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/Ghost/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/Ghost/Downstream/GlobalPID_Ghost_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/Ghost/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/Ghost/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/Ghost/Downstream/NB.txt Training Host = lxplus432.cern.ch Particle type = ghost 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_Ghost_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres 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 35 nodes, hidden layer has 40 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: 35 Your number of nodes in the hidden layer is: 40 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 RichAbovePrThres PreproFlag 18 Input 18 RichDLLe PreproFlag 34 Input 19 RichDLLmu PreproFlag 34 Input 20 RichDLLk PreproFlag 34 Input 21 RichDLLp PreproFlag 34 Input 22 RichDLLbt PreproFlag 34 Input 23 InAccMuon PreproFlag 19 Input 24 MuonBkgLL PreproFlag 34 Input 25 MuonMuLL PreproFlag 34 Input 26 MuonIsMuon PreproFlag 19 Input 27 MuonNShared PreproFlag 19 Input 28 MuonIsLooseMuon PreproFlag 19 Input 29 InAccEcal PreproFlag 19 Input 30 EcalPIDe PreproFlag 34 Input 31 EcalPIDmu PreproFlag 34 Input 32 InAccHcal PreproFlag 19 Input 33 HcalPIDe PreproFlag 34 Input 34 HcalPIDmu PreproFlag 34 Input 35 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 = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 18 : PreproFlag = 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 = 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 # 24 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 25 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 26 : PreproFlag = 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 = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 30 : PreproFlag = 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 = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 32 : PreproFlag = 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 # 33 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 34 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 35 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 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: 66.855637 % ------------------------------ 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. Only one class left for trimmed mean or sigma very small -> take "normal" mean 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 3593.8843 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 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 # 17 ------------------------------ Transdef: Tab for variable 18 -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 # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -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 # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -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 # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -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 # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -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 # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 # 23 ------------------------------ Transdef: Tab for variable 24 -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 # 24 build map for variable # 24 ------------------------------ Transdef: Tab for variable 25 -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 # 25 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 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Only one class left for trimmed mean or sigma very small -> take "normal" mean 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 # 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 2.0000000 2.0000000 3.0000000 5.0000000 7.0000000 66.000000 build map for variable # 27 ------------------------------ Transdef: Tab for variable 28 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 28 ------------------------------ Transdef: Tab for variable 29 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 -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 # 30 build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 -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 # 31 build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 # 32 ------------------------------ Transdef: Tab for variable 33 -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 # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -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 # 34 build map for variable # 34 ------------------------------ Transdef: Tab for variable 35 -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 # 35 build map for variable # 35 TOTAL CORRELATION OF ALL VARIABLES 69.252106974092897 ROUND 1 : MAX CORR ( 69.252103819955366 ) AFTER KILLING INPUT VARIABLE 32 CONTR 2.09012279530367377E-002 ROUND 2 : MAX CORR ( 69.252095827713021 ) AFTER KILLING INPUT VARIABLE 22 CONTR 3.32709953138519213E-002 ROUND 3 : MAX CORR ( 69.251694795200862 ) AFTER KILLING INPUT VARIABLE 25 CONTR 0.23567885585392315 ROUND 4 : MAX CORR ( 69.250943578927178 ) AFTER KILLING INPUT VARIABLE 34 CONTR 0.32256074760482967 ROUND 5 : MAX CORR ( 69.249314246343701 ) AFTER KILLING INPUT VARIABLE 26 CONTR 0.47503998031154332 ROUND 6 : MAX CORR ( 69.246778381404681 ) AFTER KILLING INPUT VARIABLE 16 CONTR 0.59262752677065611 ROUND 7 : MAX CORR ( 69.243867691332866 ) AFTER KILLING INPUT VARIABLE 33 CONTR 0.63490420424075100 ROUND 8 : MAX CORR ( 69.240424960801150 ) AFTER KILLING INPUT VARIABLE 29 CONTR 0.69048106598031955 ROUND 9 : MAX CORR ( 69.237022928315383 ) AFTER KILLING INPUT VARIABLE 24 CONTR 0.68637072800698440 ROUND 10 : MAX CORR ( 69.232410604661197 ) AFTER KILLING INPUT VARIABLE 3 CONTR 0.79916571727388075 ROUND 11 : MAX CORR ( 69.227041580193401 ) AFTER KILLING INPUT VARIABLE 21 CONTR 0.86220194071788880 ROUND 12 : MAX CORR ( 69.219656685245695 ) AFTER KILLING INPUT VARIABLE 19 CONTR 1.0111450551463252 ROUND 13 : MAX CORR ( 69.209235592203171 ) AFTER KILLING INPUT VARIABLE 27 CONTR 1.2010746713660374 ROUND 14 : MAX CORR ( 69.201243011425504 ) AFTER KILLING INPUT VARIABLE 28 CONTR 1.0517874931349309 ROUND 15 : MAX CORR ( 69.189223535596099 ) AFTER KILLING INPUT VARIABLE 15 CONTR 1.2897212364237718 ROUND 16 : MAX CORR ( 69.174947388866187 ) AFTER KILLING INPUT VARIABLE 30 CONTR 1.4054562270947706 ROUND 17 : MAX CORR ( 69.159025675444013 ) AFTER KILLING INPUT VARIABLE 9 CONTR 1.4840868827938543 ROUND 18 : MAX CORR ( 69.119824635172066 ) AFTER KILLING INPUT VARIABLE 13 CONTR 2.3282342622221801 ROUND 19 : MAX CORR ( 69.065756551257067 ) AFTER KILLING INPUT VARIABLE 12 CONTR 2.7333915927709387 ROUND 20 : MAX CORR ( 69.028771323788632 ) AFTER KILLING INPUT VARIABLE 17 CONTR 2.2599684788961838 ROUND 21 : MAX CORR ( 68.934942297383344 ) AFTER KILLING INPUT VARIABLE 11 CONTR 3.5979161925109895 ROUND 22 : MAX CORR ( 68.909080606704904 ) AFTER KILLING INPUT VARIABLE 6 CONTR 1.8880888438358225 ROUND 23 : MAX CORR ( 68.811931824823773 ) AFTER KILLING INPUT VARIABLE 35 CONTR 3.6577901248101905 ROUND 24 : MAX CORR ( 68.681938103593993 ) AFTER KILLING INPUT VARIABLE 23 CONTR 4.2276872871912747 ROUND 25 : MAX CORR ( 68.498737694566202 ) AFTER KILLING INPUT VARIABLE 2 CONTR 5.0131383301213202 ROUND 26 : MAX CORR ( 68.288576525986358 ) AFTER KILLING INPUT VARIABLE 31 CONTR 5.3616584937395624 ROUND 27 : MAX CORR ( 67.984296585190421 ) AFTER KILLING INPUT VARIABLE 10 CONTR 6.4393401651381152 ROUND 28 : MAX CORR ( 67.693926608220394 ) AFTER KILLING INPUT VARIABLE 5 CONTR 6.2766935996593913 ROUND 29 : MAX CORR ( 67.031132201654913 ) AFTER KILLING INPUT VARIABLE 14 CONTR 9.4496039812994610 ROUND 30 : MAX CORR ( 66.484812068769045 ) AFTER KILLING INPUT VARIABLE 20 CONTR 8.5406351295556480 ROUND 31 : MAX CORR ( 65.018388167929757 ) AFTER KILLING INPUT VARIABLE 7 CONTR 13.886663957335102 ROUND 32 : MAX CORR ( 62.020390508396183 ) AFTER KILLING INPUT VARIABLE 18 CONTR 19.515685003136049 ROUND 33 : MAX CORR ( 56.807384961242093 ) AFTER KILLING INPUT VARIABLE 4 CONTR 24.888749520198978 LAST REMAINING VARIABLE: 8 total correlation to target: 69.252106974092897 % total significance: 690.31151898807605 sigma correlations of single variables to target: variable 2 : 20.242659315437926 % , in sigma: 201.78073290428026 variable 3 : 11.071955468294773 % , in sigma: 110.36629398649444 variable 4 : 28.916904874120988 % , in sigma: 288.24642888563358 variable 5 : 52.529641853975363 % , in sigma: 523.62041307541494 variable 6 : 21.114862294507532 % , in sigma: 210.47493427453898 variable 7 : 51.792566667750044 % , in sigma: 516.27317825984517 variable 8 : 56.807384961242086 % , in sigma: 566.26135890718251 variable 9 : 2.0980639000393424 % , in sigma: 20.913698384830642 variable 10 : 13.421810570295481 % , in sigma: 133.78987076619916 variable 11 : 14.583090851668654 % , in sigma: 145.36562188819042 variable 12 : 11.336749545405931 % , in sigma: 113.00578626444104 variable 13 : 6.7991520172167661 % , in sigma: 67.774587112441068 variable 14 : 1.2788921176478210 % , in sigma: 12.748116973330664 variable 15 : 12.695684485892057 % , in sigma: 126.55177762790792 variable 16 : 12.886921331921132 % , in sigma: 128.45804450464288 variable 17 : 9.5831208102778369 % , in sigma: 95.525450015028767 variable 18 : 34.958273934382227 % , in sigma: 348.46736417525091 variable 19 : 28.015691857822087 % , in sigma: 279.26305273440903 variable 20 : 33.983044816225942 % , in sigma: 338.74618855574641 variable 21 : 32.175450110242899 % , in sigma: 320.72791443061749 variable 22 : 30.509092790415316 % , in sigma: 304.11750786122013 variable 23 : 4.8785603580165660 % , in sigma: 48.629948724553451 variable 24 : 2.4805519111360326 % , in sigma: 24.726374871824166 variable 25 : 2.5249783564218582 % , in sigma: 25.169221858991961 variable 26 : 0.68436233863177909 % , in sigma: 6.8217881904426143 variable 27 : 4.1670201553213984 % , in sigma: 41.537249027671507 variable 28 : 1.4872243663193354 % , in sigma: 14.824792432294467 variable 29 : 3.2898665558693208 % , in sigma: 32.793699407583524 variable 