Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Pion/Downstream Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Pion/Downstream/GlobalPID_Pion_Downstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Pion/Downstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Pion/Downstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Pion/Downstream/NB.txt Training Host = lxplus432.cern.ch Particle type = pion Background types = all Training Mix = NaturalMix Track type = Downstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Pion_Downstream_NeuroBayes.conf Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13a.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 34 nodes, hidden layer has 39 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: 34 Your number of nodes in the hidden layer is: 39 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 TrackCloneDist PreproFlag 34 Input 10 TrackFitTChi2 PreproFlag 14 Input 11 TrackFitTNDoF PreproFlag 19 Input 12 RichUsedAero PreproFlag 18 Input 13 RichUsedR1Gas PreproFlag 18 Input 14 RichUsedR2Gas PreproFlag 18 Input 15 RichAbovePiThres PreproFlag 18 Input 16 RichAboveKaThres PreproFlag 18 Input 17 RichDLLe PreproFlag 34 Input 18 RichDLLmu PreproFlag 34 Input 19 RichDLLk PreproFlag 34 Input 20 RichDLLp PreproFlag 34 Input 21 RichDLLbt PreproFlag 34 Input 22 MuonBkgLL PreproFlag 34 Input 23 MuonMuLL PreproFlag 34 Input 24 MuonIsMuon PreproFlag 19 Input 25 MuonNShared PreproFlag 19 Input 26 InAccMuon PreproFlag 19 Input 27 MuonIsLooseMuon PreproFlag 19 Input 28 InAccEcal PreproFlag 19 Input 29 EcalPIDe PreproFlag 34 Input 30 EcalPIDmu PreproFlag 34 Input 31 InAccHcal PreproFlag 19 Input 32 HcalPIDe PreproFlag 34 Input 33 HcalPIDmu PreproFlag 34 Input 34 PrsPIDe PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Found 5016459 training data points Read entry 501645 (9.99998%) Read entry 1003290 (20%) Read entry 1504935 (29.9999%) Read entry 2006580 (39.9999%) Read entry 2508225 (49.9999%) Read entry 3009870 (59.9999%) Read entry 3511515 (69.9999%) Read entry 4013160 (79.9999%) Read entry 4514805 (89.9998%) Read entry 5016450 (99.9998%) Considered 5016459 tracks for input to NN training Sel. Eff. = 19.8074% Selected 993629 tracks for input to NN training ghost percentage = 66.8556% electron percentage = 11.0857% muon percentage = 0.696739% pion percentage = 17.4238% kaon percentage = 1.03238% proton percentage = 2.89182% Unknown Particle type 3112 percentage = 0.00362308% Unknown Particle type 3222 percentage = 0.0051327% Unknown Particle type 3312 percentage = 0.00110705% Unknown Particle type 1000010020 percentage = 0.000100641% Unknown Particle type 1000020040 percentage = 0.00392501% 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= 993629 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 = 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 # 11 : 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 # 12 : 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 # 13 : 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 # 14 : 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 # 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 = 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 # 18 : 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 # 19 : 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 # 20 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 21 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 22 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 23 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 24 : PreproFlag = 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 # 25 : 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 # 26 : 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 # 27 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 28 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 29 : PreproFlag = 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 # 30 : 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 # 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 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: 17.423807 % ------------------------------ 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 6.0000000 28.000000 34.000000 37.000000 40.000000 43.000000 45.000000 48.000000 50.000000 51.000000 53.000000 55.000000 57.000000 58.000000 60.000000 61.000000 63.000000 64.000000 65.000000 67.000000 68.000000 69.000000 71.000000 72.000000 73.000000 74.000000 76.000000 77.000000 78.000000 79.000000 80.000000 81.000000 82.000000 84.000000 85.000000 86.000000 87.000000 88.000000 89.000000 91.000000 92.000000 93.000000 94.000000 95.000000 96.000000 98.000000 99.000000 100.000000 101.00000 102.00000 103.00000 105.00000 106.00000 107.00000 108.00000 109.00000 111.00000 112.00000 113.00000 115.00000 116.00000 117.00000 118.00000 120.00000 121.00000 123.00000 124.00000 125.00000 127.00000 128.00000 130.00000 131.00000 133.00000 135.00000 136.00000 138.00000 140.00000 142.00000 144.00000 146.00000 148.00000 150.00000 153.00000 155.00000 157.00000 160.00000 162.00000 166.00000 169.00000 172.00000 175.00000 179.00000 183.00000 188.00000 193.00000 198.00000 206.00000 215.00000 231.00000 259.00000 407.00000 build map for variable # 2 ------------------------------ Transdef: Tab for variable 3 1118.6899 1495.3101 1619.6500 1709.7100 1777.7600 1835.2900 1884.4600 1931.4150 1974.7550 2017.3500 2057.9800 2097.6499 2137.0752 2175.4700 2214.1899 2252.8701 2291.5300 2329.7700 2369.2251 2409.0952 2449.4448 2491.5850 2534.5249 2577.4500 2621.2200 2666.3149 2711.6948 2757.9900 2805.3201 2853.4900 2903.6851 2954.2600 3006.0601 3057.9351 3111.6348 3166.6799 3222.3701 3278.8149 3337.5952 3396.6899 3458.0100 3520.6948 3585.4900 3651.3799 3719.2400 3790.0701 3861.0400 3933.5352 4008.7651 4087.4448 4167.4502 4249.8096 4334.0801 4422.7695 4512.8047 4606.8799 4706.1299 4806.9902 4910.1450 5019.3701 5131.1450 5248.7549 5370.9951 5498.4453 5630.9600 5770.2803 5920.2598 6071.4302 6233.3501 6400.2749 6576.1348 6758.2949 6953.3652 7157.3301 7373.0098 7603.5801 7850.1050 8112.5947 8397.8555 8698.8701 9028.8701 9380.7852 9763.2500 10177.975 10639.580 11139.165 11694.920 12329.495 13043.840 13855.255 14780.766 15892.975 17210.045 18811.865 20821.561 23461.285 27129.977 32763.475 42823.906 69038.484 4967408.5 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 1.4897628 38.830879 47.835911 54.208580 59.543945 64.281998 68.654190 72.835152 76.930649 80.948792 84.951332 88.861649 92.749039 96.747147 100.76178 104.76697 108.83839 112.93660 117.01167 121.02647 125.17828 129.27229 133.36449 137.52939 141.67064 145.81984 149.99567 154.17683 158.43027 162.79510 167.08707 171.46808 175.97650 180.49301 185.08835 189.75493 194.47990 199.24915 204.18274 209.24188 214.27632 219.44598 224.64845 229.88678 235.28200 240.87402 246.49748 252.11102 257.98730 263.92004 269.89099 276.09314 282.20325 288.59052 295.13293 301.78107 308.49579 315.42273 322.50656 329.80676 337.28510 344.85858 352.70178 360.94312 369.27051 377.96350 386.87503 396.09000 405.74188 416.01837 426.41650 437.41840 449.11902 461.31238 474.26465 487.80948 502.20599 517.25391 533.33582 550.40173 568.77942 587.90601 608.62384 630.84631 654.92334 681.20044 710.17505 741.99774 777.10480 817.10120 862.85022 916.93091 980.34180 1058.1537 1156.9572 1283.8633 1463.7505 1743.7322 2243.8223 3489.3872 618320.94 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 2.36118659E-02 0.43161404 0.49806422 0.54336035 0.57935715 0.61099279 0.63785326 0.66211426 0.68513155 0.70684671 0.72701538 0.74633682 0.76482928 0.78287816 0.80019236 0.81726778 0.83386827 0.85007375 0.86582714 0.88183975 0.89747804 0.91289186 0.92823499 0.94316947 0.95848709 0.97356457 0.98879349 1.0039178 1.0193715 1.0342653 1.0496984 1.0649021 1.0799310 1.0953667 1.1109762 1.1265309 1.1421726 1.1582420 1.1743391 1.1903710 1.2067652 1.2229648 1.2399275 1.2566206 1.2737052 1.2911702 1.3092202 1.3271576 1.3452516 1.3639169 1.3825388 1.4013500 1.4205261 1.4397857 1.4596241 1.4797086 1.5001863 1.5205953 1.5417721 1.5631585 1.5850301 1.6072543 1.6299815 1.6528920 1.6763008 1.7000788 1.7239735 1.7482004 1.7731538 1.7990885 1.8252838 1.8518888 1.8788688 1.9063172 1.9343157 1.9630244 1.9930407 2.0229034 2.0536120 2.0857272 2.1177988 2.1510553 2.1850405 2.2196314 2.2560954 2.2925091 2.3309999 2.3692765 2.4096692 2.4511881 2.4936895 2.5368776 2.5819626 2.6281629 2.6753349 2.7252111 2.7766063 2.8295457 2.8844862 2.9412866 2.9999700 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 4.0000000 7.0000000 8.0000000 9.0000000 9.0000000 10.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 12.000000 13.000000 14.000000 14.000000 14.000000 15.000000 15.000000 15.000000 16.000000 16.000000 16.000000 16.000000 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 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 22.000000 22.000000 22.000000 22.000000 22.000000 22.000000 22.000000 22.000000 22.000000 22.000000 22.000000 23.000000 23.000000 23.000000 23.000000 23.000000 23.000000 23.000000 23.000000 24.000000 24.000000 24.000000 25.000000 31.000000 build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -97.838760 -39.017036 -31.492588 -27.705509 -25.434307 -23.818310 -22.557022 -21.527424 -20.605574 -19.828674 -19.138884 -18.514029 -17.922977 -17.378450 -16.893406 -16.430470 -16.003965 -15.605038 -15.233541 -14.867874 -14.517526 -14.186558 -13.864222 -13.554886 -13.255470 -12.968292 -12.687624 -12.411497 -12.142681 -11.883286 -11.630823 -11.382265 -11.144033 -10.910302 -10.684340 -10.459286 -10.237375 -10.020405 -9.8086834 -9.6043129 -9.4028034 -9.2074089 -9.0158224 -8.8234253 -8.6391754 -8.4520588 -8.2710667 -8.0941181 -7.9206214 -7.7471018 -7.5786076 -7.4106436 -7.2469091 -7.0865464 -6.9254866 -6.7696848 -6.6180120 -6.4698529 -6.3243551 -6.1776829 -6.0361366 -5.8976240 -5.7587147 -5.6241741 -5.4889579 -5.3564024 -5.2241621 -5.0923347 -4.9589615 -4.8283396 -4.7029471 -4.5775638 -4.4557738 -4.3324251 -4.2077603 -4.0838881 -3.9623713 -3.8418441 -3.7249169 -3.6133082 -3.5038896 -3.3975213 -3.2939658 -3.1961293 -3.0993714 -3.0060725 -2.9125710 -2.8111367 -2.7102690 -2.6117263 -2.5161633 -2.4226465 -2.3303976 -2.2386074 -2.1332364 -1.9998324 -1.8403513 -1.6701789 -1.4844872 -1.2737780 0.80645549 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 1.49208699E-05 4.98227477E-02 6.61817640E-02 7.71536529E-02 8.58594924E-02 9.33598429E-02 0.10044692 0.10715189 0.11372542 0.11990464 0.12598570 0.13167435 0.13716665 0.14232939 0.14731885 0.15214494 0.15689102 0.16170675 0.16657479 0.17164667 0.17712954 0.18274640 0.18868548 0.19501464 0.20190839 0.20919418 0.21704763 0.22559223 0.23446491 0.24380168 0.25365645 0.26388562 0.27439421 0.28520590 0.29634285 0.30765140 0.31903118 0.33063790 0.34238285 0.35410044 0.36633891 0.37867677 0.39099059 0.40361050 0.41638640 0.42937148 0.44281015 0.45674980 0.47151700 0.48706859 0.50435257 0.52399880 0.54603708 0.56972075 0.59411728 0.61877322 0.64244854 0.66464138 0.68535781 0.70444918 0.72209626 0.73807436 0.75224566 0.76529008 0.77712637 0.78759867 0.79692346 0.80537605 0.81296480 0.81996948 0.82642817 0.83234382 0.83776057 0.84284490 0.84754872 0.85194117 0.85594964 0.86010283 0.86440003 0.86870676 0.87291312 0.87700140 0.88110107 0.88513720 0.88937390 0.89348340 0.89778906 0.90210962 0.90637183 0.91126847 0.91653943 0.92245162 0.92950988 0.93821204 0.94656467 0.95410240 0.96083844 0.96675527 0.97309524 0.98217583 0.99999690 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 2.0529613 4.7632871 7.7985048 10.427423 11.474788 13.916170 14.874575 15.986809 16.952881 17.481949 18.116230 18.860771 20.716949 21.821913 22.780460 23.484198 25.433254 27.397152 27.966814 29.256817 30.840797 31.977243 33.763809 35.938339 38.331955 40.329494 41.752304 44.122204 46.666275 49.808361 51.372677 54.408459 57.162476 60.249298 64.226143 66.075745 72.455765 76.568420 81.868210 85.796318 90.371017 98.983490 111.64272 121.50085 131.42316 139.36220 151.78888 172.73160 183.39935 201.57297 221.33975 237.54495 253.08092 272.72339 288.60626 304.15588 320.36118 344.80701 373.25992 387.86026 423.23425 459.02435 520.20813 569.61011 638.50610 680.24701 722.46619 791.43341 905.13556 1032.0724 1144.9983 1236.0348 1363.0642 1482.0658 1541.6025 1658.6277 1734.2446 1854.2415 1992.8442 2230.1099 2334.1428 2568.6038 2842.3489 2946.4529 3039.3113 3196.9700 3386.8069 3502.2378 3593.8 Only one class left for trimmed mean or sigma very small -> take "normal" mean 843 3754.1484 3896.5349 4021.8640 4122.5205 4227.1826 4347.6196 4465.6318 4554.6973 4641.1699 4754.6313 4927.4707 4979.5933 do regularised spline fit for input variable # 9 build map for variable # 9 ------------------------------ Transdef: Tab for variable 10 7.82910269E-04 1.5542427 2.4760783 3.2092857 3.8651161 4.4420619 4.9821477 5.4755673 5.9219294 6.3382120 6.7267666 7.0887403 7.4233189 7.7339344 8.0311365 8.3170328 8.5825901 8.8371258 9.0859871 9.3268938 9.5624676 9.7873230 10.008390 10.220507 10.426497 10.631931 10.836145 11.030523 11.223476 11.409895 11.596197 11.784149 11.967179 12.148588 12.327082 12.505519 12.682041 12.857731 13.032722 13.207028 13.379044 13.552105 13.723446 13.892552 14.063118 14.236313 14.407993 14.579605 14.753315 14.927513 15.103539 15.279586 15.455801 15.634827 15.812555 15.991632 16.174887 16.360954 16.548153 16.732779 16.922592 17.115406 17.308960 17.506786 17.702450 17.905403 18.111521 18.320374 18.536297 18.756586 18.979012 19.212399 19.446232 19.681742 19.926746 20.180573 20.445198 20.712624 20.994526 21.283241 21.586979 21.901125 22.229599 22.566992 22.926611 23.302067 23.697575 24.124161 24.584312 25.069641 25.593201 26.164627 26.813690 27.529045 28.346436 29.294468 30.446104 31.902470 33.894203 37.085518 65.343445 do regularised spline fit for input variable # 10 ------------------------------ Transdef: Tab for variable 11 1.00000000 3.0000000 4.0000000 5.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 8.0000000 9.0000000 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 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 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 20.000000 20.000000 20.000000 21.000000 21.000000 27.000000 build map for variable # 11 ------------------------------ Transdef: Tab for variable 12 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 # 12 ------------------------------ Transdef: Tab for variable 13 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 13 ------------------------------ Transdef: Tab for variable 14 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 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 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 -124.54160 -41.015598 -33.510201 -30.021450 -27.680851 -25.909500 -24.448000 -23.192900 -22.102400 -21.149250 -20.280050 -19.476650 -18.745899 -18.046150 -17.397400 -16.788300 -16.218151 -15.685249 -15.163400 -14.672200 -14.190700 -13.734449 -13.290100 -12.865049 -12.450300 -12.050250 -11.659149 -11.288900 -10.919700 -10.562000 -10.209600 -9.8680496 -9.5292997 -9.1982498 -8.8748493 -8.5640001 -8.2568493 -7.9556999 -7.6517501 -7.3599000 -7.0710001 -6.7851000 -6.5047998 -6.2291498 -5.9566002 -5.6830001 -5.4159999 -5.1507502 -4.8896999 -4.6329999 -4.3773999 -4.1304998 -3.8843999 -3.6377001 -3.3982000 -3.1594999 -2.9258001 -2.6898000 -2.4605999 -2.2349000 -2.0130501 -1.7946501 -1.5786999 -1.3671000 -1.1618000 -0.95714998 -0.75660002 -0.55129999 -0.35224998 -0.15730000 -2.19999999E-03 0.17610000 0.40270001 0.65055001 0.92100000 1.2100000 1.5232000 1.8506000 2.1998999 2.5667500 2.9670501 3.3926001 3.8454499 4.3257999 4.8502002 5.4317002 6.0513501 6.7430000 7.5086498 8.3578501 9.3270493 10.415951 11.685450 13.167400 14.973000 17.136002 19.928249 23.700600 29.249100 38.799553 153.12320 do regularised spline fit for input variable # 17 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -84.621597 -22.225550 -17.166950 -14.619550 -12.967250 -11.764500 -10.843550 -10.087700 -9.4341507 -8.8836002 -8.3948002 -7.9557500 -7.5563002 -7.1919999 -6.8555999 -6.5381498 -6.2492499 -5.9675002 -5.7052002 -5.4530501 -5.2209001 -5.0015998 -4.7922001 -4.5875001 -4.3917999 -4.2048998 -4.0268002 -3.8566000 -3.6880000 -3.5288000 -3.3706999 -3.2216001 -3.0755999 -2.9368999 -2.8027999 -2.6721001 -2.5422502 -2.4193001 -2.2975500 -2.1789999 -2.0655000 -1.9540000 -1.8461000 -1.7424999 -1.6381000 -1.5381501 -1.4407001 -1.3430500 -1.2482001 -1.1546000 -1.0625000 -0.97450000 -0.88650000 -0.79930001 -0.71370000 -0.62739998 -0.54320002 -0.45950001 -0.37750000 -0.29589999 -0.21500000 -0.13580000 -6.21999986E-02 -2.09999993E-03 0.0000000 0.0000000 3.29000019E-02 0.11220000 0.20070000 0.29449999 0.39060000 0.49160001 0.59909999 0.70880002 0.82510000 0.94819999 1.0773000 1.2119501 1.3524499 1.5023000 1.6583000 1.8248000 2.0049000 2.1914999 2.3942001 2.6142001 2.8553500 3.1202500 3.3984499 3.7084000 4.0510998 4.4418001 4.8861499 5.4004498 5.9998002 6.7239499 7.6290002 8.8472500 10.624599 13.896900 82.087402 do regularised spline fit for input variable # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -145.22729 -40.025253 -30.325750 -24.529949 -20.427799 -17.338100 -14.908251 -12.907800 -11.295400 -9.9316006 -8.7532997 -7.7478499 -6.8596001 -6.0864501 -5.3873000 -4.7726998 -4.2159500 -3.7100501 -3.2460999 -2.8301001 -2.4375000 -2.0792999 -1.7535000 -1.4531000 -1.1632500 -0.89800000 -0.65030003 -0.41830000 -0.19620000 -4.80000023E-03 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 7.72000030E-02 0.26550001 0.45600000 0.64520001 0.83555001 1.0233001 1.2138000 1.4053000 1.6036501 1.7976000 1.9934000 2.1882000 2.3823500 2.5761001 2.7778001 2.9751000 3.1719999 3.3701999 3.5701001 3.7751000 3.9812000 4.1859002 4.3882999 4.5982499 4.8069000 5.0191002 5.2352500 5.4534998 5.6770000 5.9032998 6.1313000 6.3621001 6.5971999 6.8334999 7.0723000 7.3175998 7.5697498 7.8276000 8.0958996 8.3647003 8.6509495 8.9459000 9.2503996 9.5734997 9.9132500 10.280750 10.672300 11.089849 11.543000 12.052500 12.591600 13.180250 13.832951 14.547750 15.325100 16.193899 17.207451 18.376801 19.734600 21.427502 23.760000 27.472099 102.24890 do regularised spline fit for input variable # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -152.46820 -37.588200 -28.649900 -23.168400 -19.303850 -16.344000 -13.992849 -12.047750 -10.440850 -9.0281506 -7.8127999 -6.7299500 -5.7825499 -4.9369001 -4.1634502 -3.4757500 -2.8449500 -2.2572498 -1.7322000 -1.2557000 -0.81585002 -0.41830000 -6.49000034E-02 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 6.15999997E-02 0.35810000 0.65715003 0.96050000 1.2703000 1.5887500 1.9135000 2.2321000 2.5486000 2.8720000 3.1789498 3.4816000 3.7744000 4.0590501 4.3281002 4.5827498 4.8284001 5.0679998 5.2962999 5.5177999 5.7335000 5.9365001 6.1367002 6.3304000 6.5235500 6.7126002 6.8958001 7.0769000 7.2556500 7.4334002 7.6085000 7.7810001 7.9545002 8.1314507 8.3059998 8.4848003 8.6674004 8.8512497 9.0377998 9.2314997 9.4248505 9.6251001 9.8325005 10.046850 10.276100 10.515200 10.770800 11.029900 11.307950 11.608100 11.933750 12.282000 12.659050 13.065250 13.502500 13.990150 14.513100 15.088500 15.706800 16.385849 17.139000 17.983500 18.919950 19.990101 21.238050 22.728550 24.582951 27.144199 31.236351 113.90170 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -136.16960 -34.381901 -26.277300 -21.211849 -17.692101 -14.964750 -12.720000 -10.873051 -9.2708998 -7.8680000 -6.6491499 -5.5706501 -4.6143498 -3.7721000 -3.0144501 -2.3271499 -1.7165000 -1.1701500 -0.68910003 -0.24675000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.27030000 0.60635000 0.95080000 1.2984000 1.6612000 2.0240500 2.3779500 2.7395501 3.0850000 3.4215000 3.7539999 4.0687499 4.3607001 4.6434498 4.9102998 5.1697001 5.4106998 5.6456499 5.8687501 6.0853000 6.2948999 6.5001998 6.7011499 6.8943000 7.0822001 7.2713499 7.4598999 7.6439500 7.8262501 8.0113001 8.1969995 8.3837500 8.5685997 8.7608004 8.9570503 9.1539001 9.3549995 9.5624504 9.7767000 9.9995003 10.233100 10.478000 10.738900 11.006200 11.286449 11.587400 11.915800 12.260750 12.632650 13.033000 13.451300 13.903000 14.379100 14.888350 15.431950 15.997000 16.595600 17.230700 17.895300 18.601601 19.359699 20.180649 21.050049 22.008900 23.093000 24.276051 25.661600 27.261700 29.221350 31.786949 35.754097 68.718903 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -7.9299998 -5.0558500 -4.5693502 -4.2125502 -3.9787002 -3.7667499 -3.5646000 -3.4032500 -3.2481000 -3.1040502 -2.9590502 -2.8327000 -2.7192500 -2.6037500 -2.4966002 -2.3950500 -2.2937000 -2.1971002 -2.1014500 -2.0135000 -1.9270500 -1.8441501 -1.7632999 -1.6856501 -1.6162500 -1.5487000 -1.4870000 -1.4291999 -1.3730500 -1.3183501 -1.2646000 -1.2129500 -1.1647000 -1.1167001 -1.0722499 -1.0297000 -0.98989999 -0.95274997 -0.91635001 -0.87940001 -0.84359998 -0.80904996 -0.77754998 -0.74654996 -0.72060001 -0.69340003 -0.66579998 -0.64090002 -0.61580002 -0.59399998 -0.57050002 -0.54930001 -0.53009999 -0.50954998 -0.49110001 -0.47139999 -0.45350000 -0.43500000 -0.41780001 -0.40149999 -0.38650000 -0.37130001 -0.35654998 -0.34340000 -0.33010000 -0.31650001 -0.30309999 -0.29165000 -0.27970001 -0.26760000 -0.25680000 -0.24690001 -0.23625001 -0.22584999 -0.21610001 -0.20690000 -0.19820000 -0.18895000 -0.17970000 -0.17090000 -0.16180000 -0.15369999 -0.14560001 -0.13750000 -0.13030000 -0.12250000 -0.11510000 -0.10730000 -9.96999964E-02 -9.17000026E-02 -8.39999989E-02 -7.53500015E-02 -6.63499981E-02 -5.79999983E-02 -4.89999987E-02 -4.06000018E-02 -3.28000002E-02 -2.50000004E-02 -1.74500011E-02 -8.50000046E-03 2.36000009E-02 do regularised spline fit for input variable # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -69.077599 -2.6375000 -2.0069001 -1.6634001 -1.4081000 -1.2237999 -1.0662000 -0.95580000 -0.85939997 -0.77240002 -0.70099998 -0.63540000 -0.58090001 -0.52749997 -0.48820001 -0.44749999 -0.41319999 -0.38284999 -0.35470000 -0.32670000 -0.30230001 -0.28290001 -0.26490000 -0.24550000 -0.22880000 -0.21529999 -0.20150000 -0.18970001 -0.17730001 -0.16570000 -0.15740000 -0.14760000 -0.13810000 -0.12920000 -0.12060000 -0.11370000 -0.10560000 -9.92999971E-02 -9.44000036E-02 -8.82999972E-02 -8.26999992E-02 -7.68000036E-02 -7.15000033E-02 -6.71999976E-02 -6.35000020E-02 -5.90999983E-02 -5.66999987E-02 -5.35000004E-02 -5.00999987E-02 -4.71000001E-02 -4.45000008E-02 -4.23000008E-02 -3.99999991E-02 -3.73999998E-02 -3.48999985E-02 -3.31000015E-02 -3.10999993E-02 -2.89999992E-02 -2.74999999E-02 -2.53999997E-02 -2.40000002E-02 -2.27000006E-02 -2.09999997E-02 -1.91500001E-02 -1.75000001E-02 -1.64000001E-02 -1.52000003E-02 -1.42000001E-02 -1.30000003E-02 -1.20999999E-02 -1.11999996E-02 -1.04999999E-02 -9.39999986E-03 -8.60000029E-03 -8.10000021E-03 -7.49999983E-03 -7.10000005E-03 -6.59999996E-03 -5.70000010E-03 -5.29999984E-03 -4.69999993E-03 -4.60000010E-03 -3.80000006E-03 -2.60000001E-03 -2.19999999E-03 -2.00000009E-03 -7.99999980E-04 -1.99999995E-04 0.0000000 0.0000000 0.0000000 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 # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 build map for variable # Only one class left for trimmed mean or sigma very small -> take "normal" mean 24 ------------------------------ Transdef: Tab for variable 25 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 2.0000000 2.0000000 3.0000000 5.0000000 7.0000000 66.000000 build map for variable # 25 ------------------------------ Transdef: Tab for variable 26 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 build map for variable # 26 ------------------------------ Transdef: Tab for variable 27 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 27 ------------------------------ Transdef: Tab for variable 28 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 # 28 ------------------------------ Transdef: Tab for variable 29 -3.2836368 -3.2836368 -3.2836368 -3.2836368 -3.2836368 -3.2416029 -3.1598654 -3.0006466 -2.9665823 -2.9638019 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.8636007 -2.8500438 -2.7301669 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7015171 -2.6652036 -2.6621716 -2.6492343 -2.6414051 -2.5708981 -2.5582221 -2.5057201 -2.4791608 -2.4158869 -2.3532672 -2.2951789 -2.2304449 -2.0871358 -2.0048461 -1.9001684 -1.8318677 -1.7156448 -1.5959754 -1.4612932 -1.3825698 -1.2694049 -1.1768911 -1.0840259 -0.93432784 -0.88146687 -0.75733376 -0.75323105 -0.63203812 -0.58984900 -0.42862391 -0.25674987 -0.23297453 -0.14474916 1.03287697E-02 0.21431684 0.21431684 0.59185934 0.64902687 0.64956951 0.90547585 0.90547585 1.3494213 1.6953181 1.6953181 1.6953181 1.7799428 1.8643425 1.8643425 1.8643425 1.8643425 1.8643425 1.8643425 1.8643425 1.8643425 1.8643425 2.1494761 2.1494761 2.6256306 2.6444986 2.6444986 2.6444986 2.6444986 2.6444986 3.4520102 4.3412738 do regularised spline fit for input variable # 29 build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 -4.8324714 -4.1377926 -4.0722370 -3.9469793 -3.8548357 -3.7216883 -3.6901307 -3.6540115 -3.5819726 -3.4877763 -3.4035544 -3.3156612 -3.2762868 -3.1227622 -3.1129444 -3.0676553 -2.9342611 -2.8717694 -2.8585019 -2.8278000 -2.7985513 -2.7611344 -2.5863218 -2.5481944 -2.5368838 -2.4073286 -2.3682473 -2.3444719 -2.2751393 -2.2684097 -2.2535644 -2.2349508 -2.1311119 -2.1311119 -2.0755880 -2.0755880 -2.0415928 -1.9645176 -1.9013529 -1.8581429 -1.7313380 -1.6487052 -1.5791516 -1.5366139 -1.4354496 -1.2869172 -1.2701159 -1.2122664 -1.1669405 -1.0367861 -0.87449789 -0.76653528 -0.54530334 -0.38309383 -0.35869169 -0.21225476 -0.10286713 0.0000000 0.0000000 3.20253372E-02 7.23441839E-02 7.23441839E-02 8.17759037E-02 0.14709520 0.21033049 0.39260340 0.51010108 0.54478431 0.64885318 0.65527546 0.65527546 0.65527546 0.65527546 0.66108704 0.69970095 0.74414581 0.77837193 0.79806852 0.84649152 0.86126065 0.86126065 0.86666292 0.86666292 0.88641596 0.88641596 0.88977361 0.88977361 0.88977361 0.88977361 0.96465135 1.0906565 1.1774752 1.3487828 1.5786772 1.7163923 1.7163923 1.7237350 1.8836702 1.8836702 2.0871987 2.6451731 do regularised spline fit for input variable # 30 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 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 # 31 ------------------------------ Transdef: Tab for variable 32 -3.1926537 -2.0605624 -1.8411021 -1.7985225 -1.7730842 -1.7550488 -1.7256160 -1.7021904 -1.6852517 -1.6627269 -1.6081314 -1.6066461 -1.5762410 -1.5410547 -1.5041552 -1.4818558 -1.4457445 -1.4325185 -1.4058123 -1.3941150 -1.3536515 -1.3375854 -1.2731457 -1.2223697 -1.1772490 -1.1556296 -1.1286817 -1.0980473 -1.0806141 -1.0483208 -1.0245690 -1.0194507 -0.97017646 -0.93798351 -0.93143892 -0.92451262 -0.91134548 -0.86666012 -0.82600498 -0.82501554 -0.78168583 -0.70444059 -0.62359834 -0.59771204 -0.59771204 -0.56451273 -0.56213856 -0.52588367 -0.44237638 -0.41666985 -0.41666985 -0.35737491 -0.27961063 -0.17378473 -0.14164352 -0.14164352 -0.12792969 1.12497807E-02 1.16307735E-02 0.18401551 0.18401551 0.27674794 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.77041048 0.77041048 0.96187180 3.1279697 do regularised spline fit for input variable # 32 build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -3.8879209 -3.3770566 -3.2072668 -3.2072668 -3.0499897 -2.9874904 -2.9874904 -2.9874904 -2.8793216 -2.8793216 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.6540856 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.5104802 -2.3546145 -2.1707349 -2.0515110 -2.0515110 -2.0266201 -2.0150704 -1.8854430 -1.7282255 -1.6129189 -1.5593157 -1.4635510 -1.3417513 -1.3417513 -1.2946343 -1.1813216 -1.0933785 -1.0933785 -0.95520544 -0.92387915 -0.78444052 -0.75143337 -0.64439392 -0.56170201 -0.49504757 -0.37255573 -0.28498650 -0.26362920 -0.20418787 -0.16914225 -8.23669434E-02 1.96938515E-02 8.18400383E-02 0.11721087 0.13046575 0.21033478 0.29467106 0.31365824 0.41712570 0.60003614 0.66135263 0.72366047 0.74946880 0.81111670 0.87327552 0.93841028 1.0097303 1.1102796 1.2297819 1.3416772 1.4858966 1.5377817 1.5608014 1.6029325 1.7009699 1.8744731 2.0406375 2.0936751 2.1692882 2.1829371 2.6101637 do regularised spline fit for input variable # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -3.5034723 -3.3279939 -3.2977571 -3.0626965 -3.0626965 -3.0626965 -3.0626965 -3.0626965 -3.0363460 -3.0363460 -3.0119004 -3.0119004 -3.0119004 -3.0119004 -2.9361010 -2.8354864 -2.7662055 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.6041896 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3336854 -2.0427854 -2.0427854 -1.3310790 -1.2311485 -1.2311485 -0.88224268 -0.45402503 -0.39974451 -7.08549023E-02 9.34786797E-02 0.29570436 0.50771618 0.57883716 0.59408331 0.86048388 1.0334673 1.0467730 1.0829203 1.2952318 1.4029589 1.4461563 1.5203202 1.5257449 1.5257449 1.7708294 1.7738092 1.8519020 1.9606419 1.9626997 1.9687705 2.0001750 2.0520911 2.0902431 2.2623706 2.3021309 2.3756006 2.5256820 2.7266114 3.4631350 do regularised spline fit for input variable # 34 build map for variable # 34 TOTAL CORRELATION OF ALL VARIABLES 64.320625169902229 ROUND 1 : MAX CORR ( 64.320619199486316 ) AFTER KILLING INPUT VARIABLE 2 CONTR 2.77135658650030335E-002 ROUND 2 : MAX CORR ( 64.320423514856344 ) AFTER KILLING INPUT VARIABLE 26 CONTR 0.15866024972347118 ROUND 3 : MAX CORR ( 64.320121048516128 ) AFTER KILLING INPUT VARIABLE 27 CONTR 0.19725474574119892 ROUND 4 : MAX CORR ( 64.318506458919217 ) AFTER KILLING INPUT VARIABLE 23 CONTR 0.45573960737982666 ROUND 5 : MAX CORR ( 64.314980060806789 ) AFTER KILLING INPUT VARIABLE 21 CONTR 0.67350789457748916 ROUND 6 : MAX CORR ( 64.311454210801415 ) AFTER KILLING INPUT VARIABLE 3 CONTR 0.67343708983698591 ROUND 7 : MAX CORR ( 64.307941397799624 ) AFTER KILLING INPUT VARIABLE 25 CONTR 0.67217251147013923 ROUND 8 : MAX CORR ( 64.304300880199747 ) AFTER KILLING INPUT VARIABLE 24 CONTR 0.68426247271995955 ROUND 9 : MAX CORR ( 64.300127661315187 ) AFTER KILLING INPUT VARIABLE 32 CONTR 0.73259431462955571 ROUND 10 : MAX CORR ( 64.296063157360066 ) AFTER KILLING INPUT VARIABLE 31 CONTR 0.72296592326038933 ROUND 11 : MAX CORR ( 64.286803351893013 ) AFTER KILLING INPUT VARIABLE 33 CONTR 1.0911701655889448 ROUND 12 : MAX CORR ( 64.276136930648264 ) AFTER KILLING INPUT VARIABLE 15 CONTR 1.1710279576156430 ROUND 13 : MAX CORR ( 64.266628664722788 ) AFTER KILLING INPUT VARIABLE 12 CONTR 1.1055400481560755 ROUND 14 : MAX CORR ( 64.253816639725756 ) AFTER KILLING INPUT VARIABLE 20 CONTR 1.2832019162511705 ROUND 15 : MAX CORR ( 64.239131023518652 ) AFTER KILLING INPUT VARIABLE 9 CONTR 1.3736804994982577 ROUND 16 : MAX CORR ( 64.214939548763894 ) AFTER KILLING INPUT VARIABLE 16 CONTR 1.7628083858987516 ROUND 17 : MAX CORR ( 64.186288303422842 ) AFTER KILLING INPUT VARIABLE 11 CONTR 1.9180341710421356 ROUND 18 : MAX CORR ( 64.166067122057200 ) AFTER KILLING INPUT VARIABLE 6 CONTR 1.6110357717213695 ROUND 19 : MAX CORR ( 64.132484679246900 ) AFTER KILLING INPUT VARIABLE 22 CONTR 2.0757116318294622 ROUND 20 : MAX CORR ( 64.065714739378407 ) AFTER KILLING INPUT VARIABLE 30 CONTR 2.9257112069427165 ROUND 21 : MAX CORR ( 63.981430970624700 ) AFTER KILLING INPUT VARIABLE 28 CONTR 3.2851630124841966 ROUND 22 : MAX CORR ( 63.830391185022947 ) AFTER KILLING INPUT VARIABLE 10 CONTR 4.3937080257748704 ROUND 23 : MAX CORR ( 63.650588881841784 ) AFTER KILLING INPUT VARIABLE 18 CONTR 4.7876271604850373 ROUND 24 : MAX CORR ( 63.457338488710121 ) AFTER KILLING INPUT VARIABLE 13 CONTR 4.9561736182775276 ROUND 25 : MAX CORR ( 63.183133789551839 ) AFTER KILLING INPUT VARIABLE 5 CONTR 5.8928272163982172 ROUND 26 : MAX CORR ( 62.820442632827799 ) AFTER KILLING INPUT VARIABLE 14 CONTR 6.7602058314816738 ROUND 27 : MAX CORR ( 62.432088197432059 ) AFTER KILLING INPUT VARIABLE 29 CONTR 6.9744086410586066 ROUND 28 : MAX CORR ( 61.879622146028922 ) AFTER KILLING INPUT VARIABLE 7 CONTR 8.2872190604944365 ROUND 29 : MAX CORR ( 61.223091776327841 ) AFTER KILLING INPUT VARIABLE 4 CONTR 8.9900317175553646 ROUND 30 : MAX CORR ( 58.798761887737783 ) AFTER KILLING INPUT VARIABLE 34 CONTR 17.057918018380104 ROUND 31 : MAX CORR ( 54.330743471749024 ) AFTER KILLING INPUT VARIABLE 19 CONTR 22.482542412678459 ROUND 32 : MAX CORR ( 41.788432747091264 ) AFTER KILLING INPUT VARIABLE 8 CONTR 34.721125769980873 LAST REMAINING VARIABLE: 17 total correlation to target: 64.320625169902229 % total significance: 641.15404430811509 sigma correlations of single variables to target: variable 2 : 11.701003807131624 % , in sigma: 116.63670702189626 variable 3 : 8.6124814646992167 % , in sigma: 85.850025680479177 variable 4 : 26.264286433330685 % , in sigma: 261.80487865463834 variable 5 : 36.928550699954087 % , in sigma: 368.10726837885346 variable 6 : 13.306029730554249 % , in sigma: 132.63575646060286 variable 7 : 35.725599771810820 % , in sigma: 356.11614032862178 variable 8 : 38.540712665422710 % , in sigma: 384.17745055618099 variable 9 : 1.7559066080640118 % , in sigma: 17.503042301186898 variable 10 : 9.6375617057645808 % , in sigma: 96.068121984165870 variable 11 : 9.2103460676464746 % , in sigma: 91.809596302122785 variable 12 : 8.9584055315953126 % , in sigma: 89.298229330989173 variable 13 : 2.8183329260958714 % , in sigma: 28.093407814366842 variable 14 : 3.0260581760155647 % , in sigma: 30.164032652653500 variable 15 : 9.5567688832198403 % , in sigma: 95.262771526380405 variable 16 : 10.512507216170567 % , in sigma: 104.78966116485975 variable 17 : 41.788432747091278 % , in sigma: 416.55102994291951 variable 18 : 37.599589765593556 % , in sigma: 374.79624893037970 variable 19 : 43.311962155767226 % , in sigma: 431.73771445375388 variable 20 : 41.072181098598072 % , in sigma: 409.41136611097249 variable 21 : 38.967877537342467 % , in sigma: 388.43547019598179 variable 22 : 2.1803400744071362 % , in sigma: 21.733835033172717 variable 23 : 2.1585055617394784 % , in sigma: 21.516186556259026 variable 24 : 1.6721785340075233 % , in sigma: 16.668432980123164 variable 25 : 2.4299835596643655 % , in sigma: 24.222304785838357 variable 26 : 4.8850222799417704 % , in sigma: 48.694361770375131 variable 27 : 1.8115825673108745 % , in sigma: 18.058025502105220 variable 28 : 3.1679159644714479 % , in sigma: 31.578084436896020 variable 29 : 23.006625474449748 % , in sigma: 229.33220766840358 variable 30 : 10.723863002052090 % , in sigma: 106.89647552724981 variable 31 : 3.5248769936735052 % , in sigma: 35.136305566257498 variable 32 : 8.2276895440782347 % , in sigma: 82.014383606548051 variable 33 : 7.0614720147083263 % , in sigma: 70.389417531926938 variable 34 : 21.891542141804202 % , in sigma: 218.21695207849353 variables sorted by significance: 1 most relevant variable 17 corr 41.788433 , in sigma: 416.55103321105787 2 most relevant variable 8 corr 34.721127 , in sigma: 346.10345679575966 3 most relevant variable 19 corr 22.482542 , in sigma: 224.10809465690488 4 most relevant variable 34 corr 17.057919 , in sigma: 170.03493725401017 5 most relevant variable 4 corr 8.9900312 , in sigma: 89.613477391998174 6 most relevant variable 7 corr 8.2872190 , in sigma: 82.607779298885319 7 most relevant variable 29 corr 6.9744086 , in sigma: 69.521561486104517 8 most relevant variable 14 corr 6.7602057 , in sigma: 67.386367013061644 9 most relevant variable 5 corr 5.8928270 , in sigma: 58.740254393905580 10 most relevant variable 13 corr 4.9561734 , in sigma: 49.403603029371624 11 most relevant variable 18 corr 4.7876272 , in sigma: 47.723518649467422 12 most relevant variable 10 corr 4.3937082 , in sigma: 43.796897078248897 13 most relevant variable 28 corr 3.2851629 , in sigma: 32.746813179642437 14 most relevant variable 30 corr 2.9257112 , in sigma: 29.163764103826921 15 most relevant variable 22 corr 2.0757117 , in sigma: 20.690889822038603 16 most relevant variable 6 corr 1.6110358 , in sigma: 16.058956691423514 17 most relevant variable 11 corr 1.9180342 , in sigma: 19.119145353051834 18 most relevant variable 16 corr 1.7628084 , in sigma: 17.571840432482237 19 most relevant variable 9 corr 1.3736805 , in sigma: 13.692976212889423 20 most relevant variable 20 corr 1.2832019 , in sigma: 12.791077617391748 21 most relevant variable 12 corr 1.1055400 , in sigma: 11.020127122431179 22 most relevant variable 15 corr 1.1710279 , in sigma: 11.672916289644196 23 most relevant variable 33 corr 1.0911702 , in sigma: 10.876887151368258 24 most relevant variable 31 corr 0.72296590 , in sigma: 7.2065920842019624 25 most relevant variable 32 corr 0.73259431 , in sigma: 7.3025690320361889 26 most relevant variable 24 corr 0.68426245 , in sigma: 6.8207925361149160 27 most relevant variable 25 corr 0.67217249 , in sigma: 6.7002786001314121 28 most relevant variable 3 corr 0.67343712 , in sigma: 6.7128845684001712 29 most relevant variable 21 corr 0.67350787 , in sigma: 6.7135898181685185 30 most relevant variable 23 corr 