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/Kaon/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/Kaon/Long/GlobalPID_Kaon_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/Kaon/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/Kaon/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/Kaon/Long/NB.txt Training Host = lxplus432.cern.ch Particle type = kaon Background types = all Training Mix = NaturalMix Track type = Long Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Kaon_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/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 39 nodes, hidden layer has 45 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = 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: 39 Your number of nodes in the hidden layer is: 45 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function global preprocessing flag: 621 You want to use the global preprocessing flag 21 You use momentum: 0.0000000 Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackFitMatchChi2 PreproFlag 34 Input 10 TrackCloneDist PreproFlag 34 Input 11 TrackFitVeloChi2 PreproFlag 14 Input 12 TrackFitVeloNDoF PreproFlag 19 Input 13 TrackFitTChi2 PreproFlag 14 Input 14 TrackFitTNDoF PreproFlag 19 Input 15 RichUsedAero PreproFlag 18 Input 16 RichUsedR1Gas PreproFlag 18 Input 17 RichUsedR2Gas PreproFlag 18 Input 18 RichAbovePiThres PreproFlag 18 Input 19 RichAboveKaThres PreproFlag 18 Input 20 RichAbovePrThres PreproFlag 18 Input 21 RichDLLe PreproFlag 34 Input 22 RichDLLmu PreproFlag 34 Input 23 RichDLLk PreproFlag 34 Input 24 RichDLLp PreproFlag 34 Input 25 RichDLLbt PreproFlag 34 Input 26 MuonBkgLL PreproFlag 34 Input 27 MuonMuLL PreproFlag 34 Input 28 MuonIsMuon PreproFlag 19 Input 29 MuonNShared PreproFlag 19 Input 30 InAccMuon PreproFlag 19 Input 31 MuonIsLooseMuon PreproFlag 19 Input 32 EcalPIDe PreproFlag 34 Input 33 EcalPIDmu PreproFlag 34 Input 34 HcalPIDe PreproFlag 34 Input 35 HcalPIDmu PreproFlag 34 Input 36 PrsPIDe PreproFlag 34 Input 37 InAccBrem PreproFlag 19 Input 38 BremPIDe PreproFlag 34 Input 39 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/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 = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 21 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 22 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 23 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 24 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 25 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 26 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 27 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 28 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 29 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 30 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 31 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 32 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 33 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 34 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 35 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 36 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 37 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 38 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 39 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 Using weight factor: 1.00000000000000000 now perform preprocessing *** called with option 21 *** This will do for you: *** input variable equalisation *** to flat distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node Signal fraction: 9.1605997 % ------------------------------ 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 583.31879 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 23 Only one class left for trimmed mean or sigma very small -> take "normal" mean 21.7681 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 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -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 # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -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 # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -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 # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -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 # 24 build map for variable # 24 ------------------------------ Transdef: Tab for variable 25 -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 # 25 build map for variable # 25 ------------------------------ Transdef: Tab for variable 26 -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 Only one class left for trimmed mean or sigma very small -> take "normal" mean -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 # 26 build map for variable # 26 ------------------------------ Transdef: Tab for variable 27 -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 -0.22460000 -0.20990001 -0.19780000 -0.18619999 -0.17520000 -0.16440000 -0.15620001 -0.14620000 -0.13730000 -0.12700000 -0.11930000 -0.11220000 -0.10440000 -9.70999971E-02 -9.14999992E-02 -8.56999978E-02 -8.00499991E-02 -7.41499960E-02 -6.94999993E-02 -6.58999979E-02 -6.12000003E-02 -5.77000007E-02 -5.49000017E-02 -5.16999997E-02 -4.83999997E-02 -4.51500006E-02 -4.25999984E-02 -4.01000008E-02 -3.73999998E-02 -3.48999985E-02 -3.31999995E-02 -3.09999995E-02 -2.89999992E-02 -2.73000002E-02 -2.51000002E-02 -2.33999994E-02 -2.21999995E-02 -1.99999996E-02 -1.82000007E-02 -1.65999997E-02 -1.53999999E-02 -1 Only one class left for trimmed mean or sigma very small -> take "normal" mean .41000003E-02 -1.29000004E-02 -1.15999999E-02 -1.08000003E-02 -9.49999969E-03 -8.60000029E-03 -8.10000021E-03 -7.19999988E-03 -6.59999996E-03 -5.70000010E-03 -5.10000018E-03 -4.69999993E-03 -3.89999989E-03 -3.00000003E-03 -2.40000011E-03 -2.09999993E-03 -1.59999996E-03 -6.99999975E-04 -1.99999995E-04 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 do regularised spline fit for input variable # 27 build map for variable # 27 ------------------------------ Transdef: Tab for variable 28 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000 Only one class left for trimmed mean or sigma very small -> take "normal" mean 000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 28 ------------------------------ Transdef: Tab for variable 29 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 2.0000000 4.0000000 78.000000 build map for variable # 29 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 35.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 36.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 37.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 38.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 39.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 40.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 41.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 42.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 43.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 45.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 46.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 47.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 49.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 50.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 51.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 54.000000 Unregularised mean is returned NB_MapR Only one class left for trimmed mean or sigma very small -> take "normal" mean egMean: WARNING Variance of mean targets is zero in map id 29 for key 55.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 57.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 68.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 78.000000 Unregularised mean is returned ------------------------------ Transdef: Tab for variable 30 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 # 30 ------------------------------ Transdef: Tab for variable 31 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 -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 # 32 build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -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 # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -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 # 34 build map for variable # 34 ------------------------------ Transdef: Tab for variable 35 -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 # 35 build map for variable # 35 ------------------------------ Transdef: Tab for variable 36 -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 # 36 build map for variable # 36 ------------------------------ Transdef: Tab for variable 37 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 # 37 ------------------------------ Transdef: Tab for variable 38 -1.5698276 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.62506574 -0.62506574 -0.62506574 -0.62506574 -0.62138510 -0.62138510 -0.62138510 -0.62138510 -0.62138510 -0.62138510 -0.61883551 -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 # 38 build map for variable # 38 ------------------------------ Transdef: Tab for variable 39 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 # 39 build map for variable # 39 warning: map is empty for variable 39 TOTAL CORRELATION OF ALL VARIABLES 59.802606587124650 ROUND 1 : MAX CORR ( 59.802604443484206 ) AFTER KILLING INPUT VARIABLE 28 CONTR 1.60122005764799027E-002 ROUND 2 : MAX CORR ( 59.802600402805965 ) AFTER KILLING INPUT VARIABLE 22 CONTR 2.19837701297916979E-002 ROUND 3 : MAX CORR ( 59.802436872533683 ) AFTER KILLING INPUT VARIABLE 11 CONTR 0.13985365319429729 ROUND 4 : MAX CORR ( 59.802132781109826 ) AFTER KILLING INPUT VARIABLE 27 CONTR 0.19071110058341831 ROUND 5 : MAX CORR ( 59.801792211556574 ) AFTER KILLING INPUT VARIABLE 36 CONTR 0.20182530887369138 ROUND 6 : MAX CORR ( 59.801258125663146 ) AFTER KILLING INPUT VARIABLE 20 CONTR 0.25274157156239302 ROUND 7 : MAX CORR ( 59.800519513637326 ) AFTER KILLING INPUT VARIABLE 9 CONTR 0.29721929828665616 ROUND 8 : MAX CORR ( 59.799521490258577 ) AFTER KILLING INPUT VARIABLE 12 CONTR 0.34549042971007410 ROUND 9 : MAX CORR ( 59.798413914831450 ) AFTER KILLING INPUT VARIABLE 30 CONTR 0.36395567640862214 ROUND 10 : MAX CORR ( 59.797317459196108 ) AFTER KILLING INPUT VARIABLE 15 CONTR 0.36212071692714154 ROUND 11 : MAX CORR ( 59.795980061042457 ) AFTER KILLING INPUT VARIABLE 29 CONTR 0.39992981295793339 ROUND 12 : MAX CORR ( 59.793145433896157 ) AFTER KILLING INPUT VARIABLE 3 CONTR 0.58222897688984632 ROUND 13 : MAX CORR ( 59.790002856588757 ) AFTER KILLING INPUT VARIABLE 2 CONTR 0.61302470436771650 ROUND 14 : MAX CORR ( 59.785847332646725 ) AFTER KILLING INPUT VARIABLE 33 CONTR 0.70491156065862437 ROUND 15 : MAX CORR ( 59.779462682281725 ) AFTER KILLING INPUT VARIABLE 32 CONTR 0.87371774631642263 ROUND 16 : MAX CORR ( 59.773599738120545 ) AFTER KILLING INPUT VARIABLE 35 CONTR 0.83721737277046182 ROUND 17 : MAX CORR ( 59.765513242409419 ) AFTER KILLING INPUT VARIABLE 31 CONTR 0.98318488822235750 ROUND 18 : MAX CORR ( 59.763078205226471 ) AFTER KILLING INPUT VARIABLE 26 CONTR 0.53949658441985937 ROUND 19 : MAX CORR ( 59.751810674753791 ) AFTER KILLING INPUT VARIABLE 16 CONTR 1.1604471777697760 ROUND 20 : MAX CORR ( 59.742971838236791 ) AFTER KILLING INPUT VARIABLE 6 CONTR 1.0277134071650773 ROUND 21 : MAX CORR ( 59.731717839239515 ) AFTER KILLING INPUT VARIABLE 5 CONTR 1.1595551034040656 ROUND 22 : MAX CORR ( 59.723089017127563 ) AFTER KILLING INPUT VARIABLE 13 CONTR 1.0152606949847574 ROUND 23 : MAX CORR ( 59.703220671930346 ) AFTER KILLING INPUT VARIABLE 4 CONTR 1.5403905824602013 ROUND 24 : MAX CORR ( 59.687298960231317 ) AFTER KILLING INPUT VARIABLE 38 CONTR 1.3787318206164965 ROUND 25 : MAX CORR ( 59.663856331675134 ) AFTER KILLING INPUT VARIABLE 10 CONTR 1.6726938755371206 ROUND 26 : MAX CORR ( 59.638711304112100 ) AFTER KILLING INPUT VARIABLE 25 CONTR 1.7320122261527344 ROUND 27 : MAX CORR ( 59.599743310357276 ) AFTER KILLING INPUT VARIABLE 34 CONTR 2.1555703084686386 ROUND 28 : MAX CORR ( 59.558267098194172 ) AFTER KILLING INPUT VARIABLE 14 CONTR 2.2231110904852267 ROUND 29 : MAX CORR ( 59.511297402134410 ) AFTER KILLING INPUT VARIABLE 18 CONTR 2.3648808119117977 ROUND 30 : MAX CORR ( 59.431095533480708 ) AFTER KILLING INPUT VARIABLE 7 CONTR 3.0885922643785788 ROUND 31 : MAX CORR ( 59.250862534219436 ) AFTER KILLING INPUT VARIABLE 19 CONTR 4.6249762443435563 ROUND 32 : MAX CORR ( 59.115415894122123 ) AFTER KILLING INPUT VARIABLE 17 CONTR 4.0040373017670570 ROUND 33 : MAX CORR ( 59.003435150442144 ) AFTER KILLING INPUT VARIABLE 37 CONTR 3.6368993363296367 ROUND 34 : MAX CORR ( 58.748832230375015 ) AFTER KILLING INPUT VARIABLE 39 CONTR 5.4754060232718151 ROUND 35 : MAX CORR ( 58.458168917329367 ) AFTER KILLING INPUT VARIABLE 21 CONTR 5.8367606825821676 ROUND 36 : MAX CORR ( 58.077685217620257 ) AFTER KILLING INPUT VARIABLE 24 CONTR 6.6588281949624371 ROUND 37 : MAX CORR ( 56.466189204729858 ) AFTER KILLING INPUT VARIABLE 8 CONTR 13.586279731134491 LAST REMAINING VARIABLE: 23 total correlation to target: 59.802606587124650 % total significance: 598.02606587124649 sigma correlations of single variables to target: variable 2 : 3.3108567718257889 % , in sigma: 33.108567718257888 variable 3 : 11.929976406651383 % , in sigma: 119.29976406651383 variable 4 : 16.389894382450976 % , in sigma: 163.89894382450976 variable 5 : 10.655302210840533 % , in sigma: 106.55302210840534 variable 6 : 5.7644192213329521 % , in sigma: 57.644192213329525 variable 7 : 11.301636850194607 % , in sigma: 113.01636850194606 variable 8 : 12.806971235472844 % , in sigma: 128.06971235472844 variable 9 : 10.595391514440621 % , in sigma: 105.95391514440621 variable 10 : 3.9967947182025410 % , in sigma: 39.967947182025412 variable 11 : 4.1162055359476639 % , in sigma: 41.162055359476639 variable 12 : 6.2825182042151546 % , in sigma: 62.825182042151539 variable 13 : 4.3322507853670089 % , in sigma: 43.322507853670089 variable 14 : 5.0508300142829547 % , in sigma: 50.508300142829547 variable 15 : 1.5677065078698227 % , in sigma: 15.677065078698226 variable 16 : 2.4022410827226324 % , in sigma: 24.022410827226324 variable 17 : 8.3004576158396066 % , in sigma: 83.004576158396077 variable 18 : 6.6753947923938233 % , in sigma: 66.753947923938242 variable 19 : 10.421226106086147 % , in sigma: 104.21226106086147 variable 20 : 10.903320706896771 % , in sigma: 109.03320706896771 variable 21 : 24.569986758830535 % , in sigma: 245.69986758830532 variable 22 : 17.952249833856843 % , in sigma: 179.52249833856843 variable 23 : 56.466189204729865 % , in sigma: 564.66189204729869 variable 24 : 43.925840166252485 % , in sigma: 439.25840166252482 variable 25 : 45.658169871125089 % , in sigma: 456.58169871125085 variable 26 : 1.4583475457721211 % , in