.( 68.347496 sig in 44 act.) RANK 20 NODE 14 --> 53.698132 sigma out 1 act.( 71.183586 sig in 44 act.) RANK 21 NODE 5 --> 51.210186 sigma out 1 act.( 71.108086 sig in 44 act.) RANK 22 NODE 31 --> 51.120983 sigma out 1 act.( 62.699738 sig in 44 act.) RANK 23 NODE 39 --> 49.852726 sigma out 1 act.( 69.548080 sig in 44 act.) RANK 24 NODE 32 --> 44.144974 sigma out 1 act.( 71.376297 sig in 44 act.) RANK 25 NODE 41 --> 42.466072 sigma out 1 act.( 69.210228 sig in 44 act.) RANK 26 NODE 4 --> 38.969181 sigma out 1 act.( 56.019501 sig in 44 act.) RANK 27 NODE 10 --> 38.765438 sigma out 1 act.( 55.528641 sig in 44 act.) RANK 28 NODE 36 --> 36.567898 sigma out 1 act.( 57.570324 sig in 44 act.) RANK 29 NODE 27 --> 35.778687 sigma out 1 act.( 63.850803 sig in 44 act.) RANK 30 NODE 42 --> 32.611374 sigma out 1 act.( 51.264317 sig in 44 act.) RANK 31 NODE 44 --> 31.432922 sigma out 1 act.( 65.089378 sig in 44 act.) RANK 32 NODE 29 --> 27.344902 sigma out 1 act.( 59.326069 sig in 44 act.) RANK 33 NODE 9 --> 23.317245 sigma out 1 act.( 46.087288 sig in 44 act.) RANK 34 NODE 33 --> 22.729059 sigma out 1 act.( 53.709335 sig in 44 act.) RANK 35 NODE 43 --> 21.450510 sigma out 1 act.( 62.428745 sig in 44 act.) RANK 36 NODE 8 --> 21.011518 sigma out 1 act.( 48.580524 sig in 44 act.) RANK 37 NODE 30 --> 20.430796 sigma out 1 act.( 54.019756 sig in 44 act.) RANK 38 NODE 16 --> 19.270260 sigma out 1 act.( 52.305580 sig in 44 act.) RANK 39 NODE 25 --> 17.125376 sigma out 1 act.( 59.854286 sig in 44 act.) RANK 40 NODE 3 --> 16.690083 sigma out 1 act.( 55.555984 sig in 44 act.) RANK 41 NODE 28 --> 15.285725 sigma out 1 act.( 56.547234 sig in 44 act.) RANK 42 NODE 21 --> 15.120461 sigma out 1 act.( 46.614491 sig in 44 act.) RANK 43 NODE 40 --> 9.1276646 sigma out 1 act.( 57.098164 sig in 44 act.) RANK 44 NODE 13 --> 0.31896710 sigma out 1 act.( 46.264244 sig in 44 act.) RANK 1 NODE 1 --> 472.97394 sigma in 44 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 181.67302 sigma out 44 active outputs RANK 2 NODE 5 --> 181.47388 sigma out 44 active outputs RANK 3 NODE 4 --> 159.87209 sigma out 44 active outputs RANK 4 NODE 3 --> 150.67776 sigma out 44 active outputs RANK 5 NODE 7 --> 120.56197 sigma out 44 active outputs RANK 6 NODE 6 --> 105.13015 sigma out 44 active outputs RANK 7 NODE 1 --> 100.75440 sigma out 44 active outputs RANK 8 NODE 8 --> 88.720718 sigma out 44 active outputs RANK 9 NODE 11 --> 78.950478 sigma out 44 active outputs RANK 10 NODE 12 --> 73.777542 sigma out 44 active outputs RANK 11 NODE 9 --> 70.475677 sigma out 44 active outputs RANK 12 NODE 14 --> 64.867485 sigma out 44 active outputs RANK 13 NODE 10 --> 61.098309 sigma out 44 active outputs RANK 14 NODE 17 --> 49.874416 sigma out 44 active outputs RANK 15 NODE 13 --> 49.734192 sigma out 44 active outputs RANK 16 NODE 15 --> 49.032612 sigma out 44 active outputs RANK 17 NODE 18 --> 47.827072 sigma out 44 active outputs RANK 18 NODE 20 --> 46.020279 sigma out 44 active outputs RANK 19 NODE 26 --> 45.889431 sigma out 44 active outputs RANK 20 NODE 19 --> 45.416630 sigma out 44 active outputs RANK 21 NODE 22 --> 44.288994 sigma out 44 active outputs RANK 22 NODE 16 --> 42.559708 sigma out 44 active outputs RANK 23 NODE 25 --> 41.386620 sigma out 44 active outputs RANK 24 NODE 29 --> 40.960342 sigma out 44 active outputs RANK 25 NODE 23 --> 40.068817 sigma out 44 active outputs RANK 26 NODE 21 --> 39.225021 sigma out 44 active outputs RANK 27 NODE 24 --> 39.219360 sigma out 44 active outputs RANK 28 NODE 27 --> 36.193043 sigma out 44 active outputs RANK 29 NODE 30 --> 30.346920 sigma out 44 active outputs RANK 30 NODE 28 --> 28.269007 sigma out 44 active outputs RANK 31 NODE 35 --> 26.412558 sigma out 44 active outputs RANK 32 NODE 38 --> 23.901419 sigma out 44 active outputs RANK 33 NODE 31 --> 23.283792 sigma out 44 active outputs RANK 34 NODE 37 --> 23.065077 sigma out 44 active outputs RANK 35 NODE 40 --> 21.706118 sigma out 44 active outputs RANK 36 NODE 33 --> 21.455883 sigma out 44 active outputs RANK 37 NODE 36 --> 21.445206 sigma out 44 active outputs RANK 38 NODE 32 --> 20.382317 sigma out 44 active outputs RANK 39 NODE 34 --> 17.403223 sigma out 44 active outputs RANK 40 NODE 41 --> 16.646259 sigma out 44 active outputs RANK 41 NODE 39 --> 15.121688 sigma out 44 active outputs RANK 42 NODE 42 --> 13.420454 sigma out 44 active outputs RANK 43 NODE 43 --> 10.826303 sigma out 44 active outputs RANK 44 NODE 44 --> 6.8015223 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 23 --> 206.67647 sigma in 44 act. ( 157.43994 sig out 1 act.) RANK 2 NODE 26 --> 156.51935 sigma in 44 act. ( 128.01459 sig out 1 act.) RANK 3 NODE 24 --> 152.51192 sigma in 44 act. ( 118.21849 sig out 1 act.) RANK 4 NODE 15 --> 137.16106 sigma in 44 act. ( 132.64091 sig out 1 act.) RANK 5 NODE 35 --> 124.03009 sigma in 44 act. ( 109.93046 sig out 1 act.) RANK 6 NODE 6 --> 95.778915 sigma in 44 act. ( 74.911171 sig out 1 act.) RANK 7 NODE 12 --> 92.456108 sigma in 44 act. ( 87.420334 sig out 1 act.) RANK 8 NODE 2 --> 91.167915 sigma in 44 act. ( 76.751358 sig out 1 act.) RANK 9 NODE 18 --> 88.860847 sigma in 44 act. ( 93.037354 sig out 1 act.) RANK 10 NODE 38 --> 75.529274 sigma in 44 act. ( 75.203560 sig out 1 act.) RANK 11 NODE 7 --> 74.555000 sigma in 44 act. ( 63.997337 sig out 1 act.) RANK 12 NODE 37 --> 69.700478 sigma in 44 act. ( 63.619205 sig out 1 act.) RANK 13 NODE 22 --> 63.918289 sigma in 44 act. ( 67.421783 sig out 1 act.) RANK 14 NODE 19 --> 61.426464 sigma in 44 act. ( 60.576809 sig out 1 act.) RANK 15 NODE 17 --> 57.608414 sigma in 44 act. ( 58.608326 sig out 1 act.) RANK 16 NODE 20 --> 56.891735 sigma in 44 act. ( 54.215389 sig out 1 act.) RANK 17 NODE 11 --> 56.276634 sigma in 44 act. ( 54.274075 sig out 1 act.) RANK 18 NODE 34 --> 54.423538 sigma in 44 act. ( 55.752434 sig out 1 act.) RANK 19 NODE 1 --> 54.403942 sigma in 44 act. ( 50.550018 sig out 1 act.) RANK 20 NODE 14 --> 50.296143 sigma in 44 act. ( 46.920143 sig out 1 act.) RANK 21 NODE 5 --> 43.703255 sigma in 44 act. ( 45.731987 sig out 1 act.) RANK 22 NODE 39 --> 41.559715 sigma in 44 act. ( 43.741928 sig out 1 act.) RANK 23 NODE 31 --> 40.199173 sigma in 44 act. ( 44.122646 sig out 1 act.) RANK 24 NODE 32 --> 38.872631 sigma in 44 act. ( 39.296818 sig out 1 act.) RANK 25 NODE 10 --> 34.660221 sigma in 44 act. ( 33.076176 sig out 1 act.) RANK 26 NODE 41 --> 34.486050 sigma in 44 act. ( 37.058376 sig out 1 act.) RANK 27 NODE 27 --> 33.857445 sigma in 44 act. ( 31.321251 sig out 1 act.) RANK 28 NODE 36 --> 33.358719 sigma in 44 act. ( 32.526314 sig out 1 act.) RANK 29 NODE 4 --> 32.728027 sigma in 44 act. ( 32.939781 sig out 1 act.) RANK 30 NODE 42 --> 28.083906 sigma in 44 act. ( 27.255527 sig out 1 act.) RANK 31 NODE 44 --> 25.688122 sigma in 44 act. ( 27.613190 sig out 1 act.) RANK 32 NODE 29 --> 24.469954 sigma in 44 act. ( 23.187483 sig out 1 act.) RANK 33 NODE 43 --> 20.124266 sigma in 44 act. ( 19.160761 sig out 1 act.) RANK 34 NODE 33 --> 19.943920 sigma in 44 act. ( 19.800785 sig out 1 act.) RANK 35 NODE 9 --> 19.657112 sigma in 44 act. ( 19.081827 sig out 1 act.) RANK 36 NODE 30 --> 18.936966 sigma in 44 act. ( 17.742073 sig out 1 act.) RANK 37 NODE 8 --> 16.988300 sigma in 44 act. ( 18.176743 sig out 1 act.) RANK 38 NODE 3 --> 16.833578 sigma in 44 act. ( 14.357810 sig out 1 act.) RANK 39 NODE 16 --> 16.601439 sigma in 44 act. ( 16.684471 sig out 1 act.) RANK 40 NODE 25 --> 16.538517 sigma in 44 act. ( 14.930474 sig out 1 act.) RANK 41 NODE 28 --> 14.865842 sigma in 44 act. ( 13.272446 sig out 1 act.) RANK 42 NODE 21 --> 13.503563 sigma in 44 act. ( 12.533575 sig out 1 act.) RANK 43 NODE 40 --> 10.876719 sigma in 44 act. ( 8.0707483 sig out 1 act.) RANK 44 NODE 13 --> 5.9446774 sigma in 44 act. ( 0.34742314 sig out 1 act.) sorted by output significance RANK 1 NODE 23 --> 157.43994 sigma out 1 act.( 206.67647 sig in 44 act.) RANK 2 NODE 15 --> 132.64091 sigma out 1 act.( 137.16106 sig in 44 act.) RANK 3 NODE 26 --> 128.01459 sigma out 1 act.( 156.51935 sig in 44 act.) RANK 4 NODE 24 --> 118.21849 sigma out 1 act.( 152.51192 sig in 44 act.) RANK 5 NODE 35 --> 109.93046 sigma out 1 act.( 124.03009 sig in 44 act.) RANK 6 NODE 18 --> 93.037354 sigma out 1 act.( 88.860847 sig in 44 act.) RANK 7 NODE 12 --> 87.420334 sigma out 1 act.( 92.456108 sig in 44 act.) RANK 8 NODE 2 --> 76.751358 sigma out 1 act.( 91.167915 sig in 44 act.) RANK 9 NODE 38 --> 75.203560 sigma out 1 act.( 75.529274 sig in 44 act.) RANK 10 NODE 6 --> 74.911171 sigma out 1 act.( 95.778915 sig in 44 act.) RANK 11 NODE 22 --> 67.421783 sigma out 1 act.( 63.918289 sig in 44 act.) RANK 12 NODE 7 --> 63.997337 sigma out 1 act.( 74.555000 sig in 44 act.) RANK 13 NODE 37 --> 63.619205 sigma out 1 act.( 69.700478 sig in 44 act.) RANK 14 NODE 19 --> 60.576809 sigma out 1 act.( 61.426464 sig in 44 act.) RANK 15 NODE 17 --> 58.608326 sigma out 1 act.( 57.608414 sig in 44 act.) RANK 16 NODE 34 --> 55.752434 sigma out 1 act.( 54.423538 sig in 44 act.) RANK 17 NODE 11 --> 54.274075 sigma out 1 act.( 56.276634 sig in 44 act.) RANK 18 NODE 20 --> 54.215389 sigma out 1 act.( 56.891735 sig in 44 act.) RANK 19 NODE 1 --> 50.550018 sigma out 1 act.( 54.403942 sig in 44 act.) RANK 20 NODE 14 --> 46.920143 sigma out 1 act.( 50.296143 sig in 44 act.) RANK 21 NODE 5 --> 45.731987 sigma out 1 act.( 43.703255 sig in 44 act.) RANK 22 NODE 31 --> 44.122646 sigma out 1 act.( 40.199173 sig in 44 act.) RANK 23 NODE 39 --> 43.741928 sigma out 1 act.( 41.559715 sig in 44 act.) RANK 24 NODE 32 --> 39.296818 sigma out 1 act.( 38.872631 sig in 44 act.) RANK 25 NODE 41 --> 37.058376 sigma out 1 act.( 34.486050 sig in 44 act.) RANK 26 NODE 10 --> 33.076176 sigma out 1 act.( 34.660221 sig in 44 act.) RANK 27 NODE 4 --> 32.939781 sigma out 1 act.( 32.728027 sig in 44 act.) RANK 28 NODE 36 --> 32.526314 sigma out 1 act.( 33.358719 sig in 44 act.) RANK 29 NODE 27 --> 31.321251 sigma out 1 act.( 33.857445 sig in 44 act.) RANK 30 NODE 44 --> 27.613190 sigma out 1 act.( 25.688122 sig in 44 act.) RANK 31 NODE 42 --> 27.255527 sigma out 1 act.( 28.083906 sig in 44 act.) RANK 32 NODE 29 --> 23.187483 sigma out 1 act.( 24.469954 sig in 44 act.) RANK 33 NODE 33 --> 19.800785 sigma out 1 act.( 19.943920 sig in 44 act.) RANK 34 NODE 43 --> 19.160761 sigma out 1 act.( 20.124266 sig in 44 act.) RANK 35 NODE 9 --> 19.081827 sigma out 1 act.( 19.657112 sig in 44 act.) RANK 36 NODE 8 --> 18.176743 sigma out 1 act.( 16.988300 sig in 44 act.) RANK 37 NODE 30 --> 17.742073 sigma out 1 act.( 18.936966 sig in 44 act.) RANK 38 NODE 16 --> 16.684471 sigma out 1 act.( 16.601439 sig in 44 act.) RANK 39 NODE 25 --> 14.930474 sigma out 1 act.( 16.538517 sig in 44 act.) RANK 40 NODE 3 --> 14.357810 sigma out 1 act.( 16.833578 sig in 44 act.) RANK 41 NODE 28 --> 13.272446 sigma out 1 act.( 14.865842 sig in 44 act.) RANK 42 NODE 21 --> 12.533575 sigma out 1 act.( 13.503563 sig in 44 act.) RANK 43 NODE 40 --> 8.0707483 sigma out 1 act.( 10.876719 sig in 44 act.) RANK 44 NODE 13 --> 0.34742314 sigma out 1 act.