0.45573962 , in sigma: 4.5428553911296801 31 most relevant variable 27 corr 0.19725475 , in sigma: 1.9662538814201378 32 most relevant variable 26 corr 0.15866025 , in sigma: 1.5815402813230619 33 most relevant variable 2 corr 2.77135652E-02 , in sigma: 0.27625142533896052 global correlations between input variables: variable 2 : 37.349634872245943 % variable 3 : 80.668978714714513 % variable 4 : 71.799288848107651 % variable 5 : 83.809050283978564 % variable 6 : 79.529182255441981 % variable 7 : 77.369914869677473 % variable 8 : 85.341275321199277 % variable 9 : 6.6807387823085538 % variable 10 : 43.885173324573401 % variable 11 : 75.999745710172732 % variable 12 : 84.713229190559872 % variable 13 : 60.140773792358949 % variable 14 : 75.419285397868947 % variable 15 : 78.469399841146640 % variable 16 : 82.437309918683212 % variable 17 : 73.934896510990583 % variable 18 : 68.902776796114196 % variable 19 : 94.952572075401974 % variable 20 : 97.575185532794578 % variable 21 : 96.787521460441766 % variable 22 : 87.209358027981267 % variable 23 : 85.666784773968232 % variable 24 : 81.024410399251551 % variable 25 : 78.671349169347423 % variable 26 : 93.181875164820084 % variable 27 : 95.345265640567675 % variable 28 : 84.224492565869951 % variable 29 : 63.833542245520192 % variable 30 : 48.504730551781343 % variable 31 : 93.708514183414579 % variable 32 : 67.571514034996923 % variable 33 : 70.003684737855338 % variable 34 : 63.001972000185702 % significance loss when removing single variables: variable 2 : corr = 2.77135658456297111E-002 % , sigma = 0.27625143221461240 variable 3 : corr = 0.66978189790412990 % , sigma = 6.6764489852400279 variable 4 : corr = 8.9164469203737475 % , sigma = 88.879981945998807 variable 5 : corr = 6.5006986778483729 % , sigma = 64.799576140954912 variable 6 : corr = 2.3150106255044069 % , sigma = 23.076243759100670 variable 7 : corr = 5.9974106465000157 % , sigma = 59.782753684728796 variable 8 : corr = 7.8024070475386091 % , sigma = 77.775127661669202 variable 9 : corr = 1.3903385007182785 % , sigma = 13.859025006957351 variable 10 : corr = 3.8710407779547400 % , sigma = 38.586898742220143 variable 11 : corr = 1.7134445938142826 % , sigma = 17.079776947441207 variable 12 : corr = 1.1547222485430486 % , sigma = 11.510380033625246 variable 13 : corr = 3.8658003281298341 % , sigma = 38.534661445235592 variable 14 : corr = 3.8321522937064945 % , sigma = 38.199254671800844 variable 15 : corr = 0.70521835294423929 % , sigma = 7.0296829036743338 variable 16 : corr = 1.8170782442858084 % , sigma = 18.112806927338298 variable 17 : corr = 12.345873238813006 % , sigma = 123.06482619954794 variable 18 : corr = 5.3679406266672700 % , sigma = 53.508137293479436 variable 19 : corr = 6.2436561164386823 % , sigma = 62.237351700943456 variable 20 : corr = 1.3898618075843816 % , sigma = 13.854273284941520 variable 21 : corr = 0.68597397782495118 % , sigma = 6.8378531615764961 variable 22 : corr = 0.83459923571588757 % , sigma = 8.3193637179710969 variable 23 : corr = 0.49067804474221416 % , sigma = 4.8911249231277809 variable 24 : corr = 0.71070949877541423 % , sigma = 7.0844191620400387 variable 25 : corr = 0.54242354375234647 % , sigma = 5.4069289265473941 variable 26 : corr = 0.15871434409498117 % , sigma = 1.5820795170663864 variable 27 : corr = 0.20400871921541752 % , sigma = 2.0335781104983690 variable 28 : corr = 1.3328458056652939 % , sigma = 13.285932412567535 variable 29 : corr = 6.0663358179340330 % , sigma = 60.469806279488537 variable 30 : corr = 2.8917252240883777 % , sigma = 28.824989147021256 variable 31 : corr = 0.37294118556395539 % , sigma = 3.7175128317204558 variable 32 : corr = 0.88814331095740717 % , sigma = 8.8530960985124239 variable 33 : corr = 0.74071391169817946 % , sigma = 7.3835059734898056 variable 34 : corr = 8.4655796732533712 % , sigma = 84.385694799788610 Keep only 30 most significant input variables Sum of Weights for output node 2 993629.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -2.5412762 NVar: 31.000000 4658 --------- Entering internal boost mode: --------- Starting analysis with 48 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.9525762 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.5256729 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.1100516 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.0249739 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.7114673 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.5695142 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.5202655 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.3948998 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.2840061 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.1986860 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.1127989 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.0068429 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.99992466 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.99700946 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.95263267 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.91582465 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.81057715 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.75886154 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.71295911 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.67061996 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.64686990 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.61874664 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.59863341 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.56400645 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.54910511 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.52760202 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.51103169 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.45243406 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.43028823 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.40175915 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.37102118 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.33126962 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.30165175 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.29911280 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.25913852 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.18776928 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.12711540 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.12599158 PREPRO: (sigma of derived input)/eigenvalue # 39 : 2.94852245E-04 PREPRO: (sigma of derived input)/eigenvalue # 40 : 2.67735333E-04 PREPRO: (sigma of derived input)/eigenvalue # 41 : 2.20605929E-04 PREPRO: (sigma of derived input)/eigenvalue # 42 : 2.10546234E-04 PREPRO: (sigma of derived input)/eigenvalue # 43 : 1.47336992E-04 PREPRO: (sigma of derived input)/eigenvalue # 44 : 1.64758385E-04 PREPRO: (sigma of derived input)/eigenvalue # 45 : 2.08667290E-04 PREPRO: (sigma of derived input)/eigenvalue # 46 : 2.10816448E-04 PREPRO: (sigma of derived input)/eigenvalue # 47 : 2.20605973E-04 PREPRO: (sigma of derived input)/eigenvalue # 48 : 2.67873693E-04 Using 38 variables out of 48 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 0 0.8 3.0 2.5 2.1 2.0 1.7 1.6 1.5 1.4 1.3 1.2 1.1 1.0 1.0 1.0 1.0 0.9 0.8 0.8 0.7 0.7 0.6 0.6 0.6 0.6 0.5 0.5 0.5 0.5 0.4 0.4 0.4 0.3 0.3 0.3 0.3 0.2 0.1 0.1 1 100.0 -5.8 -9.1 12.8 -52.1 -24.9 11.3 5.2 9.3 6.3 2.6 -1.1 -0.5 0.2 -1.4 0.9 -0.5 -0.6 2.7 9.7 -5.2 3.9 -0.6 -0.7 3.0 1.3 0.1 0.5 1.5 0.3 0.1 -0.3 0.5 -0.1 0.1 2.3 1.5 -3.3 9.8 2 -5.8 100.0 -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 3 -9.1 -0.0 100.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 4 12.8 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 5 -52.1 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 6 -24.9 -0.0 0.0 -0.0 0.0 100.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 7 11.3 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 8 5.2 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 9 9.3 -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 10 6.3 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 11 2.6 -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 12 -1.1 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 13 -0.5 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 100.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 14 0.2 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 100.0 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 15 -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 0.0 100.0 -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 16 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 -0.0 100.0 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 17 -0.5 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 100.0 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 18 -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 0.0 100.0 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 19 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 0.0 100.0 -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 20 9.7 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 100.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 21 -5.2 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 100.0 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 22 3.9 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -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 23 -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 -0.0 100.0 -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 24 -0.7 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 100.0 -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 25 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 -0.0 100.0 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 26 1.3 -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 0.0 100.0 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 27 0.1 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 100.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 28 0.5 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 100.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 29 1.5 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 100.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 30 0.3 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 100.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 31 0.1 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 100.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 32 -0.3 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 100.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 33 0.5 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 100.0 0.0 0.0 -0.0 0.0 0.0 0.0 34 -0.1 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 100.0 0.0 0.0 -0.0 0.0 -0.0 35 0.1 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 -0.0 36 2.3 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 100.0 -0.0 -0.0 0.0 37 1.5 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 100.0 0.0 0.0 38 -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 -0.0 0.0 100.0 0.0 39 9.8 -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 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 64.633743910093898 ------------------------------------- Teacher: actual network topology: Nodes(1) = 39 Nodes(2) = 39 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 --> 207.49220 sigma out 39 active outputs RANK 2 NODE 5 --> 180.04890 sigma out 39 active outputs RANK 3 NODE 2 --> 156.05930 sigma out 39 active outputs RANK 4 NODE 3 --> 139.68297 sigma out 39 active outputs RANK 5 NODE 7 --> 130.83841 sigma out 39 active outputs RANK 6 NODE 4 --> 112.57830 sigma out 39 active outputs RANK 7 NODE 6 --> 108.86863 sigma out 39 active outputs RANK 8 NODE 20 --> 82.568192 sigma out 39 active outputs RANK 9 NODE 9 --> 81.669395 sigma out 39 active outputs RANK 10 NODE 8 --> 73.089317 sigma out 39 active outputs RANK 11 NODE 17 --> 72.983101 sigma out 39 active outputs RANK 12 NODE 10 --> 72.106987 sigma out 39 active outputs RANK 13 NODE 11 --> 69.903107 sigma out 39 active outputs RANK 14 NODE 12 --> 69.412453 sigma out 39 active outputs RANK 15 NODE 29 --> 68.783737 sigma out 39 active outputs RANK 16 NODE 28 --> 65.358925 sigma out 39 active outputs RANK 17 NODE 16 --> 64.964630 sigma out 39 active outputs RANK 18 NODE 18 --> 62.184498 sigma out 39 active outputs RANK 19 NODE 30 --> 61.674732 sigma out 39 active outputs RANK 20 NODE 31 --> 61.440826 sigma out 39 active outputs RANK 21 NODE 13 --> 61.068676 sigma out 39 active outputs RANK 22 NODE 22 --> 59.813560 sigma out 39 active outputs RANK 23 NODE 33 --> 59.591591 sigma out 39 active outputs RANK 24 NODE 23 --> 58.869503 sigma out 39 active outputs RANK 25 NODE 21 --> 56.699791 sigma out 39 active outputs RANK 26 NODE 25 --> 55.941788 sigma out 39 active outputs RANK 27 NODE 38 --> 55.908863 sigma out 39 active outputs RANK 28 NODE 19 --> 55.371815 sigma out 39 active outputs RANK 29 NODE 15 --> 52.668476 sigma out 39 active outputs RANK 30 NODE 24 --> 51.943588 sigma out 39 active outputs RANK 31 NODE 27 --> 51.205769 sigma out 39 active outputs RANK 32 NODE 26 --> 48.689991 sigma out 39 active outputs RANK 33 NODE 14 --> 48.465336 sigma out 39 active outputs RANK 34 NODE 36 --> 47.411388 sigma out 39 active outputs RANK 35 NODE 35 --> 47.050224 sigma out 39 active outputs RANK 36 NODE 34 --> 46.434761 sigma out 39 active outputs RANK 37 NODE 37 --> 45.349575 sigma out 39 active outputs RANK 38 NODE 39 --> 44.513924 sigma out 39 active outputs RANK 39 NODE 32 --> 41.451229 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 171.89273 sigma in 39 act. ( 165.76378 sig out 1 act.) RANK 2 NODE 31 --> 167.19321 sigma in 39 act. ( 165.70805 sig out 1 act.) RANK 3 NODE 9 --> 164.13470 sigma in 39 act. ( 162.70541 sig out 1 act.) RANK 4 NODE 32 --> 110.51881 sigma in 39 act. ( 130.11200 sig out 1 act.) RANK 5 NODE 28 --> 108.77590 sigma in 39 act. ( 159.70076 sig out 1 act.) RANK 6 NODE 22 --> 106.74340 sigma in 39 act. ( 117.70119 sig out 1 act.) RANK 7 NODE 25 --> 103.62077 sigma in 39 act. ( 120.01065 sig out 1 act.) RANK 8 NODE 30 --> 99.616043 sigma in 39 act. ( 109.79948 sig out 1 act.) RANK 9 NODE 13 --> 96.997139 sigma in 39 act. ( 110.00055 sig out 1 act.) RANK 10 NODE 27 --> 90.675789 sigma in 39 act. ( 85.411400 sig out 1 act.) RANK 11 NODE 33 --> 89.994881 sigma in 39 act. ( 93.167557 sig out 1 act.) RANK 12 NODE 24 --> 89.218781 sigma in 39 act. ( 112.35649 sig out 1 act.) RANK 13 NODE 39 --> 84.805908 sigma in 39 act. ( 91.040970 sig out 1 act.) RANK 14 NODE 20 --> 83.449883 sigma in 39 act. ( 98.731987 sig out 1 act.) RANK 15 NODE 29 --> 82.091995 sigma in 39 act. ( 87.589546 sig out 1 act.) RANK 16 NODE 19 --> 80.768341 sigma in 39 act. ( 69.862808 sig out 1 act.) RANK 17 NODE 17 --> 69.228302 sigma in 39 act. ( 68.353539 sig out 1 act.) RANK 18 NODE 2 --> 68.556068 sigma in 39 act. ( 57.459469 sig out 1 act.) RANK 19 NODE 15 --> 67.748001 sigma in 39 act. ( 50.990578 sig out 1 act.) RANK 20 NODE 21 --> 66.499397 sigma in 39 act. ( 47.645363 sig out 1 act.) RANK 21 NODE 14 --> 63.978477 sigma in 39 act. ( 47.199131 sig out 1 act.) RANK 22 NODE 37 --> 63.265026 sigma in 39 act. ( 38.676128 sig out 1 act.) RANK 23 NODE 34 --> 62.256580 sigma in 39 act. ( 55.406162 sig out 1 act.) RANK 24 NODE 36 --> 62.124111 sigma in 39 act. ( 54.823662 sig out 1 act.) RANK 25 NODE 7 --> 61.936642 sigma in 39 act. ( 5.3975644 sig out 1 act.) RANK 26 NODE 16 --> 59.997723 sigma in 39 act. ( 32.208706 sig out 1 act.) RANK 27 NODE 38 --> 57.005730 sigma in 39 act. ( 37.528435 sig out 1 act.) RANK 28 NODE 8 --> 55.850555 sigma in 39 act. ( 15.186807 sig out 1 act.) RANK 29 NODE 3 --> 55.709522 sigma in 39 act. ( 40.754837 sig out 1 act.) RANK 30 NODE 6 --> 54.054123 sigma in 39 act. ( 19.482092 sig out 1 act.) RANK 31 NODE 1 --> 53.403481 sigma in 39 act. ( 17.989517 sig out 1 act.) RANK 32 NODE 23 --> 51.161961 sigma in 39 act. ( 23.814314 sig out 1 act.) RANK 33 NODE 11 --> 50.327282 sigma in 39 act. ( 12.008984 sig out 1 act.) RANK 34 NODE 26 --> 49.913975 sigma in 39 act. ( 25.043043 sig out 1 act.) RANK 35 NODE 18 --> 49.249222 sigma in 39 act. ( 15.626723 sig out 1 act.) RANK 36 NODE 4 --> 47.626186 sigma in 39 act. ( 12.094308 sig out 1 act.) RANK 37 NODE 5 --> 46.625694 sigma in 39 act. ( 1.2814010 sig out 1 act.) RANK 38 NODE 35 --> 44.027622 sigma in 39 act. ( 13.960178 sig out 1 act.) RANK 39 NODE 12 --> 40.524666 sigma in 39 act. ( 8.5567656 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 165.76378 sigma out 1 act.( 171.89273 sig in 39 act.) RANK 2 NODE 31 --> 165.70805 sigma out 1 act.( 167.19321 sig in 39 act.) RANK 3 NODE 9 --> 162.70541 sigma out 1 act.( 164.13470 sig in 39 act.) RANK 4 NODE 28 --> 159.70076 sigma out 1 act.( 108.77590 sig in 39 act.) RANK 5 NODE 32 --> 130.11200 sigma out 1 act.( 110.51881 sig in 39 act.) RANK 6 NODE 25 --> 120.01065 sigma out 1 act.( 103.62077 sig in 39 act.) RANK 7 NODE 22 --> 117.70119 sigma out 1 act.( 106.74340 sig in 39 act.) RANK 8 NODE 24 --> 112.35649 sigma out 1 act.( 89.218781 sig in 39 act.) RANK 9 NODE 13 --> 110.00055 sigma out 1 act.( 96.997139 sig in 39 act.) RANK 10 NODE 30 --> 109.79948 sigma out 1 act.( 99.616043 sig in 39 act.) RANK 11 NODE 20 --> 98.731987 sigma out 1 act.( 83.449883 sig in 39 act.) RANK 12 NODE 33 --> 93.167557 sigma out 1 act.( 89.994881 sig in 39 act.) RANK 13 NODE 39 --> 91.040970 sigma out 1 act.( 84.805908 sig in 39 act.) RANK 14 NODE 29 --> 87.589546 sigma out 1 act.( 82.091995 sig in 39 act.) RANK 15 NODE 27 --> 85.411400 sigma out 1 act.( 90.675789 sig in 39 act.) RANK 16 NODE 19 --> 69.862808 sigma out 1 act.( 80.768341 sig in 39 act.) RANK 17 NODE 17 --> 68.353539 sigma out 1 act.( 69.228302 sig in 39 act.) RANK 18 NODE 2 --> 57.459469 sigma out 1 act.( 68.556068 sig in 39 act.) RANK 19 NODE 34 --> 55.406162 sigma out 1 act.( 62.256580 sig in 39 act.) RANK 20 NODE 36 --> 54.823662 sigma out 1 act.( 62.124111 sig in 39 act.) RANK 21 NODE 15 --> 50.990578 sigma out 1 act.( 67.748001 sig in 39 act.) RANK 22 NODE 21 --> 47.645363 sigma out 1 act.( 66.499397 sig in 39 act.) RANK 23 NODE 14 --> 47.199131 sigma out 1 act.( 63.978477 sig in 39 act.) RANK 24 NODE 3 --> 40.754837 sigma out 1 act.