sigma: 14.583475457721212 variable 27 : 1.5765872149199684 % , in sigma: 15.765872149199684 variable 28 : 0.98735331431947448 % , in sigma: 9.8735331431947451 variable 29 : 1.3093943361658746 % , in sigma: 13.093943361658747 variable 30 : 5.2191706545252199 % , in sigma: 52.191706545252202 variable 31 : 0.76863807788414595 % , in sigma: 7.6863807788414595 variable 32 : 10.079691065643674 % , in sigma: 100.79691065643674 variable 33 : 6.2075299284838943 % , in sigma: 62.075299284838941 variable 34 : 8.8391920496536969 % , in sigma: 88.391920496536969 variable 35 : 7.8843744562649283 % , in sigma: 78.843744562649277 variable 36 : 10.539752330254093 % , in sigma: 105.39752330254093 variable 37 : 2.3811646877288823 % , in sigma: 23.811646877288823 variable 38 : 10.317253723970220 % , in sigma: 103.17253723970219 variable 39 : 10.089106513364605 % , in sigma: 100.89106513364605 variables sorted by significance: 1 most relevant variable 23 corr 56.466190 , in sigma: 564.66190338134766 2 most relevant variable 8 corr 13.586280 , in sigma: 135.86279869079590 3 most relevant variable 24 corr 6.6588283 , in sigma: 66.588282585144043 4 most relevant variable 21 corr 5.8367605 , in sigma: 58.367605209350586 5 most relevant variable 39 corr 5.4754062 , in sigma: 54.754061698913574 6 most relevant variable 37 corr 3.6368992 , in sigma: 36.368992328643799 7 most relevant variable 17 corr 4.0040374 , in sigma: 40.040373802185059 8 most relevant variable 19 corr 4.6249762 , in sigma: 46.249761581420898 9 most relevant variable 7 corr 3.0885923 , in sigma: 30.885922908782959 10 most relevant variable 18 corr 2.3648808 , in sigma: 23.648808002471924 11 most relevant variable 14 corr 2.2231112 , in sigma: 22.231111526489258 12 most relevant variable 34 corr 2.1555703 , in sigma: 21.555702686309814 13 most relevant variable 25 corr 1.7320123 , in sigma: 17.320122718811035 14 most relevant variable 10 corr 1.6726938 , in sigma: 16.726938486099243 15 most relevant variable 38 corr 1.3787318 , in sigma: 13.787318468093872 16 most relevant variable 4 corr 1.5403906 , in sigma: 15.403906106948853 17 most relevant variable 13 corr 1.0152607 , in sigma: 10.152606964111328 18 most relevant variable 5 corr 1.1595551 , in sigma: 11.595550775527954 19 most relevant variable 6 corr 1.0277134 , in sigma: 10.277134180068970 20 most relevant variable 16 corr 1.1604471 , in sigma: 11.604471206665039 21 most relevant variable 26 corr 0.53949660 , in sigma: 5.3949660062789917 22 most relevant variable 31 corr 0.98318487 , in sigma: 9.8318487405776978 23 most relevant variable 35 corr 0.83721739 , in sigma: 8.3721739053726196 24 most relevant variable 32 corr 0.87371773 , in sigma: 8.7371772527694702 25 most relevant variable 33 corr 0.70491159 , in sigma: 7.0491158962249756 26 most relevant variable 2 corr 0.61302471 , in sigma: 6.1302471160888672 27 most relevant variable 3 corr 0.58222896 , in sigma: 5.8222895860671997 28 most relevant variable 29 corr 0.39992982 , in sigma: 3.9992982149124146 29 most relevant variable 15 corr 0.36212072 , in sigma: 3.6212071776390076 30 most relevant variable 30 corr 0.36395568 , in sigma: 3.6395567655563354 31 most relevant variable 12 corr 0.34549043 , in sigma: 3.4549042582511902 32 most relevant variable 9 corr 0.29721931 , in sigma: 2.9721930623054504 33 most relevant variable 20 corr 0.25274158 , in sigma: 2.5274157524108887 34 most relevant variable 36 corr 0.20182531 , in sigma: 2.0182530581951141 35 most relevant variable 27 corr 0.19071110 , in sigma: 1.9071109592914581 36 most relevant variable 11 corr 0.13985366 , in sigma: 1.3985365629196167 37 most relevant variable 22 corr 2.19837707E-02 , in sigma: 0.21983770653605461 38 most relevant variable 28 corr 1.60122011E-02 , in sigma: 0.16012201085686684 global correlations between input variables: variable 2 : 38.348457023569871 % variable 3 : 96.165850631944679 % variable 4 : 87.829132179634101 % variable 5 : 92.902618041382894 % variable 6 : 75.982166321668814 % variable 7 : 87.723905643774430 % variable 8 : 89.721722739528261 % variable 9 : 86.321268726178303 % variable 10 : 30.075158166453804 % variable 11 : 65.882048907671603 % variable 12 : 80.182686905001006 % variable 13 : 68.271686428974093 % variable 14 : 35.098139604703270 % variable 15 : 93.455270484693003 % variable 16 : 88.319163267670234 % variable 17 : 80.965148508850220 % variable 18 : 72.489178865269039 % variable 19 : 82.204116436956070 % variable 20 : 84.056531784928467 % variable 21 : 79.113642939063482 % variable 22 : 73.665261264374422 % variable 23 : 87.085716185012060 % variable 24 : 96.292008086884209 % variable 25 : 96.671396133716840 % variable 26 : 89.099138219657377 % variable 27 : 88.417359424953617 % variable 28 : 83.935379299573327 % variable 29 : 66.317629620228118 % variable 30 : 61.868287520061060 % variable 31 : 88.092626809173197 % variable 32 : 71.951999860983705 % variable 33 : 45.420781030788774 % variable 34 : 80.620421878397238 % variable 35 : 79.572673301617542 % variable 36 : 77.734437697667602 % variable 37 : 85.816547489813345 % variable 38 : 77.762141701715720 % variable 39 : 22.609069385893470 % significance loss when removing single variables: variable 2 : corr = 0.58794894443763623 % , sigma = 5.8794894443763619 variable 3 : corr = 0.82256038476333282 % , sigma = 8.2256038476333284 variable 4 : corr = 1.7617568705723261 % , sigma = 17.617568705723262 variable 5 : corr = 0.72100083226498191 % , sigma = 7.2100083226498199 variable 6 : corr = 0.83984719517848150 % , sigma = 8.3984719517848152 variable 7 : corr = 2.0275997009936995 % , sigma = 20.275997009936994 variable 8 : corr = 3.5526357223835543 % , sigma = 35.526357223835539 variable 9 : corr = 0.29329958439905779 % , sigma = 2.9329958439905779 variable 10 : corr = 1.4917672999745575 % , sigma = 14.917672999745575 variable 11 : corr = 0.13978786180194264 % , sigma = 1.3978786180194265 variable 12 : corr = 0.25865916428567881 % , sigma = 2.5865916428567877 variable 13 : corr = 0.93885910940718420 % , sigma = 9.3885910940718418 variable 14 : corr = 2.1320392319823895 % , sigma = 21.320392319823895 variable 15 : corr = 0.47613270092718474 % , sigma = 4.7613270092718469 variable 16 : corr = 1.3942823656111292 % , sigma = 13.942823656111292 variable 17 : corr = 3.0612213200597820 % , sigma = 30.612213200597818 variable 18 : corr = 1.8814256058028773 % , sigma = 18.814256058028775 variable 19 : corr = 2.5147377939098847 % , sigma = 25.147377939098845 variable 20 : corr = 0.25427431846138843 % , sigma = 2.5427431846138844 variable 21 : corr = 4.3037622677017939 % , sigma = 43.037622677017936 variable 22 : corr = 2.19610801402430125E-002 % , sigma = 0.21961080140243011 variable 23 : corr = 32.536967895686907 % , sigma = 325.36967895686905 variable 24 : corr = 5.2068670576056260 % , sigma = 52.068670576056256 variable 25 : corr = 1.4362936588416397 % , sigma = 14.362936588416398 variable 26 : corr = 0.50821383323900382 % , sigma = 5.0821383323900378 variable 27 : corr = 0.19117938070290680 % , sigma = 1.9117938070290679 variable 28 : corr = 1.60122005878510186E-002 % , sigma = 0.16012200587851017 variable 29 : corr = 0.41735755695821353 % , sigma = 4.1735755695821357 variable 30 : corr = 0.31370566216086276 % , sigma = 3.1370566216086275 variable 31 : corr = 0.73998567527695380 % , sigma = 7.3998567527695380 variable 32 : corr = 0.58408081665578837 % , sigma = 5.8408081665578839 variable 33 : corr = 0.67390735675665592 % , sigma = 6.7390735675665585 variable 34 : corr = 1.7469275673747224 % , sigma = 17.469275673747223 variable 35 : corr = 0.89340960437955830 % , sigma = 8.9340960437955825 variable 36 : corr = 0.20030914557952906 % , sigma = 2.0030914557952908 variable 37 : corr = 1.9829826595658580 % , sigma = 19.829826595658581 variable 38 : corr = 1.4818621107354906 % , sigma = 14.818621107354906 variable 39 : corr = 5.0914947448039367 % , sigma = 50.914947448039371 Keep only 31 most significant input variables Sum of Weights for output node 2 1000000.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -2.0551453 NVar: 32.000000 5231 --------- Entering internal boost mode: --------- Starting analysis with 54 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.8347025 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.5183928 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.2080028 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.0641952 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.9865363 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.7560799 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.4946505 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.4095541 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.3410975 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.2227082 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.1346726 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.0650047 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.0239413 PREPRO: (sigma of derived input)/eigenvalue # 14 : 1.0047044 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.99534136 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.98403054 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.93432724 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.91152167 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.89882159 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.88774121 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.78889209 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.74824148 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.73534608 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.68744528 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.66166574 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.61544764 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.60068142 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.55454409 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.53220105 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.52111232 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.51272219 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.48880601 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.47738984 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.44912022 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.43574139 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.42186418 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.40995103 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.37502223 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.35325164 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.31557143 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.21138994 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.18936379 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.17919183 PREPRO: (sigma of derived input)/eigenvalue # 44 : 0.12134256 PREPRO: (sigma of derived input)/eigenvalue # 45 : 8.98605362E-02 PREPRO: (sigma of derived input)/eigenvalue # 46 : 4.32676694E-04 PREPRO: (sigma of derived input)/eigenvalue # 47 : 2.95301317E-04 PREPRO: (sigma of derived input)/eigenvalue # 48 : 2.62901507E-04 PREPRO: (sigma of derived input)/eigenvalue # 49 : 2.14965667E-07 PREPRO: (sigma of derived input)/eigenvalue # 50 : 1.65965932E-04 PREPRO: (sigma of derived input)/eigenvalue # 51 : 1.90956533E-04 PREPRO: (sigma of derived input)/eigenvalue # 52 : 2.44574912E-04 PREPRO: (sigma of derived input)/eigenvalue # 53 : 2.55722174E-04 PREPRO: (sigma of derived input)/eigenvalue # 54 : 4.36958333E-04 Using 44 variables out of 54 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 39.0 40.0 41.0 42.0 43.0 44.0 45.0 0 0.6 2.8 2.5 2.2 2.1 2.0 1.8 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 0.7 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 0.4 0.3 0.2 0.2 0.2 0.1 1 100.0 -9.6 0.8 1.3 28.3 20.2 -34.7 3.2 -1.0 1.8 6.2 0.9 6.6 -2.6 -1.6 3.6 2.7 -0.7 -4.8 1.7 0.8 -3.2 9.0 -6.2 3.9 1.7 2.6 -1.8 -4.0 6.4 9.1 2.7 -1.2 -3.3 11.3 3.3 3.4 -1.8 2.2 -0.6 0.0 4.8 10.1 -0.9 -1.4 2 -9.6 100.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 3 0.8 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 -0.0 4 1.3 -0.0 0.0 100.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 5 28.3 -0.0 0.0 -0.0 100.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 6 20.2 -0.0 -0.0 -0.0 -0.0 100.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 7 -34.7 0.0 0.0 -0.0 0.0 -0.0 100.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 8 3.2 0.0 -0.0 0.0 -0.0 -0.0 -0.0 100.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 9 -1.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 100.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 10 1.8 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 100.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 11 6.2 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 12 0.9 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 100.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 13 6.6 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 100.0 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0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 28 -1.8 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 100.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 29 -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 -0.0 100.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 30 6.4 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 100.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 31 9.1 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 0.0 100.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 32 2.7 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 100.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 33 -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 -0.0 100.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 34 -3.3 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 100.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 35 11.3 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 100.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 36 3.3 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 100.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 37 3.4 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 0.0 100.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 38 -1.8 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 100.