( 5.9446774 sig in 44 act.) RANK 1 NODE 1 --> 412.10837 sigma in 44 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.35551375 *** contribution from regularisation: 1.20093685E-03 *** contribution from error: -0.35671470 *** contribution from DIAG: 1.27531402E-03 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.37278724 *** contribution from regularisation: 3.50206229E-03 *** contribution from error: -0.37628931 *** contribution from DIAG: 1.18923039E-04 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.37548485 *** contribution from regularisation: 2.59297830E-03 *** contribution from error: -0.37807783 *** contribution from DIAG: 1.70784726E-04 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.34299150 *** contribution from regularisation: 2.86488328E-03 *** contribution from error: -0.34585640 *** contribution from DIAG: 1.11254817E-03 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.37526780 *** contribution from regularisation: 2.88509182E-03 *** contribution from error: -0.37815291 *** contribution from DIAG: 1.12902504E-04 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.37621117 *** contribution from regularisation: 2.91944994E-03 *** contribution from error: -0.37913060 *** contribution from DIAG: 1.43565310E-04 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.37764880 *** contribution from regularisation: 2.96463794E-03 *** contribution from error: -0.38061345 *** contribution from DIAG: 1.78206014E-04 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.38027120 *** contribution from regularisation: 3.11098038E-03 *** contribution from error: -0.38338217 *** contribution from DIAG: 2.01911636E-04 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.38195750 *** contribution from regularisation: 3.16092279E-03 *** contribution from error: -0.38511842 *** contribution from DIAG: 1.84707504E-04 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 5 --> 194.81798 sigma out 44 active outputs RANK 2 NODE 3 --> 180.30801 sigma out 44 active outputs RANK 3 NODE 4 --> 166.71907 sigma out 44 active outputs RANK 4 NODE 2 --> 154.75458 sigma out 44 active outputs RANK 5 NODE 7 --> 146.58578 sigma out 44 active outputs RANK 6 NODE 6 --> 125.12028 sigma out 44 active outputs RANK 7 NODE 1 --> 98.976280 sigma out 44 active outputs RANK 8 NODE 8 --> 96.078064 sigma out 44 active outputs RANK 9 NODE 11 --> 82.653763 sigma out 44 active outputs RANK 10 NODE 12 --> 82.434395 sigma out 44 active outputs RANK 11 NODE 9 --> 78.761620 sigma out 44 active outputs RANK 12 NODE 14 --> 71.848068 sigma out 44 active outputs RANK 13 NODE 10 --> 69.658783 sigma out 44 active outputs RANK 14 NODE 18 --> 59.784370 sigma out 44 active outputs RANK 15 NODE 26 --> 58.885452 sigma out 44 active outputs RANK 16 NODE 17 --> 58.492138 sigma out 44 active outputs RANK 17 NODE 13 --> 58.200394 sigma out 44 active outputs RANK 18 NODE 15 --> 56.193478 sigma out 44 active outputs RANK 19 NODE 19 --> 54.110931 sigma out 44 active outputs RANK 20 NODE 20 --> 53.526867 sigma out 44 active outputs RANK 21 NODE 22 --> 52.534473 sigma out 44 active outputs RANK 22 NODE 16 --> 51.249359 sigma out 44 active outputs RANK 23 NODE 29 --> 50.939449 sigma out 44 active outputs RANK 24 NODE 21 --> 47.451183 sigma out 44 active outputs RANK 25 NODE 23 --> 47.171955 sigma out 44 active outputs RANK 26 NODE 25 --> 45.948441 sigma out 44 active outputs RANK 27 NODE 24 --> 45.499100 sigma out 44 active outputs RANK 28 NODE 40 --> 43.687824 sigma out 44 active outputs RANK 29 NODE 27 --> 40.422913 sigma out 44 active outputs RANK 30 NODE 30 --> 37.806461 sigma out 44 active outputs RANK 31 NODE 28 --> 33.512966 sigma out 44 active outputs RANK 32 NODE 35 --> 31.027035 sigma out 44 active outputs RANK 33 NODE 31 --> 28.000330 sigma out 44 active outputs RANK 34 NODE 37 --> 27.871845 sigma out 44 active outputs RANK 35 NODE 38 --> 27.565296 sigma out 44 active outputs RANK 36 NODE 36 --> 25.759819 sigma out 44 active outputs RANK 37 NODE 33 --> 25.578545 sigma out 44 active outputs RANK 38 NODE 32 --> 25.065639 sigma out 44 active outputs RANK 39 NODE 42 --> 24.103527 sigma out 44 active outputs RANK 40 NODE 39 --> 23.024628 sigma out 44 active outputs RANK 41 NODE 34 --> 22.295092 sigma out 44 active outputs RANK 42 NODE 41 --> 20.048018 sigma out 44 active outputs RANK 43 NODE 43 --> 14.910999 sigma out 44 active outputs RANK 44 NODE 44 --> 11.064783 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 23 --> 197.27080 sigma in 44 act. ( 169.08617 sig out 1 act.) RANK 2 NODE 24 --> 161.80672 sigma in 44 act. ( 131.72859 sig out 1 act.) RANK 3 NODE 26 --> 159.41829 sigma in 44 act. ( 129.80286 sig out 1 act.) RANK 4 NODE 15 --> 148.58414 sigma in 44 act. ( 153.08846 sig out 1 act.) RANK 5 NODE 35 --> 141.70540 sigma in 44 act. ( 124.68330 sig out 1 act.) RANK 6 NODE 12 --> 116.74200 sigma in 44 act. ( 109.89561 sig out 1 act.) RANK 7 NODE 18 --> 102.26531 sigma in 44 act. ( 105.15939 sig out 1 act.) RANK 8 NODE 6 --> 102.09759 sigma in 44 act. ( 84.118721 sig out 1 act.) RANK 9 NODE 37 --> 95.435333 sigma in 44 act. ( 86.802490 sig out 1 act.) RANK 10 NODE 38 --> 91.839951 sigma in 44 act. ( 90.995781 sig out 1 act.) RANK 11 NODE 2 --> 89.104797 sigma in 44 act. ( 79.136581 sig out 1 act.) RANK 12 NODE 7 --> 88.437981 sigma in 44 act. ( 76.035812 sig out 1 act.) RANK 13 NODE 34 --> 82.821114 sigma in 44 act. ( 83.011818 sig out 1 act.) RANK 14 NODE 22 --> 81.383842 sigma in 44 act. ( 84.001175 sig out 1 act.) RANK 15 NODE 19 --> 66.934021 sigma in 44 act. ( 65.407013 sig out 1 act.) RANK 16 NODE 1 --> 64.829590 sigma in 44 act. ( 59.281940 sig out 1 act.) RANK 17 NODE 5 --> 62.926659 sigma in 44 act. ( 66.058380 sig out 1 act.) RANK 18 NODE 14 --> 60.630245 sigma in 44 act. ( 58.040077 sig out 1 act.) RANK 19 NODE 17 --> 60.415188 sigma in 44 act. ( 59.970455 sig out 1 act.) RANK 20 NODE 20 --> 57.372589 sigma in 44 act. ( 55.649288 sig out 1 act.) RANK 21 NODE 11 --> 49.339817 sigma in 44 act. ( 49.677349 sig out 1 act.) RANK 22 NODE 31 --> 44.175732 sigma in 44 act. ( 45.999500 sig out 1 act.) RANK 23 NODE 39 --> 43.540245 sigma in 44 act. ( 44.582161 sig out 1 act.) RANK 24 NODE 10 --> 41.209934 sigma in 44 act. ( 39.537876 sig out 1 act.) RANK 25 NODE 42 --> 40.782974 sigma in 44 act. ( 39.235119 sig out 1 act.) RANK 26 NODE 32 --> 40.628056 sigma in 44 act. ( 40.843945 sig out 1 act.) RANK 27 NODE 41 --> 40.524975 sigma in 44 act. ( 42.451015 sig out 1 act.) RANK 28 NODE 36 --> 40.492100 sigma in 44 act. ( 39.918873 sig out 1 act.) RANK 29 NODE 27 --> 35.747971 sigma in 44 act. ( 32.428383 sig out 1 act.) RANK 30 NODE 44 --> 35.266205 sigma in 44 act. ( 36.883743 sig out 1 act.) RANK 31 NODE 4 --> 30.903736 sigma in 44 act. ( 29.993988 sig out 1 act.) RANK 32 NODE 43 --> 28.081812 sigma in 44 act. ( 26.392557 sig out 1 act.) RANK 33 NODE 29 --> 27.093088 sigma in 44 act. ( 24.060341 sig out 1 act.) RANK 34 NODE 33 --> 26.103437 sigma in 44 act. ( 25.099237 sig out 1 act.) RANK 35 NODE 25 --> 23.780819 sigma in 44 act. ( 20.926458 sig out 1 act.) RANK 36 NODE 9 --> 22.587149 sigma in 44 act. ( 21.092857 sig out 1 act.) RANK 37 NODE 28 --> 22.391661 sigma in 44 act. ( 19.317753 sig out 1 act.) RANK 38 NODE 8 --> 20.304239 sigma in 44 act. ( 20.393946 sig out 1 act.) RANK 39 NODE 40 --> 20.246759 sigma in 44 act. ( 16.776646 sig out 1 act.) RANK 40 NODE 21 --> 19.775776 sigma in 44 act. ( 17.422264 sig out 1 act.) RANK 41 NODE 30 --> 19.366894 sigma in 44 act. ( 16.575533 sig out 1 act.) RANK 42 NODE 3 --> 19.207937 sigma in 44 act. ( 14.624235 sig out 1 act.) RANK 43 NODE 13 --> 13.170706 sigma in 44 act. ( 9.6959724 sig out 1 act.) RANK 44 NODE 16 --> 12.384851 sigma in 44 act. ( 7.1587253 sig out 1 act.) sorted by output significance RANK 1 NODE 23 --> 169.08617 sigma out 1 act.( 197.27080 sig in 44 act.) RANK 2 NODE 15 --> 153.08846 sigma out 1 act.( 148.58414 sig in 44 act.) RANK 3 NODE 24 --> 131.72859 sigma out 1 act.( 161.80672 sig in 44 act.) RANK 4 NODE 26 --> 129.80286 sigma out 1 act.( 159.41829 sig in 44 act.) RANK 5 NODE 35 --> 124.68330 sigma out 1 act.( 141.70540 sig in 44 act.) RANK 6 NODE 12 --> 109.89561 sigma out 1 act.( 116.74200 sig in 44 act.) RANK 7 NODE 18 --> 105.15939 sigma out 1 act.( 102.26531 sig in 44 act.) RANK 8 NODE 38 --> 90.995781 sigma out 1 act.( 91.839951 sig in 44 act.) RANK 9 NODE 37 --> 86.802490 sigma out 1 act.( 95.435333 sig in 44 act.) RANK 10 NODE 6 --> 84.118721 sigma out 1 act.( 102.09759 sig in 44 act.) RANK 11 NODE 22 --> 84.001175 sigma out 1 act.( 81.383842 sig in 44 act.) RANK 12 NODE 34 --> 83.011818 sigma out 1 act.( 82.821114 sig in 44 act.) RANK 13 NODE 2 --> 79.136581 sigma out 1 act.( 89.104797 sig in 44 act.) RANK 14 NODE 7 --> 76.035812 sigma out 1 act.( 88.437981 sig in 44 act.) RANK 15 NODE 5 --> 66.058380 sigma out 1 act.( 62.926659 sig in 44 act.) RANK 16 NODE 19 --> 65.407013 sigma out 1 act.( 66.934021 sig in 44 act.) RANK 17 NODE 17 --> 59.970455 sigma out 1 act.( 60.415188 sig in 44 act.) RANK 18 NODE 1 --> 59.281940 sigma out 1 act.( 64.829590 sig in 44 act.) RANK 19 NODE 14 --> 58.040077 sigma out 1 act.( 60.630245 sig in 44 act.) RANK 20 NODE 20 --> 55.649288 sigma out 1 act.( 57.372589 sig in 44 act.) RANK 21 NODE 11 --> 49.677349 sigma out 1 act.( 49.339817 sig in 44 act.) RANK 22 NODE 31 --> 45.999500 sigma out 1 act.( 44.175732 sig in 44 act.) RANK 23 NODE 39 --> 44.582161 sigma out 1 act.( 43.540245 sig in 44 act.) RANK 24 NODE 41 --> 42.451015 sigma out 1 act.( 40.524975 sig in 44 act.) RANK 25 NODE 32 --> 40.843945 sigma out 1 act.( 40.628056 sig in 44 act.) RANK 26 NODE 36 --> 39.918873 sigma out 1 act.( 40.492100 sig in 44 act.) RANK 27 NODE 10 --> 39.537876 sigma out 1 act.( 41.209934 sig in 44 act.) RANK 28 NODE 42 --> 39.235119 sigma out 1 act.( 40.782974 sig in 44 act.) RANK 29 NODE 44 --> 36.883743 sigma out 1 act.( 35.266205 sig in 44 act.) RANK 30 NODE 27 --> 32.428383 sigma out 1 act.( 35.747971 sig in 44 act.) RANK 31 NODE 4 --> 29.993988 sigma out 1 act.( 30.903736 sig in 44 act.) RANK 32 NODE 43 --> 26.392557 sigma out 1 act.( 28.081812 sig in 44 act.) RANK 33 NODE 33 --> 25.099237 sigma out 1 act.( 26.103437 sig in 44 act.) RANK 34 NODE 29 --> 24.060341 sigma out 1 act.( 27.093088 sig in 44 act.) RANK 35 NODE 9 --> 21.092857 sigma out 1 act.( 22.587149 sig in 44 act.) RANK 36 NODE 25 --> 20.926458 sigma out 1 act.( 23.780819 sig in 44 act.) RANK 37 NODE 8 --> 20.393946 sigma out 1 act.( 20.304239 sig in 44 act.) RANK 38 NODE 28 --> 19.317753 sigma out 1 act.( 22.391661 sig in 44 act.) RANK 39 NODE 21 --> 17.422264 sigma out 1 act.( 19.775776 sig in 44 act.) RANK 40 NODE 40 --> 16.776646 sigma out 1 act.( 20.246759 sig in 44 act.) RANK 41 NODE 30 --> 16.575533 sigma out 1 act.( 19.366894 sig in 44 act.) RANK 42 NODE 3 --> 14.624235 sigma out 1 act.( 19.207937 sig in 44 act.) RANK 43 NODE 13 --> 9.6959724 sigma out 1 act.( 13.170706 sig in 44 act.) RANK 44 NODE 16 --> 7.1587253 sigma out 1 act.