( 55.709522 sig in 39 act.) RANK 25 NODE 37 --> 38.676128 sigma out 1 act.( 63.265026 sig in 39 act.) RANK 26 NODE 38 --> 37.528435 sigma out 1 act.( 57.005730 sig in 39 act.) RANK 27 NODE 16 --> 32.208706 sigma out 1 act.( 59.997723 sig in 39 act.) RANK 28 NODE 26 --> 25.043043 sigma out 1 act.( 49.913975 sig in 39 act.) RANK 29 NODE 23 --> 23.814314 sigma out 1 act.( 51.161961 sig in 39 act.) RANK 30 NODE 6 --> 19.482092 sigma out 1 act.( 54.054123 sig in 39 act.) RANK 31 NODE 1 --> 17.989517 sigma out 1 act.( 53.403481 sig in 39 act.) RANK 32 NODE 18 --> 15.626723 sigma out 1 act.( 49.249222 sig in 39 act.) RANK 33 NODE 8 --> 15.186807 sigma out 1 act.( 55.850555 sig in 39 act.) RANK 34 NODE 35 --> 13.960178 sigma out 1 act.( 44.027622 sig in 39 act.) RANK 35 NODE 4 --> 12.094308 sigma out 1 act.( 47.626186 sig in 39 act.) RANK 36 NODE 11 --> 12.008984 sigma out 1 act.( 50.327282 sig in 39 act.) RANK 37 NODE 12 --> 8.5567656 sigma out 1 act.( 40.524666 sig in 39 act.) RANK 38 NODE 7 --> 5.3975644 sigma out 1 act.( 61.936642 sig in 39 act.) RANK 39 NODE 5 --> 1.2814010 sigma out 1 act.( 46.625694 sig in 39 act.) RANK 1 NODE 1 --> 514.93237 sigma in 39 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 237.64851 sigma out 39 active outputs RANK 2 NODE 5 --> 194.48811 sigma out 39 active outputs RANK 3 NODE 2 --> 166.39149 sigma out 39 active outputs RANK 4 NODE 3 --> 143.25098 sigma out 39 active outputs RANK 5 NODE 7 --> 136.53616 sigma out 39 active outputs RANK 6 NODE 4 --> 110.22791 sigma out 39 active outputs RANK 7 NODE 6 --> 106.10712 sigma out 39 active outputs RANK 8 NODE 9 --> 75.529388 sigma out 39 active outputs RANK 9 NODE 8 --> 70.786285 sigma out 39 active outputs RANK 10 NODE 20 --> 65.449379 sigma out 39 active outputs RANK 11 NODE 10 --> 63.798897 sigma out 39 active outputs RANK 12 NODE 11 --> 62.851646 sigma out 39 active outputs RANK 13 NODE 12 --> 62.690197 sigma out 39 active outputs RANK 14 NODE 17 --> 56.804543 sigma out 39 active outputs RANK 15 NODE 16 --> 55.369148 sigma out 39 active outputs RANK 16 NODE 18 --> 55.089260 sigma out 39 active outputs RANK 17 NODE 28 --> 43.139240 sigma out 39 active outputs RANK 18 NODE 21 --> 40.701256 sigma out 39 active outputs RANK 19 NODE 25 --> 38.862690 sigma out 39 active outputs RANK 20 NODE 22 --> 38.705353 sigma out 39 active outputs RANK 21 NODE 19 --> 38.026192 sigma out 39 active outputs RANK 22 NODE 23 --> 34.253040 sigma out 39 active outputs RANK 23 NODE 29 --> 33.995281 sigma out 39 active outputs RANK 24 NODE 24 --> 30.783224 sigma out 39 active outputs RANK 25 NODE 13 --> 30.654888 sigma out 39 active outputs RANK 26 NODE 30 --> 26.892637 sigma out 39 active outputs RANK 27 NODE 33 --> 26.393906 sigma out 39 active outputs RANK 28 NODE 26 --> 26.340155 sigma out 39 active outputs RANK 29 NODE 27 --> 25.737238 sigma out 39 active outputs RANK 30 NODE 31 --> 24.327686 sigma out 39 active outputs RANK 31 NODE 15 --> 18.181721 sigma out 39 active outputs RANK 32 NODE 32 --> 18.085363 sigma out 39 active outputs RANK 33 NODE 35 --> 18.080112 sigma out 39 active outputs RANK 34 NODE 36 --> 16.292822 sigma out 39 active outputs RANK 35 NODE 14 --> 14.895811 sigma out 39 active outputs RANK 36 NODE 34 --> 14.570435 sigma out 39 active outputs RANK 37 NODE 37 --> 10.577698 sigma out 39 active outputs RANK 38 NODE 38 --> 7.3059430 sigma out 39 active outputs RANK 39 NODE 39 --> 7.2344475 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 189.06146 sigma in 39 act. ( 127.61391 sig out 1 act.) RANK 2 NODE 9 --> 178.32231 sigma in 39 act. ( 143.92256 sig out 1 act.) RANK 3 NODE 31 --> 177.74954 sigma in 39 act. ( 133.88582 sig out 1 act.) RANK 4 NODE 32 --> 122.33528 sigma in 39 act. ( 99.698563 sig out 1 act.) RANK 5 NODE 22 --> 112.15633 sigma in 39 act. ( 79.909912 sig out 1 act.) RANK 6 NODE 28 --> 106.45542 sigma in 39 act. ( 144.15967 sig out 1 act.) RANK 7 NODE 25 --> 105.60166 sigma in 39 act. ( 99.496864 sig out 1 act.) RANK 8 NODE 30 --> 104.13388 sigma in 39 act. ( 83.234505 sig out 1 act.) RANK 9 NODE 13 --> 100.97095 sigma in 39 act. ( 87.036621 sig out 1 act.) RANK 10 NODE 24 --> 93.994667 sigma in 39 act. ( 86.935471 sig out 1 act.) RANK 11 NODE 27 --> 86.839081 sigma in 39 act. ( 65.493896 sig out 1 act.) RANK 12 NODE 33 --> 86.518127 sigma in 39 act. ( 71.367165 sig out 1 act.) RANK 13 NODE 20 --> 84.860199 sigma in 39 act. ( 77.086029 sig out 1 act.) RANK 14 NODE 39 --> 83.899513 sigma in 39 act. ( 71.047195 sig out 1 act.) RANK 15 NODE 29 --> 71.532875 sigma in 39 act. ( 70.298553 sig out 1 act.) RANK 16 NODE 19 --> 60.738632 sigma in 39 act. ( 56.969292 sig out 1 act.) RANK 17 NODE 17 --> 57.165394 sigma in 39 act. ( 55.434677 sig out 1 act.) RANK 18 NODE 2 --> 49.183231 sigma in 39 act. ( 46.363586 sig out 1 act.) RANK 19 NODE 36 --> 47.034107 sigma in 39 act. ( 42.964672 sig out 1 act.) RANK 20 NODE 15 --> 46.420670 sigma in 39 act. ( 40.133591 sig out 1 act.) RANK 21 NODE 34 --> 45.790192 sigma in 39 act. ( 43.863079 sig out 1 act.) RANK 22 NODE 14 --> 41.451031 sigma in 39 act. ( 37.708015 sig out 1 act.) RANK 23 NODE 21 --> 37.182262 sigma in 39 act. ( 40.004879 sig out 1 act.) RANK 24 NODE 3 --> 36.102158 sigma in 39 act. ( 31.774757 sig out 1 act.) RANK 25 NODE 37 --> 29.690607 sigma in 39 act. ( 32.194141 sig out 1 act.) RANK 26 NODE 38 --> 27.118849 sigma in 39 act. ( 32.473843 sig out 1 act.) RANK 27 NODE 16 --> 26.779194 sigma in 39 act. ( 26.862364 sig out 1 act.) RANK 28 NODE 26 --> 19.798742 sigma in 39 act. ( 20.824896 sig out 1 act.) RANK 29 NODE 23 --> 19.265205 sigma in 39 act. ( 18.901978 sig out 1 act.) RANK 30 NODE 6 --> 16.983801 sigma in 39 act. ( 15.620162 sig out 1 act.) RANK 31 NODE 1 --> 15.875154 sigma in 39 act. ( 14.820971 sig out 1 act.) RANK 32 NODE 18 --> 15.715013 sigma in 39 act. ( 12.948994 sig out 1 act.) RANK 33 NODE 8 --> 12.387171 sigma in 39 act. ( 12.847982 sig out 1 act.) RANK 34 NODE 11 --> 12.373095 sigma in 39 act. ( 9.5914001 sig out 1 act.) RANK 35 NODE 35 --> 11.552576 sigma in 39 act. ( 11.287622 sig out 1 act.) RANK 36 NODE 4 --> 10.525687 sigma in 39 act. ( 10.105845 sig out 1 act.) RANK 37 NODE 12 --> 8.8398523 sigma in 39 act. ( 6.9188600 sig out 1 act.) RANK 38 NODE 7 --> 8.5050373 sigma in 39 act. ( 4.5030880 sig out 1 act.) RANK 39 NODE 5 --> 6.3546195 sigma in 39 act. ( 1.0101411 sig out 1 act.) sorted by output significance RANK 1 NODE 28 --> 144.15967 sigma out 1 act.( 106.45542 sig in 39 act.) RANK 2 NODE 9 --> 143.92256 sigma out 1 act.( 178.32231 sig in 39 act.) RANK 3 NODE 31 --> 133.88582 sigma out 1 act.( 177.74954 sig in 39 act.) RANK 4 NODE 10 --> 127.61391 sigma out 1 act.( 189.06146 sig in 39 act.) RANK 5 NODE 32 --> 99.698563 sigma out 1 act.( 122.33528 sig in 39 act.) RANK 6 NODE 25 --> 99.496864 sigma out 1 act.( 105.60166 sig in 39 act.) RANK 7 NODE 13 --> 87.036621 sigma out 1 act.( 100.97095 sig in 39 act.) RANK 8 NODE 24 --> 86.935471 sigma out 1 act.( 93.994667 sig in 39 act.) RANK 9 NODE 30 --> 83.234505 sigma out 1 act.( 104.13388 sig in 39 act.) RANK 10 NODE 22 --> 79.909912 sigma out 1 act.( 112.15633 sig in 39 act.) RANK 11 NODE 20 --> 77.086029 sigma out 1 act.( 84.860199 sig in 39 act.) RANK 12 NODE 33 --> 71.367165 sigma out 1 act.( 86.518127 sig in 39 act.) RANK 13 NODE 39 --> 71.047195 sigma out 1 act.( 83.899513 sig in 39 act.) RANK 14 NODE 29 --> 70.298553 sigma out 1 act.( 71.532875 sig in 39 act.) RANK 15 NODE 27 --> 65.493896 sigma out 1 act.( 86.839081 sig in 39 act.) RANK 16 NODE 19 --> 56.969292 sigma out 1 act.( 60.738632 sig in 39 act.) RANK 17 NODE 17 --> 55.434677 sigma out 1 act.( 57.165394 sig in 39 act.) RANK 18 NODE 2 --> 46.363586 sigma out 1 act.( 49.183231 sig in 39 act.) RANK 19 NODE 34 --> 43.863079 sigma out 1 act.( 45.790192 sig in 39 act.) RANK 20 NODE 36 --> 42.964672 sigma out 1 act.( 47.034107 sig in 39 act.) RANK 21 NODE 15 --> 40.133591 sigma out 1 act.( 46.420670 sig in 39 act.) RANK 22 NODE 21 --> 40.004879 sigma out 1 act.( 37.182262 sig in 39 act.) RANK 23 NODE 14 --> 37.708015 sigma out 1 act.( 41.451031 sig in 39 act.) RANK 24 NODE 38 --> 32.473843 sigma out 1 act.( 27.118849 sig in 39 act.) RANK 25 NODE 37 --> 32.194141 sigma out 1 act.( 29.690607 sig in 39 act.) RANK 26 NODE 3 --> 31.774757 sigma out 1 act.( 36.102158 sig in 39 act.) RANK 27 NODE 16 --> 26.862364 sigma out 1 act.( 26.779194 sig in 39 act.) RANK 28 NODE 26 --> 20.824896 sigma out 1 act.( 19.798742 sig in 39 act.) RANK 29 NODE 23 --> 18.901978 sigma out 1 act.( 19.265205 sig in 39 act.) RANK 30 NODE 6 --> 15.620162 sigma out 1 act.( 16.983801 sig in 39 act.) RANK 31 NODE 1 --> 14.820971 sigma out 1 act.( 15.875154 sig in 39 act.) RANK 32 NODE 18 --> 12.948994 sigma out 1 act.( 15.715013 sig in 39 act.) RANK 33 NODE 8 --> 12.847982 sigma out 1 act.( 12.387171 sig in 39 act.) RANK 34 NODE 35 --> 11.287622 sigma out 1 act.( 11.552576 sig in 39 act.) RANK 35 NODE 4 --> 10.105845 sigma out 1 act.( 10.525687 sig in 39 act.) RANK 36 NODE 11 --> 9.5914001 sigma out 1 act.( 12.373095 sig in 39 act.) RANK 37 NODE 12 --> 6.9188600 sigma out 1 act.( 8.8398523 sig in 39 act.) RANK 38 NODE 7 --> 4.5030880 sigma out 1 act.( 8.5050373 sig in 39 act.) RANK 39 NODE 5 --> 1.0101411 sigma out 1 act.( 6.3546195 sig in 39 act.) RANK 1 NODE 1 --> 414.70288 sigma in 39 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.41899619 *** contribution from regularisation: 1.00034999E-03 *** contribution from error: -0.41999653 *** contribution from DIAG: 4.15443501E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.45086142 *** contribution from regularisation: 2.57602031E-03 *** contribution from error: -0.45343745 *** contribution from DIAG: 1.16486175E-04 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.45266318 *** contribution from regularisation: 1.96369039E-03 *** contribution from error: -0.45462689 *** contribution from DIAG: 1.88586680E-04 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.43056041 *** contribution from regularisation: 2.13794364E-03 *** contribution from error: -0.43269834 *** contribution from DIAG: 3.20825051E-03 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.45255190 *** contribution from regularisation: 2.15626881E-03 *** contribution from error: -0.45470816 *** contribution from DIAG: 2.28476347E-04 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.45330420 *** contribution from regularisation: 2.17830599E-03 *** contribution from error: -0.45548251 *** contribution from DIAG: 1.41217475E-04 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.45428061 *** contribution from regularisation: 2.20506708E-03 *** contribution from error: -0.45648569 *** contribution from DIAG: 2.42624650E-04 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.45493239 *** contribution from regularisation: 2.24773656E-03 *** contribution from error: -0.45718014 *** contribution from DIAG: 2.76126520E-04 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.45545709 *** contribution from regularisation: 2.28103600E-03 *** contribution from error: -0.45773813 *** contribution from DIAG: 2.57851993E-04 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 266.50775 sigma out 39 active outputs RANK 2 NODE 5 --> 205.71989 sigma out 39 active outputs RANK 3 NODE 2 --> 177.46922 sigma out 39 active outputs RANK 4 NODE 7 --> 144.97359 sigma out 39 active outputs RANK 5 NODE 3 --> 138.11226 sigma out 39 active outputs RANK 6 NODE 4 --> 113.02585 sigma out 39 active outputs RANK 7 NODE 6 --> 112.08413 sigma out 39 active outputs RANK 8 NODE 9 --> 82.662170 sigma out 39 active outputs RANK 9 NODE 20 --> 80.440056 sigma out 39 active outputs RANK 10 NODE 8 --> 74.862709 sigma out 39 active outputs RANK 11 NODE 12 --> 69.234734 sigma out 39 active outputs RANK 12 NODE 11 --> 67.254311 sigma out 39 active outputs RANK 13 NODE 10 --> 67.187157 sigma out 39 active outputs RANK 14 NODE 16 --> 61.441593 sigma out 39 active outputs RANK 15 NODE 17 --> 61.214306 sigma out 39 active outputs RANK 16 NODE 18 --> 60.026752 sigma out 39 active outputs RANK 17 NODE 22 --> 50.619640 sigma out 39 active outputs RANK 18 NODE 28 --> 46.949650 sigma out 39 active outputs RANK 19 NODE 21 --> 45.046551 sigma out 39 active outputs RANK 20 NODE 25 --> 42.082912 sigma out 39 active outputs RANK 21 NODE 19 --> 41.233433 sigma out 39 active outputs RANK 22 NODE 29 --> 39.399559 sigma out 39 active outputs RANK 23 NODE 23 --> 37.825256 sigma out 39 active outputs RANK 24 NODE 13 --> 33.661018 sigma out 39 active outputs RANK 25 NODE 24 --> 33.443981 sigma out 39 active outputs RANK 26 NODE 30 --> 31.687529 sigma out 39 active outputs RANK 27 NODE 26 --> 30.060432 sigma out 39 active outputs RANK 28 NODE 27 --> 29.364916 sigma out 39 active outputs RANK 29 NODE 33 --> 27.739450 sigma out 39 active outputs RANK 30 NODE 31 --> 27.255962 sigma out 39 active outputs RANK 31 NODE 35 --> 21.237272 sigma out 39 active outputs RANK 32 NODE 32 --> 21.131372 sigma out 39 active outputs RANK 33 NODE 15 --> 21.084385 sigma out 39 active outputs RANK 34 NODE 36 --> 18.876699 sigma out 39 active outputs RANK 35 NODE 34 --> 17.547422 sigma out 39 active outputs RANK 36 NODE 14 --> 17.103945 sigma out 39 active outputs RANK 37 NODE 39 --> 13.420904 sigma out 39 active outputs RANK 38 NODE 37 --> 13.323128 sigma out 39 active outputs RANK 39 NODE 38 --> 11.521202 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 198.30127 sigma in 39 act. ( 132.29700 sig out 1 act.) RANK 2 NODE 9 --> 195.23608 sigma in 39 act. ( 154.39461 sig out 1 act.) RANK 3 NODE 31 --> 175.08714 sigma in 39 act. ( 126.64188 sig out 1 act.) RANK 4 NODE 32 --> 135.95576 sigma in 39 act. ( 105.06720 sig out 1 act.) RANK 5 NODE 22 --> 120.63512 sigma in 39 act. ( 78.415833 sig out 1 act.) RANK 6 NODE 13 --> 116.09023 sigma in 39 act. ( 96.199944 sig out 1 act.) RANK 7 NODE 25 --> 113.59012 sigma in 39 act. ( 105.13751 sig out 1 act.) RANK 8 NODE 30 --> 111.91474 sigma in 39 act. ( 87.855446 sig out 1 act.) RANK 9 NODE 28 --> 110.26939 sigma in 39 act. ( 151.02942 sig out 1 act.) RANK 10 NODE 24 --> 106.82505 sigma in 39 act. ( 94.796089 sig out 1 act.) RANK 11 NODE 39 --> 100.16259 sigma in 39 act. ( 79.546555 sig out 1 act.) RANK 12 NODE 33 --> 96.848015 sigma in 39 act. ( 80.192932 sig out 1 act.) RANK 13 NODE 27 --> 93.554726 sigma in 39 act. ( 69.767342 sig out 1 act.) RANK 14 NODE 20 --> 92.760757 sigma in 39 act. ( 82.608795 sig out 1 act.) RANK 15 NODE 29 --> 75.948929 sigma in 39 act. ( 69.805222 sig out 1 act.) RANK 16 NODE 19 --> 64.794319 sigma in 39 act. ( 59.693298 sig out 1 act.) RANK 17 NODE 17 --> 60.221699 sigma in 39 act. ( 57.211288 sig out 1 act.) RANK 18 NODE 34 --> 56.435890 sigma in 39 act. ( 52.278717 sig out 1 act.) RANK 19 NODE 2 --> 53.473141 sigma in 39 act. ( 49.131119 sig out 1 act.) RANK 20 NODE 36 --> 51.524658 sigma in 39 act. ( 45.601299 sig out 1 act.) RANK 21 NODE 15 --> 45.653618 sigma in 39 act. ( 37.981117 sig out 1 act.) RANK 22 NODE 14 --> 45.538624 sigma in 39 act. ( 40.377872 sig out 1 act.) RANK 23 NODE 21 --> 42.613415 sigma in 39 act. ( 44.920025 sig out 1 act.) RANK 24 NODE 3 --> 39.007427 sigma in 39 act. ( 33.129082 sig out 1 act.) RANK 25 NODE 16 --> 30.581722 sigma in 39 act. ( 29.547518 sig out 1 act.) RANK 26 NODE 37 --> 30.487461 sigma in 39 act. ( 31.241562 sig out 1 act.) RANK 27 NODE 38 --> 29.387781 sigma in 39 act. ( 34.028603 sig out 1 act.) RANK 28 NODE 1 --> 24.227697 sigma in 39 act. ( 22.088943 sig out 1 act.) RANK 29 NODE 6 --> 22.934772 sigma in 39 act. ( 20.086227 sig out 1 act.) RANK 30 NODE 26 --> 22.174881 sigma in 39 act. ( 22.141853 sig out 1 act.) RANK 31 NODE 23 --> 20.713636 sigma in 39 act. ( 18.639368 sig out 1 act.) RANK 32 NODE 11 --> 20.058437 sigma in 39 act. ( 15.781053 sig out 1 act.) RANK 33 NODE 8 --> 17.442585 sigma in 39 act. ( 16.568333 sig out 1 act.) RANK 34 NODE 4 --> 15.889924 sigma in 39 act. ( 15.068553 sig out 1 act.) RANK 35 NODE 35 --> 15.455299 sigma in 39 act. ( 13.862333 sig out 1 act.) RANK 36 NODE 7 --> 15.014031 sigma in 39 act. ( 8.9482794 sig out 1 act.) RANK 37 NODE 12 --> 12.125875 sigma in 39 act. ( 8.6527033 sig out 1 act.) RANK 38 NODE 18 --> 10.922801 sigma in 39 act. ( 4.9900794 sig out 1 act.) RANK 39 NODE 5 --> 9.6298313 sigma in 39 act. ( 0.54994583 sig out 1 act.) sorted by output significance RANK 1 NODE 9 --> 154.39461 sigma out 1 act.( 195.23608 sig in 39 act.) RANK 2 NODE 28 --> 151.02942 sigma out 1 act.( 110.26939 sig in 39 act.) RANK 3 NODE 10 --> 132.29700 sigma out 1 act.( 198.30127 sig in 39 act.) RANK 4 NODE 31 --> 126.64188 sigma out 1 act.( 175.08714 sig in 39 act.) RANK 5 NODE 25 --> 105.13751 sigma out 1 act.( 113.59012 sig in 39 act.) RANK 6 NODE 32 --> 105.06720 sigma out 1 act.( 135.95576 sig in 39 act.) RANK 7 NODE 13 --> 96.199944 sigma out 1 act.( 116.09023 sig in 39 act.) RANK 8 NODE 24 --> 94.796089 sigma out 1 act.( 106.82505 sig in 39 act.) RANK 9 NODE 30 --> 87.855446 sigma out 1 act.( 111.91474 sig in 39 act.) RANK 10 NODE 20 --> 82.608795 sigma out 1 act.( 92.760757 sig in 39 act.) RANK 11 NODE 33 --> 80.192932 sigma out 1 act.( 96.848015 sig in 39 act.) RANK 12 NODE 39 --> 79.546555 sigma out 1 act.( 100.16259 sig in 39 act.) RANK 13 NODE 22 --> 78.415833 sigma out 1 act.( 120.63512 sig in 39 act.) RANK 14 NODE 29 --> 69.805222 sigma out 1 act.( 75.948929 sig in 39 act.) RANK 15 NODE 27 --> 69.767342 sigma out 1 act.( 93.554726 sig in 39 act.) RANK 16 NODE 19 --> 59.693298 sigma out 1 act.( 64.794319 sig in 39 act.) RANK 17 NODE 17 --> 57.211288 sigma out 1 act.( 60.221699 sig in 39 act.) RANK 18 NODE 34 --> 52.278717 sigma out 1 act.( 56.435890 sig in 39 act.) RANK 19 NODE 2 --> 49.131119 sigma out 1 act.( 53.473141 sig in 39 act.) RANK 20 NODE 36 --> 45.601299 sigma out 1 act.( 51.524658 sig in 39 act.) RANK 21 NODE 21 --> 44.920025 sigma out 1 act.( 42.613415 sig in 39 act.) RANK 22 NODE 14 --> 40.377872 sigma out 1 act.( 45.538624 sig in 39 act.) RANK 23 NODE 15 --> 37.981117 sigma out 1 act.( 45.653618 sig in 39 act.) RANK 24 NODE 38 --> 34.028603 sigma out 1 act.( 29.387781 sig in 39 act.) RANK 25 NODE 3 --> 33.129082 sigma out 1 act.( 39.007427 sig in 39 act.) RANK 26 NODE 37 --> 31.241562 sigma out 1 act.( 30.487461 sig in 39 act.) RANK 27 NODE 16 --> 29.547518 sigma out 1 act.( 30.581722 sig in 39 act.) RANK 28 NODE 26 --> 22.141853 sigma out 1 act.( 22.174881 sig in 39 act.) RANK 29 NODE 1 --> 22.088943 sigma out 1 act.