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 39 2.2 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 100.0 -0.0 0.0 -0.0 0.0 0.0 0.0 40 -0.6 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 100.0 0.0 -0.0 -0.0 -0.0 0.0 41 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 -0.0 0.0 -0.0 0.0 42 4.8 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 100.0 0.0 0.0 0.0 43 10.1 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 100.0 -0.0 0.0 44 -0.9 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 100.0 -0.0 45 -1.4 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -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) 57.118538946905922 ------------------------------------- Teacher: actual network topology: Nodes(1) = 45 Nodes(2) = 45 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 197.62720 sigma out 45 active outputs RANK 2 NODE 7 --> 149.95601 sigma out 45 active outputs RANK 3 NODE 5 --> 114.38577 sigma out 45 active outputs RANK 4 NODE 6 --> 98.418861 sigma out 45 active outputs RANK 5 NODE 4 --> 96.808685 sigma out 45 active outputs RANK 6 NODE 2 --> 93.197166 sigma out 45 active outputs RANK 7 NODE 3 --> 90.652046 sigma out 45 active outputs RANK 8 NODE 9 --> 81.016670 sigma out 45 active outputs RANK 9 NODE 15 --> 78.507629 sigma out 45 active outputs RANK 10 NODE 14 --> 76.276459 sigma out 45 active outputs RANK 11 NODE 13 --> 74.589478 sigma out 45 active outputs RANK 12 NODE 12 --> 74.458046 sigma out 45 active outputs RANK 13 NODE 38 --> 72.026657 sigma out 45 active outputs RANK 14 NODE 19 --> 70.043533 sigma out 45 active outputs RANK 15 NODE 23 --> 69.663361 sigma out 45 active outputs RANK 16 NODE 20 --> 69.310471 sigma out 45 active outputs RANK 17 NODE 10 --> 69.292549 sigma out 45 active outputs RANK 18 NODE 26 --> 69.191841 sigma out 45 active outputs RANK 19 NODE 25 --> 68.624001 sigma out 45 active outputs RANK 20 NODE 31 --> 67.856232 sigma out 45 active outputs RANK 21 NODE 8 --> 67.328758 sigma out 45 active outputs RANK 22 NODE 16 --> 66.214272 sigma out 45 active outputs RANK 23 NODE 35 --> 65.268494 sigma out 45 active outputs RANK 24 NODE 27 --> 64.633179 sigma out 45 active outputs RANK 25 NODE 21 --> 64.098045 sigma out 45 active outputs RANK 26 NODE 34 --> 64.089142 sigma out 45 active outputs RANK 27 NODE 30 --> 63.050819 sigma out 45 active outputs RANK 28 NODE 28 --> 62.629498 sigma out 45 active outputs RANK 29 NODE 11 --> 62.351299 sigma out 45 active outputs RANK 30 NODE 24 --> 61.793865 sigma out 45 active outputs RANK 31 NODE 45 --> 60.471519 sigma out 45 active outputs RANK 32 NODE 42 --> 60.207352 sigma out 45 active outputs RANK 33 NODE 22 --> 60.117638 sigma out 45 active outputs RANK 34 NODE 18 --> 59.593433 sigma out 45 active outputs RANK 35 NODE 39 --> 58.949532 sigma out 45 active outputs RANK 36 NODE 36 --> 57.692818 sigma out 45 active outputs RANK 37 NODE 41 --> 57.174404 sigma out 45 active outputs RANK 38 NODE 17 --> 57.074539 sigma out 45 active outputs RANK 39 NODE 29 --> 56.316521 sigma out 45 active outputs RANK 40 NODE 40 --> 55.979603 sigma out 45 active outputs RANK 41 NODE 32 --> 55.480396 sigma out 45 active outputs RANK 42 NODE 37 --> 54.270584 sigma out 45 active outputs RANK 43 NODE 43 --> 53.336082 sigma out 45 active outputs RANK 44 NODE 33 --> 51.268204 sigma out 45 active outputs RANK 45 NODE 44 --> 42.887825 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 25 --> 167.63933 sigma in 45 act. ( 180.88353 sig out 1 act.) RANK 2 NODE 43 --> 121.50120 sigma in 45 act. ( 138.92360 sig out 1 act.) RANK 3 NODE 45 --> 118.70858 sigma in 45 act. ( 135.42456 sig out 1 act.) RANK 4 NODE 12 --> 103.97710 sigma in 45 act. ( 117.17708 sig out 1 act.) RANK 5 NODE 21 --> 98.359848 sigma in 45 act. ( 107.27368 sig out 1 act.) RANK 6 NODE 5 --> 95.311539 sigma in 45 act. ( 102.29928 sig out 1 act.) RANK 7 NODE 22 --> 92.278160 sigma in 45 act. ( 109.83739 sig out 1 act.) RANK 8 NODE 35 --> 91.633324 sigma in 45 act. ( 127.14543 sig out 1 act.) RANK 9 NODE 11 --> 89.024834 sigma in 45 act. ( 92.219994 sig out 1 act.) RANK 10 NODE 24 --> 88.809891 sigma in 45 act. ( 92.197136 sig out 1 act.) RANK 11 NODE 44 --> 87.806107 sigma in 45 act. ( 93.486694 sig out 1 act.) RANK 12 NODE 38 --> 86.240311 sigma in 45 act. ( 103.75184 sig out 1 act.) RANK 13 NODE 31 --> 79.844177 sigma in 45 act. ( 79.189056 sig out 1 act.) RANK 14 NODE 1 --> 79.509338 sigma in 45 act. ( 92.418869 sig out 1 act.) RANK 15 NODE 9 --> 77.044182 sigma in 45 act. ( 86.608109 sig out 1 act.) RANK 16 NODE 3 --> 76.676437 sigma in 45 act. ( 80.517799 sig out 1 act.) RANK 17 NODE 40 --> 75.432030 sigma in 45 act. ( 73.967850 sig out 1 act.) RANK 18 NODE 32 --> 74.948105 sigma in 45 act. ( 84.675003 sig out 1 act.) RANK 19 NODE 34 --> 74.326309 sigma in 45 act. ( 75.984238 sig out 1 act.) RANK 20 NODE 42 --> 69.885590 sigma in 45 act. ( 52.457954 sig out 1 act.) RANK 21 NODE 10 --> 68.771729 sigma in 45 act. ( 65.867599 sig out 1 act.) RANK 22 NODE 28 --> 68.299332 sigma in 45 act. ( 62.793980 sig out 1 act.) RANK 23 NODE 18 --> 66.783257 sigma in 45 act. ( 11.881742 sig out 1 act.) RANK 24 NODE 26 --> 65.713333 sigma in 45 act. ( 70.815979 sig out 1 act.) RANK 25 NODE 13 --> 65.335930 sigma in 45 act. ( 73.310638 sig out 1 act.) RANK 26 NODE 37 --> 63.273857 sigma in 45 act. ( 17.666172 sig out 1 act.) RANK 27 NODE 39 --> 62.733082 sigma in 45 act. ( 13.572907 sig out 1 act.) RANK 28 NODE 14 --> 62.172039 sigma in 45 act. ( 35.884544 sig out 1 act.) RANK 29 NODE 2 --> 60.645588 sigma in 45 act. ( 42.540619 sig out 1 act.) RANK 30 NODE 23 --> 60.550541 sigma in 45 act. ( 34.132618 sig out 1 act.) RANK 31 NODE 7 --> 59.826649 sigma in 45 act. ( 39.764400 sig out 1 act.) RANK 32 NODE 8 --> 58.607502 sigma in 45 act. ( 72.190643 sig out 1 act.) RANK 33 NODE 20 --> 58.470753 sigma in 45 act. ( 57.168316 sig out 1 act.) RANK 34 NODE 27 --> 58.360607 sigma in 45 act. ( 28.012951 sig out 1 act.) RANK 35 NODE 29 --> 57.575909 sigma in 45 act. ( 49.862587 sig out 1 act.) RANK 36 NODE 30 --> 56.637638 sigma in 45 act. ( 9.3465843 sig out 1 act.) RANK 37 NODE 6 --> 55.586052 sigma in 45 act. ( 36.698997 sig out 1 act.) RANK 38 NODE 33 --> 55.289795 sigma in 45 act. ( 3.0711415 sig out 1 act.) RANK 39 NODE 41 --> 54.527863 sigma in 45 act. ( 18.536169 sig out 1 act.) RANK 40 NODE 16 --> 54.120968 sigma in 45 act. ( 13.520211 sig out 1 act.) RANK 41 NODE 36 --> 53.994701 sigma in 45 act. ( 9.7860298 sig out 1 act.) RANK 42 NODE 19 --> 51.706287 sigma in 45 act. ( 29.350765 sig out 1 act.) RANK 43 NODE 15 --> 50.038944 sigma in 45 act. ( 15.211994 sig out 1 act.) RANK 44 NODE 4 --> 49.659527 sigma in 45 act. ( 13.212602 sig out 1 act.) RANK 45 NODE 17 --> 47.981598 sigma in 45 act. ( 0.25622380 sig out 1 act.) sorted by output significance RANK 1 NODE 25 --> 180.88353 sigma out 1 act.( 167.63933 sig in 45 act.) RANK 2 NODE 43 --> 138.92360 sigma out 1 act.( 121.50120 sig in 45 act.) RANK 3 NODE 45 --> 135.42456 sigma out 1 act.( 118.70858 sig in 45 act.) RANK 4 NODE 35 --> 127.14543 sigma out 1 act.( 91.633324 sig in 45 act.) RANK 5 NODE 12 --> 117.17708 sigma out 1 act.( 103.97710 sig in 45 act.) RANK 6 NODE 22 --> 109.83739 sigma out 1 act.( 92.278160 sig in 45 act.) RANK 7 NODE 21 --> 107.27368 sigma out 1 act.( 98.359848 sig in 45 act.) RANK 8 NODE 38 --> 103.75184 sigma out 1 act.( 86.240311 sig in 45 act.) RANK 9 NODE 5 --> 102.29928 sigma out 1 act.( 95.311539 sig in 45 act.) RANK 10 NODE 44 --> 93.486694 sigma out 1 act.( 87.806107 sig in 45 act.) RANK 11 NODE 1 --> 92.418869 sigma out 1 act.( 79.509338 sig in 45 act.) RANK 12 NODE 11 --> 92.219994 sigma out 1 act.( 89.024834 sig in 45 act.) RANK 13 NODE 24 --> 92.197136 sigma out 1 act.( 88.809891 sig in 45 act.) RANK 14 NODE 9 --> 86.608109 sigma out 1 act.( 77.044182 sig in 45 act.) RANK 15 NODE 32 --> 84.675003 sigma out 1 act.( 74.948105 sig in 45 act.) RANK 16 NODE 3 --> 80.517799 sigma out 1 act.( 76.676437 sig in 45 act.) RANK 17 NODE 31 --> 79.189056 sigma out 1 act.( 79.844177 sig in 45 act.) RANK 18 NODE 34 --> 75.984238 sigma out 1 act.( 74.326309 sig in 45 act.) RANK 19 NODE 40 --> 73.967850 sigma out 1 act.( 75.432030 sig in 45 act.) RANK 20 NODE 13 --> 73.310638 sigma out 1 act.( 65.335930 sig in 45 act.) RANK 21 NODE 8 --> 72.190643 sigma out 1 act.( 58.607502 sig in 45 act.) RANK 22 NODE 26 --> 70.815979 sigma out 1 act.( 65.713333 sig in 45 act.) RANK 23 NODE 10 --> 65.867599 sigma out 1 act.( 68.771729 sig in 45 act.) RANK 24 NODE 28 --> 62.793980 sigma out 1 act.( 68.299332 sig in 45 act.) RANK 25 NODE 20 --> 57.168316 sigma out 1 act.( 58.470753 sig in 45 act.) RANK 26 NODE 42 --> 52.457954 sigma out 1 act.( 69.885590 sig in 45 act.) RANK 27 NODE 29 --> 49.862587 sigma out 1 act.( 57.575909 sig in 45 act.) RANK 28 NODE 2 --> 42.540619 sigma out 1 act.( 60.645588 sig in 45 act.) RANK 29 NODE 7 --> 39.764400 sigma out 1 act.( 59.826649 sig in 45 act.) RANK 30 NODE 6 --> 36.698997 sigma out 1 act.( 55.586052 sig in 45 act.) RANK 31 NODE 14 --> 35.884544 sigma out 1 act.( 62.172039 sig in 45 act.) RANK 32 NODE 23 --> 34.132618 sigma out 1 act.( 60.550541 sig in 45 act.) RANK 33 NODE 19 --> 29.350765 sigma out 1 act.( 51.706287 sig in 45 act.) RANK 34 NODE 27 --> 28.012951 sigma out 1 act.( 58.360607 sig in 45 act.) RANK 35 NODE 41 --> 18.536169 sigma out 1 act.( 54.527863 sig in 45 act.) RANK 36 NODE 37 --> 17.666172 sigma out 1 act.( 63.273857 sig in 45 act.) RANK 37 NODE 15 --> 15.211994 sigma out 1 act.( 50.038944 sig in 45 act.) RANK 38 NODE 39 --> 13.572907 sigma out 1 act.( 62.733082 sig in 45 act.) RANK 39 NODE 16 --> 13.520211 sigma out 1 act.( 54.120968 sig in 45 act.) RANK 40 NODE 4 --> 13.212602 sigma out 1 act.( 49.659527 sig in 45 act.) RANK 41 NODE 18 --> 11.881742 sigma out 1 act.( 66.783257 sig in 45 act.) RANK 42 NODE 36 --> 9.7860298 sigma out 1 act.( 53.994701 sig in 45 act.) RANK 43 NODE 30 --> 9.3465843 sigma out 1 act.( 56.637638 sig in 45 act.) RANK 44 NODE 33 --> 3.0711415 sigma out 1 act.( 55.289795 sig in 45 act.) RANK 45 NODE 17 --> 0.25622380 sigma out 1 act.( 47.981598 sig in 45 act.) RANK 1 NODE 1 --> 510.88141 sigma in 45 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 225.24928 sigma out 45 active outputs RANK 2 NODE 7 --> 159.85910 sigma out 45 active outputs RANK 3 NODE 5 --> 113.54595 sigma out 45 active outputs RANK 4 NODE 6 --> 92.073296 sigma out 45 active outputs RANK 5 NODE 2 --> 89.596748 sigma out 45 active outputs RANK 6 NODE 4 --> 89.171715 sigma out 45 active outputs RANK 7 NODE 3 --> 84.481689 sigma out 45 active outputs RANK 8 NODE 9 --> 65.482162 sigma out 45 active outputs RANK 9 NODE 14 --> 61.786896 sigma out 45 active outputs RANK 10 NODE 13 --> 59.752270 sigma out 45 active outputs RANK 11 NODE 8 --> 58.903454 sigma out 45 active outputs RANK 12 NODE 10 --> 51.507614 sigma out 45 active outputs RANK 13 NODE 12 --> 50.613056 sigma out 45 active outputs RANK 14 NODE 15 --> 49.318905 sigma out 45 active outputs RANK 15 NODE 20 --> 48.670750 sigma out 45 active outputs RANK 16 NODE 19 --> 48.165573 sigma out 45 active outputs RANK 17 NODE 11 --> 47.165802 sigma out 45 active outputs RANK 18 NODE 23 --> 43.077030 sigma out 45 active outputs RANK 19 NODE 18 --> 42.837467 sigma out 45 active outputs RANK 20 NODE 21 --> 41.011444 sigma out 45 active outputs RANK 21 NODE 25 --> 39.720409 sigma out 45 active outputs RANK 22 NODE 24 --> 39.691013 sigma out 45 active outputs RANK 23 NODE 22 --> 38.508991 sigma out 45 active outputs RANK 24 NODE 26 --> 37.367756 sigma out 45 active outputs RANK 25 NODE 27 --> 37.065510 sigma out 45 active outputs RANK 26 NODE 17 --> 35.855007 sigma out 45 active outputs RANK 27 NODE 16 --> 35.688984 sigma out 45 active outputs RANK 28 NODE 28 --> 35.098244 sigma out 45 active outputs RANK 29 NODE 31 --> 33.069416 sigma out 45 active outputs RANK 30 NODE 30 --> 27.598125 sigma out 45 active outputs RANK 31 NODE 35 --> 25.816364 sigma out 45 active outputs RANK 32 NODE 38 --> 25.686300 sigma out 45 active outputs RANK 33 NODE 36 --> 24.891809 sigma out 45 active outputs RANK 34 NODE 32 --> 24.688391 sigma out 45 active outputs RANK 35 NODE 34 --> 23.973255 sigma out 45 active outputs RANK 36 NODE 29 --> 23.320850 sigma out 45 active outputs RANK 37 NODE 33 --> 22.802866 sigma out 45 active outputs RANK 38 NODE 39 --> 21.149658 sigma out 45 active outputs RANK 39 NODE 37 --> 19.322178 sigma out 45 active outputs RANK 40 NODE 41 --> 16.968628 sigma out 45 active outputs RANK 41 NODE 40 --> 15.762028 sigma out 45 active outputs RANK 42 NODE 42 --> 13.662011 sigma out 45 active outputs RANK 43 NODE 43 --> 12.302731 sigma out 45 active outputs RANK 44 NODE 45 --> 8.6563253 sigma out 45 active outputs RANK 45 NODE 44 --> 6.3496294 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 25 --> 179.32208 sigma in 45 act. ( 129.98204 sig out 1 act.) RANK 2 NODE 43 --> 118.46371 sigma in 45 act. ( 91.063553 sig out 1 act.) RANK 3 NODE 45 --> 116.87786 sigma in 45 act. ( 96.516571 sig out 1 act.) RANK 4 NODE 21 --> 99.582542 sigma in 45 act. ( 64.001198 sig out 1 act.) RANK 5 NODE 12 --> 97.547882 sigma in 45 act. ( 87.935875 sig out 1 act.) RANK 6 NODE 5 --> 90.167908 sigma in 45 act. ( 68.256927 sig out 1 act.) RANK 7 NODE 35 --> 87.944527 sigma in 45 act. ( 95.794594 sig out 1 act.) RANK 8 NODE 38 --> 83.067154 sigma in 45 act. ( 68.561325 sig out 1 act.) RANK 9 NODE 22 --> 81.182213 sigma in 45 act. ( 71.791473 sig out 1 act.) RANK 10 NODE 1 --> 75.659035 sigma in 45 act. ( 64.241348 sig out 1 act.) RANK 11 NODE 24 --> 74.623459 sigma in 45 act. ( 63.352821 sig out 1 act.) RANK 12 NODE 11 --> 71.973839 sigma in 45 act. ( 62.538456 sig out 1 act.) RANK 13 NODE 9 --> 67.332474 sigma in 45 act. ( 55.462620 sig out 1 act.) RANK 14 NODE 44 --> 66.914368 sigma in 45 act. ( 68.626144 sig out 1 act.) RANK 15 NODE 31 --> 65.426414 sigma in 45 act. ( 52.998363 sig out 1 act.) RANK 16 NODE 3 --> 62.492290 sigma in 45 act. ( 52.642609 sig out 1 act.) RANK 17 NODE 32 --> 60.901005 sigma in 45 act. ( 57.774860 sig out 1 act.) RANK 18 NODE 34 --> 59.664074 sigma in 45 act. ( 50.923569 sig out 1 act.) RANK 19 NODE 10 --> 55.608753 sigma in 45 act. ( 42.150204 sig out 1 act.) RANK 20 NODE 40 --> 55.551041 sigma in 45 act. ( 48.611244 sig out 1 act.) RANK 21 NODE 26 --> 49.543644 sigma in 45 act. ( 52.013622 sig out 1 act.) RANK 22 NODE 13 --> 48.386368 sigma in 45 act. ( 53.954845 sig out 1 act.) RANK 23 NODE 8 --> 47.239471 sigma in 45 act. ( 50.317707 sig out 1 act.) RANK 24 NODE 28 --> 43.484921 sigma in 45 act. ( 39.968182 sig out 1 act.) RANK 25 NODE 20 --> 40.946194 sigma in 45 act. ( 37.305458 sig out 1 act.) RANK 26 NODE 42 --> 38.421314 sigma in 45 act. ( 35.940643 sig out 1 act.) RANK 27 NODE 29 --> 34.499588 sigma in 45 act. ( 33.115078 sig out 1 act.) RANK 28 NODE 2 --> 31.749607 sigma in 45 act. ( 28.282724 sig out 1 act.) RANK 29 NODE 7 --> 27.627724 sigma in 45 act. ( 27.877541 sig out 1 act.) RANK 30 NODE 14 --> 26.485741 sigma in 45 act. ( 23.087515 sig out 1 act.) RANK 31 NODE 6 --> 26.091276 sigma in 45 act. ( 25.868116 sig out 1 act.) RANK 32 NODE 23 --> 24.101826 sigma in 45 act. ( 23.280153 sig out 1 act.) RANK 33 NODE 27 --> 19.999800 sigma in 45 act. ( 20.072823 sig out 1 act.) RANK 34 NODE 19 --> 19.856617 sigma in 45 act. ( 19.511782 sig out 1 act.) RANK 35 NODE 37 --> 16.052702 sigma in 45 act. ( 11.729315 sig out 1 act.) RANK 36 NODE 41 --> 14.680344 sigma in 45 act. ( 13.059553 sig out 1 act.) RANK 37 NODE 15 --> 11.991549 sigma in 45 act. ( 10.281378 sig out 1 act.) RANK 38 NODE 39 --> 11.679305 sigma in 45 act. ( 9.5801010 sig out 1 act.) RANK 39 NODE 16 --> 11.398037 sigma in 45 act. ( 9.0448751 sig out 1 act.) RANK 40 NODE 18 --> 11.056679 sigma in 45 act. ( 7.9601364 sig out 1 act.) RANK 41 NODE 4 --> 10.664305 sigma in 45 act. ( 8.9041224 sig out 1 act.) RANK 42 NODE 30 --> 8.9605732 sigma in 45 act. ( 6.9997096 sig out 1 act.) RANK 43 NODE 36 --> 8.9599943 sigma in 45 act. ( 6.4959064 sig out 1 act.) RANK 44 NODE 33 --> 7.6101317 sigma in 45 act. ( 2.1933584 sig out 1 act.) RANK 45 NODE 17 --> 5.5676188 sigma in 45 act. ( 0.19894131 sig out 1 act.) sorted by output significance RANK 1 NODE 25 --> 129.98204 sigma out 1 act.