( 12.384851 sig in 44 act.) RANK 1 NODE 1 --> 467.81912 sigma in 44 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.38297075 *** contribution from regularisation: 3.12294811E-03 *** contribution from error: -0.38609371 *** contribution from DIAG: 1.95115907E-04 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.38394773 *** contribution from regularisation: 3.12343729E-03 *** contribution from error: -0.38707116 *** contribution from DIAG: 2.05238364E-04 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.38510659 *** contribution from regularisation: 3.13438266E-03 *** contribution from error: -0.38824096 *** contribution from DIAG: 2.15046763E-04 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.38635349 *** contribution from regularisation: 3.14213871E-03 *** contribution from error: -0.38949564 *** contribution from DIAG: 2.11683466E-04 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.38685602 *** contribution from regularisation: 3.19881691E-03 *** contribution from error: -0.39005482 *** contribution from DIAG: 2.13582491E-04 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.38806412 *** contribution from regularisation: 3.18803941E-03 *** contribution from error: -0.39125216 *** contribution from DIAG: 2.05648801E-04 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.38853702 *** contribution from regularisation: 3.18759028E-03 *** contribution from error: -0.39172462 *** contribution from DIAG: 1.89833518E-04 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.38950706 *** contribution from regularisation: 3.22758360E-03 *** contribution from error: -0.39273465 *** contribution from DIAG: 1.71536842E-04 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.39044651 *** contribution from regularisation: 3.33011453E-03 *** contribution from error: -0.39377663 *** contribution from DIAG: 1.64002544E-04 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.39193678 *** contribution from regularisation: 3.27119674E-03 *** contribution from error: -0.39520797 *** contribution from DIAG: 1.60894051E-04 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 275.42255 sigma out 44 active outputs RANK 2 NODE 7 --> 257.28290 sigma out 44 active outputs RANK 3 NODE 5 --> 242.48723 sigma out 44 active outputs RANK 4 NODE 2 --> 187.03844 sigma out 44 active outputs RANK 5 NODE 4 --> 178.05200 sigma out 44 active outputs RANK 6 NODE 6 --> 171.93719 sigma out 44 active outputs RANK 7 NODE 8 --> 117.78197 sigma out 44 active outputs RANK 8 NODE 1 --> 114.32259 sigma out 44 active outputs RANK 9 NODE 12 --> 106.56409 sigma out 44 active outputs RANK 10 NODE 11 --> 102.02461 sigma out 44 active outputs RANK 11 NODE 10 --> 99.670883 sigma out 44 active outputs RANK 12 NODE 9 --> 94.647446 sigma out 44 active outputs RANK 13 NODE 18 --> 91.981537 sigma out 44 active outputs RANK 14 NODE 14 --> 77.519348 sigma out 44 active outputs RANK 15 NODE 13 --> 75.693901 sigma out 44 active outputs RANK 16 NODE 15 --> 71.568489 sigma out 44 active outputs RANK 17 NODE 19 --> 67.525322 sigma out 44 active outputs RANK 18 NODE 17 --> 66.094345 sigma out 44 active outputs RANK 19 NODE 16 --> 65.379608 sigma out 44 active outputs RANK 20 NODE 20 --> 62.772171 sigma out 44 active outputs RANK 21 NODE 21 --> 60.625702 sigma out 44 active outputs RANK 22 NODE 22 --> 60.108242 sigma out 44 active outputs RANK 23 NODE 26 --> 55.095222 sigma out 44 active outputs RANK 24 NODE 40 --> 54.181087 sigma out 44 active outputs RANK 25 NODE 23 --> 53.077358 sigma out 44 active outputs RANK 26 NODE 24 --> 50.763420 sigma out 44 active outputs RANK 27 NODE 29 --> 48.087982 sigma out 44 active outputs RANK 28 NODE 25 --> 44.730595 sigma out 44 active outputs RANK 29 NODE 27 --> 41.848091 sigma out 44 active outputs RANK 30 NODE 42 --> 41.185978 sigma out 44 active outputs RANK 31 NODE 28 --> 33.420555 sigma out 44 active outputs RANK 32 NODE 30 --> 32.600807 sigma out 44 active outputs RANK 33 NODE 31 --> 30.618071 sigma out 44 active outputs RANK 34 NODE 35 --> 28.985580 sigma out 44 active outputs RANK 35 NODE 33 --> 28.197248 sigma out 44 active outputs RANK 36 NODE 38 --> 28.033146 sigma out 44 active outputs RANK 37 NODE 32 --> 27.589649 sigma out 44 active outputs RANK 38 NODE 37 --> 27.230873 sigma out 44 active outputs RANK 39 NODE 36 --> 26.675648 sigma out 44 active outputs RANK 40 NODE 39 --> 26.023773 sigma out 44 active outputs RANK 41 NODE 34 --> 23.910088 sigma out 44 active outputs RANK 42 NODE 41 --> 20.210560 sigma out 44 active outputs RANK 43 NODE 43 --> 16.336927 sigma out 44 active outputs RANK 44 NODE 44 --> 13.251749 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 23 --> 215.98450 sigma in 44 act. ( 194.29362 sig out 1 act.) RANK 2 NODE 34 --> 210.94255 sigma in 44 act. ( 207.16615 sig out 1 act.) RANK 3 NODE 15 --> 199.23793 sigma in 44 act. ( 214.66435 sig out 1 act.) RANK 4 NODE 12 --> 196.36859 sigma in 44 act. ( 189.30618 sig out 1 act.) RANK 5 NODE 26 --> 180.12619 sigma in 44 act. ( 164.45300 sig out 1 act.) RANK 6 NODE 24 --> 176.27238 sigma in 44 act. ( 159.46538 sig out 1 act.) RANK 7 NODE 35 --> 156.25658 sigma in 44 act. ( 151.98729 sig out 1 act.) RANK 8 NODE 5 --> 153.80353 sigma in 44 act. ( 155.89493 sig out 1 act.) RANK 9 NODE 18 --> 146.59181 sigma in 44 act. ( 145.40974 sig out 1 act.) RANK 10 NODE 7 --> 142.31810 sigma in 44 act. ( 137.21149 sig out 1 act.) RANK 11 NODE 6 --> 125.61778 sigma in 44 act. ( 109.19559 sig out 1 act.) RANK 12 NODE 37 --> 122.18043 sigma in 44 act. ( 117.58609 sig out 1 act.) RANK 13 NODE 38 --> 107.90722 sigma in 44 act. ( 110.89189 sig out 1 act.) RANK 14 NODE 22 --> 96.809616 sigma in 44 act. ( 106.44181 sig out 1 act.) RANK 15 NODE 2 --> 95.232971 sigma in 44 act. ( 91.547928 sig out 1 act.) RANK 16 NODE 19 --> 88.497559 sigma in 44 act. ( 88.611938 sig out 1 act.) RANK 17 NODE 36 --> 80.306564 sigma in 44 act. ( 87.069435 sig out 1 act.) RANK 18 NODE 1 --> 77.234573 sigma in 44 act. ( 71.565422 sig out 1 act.) RANK 19 NODE 14 --> 62.417171 sigma in 44 act. ( 64.189949 sig out 1 act.) RANK 20 NODE 32 --> 61.053219 sigma in 44 act. ( 65.898552 sig out 1 act.) RANK 21 NODE 17 --> 59.624149 sigma in 44 act. ( 57.946156 sig out 1 act.) RANK 22 NODE 31 --> 59.457973 sigma in 44 act. ( 59.614639 sig out 1 act.) RANK 23 NODE 44 --> 56.716629 sigma in 44 act. ( 61.625149 sig out 1 act.) RANK 24 NODE 20 --> 49.516758 sigma in 44 act. ( 50.478340 sig out 1 act.) RANK 25 NODE 10 --> 49.143520 sigma in 44 act. ( 49.990814 sig out 1 act.) RANK 26 NODE 41 --> 45.310909 sigma in 44 act. ( 48.997925 sig out 1 act.) RANK 27 NODE 43 --> 44.338207 sigma in 44 act. ( 44.575401 sig out 1 act.) RANK 28 NODE 42 --> 43.271606 sigma in 44 act. ( 41.953373 sig out 1 act.) RANK 29 NODE 39 --> 41.123108 sigma in 44 act. ( 40.965519 sig out 1 act.) RANK 30 NODE 11 --> 34.289173 sigma in 44 act. ( 36.177971 sig out 1 act.) RANK 31 NODE 29 --> 33.408031 sigma in 44 act. ( 31.444883 sig out 1 act.) RANK 32 NODE 27 --> 31.185421 sigma in 44 act. ( 28.726587 sig out 1 act.) RANK 33 NODE 33 --> 30.248453 sigma in 44 act. ( 31.269148 sig out 1 act.) RANK 34 NODE 4 --> 28.704628 sigma in 44 act. ( 27.201042 sig out 1 act.) RANK 35 NODE 40 --> 27.051102 sigma in 44 act. ( 25.241852 sig out 1 act.) RANK 36 NODE 25 --> 26.612091 sigma in 44 act. ( 25.699577 sig out 1 act.) RANK 37 NODE 30 --> 24.131643 sigma in 44 act. ( 23.264065 sig out 1 act.) RANK 38 NODE 28 --> 22.670343 sigma in 44 act. ( 19.808836 sig out 1 act.) RANK 39 NODE 8 --> 20.216860 sigma in 44 act. ( 20.566599 sig out 1 act.) RANK 40 NODE 21 --> 19.394470 sigma in 44 act. ( 17.111416 sig out 1 act.) RANK 41 NODE 9 --> 18.996101 sigma in 44 act. ( 17.330198 sig out 1 act.) RANK 42 NODE 3 --> 15.110720 sigma in 44 act. ( 10.228554 sig out 1 act.) RANK 43 NODE 16 --> 14.530688 sigma in 44 act. ( 11.274784 sig out 1 act.) RANK 44 NODE 13 --> 12.340954 sigma in 44 act. ( 9.3684692 sig out 1 act.) sorted by output significance RANK 1 NODE 15 --> 214.66435 sigma out 1 act.( 199.23793 sig in 44 act.) RANK 2 NODE 34 --> 207.16615 sigma out 1 act.( 210.94255 sig in 44 act.) RANK 3 NODE 23 --> 194.29362 sigma out 1 act.( 215.98450 sig in 44 act.) RANK 4 NODE 12 --> 189.30618 sigma out 1 act.( 196.36859 sig in 44 act.) RANK 5 NODE 26 --> 164.45300 sigma out 1 act.( 180.12619 sig in 44 act.) RANK 6 NODE 24 --> 159.46538 sigma out 1 act.( 176.27238 sig in 44 act.) RANK 7 NODE 5 --> 155.89493 sigma out 1 act.( 153.80353 sig in 44 act.) RANK 8 NODE 35 --> 151.98729 sigma out 1 act.( 156.25658 sig in 44 act.) RANK 9 NODE 18 --> 145.40974 sigma out 1 act.( 146.59181 sig in 44 act.) RANK 10 NODE 7 --> 137.21149 sigma out 1 act.( 142.31810 sig in 44 act.) RANK 11 NODE 37 --> 117.58609 sigma out 1 act.( 122.18043 sig in 44 act.) RANK 12 NODE 38 --> 110.89189 sigma out 1 act.( 107.90722 sig in 44 act.) RANK 13 NODE 6 --> 109.19559 sigma out 1 act.( 125.61778 sig in 44 act.) RANK 14 NODE 22 --> 106.44181 sigma out 1 act.( 96.809616 sig in 44 act.) RANK 15 NODE 2 --> 91.547928 sigma out 1 act.( 95.232971 sig in 44 act.) RANK 16 NODE 19 --> 88.611938 sigma out 1 act.( 88.497559 sig in 44 act.) RANK 17 NODE 36 --> 87.069435 sigma out 1 act.( 80.306564 sig in 44 act.) RANK 18 NODE 1 --> 71.565422 sigma out 1 act.( 77.234573 sig in 44 act.) RANK 19 NODE 32 --> 65.898552 sigma out 1 act.( 61.053219 sig in 44 act.) RANK 20 NODE 14 --> 64.189949 sigma out 1 act.( 62.417171 sig in 44 act.) RANK 21 NODE 44 --> 61.625149 sigma out 1 act.( 56.716629 sig in 44 act.) RANK 22 NODE 31 --> 59.614639 sigma out 1 act.( 59.457973 sig in 44 act.) RANK 23 NODE 17 --> 57.946156 sigma out 1 act.( 59.624149 sig in 44 act.) RANK 24 NODE 20 --> 50.478340 sigma out 1 act.( 49.516758 sig in 44 act.) RANK 25 NODE 10 --> 49.990814 sigma out 1 act.( 49.143520 sig in 44 act.) RANK 26 NODE 41 --> 48.997925 sigma out 1 act.( 45.310909 sig in 44 act.) RANK 27 NODE 43 --> 44.575401 sigma out 1 act.( 44.338207 sig in 44 act.) RANK 28 NODE 42 --> 41.953373 sigma out 1 act.( 43.271606 sig in 44 act.) RANK 29 NODE 39 --> 40.965519 sigma out 1 act.( 41.123108 sig in 44 act.) RANK 30 NODE 11 --> 36.177971 sigma out 1 act.( 34.289173 sig in 44 act.) RANK 31 NODE 29 --> 31.444883 sigma out 1 act.( 33.408031 sig in 44 act.) RANK 32 NODE 33 --> 31.269148 sigma out 1 act.( 30.248453 sig in 44 act.) RANK 33 NODE 27 --> 28.726587 sigma out 1 act.( 31.185421 sig in 44 act.) RANK 34 NODE 4 --> 27.201042 sigma out 1 act.( 28.704628 sig in 44 act.) RANK 35 NODE 25 --> 25.699577 sigma out 1 act.( 26.612091 sig in 44 act.) RANK 36 NODE 40 --> 25.241852 sigma out 1 act.( 27.051102 sig in 44 act.) RANK 37 NODE 30 --> 23.264065 sigma out 1 act.( 24.131643 sig in 44 act.) RANK 38 NODE 8 --> 20.566599 sigma out 1 act.( 20.216860 sig in 44 act.) RANK 39 NODE 28 --> 19.808836 sigma out 1 act.( 22.670343 sig in 44 act.) RANK 40 NODE 9 --> 17.330198 sigma out 1 act.( 18.996101 sig in 44 act.) RANK 41 NODE 21 --> 17.111416 sigma out 1 act.( 19.394470 sig in 44 act.) RANK 42 NODE 16 --> 11.274784 sigma out 1 act.( 14.530688 sig in 44 act.) RANK 43 NODE 3 --> 10.228554 sigma out 1 act.( 15.110720 sig in 44 act.) RANK 44 NODE 13 --> 9.3684692 sigma out 1 act.