( 24.227697 sig in 39 act.) RANK 30 NODE 6 --> 20.086227 sigma out 1 act.( 22.934772 sig in 39 act.) RANK 31 NODE 23 --> 18.639368 sigma out 1 act.( 20.713636 sig in 39 act.) RANK 32 NODE 8 --> 16.568333 sigma out 1 act.( 17.442585 sig in 39 act.) RANK 33 NODE 11 --> 15.781053 sigma out 1 act.( 20.058437 sig in 39 act.) RANK 34 NODE 4 --> 15.068553 sigma out 1 act.( 15.889924 sig in 39 act.) RANK 35 NODE 35 --> 13.862333 sigma out 1 act.( 15.455299 sig in 39 act.) RANK 36 NODE 7 --> 8.9482794 sigma out 1 act.( 15.014031 sig in 39 act.) RANK 37 NODE 12 --> 8.6527033 sigma out 1 act.( 12.125875 sig in 39 act.) RANK 38 NODE 18 --> 4.9900794 sigma out 1 act.( 10.922801 sig in 39 act.) RANK 39 NODE 5 --> 0.54994583 sigma out 1 act.( 9.6298313 sig in 39 act.) RANK 1 NODE 1 --> 435.68655 sigma in 39 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.45573765 *** contribution from regularisation: 2.28668796E-03 *** contribution from error: -0.45802435 *** contribution from DIAG: 2.79543165E-04 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.45651773 *** contribution from regularisation: 2.28428445E-03 *** contribution from error: -0.45880201 *** contribution from DIAG: 3.27370159E-04 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.45734099 *** contribution from regularisation: 2.29306542E-03 *** contribution from error: -0.45963407 *** contribution from DIAG: 2.68898584E-04 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.45871758 *** contribution from regularisation: 2.32718908E-03 *** contribution from error: -0.46104479 *** contribution from DIAG: 1.95579545E-04 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.45950603 *** contribution from regularisation: 2.38656579E-03 *** contribution from error: -0.46189260 *** contribution from DIAG: 2.06324781E-04 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.46040839 *** contribution from regularisation: 2.39401357E-03 *** contribution from error: -0.46280241 *** contribution from DIAG: 2.51835707E-04 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.46096238 *** contribution from regularisation: 2.42317375E-03 *** contribution from error: -0.46338555 *** contribution from DIAG: 2.80393549E-04 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.46136537 *** contribution from regularisation: 2.41299556E-03 *** contribution from error: -0.46377838 *** contribution from DIAG: 3.36808502E-04 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.46192363 *** contribution from regularisation: 2.43511028E-03 *** contribution from error: -0.46435875 *** contribution from DIAG: 3.70339025E-04 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.46239766 *** contribution from regularisation: 2.44849361E-03 *** contribution from error: -0.46484616 *** contribution from DIAG: 3.83300299E-04 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 266.37421 sigma out 39 active outputs RANK 2 NODE 1 --> 260.21048 sigma out 39 active outputs RANK 3 NODE 5 --> 208.34908 sigma out 39 active outputs RANK 4 NODE 7 --> 196.69766 sigma out 39 active outputs RANK 5 NODE 3 --> 169.86115 sigma out 39 active outputs RANK 6 NODE 4 --> 165.83632 sigma out 39 active outputs RANK 7 NODE 6 --> 146.49916 sigma out 39 active outputs RANK 8 NODE 8 --> 127.67743 sigma out 39 active outputs RANK 9 NODE 9 --> 113.62917 sigma out 39 active outputs RANK 10 NODE 12 --> 93.075241 sigma out 39 active outputs RANK 11 NODE 10 --> 88.239548 sigma out 39 active outputs RANK 12 NODE 11 --> 79.589493 sigma out 39 active outputs RANK 13 NODE 20 --> 69.823685 sigma out 39 active outputs RANK 14 NODE 17 --> 64.653481 sigma out 39 active outputs RANK 15 NODE 18 --> 62.688965 sigma out 39 active outputs RANK 16 NODE 16 --> 61.295307 sigma out 39 active outputs RANK 17 NODE 28 --> 47.397530 sigma out 39 active outputs RANK 18 NODE 19 --> 47.064934 sigma out 39 active outputs RANK 19 NODE 22 --> 42.079620 sigma out 39 active outputs RANK 20 NODE 29 --> 42.011974 sigma out 39 active outputs RANK 21 NODE 21 --> 41.711926 sigma out 39 active outputs RANK 22 NODE 25 --> 39.284142 sigma out 39 active outputs RANK 23 NODE 23 --> 38.874908 sigma out 39 active outputs RANK 24 NODE 30 --> 37.208679 sigma out 39 active outputs RANK 25 NODE 39 --> 33.760571 sigma out 39 active outputs RANK 26 NODE 13 --> 33.217312 sigma out 39 active outputs RANK 27 NODE 26 --> 32.268459 sigma out 39 active outputs RANK 28 NODE 24 --> 31.931385 sigma out 39 active outputs RANK 29 NODE 15 --> 28.817484 sigma out 39 active outputs RANK 30 NODE 33 --> 27.212784 sigma out 39 active outputs RANK 31 NODE 31 --> 27.125408 sigma out 39 active outputs RANK 32 NODE 27 --> 26.376793 sigma out 39 active outputs RANK 33 NODE 35 --> 22.335955 sigma out 39 active outputs RANK 34 NODE 32 --> 21.083151 sigma out 39 active outputs RANK 35 NODE 34 --> 18.750071 sigma out 39 active outputs RANK 36 NODE 36 --> 18.413252 sigma out 39 active outputs RANK 37 NODE 14 --> 17.691238 sigma out 39 active outputs RANK 38 NODE 38 --> 15.774447 sigma out 39 active outputs RANK 39 NODE 37 --> 12.949894 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 9 --> 232.58090 sigma in 39 act. ( 218.74657 sig out 1 act.) RANK 2 NODE 10 --> 212.31454 sigma in 39 act. ( 194.67436 sig out 1 act.) RANK 3 NODE 39 --> 172.36316 sigma in 39 act. ( 149.23033 sig out 1 act.) RANK 4 NODE 25 --> 165.54662 sigma in 39 act. ( 146.69492 sig out 1 act.) RANK 5 NODE 22 --> 159.03004 sigma in 39 act. ( 117.42877 sig out 1 act.) RANK 6 NODE 32 --> 152.87006 sigma in 39 act. ( 132.32127 sig out 1 act.) RANK 7 NODE 24 --> 146.77026 sigma in 39 act. ( 136.14775 sig out 1 act.) RANK 8 NODE 13 --> 139.48488 sigma in 39 act. ( 127.39610 sig out 1 act.) RANK 9 NODE 31 --> 136.91171 sigma in 39 act. ( 123.17651 sig out 1 act.) RANK 10 NODE 33 --> 132.66272 sigma in 39 act. ( 120.15931 sig out 1 act.) RANK 11 NODE 20 --> 128.08879 sigma in 39 act. ( 121.47100 sig out 1 act.) RANK 12 NODE 28 --> 113.37871 sigma in 39 act. ( 155.40941 sig out 1 act.) RANK 13 NODE 30 --> 107.22449 sigma in 39 act. ( 91.763123 sig out 1 act.) RANK 14 NODE 34 --> 106.46497 sigma in 39 act. ( 93.715271 sig out 1 act.) RANK 15 NODE 27 --> 95.078178 sigma in 39 act. ( 79.360176 sig out 1 act.) RANK 16 NODE 19 --> 75.329277 sigma in 39 act. ( 76.061409 sig out 1 act.) RANK 17 NODE 11 --> 70.345833 sigma in 39 act. ( 62.886963 sig out 1 act.) RANK 18 NODE 29 --> 68.339188 sigma in 39 act. ( 65.107079 sig out 1 act.) RANK 19 NODE 17 --> 67.206635 sigma in 39 act. ( 66.780205 sig out 1 act.) RANK 20 NODE 36 --> 62.537086 sigma in 39 act. ( 55.510380 sig out 1 act.) RANK 21 NODE 14 --> 61.561581 sigma in 39 act. ( 54.453945 sig out 1 act.) RANK 22 NODE 21 --> 54.483788 sigma in 39 act. ( 58.318768 sig out 1 act.) RANK 23 NODE 1 --> 50.245766 sigma in 39 act. ( 54.580894 sig out 1 act.) RANK 24 NODE 2 --> 48.872509 sigma in 39 act. ( 44.713776 sig out 1 act.) RANK 25 NODE 3 --> 46.519833 sigma in 39 act. ( 41.856674 sig out 1 act.) RANK 26 NODE 26 --> 45.522846 sigma in 39 act. ( 49.687614 sig out 1 act.) RANK 27 NODE 4 --> 41.248672 sigma in 39 act. ( 48.252903 sig out 1 act.) RANK 28 NODE 37 --> 31.066940 sigma in 39 act. ( 32.042480 sig out 1 act.) RANK 29 NODE 7 --> 30.378613 sigma in 39 act. ( 29.471764 sig out 1 act.) RANK 30 NODE 8 --> 29.417366 sigma in 39 act. ( 32.986328 sig out 1 act.) RANK 31 NODE 6 --> 28.186159 sigma in 39 act. ( 26.290787 sig out 1 act.) RANK 32 NODE 23 --> 24.166014 sigma in 39 act. ( 21.289587 sig out 1 act.) RANK 33 NODE 15 --> 22.549252 sigma in 39 act. ( 17.555111 sig out 1 act.) RANK 34 NODE 38 --> 21.236286 sigma in 39 act. ( 22.809280 sig out 1 act.) RANK 35 NODE 18 --> 19.316969 sigma in 39 act. ( 15.660480 sig out 1 act.) RANK 36 NODE 16 --> 18.791855 sigma in 39 act. ( 17.006929 sig out 1 act.) RANK 37 NODE 12 --> 17.196743 sigma in 39 act. ( 15.666233 sig out 1 act.) RANK 38 NODE 35 --> 14.563155 sigma in 39 act. ( 12.404948 sig out 1 act.) RANK 39 NODE 5 --> 9.4621372 sigma in 39 act. ( 1.7187244 sig out 1 act.) sorted by output significance RANK 1 NODE 9 --> 218.74657 sigma out 1 act.( 232.58090 sig in 39 act.) RANK 2 NODE 10 --> 194.67436 sigma out 1 act.( 212.31454 sig in 39 act.) RANK 3 NODE 28 --> 155.40941 sigma out 1 act.( 113.37871 sig in 39 act.) RANK 4 NODE 39 --> 149.23033 sigma out 1 act.( 172.36316 sig in 39 act.) RANK 5 NODE 25 --> 146.69492 sigma out 1 act.( 165.54662 sig in 39 act.) RANK 6 NODE 24 --> 136.14775 sigma out 1 act.( 146.77026 sig in 39 act.) RANK 7 NODE 32 --> 132.32127 sigma out 1 act.( 152.87006 sig in 39 act.) RANK 8 NODE 13 --> 127.39610 sigma out 1 act.( 139.48488 sig in 39 act.) RANK 9 NODE 31 --> 123.17651 sigma out 1 act.( 136.91171 sig in 39 act.) RANK 10 NODE 20 --> 121.47100 sigma out 1 act.( 128.08879 sig in 39 act.) RANK 11 NODE 33 --> 120.15931 sigma out 1 act.( 132.66272 sig in 39 act.) RANK 12 NODE 22 --> 117.42877 sigma out 1 act.( 159.03004 sig in 39 act.) RANK 13 NODE 34 --> 93.715271 sigma out 1 act.( 106.46497 sig in 39 act.) RANK 14 NODE 30 --> 91.763123 sigma out 1 act.( 107.22449 sig in 39 act.) RANK 15 NODE 27 --> 79.360176 sigma out 1 act.( 95.078178 sig in 39 act.) RANK 16 NODE 19 --> 76.061409 sigma out 1 act.( 75.329277 sig in 39 act.) RANK 17 NODE 17 --> 66.780205 sigma out 1 act.( 67.206635 sig in 39 act.) RANK 18 NODE 29 --> 65.107079 sigma out 1 act.( 68.339188 sig in 39 act.) RANK 19 NODE 11 --> 62.886963 sigma out 1 act.( 70.345833 sig in 39 act.) RANK 20 NODE 21 --> 58.318768 sigma out 1 act.( 54.483788 sig in 39 act.) RANK 21 NODE 36 --> 55.510380 sigma out 1 act.( 62.537086 sig in 39 act.) RANK 22 NODE 1 --> 54.580894 sigma out 1 act.( 50.245766 sig in 39 act.) RANK 23 NODE 14 --> 54.453945 sigma out 1 act.( 61.561581 sig in 39 act.) RANK 24 NODE 26 --> 49.687614 sigma out 1 act.( 45.522846 sig in 39 act.) RANK 25 NODE 4 --> 48.252903 sigma out 1 act.( 41.248672 sig in 39 act.) RANK 26 NODE 2 --> 44.713776 sigma out 1 act.( 48.872509 sig in 39 act.) RANK 27 NODE 3 --> 41.856674 sigma out 1 act.( 46.519833 sig in 39 act.) RANK 28 NODE 8 --> 32.986328 sigma out 1 act.( 29.417366 sig in 39 act.) RANK 29 NODE 37 --> 32.042480 sigma out 1 act.( 31.066940 sig in 39 act.) RANK 30 NODE 7 --> 29.471764 sigma out 1 act.( 30.378613 sig in 39 act.) RANK 31 NODE 6 --> 26.290787 sigma out 1 act.( 28.186159 sig in 39 act.) RANK 32 NODE 38 --> 22.809280 sigma out 1 act.( 21.236286 sig in 39 act.) RANK 33 NODE 23 --> 21.289587 sigma out 1 act.( 24.166014 sig in 39 act.) RANK 34 NODE 15 --> 17.555111 sigma out 1 act.( 22.549252 sig in 39 act.) RANK 35 NODE 16 --> 17.006929 sigma out 1 act.( 18.791855 sig in 39 act.) RANK 36 NODE 12 --> 15.666233 sigma out 1 act.( 17.196743 sig in 39 act.) RANK 37 NODE 18 --> 15.660480 sigma out 1 act.( 19.316969 sig in 39 act.) RANK 38 NODE 35 --> 12.404948 sigma out 1 act.( 14.563155 sig in 39 act.) RANK 39 NODE 5 --> 1.7187244 sigma out 1 act.( 9.4621372 sig in 39 act.) RANK 1 NODE 1 --> 576.99884 sigma in 39 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.46284041 *** contribution from regularisation: 2.53990944E-03 *** contribution from error: -0.46538031 *** contribution from DIAG: 2.70504039E-04 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.46377975 *** contribution from regularisation: 2.46648025E-03 *** contribution from error: -0.46624622 *** contribution from DIAG: 4.04806633E-04 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.46408647 *** contribution from regularisation: 2.45229970E-03 *** contribution from error: -0.46653879 *** contribution from DIAG: 3.61103914E-04 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.46456003 *** contribution from regularisation: 2.48068455E-03 *** contribution from error: -0.46704072 *** contribution from DIAG: 3.42469488E-04 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.46505320 *** contribution from regularisation: 2.50752713E-03 *** contribution from error: -0.46756074 *** contribution from DIAG: 3.04569054E-04 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.46549353 *** contribution from regularisation: 2.49912008E-03 *** contribution from error: -0.46799266 *** contribution from DIAG: 3.34889832E-04 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.46588475 *** contribution from regularisation: 2.50847940E-03 *** contribution from error: -0.46839324 *** contribution from DIAG: 3.53538257E-04 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.46613923 *** contribution from regularisation: 2.50754436E-03 *** contribution from error: -0.46864676 *** contribution from DIAG: 4.15533781E-04 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.46657500 *** contribution from regularisation: 2.52664136E-03 *** contribution from error: -0.46910164 *** contribution from DIAG: 4.50977182E-04 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.46688706 *** contribution from regularisation: 2.53294385E-03 *** contribution from error: -0.46941999 *** contribution from DIAG: 4.00155463E-04 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 313.52893 sigma out 39 active outputs RANK 2 NODE 1 --> 275.72473 sigma out 39 active outputs RANK 3 NODE 7 --> 240.21681 sigma out 39 active outputs RANK 4 NODE 5 --> 237.15807 sigma out 39 active outputs RANK 5 NODE 3 --> 211.25357 sigma out 39 active outputs RANK 6 NODE 6 --> 211.02838 sigma out 39 active outputs RANK 7 NODE 4 --> 181.89603 sigma out 39 active outputs RANK 8 NODE 8 --> 158.16603 sigma out 39 active outputs RANK 9 NODE 9 --> 136.15105 sigma out 39 active outputs RANK 10 NODE 10 --> 113.33647 sigma out 39 active outputs RANK 11 NODE 12 --> 109.31082 sigma out 39 active outputs RANK 12 NODE 11 --> 87.666870 sigma out 39 active outputs RANK 13 NODE 20 --> 73.781364 sigma out 39 active outputs RANK 14 NODE 17 --> 73.657036 sigma out 39 active outputs RANK 15 NODE 18 --> 66.228180 sigma out 39 active outputs RANK 16 NODE 16 --> 61.654537 sigma out 39 active outputs RANK 17 NODE 19 --> 50.916260 sigma out 39 active outputs RANK 18 NODE 22 --> 49.584114 sigma out 39 active outputs RANK 19 NODE 28 --> 48.164421 sigma out 39 active outputs RANK 20 NODE 39 --> 47.071636 sigma out 39 active outputs RANK 21 NODE 29 --> 44.550819 sigma out 39 active outputs RANK 22 NODE 21 --> 42.729542 sigma out 39 active outputs RANK 23 NODE 23 --> 41.980350 sigma out 39 active outputs RANK 24 NODE 25 --> 39.338322 sigma out 39 active outputs RANK 25 NODE 30 --> 34.204937 sigma out 39 active outputs RANK 26 NODE 13 --> 33.443600 sigma out 39 active outputs RANK 27 NODE 24 --> 33.376965 sigma out 39 active outputs RANK 28 NODE 26 --> 33.105896 sigma out 39 active outputs RANK 29 NODE 31 --> 27.145716 sigma out 39 active outputs RANK 30 NODE 33 --> 26.992373 sigma out 39 active outputs RANK 31 NODE 15 --> 26.805794 sigma out 39 active outputs RANK 32 NODE 27 --> 24.607044 sigma out 39 active outputs RANK 33 NODE 35 --> 22.337978 sigma out 39 active outputs RANK 34 NODE 32 --> 21.095768 sigma out 39 active outputs RANK 35 NODE 34 --> 19.550095 sigma out 39 active outputs RANK 36 NODE 36 --> 18.848410 sigma out 39 active outputs RANK 37 NODE 38 --> 18.765583 sigma out 39 active outputs RANK 38 NODE 14 --> 18.465118 sigma out 39 active outputs RANK 39 NODE 37 --> 13.142204 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 9 --> 245.72795 sigma in 39 act. ( 229.15065 sig out 1 act.) RANK 2 NODE 10 --> 243.57156 sigma in 39 act. ( 228.44405 sig out 1 act.) RANK 3 NODE 25 --> 218.57600 sigma in 39 act. ( 189.19952 sig out 1 act.) RANK 4 NODE 39 --> 209.43684 sigma in 39 act. ( 187.13219 sig out 1 act.) RANK 5 NODE 22 --> 196.33194 sigma in 39 act. ( 165.90520 sig out 1 act.) RANK 6 NODE 32 --> 164.71173 sigma in 39 act. ( 144.28839 sig out 1 act.) RANK 7 NODE 24 --> 164.11121 sigma in 39 act. ( 155.84760 sig out 1 act.) RANK 8 NODE 13 --> 158.96269 sigma in 39 act. ( 151.33961 sig out 1 act.) RANK 9 NODE 20 --> 158.36967 sigma in 39 act. ( 151.07214 sig out 1 act.) RANK 10 NODE 34 --> 154.31494 sigma in 39 act. ( 132.48965 sig out 1 act.) RANK 11 NODE 33 --> 146.41870 sigma in 39 act. ( 135.58530 sig out 1 act.) RANK 12 NODE 31 --> 140.68515 sigma in 39 act. ( 140.85640 sig out 1 act.) RANK 13 NODE 11 --> 127.25026 sigma in 39 act. ( 107.48494 sig out 1 act.) RANK 14 NODE 30 --> 122.41478 sigma in 39 act. ( 110.44311 sig out 1 act.) RANK 15 NODE 28 --> 121.28735 sigma in 39 act. ( 174.14752 sig out 1 act.) RANK 16 NODE 27 --> 96.170692 sigma in 39 act. ( 83.403404 sig out 1 act.) RANK 17 NODE 36 --> 84.709274 sigma in 39 act. ( 76.138504 sig out 1 act.) RANK 18 NODE 19 --> 79.143822 sigma in 39 act. ( 83.347595 sig out 1 act.) RANK 19 NODE 14 --> 77.913124 sigma in 39 act. ( 67.908623 sig out 1 act.) RANK 20 NODE 29 --> 75.518051 sigma in 39 act. ( 76.519218 sig out 1 act.) RANK 21 NODE 17 --> 74.381660 sigma in 39 act. ( 74.152168 sig out 1 act.) RANK 22 NODE 26 --> 63.447502 sigma in 39 act. ( 69.939034 sig out 1 act.) RANK 23 NODE 3 --> 55.501301 sigma in 39 act. ( 52.549088 sig out 1 act.) RANK 24 NODE 1 --> 55.196918 sigma in 39 act. ( 62.327419 sig out 1 act.) RANK 25 NODE 21 --> 54.361710 sigma in 39 act. ( 61.005779 sig out 1 act.) RANK 26 NODE 2 --> 54.208851 sigma in 39 act. ( 51.110718 sig out 1 act.) RANK 27 NODE 4 --> 52.252666 sigma in 39 act. ( 59.183933 sig out 1 act.) RANK 28 NODE 7 --> 41.350536 sigma in 39 act. ( 42.205761 sig out 1 act.) RANK 29 NODE 6 --> 36.181213 sigma in 39 act. ( 34.904675 sig out 1 act.) RANK 30 NODE 8 --> 35.797447 sigma in 39 act. ( 39.547058 sig out 1 act.) RANK 31 NODE 23 --> 27.593311 sigma in 39 act. ( 23.366144 sig out 1 act.) RANK 32 NODE 37 --> 26.861773 sigma in 39 act. ( 27.289318 sig out 1 act.) RANK 33 NODE 12 --> 22.890867 sigma in 39 act. ( 22.637674 sig out 1 act.) RANK 34 NODE 18 --> 22.671373 sigma in 39 act. ( 19.506390 sig out 1 act.) RANK 35 NODE 38 --> 21.592794 sigma in 39 act. ( 23.229515 sig out 1 act.) RANK 36 NODE 16 --> 19.279655 sigma in 39 act. ( 18.532717 sig out 1 act.) RANK 37 NODE 15 --> 15.372036 sigma in 39 act. ( 10.648873 sig out 1 act.) RANK 38 NODE 35 --> 12.853757 sigma in 39 act. ( 10.141297 sig out 1 act.) RANK 39 NODE 5 --> 8.9448090 sigma in 39 act. ( 2.0804520 sig out 1 act.) sorted by output significance RANK 1 NODE 9 --> 229.15065 sigma out 1 act.( 245.72795 sig in 39 act.) RANK 2 NODE 10 --> 228.44405 sigma out 1 act.( 243.57156 sig in 39 act.) RANK 3 NODE 25 --> 189.19952 sigma out 1 act.