( 179.32208 sig in 45 act.) RANK 2 NODE 45 --> 96.516571 sigma out 1 act.( 116.87786 sig in 45 act.) RANK 3 NODE 35 --> 95.794594 sigma out 1 act.( 87.944527 sig in 45 act.) RANK 4 NODE 43 --> 91.063553 sigma out 1 act.( 118.46371 sig in 45 act.) RANK 5 NODE 12 --> 87.935875 sigma out 1 act.( 97.547882 sig in 45 act.) RANK 6 NODE 22 --> 71.791473 sigma out 1 act.( 81.182213 sig in 45 act.) RANK 7 NODE 44 --> 68.626144 sigma out 1 act.( 66.914368 sig in 45 act.) RANK 8 NODE 38 --> 68.561325 sigma out 1 act.( 83.067154 sig in 45 act.) RANK 9 NODE 5 --> 68.256927 sigma out 1 act.( 90.167908 sig in 45 act.) RANK 10 NODE 1 --> 64.241348 sigma out 1 act.( 75.659035 sig in 45 act.) RANK 11 NODE 21 --> 64.001198 sigma out 1 act.( 99.582542 sig in 45 act.) RANK 12 NODE 24 --> 63.352821 sigma out 1 act.( 74.623459 sig in 45 act.) RANK 13 NODE 11 --> 62.538456 sigma out 1 act.( 71.973839 sig in 45 act.) RANK 14 NODE 32 --> 57.774860 sigma out 1 act.( 60.901005 sig in 45 act.) RANK 15 NODE 9 --> 55.462620 sigma out 1 act.( 67.332474 sig in 45 act.) RANK 16 NODE 13 --> 53.954845 sigma out 1 act.( 48.386368 sig in 45 act.) RANK 17 NODE 31 --> 52.998363 sigma out 1 act.( 65.426414 sig in 45 act.) RANK 18 NODE 3 --> 52.642609 sigma out 1 act.( 62.492290 sig in 45 act.) RANK 19 NODE 26 --> 52.013622 sigma out 1 act.( 49.543644 sig in 45 act.) RANK 20 NODE 34 --> 50.923569 sigma out 1 act.( 59.664074 sig in 45 act.) RANK 21 NODE 8 --> 50.317707 sigma out 1 act.( 47.239471 sig in 45 act.) RANK 22 NODE 40 --> 48.611244 sigma out 1 act.( 55.551041 sig in 45 act.) RANK 23 NODE 10 --> 42.150204 sigma out 1 act.( 55.608753 sig in 45 act.) RANK 24 NODE 28 --> 39.968182 sigma out 1 act.( 43.484921 sig in 45 act.) RANK 25 NODE 20 --> 37.305458 sigma out 1 act.( 40.946194 sig in 45 act.) RANK 26 NODE 42 --> 35.940643 sigma out 1 act.( 38.421314 sig in 45 act.) RANK 27 NODE 29 --> 33.115078 sigma out 1 act.( 34.499588 sig in 45 act.) RANK 28 NODE 2 --> 28.282724 sigma out 1 act.( 31.749607 sig in 45 act.) RANK 29 NODE 7 --> 27.877541 sigma out 1 act.( 27.627724 sig in 45 act.) RANK 30 NODE 6 --> 25.868116 sigma out 1 act.( 26.091276 sig in 45 act.) RANK 31 NODE 23 --> 23.280153 sigma out 1 act.( 24.101826 sig in 45 act.) RANK 32 NODE 14 --> 23.087515 sigma out 1 act.( 26.485741 sig in 45 act.) RANK 33 NODE 27 --> 20.072823 sigma out 1 act.( 19.999800 sig in 45 act.) RANK 34 NODE 19 --> 19.511782 sigma out 1 act.( 19.856617 sig in 45 act.) RANK 35 NODE 41 --> 13.059553 sigma out 1 act.( 14.680344 sig in 45 act.) RANK 36 NODE 37 --> 11.729315 sigma out 1 act.( 16.052702 sig in 45 act.) RANK 37 NODE 15 --> 10.281378 sigma out 1 act.( 11.991549 sig in 45 act.) RANK 38 NODE 39 --> 9.5801010 sigma out 1 act.( 11.679305 sig in 45 act.) RANK 39 NODE 16 --> 9.0448751 sigma out 1 act.( 11.398037 sig in 45 act.) RANK 40 NODE 4 --> 8.9041224 sigma out 1 act.( 10.664305 sig in 45 act.) RANK 41 NODE 18 --> 7.9601364 sigma out 1 act.( 11.056679 sig in 45 act.) RANK 42 NODE 30 --> 6.9997096 sigma out 1 act.( 8.9605732 sig in 45 act.) RANK 43 NODE 36 --> 6.4959064 sigma out 1 act.( 8.9599943 sig in 45 act.) RANK 44 NODE 33 --> 2.1933584 sigma out 1 act.( 7.6101317 sig in 45 act.) RANK 45 NODE 17 --> 0.19894131 sigma out 1 act.( 5.5676188 sig in 45 act.) RANK 1 NODE 1 --> 352.09021 sigma in 45 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.46556145 *** contribution from regularisation: 1.15188165E-03 *** contribution from error: -0.46671334 *** contribution from DIAG: 4.94986671E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.51319051 *** contribution from regularisation: 3.43011972E-03 *** contribution from error: -0.51662064 *** contribution from DIAG: 1.13686816E-04 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.51559091 *** contribution from regularisation: 2.60224659E-03 *** contribution from error: -0.51819313 *** contribution from DIAG: 1.54468260E-04 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.46775889 *** contribution from regularisation: 2.81663542E-03 *** contribution from error: -0.47057554 *** contribution from DIAG: 2.97731091E-03 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.51369357 *** contribution from regularisation: 2.88749021E-03 *** contribution from error: -0.51658106 *** contribution from DIAG: 1.98833121E-04 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.51571274 *** contribution from regularisation: 2.90491222E-03 *** contribution from error: -0.51861763 *** contribution from DIAG: 1.09548426E-04 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.51628077 *** contribution from regularisation: 2.92428490E-03 *** contribution from error: -0.51920503 *** contribution from DIAG: 1.29717228E-04 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.51682115 *** contribution from regularisation: 2.95397406E-03 *** contribution from error: -0.51977509 *** contribution from DIAG: 1.59119925E-04 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.51701283 *** contribution from regularisation: 2.99099018E-03 *** contribution from error: -0.52000380 *** contribution from DIAG: 1.81424432E-04 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 254.13986 sigma out 45 active outputs RANK 2 NODE 7 --> 174.97978 sigma out 45 active outputs RANK 3 NODE 5 --> 120.45394 sigma out 45 active outputs RANK 4 NODE 6 --> 103.29420 sigma out 45 active outputs RANK 5 NODE 2 --> 98.241936 sigma out 45 active outputs RANK 6 NODE 4 --> 90.248856 sigma out 45 active outputs RANK 7 NODE 3 --> 88.663345 sigma out 45 active outputs RANK 8 NODE 9 --> 71.348923 sigma out 45 active outputs RANK 9 NODE 14 --> 65.934761 sigma out 45 active outputs RANK 10 NODE 8 --> 64.206619 sigma out 45 active outputs RANK 11 NODE 13 --> 63.737511 sigma out 45 active outputs RANK 12 NODE 10 --> 56.334190 sigma out 45 active outputs RANK 13 NODE 12 --> 55.157307 sigma out 45 active outputs RANK 14 NODE 15 --> 52.968391 sigma out 45 active outputs RANK 15 NODE 11 --> 52.750031 sigma out 45 active outputs RANK 16 NODE 20 --> 52.005211 sigma out 45 active outputs RANK 17 NODE 19 --> 51.878658 sigma out 45 active outputs RANK 18 NODE 23 --> 46.585125 sigma out 45 active outputs RANK 19 NODE 18 --> 45.756786 sigma out 45 active outputs RANK 20 NODE 21 --> 45.398888 sigma out 45 active outputs RANK 21 NODE 25 --> 44.343967 sigma out 45 active outputs RANK 22 NODE 24 --> 42.163612 sigma out 45 active outputs RANK 23 NODE 27 --> 41.398361 sigma out 45 active outputs RANK 24 NODE 26 --> 40.966743 sigma out 45 active outputs RANK 25 NODE 22 --> 40.153782 sigma out 45 active outputs RANK 26 NODE 16 --> 38.817085 sigma out 45 active outputs RANK 27 NODE 28 --> 37.900249 sigma out 45 active outputs RANK 28 NODE 17 --> 37.758820 sigma out 45 active outputs RANK 29 NODE 31 --> 36.875111 sigma out 45 active outputs RANK 30 NODE 35 --> 32.505245 sigma out 45 active outputs RANK 31 NODE 30 --> 30.680067 sigma out 45 active outputs RANK 32 NODE 36 --> 29.432838 sigma out 45 active outputs RANK 33 NODE 38 --> 29.074699 sigma out 45 active outputs RANK 34 NODE 34 --> 28.760704 sigma out 45 active outputs RANK 35 NODE 29 --> 28.469702 sigma out 45 active outputs RANK 36 NODE 32 --> 27.948868 sigma out 45 active outputs RANK 37 NODE 33 --> 26.364515 sigma out 45 active outputs RANK 38 NODE 39 --> 24.709608 sigma out 45 active outputs RANK 39 NODE 37 --> 22.724356 sigma out 45 active outputs RANK 40 NODE 43 --> 20.962822 sigma out 45 active outputs RANK 41 NODE 41 --> 20.481529 sigma out 45 active outputs RANK 42 NODE 40 --> 18.916357 sigma out 45 active outputs RANK 43 NODE 42 --> 18.785324 sigma out 45 active outputs RANK 44 NODE 45 --> 11.814225 sigma out 45 active outputs RANK 45 NODE 44 --> 10.101927 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 25 --> 195.37231 sigma in 45 act. ( 137.52939 sig out 1 act.) RANK 2 NODE 45 --> 128.12514 sigma in 45 act. ( 105.92149 sig out 1 act.) RANK 3 NODE 43 --> 126.23253 sigma in 45 act. ( 91.467583 sig out 1 act.) RANK 4 NODE 12 --> 111.18011 sigma in 45 act. ( 107.27126 sig out 1 act.) RANK 5 NODE 21 --> 110.78501 sigma in 45 act. ( 71.260635 sig out 1 act.) RANK 6 NODE 5 --> 96.839516 sigma in 45 act. ( 70.583748 sig out 1 act.) RANK 7 NODE 35 --> 95.284340 sigma in 45 act. ( 102.03307 sig out 1 act.) RANK 8 NODE 38 --> 94.624832 sigma in 45 act. ( 78.121681 sig out 1 act.) RANK 9 NODE 22 --> 87.844643 sigma in 45 act. ( 72.707451 sig out 1 act.) RANK 10 NODE 1 --> 86.882622 sigma in 45 act. ( 70.814667 sig out 1 act.) RANK 11 NODE 24 --> 83.023476 sigma in 45 act. ( 69.036575 sig out 1 act.) RANK 12 NODE 11 --> 74.429802 sigma in 45 act. ( 64.518791 sig out 1 act.) RANK 13 NODE 31 --> 71.352654 sigma in 45 act. ( 57.111362 sig out 1 act.) RANK 14 NODE 44 --> 70.277122 sigma in 45 act. ( 74.535103 sig out 1 act.) RANK 15 NODE 3 --> 70.216583 sigma in 45 act. ( 57.519558 sig out 1 act.) RANK 16 NODE 9 --> 69.020370 sigma in 45 act. ( 54.377506 sig out 1 act.) RANK 17 NODE 32 --> 67.446861 sigma in 45 act. ( 61.215710 sig out 1 act.) RANK 18 NODE 34 --> 64.437538 sigma in 45 act. ( 53.780346 sig out 1 act.) RANK 19 NODE 40 --> 62.903301 sigma in 45 act. ( 53.082890 sig out 1 act.) RANK 20 NODE 10 --> 58.534210 sigma in 45 act. ( 44.086288 sig out 1 act.) RANK 21 NODE 8 --> 57.074986 sigma in 45 act. ( 60.011230 sig out 1 act.) RANK 22 NODE 26 --> 52.054409 sigma in 45 act. ( 55.971737 sig out 1 act.) RANK 23 NODE 28 --> 51.916725 sigma in 45 act. ( 46.212727 sig out 1 act.) RANK 24 NODE 13 --> 51.404678 sigma in 45 act. ( 55.050251 sig out 1 act.) RANK 25 NODE 20 --> 44.664639 sigma in 45 act. ( 39.521908 sig out 1 act.) RANK 26 NODE 42 --> 41.649609 sigma in 45 act. ( 37.432213 sig out 1 act.) RANK 27 NODE 29 --> 39.396713 sigma in 45 act. ( 36.086624 sig out 1 act.) RANK 28 NODE 2 --> 36.387901 sigma in 45 act. ( 31.273672 sig out 1 act.) RANK 29 NODE 7 --> 32.798508 sigma in 45 act. ( 31.654476 sig out 1 act.) RANK 30 NODE 6 --> 31.738876 sigma in 45 act. ( 30.537239 sig out 1 act.) RANK 31 NODE 14 --> 30.938524 sigma in 45 act. ( 25.576473 sig out 1 act.) RANK 32 NODE 23 --> 24.989035 sigma in 45 act. ( 22.556040 sig out 1 act.) RANK 33 NODE 27 --> 24.556755 sigma in 45 act. ( 22.692230 sig out 1 act.) RANK 34 NODE 37 --> 22.725080 sigma in 45 act. ( 15.661039 sig out 1 act.) RANK 35 NODE 19 --> 22.471205 sigma in 45 act. ( 20.565329 sig out 1 act.) RANK 36 NODE 41 --> 18.478251 sigma in 45 act. ( 14.847397 sig out 1 act.) RANK 37 NODE 18 --> 16.868549 sigma in 45 act. ( 10.150578 sig out 1 act.) RANK 38 NODE 16 --> 16.267416 sigma in 45 act. ( 11.036176 sig out 1 act.) RANK 39 NODE 15 --> 16.163795 sigma in 45 act. ( 12.254926 sig out 1 act.) RANK 40 NODE 4 --> 15.304274 sigma in 45 act. ( 11.524868 sig out 1 act.) RANK 41 NODE 39 --> 14.824062 sigma in 45 act. ( 8.3819094 sig out 1 act.) RANK 42 NODE 36 --> 13.304382 sigma in 45 act. ( 7.9683843 sig out 1 act.) RANK 43 NODE 33 --> 11.963760 sigma in 45 act. ( 4.0633082 sig out 1 act.) RANK 44 NODE 30 --> 11.694308 sigma in 45 act. ( 4.6294508 sig out 1 act.) RANK 45 NODE 17 --> 9.6301203 sigma in 45 act. ( 1.8417945 sig out 1 act.) sorted by output significance RANK 1 NODE 25 --> 137.52939 sigma out 1 act.( 195.37231 sig in 45 act.) RANK 2 NODE 12 --> 107.27126 sigma out 1 act.( 111.18011 sig in 45 act.) RANK 3 NODE 45 --> 105.92149 sigma out 1 act.( 128.12514 sig in 45 act.) RANK 4 NODE 35 --> 102.03307 sigma out 1 act.( 95.284340 sig in 45 act.) RANK 5 NODE 43 --> 91.467583 sigma out 1 act.( 126.23253 sig in 45 act.) RANK 6 NODE 38 --> 78.121681 sigma out 1 act.( 94.624832 sig in 45 act.) RANK 7 NODE 44 --> 74.535103 sigma out 1 act.( 70.277122 sig in 45 act.) RANK 8 NODE 22 --> 72.707451 sigma out 1 act.( 87.844643 sig in 45 act.) RANK 9 NODE 21 --> 71.260635 sigma out 1 act.( 110.78501 sig in 45 act.) RANK 10 NODE 1 --> 70.814667 sigma out 1 act.( 86.882622 sig in 45 act.) RANK 11 NODE 5 --> 70.583748 sigma out 1 act.( 96.839516 sig in 45 act.) RANK 12 NODE 24 --> 69.036575 sigma out 1 act.( 83.023476 sig in 45 act.) RANK 13 NODE 11 --> 64.518791 sigma out 1 act.( 74.429802 sig in 45 act.) RANK 14 NODE 32 --> 61.215710 sigma out 1 act.( 67.446861 sig in 45 act.) RANK 15 NODE 8 --> 60.011230 sigma out 1 act.( 57.074986 sig in 45 act.) RANK 16 NODE 3 --> 57.519558 sigma out 1 act.( 70.216583 sig in 45 act.) RANK 17 NODE 31 --> 57.111362 sigma out 1 act.( 71.352654 sig in 45 act.) RANK 18 NODE 26 --> 55.971737 sigma out 1 act.( 52.054409 sig in 45 act.) RANK 19 NODE 13 --> 55.050251 sigma out 1 act.( 51.404678 sig in 45 act.) RANK 20 NODE 9 --> 54.377506 sigma out 1 act.( 69.020370 sig in 45 act.) RANK 21 NODE 34 --> 53.780346 sigma out 1 act.( 64.437538 sig in 45 act.) RANK 22 NODE 40 --> 53.082890 sigma out 1 act.( 62.903301 sig in 45 act.) RANK 23 NODE 28 --> 46.212727 sigma out 1 act.( 51.916725 sig in 45 act.) RANK 24 NODE 10 --> 44.086288 sigma out 1 act.( 58.534210 sig in 45 act.) RANK 25 NODE 20 --> 39.521908 sigma out 1 act.( 44.664639 sig in 45 act.) RANK 26 NODE 42 --> 37.432213 sigma out 1 act.( 41.649609 sig in 45 act.) RANK 27 NODE 29 --> 36.086624 sigma out 1 act.( 39.396713 sig in 45 act.) RANK 28 NODE 7 --> 31.654476 sigma out 1 act.( 32.798508 sig in 45 act.) RANK 29 NODE 2 --> 31.273672 sigma out 1 act.( 36.387901 sig in 45 act.) RANK 30 NODE 6 --> 30.537239 sigma out 1 act.( 31.738876 sig in 45 act.) RANK 31 NODE 14 --> 25.576473 sigma out 1 act.( 30.938524 sig in 45 act.) RANK 32 NODE 27 --> 22.692230 sigma out 1 act.( 24.556755 sig in 45 act.) RANK 33 NODE 23 --> 22.556040 sigma out 1 act.( 24.989035 sig in 45 act.) RANK 34 NODE 19 --> 20.565329 sigma out 1 act.( 22.471205 sig in 45 act.) RANK 35 NODE 37 --> 15.661039 sigma out 1 act.