( 12.340954 sig in 44 act.) RANK 1 NODE 1 --> 648.99878 sigma in 44 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.39310065 *** contribution from regularisation: 3.28936987E-03 *** contribution from error: -0.39639002 *** contribution from DIAG: 1.59688658E-04 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.39428899 *** contribution from regularisation: 3.33297113E-03 *** contribution from error: -0.39762196 *** contribution from DIAG: 1.60224721E-04 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.39561620 *** contribution from regularisation: 3.37267946E-03 *** contribution from error: -0.39898887 *** contribution from DIAG: 1.58769399E-04 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.39694482 *** contribution from regularisation: 3.35035822E-03 *** contribution from error: -0.40029517 *** contribution from DIAG: 1.62239987E-04 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.39788800 *** contribution from regularisation: 3.20487795E-03 *** contribution from error: -0.40109289 *** contribution from DIAG: 1.59063900E-04 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.39882761 *** contribution from regularisation: 3.21097812E-03 *** contribution from error: -0.40203860 *** contribution from DIAG: 1.46622871E-04 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.39991486 *** contribution from regularisation: 3.26409936E-03 *** contribution from error: -0.40317896 *** contribution from DIAG: 1.52755791E-04 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.40138632 *** contribution from regularisation: 3.23961838E-03 *** contribution from error: -0.40462595 *** contribution from DIAG: 1.46596096E-04 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.40303835 *** contribution from regularisation: 3.30997817E-03 *** contribution from error: -0.40634832 *** contribution from DIAG: 1.43920988E-04 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.40412518 *** contribution from regularisation: 3.25137354E-03 *** contribution from error: -0.40737656 *** contribution from DIAG: 1.45327736E-04 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 383.55823 sigma out 44 active outputs RANK 2 NODE 5 --> 307.35989 sigma out 44 active outputs RANK 3 NODE 3 --> 299.17627 sigma out 44 active outputs RANK 4 NODE 1 --> 214.75960 sigma out 44 active outputs RANK 5 NODE 8 --> 208.31552 sigma out 44 active outputs RANK 6 NODE 6 --> 207.90233 sigma out 44 active outputs RANK 7 NODE 2 --> 192.17192 sigma out 44 active outputs RANK 8 NODE 4 --> 183.53174 sigma out 44 active outputs RANK 9 NODE 11 --> 181.25523 sigma out 44 active outputs RANK 10 NODE 10 --> 176.60303 sigma out 44 active outputs RANK 11 NODE 9 --> 170.32977 sigma out 44 active outputs RANK 12 NODE 12 --> 151.48067 sigma out 44 active outputs RANK 13 NODE 18 --> 140.02989 sigma out 44 active outputs RANK 14 NODE 13 --> 112.96690 sigma out 44 active outputs RANK 15 NODE 20 --> 86.232010 sigma out 44 active outputs RANK 16 NODE 15 --> 84.441216 sigma out 44 active outputs RANK 17 NODE 14 --> 75.783066 sigma out 44 active outputs RANK 18 NODE 19 --> 74.385597 sigma out 44 active outputs RANK 19 NODE 21 --> 73.695938 sigma out 44 active outputs RANK 20 NODE 26 --> 71.422798 sigma out 44 active outputs RANK 21 NODE 16 --> 69.097542 sigma out 44 active outputs RANK 22 NODE 22 --> 65.853645 sigma out 44 active outputs RANK 23 NODE 17 --> 65.525513 sigma out 44 active outputs RANK 24 NODE 23 --> 59.633316 sigma out 44 active outputs RANK 25 NODE 24 --> 53.611492 sigma out 44 active outputs RANK 26 NODE 29 --> 45.625111 sigma out 44 active outputs RANK 27 NODE 31 --> 41.257477 sigma out 44 active outputs RANK 28 NODE 32 --> 40.153397 sigma out 44 active outputs RANK 29 NODE 28 --> 36.650715 sigma out 44 active outputs RANK 30 NODE 25 --> 36.471195 sigma out 44 active outputs RANK 31 NODE 27 --> 36.254696 sigma out 44 active outputs RANK 32 NODE 40 --> 35.216827 sigma out 44 active outputs RANK 33 NODE 30 --> 34.034340 sigma out 44 active outputs RANK 34 NODE 33 --> 32.967682 sigma out 44 active outputs RANK 35 NODE 36 --> 30.748857 sigma out 44 active outputs RANK 36 NODE 34 --> 28.490929 sigma out 44 active outputs RANK 37 NODE 38 --> 25.617666 sigma out 44 active outputs RANK 38 NODE 37 --> 24.063709 sigma out 44 active outputs RANK 39 NODE 42 --> 23.228889 sigma out 44 active outputs RANK 40 NODE 35 --> 22.972700 sigma out 44 active outputs RANK 41 NODE 39 --> 22.303772 sigma out 44 active outputs RANK 42 NODE 41 --> 17.119549 sigma out 44 active outputs RANK 43 NODE 43 --> 15.310714 sigma out 44 active outputs RANK 44 NODE 44 --> 14.619016 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 34 --> 398.78656 sigma in 44 act. ( 364.56375 sig out 1 act.) RANK 2 NODE 5 --> 348.51852 sigma in 44 act. ( 305.52216 sig out 1 act.) RANK 3 NODE 12 --> 274.42636 sigma in 44 act. ( 260.21048 sig out 1 act.) RANK 4 NODE 18 --> 233.14749 sigma in 44 act. ( 213.31480 sig out 1 act.) RANK 5 NODE 15 --> 221.70636 sigma in 44 act. ( 228.09163 sig out 1 act.) RANK 6 NODE 24 --> 206.14973 sigma in 44 act. ( 182.07240 sig out 1 act.) RANK 7 NODE 7 --> 200.96994 sigma in 44 act. ( 190.57063 sig out 1 act.) RANK 8 NODE 23 --> 181.12402 sigma in 44 act. ( 158.22696 sig out 1 act.) RANK 9 NODE 38 --> 141.66029 sigma in 44 act. ( 140.91481 sig out 1 act.) RANK 10 NODE 37 --> 134.57985 sigma in 44 act. ( 132.52988 sig out 1 act.) RANK 11 NODE 36 --> 133.56390 sigma in 44 act. ( 150.49402 sig out 1 act.) RANK 12 NODE 26 --> 126.85020 sigma in 44 act. ( 119.71006 sig out 1 act.) RANK 13 NODE 19 --> 125.64713 sigma in 44 act. ( 129.38142 sig out 1 act.) RANK 14 NODE 35 --> 121.07043 sigma in 44 act. ( 118.24096 sig out 1 act.) RANK 15 NODE 6 --> 107.12618 sigma in 44 act. ( 91.329773 sig out 1 act.) RANK 16 NODE 43 --> 98.759933 sigma in 44 act. ( 102.57117 sig out 1 act.) RANK 17 NODE 44 --> 84.551582 sigma in 44 act. ( 90.575836 sig out 1 act.) RANK 18 NODE 2 --> 79.117867 sigma in 44 act. ( 73.807449 sig out 1 act.) RANK 19 NODE 31 --> 73.251663 sigma in 44 act. ( 71.491684 sig out 1 act.) RANK 20 NODE 1 --> 73.024887 sigma in 44 act. ( 69.199875 sig out 1 act.) RANK 21 NODE 32 --> 67.623413 sigma in 44 act. ( 72.174995 sig out 1 act.) RANK 22 NODE 14 --> 60.515984 sigma in 44 act. ( 64.444641 sig out 1 act.) RANK 23 NODE 20 --> 58.819054 sigma in 44 act. ( 59.698261 sig out 1 act.) RANK 24 NODE 17 --> 56.549442 sigma in 44 act. ( 53.500973 sig out 1 act.) RANK 25 NODE 29 --> 56.285080 sigma in 44 act. ( 55.468895 sig out 1 act.) RANK 26 NODE 22 --> 56.165565 sigma in 44 act. ( 63.918682 sig out 1 act.) RANK 27 NODE 10 --> 48.756714 sigma in 44 act. ( 51.866383 sig out 1 act.) RANK 28 NODE 41 --> 41.822025 sigma in 44 act. ( 45.430389 sig out 1 act.) RANK 29 NODE 11 --> 38.625736 sigma in 44 act. ( 40.845097 sig out 1 act.) RANK 30 NODE 42 --> 37.556446 sigma in 44 act. ( 36.382877 sig out 1 act.) RANK 31 NODE 27 --> 34.664543 sigma in 44 act. ( 33.530720 sig out 1 act.) RANK 32 NODE 39 --> 34.496548 sigma in 44 act. ( 32.882851 sig out 1 act.) RANK 33 NODE 33 --> 30.678120 sigma in 44 act. ( 33.216873 sig out 1 act.) RANK 34 NODE 30 --> 21.440283 sigma in 44 act. ( 21.256325 sig out 1 act.) RANK 35 NODE 25 --> 20.651434 sigma in 44 act. ( 19.431515 sig out 1 act.) RANK 36 NODE 28 --> 20.570856 sigma in 44 act. ( 18.299244 sig out 1 act.) RANK 37 NODE 16 --> 18.566576 sigma in 44 act. ( 17.471355 sig out 1 act.) RANK 38 NODE 8 --> 15.989367 sigma in 44 act. ( 15.808293 sig out 1 act.) RANK 39 NODE 4 --> 15.762036 sigma in 44 act. ( 13.077332 sig out 1 act.) RANK 40 NODE 13 --> 11.902345 sigma in 44 act. ( 9.9293432 sig out 1 act.) RANK 41 NODE 40 --> 10.782199 sigma in 44 act. ( 4.4488821 sig out 1 act.) RANK 42 NODE 9 --> 10.422692 sigma in 44 act. ( 7.2008128 sig out 1 act.) RANK 43 NODE 21 --> 10.240440 sigma in 44 act. ( 5.8790412 sig out 1 act.) RANK 44 NODE 3 --> 9.4246149 sigma in 44 act. ( 2.8974826 sig out 1 act.) sorted by output significance RANK 1 NODE 34 --> 364.56375 sigma out 1 act.( 398.78656 sig in 44 act.) RANK 2 NODE 5 --> 305.52216 sigma out 1 act.( 348.51852 sig in 44 act.) RANK 3 NODE 12 --> 260.21048 sigma out 1 act.( 274.42636 sig in 44 act.) RANK 4 NODE 15 --> 228.09163 sigma out 1 act.( 221.70636 sig in 44 act.) RANK 5 NODE 18 --> 213.31480 sigma out 1 act.( 233.14749 sig in 44 act.) RANK 6 NODE 7 --> 190.57063 sigma out 1 act.( 200.96994 sig in 44 act.) RANK 7 NODE 24 --> 182.07240 sigma out 1 act.( 206.14973 sig in 44 act.) RANK 8 NODE 23 --> 158.22696 sigma out 1 act.( 181.12402 sig in 44 act.) RANK 9 NODE 36 --> 150.49402 sigma out 1 act.( 133.56390 sig in 44 act.) RANK 10 NODE 38 --> 140.91481 sigma out 1 act.( 141.66029 sig in 44 act.) RANK 11 NODE 37 --> 132.52988 sigma out 1 act.( 134.57985 sig in 44 act.) RANK 12 NODE 19 --> 129.38142 sigma out 1 act.( 125.64713 sig in 44 act.) RANK 13 NODE 26 --> 119.71006 sigma out 1 act.( 126.85020 sig in 44 act.) RANK 14 NODE 35 --> 118.24096 sigma out 1 act.( 121.07043 sig in 44 act.) RANK 15 NODE 43 --> 102.57117 sigma out 1 act.( 98.759933 sig in 44 act.) RANK 16 NODE 6 --> 91.329773 sigma out 1 act.( 107.12618 sig in 44 act.) RANK 17 NODE 44 --> 90.575836 sigma out 1 act.( 84.551582 sig in 44 act.) RANK 18 NODE 2 --> 73.807449 sigma out 1 act.( 79.117867 sig in 44 act.) RANK 19 NODE 32 --> 72.174995 sigma out 1 act.( 67.623413 sig in 44 act.) RANK 20 NODE 31 --> 71.491684 sigma out 1 act.( 73.251663 sig in 44 act.) RANK 21 NODE 1 --> 69.199875 sigma out 1 act.( 73.024887 sig in 44 act.) RANK 22 NODE 14 --> 64.444641 sigma out 1 act.( 60.515984 sig in 44 act.) RANK 23 NODE 22 --> 63.918682 sigma out 1 act.( 56.165565 sig in 44 act.) RANK 24 NODE 20 --> 59.698261 sigma out 1 act.( 58.819054 sig in 44 act.) RANK 25 NODE 29 --> 55.468895 sigma out 1 act.( 56.285080 sig in 44 act.) RANK 26 NODE 17 --> 53.500973 sigma out 1 act.( 56.549442 sig in 44 act.) RANK 27 NODE 10 --> 51.866383 sigma out 1 act.( 48.756714 sig in 44 act.) RANK 28 NODE 41 --> 45.430389 sigma out 1 act.( 41.822025 sig in 44 act.) RANK 29 NODE 11 --> 40.845097 sigma out 1 act.( 38.625736 sig in 44 act.) RANK 30 NODE 42 --> 36.382877 sigma out 1 act.( 37.556446 sig in 44 act.) RANK 31 NODE 27 --> 33.530720 sigma out 1 act.( 34.664543 sig in 44 act.) RANK 32 NODE 33 --> 33.216873 sigma out 1 act.( 30.678120 sig in 44 act.) RANK 33 NODE 39 --> 32.882851 sigma out 1 act.( 34.496548 sig in 44 act.) RANK 34 NODE 30 --> 21.256325 sigma out 1 act.( 21.440283 sig in 44 act.) RANK 35 NODE 25 --> 19.431515 sigma out 1 act.( 20.651434 sig in 44 act.) RANK 36 NODE 28 --> 18.299244 sigma out 1 act.( 20.570856 sig in 44 act.) RANK 37 NODE 16 --> 17.471355 sigma out 1 act.( 18.566576 sig in 44 act.) RANK 38 NODE 8 --> 15.808293 sigma out 1 act.( 15.989367 sig in 44 act.) RANK 39 NODE 4 --> 13.077332 sigma out 1 act.( 15.762036 sig in 44 act.) RANK 40 NODE 13 --> 9.9293432 sigma out 1 act.( 11.902345 sig in 44 act.) RANK 41 NODE 9 --> 7.2008128 sigma out 1 act.( 10.422692 sig in 44 act.) RANK 42 NODE 21 --> 5.8790412 sigma out 1 act.( 10.240440 sig in 44 act.) RANK 43 NODE 40 --> 4.4488821 sigma out 1 act.( 10.782199 sig in 44 act.) RANK 44 NODE 3 --> 2.8974826 sigma out 1 act.