( 218.57600 sig in 39 act.) RANK 4 NODE 39 --> 187.13219 sigma out 1 act.( 209.43684 sig in 39 act.) RANK 5 NODE 28 --> 174.14752 sigma out 1 act.( 121.28735 sig in 39 act.) RANK 6 NODE 22 --> 165.90520 sigma out 1 act.( 196.33194 sig in 39 act.) RANK 7 NODE 24 --> 155.84760 sigma out 1 act.( 164.11121 sig in 39 act.) RANK 8 NODE 13 --> 151.33961 sigma out 1 act.( 158.96269 sig in 39 act.) RANK 9 NODE 20 --> 151.07214 sigma out 1 act.( 158.36967 sig in 39 act.) RANK 10 NODE 32 --> 144.28839 sigma out 1 act.( 164.71173 sig in 39 act.) RANK 11 NODE 31 --> 140.85640 sigma out 1 act.( 140.68515 sig in 39 act.) RANK 12 NODE 33 --> 135.58530 sigma out 1 act.( 146.41870 sig in 39 act.) RANK 13 NODE 34 --> 132.48965 sigma out 1 act.( 154.31494 sig in 39 act.) RANK 14 NODE 30 --> 110.44311 sigma out 1 act.( 122.41478 sig in 39 act.) RANK 15 NODE 11 --> 107.48494 sigma out 1 act.( 127.25026 sig in 39 act.) RANK 16 NODE 27 --> 83.403404 sigma out 1 act.( 96.170692 sig in 39 act.) RANK 17 NODE 19 --> 83.347595 sigma out 1 act.( 79.143822 sig in 39 act.) RANK 18 NODE 29 --> 76.519218 sigma out 1 act.( 75.518051 sig in 39 act.) RANK 19 NODE 36 --> 76.138504 sigma out 1 act.( 84.709274 sig in 39 act.) RANK 20 NODE 17 --> 74.152168 sigma out 1 act.( 74.381660 sig in 39 act.) RANK 21 NODE 26 --> 69.939034 sigma out 1 act.( 63.447502 sig in 39 act.) RANK 22 NODE 14 --> 67.908623 sigma out 1 act.( 77.913124 sig in 39 act.) RANK 23 NODE 1 --> 62.327419 sigma out 1 act.( 55.196918 sig in 39 act.) RANK 24 NODE 21 --> 61.005779 sigma out 1 act.( 54.361710 sig in 39 act.) RANK 25 NODE 4 --> 59.183933 sigma out 1 act.( 52.252666 sig in 39 act.) RANK 26 NODE 3 --> 52.549088 sigma out 1 act.( 55.501301 sig in 39 act.) RANK 27 NODE 2 --> 51.110718 sigma out 1 act.( 54.208851 sig in 39 act.) RANK 28 NODE 7 --> 42.205761 sigma out 1 act.( 41.350536 sig in 39 act.) RANK 29 NODE 8 --> 39.547058 sigma out 1 act.( 35.797447 sig in 39 act.) RANK 30 NODE 6 --> 34.904675 sigma out 1 act.( 36.181213 sig in 39 act.) RANK 31 NODE 37 --> 27.289318 sigma out 1 act.( 26.861773 sig in 39 act.) RANK 32 NODE 23 --> 23.366144 sigma out 1 act.( 27.593311 sig in 39 act.) RANK 33 NODE 38 --> 23.229515 sigma out 1 act.( 21.592794 sig in 39 act.) RANK 34 NODE 12 --> 22.637674 sigma out 1 act.( 22.890867 sig in 39 act.) RANK 35 NODE 18 --> 19.506390 sigma out 1 act.( 22.671373 sig in 39 act.) RANK 36 NODE 16 --> 18.532717 sigma out 1 act.( 19.279655 sig in 39 act.) RANK 37 NODE 15 --> 10.648873 sigma out 1 act.( 15.372036 sig in 39 act.) RANK 38 NODE 35 --> 10.141297 sigma out 1 act.( 12.853757 sig in 39 act.) RANK 39 NODE 5 --> 2.0804520 sigma out 1 act.( 8.9448090 sig in 39 act.) RANK 1 NODE 1 --> 684.55560 sigma in 39 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.46725902 *** contribution from regularisation: 2.50531547E-03 *** contribution from error: -0.46976432 *** contribution from DIAG: 4.36388364E-04 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.46750969 *** contribution from regularisation: 2.49949517E-03 *** contribution from error: -0.47000918 *** contribution from DIAG: 4.48460138E-04 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.46781194 *** contribution from regularisation: 2.49990239E-03 *** contribution from error: -0.47031185 *** contribution from DIAG: 3.94959061E-04 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.46782979 *** contribution from regularisation: 2.49796943E-03 *** contribution from error: -0.47032776 *** contribution from DIAG: 2.39381654E-04 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.46809593 *** contribution from regularisation: 2.51144706E-03 *** contribution from error: -0.47060737 *** contribution from DIAG: 3.20867053E-04 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.46843329 *** contribution from regularisation: 2.50462838E-03 *** contribution from error: -0.47093791 *** contribution from DIAG: 3.06146801E-04 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.46873018 *** contribution from regularisation: 2.50544958E-03 *** contribution from error: -0.47123563 *** contribution from DIAG: 2.74889055E-04 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.46898326 *** contribution from regularisation: 2.51182262E-03 *** contribution from error: -0.47149509 *** contribution from DIAG: 2.65795708E-04 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.46929258 *** contribution from regularisation: 2.51514278E-03 *** contribution from error: -0.47180772 *** contribution from DIAG: 2.80866661E-04 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.46971244 *** contribution from regularisation: 2.51406711E-03 *** contribution from error: -0.47222650 *** contribution from DIAG: 3.30466661E-04 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 317.53976 sigma out 39 active outputs RANK 2 NODE 1 --> 278.95517 sigma out 39 active outputs RANK 3 NODE 6 --> 244.64618 sigma out 39 active outputs RANK 4 NODE 5 --> 239.57611 sigma out 39 active outputs RANK 5 NODE 7 --> 219.78540 sigma out 39 active outputs RANK 6 NODE 3 --> 219.65356 sigma out 39 active outputs RANK 7 NODE 8 --> 163.91089 sigma out 39 active outputs RANK 8 NODE 4 --> 161.37677 sigma out 39 active outputs RANK 9 NODE 10 --> 135.92802 sigma out 39 active outputs RANK 10 NODE 9 --> 130.82617 sigma out 39 active outputs RANK 11 NODE 12 --> 110.69474 sigma out 39 active outputs RANK 12 NODE 20 --> 81.397957 sigma out 39 active outputs RANK 13 NODE 11 --> 77.824837 sigma out 39 active outputs RANK 14 NODE 17 --> 73.748138 sigma out 39 active outputs RANK 15 NODE 18 --> 63.191978 sigma out 39 active outputs RANK 16 NODE 16 --> 56.511108 sigma out 39 active outputs RANK 17 NODE 22 --> 51.344467 sigma out 39 active outputs RANK 18 NODE 19 --> 50.382633 sigma out 39 active outputs RANK 19 NODE 28 --> 44.361954 sigma out 39 active outputs RANK 20 NODE 29 --> 43.750317 sigma out 39 active outputs RANK 21 NODE 23 --> 42.090569 sigma out 39 active outputs RANK 22 NODE 21 --> 42.023712 sigma out 39 active outputs RANK 23 NODE 39 --> 41.810257 sigma out 39 active outputs RANK 24 NODE 30 --> 40.635418 sigma out 39 active outputs RANK 25 NODE 25 --> 40.347149 sigma out 39 active outputs RANK 26 NODE 24 --> 34.440575 sigma out 39 active outputs RANK 27 NODE 13 --> 34.306633 sigma out 39 active outputs RANK 28 NODE 26 --> 31.483461 sigma out 39 active outputs RANK 29 NODE 33 --> 26.642374 sigma out 39 active outputs RANK 30 NODE 31 --> 26.161804 sigma out 39 active outputs RANK 31 NODE 27 --> 23.690355 sigma out 39 active outputs RANK 32 NODE 15 --> 23.267693 sigma out 39 active outputs RANK 33 NODE 35 --> 21.944002 sigma out 39 active outputs RANK 34 NODE 32 --> 20.255995 sigma out 39 active outputs RANK 35 NODE 34 --> 19.593174 sigma out 39 active outputs RANK 36 NODE 36 --> 18.899384 sigma out 39 active outputs RANK 37 NODE 38 --> 17.804066 sigma out 39 active outputs RANK 38 NODE 14 --> 17.464733 sigma out 39 active outputs RANK 39 NODE 37 --> 12.949102 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 249.71207 sigma in 39 act. ( 220.71521 sig out 1 act.) RANK 2 NODE 25 --> 224.53406 sigma in 39 act. ( 195.27983 sig out 1 act.) RANK 3 NODE 9 --> 215.29428 sigma in 39 act. ( 200.87686 sig out 1 act.) RANK 4 NODE 39 --> 204.01935 sigma in 39 act. ( 187.90294 sig out 1 act.) RANK 5 NODE 22 --> 183.57411 sigma in 39 act. ( 160.79559 sig out 1 act.) RANK 6 NODE 11 --> 179.15376 sigma in 39 act. ( 147.35547 sig out 1 act.) RANK 7 NODE 34 --> 171.13165 sigma in 39 act. ( 148.24873 sig out 1 act.) RANK 8 NODE 20 --> 163.30830 sigma in 39 act. ( 150.23730 sig out 1 act.) RANK 9 NODE 32 --> 157.49132 sigma in 39 act. ( 140.42265 sig out 1 act.) RANK 10 NODE 13 --> 156.47916 sigma in 39 act. ( 150.13951 sig out 1 act.) RANK 11 NODE 31 --> 153.22583 sigma in 39 act. ( 155.48763 sig out 1 act.) RANK 12 NODE 33 --> 149.88725 sigma in 39 act. ( 144.18753 sig out 1 act.) RANK 13 NODE 24 --> 148.31044 sigma in 39 act. ( 143.38400 sig out 1 act.) RANK 14 NODE 28 --> 126.67758 sigma in 39 act. ( 196.71410 sig out 1 act.) RANK 15 NODE 30 --> 125.57690 sigma in 39 act. ( 120.00279 sig out 1 act.) RANK 16 NODE 27 --> 98.059448 sigma in 39 act. ( 86.451393 sig out 1 act.) RANK 17 NODE 19 --> 87.196449 sigma in 39 act. ( 92.185822 sig out 1 act.) RANK 18 NODE 36 --> 86.349442 sigma in 39 act. ( 77.098633 sig out 1 act.) RANK 19 NODE 14 --> 80.553207 sigma in 39 act. ( 70.053459 sig out 1 act.) RANK 20 NODE 26 --> 78.880707 sigma in 39 act. ( 88.340919 sig out 1 act.) RANK 21 NODE 29 --> 74.453117 sigma in 39 act. ( 75.163422 sig out 1 act.) RANK 22 NODE 17 --> 73.560768 sigma in 39 act. ( 73.573029 sig out 1 act.) RANK 23 NODE 3 --> 62.532005 sigma in 39 act. ( 59.972759 sig out 1 act.) RANK 24 NODE 2 --> 56.164185 sigma in 39 act. ( 56.082928 sig out 1 act.) RANK 25 NODE 1 --> 52.461456 sigma in 39 act. ( 57.820900 sig out 1 act.) RANK 26 NODE 4 --> 50.739872 sigma in 39 act. ( 53.534657 sig out 1 act.) RANK 27 NODE 21 --> 50.358067 sigma in 39 act. ( 59.539047 sig out 1 act.) RANK 28 NODE 7 --> 45.763741 sigma in 39 act. ( 48.465858 sig out 1 act.) RANK 29 NODE 38 --> 35.873566 sigma in 39 act. ( 42.177280 sig out 1 act.) RANK 30 NODE 6 --> 35.214306 sigma in 39 act. ( 33.692070 sig out 1 act.) RANK 31 NODE 37 --> 33.836292 sigma in 39 act. ( 35.470402 sig out 1 act.) RANK 32 NODE 8 --> 30.892391 sigma in 39 act. ( 32.613003 sig out 1 act.) RANK 33 NODE 23 --> 29.297731 sigma in 39 act. ( 24.397612 sig out 1 act.) RANK 34 NODE 16 --> 24.891251 sigma in 39 act. ( 26.214972 sig out 1 act.) RANK 35 NODE 12 --> 23.689117 sigma in 39 act. ( 23.329691 sig out 1 act.) RANK 36 NODE 15 --> 19.143723 sigma in 39 act. ( 15.364794 sig out 1 act.) RANK 37 NODE 18 --> 16.205202 sigma in 39 act. ( 12.847919 sig out 1 act.) RANK 38 NODE 35 --> 11.368920 sigma in 39 act. ( 8.0874662 sig out 1 act.) RANK 39 NODE 5 --> 8.7404194 sigma in 39 act. ( 1.9293756 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 220.71521 sigma out 1 act.( 249.71207 sig in 39 act.) RANK 2 NODE 9 --> 200.87686 sigma out 1 act.( 215.29428 sig in 39 act.) RANK 3 NODE 28 --> 196.71410 sigma out 1 act.( 126.67758 sig in 39 act.) RANK 4 NODE 25 --> 195.27983 sigma out 1 act.( 224.53406 sig in 39 act.) RANK 5 NODE 39 --> 187.90294 sigma out 1 act.( 204.01935 sig in 39 act.) RANK 6 NODE 22 --> 160.79559 sigma out 1 act.( 183.57411 sig in 39 act.) RANK 7 NODE 31 --> 155.48763 sigma out 1 act.( 153.22583 sig in 39 act.) RANK 8 NODE 20 --> 150.23730 sigma out 1 act.( 163.30830 sig in 39 act.) RANK 9 NODE 13 --> 150.13951 sigma out 1 act.( 156.47916 sig in 39 act.) RANK 10 NODE 34 --> 148.24873 sigma out 1 act.( 171.13165 sig in 39 act.) RANK 11 NODE 11 --> 147.35547 sigma out 1 act.( 179.15376 sig in 39 act.) RANK 12 NODE 33 --> 144.18753 sigma out 1 act.( 149.88725 sig in 39 act.) RANK 13 NODE 24 --> 143.38400 sigma out 1 act.( 148.31044 sig in 39 act.) RANK 14 NODE 32 --> 140.42265 sigma out 1 act.( 157.49132 sig in 39 act.) RANK 15 NODE 30 --> 120.00279 sigma out 1 act.( 125.57690 sig in 39 act.) RANK 16 NODE 19 --> 92.185822 sigma out 1 act.( 87.196449 sig in 39 act.) RANK 17 NODE 26 --> 88.340919 sigma out 1 act.( 78.880707 sig in 39 act.) RANK 18 NODE 27 --> 86.451393 sigma out 1 act.( 98.059448 sig in 39 act.) RANK 19 NODE 36 --> 77.098633 sigma out 1 act.( 86.349442 sig in 39 act.) RANK 20 NODE 29 --> 75.163422 sigma out 1 act.( 74.453117 sig in 39 act.) RANK 21 NODE 17 --> 73.573029 sigma out 1 act.( 73.560768 sig in 39 act.) RANK 22 NODE 14 --> 70.053459 sigma out 1 act.( 80.553207 sig in 39 act.) RANK 23 NODE 3 --> 59.972759 sigma out 1 act.( 62.532005 sig in 39 act.) RANK 24 NODE 21 --> 59.539047 sigma out 1 act.( 50.358067 sig in 39 act.) RANK 25 NODE 1 --> 57.820900 sigma out 1 act.( 52.461456 sig in 39 act.) RANK 26 NODE 2 --> 56.082928 sigma out 1 act.( 56.164185 sig in 39 act.) RANK 27 NODE 4 --> 53.534657 sigma out 1 act.( 50.739872 sig in 39 act.) RANK 28 NODE 7 --> 48.465858 sigma out 1 act.( 45.763741 sig in 39 act.) RANK 29 NODE 38 --> 42.177280 sigma out 1 act.( 35.873566 sig in 39 act.) RANK 30 NODE 37 --> 35.470402 sigma out 1 act.( 33.836292 sig in 39 act.) RANK 31 NODE 6 --> 33.692070 sigma out 1 act.( 35.214306 sig in 39 act.) RANK 32 NODE 8 --> 32.613003 sigma out 1 act.( 30.892391 sig in 39 act.) RANK 33 NODE 16 --> 26.214972 sigma out 1 act.( 24.891251 sig in 39 act.) RANK 34 NODE 23 --> 24.397612 sigma out 1 act.( 29.297731 sig in 39 act.) RANK 35 NODE 12 --> 23.329691 sigma out 1 act.( 23.689117 sig in 39 act.) RANK 36 NODE 15 --> 15.364794 sigma out 1 act.( 19.143723 sig in 39 act.) RANK 37 NODE 18 --> 12.847919 sigma out 1 act.( 16.205202 sig in 39 act.) RANK 38 NODE 35 --> 8.0874662 sigma out 1 act.( 11.368920 sig in 39 act.) RANK 39 NODE 5 --> 1.9293756 sigma out 1 act.( 8.7404194 sig in 39 act.) RANK 1 NODE 1 --> 698.26746 sigma in 39 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.46986890 *** contribution from regularisation: 2.54915329E-03 *** contribution from error: -0.47241804 *** contribution from DIAG: 2.48129742E-04 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.47061300 *** contribution from regularisation: 2.52441247E-03 *** contribution from error: -0.47313741 *** contribution from DIAG: 3.59328988E-04 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.47094706 *** contribution from regularisation: 2.52559735E-03 *** contribution from error: -0.47347265 *** contribution from DIAG: 3.68713401E-04 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.47129592 *** contribution from regularisation: 2.55184062E-03 *** contribution from error: -0.47384778 *** contribution from DIAG: 3.69044603E-04 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.47181579 *** contribution from regularisation: 2.59521301E-03 *** contribution from error: -0.47441101 *** contribution from DIAG: 3.13648634E-04 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.47234690 *** contribution from regularisation: 2.59174407E-03 *** contribution from error: -0.47493863 *** contribution from DIAG: 3.05212714E-04 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.47282460 *** contribution from regularisation: 2.56079668E-03 *** contribution from error: -0.47538540 *** contribution from DIAG: 3.06074682E-04 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.47327936 *** contribution from regularisation: 2.58492748E-03 *** contribution from error: -0.47586429 *** contribution from DIAG: 2.79764528E-04 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.47368789 *** contribution from regularisation: 2.56882515E-03 *** contribution from error: -0.47625670 *** contribution from DIAG: 2.98057450E-04 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.47402954 *** contribution from regularisation: 2.54731788E-03 *** contribution from error: -0.47657686 *** contribution from DIAG: 3.34635144E-04 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 351.11685 sigma out 39 active outputs RANK 2 NODE 1 --> 314.17020 sigma out 39 active outputs RANK 3 NODE 6 --> 298.60172 sigma out 39 active outputs RANK 4 NODE 3 --> 240.25383 sigma out 39 active outputs RANK 5 NODE 5 --> 237.25179 sigma out 39 active outputs RANK 6 NODE 7 --> 218.13933 sigma out 39 active outputs RANK 7 NODE 8 --> 203.64590 sigma out 39 active outputs RANK 8 NODE 10 --> 178.06694 sigma out 39 active outputs RANK 9 NODE 4 --> 170.19798 sigma out 39 active outputs RANK 10 NODE 9 --> 138.49399 sigma out 39 active outputs RANK 11 NODE 12 --> 133.37140 sigma out 39 active outputs RANK 12 NODE 20 --> 86.532700 sigma out 39 active outputs RANK 13 NODE 11 --> 81.699181 sigma out 39 active outputs RANK 14 NODE 17 --> 78.490173 sigma out 39 active outputs RANK 15 NODE 16 --> 66.939873 sigma out 39 active outputs RANK 16 NODE 18 --> 62.317898 sigma out 39 active outputs RANK 17 NODE 22 --> 57.204796 sigma out 39 active outputs RANK 18 NODE 19 --> 53.977001 sigma out 39 active outputs RANK 19 NODE 21 --> 49.629219 sigma out 39 active outputs RANK 20 NODE 23 --> 48.543579 sigma out 39 active outputs RANK 21 NODE 29 --> 47.018681 sigma out 39 active outputs RANK 22 NODE 25 --> 42.679916 sigma out 39 active outputs RANK 23 NODE 28 --> 42.366428 sigma out 39 active outputs RANK 24 NODE 24 --> 40.171337 sigma out 39 active outputs RANK 25 NODE 30 --> 38.516277 sigma out 39 active outputs RANK 26 NODE 13 --> 37.030094 sigma out 39 active outputs RANK 27 NODE 39 --> 36.059013 sigma out 39 active outputs RANK 28 NODE 26 --> 30.524458 sigma out 39 active outputs RANK 29 NODE 33 --> 28.214315 sigma out 39 active outputs RANK 30 NODE 31 --> 25.859190 sigma out 39 active outputs RANK 31 NODE 15 --> 24.825258 sigma out 39 active outputs RANK 32 NODE 27 --> 22.944103 sigma out 39 active outputs RANK 33 NODE 35 --> 22.252663 sigma out 39 active outputs RANK 34 NODE 34 --> 20.467148 sigma out 39 active outputs RANK 35 NODE 32 --> 19.520679 sigma out 39 active outputs RANK 36 NODE 14 --> 19.352114 sigma out 39 active outputs RANK 37 NODE 36 --> 19.190187 sigma out 39 active outputs RANK 38 NODE 38 --> 17.244078 sigma out 39 active outputs RANK 39 NODE 37 --> 13.804470 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 285.16107 sigma in 39 act. ( 234.68504 sig out 1 act.) RANK 2 NODE 11 --> 268.21658 sigma in 39 act. ( 239.27972 sig out 1 act.) RANK 3 NODE 25 --> 255.30663 sigma in 39 act. ( 227.60049 sig out 1 act.) RANK 4 NODE 9 --> 208.87923 sigma in 39 act. ( 190.29019 sig out 1 act.) RANK 5 NODE 31 --> 201.06842 sigma in 39 act. ( 200.95285 sig out 1 act.) RANK 6 NODE 39 --> 197.03883 sigma in 39 act. ( 190.29411 sig out 1 act.) RANK 7 NODE 34 --> 192.41301 sigma in 39 act. ( 166.56056 sig out 1 act.) RANK 8 NODE 20 --> 180.96780 sigma in 39 act. ( 160.24397 sig out 1 act.) RANK 9 NODE 22 --> 178.61115 sigma in 39 act. ( 168.77921 sig out 1 act.) RANK 10 NODE 13 --> 156.65399 sigma in 39 act. ( 152.49156 sig out 1 act.) RANK 11 NODE 33 --> 155.32133 sigma in 39 act. ( 156.99657 sig out 1 act.) RANK 12 NODE 32 --> 154.30258 sigma in 39 act. ( 136.66612 sig out 1 act.) RANK 13 NODE 28 --> 144.91037 sigma in 39 act. ( 235.28244 sig out 1 act.) RANK 14 NODE 30 --> 143.40558 sigma in 39 act. ( 142.97780 sig out 1 act.) RANK 15 NODE 24 --> 126.57621 sigma in 39 act. ( 126.96783 sig out 1 act.) RANK 16 NODE 26 --> 102.76039 sigma in 39 act. ( 115.45927 sig out 1 act.) RANK 17 NODE 27 --> 102.61546 sigma in 39 act. ( 94.762459 sig out 1 act.) RANK 18 NODE 36 --> 100.88451 sigma in 39 act. ( 91.798531 sig out 1 act.) RANK 19 NODE 19 --> 99.266365 sigma in 39 act. ( 106.52959 sig out 1 act.) RANK 20 NODE 14 --> 92.937157 sigma in 39 act. ( 79.896065 sig out 1 act.) RANK 21 NODE 29 --> 81.923874 sigma in 39 act. ( 83.615479 sig out 1 act.) RANK 22 NODE 3 --> 77.865509 sigma in 39 act. ( 75.489235 sig out 1 act.) RANK 23 NODE 17 --> 77.125961 sigma in 39 act. ( 78.009857 sig out 1 act.) RANK 24 NODE 2 --> 64.844360 sigma in 39 act. ( 70.322548 sig out 1 act.) RANK 25 NODE 38 --> 59.763626 sigma in 39 act. ( 70.811234 sig out 1 act.) RANK 26 NODE 7 --> 56.271442 sigma in 39 act. ( 62.439476 sig out 1 act.) RANK 27 NODE 21 --> 52.901543 sigma in 39 act. ( 63.260330 sig out 1 act.) RANK 28 NODE 1 --> 52.748474 sigma in 39 act. ( 57.797344 sig out 1 act.) RANK 29 NODE 37 --> 52.008991 sigma in 39 act. ( 56.288651 sig out 1 act.) RANK 30 NODE 4 --> 49.992828 sigma in 39 act. ( 48.192112 sig out 1 act.) RANK 31 NODE 23 --> 34.768448 sigma in 39 act. ( 28.793543 sig out 1 act.) RANK 32 NODE 6 --> 34.531075 sigma in 39 act. ( 33.304726 sig out 1 act.) RANK 33 NODE 16 --> 34.151516 sigma in 39 act. ( 38.284939 sig out 1 act.) RANK 34 NODE 8 --> 30.745874 sigma in 39 act. ( 30.959038 sig out 1 act.) RANK 35 NODE 12 --> 28.715881 sigma in 39 act. ( 28.358309 sig out 1 act.) RANK 36 NODE 15 --> 19.236172 sigma in 39 act. ( 16.048592 sig out 1 act.) RANK 37 NODE 35 --> 9.6315975 sigma in 39 act. ( 5.5634103 sig out 1 act.) RANK 38 NODE 18 --> 9.1070814 sigma in 39 act. ( 4.7501478 sig out 1 act.) RANK 39 NODE 5 --> 8.0571976 sigma in 39 act. ( 0.38142246 sig out 1 act.) sorted by output significance RANK 1 NODE 11 --> 239.27972 sigma out 1 act.