30 : 15.322978412906695 % , in sigma: 152.74089072253346 variable 31 : 15.001701538395114 % , in sigma: 149.53837260502985 variable 32 : 3.3987583027134654 % , in sigma: 33.879142586913318 variable 33 : 7.1846616476319740 % , in sigma: 71.617383385138012 variable 34 : 6.6799211527120752 % , in sigma: 66.586082635352952 variable 35 : 13.202864689670278 % , in sigma: 131.60739762517102 variables sorted by significance: 1 most relevant variable 8 corr 56.807384 , in sigma: 566.26135421943411 2 most relevant variable 4 corr 24.888750 , in sigma: 248.09340280879030 3 most relevant variable 18 corr 19.515684 , in sigma: 194.53417582512225 4 most relevant variable 7 corr 13.886664 , in sigma: 138.42357738969574 5 most relevant variable 20 corr 8.5406351 , in sigma: 85.133854445557702 6 most relevant variable 14 corr 9.4496040 , in sigma: 94.194542229296673 7 most relevant variable 5 corr 6.2766938 , in sigma: 62.566674648416296 8 most relevant variable 10 corr 6.4393401 , in sigma: 64.187948208547908 9 most relevant variable 31 corr 5.3616586 , in sigma: 53.445517192880118 10 most relevant variable 2 corr 5.0131383 , in sigma: 49.971434256504217 11 most relevant variable 23 corr 4.2276874 , in sigma: 42.141985421331491 12 most relevant variable 35 corr 3.6577902 , in sigma: 36.461196754862812 13 most relevant variable 6 corr 1.8880888 , in sigma: 18.820647051773403 14 most relevant variable 11 corr 3.5979161 , in sigma: 35.864366512824169 15 most relevant variable 17 corr 2.2599685 , in sigma: 22.527578864066548 16 most relevant variable 12 corr 2.7333915 , in sigma: 27.246703918863989 17 most relevant variable 13 corr 2.3282342 , in sigma: 23.208057551249272 18 most relevant variable 9 corr 1.4840869 , in sigma: 14.793517585177753 19 most relevant variable 30 corr 1.4054562 , in sigma: 14.009719509859851 20 most relevant variable 15 corr 1.2897213 , in sigma: 12.856062788969433 21 most relevant variable 28 corr 1.0517875 , in sigma: 10.484316730189311 22 most relevant variable 27 corr 1.2010747 , in sigma: 11.972425825215574 23 most relevant variable 19 corr 1.0111450 , in sigma: 10.079188466462954 24 most relevant variable 21 corr 0.86220193 , in sigma: 8.5945099629804460 25 most relevant variable 3 corr 0.79916573 , in sigma: 7.9661591558951867 26 most relevant variable 24 corr 0.68637073 , in sigma: 6.8418080285801217 27 most relevant variable 29 corr 0.69048107 , in sigma: 6.8827802476409508 28 most relevant variable 33 corr 0.63490421 , in sigma: 6.3287848683225931 29 most relevant variable 16 corr 0.59262753 , in sigma: 5.9073669391381323 30 most relevant variable 26 corr 0.47503999 , in sigma: 4.7352433095072977 31 most relevant variable 34 corr 0.32256076 , in sigma: 3.2153159829357261 32 most relevant variable 25 corr 0.23567885 , in sigma: 2.3492689703333367 33 most relevant variable 22 corr 3.32709961E-02 , in sigma: 0.33164841958876529 34 most relevant variable 32 corr 2.09012274E-02 , in sigma: 0.20834540124290460 global correlations between input variables: variable 2 : 41.270501262963990 % variable 3 : 77.375710642014539 % variable 4 : 70.924084209601816 % variable 5 : 84.037951059681490 % variable 6 : 84.045134455756113 % variable 7 : 78.236254792053259 % variable 8 : 85.951312638518402 % variable 9 : 7.5388614690812608 % variable 10 : 41.170406804324742 % variable 11 : 81.124992017456179 % variable 12 : 85.655275038515740 % variable 13 : 63.503198376777803 % variable 14 : 72.405926657171577 % variable 15 : 80.356021805186089 % variable 16 : 83.104875390242697 % variable 17 : 75.057210233798514 % variable 18 : 64.292300085105524 % variable 19 : 67.045610045678842 % variable 20 : 94.920349409793531 % variable 21 : 98.000376873669936 % variable 22 : 97.455867423705016 % variable 23 : 93.290243623472620 % variable 24 : 72.452187123356879 % variable 25 : 76.049751451946165 % variable 26 : 81.404657211419490 % variable 27 : 51.280036480377468 % variable 28 : 88.207147676650109 % variable 29 : 84.285174124576926 % variable 30 : 39.772875111258081 % variable 31 : 50.314496094675967 % variable 32 : 93.568138762378254 % variable 33 : 72.994508037054402 % variable 34 : 72.641343364329259 % variable 35 : 48.462774217983579 % significance loss when removing single variables: variable 2 : corr = 4.8504364282895773 % , sigma = 48.349606746553931 variable 3 : corr = 1.0683001893931368 % , sigma = 10.648916815644441 variable 4 : corr = 17.719714328124915 % , sigma = 176.63177985990671 variable 5 : corr = 7.8042560655903870 % , sigma = 77.793558847603180 variable 6 : corr = 3.7751602262405868 % , sigma = 37.631152380308407 variable 7 : corr = 9.5473370473689183 % , sigma = 95.168754099076267 variable 8 : corr = 12.684630182133233 % , sigma = 126.44158728782249 variable 9 : corr = 1.4769206891801459 % , sigma = 14.722084408988007 variable 10 : corr = 6.1268396154302778 % , sigma = 61.072913826379569 variable 11 : corr = 3.5538942438472296 % , sigma = 35.425552246532142 variable 12 : corr = 3.2235547586937883 % , sigma = 32.132697173352646 variable 13 : corr = 1.2726651922090781 % , sigma = 12.686046394599360 variable 14 : corr = 5.4701978622152705 % , sigma = 54.527447039897254 variable 15 : corr = 1.5823361652635315 % , sigma = 15.772875794255116 variable 16 : corr = 0.56963611867432729 % , sigma = 5.6781864340914874 variable 17 : corr = 3.0059230938131325 % , sigma = 29.963324258534740 variable 18 : corr = 10.008687624752639 % , sigma = 99.767540067839974 variable 19 : corr = 0.85382309859027095 % , sigma = 8.5109889920815078 variable 20 : corr = 3.0846622749695043 % , sigma = 30.748203825711897 variable 21 : corr = 0.54443611129588743 % , sigma = 5.4269903892053835 variable 22 : corr = 3.34281534943423331E-002 % , sigma = 0.33321497964356023 variable 23 : corr = 1.0864338472273616 % , sigma = 10.829674823325517 variable 24 : corr = 0.45817683819324667 % , sigma = 4.5671498378620541 variable 25 : corr = 0.23593324967308005 % , sigma = 2.3518048342203559 variable 26 : corr = 0.41799398031143048 % , sigma = 4.1666033292618829 variable 27 : corr = 0.83664083301162295 % , sigma = 8.3397145519306815 variable 28 : corr = 0.62175494867708225 % , sigma = 6.1977118359762642 variable 29 : corr = 0.66329902580546884 % , sigma = 6.6118271061179055 variable 30 : corr = 1.3337586394068326 % , sigma = 13.295031625201469 variable 31 : corr = 4.5127419654435084 % , sigma = 44.983436563625922 variable 32 : corr = 2.09012279384187746E-002 % , sigma = 0.20834540690990822 variable 33 : corr = 0.75882567253787192 % , sigma = 7.5640457098688598 variable 34 : corr = 0.32039309148710943 % , sigma = 3.1937084851510997 variable 35 : corr = 3.7114642615121736 % , sigma = 36.996225010062027 Keep only 31 most significant input variables Sum of Weights for output node 2 993629.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -4.0980248 NVar: 32.000000 4823 --------- Entering internal boost mode: --------- Starting analysis with 49 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.9804795 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.5327494 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.1140683 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.0357320 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.6763202 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.6245899 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.5206351 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.3960334 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.2974633 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.2255027 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.1495543 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.0069685 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.99996006 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.99725765 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.95078570 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.92908770 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.81231737 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.77818745 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.74502814 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.71225971 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.65293843 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.64250737 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.60988420 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.56919652 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.55461961 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.54873949 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.52763623 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.51076561 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.45216995 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.43237454 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.40091893 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.37077683 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.31741393 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.29736045 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.28835762 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.24158192 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.18005796 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.12689875 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.12550156 PREPRO: (sigma of derived input)/eigenvalue # 40 : 2.94852245E-04 PREPRO: (sigma of derived input)/eigenvalue # 41 : 2.67735333E-04 PREPRO: (sigma of derived input)/eigenvalue # 42 : 2.20605943E-04 PREPRO: (sigma of derived input)/eigenvalue # 43 : 2.10546263E-04 PREPRO: (sigma of derived input)/eigenvalue # 44 : 8.57247360E-05 PREPRO: (sigma of derived input)/eigenvalue # 45 : 1.52761495E-04 PREPRO: (sigma of derived input)/eigenvalue # 46 : 1.64758399E-04 PREPRO: (sigma of derived input)/eigenvalue # 47 : 2.10816448E-04 PREPRO: (sigma of derived input)/eigenvalue # 48 : 2.20605987E-04 PREPRO: (sigma of derived input)/eigenvalue # 49 : 2.67873693E-04 Using 39 variables out of 49 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 39.0 40.0 0 0.9 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 0.7 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 0.2 0.2 0.1 0.1 1 100.0 7.3 11.4 -20.6 52.1 -20.0 -19.4 -1.8 -2.2 -3.6 -2.3 2.7 -1.3 0.2 2.6 0.8 5.9 -3.9 -11.0 -11.6 -10.9 -12.1 -2.4 2.5 0.2 1.0 -2.9 -0.9 6.5 5.5 0.2 0.3 1.3 -2.1 4.8 11.1 -1.3 0.2 -2.3 -14.6 2 7.3 100.