( 9.4246149 sig in 44 act.) RANK 1 NODE 1 --> 818.31287 sigma in 44 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.40511695 *** contribution from regularisation: 3.39876348E-03 *** contribution from error: -0.40851572 *** contribution from DIAG: 1.52054155E-04 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.40671501 *** contribution from regularisation: 3.16546485E-03 *** contribution from error: -0.40988046 *** contribution from DIAG: 1.48555380E-04 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.40736941 *** contribution from regularisation: 3.05584492E-03 *** contribution from error: -0.41042525 *** contribution from DIAG: 1.50464461E-04 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.40794778 *** contribution from regularisation: 3.09066568E-03 *** contribution from error: -0.41103846 *** contribution from DIAG: 1.52268898E-04 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.40856147 *** contribution from regularisation: 3.08998232E-03 *** contribution from error: -0.41165146 *** contribution from DIAG: 1.48281513E-04 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.40945110 *** contribution from regularisation: 3.12795397E-03 *** contribution from error: -0.41257906 *** contribution from DIAG: 1.45680679E-04 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.41020927 *** contribution from regularisation: 3.13504902E-03 *** contribution from error: -0.41334432 *** contribution from DIAG: 1.46120496E-04 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.41067120 *** contribution from regularisation: 3.11632012E-03 *** contribution from error: -0.41378751 *** contribution from DIAG: 1.46358841E-04 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.41130778 *** contribution from regularisation: 3.14727775E-03 *** contribution from error: -0.41445506 *** contribution from DIAG: 1.46571168E-04 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.41146103 *** contribution from regularisation: 3.21296696E-03 *** contribution from error: -0.41467398 *** contribution from DIAG: 1.63210265E-04 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 438.15887 sigma out 44 active outputs RANK 2 NODE 3 --> 338.55283 sigma out 44 active outputs RANK 3 NODE 5 --> 308.87976 sigma out 44 active outputs RANK 4 NODE 1 --> 281.30429 sigma out 44 active outputs RANK 5 NODE 8 --> 260.13428 sigma out 44 active outputs RANK 6 NODE 11 --> 220.95808 sigma out 44 active outputs RANK 7 NODE 10 --> 220.15634 sigma out 44 active outputs RANK 8 NODE 6 --> 212.65340 sigma out 44 active outputs RANK 9 NODE 2 --> 206.66177 sigma out 44 active outputs RANK 10 NODE 4 --> 198.42352 sigma out 44 active outputs RANK 11 NODE 9 --> 196.09683 sigma out 44 active outputs RANK 12 NODE 12 --> 169.58430 sigma out 44 active outputs RANK 13 NODE 18 --> 149.93091 sigma out 44 active outputs RANK 14 NODE 13 --> 122.86298 sigma out 44 active outputs RANK 15 NODE 20 --> 111.61094 sigma out 44 active outputs RANK 16 NODE 26 --> 96.070526 sigma out 44 active outputs RANK 17 NODE 19 --> 86.746902 sigma out 44 active outputs RANK 18 NODE 21 --> 85.869835 sigma out 44 active outputs RANK 19 NODE 22 --> 82.064468 sigma out 44 active outputs RANK 20 NODE 14 --> 80.765694 sigma out 44 active outputs RANK 21 NODE 15 --> 73.558083 sigma out 44 active outputs RANK 22 NODE 17 --> 71.296577 sigma out 44 active outputs RANK 23 NODE 23 --> 70.378716 sigma out 44 active outputs RANK 24 NODE 16 --> 70.305885 sigma out 44 active outputs RANK 25 NODE 24 --> 58.199402 sigma out 44 active outputs RANK 26 NODE 31 --> 52.354042 sigma out 44 active outputs RANK 27 NODE 29 --> 49.046764 sigma out 44 active outputs RANK 28 NODE 30 --> 48.013050 sigma out 44 active outputs RANK 29 NODE 28 --> 43.615910 sigma out 44 active outputs RANK 30 NODE 33 --> 40.833794 sigma out 44 active outputs RANK 31 NODE 25 --> 39.948257 sigma out 44 active outputs RANK 32 NODE 27 --> 38.696671 sigma out 44 active outputs RANK 33 NODE 32 --> 37.976555 sigma out 44 active outputs RANK 34 NODE 40 --> 37.223930 sigma out 44 active outputs RANK 35 NODE 36 --> 35.549313 sigma out 44 active outputs RANK 36 NODE 34 --> 30.024315 sigma out 44 active outputs RANK 37 NODE 38 --> 26.371498 sigma out 44 active outputs RANK 38 NODE 39 --> 26.198355 sigma out 44 active outputs RANK 39 NODE 37 --> 24.038000 sigma out 44 active outputs RANK 40 NODE 35 --> 23.604927 sigma out 44 active outputs RANK 41 NODE 42 --> 21.885410 sigma out 44 active outputs RANK 42 NODE 41 --> 19.017424 sigma out 44 active outputs RANK 43 NODE 43 --> 16.240040 sigma out 44 active outputs RANK 44 NODE 44 --> 14.642463 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 465.10669 sigma in 44 act. ( 385.04398 sig out 1 act.) RANK 2 NODE 34 --> 413.20358 sigma in 44 act. ( 389.81308 sig out 1 act.) RANK 3 NODE 12 --> 307.94409 sigma in 44 act. ( 292.56396 sig out 1 act.) RANK 4 NODE 18 --> 288.36435 sigma in 44 act. ( 251.63077 sig out 1 act.) RANK 5 NODE 7 --> 231.84923 sigma in 44 act. ( 225.57544 sig out 1 act.) RANK 6 NODE 24 --> 229.40196 sigma in 44 act. ( 202.83331 sig out 1 act.) RANK 7 NODE 15 --> 214.23512 sigma in 44 act. ( 216.52850 sig out 1 act.) RANK 8 NODE 38 --> 184.45825 sigma in 44 act. ( 189.09717 sig out 1 act.) RANK 9 NODE 23 --> 177.46657 sigma in 44 act. ( 161.30707 sig out 1 act.) RANK 10 NODE 36 --> 159.72331 sigma in 44 act. ( 170.49069 sig out 1 act.) RANK 11 NODE 37 --> 153.29358 sigma in 44 act. ( 147.62508 sig out 1 act.) RANK 12 NODE 26 --> 140.65649 sigma in 44 act. ( 134.02226 sig out 1 act.) RANK 13 NODE 43 --> 131.62346 sigma in 44 act. ( 135.62898 sig out 1 act.) RANK 14 NODE 19 --> 130.67534 sigma in 44 act. ( 133.75543 sig out 1 act.) RANK 15 NODE 35 --> 110.74535 sigma in 44 act. ( 109.33198 sig out 1 act.) RANK 16 NODE 6 --> 94.191010 sigma in 44 act. ( 81.675804 sig out 1 act.) RANK 17 NODE 44 --> 91.666359 sigma in 44 act. ( 95.113098 sig out 1 act.) RANK 18 NODE 2 --> 81.320107 sigma in 44 act. ( 76.842346 sig out 1 act.) RANK 19 NODE 20 --> 80.199181 sigma in 44 act. ( 81.137825 sig out 1 act.) RANK 20 NODE 31 --> 78.749084 sigma in 44 act. ( 77.735306 sig out 1 act.) RANK 21 NODE 1 --> 76.302010 sigma in 44 act. ( 73.821877 sig out 1 act.) RANK 22 NODE 29 --> 74.465927 sigma in 44 act. ( 72.652206 sig out 1 act.) RANK 23 NODE 10 --> 69.100105 sigma in 44 act. ( 75.725449 sig out 1 act.) RANK 24 NODE 32 --> 66.194351 sigma in 44 act. ( 69.295021 sig out 1 act.) RANK 25 NODE 17 --> 61.775993 sigma in 44 act. ( 59.229420 sig out 1 act.) RANK 26 NODE 14 --> 57.515968 sigma in 44 act. ( 61.513180 sig out 1 act.) RANK 27 NODE 41 --> 42.589790 sigma in 44 act. ( 45.867313 sig out 1 act.) RANK 28 NODE 22 --> 41.227459 sigma in 44 act. ( 47.672688 sig out 1 act.) RANK 29 NODE 11 --> 38.976925 sigma in 44 act. ( 39.787731 sig out 1 act.) RANK 30 NODE 42 --> 34.742645 sigma in 44 act. ( 33.766327 sig out 1 act.) RANK 31 NODE 27 --> 33.972404 sigma in 44 act. ( 33.171917 sig out 1 act.) RANK 32 NODE 33 --> 29.637796 sigma in 44 act. ( 32.103634 sig out 1 act.) RANK 33 NODE 39 --> 27.832294 sigma in 44 act. ( 26.012337 sig out 1 act.) RANK 34 NODE 28 --> 23.531618 sigma in 44 act. ( 21.993605 sig out 1 act.) RANK 35 NODE 25 --> 22.920286 sigma in 44 act. ( 22.550274 sig out 1 act.) RANK 36 NODE 30 --> 21.964060 sigma in 44 act. ( 22.244448 sig out 1 act.) RANK 37 NODE 8 --> 18.412909 sigma in 44 act. ( 18.807409 sig out 1 act.) RANK 38 NODE 4 --> 18.403503 sigma in 44 act. ( 16.175343 sig out 1 act.) RANK 39 NODE 13 --> 17.916246 sigma in 44 act. ( 17.223507 sig out 1 act.) RANK 40 NODE 9 --> 14.913133 sigma in 44 act. ( 13.069020 sig out 1 act.) RANK 41 NODE 16 --> 13.892991 sigma in 44 act. ( 12.302812 sig out 1 act.) RANK 42 NODE 21 --> 10.492239 sigma in 44 act. ( 6.8952084 sig out 1 act.) RANK 43 NODE 40 --> 9.2754660 sigma in 44 act. ( 2.0716047 sig out 1 act.) RANK 44 NODE 3 --> 8.1625385 sigma in 44 act. ( 1.3710454 sig out 1 act.) sorted by output significance RANK 1 NODE 34 --> 389.81308 sigma out 1 act.( 413.20358 sig in 44 act.) RANK 2 NODE 5 --> 385.04398 sigma out 1 act.( 465.10669 sig in 44 act.) RANK 3 NODE 12 --> 292.56396 sigma out 1 act.( 307.94409 sig in 44 act.) RANK 4 NODE 18 --> 251.63077 sigma out 1 act.( 288.36435 sig in 44 act.) RANK 5 NODE 7 --> 225.57544 sigma out 1 act.( 231.84923 sig in 44 act.) RANK 6 NODE 15 --> 216.52850 sigma out 1 act.( 214.23512 sig in 44 act.) RANK 7 NODE 24 --> 202.83331 sigma out 1 act.( 229.40196 sig in 44 act.) RANK 8 NODE 38 --> 189.09717 sigma out 1 act.( 184.45825 sig in 44 act.) RANK 9 NODE 36 --> 170.49069 sigma out 1 act.( 159.72331 sig in 44 act.) RANK 10 NODE 23 --> 161.30707 sigma out 1 act.( 177.46657 sig in 44 act.) RANK 11 NODE 37 --> 147.62508 sigma out 1 act.( 153.29358 sig in 44 act.) RANK 12 NODE 43 --> 135.62898 sigma out 1 act.( 131.62346 sig in 44 act.) RANK 13 NODE 26 --> 134.02226 sigma out 1 act.( 140.65649 sig in 44 act.) RANK 14 NODE 19 --> 133.75543 sigma out 1 act.( 130.67534 sig in 44 act.) RANK 15 NODE 35 --> 109.33198 sigma out 1 act.( 110.74535 sig in 44 act.) RANK 16 NODE 44 --> 95.113098 sigma out 1 act.( 91.666359 sig in 44 act.) RANK 17 NODE 6 --> 81.675804 sigma out 1 act.( 94.191010 sig in 44 act.) RANK 18 NODE 20 --> 81.137825 sigma out 1 act.( 80.199181 sig in 44 act.) RANK 19 NODE 31 --> 77.735306 sigma out 1 act.( 78.749084 sig in 44 act.) RANK 20 NODE 2 --> 76.842346 sigma out 1 act.( 81.320107 sig in 44 act.) RANK 21 NODE 10 --> 75.725449 sigma out 1 act.( 69.100105 sig in 44 act.) RANK 22 NODE 1 --> 73.821877 sigma out 1 act.( 76.302010 sig in 44 act.) RANK 23 NODE 29 --> 72.652206 sigma out 1 act.( 74.465927 sig in 44 act.) RANK 24 NODE 32 --> 69.295021 sigma out 1 act.( 66.194351 sig in 44 act.) RANK 25 NODE 14 --> 61.513180 sigma out 1 act.( 57.515968 sig in 44 act.) RANK 26 NODE 17 --> 59.229420 sigma out 1 act.( 61.775993 sig in 44 act.) RANK 27 NODE 22 --> 47.672688 sigma out 1 act.( 41.227459 sig in 44 act.) RANK 28 NODE 41 --> 45.867313 sigma out 1 act.( 42.589790 sig in 44 act.) RANK 29 NODE 11 --> 39.787731 sigma out 1 act.( 38.976925 sig in 44 act.) RANK 30 NODE 42 --> 33.766327 sigma out 1 act.( 34.742645 sig in 44 act.) RANK 31 NODE 27 --> 33.171917 sigma out 1 act.( 33.972404 sig in 44 act.) RANK 32 NODE 33 --> 32.103634 sigma out 1 act.( 29.637796 sig in 44 act.) RANK 33 NODE 39 --> 26.012337 sigma out 1 act.( 27.832294 sig in 44 act.) RANK 34 NODE 25 --> 22.550274 sigma out 1 act.( 22.920286 sig in 44 act.) RANK 35 NODE 30 --> 22.244448 sigma out 1 act.( 21.964060 sig in 44 act.) RANK 36 NODE 28 --> 21.993605 sigma out 1 act.( 23.531618 sig in 44 act.) RANK 37 NODE 8 --> 18.807409 sigma out 1 act.( 18.412909 sig in 44 act.) RANK 38 NODE 13 --> 17.223507 sigma out 1 act.( 17.916246 sig in 44 act.) RANK 39 NODE 4 --> 16.175343 sigma out 1 act.( 18.403503 sig in 44 act.) RANK 40 NODE 9 --> 13.069020 sigma out 1 act.( 14.913133 sig in 44 act.) RANK 41 NODE 16 --> 12.302812 sigma out 1 act.( 13.892991 sig in 44 act.) RANK 42 NODE 21 --> 6.8952084 sigma out 1 act.( 10.492239 sig in 44 act.) RANK 43 NODE 40 --> 2.0716047 sigma out 1 act.( 9.2754660 sig in 44 act.) RANK 44 NODE 3 --> 1.3710454 sigma out 1 act.( 8.1625385 sig in 44 act.) RANK 1 NODE 1 --> 917.80219 sigma in 44 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.41232547 *** contribution from regularisation: 3.14853946E-03 *** contribution from error: -0.41547400 *** contribution from DIAG: 1.54804569E-04 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.41273379 *** contribution from regularisation: 3.17040761E-03 *** contribution from error: -0.41590419 *** contribution from DIAG: 1.53417175E-04 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.41305128 *** contribution from regularisation: 3.19040706E-03 *** contribution from error: -0.41624168 *** contribution from DIAG: 1.56503200E-04 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.41352454 *** contribution from regularisation: 3.21493414E-03 *** contribution from error: -0.41673946 *** contribution from DIAG: 1.64846700E-04 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.41400498 *** contribution from regularisation: 3.23732151E-03 *** contribution from error: -0.41724229 *** contribution from DIAG: 1.72492117E-04 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.41436753 *** contribution from regularisation: 3.19549860E-03 *** contribution from error: -0.41756302 *** contribution from DIAG: 1.68729312E-04 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.41476315 *** contribution from regularisation: 3.19984043E-03 *** contribution from error: -0.41796300 *** contribution from DIAG: 1.65318386E-04 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.41429004 *** contribution from regularisation: 3.27947293E-03 *** contribution from error: -0.41756952 *** contribution from DIAG: 1.71145730E-04 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.41495690 *** contribution from regularisation: 3.21524986E-03 *** contribution from error: -0.41817215 *** contribution from DIAG: 1.67059421E-04 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.41522786 *** contribution from regularisation: 3.24277580E-03 *** contribution from error: -0.41847062 *** contribution from DIAG: 1.68700673E-04 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 479.37750 sigma out 44 active outputs RANK 2 NODE 3 --> 381.88174 sigma out 44 active outputs RANK 3 NODE 1 --> 346.83569 sigma out 44 active outputs RANK 4 NODE 5 --> 336.98657 sigma out 44 active outputs RANK 5 NODE 8 --> 298.17087 sigma out 44 active outputs RANK 6 NODE 11 --> 255.31900 sigma out 44 active outputs RANK 7 NODE 10 --> 253.28677 sigma out 44 active outputs RANK 8 NODE 6 --> 235.68155 sigma out 44 active outputs RANK 9 NODE 4 --> 226.94316 sigma out 44 active outputs RANK 10 NODE 2 --> 226.63965 sigma out 44 active outputs RANK 11 NODE 9 --> 212.77594 sigma out 44 active outputs RANK 12 NODE 12 --> 181.80501 sigma out 44 active outputs RANK 13 NODE 18 --> 162.14668 sigma out 44 active outputs RANK 14 NODE 20 --> 137.75577 sigma out 44 active outputs RANK 15 NODE 13 --> 134.18954 sigma out 44 active outputs RANK 16 NODE 26 --> 122.04935 sigma out 44 active outputs RANK 17 NODE 21 --> 108.13609 sigma out 44 active outputs RANK 18 NODE 22 --> 103.21025 sigma out 44 active outputs RANK 19 NODE 19 --> 98.979103 sigma out 44 active outputs RANK 20 NODE 14 --> 88.028252 sigma out 44 active outputs RANK 21 NODE 23 --> 83.442116 sigma out 44 active outputs RANK 22 NODE 17 --> 78.535568 sigma out 44 active outputs RANK 23 NODE 16 --> 75.559212 sigma out 44 active outputs RANK 24 NODE 15 --> 70.668533 sigma out 44 active outputs RANK 25 NODE 31 --> 69.523582 sigma out 44 active outputs RANK 26 NODE 30 --> 68.730148 sigma out 44 active outputs RANK 27 NODE 24 --> 63.970562 sigma out 44 active outputs RANK 28 NODE 29 --> 56.421093 sigma out 44 active outputs RANK 29 NODE 25 --> 54.117287 sigma out 44 active outputs RANK 30 NODE 28 --> 53.370506 sigma out 44 active outputs RANK 31 NODE 33 --> 52.700874 sigma out 44 active outputs RANK 32 NODE 36 --> 46.852108 sigma out 44 active outputs RANK 33 NODE 27 --> 42.379971 sigma out 44 active outputs RANK 34 NODE 32 --> 40.465275 sigma out 44 active outputs RANK 35 NODE 40 --> 39.189396 sigma out 44 active outputs RANK 36 NODE 34 --> 35.136471 sigma out 44 active outputs RANK 37 NODE 39 --> 29.025541 sigma out 44 active outputs RANK 38 NODE 38 --> 26.930504 sigma out 44 active outputs RANK 39 NODE 37 --> 26.835758 sigma out 44 active outputs RANK 40 NODE 35 --> 25.747484 sigma out 44 active outputs RANK 41 NODE 42 --> 24.138489 sigma out 44 active outputs RANK 42 NODE 41 --> 23.543674 sigma out 44 active outputs RANK 43 NODE 43 --> 17.441835 sigma out 44 active outputs RANK 44 NODE 44 --> 14.594616 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 570.24756 sigma in 44 act. ( 438.22186 sig out 1 act.) RANK 2 NODE 34 --> 465.87070 sigma in 44 act. ( 420.50348 sig out 1 act.) RANK 3 NODE 12 --> 334.96347 sigma in 44 act. ( 306.15945 sig out 1 act.) RANK 4 NODE 18 --> 322.55167 sigma in 44 act. ( 269.54449 sig out 1 act.) RANK 5 NODE 7 --> 250.62325 sigma in 44 act. ( 257.33310 sig out 1 act.) RANK 6 NODE 15 --> 217.32428 sigma in 44 act. ( 220.94060 sig out 1 act.) RANK 7 NODE 24 --> 214.80650 sigma in 44 act. ( 196.85245 sig out 1 act.) RANK 8 NODE 38 --> 213.08342 sigma in 44 act. ( 220.87709 sig out 1 act.) RANK 9 NODE 36 --> 187.86101 sigma in 44 act. ( 193.80463 sig out 1 act.) RANK 10 NODE 23 --> 185.93288 sigma in 44 act. ( 174.44733 sig out 1 act.) RANK 11 NODE 26 --> 175.87573 sigma in 44 act. ( 170.23167 sig out 1 act.) RANK 12 NODE 37 --> 165.10924 sigma in 44 act. ( 159.85396 sig out 1 act.) RANK 13 NODE 43 --> 157.50473 sigma in 44 act. ( 158.56805 sig out 1 act.) RANK 14 NODE 19 --> 143.57460 sigma in 44 act. ( 144.51094 sig out 1 act.) RANK 15 NODE 35 --> 114.90667 sigma in 44 act. ( 114.87699 sig out 1 act.) RANK 16 NODE 20 --> 105.52634 sigma in 44 act. ( 104.44012 sig out 1 act.) RANK 17 NODE 44 --> 104.36314 sigma in 44 act. ( 108.72154 sig out 1 act.) RANK 18 NODE 6 --> 92.105827 sigma in 44 act. ( 81.991058 sig out 1 act.) RANK 19 NODE 2 --> 90.004326 sigma in 44 act. ( 86.187851 sig out 1 act.) RANK 20 NODE 31 --> 89.338913 sigma in 44 act. ( 89.155991 sig out 1 act.) RANK 21 NODE 29 --> 85.512802 sigma in 44 act. ( 82.870865 sig out 1 act.) RANK 22 NODE 10 --> 84.749657 sigma in 44 act. ( 92.519081 sig out 1 act.) RANK 23 NODE 1 --> 77.828644 sigma in 44 act. ( 76.809669 sig out 1 act.) RANK 24 NODE 32 --> 74.983841 sigma in 44 act. ( 77.835510 sig out 1 act.) RANK 25 NODE 17 --> 67.621658 sigma in 44 act. ( 65.917053 sig out 1 act.) RANK 26 NODE 14 --> 61.915215 sigma in 44 act. ( 66.537651 sig out 1 act.) RANK 27 NODE 41 --> 57.384407 sigma in 44 act. ( 61.544827 sig out 1 act.) RANK 28 NODE 11 --> 41.733883 sigma in 44 act. ( 42.416683 sig out 1 act.) RANK 29 NODE 22 --> 40.214947 sigma in 44 act. ( 46.845638 sig out 1 act.) RANK 30 NODE 42 --> 37.072487 sigma in 44 act. ( 36.060146 sig out 1 act.) RANK 31 NODE 33 --> 36.009598 sigma in 44 act. ( 39.519871 sig out 1 act.) RANK 32 NODE 25 --> 35.190151 sigma in 44 act. ( 36.376114 sig out 1 act.) RANK 33 NODE 39 --> 34.900276 sigma in 44 act. ( 33.356606 sig out 1 act.) RANK 34 NODE 27 --> 34.162041 sigma in 44 act. ( 33.654343 sig out 1 act.) RANK 35 NODE 28 --> 30.274876 sigma in 44 act. ( 29.452496 sig out 1 act.) RANK 36 NODE 30 --> 27.111246 sigma in 44 act. ( 28.277824 sig out 1 act.) RANK 37 NODE 4 --> 24.093763 sigma in 44 act. ( 21.981789 sig out 1 act.) RANK 38 NODE 8 --> 20.925072 sigma in 44 act. ( 21.490019 sig out 1 act.) RANK 39 NODE 13 --> 20.155998 sigma in 44 act. ( 19.745659 sig out 1 act.) RANK 40 NODE 9 --> 17.372084 sigma in 44 act. ( 15.988078 sig out 1 act.) RANK 41 NODE 16 --> 15.152957 sigma in 44 act. ( 14.016331 sig out 1 act.) RANK 42 NODE 21 --> 11.637033 sigma in 44 act. ( 8.6160326 sig out 1 act.) RANK 43 NODE 40 --> 10.065041 sigma in 44 act. ( 5.3263040 sig out 1 act.) RANK 44 NODE 3 --> 8.7261238 sigma in 44 act. ( 4.0831785 sig out 1 act.) sorted by output significance RANK 1 NODE 5 --> 438.22186 sigma out 1 act.( 570.24756 sig in 44 act.) RANK 2 NODE 34 --> 420.50348 sigma out 1 act.( 465.87070 sig in 44 act.) RANK 3 NODE 12 --> 306.15945 sigma out 1 act.( 334.96347 sig in 44 act.) RANK 4 NODE 18 --> 269.54449 sigma out 1 act.( 322.55167 sig in 44 act.) RANK 5 NODE 7 --> 257.33310 sigma out 1 act.( 250.62325 sig in 44 act.) RANK 6 NODE 15 --> 220.94060 sigma out 1 act.( 217.32428 sig in 44 act.) RANK 7 NODE 38 --> 220.87709 sigma out 1 act.( 213.08342 sig in 44 act.) RANK 8 NODE 24 --> 196.85245 sigma out 1 act.( 214.80650 sig in 44 act.) RANK 9 NODE 36 --> 193.80463 sigma out 1 act.( 187.86101 sig in 44 act.) RANK 10 NODE 23 --> 174.44733 sigma out 1 act.( 185.93288 sig in 44 act.) RANK 11 NODE 26 --> 170.23167 sigma out 1 act.( 175.87573 sig in 44 act.) RANK 12 NODE 37 --> 159.85396 sigma out 1 act.( 165.10924 sig in 44 act.) RANK 13 NODE 43 --> 158.56805 sigma out 1 act.( 157.50473 sig in 44 act.) RANK 14 NODE 19 --> 144.51094 sigma out 1 act.( 143.57460 sig in 44 act.) RANK 15 NODE 35 --> 114.87699 sigma out 1 act.( 114.90667 sig in 44 act.) RANK 16 NODE 44 --> 108.72154 sigma out 1 act.( 104.36314 sig in 44 act.) RANK 17 NODE 20 --> 104.44012 sigma out 1 act.( 105.52634 sig in 44 act.) RANK 18 NODE 10 --> 92.519081 sigma out 1 act.( 84.749657 sig in 44 act.) RANK 19 NODE 31 --> 89.155991 sigma out 1 act.( 89.338913 sig in 44 act.) RANK 20 NODE 2 --> 86.187851 sigma out 1 act.( 90.004326 sig in 44 act.) RANK 21 NODE 29 --> 82.870865 sigma out 1 act.( 85.512802 sig in 44 act.) RANK 22 NODE 6 --> 81.991058 sigma out 1 act.( 92.105827 sig in 44 act.) RANK 23 NODE 32 --> 77.835510 sigma out 1 act.( 74.983841 sig in 44 act.) RANK 24 NODE 1 --> 76.809669 sigma out 1 act.( 77.828644 sig in 44 act.) RANK 25 NODE 14 --> 66.537651 sigma out 1 act.( 61.915215 sig in 44 act.) RANK 26 NODE 17 --> 65.917053 sigma out 1 act.( 67.621658 sig in 44 act.) RANK 27 NODE 41 --> 61.544827 sigma out 1 act.( 57.384407 sig in 44 act.) RANK 28 NODE 22 --> 46.845638 sigma out 1 act.( 40.214947 sig in 44 act.) RANK 29 NODE 11 --> 42.416683 sigma out 1 act.( 41.733883 sig in 44 act.) RANK 30 NODE 33 --> 39.519871 sigma out 1 act.( 36.009598 sig in 44 act.) RANK 31 NODE 25 --> 36.376114 sigma out 1 act.( 35.190151 sig in 44 act.) RANK 32 NODE 42 --> 36.060146 sigma out 1 act.( 37.072487 sig in 44 act.) RANK 33 NODE 27 --> 33.654343 sigma out 1 act.( 34.162041 sig in 44 act.) RANK 34 NODE 39 --> 33.356606 sigma out 1 act.( 34.900276 sig in 44 act.) RANK 35 NODE 28 --> 29.452496 sigma out 1 act.( 30.274876 sig in 44 act.) RANK 36 NODE 30 --> 28.277824 sigma out 1 act.( 27.111246 sig in 44 act.) RANK 37 NODE 4 --> 21.981789 sigma out 1 act.( 24.093763 sig in 44 act.) RANK 38 NODE 8 --> 21.490019 sigma out 1 act.( 20.925072 sig in 44 act.) RANK 39 NODE 13 --> 19.745659 sigma out 1 act.( 20.155998 sig in 44 act.) RANK 40 NODE 9 --> 15.988078 sigma out 1 act.( 17.372084 sig in 44 act.) RANK 41 NODE 16 --> 14.016331 sigma out 1 act.( 15.152957 sig in 44 act.) RANK 42 NODE 21 --> 8.6160326 sigma out 1 act.( 11.637033 sig in 44 act.) RANK 43 NODE 40 --> 5.3263040 sigma out 1 act.( 10.065041 sig in 44 act.) RANK 44 NODE 3 --> 4.0831785 sigma out 1 act.( 8.7261238 sig in 44 act.) RANK 1 NODE 1 --> 1009.1290 sigma in 44 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.41565695 *** contribution from regularisation: 3.29348119E-03 *** contribution from error: -0.41895044 *** contribution from DIAG: 1.72139145E-04 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.41583648 *** contribution from regularisation: 3.29928123E-03 *** contribution from error: -0.41913578 *** contribution from DIAG: 1.77857830E-04 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.41612333 *** contribution from regularisation: 3.30733438E-03 *** contribution from error: -0.41943067 *** contribution from DIAG: 1.80090763E-04 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.41671440 *** contribution from regularisation: 3.37708299E-03 *** contribution from error: -0.42009148 *** contribution from DIAG: 1.98183741E-04 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.41704190 *** contribution from regularisation: 3.35089606E-03 *** contribution from error: -0.42039278 *** contribution from DIAG: 1.98759721E-04 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.41737503 *** contribution from regularisation: 3.36747337E-03 *** contribution from error: -0.42074251 *** contribution from DIAG: 1.93752538E-04 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.41755578 *** contribution from regularisation: 3.35160061E-03 *** contribution from error: -0.42090738 *** contribution from DIAG: 1.92610954E-04 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.41772997 *** contribution from regularisation: 3.34976218E-03 *** contribution from error: -0.42107973 *** contribution from DIAG: 1.87579426E-04 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.41783813 *** contribution from regularisation: 3.34754586E-03 *** contribution from error: -0.42118567 *** contribution from DIAG: 1.88083795E-04 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.41800874 *** contribution from regularisation: 3.33581143E-03 *** contribution from error: -0.42134455 *** contribution from DIAG: 1.82055155E-04 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 505.64563 sigma out 44 active outputs RANK 2 NODE 3 --> 411.98785 sigma out 44 active outputs RANK 3 NODE 1 --> 394.68301 sigma out 44 active outputs RANK 4 NODE 5 --> 356.80322 sigma out 44 active outputs RANK 5 NODE 8 --> 314.47177 sigma out 