( 268.21658 sig in 39 act.) RANK 2 NODE 28 --> 235.28244 sigma out 1 act.( 144.91037 sig in 39 act.) RANK 3 NODE 10 --> 234.68504 sigma out 1 act.( 285.16107 sig in 39 act.) RANK 4 NODE 25 --> 227.60049 sigma out 1 act.( 255.30663 sig in 39 act.) RANK 5 NODE 31 --> 200.95285 sigma out 1 act.( 201.06842 sig in 39 act.) RANK 6 NODE 39 --> 190.29411 sigma out 1 act.( 197.03883 sig in 39 act.) RANK 7 NODE 9 --> 190.29019 sigma out 1 act.( 208.87923 sig in 39 act.) RANK 8 NODE 22 --> 168.77921 sigma out 1 act.( 178.61115 sig in 39 act.) RANK 9 NODE 34 --> 166.56056 sigma out 1 act.( 192.41301 sig in 39 act.) RANK 10 NODE 20 --> 160.24397 sigma out 1 act.( 180.96780 sig in 39 act.) RANK 11 NODE 33 --> 156.99657 sigma out 1 act.( 155.32133 sig in 39 act.) RANK 12 NODE 13 --> 152.49156 sigma out 1 act.( 156.65399 sig in 39 act.) RANK 13 NODE 30 --> 142.97780 sigma out 1 act.( 143.40558 sig in 39 act.) RANK 14 NODE 32 --> 136.66612 sigma out 1 act.( 154.30258 sig in 39 act.) RANK 15 NODE 24 --> 126.96783 sigma out 1 act.( 126.57621 sig in 39 act.) RANK 16 NODE 26 --> 115.45927 sigma out 1 act.( 102.76039 sig in 39 act.) RANK 17 NODE 19 --> 106.52959 sigma out 1 act.( 99.266365 sig in 39 act.) RANK 18 NODE 27 --> 94.762459 sigma out 1 act.( 102.61546 sig in 39 act.) RANK 19 NODE 36 --> 91.798531 sigma out 1 act.( 100.88451 sig in 39 act.) RANK 20 NODE 29 --> 83.615479 sigma out 1 act.( 81.923874 sig in 39 act.) RANK 21 NODE 14 --> 79.896065 sigma out 1 act.( 92.937157 sig in 39 act.) RANK 22 NODE 17 --> 78.009857 sigma out 1 act.( 77.125961 sig in 39 act.) RANK 23 NODE 3 --> 75.489235 sigma out 1 act.( 77.865509 sig in 39 act.) RANK 24 NODE 38 --> 70.811234 sigma out 1 act.( 59.763626 sig in 39 act.) RANK 25 NODE 2 --> 70.322548 sigma out 1 act.( 64.844360 sig in 39 act.) RANK 26 NODE 21 --> 63.260330 sigma out 1 act.( 52.901543 sig in 39 act.) RANK 27 NODE 7 --> 62.439476 sigma out 1 act.( 56.271442 sig in 39 act.) RANK 28 NODE 1 --> 57.797344 sigma out 1 act.( 52.748474 sig in 39 act.) RANK 29 NODE 37 --> 56.288651 sigma out 1 act.( 52.008991 sig in 39 act.) RANK 30 NODE 4 --> 48.192112 sigma out 1 act.( 49.992828 sig in 39 act.) RANK 31 NODE 16 --> 38.284939 sigma out 1 act.( 34.151516 sig in 39 act.) RANK 32 NODE 6 --> 33.304726 sigma out 1 act.( 34.531075 sig in 39 act.) RANK 33 NODE 8 --> 30.959038 sigma out 1 act.( 30.745874 sig in 39 act.) RANK 34 NODE 23 --> 28.793543 sigma out 1 act.( 34.768448 sig in 39 act.) RANK 35 NODE 12 --> 28.358309 sigma out 1 act.( 28.715881 sig in 39 act.) RANK 36 NODE 15 --> 16.048592 sigma out 1 act.( 19.236172 sig in 39 act.) RANK 37 NODE 35 --> 5.5634103 sigma out 1 act.( 9.6315975 sig in 39 act.) RANK 38 NODE 18 --> 4.7501478 sigma out 1 act.( 9.1070814 sig in 39 act.) RANK 39 NODE 5 --> 0.38142246 sigma out 1 act.( 8.0571976 sig in 39 act.) RANK 1 NODE 1 --> 785.34094 sigma in 39 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.47452480 *** contribution from regularisation: 2.56629474E-03 *** contribution from error: -0.47709110 *** contribution from DIAG: 3.13100783E-04 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.47486877 *** contribution from regularisation: 2.55570444E-03 *** contribution from error: -0.47742447 *** contribution from DIAG: 2.98994972E-04 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.47495249 *** contribution from regularisation: 2.59742723E-03 *** contribution from error: -0.47754991 *** contribution from DIAG: 2.74685590E-04 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.47529113 *** contribution from regularisation: 2.52661062E-03 *** contribution from error: -0.47781774 *** contribution from DIAG: 2.85974354E-04 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.47568190 *** contribution from regularisation: 2.57625827E-03 *** contribution from error: -0.47825816 *** contribution from DIAG: 2.75977392E-04 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.47595227 *** contribution from regularisation: 2.56390963E-03 *** contribution from error: -0.47851619 *** contribution from DIAG: 2.76461855E-04 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.47655499 *** contribution from regularisation: 2.58841086E-03 *** contribution from error: -0.47914341 *** contribution from DIAG: 2.59841792E-04 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.47698748 *** contribution from regularisation: 2.59820628E-03 *** contribution from error: -0.47958568 *** contribution from DIAG: 2.54849496E-04 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.47735029 *** contribution from regularisation: 2.58713309E-03 *** contribution from error: -0.47993743 *** contribution from DIAG: 3.05339927E-04 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.47763538 *** contribution from regularisation: 2.59125838E-03 *** contribution from error: -0.48022664 *** contribution from DIAG: 3.44342901E-04 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 363.46783 sigma out 39 active outputs RANK 2 NODE 1 --> 354.11029 sigma out 39 active outputs RANK 3 NODE 6 --> 340.35202 sigma out 39 active outputs RANK 4 NODE 3 --> 266.26352 sigma out 39 active outputs RANK 5 NODE 8 --> 250.70403 sigma out 39 active outputs RANK 6 NODE 7 --> 243.46140 sigma out 39 active outputs RANK 7 NODE 5 --> 235.45120 sigma out 39 active outputs RANK 8 NODE 10 --> 198.11545 sigma out 39 active outputs RANK 9 NODE 4 --> 171.69951 sigma out 39 active outputs RANK 10 NODE 12 --> 166.37703 sigma out 39 active outputs RANK 11 NODE 9 --> 156.84856 sigma out 39 active outputs RANK 12 NODE 20 --> 101.35185 sigma out 39 active outputs RANK 13 NODE 11 --> 93.643608 sigma out 39 active outputs RANK 14 NODE 17 --> 83.510414 sigma out 39 active outputs RANK 15 NODE 16 --> 81.816902 sigma out 39 active outputs RANK 16 NODE 22 --> 71.552910 sigma out 39 active outputs RANK 17 NODE 18 --> 65.850533 sigma out 39 active outputs RANK 18 NODE 19 --> 61.618309 sigma out 39 active outputs RANK 19 NODE 23 --> 58.599674 sigma out 39 active outputs RANK 20 NODE 21 --> 58.428040 sigma out 39 active outputs RANK 21 NODE 29 --> 52.631729 sigma out 39 active outputs RANK 22 NODE 24 --> 46.607021 sigma out 39 active outputs RANK 23 NODE 25 --> 46.529026 sigma out 39 active outputs RANK 24 NODE 13 --> 45.198631 sigma out 39 active outputs RANK 25 NODE 28 --> 44.612919 sigma out 39 active outputs RANK 26 NODE 30 --> 41.940872 sigma out 39 active outputs RANK 27 NODE 39 --> 38.114120 sigma out 39 active outputs RANK 28 NODE 26 --> 33.943413 sigma out 39 active outputs RANK 29 NODE 33 --> 30.604090 sigma out 39 active outputs RANK 30 NODE 31 --> 27.236206 sigma out 39 active outputs RANK 31 NODE 15 --> 23.836481 sigma out 39 active outputs RANK 32 NODE 35 --> 23.718319 sigma out 39 active outputs RANK 33 NODE 27 --> 23.628019 sigma out 39 active outputs RANK 34 NODE 34 --> 22.178247 sigma out 39 active outputs RANK 35 NODE 32 --> 20.249159 sigma out 39 active outputs RANK 36 NODE 36 --> 20.079172 sigma out 39 active outputs RANK 37 NODE 38 --> 18.076542 sigma out 39 active outputs RANK 38 NODE 14 --> 17.338268 sigma out 39 active outputs RANK 39 NODE 37 --> 13.950926 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 11 --> 329.48825 sigma in 39 act. ( 277.29785 sig out 1 act.) RANK 2 NODE 10 --> 307.63651 sigma in 39 act. ( 255.82066 sig out 1 act.) RANK 3 NODE 25 --> 271.98273 sigma in 39 act. ( 244.55750 sig out 1 act.) RANK 4 NODE 9 --> 230.93246 sigma in 39 act. ( 201.58224 sig out 1 act.) RANK 5 NODE 31 --> 230.23291 sigma in 39 act. ( 223.10146 sig out 1 act.) RANK 6 NODE 39 --> 220.47911 sigma in 39 act. ( 210.38795 sig out 1 act.) RANK 7 NODE 34 --> 205.71719 sigma in 39 act. ( 178.53302 sig out 1 act.) RANK 8 NODE 20 --> 198.36992 sigma in 39 act. ( 177.67900 sig out 1 act.) RANK 9 NODE 22 --> 185.68790 sigma in 39 act. ( 170.26971 sig out 1 act.) RANK 10 NODE 13 --> 169.55147 sigma in 39 act. ( 180.83095 sig out 1 act.) RANK 11 NODE 33 --> 162.43095 sigma in 39 act. ( 168.27141 sig out 1 act.) RANK 12 NODE 32 --> 159.28500 sigma in 39 act. ( 137.66272 sig out 1 act.) RANK 13 NODE 30 --> 158.03854 sigma in 39 act. ( 158.18726 sig out 1 act.) RANK 14 NODE 28 --> 149.01604 sigma in 39 act. ( 244.18933 sig out 1 act.) RANK 15 NODE 24 --> 130.82581 sigma in 39 act. ( 137.70757 sig out 1 act.) RANK 16 NODE 36 --> 124.10767 sigma in 39 act. ( 114.06220 sig out 1 act.) RANK 17 NODE 26 --> 118.17506 sigma in 39 act. ( 131.17944 sig out 1 act.) RANK 18 NODE 27 --> 112.16352 sigma in 39 act. ( 101.32241 sig out 1 act.) RANK 19 NODE 14 --> 103.84144 sigma in 39 act. ( 90.195824 sig out 1 act.) RANK 20 NODE 19 --> 102.15053 sigma in 39 act. ( 112.10618 sig out 1 act.) RANK 21 NODE 29 --> 94.123802 sigma in 39 act. ( 94.712318 sig out 1 act.) RANK 22 NODE 3 --> 88.084068 sigma in 39 act. ( 83.579056 sig out 1 act.) RANK 23 NODE 2 --> 80.000359 sigma in 39 act. ( 91.709221 sig out 1 act.) RANK 24 NODE 17 --> 77.432892 sigma in 39 act. ( 77.064430 sig out 1 act.) RANK 25 NODE 37 --> 70.911499 sigma in 39 act. ( 76.252487 sig out 1 act.) RANK 26 NODE 7 --> 66.823326 sigma in 39 act. ( 76.065681 sig out 1 act.) RANK 27 NODE 38 --> 66.266083 sigma in 39 act. ( 76.853165 sig out 1 act.) RANK 28 NODE 21 --> 59.667332 sigma in 39 act. ( 69.187523 sig out 1 act.) RANK 29 NODE 1 --> 55.494297 sigma in 39 act. ( 60.043903 sig out 1 act.) RANK 30 NODE 4 --> 53.119171 sigma in 39 act. ( 49.574242 sig out 1 act.) RANK 31 NODE 6 --> 42.956436 sigma in 39 act. ( 42.142445 sig out 1 act.) RANK 32 NODE 23 --> 42.784321 sigma in 39 act. ( 35.074810 sig out 1 act.) RANK 33 NODE 16 --> 35.866634 sigma in 39 act. ( 40.946651 sig out 1 act.) RANK 34 NODE 12 --> 35.721260 sigma in 39 act. ( 35.401600 sig out 1 act.) RANK 35 NODE 8 --> 33.723316 sigma in 39 act. ( 32.869247 sig out 1 act.) RANK 36 NODE 15 --> 19.846998 sigma in 39 act. ( 17.149805 sig out 1 act.) RANK 37 NODE 35 --> 11.279200 sigma in 39 act. ( 8.4295883 sig out 1 act.) RANK 38 NODE 5 --> 7.9615545 sigma in 39 act. ( 1.8981150 sig out 1 act.) RANK 39 NODE 18 --> 7.8196101 sigma in 39 act. ( 2.9145412 sig out 1 act.) sorted by output significance RANK 1 NODE 11 --> 277.29785 sigma out 1 act.( 329.48825 sig in 39 act.) RANK 2 NODE 10 --> 255.82066 sigma out 1 act.( 307.63651 sig in 39 act.) RANK 3 NODE 25 --> 244.55750 sigma out 1 act.( 271.98273 sig in 39 act.) RANK 4 NODE 28 --> 244.18933 sigma out 1 act.( 149.01604 sig in 39 act.) RANK 5 NODE 31 --> 223.10146 sigma out 1 act.( 230.23291 sig in 39 act.) RANK 6 NODE 39 --> 210.38795 sigma out 1 act.( 220.47911 sig in 39 act.) RANK 7 NODE 9 --> 201.58224 sigma out 1 act.( 230.93246 sig in 39 act.) RANK 8 NODE 13 --> 180.83095 sigma out 1 act.( 169.55147 sig in 39 act.) RANK 9 NODE 34 --> 178.53302 sigma out 1 act.( 205.71719 sig in 39 act.) RANK 10 NODE 20 --> 177.67900 sigma out 1 act.( 198.36992 sig in 39 act.) RANK 11 NODE 22 --> 170.26971 sigma out 1 act.( 185.68790 sig in 39 act.) RANK 12 NODE 33 --> 168.27141 sigma out 1 act.( 162.43095 sig in 39 act.) RANK 13 NODE 30 --> 158.18726 sigma out 1 act.( 158.03854 sig in 39 act.) RANK 14 NODE 24 --> 137.70757 sigma out 1 act.( 130.82581 sig in 39 act.) RANK 15 NODE 32 --> 137.66272 sigma out 1 act.( 159.28500 sig in 39 act.) RANK 16 NODE 26 --> 131.17944 sigma out 1 act.( 118.17506 sig in 39 act.) RANK 17 NODE 36 --> 114.06220 sigma out 1 act.( 124.10767 sig in 39 act.) RANK 18 NODE 19 --> 112.10618 sigma out 1 act.( 102.15053 sig in 39 act.) RANK 19 NODE 27 --> 101.32241 sigma out 1 act.( 112.16352 sig in 39 act.) RANK 20 NODE 29 --> 94.712318 sigma out 1 act.( 94.123802 sig in 39 act.) RANK 21 NODE 2 --> 91.709221 sigma out 1 act.( 80.000359 sig in 39 act.) RANK 22 NODE 14 --> 90.195824 sigma out 1 act.( 103.84144 sig in 39 act.) RANK 23 NODE 3 --> 83.579056 sigma out 1 act.( 88.084068 sig in 39 act.) RANK 24 NODE 17 --> 77.064430 sigma out 1 act.( 77.432892 sig in 39 act.) RANK 25 NODE 38 --> 76.853165 sigma out 1 act.( 66.266083 sig in 39 act.) RANK 26 NODE 37 --> 76.252487 sigma out 1 act.( 70.911499 sig in 39 act.) RANK 27 NODE 7 --> 76.065681 sigma out 1 act.( 66.823326 sig in 39 act.) RANK 28 NODE 21 --> 69.187523 sigma out 1 act.( 59.667332 sig in 39 act.) RANK 29 NODE 1 --> 60.043903 sigma out 1 act.( 55.494297 sig in 39 act.) RANK 30 NODE 4 --> 49.574242 sigma out 1 act.( 53.119171 sig in 39 act.) RANK 31 NODE 6 --> 42.142445 sigma out 1 act.( 42.956436 sig in 39 act.) RANK 32 NODE 16 --> 40.946651 sigma out 1 act.( 35.866634 sig in 39 act.) RANK 33 NODE 12 --> 35.401600 sigma out 1 act.( 35.721260 sig in 39 act.) RANK 34 NODE 23 --> 35.074810 sigma out 1 act.( 42.784321 sig in 39 act.) RANK 35 NODE 8 --> 32.869247 sigma out 1 act.( 33.723316 sig in 39 act.) RANK 36 NODE 15 --> 17.149805 sigma out 1 act.( 19.846998 sig in 39 act.) RANK 37 NODE 35 --> 8.4295883 sigma out 1 act.( 11.279200 sig in 39 act.) RANK 38 NODE 18 --> 2.9145412 sigma out 1 act.( 7.8196101 sig in 39 act.) RANK 39 NODE 5 --> 1.8981150 sigma out 1 act.( 7.9615545 sig in 39 act.) RANK 1 NODE 1 --> 860.27881 sigma in 39 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.47783434 *** contribution from regularisation: 2.59542023E-03 *** contribution from error: -0.48042977 *** contribution from DIAG: 3.76541982E-04 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.47834700 *** contribution from regularisation: 2.63445056E-03 *** contribution from error: -0.48098144 *** contribution from DIAG: 3.90502129E-04 *********************************************** --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.47837660 *** contribution from regularisation: 2.67388672E-03 *** contribution from error: -0.48105049 *** contribution from DIAG: 3.50180722E-04 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.47872430 *** contribution from regularisation: 2.58352910E-03 *** contribution from error: -0.48130783 *** contribution from DIAG: 3.72361770E-04 *********************************************** --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.47904873 *** contribution from regularisation: 2.63874931E-03 *** contribution from error: -0.48168749 *** contribution from DIAG: 3.93848226E-04 *********************************************** --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.47932935 *** contribution from regularisation: 2.62857298E-03 *** contribution from error: -0.48195791 *** contribution from DIAG: 3.56622535E-04 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.47960716 *** contribution from regularisation: 2.62946542E-03 *** contribution from error: -0.48223662 *** contribution from DIAG: 3.05386580E-04 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.47988623 *** contribution from regularisation: 2.62543093E-03 *** contribution from error: -0.48251167 *** contribution from DIAG: 2.96251033E-04 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.48009536 *** contribution from regularisation: 2.62238318E-03 *** contribution from error: -0.48271775 *** contribution from DIAG: 2.77504383E-04 *********************************************** --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.48023063 *** contribution from regularisation: 2.61753658E-03 *** contribution from error: -0.48284817 *** contribution from DIAG: 2.93135352E-04 *********************************************** --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 386.98767 sigma out 39 active outputs RANK 2 NODE 2 --> 375.54062 sigma out 39 active outputs RANK 3 NODE 6 --> 353.71405 sigma out 39 active outputs RANK 4 NODE 3 --> 290.59329 sigma out 39 active outputs RANK 5 NODE 8 --> 277.03226 sigma out 39 active outputs RANK 6 NODE 7 --> 259.73395 sigma out 39 active outputs RANK 7 NODE 5 --> 238.88086 sigma out 39 active outputs RANK 8 NODE 10 --> 207.47165 sigma out 39 active outputs RANK 9 NODE 12 --> 181.46158 sigma out 39 active outputs RANK 10 NODE 4 --> 179.61902 sigma out 39 active outputs RANK 11 NODE 9 --> 164.88657 sigma out 39 active outputs RANK 12 NODE 20 --> 112.87835 sigma out 39 active outputs RANK 13 NODE 11 --> 100.54816 sigma out 39 active outputs RANK 14 NODE 16 --> 89.348511 sigma out 39 active outputs RANK 15 NODE 17 --> 87.182442 sigma out 39 active outputs RANK 16 NODE 22 --> 80.001175 sigma out 39 active outputs RANK 17 NODE 18 --> 70.548019 sigma out 39 active outputs RANK 18 NODE 19 --> 67.868774 sigma out 39 active outputs RANK 19 NODE 23 --> 67.857750 sigma out 39 active outputs RANK 20 NODE 21 --> 65.761024 sigma out 39 active outputs RANK 21 NODE 29 --> 57.016796 sigma out 39 active outputs RANK 22 NODE 24 --> 51.464180 sigma out 39 active outputs RANK 23 NODE 25 --> 49.933739 sigma out 39 active outputs RANK 24 NODE 13 --> 49.321758 sigma out 39 active outputs RANK 25 NODE 30 --> 47.962044 