( 22.725080 sig in 45 act.) RANK 36 NODE 41 --> 14.847397 sigma out 1 act.( 18.478251 sig in 45 act.) RANK 37 NODE 15 --> 12.254926 sigma out 1 act.( 16.163795 sig in 45 act.) RANK 38 NODE 4 --> 11.524868 sigma out 1 act.( 15.304274 sig in 45 act.) RANK 39 NODE 16 --> 11.036176 sigma out 1 act.( 16.267416 sig in 45 act.) RANK 40 NODE 18 --> 10.150578 sigma out 1 act.( 16.868549 sig in 45 act.) RANK 41 NODE 39 --> 8.3819094 sigma out 1 act.( 14.824062 sig in 45 act.) RANK 42 NODE 36 --> 7.9683843 sigma out 1 act.( 13.304382 sig in 45 act.) RANK 43 NODE 30 --> 4.6294508 sigma out 1 act.( 11.694308 sig in 45 act.) RANK 44 NODE 33 --> 4.0633082 sigma out 1 act.( 11.963760 sig in 45 act.) RANK 45 NODE 17 --> 1.8417945 sigma out 1 act.( 9.6301203 sig in 45 act.) RANK 1 NODE 1 --> 380.29233 sigma in 45 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.51735693 *** contribution from regularisation: 2.99918465E-03 *** contribution from error: -0.52035612 *** contribution from DIAG: 1.86487538E-04 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.51764119 *** contribution from regularisation: 3.01375636E-03 *** contribution from error: -0.52065492 *** contribution from DIAG: 2.05330260E-04 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.51870817 *** contribution from regularisation: 3.03053879E-03 *** contribution from error: -0.52173871 *** contribution from DIAG: 2.17734574E-04 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.51933455 *** contribution from regularisation: 3.02823749E-03 *** contribution from error: -0.52236277 *** contribution from DIAG: 2.18995090E-04 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.52010781 *** contribution from regularisation: 3.03110760E-03 *** contribution from error: -0.52313894 *** contribution from DIAG: 2.27734054E-04 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.52079797 *** contribution from regularisation: 3.02820769E-03 *** contribution from error: -0.52382618 *** contribution from DIAG: 2.31148413E-04 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.52130473 *** contribution from regularisation: 3.03888484E-03 *** contribution from error: -0.52434361 *** contribution from DIAG: 2.21372204E-04 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.52173728 *** contribution from regularisation: 3.03795887E-03 *** contribution from error: -0.52477521 *** contribution from DIAG: 2.12977364E-04 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.52205664 *** contribution from regularisation: 3.04152537E-03 *** contribution from error: -0.52509815 *** contribution from DIAG: 2.12374493E-04 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.52294207 *** contribution from regularisation: 3.07109673E-03 *** contribution from error: -0.52601314 *** contribution from DIAG: 2.26779885E-04 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 252.24930 sigma out 45 active outputs RANK 2 NODE 7 --> 189.55373 sigma out 45 active outputs RANK 3 NODE 5 --> 167.22765 sigma out 45 active outputs RANK 4 NODE 6 --> 160.16341 sigma out 45 active outputs RANK 5 NODE 3 --> 117.13104 sigma out 45 active outputs RANK 6 NODE 2 --> 102.40972 sigma out 45 active outputs RANK 7 NODE 8 --> 90.529121 sigma out 45 active outputs RANK 8 NODE 9 --> 85.321365 sigma out 45 active outputs RANK 9 NODE 4 --> 84.991386 sigma out 45 active outputs RANK 10 NODE 14 --> 63.245724 sigma out 45 active outputs RANK 11 NODE 13 --> 62.012878 sigma out 45 active outputs RANK 12 NODE 10 --> 59.955666 sigma out 45 active outputs RANK 13 NODE 11 --> 58.980915 sigma out 45 active outputs RANK 14 NODE 12 --> 54.999500 sigma out 45 active outputs RANK 15 NODE 21 --> 53.608826 sigma out 45 active outputs RANK 16 NODE 20 --> 52.649349 sigma out 45 active outputs RANK 17 NODE 15 --> 52.463604 sigma out 45 active outputs RANK 18 NODE 19 --> 51.508663 sigma out 45 active outputs RANK 19 NODE 18 --> 46.269814 sigma out 45 active outputs RANK 20 NODE 23 --> 44.928707 sigma out 45 active outputs RANK 21 NODE 25 --> 44.531136 sigma out 45 active outputs RANK 22 NODE 16 --> 42.413914 sigma out 45 active outputs RANK 23 NODE 43 --> 41.503860 sigma out 45 active outputs RANK 24 NODE 24 --> 39.050144 sigma out 45 active outputs RANK 25 NODE 27 --> 38.759109 sigma out 45 active outputs RANK 26 NODE 26 --> 38.727657 sigma out 45 active outputs RANK 27 NODE 31 --> 36.545105 sigma out 45 active outputs RANK 28 NODE 28 --> 36.060852 sigma out 45 active outputs RANK 29 NODE 17 --> 35.869637 sigma out 45 active outputs RANK 30 NODE 22 --> 33.833168 sigma out 45 active outputs RANK 31 NODE 30 --> 30.764940 sigma out 45 active outputs RANK 32 NODE 38 --> 29.849676 sigma out 45 active outputs RANK 33 NODE 35 --> 29.765417 sigma out 45 active outputs RANK 34 NODE 34 --> 28.802313 sigma out 45 active outputs RANK 35 NODE 36 --> 28.269150 sigma out 45 active outputs RANK 36 NODE 32 --> 27.928610 sigma out 45 active outputs RANK 37 NODE 29 --> 26.027107 sigma out 45 active outputs RANK 38 NODE 33 --> 25.242992 sigma out 45 active outputs RANK 39 NODE 42 --> 24.747192 sigma out 45 active outputs RANK 40 NODE 39 --> 23.738922 sigma out 45 active outputs RANK 41 NODE 37 --> 23.162827 sigma out 45 active outputs RANK 42 NODE 41 --> 20.605431 sigma out 45 active outputs RANK 43 NODE 40 --> 18.937061 sigma out 45 active outputs RANK 44 NODE 45 --> 12.142853 sigma out 45 active outputs RANK 45 NODE 44 --> 10.357998 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 25 --> 204.63782 sigma in 45 act. ( 153.28090 sig out 1 act.) RANK 2 NODE 12 --> 175.22794 sigma in 45 act. ( 201.94392 sig out 1 act.) RANK 3 NODE 45 --> 143.07707 sigma in 45 act. ( 138.81607 sig out 1 act.) RANK 4 NODE 38 --> 119.44406 sigma in 45 act. ( 131.12050 sig out 1 act.) RANK 5 NODE 21 --> 113.02657 sigma in 45 act. ( 86.469177 sig out 1 act.) RANK 6 NODE 43 --> 108.99095 sigma in 45 act. ( 74.691238 sig out 1 act.) RANK 7 NODE 24 --> 106.51135 sigma in 45 act. ( 95.277229 sig out 1 act.) RANK 8 NODE 3 --> 102.11160 sigma in 45 act. ( 85.939857 sig out 1 act.) RANK 9 NODE 35 --> 101.67419 sigma in 45 act. ( 122.61334 sig out 1 act.) RANK 10 NODE 8 --> 97.078232 sigma in 45 act. ( 105.91696 sig out 1 act.) RANK 11 NODE 1 --> 94.496597 sigma in 45 act. ( 78.131050 sig out 1 act.) RANK 12 NODE 32 --> 89.401375 sigma in 45 act. ( 77.693329 sig out 1 act.) RANK 13 NODE 5 --> 88.840279 sigma in 45 act. ( 64.178467 sig out 1 act.) RANK 14 NODE 22 --> 78.572136 sigma in 45 act. ( 65.199570 sig out 1 act.) RANK 15 NODE 11 --> 74.205040 sigma in 45 act. ( 74.309586 sig out 1 act.) RANK 16 NODE 40 --> 71.381699 sigma in 45 act. ( 60.679432 sig out 1 act.) RANK 17 NODE 31 --> 68.033699 sigma in 45 act. ( 56.858002 sig out 1 act.) RANK 18 NODE 44 --> 61.420719 sigma in 45 act. ( 80.688393 sig out 1 act.) RANK 19 NODE 28 --> 60.757530 sigma in 45 act. ( 56.525745 sig out 1 act.) RANK 20 NODE 10 --> 60.220112 sigma in 45 act. ( 58.384182 sig out 1 act.) RANK 21 NODE 26 --> 54.717392 sigma in 45 act. ( 69.893349 sig out 1 act.) RANK 22 NODE 34 --> 51.467953 sigma in 45 act. ( 51.418762 sig out 1 act.) RANK 23 NODE 9 --> 50.251926 sigma in 45 act. ( 42.334766 sig out 1 act.) RANK 24 NODE 20 --> 45.526936 sigma in 45 act. ( 43.918564 sig out 1 act.) RANK 25 NODE 29 --> 44.272297 sigma in 45 act. ( 39.974262 sig out 1 act.) RANK 26 NODE 2 --> 41.087353 sigma in 45 act. ( 34.902004 sig out 1 act.) RANK 27 NODE 7 --> 41.084213 sigma in 45 act. ( 37.274166 sig out 1 act.) RANK 28 NODE 6 --> 40.807617 sigma in 45 act. ( 43.582870 sig out 1 act.) RANK 29 NODE 13 --> 40.658703 sigma in 45 act. ( 45.182537 sig out 1 act.) RANK 30 NODE 42 --> 39.075115 sigma in 45 act. ( 34.307030 sig out 1 act.) RANK 31 NODE 14 --> 38.294044 sigma in 45 act. ( 34.284695 sig out 1 act.) RANK 32 NODE 27 --> 30.192455 sigma in 45 act. ( 28.442619 sig out 1 act.) RANK 33 NODE 23 --> 26.046223 sigma in 45 act. ( 23.381998 sig out 1 act.) RANK 34 NODE 37 --> 22.850103 sigma in 45 act. ( 15.473958 sig out 1 act.) RANK 35 NODE 19 --> 20.961159 sigma in 45 act. ( 18.647411 sig out 1 act.) RANK 36 NODE 41 --> 20.023119 sigma in 45 act. ( 17.497204 sig out 1 act.) RANK 37 NODE 15 --> 18.682173 sigma in 45 act. ( 15.398998 sig out 1 act.) RANK 38 NODE 16 --> 16.243664 sigma in 45 act. ( 10.915376 sig out 1 act.) RANK 39 NODE 4 --> 15.907003 sigma in 45 act. ( 12.342009 sig out 1 act.) RANK 40 NODE 30 --> 15.719897 sigma in 45 act. ( 14.415009 sig out 1 act.) RANK 41 NODE 39 --> 14.372056 sigma in 45 act. ( 7.9775424 sig out 1 act.) RANK 42 NODE 18 --> 13.927558 sigma in 45 act. ( 5.4587650 sig out 1 act.) RANK 43 NODE 33 --> 11.210850 sigma in 45 act. ( 3.4062271 sig out 1 act.) RANK 44 NODE 17 --> 10.983522 sigma in 45 act. ( 5.8805976 sig out 1 act.) RANK 45 NODE 36 --> 10.863641 sigma in 45 act. ( 3.0198228 sig out 1 act.) sorted by output significance RANK 1 NODE 12 --> 201.94392 sigma out 1 act.( 175.22794 sig in 45 act.) RANK 2 NODE 25 --> 153.28090 sigma out 1 act.( 204.63782 sig in 45 act.) RANK 3 NODE 45 --> 138.81607 sigma out 1 act.( 143.07707 sig in 45 act.) RANK 4 NODE 38 --> 131.12050 sigma out 1 act.( 119.44406 sig in 45 act.) RANK 5 NODE 35 --> 122.61334 sigma out 1 act.( 101.67419 sig in 45 act.) RANK 6 NODE 8 --> 105.91696 sigma out 1 act.( 97.078232 sig in 45 act.) RANK 7 NODE 24 --> 95.277229 sigma out 1 act.( 106.51135 sig in 45 act.) RANK 8 NODE 21 --> 86.469177 sigma out 1 act.( 113.02657 sig in 45 act.) RANK 9 NODE 3 --> 85.939857 sigma out 1 act.( 102.11160 sig in 45 act.) RANK 10 NODE 44 --> 80.688393 sigma out 1 act.( 61.420719 sig in 45 act.) RANK 11 NODE 1 --> 78.131050 sigma out 1 act.( 94.496597 sig in 45 act.) RANK 12 NODE 32 --> 77.693329 sigma out 1 act.( 89.401375 sig in 45 act.) RANK 13 NODE 43 --> 74.691238 sigma out 1 act.( 108.99095 sig in 45 act.) RANK 14 NODE 11 --> 74.309586 sigma out 1 act.( 74.205040 sig in 45 act.) RANK 15 NODE 26 --> 69.893349 sigma out 1 act.( 54.717392 sig in 45 act.) RANK 16 NODE 22 --> 65.199570 sigma out 1 act.( 78.572136 sig in 45 act.) RANK 17 NODE 5 --> 64.178467 sigma out 1 act.( 88.840279 sig in 45 act.) RANK 18 NODE 40 --> 60.679432 sigma out 1 act.( 71.381699 sig in 45 act.) RANK 19 NODE 10 --> 58.384182 sigma out 1 act.( 60.220112 sig in 45 act.) RANK 20 NODE 31 --> 56.858002 sigma out 1 act.( 68.033699 sig in 45 act.) RANK 21 NODE 28 --> 56.525745 sigma out 1 act.( 60.757530 sig in 45 act.) RANK 22 NODE 34 --> 51.418762 sigma out 1 act.( 51.467953 sig in 45 act.) RANK 23 NODE 13 --> 45.182537 sigma out 1 act.( 40.658703 sig in 45 act.) RANK 24 NODE 20 --> 43.918564 sigma out 1 act.( 45.526936 sig in 45 act.) RANK 25 NODE 6 --> 43.582870 sigma out 1 act.( 40.807617 sig in 45 act.) RANK 26 NODE 9 --> 42.334766 sigma out 1 act.( 50.251926 sig in 45 act.) RANK 27 NODE 29 --> 39.974262 sigma out 1 act.( 44.272297 sig in 45 act.) RANK 28 NODE 7 --> 37.274166 sigma out 1 act.( 41.084213 sig in 45 act.) RANK 29 NODE 2 --> 34.902004 sigma out 1 act.( 41.087353 sig in 45 act.) RANK 30 NODE 42 --> 34.307030 sigma out 1 act.( 39.075115 sig in 45 act.) RANK 31 NODE 14 --> 34.284695 sigma out 1 act.( 38.294044 sig in 45 act.) RANK 32 NODE 27 --> 28.442619 sigma out 1 act.( 30.192455 sig in 45 act.) RANK 33 NODE 23 --> 23.381998 sigma out 1 act.( 26.046223 sig in 45 act.) RANK 34 NODE 19 --> 18.647411 sigma out 1 act.( 20.961159 sig in 45 act.) RANK 35 NODE 41 --> 17.497204 sigma out 1 act.( 20.023119 sig in 45 act.) RANK 36 NODE 37 --> 15.473958 sigma out 1 act.( 22.850103 sig in 45 act.) RANK 37 NODE 15 --> 15.398998 sigma out 1 act.( 18.682173 sig in 45 act.) RANK 38 NODE 30 --> 14.415009 sigma out 1 act.( 15.719897 sig in 45 act.) RANK 39 NODE 4 --> 12.342009 sigma out 1 act.( 15.907003 sig in 45 act.) RANK 40 NODE 16 --> 10.915376 sigma out 1 act.( 16.243664 sig in 45 act.) RANK 41 NODE 39 --> 7.9775424 sigma out 1 act.( 14.372056 sig in 45 act.) RANK 42 NODE 17 --> 5.8805976 sigma out 1 act.( 10.983522 sig in 45 act.) RANK 43 NODE 18 --> 5.4587650 sigma out 1 act.( 13.927558 sig in 45 act.) RANK 44 NODE 33 --> 3.4062271 sigma out 1 act.( 11.210850 sig in 45 act.) RANK 45 NODE 36 --> 3.0198228 sigma out 1 act.( 10.863641 sig in 45 act.) RANK 1 NODE 1 --> 476.90167 sigma in 45 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.52319574 *** contribution from regularisation: 3.08726751E-03 *** contribution from error: -0.52628303 *** contribution from DIAG: 2.12679981E-04 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.52365953 *** contribution from regularisation: 3.07950028E-03 *** contribution from error: -0.52673900 *** contribution from DIAG: 2.17595676E-04 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.52379394 *** contribution from regularisation: 3.07693984E-03 *** contribution from error: -0.52687085 *** contribution from DIAG: 2.21332550E-04 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.52399987 *** contribution from regularisation: 3.08461674E-03 *** contribution from error: -0.52708447 *** contribution from DIAG: 2.18013796E-04 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.52425432 *** contribution from regularisation: 3.09587829E-03 *** contribution from error: -0.52735019 *** contribution from DIAG: 2.26914432E-04 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.52454805 *** contribution from regularisation: 3.11059458E-03 *** contribution from error: -0.52765864 *** contribution from DIAG: 2.23684387E-04 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.52480465 *** contribution from regularisation: 3.11728823E-03 *** contribution from error: -0.52792192 *** contribution from DIAG: 2.20175236E-04 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.52501851 *** contribution from regularisation: 3.11736204E-03 *** contribution from error: -0.52813590 *** contribution from DIAG: 2.20564936E-04 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.52550739 *** contribution from regularisation: 3.15190549E-03 *** contribution from error: -0.52865928 *** contribution from DIAG: 2.28741192E-04 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.52599931 *** contribution from regularisation: 3.17984563E-03 *** contribution from error: -0.52917916 *** contribution from DIAG: 2.33714280E-04 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 260.06961 sigma out 45 active outputs RANK 2 NODE 7 --> 228.97450 sigma out 45 active outputs RANK 3 NODE 5 --> 218.07042 sigma out 45 active outputs RANK 4 NODE 6 --> 200.80959 sigma out 45 active outputs RANK 5 NODE 3 --> 149.23701 sigma out 45 active outputs RANK 6 NODE 8 --> 126.55807 sigma out 45 active outputs RANK 7 NODE 9 --> 103.45921 sigma out 45 active outputs RANK 8 NODE 2 --> 101.81441 sigma out 45 active outputs RANK 9 NODE 4 --> 97.703506 sigma out 45 active outputs RANK 10 NODE 11 --> 75.850838 sigma out 45 active outputs RANK 11 NODE 13 --> 71.436119 sigma out 45 active outputs