44 active outputs RANK 6 NODE 11 --> 270.50055 sigma out 44 active outputs RANK 7 NODE 10 --> 260.04706 sigma out 44 active outputs RANK 8 NODE 2 --> 254.77364 sigma out 44 active outputs RANK 9 NODE 6 --> 247.30135 sigma out 44 active outputs RANK 10 NODE 4 --> 239.01967 sigma out 44 active outputs RANK 11 NODE 9 --> 238.75812 sigma out 44 active outputs RANK 12 NODE 12 --> 189.91756 sigma out 44 active outputs RANK 13 NODE 18 --> 172.65276 sigma out 44 active outputs RANK 14 NODE 20 --> 151.82169 sigma out 44 active outputs RANK 15 NODE 13 --> 142.69757 sigma out 44 active outputs RANK 16 NODE 26 --> 137.34218 sigma out 44 active outputs RANK 17 NODE 21 --> 127.32445 sigma out 44 active outputs RANK 18 NODE 22 --> 117.54115 sigma out 44 active outputs RANK 19 NODE 19 --> 109.35358 sigma out 44 active outputs RANK 20 NODE 23 --> 93.239349 sigma out 44 active outputs RANK 21 NODE 14 --> 93.183426 sigma out 44 active outputs RANK 22 NODE 30 --> 86.727325 sigma out 44 active outputs RANK 23 NODE 17 --> 85.016342 sigma out 44 active outputs RANK 24 NODE 31 --> 83.564873 sigma out 44 active outputs RANK 25 NODE 16 --> 83.212776 sigma out 44 active outputs RANK 26 NODE 15 --> 74.883209 sigma out 44 active outputs RANK 27 NODE 24 --> 69.389488 sigma out 44 active outputs RANK 28 NODE 25 --> 68.036575 sigma out 44 active outputs RANK 29 NODE 29 --> 65.444138 sigma out 44 active outputs RANK 30 NODE 33 --> 64.677994 sigma out 44 active outputs RANK 31 NODE 28 --> 61.420898 sigma out 44 active outputs RANK 32 NODE 36 --> 57.672535 sigma out 44 active outputs RANK 33 NODE 27 --> 44.800930 sigma out 44 active outputs RANK 34 NODE 40 --> 43.494301 sigma out 44 active outputs RANK 35 NODE 34 --> 39.524300 sigma out 44 active outputs RANK 36 NODE 32 --> 35.623123 sigma out 44 active outputs RANK 37 NODE 39 --> 32.736336 sigma out 44 active outputs RANK 38 NODE 37 --> 32.292530 sigma out 44 active outputs RANK 39 NODE 41 --> 29.583342 sigma out 44 active outputs RANK 40 NODE 35 --> 29.318102 sigma out 44 active outputs RANK 41 NODE 38 --> 27.756891 sigma out 44 active outputs RANK 42 NODE 42 --> 27.625851 sigma out 44 active outputs RANK 43 NODE 43 --> 18.486933 sigma out 44 active outputs RANK 44 NODE 44 --> 14.619189 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 625.37915 sigma in 44 act. ( 464.28619 sig out 1 act.) RANK 2 NODE 34 --> 493.14169 sigma in 44 act. ( 436.77734 sig out 1 act.) RANK 3 NODE 12 --> 365.36136 sigma in 44 act. ( 323.67459 sig out 1 act.) RANK 4 NODE 18 --> 339.62646 sigma in 44 act. ( 277.69824 sig out 1 act.) RANK 5 NODE 7 --> 259.30859 sigma in 44 act. ( 280.38843 sig out 1 act.) RANK 6 NODE 38 --> 240.41023 sigma in 44 act. ( 247.36531 sig out 1 act.) RANK 7 NODE 15 --> 231.83098 sigma in 44 act. ( 234.42877 sig out 1 act.) RANK 8 NODE 36 --> 206.60037 sigma in 44 act. ( 214.12369 sig out 1 act.) RANK 9 NODE 24 --> 205.95673 sigma in 44 act. ( 194.69637 sig out 1 act.) RANK 10 NODE 26 --> 196.07504 sigma in 44 act. ( 189.95763 sig out 1 act.) RANK 11 NODE 37 --> 183.47206 sigma in 44 act. ( 179.03859 sig out 1 act.) RANK 12 NODE 23 --> 183.16345 sigma in 44 act. ( 174.05789 sig out 1 act.) RANK 13 NODE 43 --> 172.04004 sigma in 44 act. ( 175.27336 sig out 1 act.) RANK 14 NODE 19 --> 151.75146 sigma in 44 act. ( 154.24918 sig out 1 act.) RANK 15 NODE 20 --> 133.66660 sigma in 44 act. ( 130.59523 sig out 1 act.) RANK 16 NODE 35 --> 125.68076 sigma in 44 act. ( 126.49133 sig out 1 act.) RANK 17 NODE 44 --> 117.50912 sigma in 44 act. ( 126.27504 sig out 1 act.) RANK 18 NODE 10 --> 101.34336 sigma in 44 act. ( 111.04741 sig out 1 act.) RANK 19 NODE 29 --> 100.59114 sigma in 44 act. ( 98.656448 sig out 1 act.) RANK 20 NODE 2 --> 99.097626 sigma in 44 act. ( 95.193207 sig out 1 act.) RANK 21 NODE 31 --> 97.429489 sigma in 44 act. ( 98.242821 sig out 1 act.) RANK 22 NODE 6 --> 94.307640 sigma in 44 act. ( 84.526939 sig out 1 act.) RANK 23 NODE 1 --> 87.573524 sigma in 44 act. ( 87.008797 sig out 1 act.) RANK 24 NODE 32 --> 85.650070 sigma in 44 act. ( 88.424042 sig out 1 act.) RANK 25 NODE 17 --> 74.030418 sigma in 44 act. ( 72.328110 sig out 1 act.) RANK 26 NODE 14 --> 67.544434 sigma in 44 act. ( 72.547241 sig out 1 act.) RANK 27 NODE 41 --> 67.155334 sigma in 44 act. ( 72.332336 sig out 1 act.) RANK 28 NODE 11 --> 44.656891 sigma in 44 act. ( 45.507336 sig out 1 act.) RANK 29 NODE 25 --> 44.523941 sigma in 44 act. ( 46.485348 sig out 1 act.) RANK 30 NODE 33 --> 42.661125 sigma in 44 act. ( 47.227493 sig out 1 act.) RANK 31 NODE 22 --> 38.511585 sigma in 44 act. ( 45.260693 sig out 1 act.) RANK 32 NODE 42 --> 38.199741 sigma in 44 act. ( 37.224178 sig out 1 act.) RANK 33 NODE 39 --> 37.496906 sigma in 44 act. ( 36.248562 sig out 1 act.) RANK 34 NODE 28 --> 35.695595 sigma in 44 act. ( 35.410252 sig out 1 act.) RANK 35 NODE 30 --> 35.666153 sigma in 44 act. ( 38.278595 sig out 1 act.) RANK 36 NODE 27 --> 35.361118 sigma in 44 act. ( 35.262646 sig out 1 act.) RANK 37 NODE 4 --> 28.277407 sigma in 44 act. ( 26.484402 sig out 1 act.) RANK 38 NODE 8 --> 24.410606 sigma in 44 act. ( 25.208042 sig out 1 act.) RANK 39 NODE 13 --> 22.949432 sigma in 44 act. ( 22.691130 sig out 1 act.) RANK 40 NODE 9 --> 20.528719 sigma in 44 act. ( 19.488256 sig out 1 act.) RANK 41 NODE 16 --> 15.886852 sigma in 44 act. ( 15.039344 sig out 1 act.) RANK 42 NODE 21 --> 13.482094 sigma in 44 act. ( 10.884479 sig out 1 act.) RANK 43 NODE 40 --> 10.757483 sigma in 44 act. ( 7.1074133 sig out 1 act.) RANK 44 NODE 3 --> 9.5997601 sigma in 44 act. ( 6.1462388 sig out 1 act.) sorted by output significance RANK 1 NODE 5 --> 464.28619 sigma out 1 act.( 625.37915 sig in 44 act.) RANK 2 NODE 34 --> 436.77734 sigma out 1 act.( 493.14169 sig in 44 act.) RANK 3 NODE 12 --> 323.67459 sigma out 1 act.( 365.36136 sig in 44 act.) RANK 4 NODE 7 --> 280.38843 sigma out 1 act.( 259.30859 sig in 44 act.) RANK 5 NODE 18 --> 277.69824 sigma out 1 act.( 339.62646 sig in 44 act.) RANK 6 NODE 38 --> 247.36531 sigma out 1 act.( 240.41023 sig in 44 act.) RANK 7 NODE 15 --> 234.42877 sigma out 1 act.( 231.83098 sig in 44 act.) RANK 8 NODE 36 --> 214.12369 sigma out 1 act.( 206.60037 sig in 44 act.) RANK 9 NODE 24 --> 194.69637 sigma out 1 act.( 205.95673 sig in 44 act.) RANK 10 NODE 26 --> 189.95763 sigma out 1 act.( 196.07504 sig in 44 act.) RANK 11 NODE 37 --> 179.03859 sigma out 1 act.( 183.47206 sig in 44 act.) RANK 12 NODE 43 --> 175.27336 sigma out 1 act.( 172.04004 sig in 44 act.) RANK 13 NODE 23 --> 174.05789 sigma out 1 act.( 183.16345 sig in 44 act.) RANK 14 NODE 19 --> 154.24918 sigma out 1 act.( 151.75146 sig in 44 act.) RANK 15 NODE 20 --> 130.59523 sigma out 1 act.( 133.66660 sig in 44 act.) RANK 16 NODE 35 --> 126.49133 sigma out 1 act.( 125.68076 sig in 44 act.) RANK 17 NODE 44 --> 126.27504 sigma out 1 act.( 117.50912 sig in 44 act.) RANK 18 NODE 10 --> 111.04741 sigma out 1 act.( 101.34336 sig in 44 act.) RANK 19 NODE 29 --> 98.656448 sigma out 1 act.( 100.59114 sig in 44 act.) RANK 20 NODE 31 --> 98.242821 sigma out 1 act.( 97.429489 sig in 44 act.) RANK 21 NODE 2 --> 95.193207 sigma out 1 act.( 99.097626 sig in 44 act.) RANK 22 NODE 32 --> 88.424042 sigma out 1 act.( 85.650070 sig in 44 act.) RANK 23 NODE 1 --> 87.008797 sigma out 1 act.( 87.573524 sig in 44 act.) RANK 24 NODE 6 --> 84.526939 sigma out 1 act.( 94.307640 sig in 44 act.) RANK 25 NODE 14 --> 72.547241 sigma out 1 act.( 67.544434 sig in 44 act.) RANK 26 NODE 41 --> 72.332336 sigma out 1 act.( 67.155334 sig in 44 act.) RANK 27 NODE 17 --> 72.328110 sigma out 1 act.( 74.030418 sig in 44 act.) RANK 28 NODE 33 --> 47.227493 sigma out 1 act.( 42.661125 sig in 44 act.) RANK 29 NODE 25 --> 46.485348 sigma out 1 act.( 44.523941 sig in 44 act.) RANK 30 NODE 11 --> 45.507336 sigma out 1 act.( 44.656891 sig in 44 act.) RANK 31 NODE 22 --> 45.260693 sigma out 1 act.( 38.511585 sig in 44 act.) RANK 32 NODE 30 --> 38.278595 sigma out 1 act.( 35.666153 sig in 44 act.) RANK 33 NODE 42 --> 37.224178 sigma out 1 act.( 38.199741 sig in 44 act.) RANK 34 NODE 39 --> 36.248562 sigma out 1 act.( 37.496906 sig in 44 act.) RANK 35 NODE 28 --> 35.410252 sigma out 1 act.( 35.695595 sig in 44 act.) RANK 36 NODE 27 --> 35.262646 sigma out 1 act.( 35.361118 sig in 44 act.) RANK 37 NODE 4 --> 26.484402 sigma out 1 act.( 28.277407 sig in 44 act.) RANK 38 NODE 8 --> 25.208042 sigma out 1 act.( 24.410606 sig in 44 act.) RANK 39 NODE 13 --> 22.691130 sigma out 1 act.( 22.949432 sig in 44 act.) RANK 40 NODE 9 --> 19.488256 sigma out 1 act.( 20.528719 sig in 44 act.) RANK 41 NODE 16 --> 15.039344 sigma out 1 act.( 15.886852 sig in 44 act.) RANK 42 NODE 21 --> 10.884479 sigma out 1 act.( 13.482094 sig in 44 act.) RANK 43 NODE 40 --> 7.1074133 sigma out 1 act.( 10.757483 sig in 44 act.) RANK 44 NODE 3 --> 6.1462388 sigma out 1 act.( 9.5997601 sig in 44 act.) RANK 1 NODE 1 --> 1079.6122 sigma in 44 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.41814935 *** contribution from regularisation: 3.33971810E-03 *** contribution from error: -0.42148906 *** contribution from DIAG: 1.82365548E-04 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.41822246 *** contribution from regularisation: 3.34943924E-03 *** contribution from error: -0.42157191 *** contribution from DIAG: 1.80990581E-04 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 505.79987 sigma out 44 active outputs RANK 2 NODE 3 --> 412.31146 sigma out 44 active outputs RANK 3 NODE 1 --> 395.88596 sigma out 44 active outputs RANK 4 NODE 5 --> 357.24921 sigma out 44 active outputs RANK 5 NODE 8 --> 316.32367 sigma out 44 active outputs RANK 6 NODE 11 --> 271.71439 sigma out 44 active outputs RANK 7 NODE 10 --> 261.27325 sigma out 44 active outputs RANK 8 NODE 2 --> 256.02817 sigma out 44 active outputs RANK 9 NODE 6 --> 247.86415 sigma out 44 active outputs RANK 10 NODE 9 --> 239.97989 sigma out 44 active outputs RANK 11 NODE 4 --> 238.99416 sigma out 44 active outputs RANK 12 NODE 12 --> 190.27179 sigma out 44 active outputs RANK 13 NODE 18 --> 172.97830 sigma out 44 active outputs RANK 14 NODE 20 --> 151.35927 sigma out 44 active outputs RANK 15 NODE 13 --> 143.29054 sigma out 44 active outputs RANK 16 NODE 26 --> 137.92818 sigma out 44 active outputs RANK 17 NODE 21 --> 128.09073 sigma out 44 active outputs RANK 18 NODE 22 --> 118.27067 sigma out 44 active outputs RANK 19 NODE 19 --> 109.87105 sigma out 44 active outputs RANK 20 NODE 23 --> 93.601250 sigma out 44 active outputs RANK 21 NODE 14 --> 93.478516 sigma out 44 active outputs RANK 22 NODE 30 --> 86.857018 sigma out 44 active outputs RANK 23 NODE 17 --> 85.400589 sigma out 44 active outputs RANK 24 NODE 16 --> 84.082039 sigma out 44 active outputs RANK 25 NODE 31 --> 82.980354 sigma out 44 active outputs RANK 26 NODE 15 --> 74.951271 sigma out 44 active outputs RANK 27 NODE 24 --> 69.467888 sigma out 44 active outputs RANK 28 NODE 25 --> 68.506882 sigma out 44 active outputs RANK 29 NODE 29 --> 65.497047 sigma out 44 active outputs RANK 30 NODE 33 --> 65.016281 sigma out 44 active outputs RANK 31 NODE 28 --> 61.707508 sigma out 44 active outputs RANK 32 NODE 36 --> 57.666977 sigma out 44 active outputs RANK 33 NODE 27 --> 44.981083 sigma out 44 active outputs RANK 34 NODE 40 --> 43.608700 sigma out 44 active outputs RANK 35 NODE 34 --> 39.390095 sigma out 44 active outputs RANK 36 NODE 32 --> 35.971855 sigma out 44 active outputs RANK 37 NODE 39 --> 32.949287 sigma out 44 active outputs RANK 38 NODE 37 --> 32.529812 sigma out 44 active outputs RANK 39 NODE 41 --> 29.603716 sigma out 44 active outputs RANK 40 NODE 35 --> 29.239042 sigma out 44 active outputs RANK 41 NODE 42 --> 27.828863 sigma out 44 active outputs RANK 42 NODE 38 --> 27.790224 sigma out 44 active outputs RANK 43 NODE 43 --> 18.498140 sigma out 44 active outputs RANK 44 NODE 44 --> 14.758506 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 626.25043 sigma in 44 act. ( 466.00244 sig out 1 act.) RANK 2 NODE 34 --> 494.01834 sigma in 44 act. ( 437.61160 sig out 1 act.) RANK 3 NODE 12 --> 366.23276 sigma in 44 act. ( 324.40887 sig out 1 act.) RANK 4 NODE 18 --> 340.48962 sigma in 44 act. ( 278.71338 sig out 1 act.) RANK 5 NODE 7 --> 260.73090 sigma in 44 act. ( 281.15436 sig out 1 act.) RANK 6 NODE 38 --> 241.00041 sigma in 44 act. ( 248.19135 sig out 1 act.) RANK 7 NODE 15 --> 231.68933 sigma in 44 act. ( 234.75710 sig out 1 act.) RANK 8 NODE 36 --> 207.02718 sigma in 44 act. ( 214.61305 sig out 1 act.) RANK 9 NODE 24 --> 206.74715 sigma in 44 act. ( 195.24667 sig out 1 act.) RANK 10 NODE 26 --> 197.21500 sigma in 44 act. ( 190.45006 sig out 1 act.) RANK 11 NODE 37 --> 184.06471 sigma in 44 act. ( 180.11848 sig out 1 act.) RANK 12 NODE 23 --> 183.00705 sigma in 44 act. ( 173.65044 sig out 1 act.) RANK 13 NODE 43 --> 172.40150 sigma in 44 act. ( 176.13417 sig out 1 act.) RANK 14 NODE 19 --> 153.08345 sigma in 44 act. ( 154.80194 sig out 1 act.) RANK 15 NODE 20 --> 134.28340 sigma in 44 act. ( 131.06587 sig out 1 act.) RANK 16 NODE 35 --> 126.76627 sigma in 44 act. ( 127.42935 sig out 1 act.) RANK 17 NODE 44 --> 118.03397 sigma in 44 act. ( 126.76736 sig out 1 act.) RANK 18 NODE 10 --> 101.84901 sigma in 44 act. ( 111.31951 sig out 1 act.) RANK 19 NODE 29 --> 101.03795 sigma in 44 act. ( 99.004692 sig out 1 act.) RANK 20 NODE 2 --> 99.308075 sigma in 44 act. ( 95.473831 sig out 1 act.) RANK 21 NODE 31 --> 97.750092 sigma in 44 act. ( 98.715355 sig out 1 act.) RANK 22 NODE 6 --> 94.555305 sigma in 44 act. ( 84.960197 sig out 1 act.) RANK 23 NODE 1 --> 87.838951 sigma in 44 act. ( 87.334244 sig out 1 act.) RANK 24 NODE 32 --> 86.406609 sigma in 44 act. ( 88.844444 sig out 1 act.) RANK 25 NODE 17 --> 74.201241 sigma in 44 act. ( 72.474716 sig out 1 act.) RANK 26 NODE 14 --> 67.858765 sigma in 44 act. ( 73.022766 sig out 1 act.) RANK 27 NODE 41 --> 67.287102 sigma in 44 act. ( 72.468178 sig out 1 act.) RANK 28 NODE 11 --> 44.825615 sigma in 44 act. ( 45.697170 sig out 1 act.) RANK 29 NODE 25 --> 44.589363 sigma in 44 act. ( 46.785473 sig out 1 act.) RANK 30 NODE 33 --> 43.092155 sigma in 44 act. ( 47.735058 sig out 1 act.) RANK 31 NODE 42 --> 38.419537 sigma in 44 act. ( 37.542076 sig out 1 act.) RANK 32 NODE 22 --> 38.119045 sigma in 44 act. ( 44.958603 sig out 1 act.) RANK 33 NODE 39 --> 37.665707 sigma in 44 act. ( 36.333015 sig out 1 act.) RANK 34 NODE 28 --> 35.958672 sigma in 44 act. ( 35.700520 sig out 1 act.) RANK 35 NODE 30 --> 35.836880 sigma in 44 act. ( 38.465103 sig out 1 act.) RANK 36 NODE 27 --> 35.544220 sigma in 44 act. ( 35.524498 sig out 1 act.) RANK 37 NODE 4 --> 28.358900 sigma in 44 act. ( 26.543606 sig out 1 act.) RANK 38 NODE 8 --> 24.504965 sigma in 44 act. ( 25.281525 sig out 1 act.) RANK 39 NODE 13 --> 23.077589 sigma in 44 act. ( 22.838188 sig out 1 act.) RANK 40 NODE 9 --> 20.711369 sigma in 44 act. ( 19.700312 sig out 1 act.) RANK 41 NODE 16 --> 16.060066 sigma in 44 act. ( 15.260173 sig out 1 act.) RANK 42 NODE 21 --> 13.493479 sigma in 44 act. ( 10.887086 sig out 1 act.) RANK 43 NODE 40 --> 10.774824 sigma in 44 act. ( 7.1370006 sig out 1 act.) RANK 44 NODE 3 --> 9.7193890 sigma in 44 act. ( 6.3201427 sig out 1 act.) sorted by output significance RANK 1 NODE 5 --> 466.00244 sigma out 1 act.( 626.25043 sig in 44 act.) RANK 2 NODE 34 --> 437.61160 sigma out 1 act.( 494.01834 sig in 44 act.) RANK 3 NODE 12 --> 324.40887 sigma out 1 act.( 366.23276 sig in 44 act.) RANK 4 NODE 7 --> 281.15436 sigma out 1 act.( 260.73090 sig in 44 act.) RANK 5 NODE 18 --> 278.71338 sigma out 1 act.( 340.48962 sig in 44 act.) RANK 6 NODE 38 --> 248.19135 sigma out 1 act.( 241.00041 sig in 44 act.) RANK 7 NODE 15 --> 234.75710 sigma out 1 act.( 231.68933 sig in 44 act.) RANK 8 NODE 36 --> 214.61305 sigma out 1 act.( 207.02718 sig in 44 act.) RANK 9 NODE 24 --> 195.24667 sigma out 1 act.( 206.74715 sig in 44 act.) RANK 10 NODE 26 --> 190.45006 sigma out 1 act.( 197.21500 sig in 44 act.) RANK 11 NODE 37 --> 180.11848 sigma out 1 act.( 184.06471 sig in 44 act.) RANK 12 NODE 43 --> 176.13417 sigma out 1 act.( 172.40150 sig in 44 act.) RANK 13 NODE 23 --> 173.65044 sigma out 1 act.( 183.00705 sig in 44 act.) RANK 14 NODE 19 --> 154.80194 sigma out 1 act.( 153.08345 sig in 44 act.) RANK 15 NODE 20 --> 131.06587 sigma out 1 act.( 134.28340 sig in 44 act.) RANK 16 NODE 35 --> 127.42935 sigma out 1 act.( 126.76627 sig in 44 act.) RANK 17 NODE 44 --> 126.76736 sigma out 1 act.( 118.03397 sig in 44 act.) RANK 18 NODE 10 --> 111.31951 sigma out 1 act.( 101.84901 sig in 44 act.) RANK 19 NODE 29 --> 99.004692 sigma out 1 act.( 101.03795 sig in 44 act.) RANK 20 NODE 31 --> 98.715355 sigma out 1 act.( 97.750092 sig in 44 act.) RANK 21 NODE 2 --> 95.473831 sigma out 1 act.( 99.308075 sig in 44 act.) RANK 22 NODE 32 --> 88.844444 sigma out 1 act.( 86.406609 sig in 44 act.) RANK 23 NODE 1 --> 87.334244 sigma out 1 act.( 87.838951 sig in 44 act.) RANK 24 NODE 6 --> 84.960197 sigma out 1 act.( 94.555305 sig in 44 act.) RANK 25 NODE 14 --> 73.022766 sigma out 1 act.( 67.858765 sig in 44 act.) RANK 26 NODE 17 --> 72.474716 sigma out 1 act.( 74.201241 sig in 44 act.) RANK 27 NODE 41 --> 72.468178 sigma out 1 act.( 67.287102 sig in 44 act.) RANK 28 NODE 33 --> 47.735058 sigma out 1 act.( 43.092155 sig in 44 act.) RANK 29 NODE 25 --> 46.785473 sigma out 1 act.( 44.589363 sig in 44 act.) RANK 30 NODE 11 --> 45.697170 sigma out 1 act.( 44.825615 sig in 44 act.) RANK 31 NODE 22 --> 44.958603 sigma out 1 act.( 38.119045 sig in 44 act.) RANK 32 NODE 30 --> 38.465103 sigma out 1 act.( 35.836880 sig in 44 act.) RANK 33 NODE 42 --> 37.542076 sigma out 1 act.( 38.419537 sig in 44 act.) RANK 34 NODE 39 --> 36.333015 sigma out 1 act.( 37.665707 sig in 44 act.) RANK 35 NODE 28 --> 35.700520 sigma out 1 act.( 35.958672 sig in 44 act.) RANK 36 NODE 27 --> 35.524498 sigma out 1 act.( 35.544220 sig in 44 act.) RANK 37 NODE 4 --> 26.543606 sigma out 1 act.( 28.358900 sig in 44 act.) RANK 38 NODE 8 --> 25.281525 sigma out 1 act.( 24.504965 sig in 44 act.) RANK 39 NODE 13 --> 22.838188 sigma out 1 act.( 23.077589 sig in 44 act.) RANK 40 NODE 9 --> 19.700312 sigma out 1 act.( 20.711369 sig in 44 act.) RANK 41 NODE 16 --> 15.260173 sigma out 1 act.( 16.060066 sig in 44 act.) RANK 42 NODE 21 --> 10.887086 sigma out 1 act.( 13.493479 sig in 44 act.) RANK 43 NODE 40 --> 7.1370006 sigma out 1 act.( 10.774824 sig in 44 act.) RANK 44 NODE 3 --> 6.3201427 sigma out 1 act.( 9.7193890 sig in 44 act.) RANK 1 NODE 1 --> 1082.8257 sigma in 44 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.41822088 *** contribution from regularisation: 3.35100852E-03 *** contribution from error: -0.42157188 *** contribution from DIAG: 1.80741699E-04 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 219015 Training Complete :) *** Break *** segmentation violation =========================================================== There was a crash. This is the entire stack trace of all threads: =========================================================== #0 0x00002acaa3b224d5 in waitpid () from /lib64/libc.so.6 #1 0x00002acaa3ac4481 in do_system () from /lib64/libc.so.6 #2 0x00002acaa1e1a676 in TUnixSystem::StackTrace() () from /afs/cern.ch/sw/lcg/app/nightlies/dev/Thu/ROOT/ROOT_today/x86_64-slc5-gcc43-opt/root/lib/libCore.so #3 0x00002acaa1e19f4c in TUnixSystem::DispatchSignals(ESignals) () from /afs/cern.ch/sw/lcg/app/nightlies/dev/Thu/ROOT/ROOT_today/x86_64-slc5-gcc43-opt/root/lib/libCore.so #4 #5 0x00002aca9302bec8 in _NeuroBayesTeacher_destructor() () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #6 0x00002aca9302bfdc in global destructors keyed to _ZN17NeuroBayesTeacher15instanceCounterE () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #7 0x00002aca9302be4f in __do_global_dtors_aux () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #8 0x0000000000000000 in ?? () =========================================================== The lines below might hint at the cause of the crash. If they do not help you then please submit a bug report at http://root.cern.ch/bugs. Please post the ENTIRE stack trace from above as an attachment in addition to anything else that might help us fixing this issue. =========================================================== #5 0x00002aca9302bec8 in _NeuroBayesTeacher_destructor() () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #6 0x00002aca9302bfdc in global destructors keyed to _ZN17NeuroBayesTeacher15instanceCounterE () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #7 0x00002aca9302be4f in __do_global_dtors_aux () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #8 0x0000000000000000 in ?? () =========================================================== Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Pion/Long/GlobalPID_Pion_Long_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Pion/Long/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Pion/Long/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Pion/Long/NB.txt Training Host = lxplus432.cern.ch Particle type = pion Background types = all Training Mix = NaturalMix Track type = Long Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Pion_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Considered 1796476 tracks for input to NN training Sel. Eff. = 55.6645% Selected 1000000 tracks for input to NN training ghost percentage = 17.7101% electron percentage = 3.2769% muon percentage = 0.9167% pion percentage = 63.4828% kaon percentage = 9.1606% Unknown Particle type 411 percentage = 0.0002% Unknown Particle type 431 percentage = 0.0001% proton percentage = 5.4207% Unknown Particle type 3112 percentage = 0.0069% Unknown Particle type 3222 percentage = 0.0223% Unknown Particle type 3312 percentage = 0.0024% Unknown Particle type 1000020040 percentage = 0.0003% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackFitMatchChi2 Making plots for input TrackCloneDist Making plots for input TrackFitVeloChi2 Making plots for input TrackFitVeloNDoF Making plots for input TrackFitTChi2 Making plots for input TrackFitTNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichUsedR2Gas Making plots for input RichAbovePiThres Making plots for input RichAboveKaThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsMuon Making plots for input MuonNShared Making plots for input InAccMuon Making plots for input MuonIsLooseMuon Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input PrsPIDe Making plots for input InAccBrem Making plots for input BremPIDe Making plots for input VeloCharge Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Found 9023704 evaluation data points Read entry 902370 (10%) Read entry 1804740 (20%) Read entry 2707110 (30%) Read entry 3609480 (40%) Read entry 4511850 (50%) Read entry 5414220 (60%) Read entry 6316590 (70%) Read entry 7218960 (80%) Read entry 8121330 (90%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 37 input variables. ***************Training results***************** number of nodes in the 1st layer: 44 number of nodes in the 2nd layer: 44 number of nodes in the 3rd layer: 1 number of iterations: 100