sigma out 39 active outputs RANK 26 NODE 28 --> 46.199890 sigma out 39 active outputs RANK 27 NODE 39 --> 39.876896 sigma out 39 active outputs RANK 28 NODE 26 --> 37.766464 sigma out 39 active outputs RANK 29 NODE 33 --> 32.307125 sigma out 39 active outputs RANK 30 NODE 31 --> 27.483234 sigma out 39 active outputs RANK 31 NODE 15 --> 26.493187 sigma out 39 active outputs RANK 32 NODE 35 --> 25.226759 sigma out 39 active outputs RANK 33 NODE 27 --> 24.340261 sigma out 39 active outputs RANK 34 NODE 34 --> 23.573521 sigma out 39 active outputs RANK 35 NODE 36 --> 21.075308 sigma out 39 active outputs RANK 36 NODE 32 --> 20.560408 sigma out 39 active outputs RANK 37 NODE 14 --> 19.375105 sigma out 39 active outputs RANK 38 NODE 38 --> 18.991468 sigma out 39 active outputs RANK 39 NODE 37 --> 14.126640 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 11 --> 371.40421 sigma in 39 act. ( 316.32422 sig out 1 act.) RANK 2 NODE 10 --> 335.14969 sigma in 39 act. ( 281.84641 sig out 1 act.) RANK 3 NODE 25 --> 272.75082 sigma in 39 act. ( 251.00908 sig out 1 act.) RANK 4 NODE 31 --> 239.80992 sigma in 39 act. ( 233.65105 sig out 1 act.) RANK 5 NODE 9 --> 237.31242 sigma in 39 act. ( 214.01375 sig out 1 act.) RANK 6 NODE 39 --> 230.28317 sigma in 39 act. ( 223.90143 sig out 1 act.) RANK 7 NODE 34 --> 211.49852 sigma in 39 act. ( 185.22253 sig out 1 act.) RANK 8 NODE 20 --> 209.76448 sigma in 39 act. ( 189.62581 sig out 1 act.) RANK 9 NODE 22 --> 190.90282 sigma in 39 act. ( 173.66782 sig out 1 act.) RANK 10 NODE 13 --> 179.17636 sigma in 39 act. ( 211.05269 sig out 1 act.) RANK 11 NODE 30 --> 169.27376 sigma in 39 act. ( 173.11397 sig out 1 act.) RANK 12 NODE 33 --> 168.52594 sigma in 39 act. ( 176.91542 sig out 1 act.) RANK 13 NODE 32 --> 166.05190 sigma in 39 act. ( 141.42622 sig out 1 act.) RANK 14 NODE 28 --> 152.73012 sigma in 39 act. ( 241.31561 sig out 1 act.) RANK 15 NODE 36 --> 144.43086 sigma in 39 act. ( 132.93542 sig out 1 act.) RANK 16 NODE 26 --> 134.08852 sigma in 39 act. ( 147.00272 sig out 1 act.) RANK 17 NODE 24 --> 133.64972 sigma in 39 act. ( 146.73973 sig out 1 act.) RANK 18 NODE 27 --> 121.60159 sigma in 39 act. ( 108.79668 sig out 1 act.) RANK 19 NODE 14 --> 111.16673 sigma in 39 act. ( 97.351402 sig out 1 act.) RANK 20 NODE 19 --> 108.29363 sigma in 39 act. ( 120.92340 sig out 1 act.) RANK 21 NODE 29 --> 102.24718 sigma in 39 act. ( 103.46872 sig out 1 act.) RANK 22 NODE 3 --> 96.173462 sigma in 39 act. ( 89.838593 sig out 1 act.) RANK 23 NODE 2 --> 89.550468 sigma in 39 act. ( 104.83723 sig out 1 act.) RANK 24 NODE 37 --> 84.137985 sigma in 39 act. ( 89.866615 sig out 1 act.) RANK 25 NODE 7 --> 77.494072 sigma in 39 act. ( 90.051750 sig out 1 act.) RANK 26 NODE 17 --> 76.789764 sigma in 39 act. ( 75.858543 sig out 1 act.) RANK 27 NODE 38 --> 70.601974 sigma in 39 act. ( 79.703339 sig out 1 act.) RANK 28 NODE 21 --> 64.834930 sigma in 39 act. ( 73.803215 sig out 1 act.) RANK 29 NODE 1 --> 59.790707 sigma in 39 act. ( 64.523605 sig out 1 act.) RANK 30 NODE 4 --> 56.325840 sigma in 39 act. ( 51.568504 sig out 1 act.) RANK 31 NODE 23 --> 48.971317 sigma in 39 act. ( 39.881542 sig out 1 act.) RANK 32 NODE 6 --> 47.899506 sigma in 39 act. ( 47.436855 sig out 1 act.) RANK 33 NODE 12 --> 40.166504 sigma in 39 act. ( 39.543335 sig out 1 act.) RANK 34 NODE 16 --> 40.130554 sigma in 39 act. ( 46.349483 sig out 1 act.) RANK 35 NODE 8 --> 34.604538 sigma in 39 act. ( 32.545002 sig out 1 act.) RANK 36 NODE 15 --> 20.390461 sigma in 39 act. ( 18.019367 sig out 1 act.) RANK 37 NODE 35 --> 12.181528 sigma in 39 act. ( 9.8341398 sig out 1 act.) RANK 38 NODE 5 --> 7.8997087 sigma in 39 act. ( 2.4215956 sig out 1 act.) RANK 39 NODE 18 --> 7.1472611 sigma in 39 act. ( 1.7068553 sig out 1 act.) sorted by output significance RANK 1 NODE 11 --> 316.32422 sigma out 1 act.( 371.40421 sig in 39 act.) RANK 2 NODE 10 --> 281.84641 sigma out 1 act.( 335.14969 sig in 39 act.) RANK 3 NODE 25 --> 251.00908 sigma out 1 act.( 272.75082 sig in 39 act.) RANK 4 NODE 28 --> 241.31561 sigma out 1 act.( 152.73012 sig in 39 act.) RANK 5 NODE 31 --> 233.65105 sigma out 1 act.( 239.80992 sig in 39 act.) RANK 6 NODE 39 --> 223.90143 sigma out 1 act.( 230.28317 sig in 39 act.) RANK 7 NODE 9 --> 214.01375 sigma out 1 act.( 237.31242 sig in 39 act.) RANK 8 NODE 13 --> 211.05269 sigma out 1 act.( 179.17636 sig in 39 act.) RANK 9 NODE 20 --> 189.62581 sigma out 1 act.( 209.76448 sig in 39 act.) RANK 10 NODE 34 --> 185.22253 sigma out 1 act.( 211.49852 sig in 39 act.) RANK 11 NODE 33 --> 176.91542 sigma out 1 act.( 168.52594 sig in 39 act.) RANK 12 NODE 22 --> 173.66782 sigma out 1 act.( 190.90282 sig in 39 act.) RANK 13 NODE 30 --> 173.11397 sigma out 1 act.( 169.27376 sig in 39 act.) RANK 14 NODE 26 --> 147.00272 sigma out 1 act.( 134.08852 sig in 39 act.) RANK 15 NODE 24 --> 146.73973 sigma out 1 act.( 133.64972 sig in 39 act.) RANK 16 NODE 32 --> 141.42622 sigma out 1 act.( 166.05190 sig in 39 act.) RANK 17 NODE 36 --> 132.93542 sigma out 1 act.( 144.43086 sig in 39 act.) RANK 18 NODE 19 --> 120.92340 sigma out 1 act.( 108.29363 sig in 39 act.) RANK 19 NODE 27 --> 108.79668 sigma out 1 act.( 121.60159 sig in 39 act.) RANK 20 NODE 2 --> 104.83723 sigma out 1 act.( 89.550468 sig in 39 act.) RANK 21 NODE 29 --> 103.46872 sigma out 1 act.( 102.24718 sig in 39 act.) RANK 22 NODE 14 --> 97.351402 sigma out 1 act.( 111.16673 sig in 39 act.) RANK 23 NODE 7 --> 90.051750 sigma out 1 act.( 77.494072 sig in 39 act.) RANK 24 NODE 37 --> 89.866615 sigma out 1 act.( 84.137985 sig in 39 act.) RANK 25 NODE 3 --> 89.838593 sigma out 1 act.( 96.173462 sig in 39 act.) RANK 26 NODE 38 --> 79.703339 sigma out 1 act.( 70.601974 sig in 39 act.) RANK 27 NODE 17 --> 75.858543 sigma out 1 act.( 76.789764 sig in 39 act.) RANK 28 NODE 21 --> 73.803215 sigma out 1 act.( 64.834930 sig in 39 act.) RANK 29 NODE 1 --> 64.523605 sigma out 1 act.( 59.790707 sig in 39 act.) RANK 30 NODE 4 --> 51.568504 sigma out 1 act.( 56.325840 sig in 39 act.) RANK 31 NODE 6 --> 47.436855 sigma out 1 act.( 47.899506 sig in 39 act.) RANK 32 NODE 16 --> 46.349483 sigma out 1 act.( 40.130554 sig in 39 act.) RANK 33 NODE 23 --> 39.881542 sigma out 1 act.( 48.971317 sig in 39 act.) RANK 34 NODE 12 --> 39.543335 sigma out 1 act.( 40.166504 sig in 39 act.) RANK 35 NODE 8 --> 32.545002 sigma out 1 act.( 34.604538 sig in 39 act.) RANK 36 NODE 15 --> 18.019367 sigma out 1 act.( 20.390461 sig in 39 act.) RANK 37 NODE 35 --> 9.8341398 sigma out 1 act.( 12.181528 sig in 39 act.) RANK 38 NODE 5 --> 2.4215956 sigma out 1 act.( 7.8997087 sig in 39 act.) RANK 39 NODE 18 --> 1.7068553 sigma out 1 act.( 7.1472611 sig in 39 act.) RANK 1 NODE 1 --> 923.91772 sigma in 39 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.48038641 *** contribution from regularisation: 2.61615403E-03 *** contribution from error: -0.48300257 *** contribution from DIAG: 3.23761487E-04 *********************************************** --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.48048288 *** contribution from regularisation: 2.62052845E-03 *** contribution from error: -0.48310339 *** contribution from DIAG: 3.34968761E-04 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 388.06384 sigma out 39 active outputs RANK 2 NODE 2 --> 375.02109 sigma out 39 active outputs RANK 3 NODE 6 --> 355.35516 sigma out 39 active outputs RANK 4 NODE 3 --> 290.97281 sigma out 39 active outputs RANK 5 NODE 8 --> 277.42343 sigma out 39 active outputs RANK 6 NODE 7 --> 260.13562 sigma out 39 active outputs RANK 7 NODE 5 --> 238.28949 sigma out 39 active outputs RANK 8 NODE 10 --> 209.06239 sigma out 39 active outputs RANK 9 NODE 12 --> 181.90135 sigma out 39 active outputs RANK 10 NODE 4 --> 179.23999 sigma out 39 active outputs RANK 11 NODE 9 --> 164.20155 sigma out 39 active outputs RANK 12 NODE 20 --> 112.71780 sigma out 39 active outputs RANK 13 NODE 11 --> 100.27633 sigma out 39 active outputs RANK 14 NODE 16 --> 89.548553 sigma out 39 active outputs RANK 15 NODE 17 --> 86.846786 sigma out 39 active outputs RANK 16 NODE 22 --> 80.727150 sigma out 39 active outputs RANK 17 NODE 18 --> 71.509293 sigma out 39 active outputs RANK 18 NODE 19 --> 68.472603 sigma out 39 active outputs RANK 19 NODE 23 --> 68.459618 sigma out 39 active outputs RANK 20 NODE 21 --> 65.730972 sigma out 39 active outputs RANK 21 NODE 29 --> 57.041534 sigma out 39 active outputs RANK 22 NODE 24 --> 51.661842 sigma out 39 active outputs RANK 23 NODE 25 --> 50.129810 sigma out 39 active outputs RANK 24 NODE 13 --> 48.813908 sigma out 39 active outputs RANK 25 NODE 30 --> 48.422169 sigma out 39 active outputs RANK 26 NODE 28 --> 46.156887 sigma out 39 active outputs RANK 27 NODE 39 --> 39.841923 sigma out 39 active outputs RANK 28 NODE 26 --> 37.832809 sigma out 39 active outputs RANK 29 NODE 33 --> 32.128731 sigma out 39 active outputs RANK 30 NODE 31 --> 27.376724 sigma out 39 active outputs RANK 31 NODE 35 --> 25.143890 sigma out 39 active outputs RANK 32 NODE 15 --> 24.873665 sigma out 39 active outputs RANK 33 NODE 27 --> 24.085712 sigma out 39 active outputs RANK 34 NODE 34 --> 23.539923 sigma out 39 active outputs RANK 35 NODE 36 --> 21.051722 sigma out 39 active outputs RANK 36 NODE 32 --> 20.435406 sigma out 39 active outputs RANK 37 NODE 38 --> 18.718739 sigma out 39 active outputs RANK 38 NODE 14 --> 18.343065 sigma out 39 active outputs RANK 39 NODE 37 --> 14.136784 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 11 --> 374.17642 sigma in 39 act. ( 316.38141 sig out 1 act.) RANK 2 NODE 10 --> 335.72479 sigma in 39 act. ( 281.62369 sig out 1 act.) RANK 3 NODE 25 --> 273.83066 sigma in 39 act. ( 249.69588 sig out 1 act.) RANK 4 NODE 31 --> 238.87685 sigma in 39 act. ( 234.52394 sig out 1 act.) RANK 5 NODE 9 --> 235.47588 sigma in 39 act. ( 213.57477 sig out 1 act.) RANK 6 NODE 39 --> 230.47621 sigma in 39 act. ( 224.20129 sig out 1 act.) RANK 7 NODE 34 --> 211.80080 sigma in 39 act. ( 185.75108 sig out 1 act.) RANK 8 NODE 20 --> 209.40120 sigma in 39 act. ( 189.77893 sig out 1 act.) RANK 9 NODE 22 --> 190.82402 sigma in 39 act. ( 174.02904 sig out 1 act.) RANK 10 NODE 13 --> 179.66098 sigma in 39 act. ( 212.05484 sig out 1 act.) RANK 11 NODE 30 --> 169.03433 sigma in 39 act. ( 173.68718 sig out 1 act.) RANK 12 NODE 33 --> 168.44914 sigma in 39 act. ( 176.32625 sig out 1 act.) RANK 13 NODE 32 --> 166.08522 sigma in 39 act. ( 140.71846 sig out 1 act.) RANK 14 NODE 28 --> 152.80109 sigma in 39 act. ( 241.08487 sig out 1 act.) RANK 15 NODE 36 --> 145.82570 sigma in 39 act. ( 133.37645 sig out 1 act.) RANK 16 NODE 26 --> 134.79927 sigma in 39 act. ( 147.75528 sig out 1 act.) RANK 17 NODE 24 --> 133.92744 sigma in 39 act. ( 147.43478 sig out 1 act.) RANK 18 NODE 27 --> 121.41970 sigma in 39 act. ( 109.23618 sig out 1 act.) RANK 19 NODE 14 --> 111.07111 sigma in 39 act. ( 97.565689 sig out 1 act.) RANK 20 NODE 19 --> 108.68997 sigma in 39 act. ( 121.21820 sig out 1 act.) RANK 21 NODE 29 --> 102.32726 sigma in 39 act. ( 103.97382 sig out 1 act.) RANK 22 NODE 3 --> 96.136024 sigma in 39 act. ( 89.228043 sig out 1 act.) RANK 23 NODE 2 --> 90.225113 sigma in 39 act. ( 105.52861 sig out 1 act.) RANK 24 NODE 37 --> 83.742470 sigma in 39 act. ( 88.953926 sig out 1 act.) RANK 25 NODE 7 --> 77.525391 sigma in 39 act. ( 90.027054 sig out 1 act.) RANK 26 NODE 17 --> 76.697052 sigma in 39 act. ( 75.744637 sig out 1 act.) RANK 27 NODE 38 --> 70.570877 sigma in 39 act. ( 79.502098 sig out 1 act.) RANK 28 NODE 21 --> 64.726563 sigma in 39 act. ( 73.861549 sig out 1 act.) RANK 29 NODE 1 --> 59.558895 sigma in 39 act. ( 64.424110 sig out 1 act.) RANK 30 NODE 4 --> 56.580467 sigma in 39 act. ( 51.890507 sig out 1 act.) RANK 31 NODE 23 --> 48.956921 sigma in 39 act. ( 40.103054 sig out 1 act.) RANK 32 NODE 6 --> 47.838120 sigma in 39 act. ( 47.368820 sig out 1 act.) RANK 33 NODE 12 --> 40.292625 sigma in 39 act. ( 39.734467 sig out 1 act.) RANK 34 NODE 16 --> 40.087967 sigma in 39 act. ( 46.245728 sig out 1 act.) RANK 35 NODE 8 --> 34.594398 sigma in 39 act. ( 32.691196 sig out 1 act.) RANK 36 NODE 15 --> 20.524986 sigma in 39 act. ( 18.172506 sig out 1 act.) RANK 37 NODE 35 --> 12.157105 sigma in 39 act. ( 9.8123083 sig out 1 act.) RANK 38 NODE 5 --> 7.9564743 sigma in 39 act. ( 2.5805104 sig out 1 act.) RANK 39 NODE 18 --> 7.1499739 sigma in 39 act. ( 1.7188176 sig out 1 act.) sorted by output significance RANK 1 NODE 11 --> 316.38141 sigma out 1 act.( 374.17642 sig in 39 act.) RANK 2 NODE 10 --> 281.62369 sigma out 1 act.( 335.72479 sig in 39 act.) RANK 3 NODE 25 --> 249.69588 sigma out 1 act.( 273.83066 sig in 39 act.) RANK 4 NODE 28 --> 241.08487 sigma out 1 act.( 152.80109 sig in 39 act.) RANK 5 NODE 31 --> 234.52394 sigma out 1 act.( 238.87685 sig in 39 act.) RANK 6 NODE 39 --> 224.20129 sigma out 1 act.( 230.47621 sig in 39 act.) RANK 7 NODE 9 --> 213.57477 sigma out 1 act.( 235.47588 sig in 39 act.) RANK 8 NODE 13 --> 212.05484 sigma out 1 act.( 179.66098 sig in 39 act.) RANK 9 NODE 20 --> 189.77893 sigma out 1 act.( 209.40120 sig in 39 act.) RANK 10 NODE 34 --> 185.75108 sigma out 1 act.( 211.80080 sig in 39 act.) RANK 11 NODE 33 --> 176.32625 sigma out 1 act.( 168.44914 sig in 39 act.) RANK 12 NODE 22 --> 174.02904 sigma out 1 act.( 190.82402 sig in 39 act.) RANK 13 NODE 30 --> 173.68718 sigma out 1 act.( 169.03433 sig in 39 act.) RANK 14 NODE 26 --> 147.75528 sigma out 1 act.( 134.79927 sig in 39 act.) RANK 15 NODE 24 --> 147.43478 sigma out 1 act.( 133.92744 sig in 39 act.) RANK 16 NODE 32 --> 140.71846 sigma out 1 act.( 166.08522 sig in 39 act.) RANK 17 NODE 36 --> 133.37645 sigma out 1 act.( 145.82570 sig in 39 act.) RANK 18 NODE 19 --> 121.21820 sigma out 1 act.( 108.68997 sig in 39 act.) RANK 19 NODE 27 --> 109.23618 sigma out 1 act.( 121.41970 sig in 39 act.) RANK 20 NODE 2 --> 105.52861 sigma out 1 act.( 90.225113 sig in 39 act.) RANK 21 NODE 29 --> 103.97382 sigma out 1 act.( 102.32726 sig in 39 act.) RANK 22 NODE 14 --> 97.565689 sigma out 1 act.( 111.07111 sig in 39 act.) RANK 23 NODE 7 --> 90.027054 sigma out 1 act.( 77.525391 sig in 39 act.) RANK 24 NODE 3 --> 89.228043 sigma out 1 act.( 96.136024 sig in 39 act.) RANK 25 NODE 37 --> 88.953926 sigma out 1 act.( 83.742470 sig in 39 act.) RANK 26 NODE 38 --> 79.502098 sigma out 1 act.( 70.570877 sig in 39 act.) RANK 27 NODE 17 --> 75.744637 sigma out 1 act.( 76.697052 sig in 39 act.) RANK 28 NODE 21 --> 73.861549 sigma out 1 act.( 64.726563 sig in 39 act.) RANK 29 NODE 1 --> 64.424110 sigma out 1 act.( 59.558895 sig in 39 act.) RANK 30 NODE 4 --> 51.890507 sigma out 1 act.( 56.580467 sig in 39 act.) RANK 31 NODE 6 --> 47.368820 sigma out 1 act.( 47.838120 sig in 39 act.) RANK 32 NODE 16 --> 46.245728 sigma out 1 act.( 40.087967 sig in 39 act.) RANK 33 NODE 23 --> 40.103054 sigma out 1 act.( 48.956921 sig in 39 act.) RANK 34 NODE 12 --> 39.734467 sigma out 1 act.( 40.292625 sig in 39 act.) RANK 35 NODE 8 --> 32.691196 sigma out 1 act.( 34.594398 sig in 39 act.) RANK 36 NODE 15 --> 18.172506 sigma out 1 act.( 20.524986 sig in 39 act.) RANK 37 NODE 35 --> 9.8123083 sigma out 1 act.( 12.157105 sig in 39 act.) RANK 38 NODE 5 --> 2.5805104 sigma out 1 act.( 7.9564743 sig in 39 act.) RANK 39 NODE 18 --> 1.7188176 sigma out 1 act.( 7.1499739 sig in 39 act.) RANK 1 NODE 1 --> 924.36682 sigma in 39 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.48048639 *** contribution from regularisation: 2.61700549E-03 *** contribution from error: -0.48310339 *** contribution from DIAG: 3.34620738E-04 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 194055 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Pion/Downstream/GlobalPID_Pion_Downstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Pion/Downstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Pion/Downstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Pion/Downstream/NB.txt Training Host = lxplus432.cern.ch Particle type = pion Background types = all Training Mix = NaturalMix Track type = Downstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Pion_Downstream_NeuroBayes.conf Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13a.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 34 nodes, hidden layer has 39 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Found 5016459 training data points Read entry 501645 (9.99998%) Read entry 1003290 (20%) Read entry 1504935 (29.9999%) Read entry 2006580 (39.9999%) Read entry 2508225 (49.9999%) Read entry 3009870 (59.9999%) Read entry 3511515 (69.9999%) Read entry 4013160 (79.9999%) Read entry 4514805 (89.9998%) Read entry 5016450 (99.9998%) Considered 5016459 tracks for input to NN training Sel. Eff. = 19.8074% Selected 993629 tracks for input to NN training ghost percentage = 66.8556% electron percentage = 11.0857% muon percentage = 0.696739% pion percentage = 17.4238% kaon percentage = 1.03238% proton percentage = 2.89182% Unknown Particle type 3112 percentage = 0.00362308% Unknown Particle type 3222 percentage = 0.0051327% Unknown Particle type 3312 percentage = 0.00110705% Unknown Particle type 1000010020 percentage = 0.000100641% Unknown Particle type 1000020040 percentage = 0.00392501% 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 TrackCloneDist Making plots for input TrackFitTChi2 Making plots for input TrackFitTNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichUsedR2Gas Making plots for input RichAbovePiThres Making plots for input RichAboveKaThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsMuon Making plots for input MuonNShared Making plots for input InAccMuon Making plots for input MuonIsLooseMuon Making plots for input InAccEcal Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input InAccHcal Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input PrsPIDe Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13a.root Found 2528565 evaluation data points Read entry 252856 (9.99998%) Read entry 505712 (20%) Read entry 758568 (29.9999%) Read entry 1011424 (39.9999%) Read entry 1264280 (49.9999%) Read entry 1517136 (59.9999%) Read entry 1769992 (69.9999%) Read entry 2022848 (79.9998%) Read entry 2275704 (89.9998%) Read entry 2528560 (99.9998%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 33 input variables. ***************Training results***************** number of nodes in the 1st layer: 39 number of nodes in the 2nd layer: 39 number of nodes in the 3rd layer: 1 number of iterations: 100