RANK 12 NODE 21 --> 67.988762 sigma out 45 active outputs RANK 13 NODE 10 --> 65.810020 sigma out 45 active outputs RANK 14 NODE 14 --> 61.929199 sigma out 45 active outputs RANK 15 NODE 12 --> 58.785015 sigma out 45 active outputs RANK 16 NODE 18 --> 56.696709 sigma out 45 active outputs RANK 17 NODE 19 --> 52.703960 sigma out 45 active outputs RANK 18 NODE 15 --> 52.393639 sigma out 45 active outputs RANK 19 NODE 20 --> 51.118397 sigma out 45 active outputs RANK 20 NODE 25 --> 49.364891 sigma out 45 active outputs RANK 21 NODE 23 --> 44.620483 sigma out 45 active outputs RANK 22 NODE 43 --> 44.229382 sigma out 45 active outputs RANK 23 NODE 16 --> 43.799183 sigma out 45 active outputs RANK 24 NODE 17 --> 42.860050 sigma out 45 active outputs RANK 25 NODE 27 --> 42.585491 sigma out 45 active outputs RANK 26 NODE 31 --> 38.068405 sigma out 45 active outputs RANK 27 NODE 24 --> 38.020290 sigma out 45 active outputs RANK 28 NODE 35 --> 37.210461 sigma out 45 active outputs RANK 29 NODE 26 --> 36.159000 sigma out 45 active outputs RANK 30 NODE 28 --> 32.515362 sigma out 45 active outputs RANK 31 NODE 22 --> 32.388878 sigma out 45 active outputs RANK 32 NODE 30 --> 30.323645 sigma out 45 active outputs RANK 33 NODE 38 --> 30.088524 sigma out 45 active outputs RANK 34 NODE 34 --> 29.710882 sigma out 45 active outputs RANK 35 NODE 36 --> 29.496126 sigma out 45 active outputs RANK 36 NODE 32 --> 29.155703 sigma out 45 active outputs RANK 37 NODE 29 --> 25.619251 sigma out 45 active outputs RANK 38 NODE 33 --> 24.236074 sigma out 45 active outputs RANK 39 NODE 37 --> 24.231909 sigma out 45 active outputs RANK 40 NODE 42 --> 24.030270 sigma out 45 active outputs RANK 41 NODE 39 --> 22.762663 sigma out 45 active outputs RANK 42 NODE 41 --> 19.206772 sigma out 45 active outputs RANK 43 NODE 40 --> 18.999765 sigma out 45 active outputs RANK 44 NODE 45 --> 12.099731 sigma out 45 active outputs RANK 45 NODE 44 --> 10.262563 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 243.21019 sigma in 45 act. ( 262.30469 sig out 1 act.) RANK 2 NODE 25 --> 229.22704 sigma in 45 act. ( 166.40105 sig out 1 act.) RANK 3 NODE 8 --> 158.46368 sigma in 45 act. ( 150.93477 sig out 1 act.) RANK 4 NODE 45 --> 154.17358 sigma in 45 act. ( 155.73787 sig out 1 act.) RANK 5 NODE 38 --> 150.79590 sigma in 45 act. ( 166.47354 sig out 1 act.) RANK 6 NODE 3 --> 145.04131 sigma in 45 act. ( 102.62316 sig out 1 act.) RANK 7 NODE 24 --> 122.19789 sigma in 45 act. ( 123.92049 sig out 1 act.) RANK 8 NODE 21 --> 115.79490 sigma in 45 act. ( 101.21134 sig out 1 act.) RANK 9 NODE 35 --> 108.26452 sigma in 45 act. ( 150.80536 sig out 1 act.) RANK 10 NODE 32 --> 104.60423 sigma in 45 act. ( 87.791466 sig out 1 act.) RANK 11 NODE 1 --> 99.536522 sigma in 45 act. ( 84.705902 sig out 1 act.) RANK 12 NODE 43 --> 91.470940 sigma in 45 act. ( 67.354675 sig out 1 act.) RANK 13 NODE 11 --> 89.386055 sigma in 45 act. ( 93.858772 sig out 1 act.) RANK 14 NODE 22 --> 80.006401 sigma in 45 act. ( 69.566612 sig out 1 act.) RANK 15 NODE 5 --> 78.440079 sigma in 45 act. ( 62.803665 sig out 1 act.) RANK 16 NODE 31 --> 71.029129 sigma in 45 act. ( 64.673187 sig out 1 act.) RANK 17 NODE 28 --> 66.137619 sigma in 45 act. ( 64.962585 sig out 1 act.) RANK 18 NODE 40 --> 65.372231 sigma in 45 act. ( 58.610153 sig out 1 act.) RANK 19 NODE 10 --> 64.385826 sigma in 45 act. ( 69.376587 sig out 1 act.) RANK 20 NODE 44 --> 63.164192 sigma in 45 act. ( 87.280609 sig out 1 act.) RANK 21 NODE 34 --> 56.556477 sigma in 45 act. ( 58.507412 sig out 1 act.) RANK 22 NODE 26 --> 55.358212 sigma in 45 act. ( 81.345352 sig out 1 act.) RANK 23 NODE 20 --> 52.850941 sigma in 45 act. ( 54.572636 sig out 1 act.) RANK 24 NODE 29 --> 49.044521 sigma in 45 act. ( 45.363636 sig out 1 act.) RANK 25 NODE 9 --> 46.591003 sigma in 45 act. ( 42.370358 sig out 1 act.) RANK 26 NODE 13 --> 42.218025 sigma in 45 act. ( 49.685753 sig out 1 act.) RANK 27 NODE 7 --> 40.356014 sigma in 45 act. ( 35.448036 sig out 1 act.) RANK 28 NODE 2 --> 38.175793 sigma in 45 act. ( 33.679474 sig out 1 act.) RANK 29 NODE 6 --> 36.884071 sigma in 45 act. ( 41.053341 sig out 1 act.) RANK 30 NODE 42 --> 35.876717 sigma in 45 act. ( 31.407047 sig out 1 act.) RANK 31 NODE 27 --> 33.362175 sigma in 45 act. ( 31.758528 sig out 1 act.) RANK 32 NODE 14 --> 33.118168 sigma in 45 act. ( 32.970470 sig out 1 act.) RANK 33 NODE 37 --> 25.776426 sigma in 45 act. ( 18.597088 sig out 1 act.) RANK 34 NODE 23 --> 23.000269 sigma in 45 act. ( 20.542147 sig out 1 act.) RANK 35 NODE 15 --> 19.331423 sigma in 45 act. ( 16.353077 sig out 1 act.) RANK 36 NODE 41 --> 18.047173 sigma in 45 act. ( 15.839403 sig out 1 act.) RANK 37 NODE 19 --> 17.990374 sigma in 45 act. ( 15.327717 sig out 1 act.) RANK 38 NODE 18 --> 17.829689 sigma in 45 act. ( 11.932563 sig out 1 act.) RANK 39 NODE 4 --> 17.484751 sigma in 45 act. ( 14.316414 sig out 1 act.) RANK 40 NODE 30 --> 17.071676 sigma in 45 act. ( 17.147892 sig out 1 act.) RANK 41 NODE 16 --> 16.739216 sigma in 45 act. ( 11.582576 sig out 1 act.) RANK 42 NODE 39 --> 13.140015 sigma in 45 act. ( 6.4917855 sig out 1 act.) RANK 43 NODE 33 --> 12.112700 sigma in 45 act. ( 6.8919988 sig out 1 act.) RANK 44 NODE 36 --> 10.093155 sigma in 45 act. ( 0.24317357 sig out 1 act.) RANK 45 NODE 17 --> 9.3806267 sigma in 45 act. ( 2.9086485 sig out 1 act.) sorted by output significance RANK 1 NODE 12 --> 262.30469 sigma out 1 act.( 243.21019 sig in 45 act.) RANK 2 NODE 38 --> 166.47354 sigma out 1 act.( 150.79590 sig in 45 act.) RANK 3 NODE 25 --> 166.40105 sigma out 1 act.( 229.22704 sig in 45 act.) RANK 4 NODE 45 --> 155.73787 sigma out 1 act.( 154.17358 sig in 45 act.) RANK 5 NODE 8 --> 150.93477 sigma out 1 act.( 158.46368 sig in 45 act.) RANK 6 NODE 35 --> 150.80536 sigma out 1 act.( 108.26452 sig in 45 act.) RANK 7 NODE 24 --> 123.92049 sigma out 1 act.( 122.19789 sig in 45 act.) RANK 8 NODE 3 --> 102.62316 sigma out 1 act.( 145.04131 sig in 45 act.) RANK 9 NODE 21 --> 101.21134 sigma out 1 act.( 115.79490 sig in 45 act.) RANK 10 NODE 11 --> 93.858772 sigma out 1 act.( 89.386055 sig in 45 act.) RANK 11 NODE 32 --> 87.791466 sigma out 1 act.( 104.60423 sig in 45 act.) RANK 12 NODE 44 --> 87.280609 sigma out 1 act.( 63.164192 sig in 45 act.) RANK 13 NODE 1 --> 84.705902 sigma out 1 act.( 99.536522 sig in 45 act.) RANK 14 NODE 26 --> 81.345352 sigma out 1 act.( 55.358212 sig in 45 act.) RANK 15 NODE 22 --> 69.566612 sigma out 1 act.( 80.006401 sig in 45 act.) RANK 16 NODE 10 --> 69.376587 sigma out 1 act.( 64.385826 sig in 45 act.) RANK 17 NODE 43 --> 67.354675 sigma out 1 act.( 91.470940 sig in 45 act.) RANK 18 NODE 28 --> 64.962585 sigma out 1 act.( 66.137619 sig in 45 act.) RANK 19 NODE 31 --> 64.673187 sigma out 1 act.( 71.029129 sig in 45 act.) RANK 20 NODE 5 --> 62.803665 sigma out 1 act.( 78.440079 sig in 45 act.) RANK 21 NODE 40 --> 58.610153 sigma out 1 act.( 65.372231 sig in 45 act.) RANK 22 NODE 34 --> 58.507412 sigma out 1 act.( 56.556477 sig in 45 act.) RANK 23 NODE 20 --> 54.572636 sigma out 1 act.( 52.850941 sig in 45 act.) RANK 24 NODE 13 --> 49.685753 sigma out 1 act.( 42.218025 sig in 45 act.) RANK 25 NODE 29 --> 45.363636 sigma out 1 act.( 49.044521 sig in 45 act.) RANK 26 NODE 9 --> 42.370358 sigma out 1 act.( 46.591003 sig in 45 act.) RANK 27 NODE 6 --> 41.053341 sigma out 1 act.( 36.884071 sig in 45 act.) RANK 28 NODE 7 --> 35.448036 sigma out 1 act.( 40.356014 sig in 45 act.) RANK 29 NODE 2 --> 33.679474 sigma out 1 act.( 38.175793 sig in 45 act.) RANK 30 NODE 14 --> 32.970470 sigma out 1 act.( 33.118168 sig in 45 act.) RANK 31 NODE 27 --> 31.758528 sigma out 1 act.( 33.362175 sig in 45 act.) RANK 32 NODE 42 --> 31.407047 sigma out 1 act.( 35.876717 sig in 45 act.) RANK 33 NODE 23 --> 20.542147 sigma out 1 act.( 23.000269 sig in 45 act.) RANK 34 NODE 37 --> 18.597088 sigma out 1 act.( 25.776426 sig in 45 act.) RANK 35 NODE 30 --> 17.147892 sigma out 1 act.( 17.071676 sig in 45 act.) RANK 36 NODE 15 --> 16.353077 sigma out 1 act.( 19.331423 sig in 45 act.) RANK 37 NODE 41 --> 15.839403 sigma out 1 act.( 18.047173 sig in 45 act.) RANK 38 NODE 19 --> 15.327717 sigma out 1 act.( 17.990374 sig in 45 act.) RANK 39 NODE 4 --> 14.316414 sigma out 1 act.( 17.484751 sig in 45 act.) RANK 40 NODE 18 --> 11.932563 sigma out 1 act.( 17.829689 sig in 45 act.) RANK 41 NODE 16 --> 11.582576 sigma out 1 act.( 16.739216 sig in 45 act.) RANK 42 NODE 33 --> 6.8919988 sigma out 1 act.( 12.112700 sig in 45 act.) RANK 43 NODE 39 --> 6.4917855 sigma out 1 act.( 13.140015 sig in 45 act.) RANK 44 NODE 17 --> 2.9086485 sigma out 1 act.( 9.3806267 sig in 45 act.) RANK 45 NODE 36 --> 0.24317357 sigma out 1 act.( 10.093155 sig in 45 act.) RANK 1 NODE 1 --> 565.94208 sigma in 45 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.52667296 *** contribution from regularisation: 3.13974777E-03 *** contribution from error: -0.52981269 *** contribution from DIAG: 2.31202517E-04 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.52715129 *** contribution from regularisation: 3.12814885E-03 *** contribution from error: -0.53027946 *** contribution from DIAG: 2.53090984E-04 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.52743047 *** contribution from regularisation: 3.14328261E-03 *** contribution from error: -0.53057379 *** contribution from DIAG: 2.39975183E-04 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.52790093 *** contribution from regularisation: 3.20308912E-03 *** contribution from error: -0.53110403 *** contribution from DIAG: 2.37610351E-04 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.52840769 *** contribution from regularisation: 3.15062352E-03 *** contribution from error: -0.53155833 *** contribution from DIAG: 2.16373432E-04 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.52865171 *** contribution from regularisation: 3.11800023E-03 *** contribution from error: -0.53176969 *** contribution from DIAG: 2.10056518E-04 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.52867663 *** contribution from regularisation: 3.15768318E-03 *** contribution from error: -0.53183430 *** contribution from DIAG: 2.09027887E-04 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.52885640 *** contribution from regularisation: 3.10875592E-03 *** contribution from error: -0.53196514 *** contribution from DIAG: 2.09654856E-04 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.52903235 *** contribution from regularisation: 3.12565640E-03 *** contribution from error: -0.53215802 *** contribution from DIAG: 2.09143371E-04 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.52919292 *** contribution from regularisation: 3.13452794E-03 *** contribution from error: -0.53232747 *** contribution from DIAG: 2.04453347E-04 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 281.70923 sigma out 45 active outputs RANK 2 NODE 7 --> 273.90128 sigma out 45 active outputs RANK 3 NODE 5 --> 261.44461 sigma out 45 active outputs RANK 4 NODE 6 --> 241.29807 sigma out 45 active outputs RANK 5 NODE 3 --> 185.96347 sigma out 45 active outputs RANK 6 NODE 8 --> 161.26060 sigma out 45 active outputs RANK 7 NODE 9 --> 120.88411 sigma out 45 active outputs RANK 8 NODE 4 --> 111.37188 sigma out 45 active outputs RANK 9 NODE 2 --> 110.87054 sigma out 45 active outputs RANK 10 NODE 11 --> 91.016357 sigma out 45 active outputs RANK 11 NODE 21 --> 88.327080 sigma out 45 active outputs RANK 12 NODE 13 --> 84.802940 sigma out 45 active outputs RANK 13 NODE 10 --> 75.079597 sigma out 45 active outputs RANK 14 NODE 18 --> 70.961655 sigma out 45 active outputs RANK 15 NODE 12 --> 65.821564 sigma out 45 active outputs RANK 16 NODE 14 --> 61.441120 sigma out 45 active outputs RANK 17 NODE 19 --> 56.754318 sigma out 45 active outputs RANK 18 NODE 25 --> 55.945320 sigma out 45 active outputs RANK 19 NODE 15 --> 52.772419 sigma out 45 active outputs RANK 20 NODE 35 --> 51.862442 sigma out 45 active outputs RANK 21 NODE 17 --> 51.137009 sigma out 45 active outputs RANK 22 NODE 20 --> 51.026360 sigma out 45 active outputs RANK 23 NODE 16 --> 48.997410 sigma out 45 active outputs RANK 24 NODE 27 --> 45.169743 sigma out 45 active outputs RANK 25 NODE 23 --> 45.124180 sigma out 45 active outputs RANK 26 NODE 31 --> 44.826221 sigma out 45 active outputs RANK 27 NODE 43 --> 43.440819 sigma out 45 active outputs RANK 28 NODE 22 --> 39.534225 sigma out 45 active outputs RANK 29 NODE 24 --> 39.395161 sigma out 45 active outputs RANK 30 NODE 26 --> 33.033695 sigma out 45 active outputs RANK 31 NODE 36 --> 31.381788 sigma out 45 active outputs RANK 32 NODE 30 --> 31.276655 sigma out 45 active outputs RANK 33 NODE 38 --> 30.874882 sigma out 45 active outputs RANK 34 NODE 28 --> 29.693022 sigma out 45 active outputs RANK 35 NODE 34 --> 28.878885 sigma out 45 active outputs RANK 36 NODE 37 --> 28.726446 sigma out 45 active outputs RANK 37 NODE 32 --> 25.622223 sigma out 45 active outputs RANK 38 NODE 29 --> 24.917587 sigma out 45 active outputs RANK 39 NODE 33 --> 22.589846 sigma out 45 active outputs RANK 40 NODE 39 --> 22.514658 sigma out 45 active outputs RANK 41 NODE 42 --> 22.510178 sigma out 45 active outputs RANK 42 NODE 40 --> 18.638849 sigma out 45 active outputs RANK 43 NODE 41 --> 18.021315 sigma out 45 active outputs RANK 44 NODE 45 --> 12.409063 sigma out 45 active outputs RANK 45 NODE 44 --> 10.038386 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 309.78571 sigma in 45 act. ( 316.13766 sig out 1 act.) RANK 2 NODE 25 --> 261.54013 sigma in 45 act. ( 186.95290 sig out 1 act.) RANK 3 NODE 8 --> 226.65088 sigma in 45 act. ( 198.60081 sig out 1 act.) RANK 4 NODE 3 --> 188.55220 sigma in 45 act. ( 124.66019 sig out 1 act.) RANK 5 NODE 38 --> 178.30357 sigma in 45 act. ( 183.89618 sig out 1 act.) RANK 6 NODE 45 --> 166.70108 sigma in 45 act. ( 176.53206 sig out 1 act.) RANK 7 NODE 24 --> 137.80772 sigma in 45 act. ( 153.86481 sig out 1 act.) RANK 8 NODE 35 --> 119.29329 sigma in 45 act. ( 164.64853 sig out 1 act.) RANK 9 NODE 32 --> 113.63799 sigma in 45 act. ( 89.715736 sig out 1 act.) RANK 10 NODE 21 --> 111.38795 sigma in 45 act. ( 115.37247 sig out 1 act.) RANK 11 NODE 1 --> 107.31529 sigma in 45 act. ( 96.350235 sig out 1 act.) RANK 12 NODE 11 --> 104.11810 sigma in 45 act. ( 106.31532 sig out 1 act.) RANK 13 NODE 43 --> 82.289749 sigma in 45 act. ( 65.729378 sig out 1 act.) RANK 14 NODE 22 --> 76.569977 sigma in 45 act. ( 71.168449 sig out 1 act.) RANK 15 NODE 31 --> 75.247910 sigma in 45 act. ( 74.230125 sig out 1 act.) RANK 16 NODE 5 --> 74.170258 sigma in 45 act. ( 68.016823 sig out 1 act.) RANK 17 NODE 10 --> 71.116112 sigma in 45 act. ( 81.171768 sig out 1 act.) RANK 18 NODE 28 --> 67.654846 sigma in 45 act. ( 70.097267 sig out 1 act.) RANK 19 NODE 44 --> 67.469170 sigma in 45 act. ( 93.593445 sig out 1 act.) RANK 20 NODE 40 --> 63.340698 sigma in 45 act. ( 58.153854 sig out 1 act.) RANK 21 NODE 34 --> 62.848305 sigma in 45 act. ( 66.241882 sig out 1 act.) RANK 22 NODE 29 --> 60.435501 sigma in 45 act. ( 58.381931 sig out 1 act.) RANK 23 NODE 20 --> 60.371578 sigma in 45 act. ( 64.563507 sig out 1 act.) RANK 24 NODE 26 --> 57.855068 sigma in 45 act. ( 87.701485 sig out 1 act.) RANK 25 NODE 9 --> 45.941837 sigma in 45 act. ( 43.869942 sig out 1 act.) RANK 26 NODE 13 --> 44.284286 sigma in 45 act. ( 55.467453 sig out 1 act.) RANK 27 NODE 7 --> 40.682095 sigma in 45 act. ( 35.387161 sig out 1 act.) RANK 28 NODE 27 --> 36.039734 sigma in 45 act. ( 34.642845 sig out 1 act.) RANK 29 NODE 2 --> 35.676445 sigma in 45 act. ( 33.230545 sig out 1 act.) RANK 30 NODE 42 --> 33.493408 sigma in 45 act. ( 29.197596 sig out 1 act.) RANK 31 NODE 6 --> 32.123211 sigma in 45 act. ( 36.815025 sig out 1 act.) RANK 32 NODE 14 --> 28.683506 sigma in 45 act. ( 31.027653 sig out 1 act.) RANK 33 NODE 37 --> 26.393862 sigma in 45 act. ( 19.561441 sig out 1 act.) RANK 34 NODE 23 --> 23.774597 sigma in 45 act. ( 21.846416 sig out 1 act.) RANK 35 NODE 15 --> 21.451504 sigma in 45 act. ( 18.766659 sig out 1 act.) RANK 36 NODE 30 --> 19.497753 sigma in 45 act. ( 21.439537 sig out 1 act.) RANK 37 NODE 18 --> 19.081978 sigma in 45 act. ( 13.955783 sig out 1 act.) RANK 38 NODE 16 --> 17.296726 sigma in 45 act. ( 12.328752 sig out 1 act.) RANK 39 NODE 4 --> 17.084394 sigma in 45 act. ( 14.003920 sig out 1 act.) RANK 40 NODE 19 --> 16.463085 sigma in 45 act. ( 13.649702 sig out 1 act.) RANK 41 NODE 41 --> 16.245171 sigma in 45 act. ( 14.434680 sig out 1 act.) RANK 42 NODE 33 --> 13.222320 sigma in 45 act. ( 9.5491066 sig out 1 act.) RANK 43 NODE 39 --> 12.156666 sigma in 45 act. ( 6.0890918 sig out 1 act.) RANK 44 NODE 36 --> 9.8538380 sigma in 45 act. ( 1.9942789 sig out 1 act.) RANK 45 NODE 17 --> 8.4125795 sigma in 45 act. ( 1.1344185 sig out 1 act.) sorted by output significance RANK 1 NODE 12 --> 316.13766 sigma out 1 act.( 309.78571 sig in 45 act.) RANK 2 NODE 8 --> 198.60081 sigma out 1 act.( 226.65088 sig in 45 act.) RANK 3 NODE 25 --> 186.95290 sigma out 1 act.( 261.54013 sig in 45 act.) RANK 4 NODE 38 --> 183.89618 sigma out 1 act.( 178.30357 sig in 45 act.) RANK 5 NODE 45 --> 176.53206 sigma out 1 act.( 166.70108 sig in 45 act.) RANK 6 NODE 35 --> 164.64853 sigma out 1 act.( 119.29329 sig in 45 act.) RANK 7 NODE 24 --> 153.86481 sigma out 1 act.( 137.80772 sig in 45 act.) RANK 8 NODE 3 --> 124.66019 sigma out 1 act.( 188.55220 sig in 45 act.) RANK 9 NODE 21 --> 115.37247 sigma out 1 act.( 111.38795 sig in 45 act.) RANK 10 NODE 11 --> 106.31532 sigma out 1 act.( 104.11810 sig in 45 act.) RANK 11 NODE 1 --> 96.350235 sigma out 1 act.( 107.31529 sig in 45 act.) RANK 12 NODE 44 --> 93.593445 sigma out 1 act.( 67.469170 sig in 45 act.) RANK 13 NODE 32 --> 89.715736 sigma out 1 act.( 113.63799 sig in 45 act.) RANK 14 NODE 26 --> 87.701485 sigma out 1 act.( 57.855068 sig in 45 act.) RANK 15 NODE 10 --> 81.171768 sigma out 1 act.( 71.116112 sig in 45 act.) RANK 16 NODE 31 --> 74.230125 sigma out 1 act.( 75.247910 sig in 45 act.) RANK 17 NODE 22 --> 71.168449 sigma out 1 act.( 76.569977 sig in 45 act.) RANK 18 NODE 28 --> 70.097267 sigma out 1 act.( 67.654846 sig in 45 act.) RANK 19 NODE 5 --> 68.016823 sigma out 1 act.( 74.170258 sig in 45 act.) RANK 20 NODE 34 --> 66.241882 sigma out 1 act.( 62.848305 sig in 45 act.) RANK 21 NODE 43 --> 65.729378 sigma out 1 act.( 82.289749 sig in 45 act.) RANK 22 NODE 20 --> 64.563507 sigma out 1 act.( 60.371578 sig in 45 act.) RANK 23 NODE 29 --> 58.381931 sigma out 1 act.( 60.435501 sig in 45 act.) RANK 24 NODE 40 --> 58.153854 sigma out 1 act.( 63.340698 sig in 45 act.) RANK 25 NODE 13 --> 55.467453 sigma out 1 act.( 44.284286 sig in 45 act.) RANK 26 NODE 9 --> 43.869942 sigma out 1 act.( 45.941837 sig in 45 act.) RANK 27 NODE 6 --> 36.815025 sigma out 1 act.( 32.123211 sig in 45 act.) RANK 28 NODE 7 --> 35.387161 sigma out 1 act.( 40.682095 sig in 45 act.) RANK 29 NODE 27 --> 34.642845 sigma out 1 act.( 36.039734 sig in 45 act.) RANK 30 NODE 2 --> 33.230545 sigma out 1 act.( 35.676445 sig in 45 act.) RANK 31 NODE 14 --> 31.027653 sigma out 1 act.( 28.683506 sig in 45 act.) RANK 32 NODE 42 --> 29.197596 sigma out 1 act.( 33.493408 sig in 45 act.) RANK 33 NODE 23 --> 21.846416 sigma out 1 act.( 23.774597 sig in 45 act.) RANK 34 NODE 30 --> 21.439537 sigma out 1 act.( 19.497753 sig in 45 act.) RANK 35 NODE 37 --> 19.561441 sigma out 1 act.( 26.393862 sig in 45 act.) RANK 36 NODE 15 --> 18.766659 sigma out 1 act.( 21.451504 sig in 45 act.) RANK 37 NODE 41 --> 14.434680 sigma out 1 act.( 16.245171 sig in 45 act.) RANK 38 NODE 4 --> 14.003920 sigma out 1 act.( 17.084394 sig in 45 act.) RANK 39 NODE 18 --> 13.955783 sigma out 1 act.( 19.081978 sig in 45 act.) RANK 40 NODE 19 --> 13.649702 sigma out 1 act.( 16.463085 sig in 45 act.) RANK 41 NODE 16 --> 12.328752 sigma out 1 act.( 17.296726 sig in 45 act.) RANK 42 NODE 33 --> 9.5491066 sigma out 1 act.( 13.222320 sig in 45 act.) RANK 43 NODE 39 --> 6.0890918 sigma out 1 act.( 12.156666 sig in 45 act.) RANK 44 NODE 36 --> 1.9942789 sigma out 1 act.( 9.8538380 sig in 45 act.) RANK 45 NODE 17 --> 1.1344185 sigma out 1 act.( 8.4125795 sig in 45 act.) RANK 1 NODE 1 --> 651.82916 sigma in 45 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.52949059 *** contribution from regularisation: 3.14276153E-03 *** contribution from error: -0.53263336 *** contribution from DIAG: 2.06226963E-04 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.52973390 *** contribution from regularisation: 3.15124588E-03 *** contribution from error: -0.53288513 *** contribution from DIAG: 2.06832599E-04 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.52998340 *** contribution from regularisation: 3.15929996E-03 *** contribution from error: -0.53314269 *** contribution from DIAG: 2.20013113E-04 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.53011733 *** contribution from regularisation: 3.13993800E-03 *** contribution from error: -0.53325725 *** contribution from DIAG: 2.16026470E-04 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.53052706 *** contribution from regularisation: 3.14207701E-03 *** contribution from error: -0.53366911 *** contribution from DIAG: 1.95099798E-04 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.53099257 *** contribution from regularisation: 3.19487159E-03 *** contribution from error: -0.53418744 *** contribution from DIAG: 1.75207853E-04 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.53071111 *** contribution from regularisation: 3.25061940E-03 *** contribution from error: -0.53396171 *** contribution from DIAG: 1.74893619E-04 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.53128237 *** contribution from regularisation: 3.09435092E-03 *** contribution from error: -0.53437674 *** contribution from DIAG: 1.75535373E-04 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.53149384 *** contribution from regularisation: 3.18177766E-03 *** contribution from error: -0.53467560 *** contribution from DIAG: 1.64107085E-04 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.53182286 *** contribution from regularisation: 3.19624459E-03 *** contribution from error: -0.53501910 *** contribution from DIAG: 1.55418194E-04 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 318.22665 sigma out 45 active outputs RANK 2 NODE 7 --> 317.99512 sigma out 45 active outputs RANK 3 NODE 5 --> 293.62811 sigma out 45 active outputs RANK 4 NODE 6 --> 279.83566 sigma out 45 active outputs RANK 5 NODE 3 --> 223.97955 sigma out 45 active outputs RANK 6 NODE 8 --> 193.09843 sigma out 45 active outputs RANK 7 NODE 2 --> 138.22461 sigma out 45 active outputs RANK 8 NODE 9 --> 133.98007 sigma out 45 active outputs RANK 9 NODE 4 --> 128.69312 sigma out 45 active outputs RANK 10 NODE 21 --> 107.12270 sigma out 45 active outputs RANK 11 NODE 13 --> 93.199409 sigma out 45 active outputs RANK 12 NODE 11 --> 91.406868 sigma out 45 active outputs RANK 13 NODE 10 --> 90.517822 sigma out 45 active outputs RANK 14 NODE 35 --> 80.659554 sigma out 45 active outputs RANK 15 NODE 18 --> 74.047676 sigma out 45 active outputs RANK 16 NODE 19 --> 68.859688 sigma out 45 active outputs RANK 17 NODE 12 --> 68.217110 sigma out 45 active outputs RANK 18 NODE 25 --> 64.528717 sigma out 45 active outputs RANK 19 NODE 31 --> 61.626324 sigma out 45 active outputs RANK 20 NODE 14 --> 60.932735 sigma out 45 active outputs RANK 21 NODE 22 --> 58.867500 sigma out 45 active outputs RANK 22 NODE 15 --> 57.110191 sigma out 45 active outputs RANK 23 NODE 16 --> 56.376373 sigma out 45 active outputs RANK 24 NODE 20 --> 53.030666 sigma out 45 active outputs RANK 25 NODE 17 --> 51.278728 sigma out 45 active outputs RANK 26 NODE 23 --> 49.617424 sigma out 45 active outputs RANK 27 NODE 27 --> 44.969780 sigma out 45 active outputs RANK 28 NODE 43 --> 43.838993 sigma out 45 active outputs RANK 29 NODE 24 --> 43.410355 sigma out 45 active outputs RANK 30 NODE 37 --> 41.516781 sigma out 45 active outputs RANK 31 NODE 36 --> 35.613945 sigma out 45 active outputs RANK 32 NODE 30 --> 33.295280 sigma out 45 active outputs RANK 33 NODE 38 --> 33.053669 sigma out 45 active outputs RANK 34 NODE 34 --> 31.119286 sigma out 45 active outputs RANK 35 NODE 26 --> 31.118685 sigma out 45 active outputs RANK 36 NODE 29 --> 27.682106 sigma out 45 active outputs RANK 37 NODE 28 --> 26.611847 sigma out 45 active outputs RANK 38 NODE 39 --> 22.647619 sigma out 45 active outputs RANK 39 NODE 32 --> 21.442507 sigma out 45 active outputs RANK 40 NODE 33 --> 20.554764 sigma out 45 active outputs RANK 41 NODE 42 --> 19.870903 sigma out 45 active outputs RANK 42 NODE 40 --> 18.653513 sigma out 45 active outputs RANK 43 NODE 41 --> 17.101120 sigma out 45 active outputs RANK 44 NODE 45 --> 13.010862 sigma out 45 active outputs RANK 45 NODE 44 --> 9.6417046 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 350.32672 sigma in 45 act. ( 341.75757 sig out 1 act.) RANK 2 NODE 25 --> 319.70523 sigma in 45 act. ( 219.50452 sig out 1 act.) RANK 3 NODE 8 --> 301.27740 sigma in 45 act. ( 285.03867 sig out 1 act.) RANK 4 NODE 3 --> 227.27113 sigma in 45 act. ( 150.93088 sig out 1 act.) RANK 5 NODE 38 --> 193.71915 sigma in 45 act. ( 183.10997 sig out 1 act.) RANK 6 NODE 45 --> 182.81761 sigma in 45 act. ( 198.54768 sig out 1 act.) RANK 7 NODE 24 --> 157.65459 sigma in 45 act. ( 179.83990 sig out 1 act.) RANK 8 NODE 32 --> 123.98576 sigma in 45 act. ( 94.778496 sig out 1 act.) RANK 9 NODE 35 --> 123.25156 sigma in 45 act. ( 158.27254 sig out 1 act.) RANK 10 NODE 11 --> 119.68246 sigma in 45 act. ( 111.93621 sig out 1 act.) RANK 11 NODE 1 --> 115.62339 sigma in 45 act. ( 111.22277 sig out 1 act.) RANK 12 NODE 21 --> 99.716438 sigma in 45 act. ( 111.16909 sig out 1 act.) RANK 13 NODE 29 --> 98.698914 sigma in 45 act. ( 100.30795 sig out 1 act.) RANK 14 NODE 43 --> 76.674660 sigma in 45 act. ( 68.399040 sig out 1 act.) RANK 15 NODE 10 --> 76.548309 sigma in 45 act. ( 91.536194 sig out 1 act.) RANK 16 NODE 31 --> 76.403023 sigma in 45 act. ( 82.558716 sig out 1 act.) RANK 17 NODE 44 --> 75.835640 sigma in 45 act. ( 99.810753 sig out 1 act.) RANK 18 NODE 22 --> 74.683449 sigma in 45 act. ( 73.460548 sig out 1 act.) RANK 19 NODE 20 --> 72.756363 sigma in 45 act. ( 80.267494 sig out 1 act.) RANK 20 NODE 34 --> 72.718239 sigma in 45 act. ( 76.954605 sig out 1 act.) RANK 21 NODE 28 --> 66.442024 sigma in 45 act. ( 71.734283 sig out 1 act.) RANK 22 NODE 5 --> 65.442917 sigma in 45 act. ( 69.935547 sig out 1 act.) RANK 23 NODE 40 --> 58.380566 sigma in 45 act. ( 55.290035 sig out 1 act.) RANK 24 NODE 26 --> 58.100315 sigma in 45 act. ( 89.324356 sig out 1 act.) RANK 25 NODE 13 --> 51.688843 sigma in 45 act. ( 69.129494 sig out 1 act.) RANK 26 NODE 9 --> 47.917313 sigma in 45 act. ( 45.421932 sig out 1 act.) RANK 27 NODE 7 --> 45.935379 sigma in 45 act. ( 40.257412 sig out 1 act.) RANK 28 NODE 27 --> 42.766853 sigma in 45 act. ( 42.412159 sig out 1 act.) RANK 29 NODE 2 --> 33.618679 sigma in 45 act. ( 34.354767 sig out 1 act.) RANK 30 NODE 42 --> 29.765699 sigma in 45 act. ( 26.304577 sig out 1 act.) RANK 31 NODE 14 --> 29.144142 sigma in 45 act. ( 34.525352 sig out 1 act.) RANK 32 NODE 6 --> 26.750462 sigma in 45 act. ( 30.467255 sig out 1 act.) RANK 33 NODE 23 --> 24.608622 sigma in 45 act. ( 23.969379 sig out 1 act.) RANK 34 NODE 15 --> 24.358004 sigma in 45 act. ( 21.774239 sig out 1 act.) RANK 35 NODE 37 --> 23.048756 sigma in 45 act. ( 17.311913 sig out 1 act.) RANK 36 NODE 18 --> 22.240324 sigma in 45 act. ( 17.959686 sig out 1 act.) RANK 37 NODE 30 --> 21.534599 sigma in 45 act. ( 25.356178 sig out 1 act.) RANK 38 NODE 4 --> 17.129566 sigma in 45 act. ( 13.982974 sig out 1 act.) RANK 39 NODE 33 --> 16.332750 sigma in 45 act. ( 14.719907 sig out 1 act.) RANK 40 NODE 41 --> 14.806232 sigma in 45 act. ( 13.591340 sig out 1 act.) RANK 41 NODE 19 --> 14.011191 sigma in 45 act. ( 10.910318 sig out 1 act.) RANK 42 NODE 16 --> 13.819240 sigma in 45 act. ( 9.0623779 sig out 1 act.) RANK 43 NODE 36 --> 10.431182 sigma in 45 act. ( 5.3180223 sig out 1 act.) RANK 44 NODE 39 --> 10.379478 sigma in 45 act. ( 4.0382061 sig out 1 act.) RANK 45 NODE 17 --> 7.5863862 sigma in 45 act. ( 0.48888972 sig out 1 act.) sorted by output significance RANK 1 NODE 12 --> 341.75757 sigma out 1 act.( 350.32672 sig in 45 act.) RANK 2 NODE 8 --> 285.03867 sigma out 1 act.( 301.27740 sig in 45 act.) RANK 3 NODE 25 --> 219.50452 sigma out 1 act.( 319.70523 sig in 45 act.) RANK 4 NODE 45 --> 198.54768 sigma out 1 act.( 182.81761 sig in 45 act.) RANK 5 NODE 38 --> 183.10997 sigma out 1 act.( 193.71915 sig in 45 act.) RANK 6 NODE 24 --> 179.83990 sigma out 1 act.( 157.65459 sig in 45 act.) RANK 7 NODE 35 --> 158.27254 sigma out 1 act.( 123.25156 sig in 45 act.) RANK 8 NODE 3 --> 150.93088 sigma out 1 act.( 227.27113 sig in 45 act.) RANK 9 NODE 11 --> 111.93621 sigma out 1 act.( 119.68246 sig in 45 act.) RANK 10 NODE 1 --> 111.22277 sigma out 1 act.( 115.62339 sig in 45 act.) RANK 11 NODE 21 --> 111.16909 sigma out 1 act.( 99.716438 sig in 45 act.) RANK 12 NODE 29 --> 100.30795 sigma out 1 act.( 98.698914 sig in 45 act.) RANK 13 NODE 44 --> 99.810753 sigma out 1 act.( 75.835640 sig in 45 act.) RANK 14 NODE 32 --> 94.778496 sigma out 1 act.( 123.98576 sig in 45 act.) RANK 15 NODE 10 --> 91.536194 sigma out 1 act.( 76.548309 sig in 45 act.) RANK 16 NODE 26 --> 89.324356 sigma out 1 act.( 58.100315 sig in 45 act.) RANK 17 NODE 31 --> 82.558716 sigma out 1 act.( 76.403023 sig in 45 act.) RANK 18 NODE 20 --> 80.267494 sigma out 1 act.( 72.756363 sig in 45 act.) RANK 19 NODE 34 --> 76.954605 sigma out 1 act.( 72.718239 sig in 45 act.) RANK 20 NODE 22 --> 73.460548 sigma out 1 act.( 74.683449 sig in 45 act.) RANK 21 NODE 28 --> 71.734283 sigma out 1 act.( 66.442024 sig in 45 act.) RANK 22 NODE 5 --> 69.935547 sigma out 1 act.( 65.442917 sig in 45 act.) RANK 23 NODE 13 --> 69.129494 sigma out 1 act.( 51.688843 sig in 45 act.) RANK 24 NODE 43 --> 68.399040 sigma out 1 act.( 76.674660 sig in 45 act.) RANK 25 NODE 40 --> 55.290035 sigma out 1 act.( 58.380566 sig in 45 act.) RANK 26 NODE 9 --> 45.421932 sigma out 1 act.( 47.917313 sig in 45 act.) RANK 27 NODE 27 --> 42.412159 sigma out 1 act.( 42.766853 sig in 45 act.) RANK 28 NODE 7 --> 40.257412 sigma out 1 act.( 45.935379 sig in 45 act.) RANK 29 NODE 14 --> 34.525352 sigma out 1 act.( 29.144142 sig in 45 act.) RANK 30 NODE 2 --> 34.354767 sigma out 1 act.( 33.618679 sig in 45 act.) RANK 31 NODE 6 --> 30.467255 sigma out 1 act.( 26.750462 sig in 45 act.) RANK 32 NODE 42 --> 26.304577 sigma out 1 act.( 29.765699 sig in 45 act.) RANK 33 NODE 30 --> 25.356178 sigma out 1 act.( 21.534599 sig in 45 act.) RANK 34 NODE 23 --> 23.969379 sigma out 1 act.( 24.608622 sig in 45 act.) RANK 35 NODE 15 --> 21.774239 sigma out 1 act.( 24.358004 sig in 45 act.) RANK 36 NODE 18 --> 17.959686 sigma out 1 act.( 22.240324 sig in 45 act.) RANK 37 NODE 37 --> 17.311913 sigma out 1 act.( 23.048756 sig in 45 act.) RANK 38 NODE 33 --> 14.719907 sigma out 1 act.( 16.332750 sig in 45 act.) RANK 39 NODE 4 --> 13.982974 sigma out 1 act.( 17.129566 sig in 45 act.) RANK 40 NODE 41 --> 13.591340 sigma out 1 act.( 14.806232 sig in 45 act.) RANK 41 NODE 19 --> 10.910318 sigma out 1 act.( 14.011191 sig in 45 act.) RANK 42 NODE 16 --> 9.0623779 sigma out 1 act.( 13.819240 sig in 45 act.) RANK 43 NODE 36 --> 5.3180223 sigma out 1 act.( 10.431182 sig in 45 act.) RANK 44 NODE 39 --> 4.0382061 sigma out 1 act.( 10.379478 sig in 45 act.) RANK 45 NODE 17 --> 0.48888972 sigma out 1 act.( 7.5863862 sig in 45 act.) RANK 1 NODE 1 --> 736.02588 sigma in 45 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.53202951 *** contribution from regularisation: 3.18221422E-03 *** contribution from error: -0.53521174 *** contribution from DIAG: 1.50677792E-04 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.53233510 *** contribution from regularisation: 3.18147545E-03 *** contribution from error: -0.53551656 *** contribution from DIAG: 1.53620655E-04 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.53268284 *** contribution from regularisation: 3.16314818E-03 *** contribution from error: -0.53584599 *** contribution from DIAG: 1.51982924E-04 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.53284597 *** contribution from regularisation: 3.14198853E-03 *** contribution from error: -0.53598797 *** contribution from DIAG: 1.51139422E-04 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.53295362 *** contribution from regularisation: 3.14140948E-03 *** contribution from error: -0.53609502 *** contribution from DIAG: 1.64120545E-04 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 325.89557 sigma out 45 active outputs RANK 2 NODE 1 --> 323.20459 sigma out 45 active outputs RANK 3 NODE 5 --> 299.78946 sigma out 45 active outputs RANK 4 NODE 6 --> 274.48459 sigma out 45 active outputs RANK 5 NODE 3 --> 223.30464 sigma out 45 active outputs RANK 6 NODE 8 --> 192.02893 sigma out 45 active outputs RANK 7 NODE 2 --> 134.39374 sigma out 45 active outputs RANK 8 NODE 9 --> 132.69095 sigma out 45 active outputs RANK 9 NODE 4 --> 127.89683 sigma out 45 active outputs RANK 10 NODE 21 --> 103.91743 sigma out 45 active outputs RANK 11 NODE 11 --> 91.231010 sigma out 45 active outputs RANK 12 NODE 13 --> 90.659821 sigma out 45 active outputs RANK 13 NODE 10 --> 89.666344 sigma out 45 active outputs RANK 14 NODE 35 --> 83.071892 sigma out 45 active outputs RANK 15 NODE 18 --> 69.627907 sigma out 45 active outputs RANK 16 NODE 12 --> 69.240669 sigma out 45 active outputs RANK 17 NODE 19 --> 69.190628 sigma out 45 active outputs RANK 18 NODE 25 --> 63.460968 sigma out 45 active outputs RANK 19 NODE 31 --> 62.446762 sigma out 45 active outputs RANK 20 NODE 14 --> 60.812706 sigma out 45 active outputs RANK 21 NODE 16 --> 56.924690 sigma out 45 active outputs RANK 22 NODE 15 --> 56.924252 sigma out 45 active outputs RANK 23 NODE 22 --> 56.583302 sigma out 45 active outputs RANK 24 NODE 20 --> 53.123581 sigma out 45 active outputs RANK 25 NODE 23 --> 50.023754 sigma out 45 active outputs RANK 26 NODE 17 --> 49.758667 sigma out 45 active outputs RANK 27 NODE 43 --> 45.202217 sigma out 45 active outputs RANK 28 NODE 27 --> 44.965889 sigma out 45 active outputs RANK 29 NODE 24 --> 44.687523 sigma out 45 active outputs RANK 30 NODE 37 --> 42.966213 sigma out 45 active outputs RANK 31 NODE 36 --> 36.442833 sigma out 45 active outputs RANK 32 NODE 30 --> 33.472626 sigma out 45 active outputs RANK 33 NODE 38 --> 32.496147 sigma out 45 active outputs RANK 34 NODE 34 --> 32.162563 sigma out 45 active outputs RANK 35 NODE 26 --> 31.299168 sigma out 45 active outputs RANK 36 NODE 29 --> 27.883310 sigma out 45 active outputs RANK 37 NODE 28 --> 26.822062 sigma out 45 active outputs RANK 38 NODE 39 --> 22.683464 sigma out 45 active outputs RANK 39 NODE 32 --> 21.648197 sigma out 45 active outputs RANK 40 NODE 42 --> 20.177216 sigma out 45 active outputs RANK 41 NODE 33 --> 20.108242 sigma out 45 active outputs RANK 42 NODE 40 --> 18.675993 sigma out 45 active outputs RANK 43 NODE 41 --> 16.969570 sigma out 45 active outputs RANK 44 NODE 45 --> 13.108607 sigma out 45 active outputs RANK 45 NODE 44 --> 9.6298170 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 342.91376 sigma in 45 act. ( 339.04300 sig out 1 act.) RANK 2 NODE 25 --> 327.38751 sigma in 45 act. ( 219.16817 sig out 1 act.) RANK 3 NODE 8 --> 300.03714 sigma in 45 act. ( 290.69504 sig out 1 act.) RANK 4 NODE 3 --> 236.37924 sigma in 45 act. ( 152.25386 sig out 1 act.) RANK 5 NODE 38 --> 192.23317 sigma in 45 act. ( 184.73618 sig out 1 act.) RANK 6 NODE 45 --> 182.96660 sigma in 45 act. ( 200.53758 sig out 1 act.) RANK 7 NODE 24 --> 159.87790 sigma in 45 act. ( 179.70952 sig out 1 act.) RANK 8 NODE 32 --> 126.47855 sigma in 45 act. ( 96.430382 sig out 1 act.) RANK 9 NODE 11 --> 121.52023 sigma in 45 act. ( 114.12229 sig out 1 act.) RANK 10 NODE 35 --> 120.10600 sigma in 45 act. ( 155.99745 sig out 1 act.) RANK 11 NODE 1 --> 117.44640 sigma in 45 act. ( 108.96102 sig out 1 act.) RANK 12 NODE 29 --> 103.19875 sigma in 45 act. ( 103.14606 sig out 1 act.) RANK 13 NODE 21 --> 100.17721 sigma in 45 act. ( 109.66835 sig out 1 act.) RANK 14 NODE 43 --> 76.362572 sigma in 45 act. ( 66.762199 sig out 1 act.) RANK 15 NODE 10 --> 76.159935 sigma in 45 act. ( 89.383194 sig out 1 act.) RANK 16 NODE 20 --> 76.023643 sigma in 45 act. ( 84.358391 sig out 1 act.) RANK 17 NODE 34 --> 75.711639 sigma in 45 act. ( 79.511604 sig out 1 act.) RANK 18 NODE 44 --> 74.501068 sigma in 45 act. ( 98.323944 sig out 1 act.) RANK 19 NODE 31 --> 74.428474 sigma in 45 act. ( 79.815201 sig out 1 act.) RANK 20 NODE 22 --> 73.356804 sigma in 45 act. ( 70.925583 sig out 1 act.) RANK 21 NODE 28 --> 67.548019 sigma in 45 act. ( 73.093521 sig out 1 act.) RANK 22 NODE 5 --> 65.030403 sigma in 45 act. ( 68.945724 sig out 1 act.) RANK 23 NODE 40 --> 57.486431 sigma in 45 act. ( 54.611954 sig out 1 act.) RANK 24 NODE 26 --> 57.436787 sigma in 45 act. ( 89.362671 sig out 1 act.) RANK 25 NODE 13 --> 51.937443 sigma in 45 act. ( 69.149681 sig out 1 act.) RANK 26 NODE 9 --> 48.567101 sigma in 45 act. ( 44.906136 sig out 1 act.) RANK 27 NODE 7 --> 46.238365 sigma in 45 act. ( 40.662582 sig out 1 act.) RANK 28 NODE 27 --> 43.093361 sigma in 45 act. ( 43.243107 sig out 1 act.) RANK 29 NODE 2 --> 33.002541 sigma in 45 act. ( 33.377735 sig out 1 act.) RANK 30 NODE 42 --> 30.121180 sigma in 45 act. ( 26.713827 sig out 1 act.) RANK 31 NODE 14 --> 28.590265 sigma in 45 act. ( 33.894402 sig out 1 act.) RANK 32 NODE 6 --> 25.174522 sigma in 45 act. ( 28.373280 sig out 1 act.) RANK 33 NODE 15 --> 24.854815 sigma in 45 act. ( 22.448755 sig out 1 act.) RANK 34 NODE 37 --> 24.843203 sigma in 45 act. ( 18.959908 sig out 1 act.) RANK 35 NODE 23 --> 24.801493 sigma in 45 act. ( 24.288399 sig out 1 act.) RANK 36 NODE 18 --> 23.115740 sigma in 45 act. ( 18.901367 sig out 1 act.) RANK 37 NODE 30 --> 21.219503 sigma in 45 act. ( 25.014399 sig out 1 act.) RANK 38 NODE 4 --> 17.247026 sigma in 45 act. ( 14.030236 sig out 1 act.) RANK 39 NODE 33 --> 16.864464 sigma in 45 act. ( 15.313014 sig out 1 act.) RANK 40 NODE 19 --> 13.727341 sigma in 45 act. ( 10.595529 sig out 1 act.) RANK 41 NODE 16 --> 13.723825 sigma in 45 act. ( 9.0429707 sig out 1 act.) RANK 42 NODE 41 --> 13.618276 sigma in 45 act. ( 12.017244 sig out 1 act.) RANK 43 NODE 39 --> 10.529610 sigma in 45 act. ( 4.5987062 sig out 1 act.) RANK 44 NODE 36 --> 10.206419 sigma in 45 act. ( 4.9500284 sig out 1 act.) RANK 45 NODE 17 --> 7.6055784 sigma in 45 act. ( 1.0816329 sig out 1 act.) sorted by output significance RANK 1 NODE 12 --> 339.04300 sigma out 1 act.( 342.91376 sig in 45 act.) RANK 2 NODE 8 --> 290.69504 sigma out 1 act.( 300.03714 sig in 45 act.) RANK 3 NODE 25 --> 219.16817 sigma out 1 act.( 327.38751 sig in 45 act.) RANK 4 NODE 45 --> 200.53758 sigma out 1 act.( 182.96660 sig in 45 act.) RANK 5 NODE 38 --> 184.73618 sigma out 1 act.( 192.23317 sig in 45 act.) RANK 6 NODE 24 --> 179.70952 sigma out 1 act.( 159.87790 sig in 45 act.) RANK 7 NODE 35 --> 155.99745 sigma out 1 act.( 120.10600 sig in 45 act.) RANK 8 NODE 3 --> 152.25386 sigma out 1 act.( 236.37924 sig in 45 act.) RANK 9 NODE 11 --> 114.12229 sigma out 1 act.( 121.52023 sig in 45 act.) RANK 10 NODE 21 --> 109.66835 sigma out 1 act.( 100.17721 sig in 45 act.) RANK 11 NODE 1 --> 108.96102 sigma out 1 act.( 117.44640 sig in 45 act.) RANK 12 NODE 29 --> 103.14606 sigma out 1 act.( 103.19875 sig in 45 act.) RANK 13 NODE 44 --> 98.323944 sigma out 1 act.( 74.501068 sig in 45 act.) RANK 14 NODE 32 --> 96.430382 sigma out 1 act.( 126.47855 sig in 45 act.) RANK 15 NODE 10 --> 89.383194 sigma out 1 act.( 76.159935 sig in 45 act.) RANK 16 NODE 26 --> 89.362671 sigma out 1 act.( 57.436787 sig in 45 act.) RANK 17 NODE 20 --> 84.358391 sigma out 1 act.( 76.023643 sig in 45 act.) RANK 18 NODE 31 --> 79.815201 sigma out 1 act.( 74.428474 sig in 45 act.) RANK 19 NODE 34 --> 79.511604 sigma out 1 act.( 75.711639 sig in 45 act.) RANK 20 NODE 28 --> 73.093521 sigma out 1 act.( 67.548019 sig in 45 act.) RANK 21 NODE 22 --> 70.925583 sigma out 1 act.( 73.356804 sig in 45 act.) RANK 22 NODE 13 --> 69.149681 sigma out 1 act.( 51.937443 sig in 45 act.) RANK 23 NODE 5 --> 68.945724 sigma out 1 act.( 65.030403 sig in 45 act.) RANK 24 NODE 43 --> 66.762199 sigma out 1 act.( 76.362572 sig in 45 act.) RANK 25 NODE 40 --> 54.611954 sigma out 1 act.( 57.486431 sig in 45 act.) RANK 26 NODE 9 --> 44.906136 sigma out 1 act.( 48.567101 sig in 45 act.) RANK 27 NODE 27 --> 43.243107 sigma out 1 act.( 43.093361 sig in 45 act.) RANK 28 NODE 7 --> 40.662582 sigma out 1 act.( 46.238365 sig in 45 act.) RANK 29 NODE 14 --> 33.894402 sigma out 1 act.( 28.590265 sig in 45 act.) RANK 30 NODE 2 --> 33.377735 sigma out 1 act.( 33.002541 sig in 45 act.) RANK 31 NODE 6 --> 28.373280 sigma out 1 act.( 25.174522 sig in 45 act.) RANK 32 NODE 42 --> 26.713827 sigma out 1 act.( 30.121180 sig in 45 act.) RANK 33 NODE 30 --> 25.014399 sigma out 1 act.( 21.219503 sig in 45 act.) RANK 34 NODE 23 --> 24.288399 sigma out 1 act.( 24.801493 sig in 45 act.) RANK 35 NODE 15 --> 22.448755 sigma out 1 act.( 24.854815 sig in 45 act.) RANK 36 NODE 37 --> 18.959908 sigma out 1 act.( 24.843203 sig in 45 act.) RANK 37 NODE 18 --> 18.901367 sigma out 1 act.( 23.115740 sig in 45 act.) RANK 38 NODE 33 --> 15.313014 sigma out 1 act.( 16.864464 sig in 45 act.) RANK 39 NODE 4 --> 14.030236 sigma out 1 act.( 17.247026 sig in 45 act.) RANK 40 NODE 41 --> 12.017244 sigma out 1 act.( 13.618276 sig in 45 act.) RANK 41 NODE 19 --> 10.595529 sigma out 1 act.( 13.727341 sig in 45 act.) RANK 42 NODE 16 --> 9.0429707 sigma out 1 act.( 13.723825 sig in 45 act.) RANK 43 NODE 36 --> 4.9500284 sigma out 1 act.( 10.206419 sig in 45 act.) RANK 44 NODE 39 --> 4.5987062 sigma out 1 act.( 10.529610 sig in 45 act.) RANK 45 NODE 17 --> 1.0816329 sigma out 1 act.( 7.6055784 sig in 45 act.) RANK 1 NODE 1 --> 737.48132 sigma in 45 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.53293103 *** contribution from regularisation: 3.16405063E-03 *** contribution from error: -0.53609508 *** contribution from DIAG: 1.63345379E-04 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 209841 Training Complete :) *** Break *** segmentation violation =========================================================== There was a crash. This is the entire stack trace of all threads: =========================================================== #0 0x00002b237ff2e4d5 in waitpid () from /lib64/libc.so.6 #1 0x00002b237fed0481 in do_system () from /lib64/libc.so.6 #2 0x00002b237e226676 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 0x00002b237e225f4c 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 0x00002b236f437ec8 in _NeuroBayesTeacher_destructor() () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #6 0x00002b236f437fdc 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 0x00002b236f437e4f 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 0x00002b236f437ec8 in _NeuroBayesTeacher_destructor() () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #6 0x00002b236f437fdc 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 0x00002b236f437e4f 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/Kaon/Long/GlobalPID_Kaon_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/Kaon/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/Kaon/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/Kaon/Long/NB.txt Training Host = lxplus432.cern.ch Particle type = kaon Background types = all Training Mix = NaturalMix Track type = Long Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Kaon_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/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 39 nodes, hidden layer has 45 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = 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 RichAbovePrThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsMuon Making plots for input MuonNShared Making plots for input InAccMuon Making plots for input MuonIsLooseMuon Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input PrsPIDe Making plots for input InAccBrem Making plots for input BremPIDe Making plots for input VeloCharge Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/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 38 input variables. ***************Training results***************** number of nodes in the 1st layer: 45 number of nodes in the 2nd layer: 45 number of nodes in the 3rd layer: 1 number of iterations: 100