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 3 11.4 0.0 100.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 4 -20.6 0.0 0.0 100.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 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 0.0 6 -20.0 0.0 0.0 0.0 -0.0 100.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 7 -19.4 -0.0 0.0 -0.0 0.0 0.0 100.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 8 -1.8 -0.0 0.0 0.0 0.0 0.0 -0.0 100.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 9 -2.2 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 100.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 10 -3.6 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 100.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 11 -2.3 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 100.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 12 2.7 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 100.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 13 -1.3 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 100.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 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 -0.0 15 2.6 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 100.0 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 16 0.8 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 0.0 100.0 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 17 5.9 -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 0.0 100.0 -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 18 -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 -0.0 100.0 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 19 -11.0 0.0 -0.0 -0.0 0.0 -0.0 -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 20 -11.6 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 -0.0 100.0 -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 21 -10.9 -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 -0.0 100.0 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 22 -12.1 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 0.0 100.0 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 23 -2.4 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 100.0 -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 24 2.5 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 -0.0 100.0 -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 25 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 -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 26 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 -0.0 100.0 -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 27 -2.9 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 100.0 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 28 -0.9 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 100.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 29 6.5 -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 0.0 30 5.5 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 0.0 100.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 31 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 -0.0 0.0 -0.0 -0.0 -0.0 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 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 -0.0 33 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 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 34 -2.1 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 100.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 35 4.8 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 100.0 0.0 -0.0 -0.0 -0.0 -0.0 36 11.1 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 100.0 -0.0 0.0 -0.0 -0.0 37 -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 -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 38 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 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 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 39 -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 -0.0 -0.0 0.0 100.0 0.0 40 -14.6 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 71.975779978193899 ------------------------------------- Teacher: actual network topology: Nodes(1) = 40 Nodes(2) = 40 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 5 --> 178.07224 sigma out 40 active outputs RANK 2 NODE 1 --> 132.75717 sigma out 40 active outputs RANK 3 NODE 6 --> 127.55450 sigma out 40 active outputs RANK 4 NODE 3 --> 124.17890 sigma out 40 active outputs RANK 5 NODE 2 --> 109.77825 sigma out 40 active outputs RANK 6 NODE 4 --> 109.75513 sigma out 40 active outputs RANK 7 NODE 7 --> 100.53570 sigma out 40 active outputs RANK 8 NODE 16 --> 93.043045 sigma out 40 active outputs RANK 9 NODE 10 --> 91.048653 sigma out 40 active outputs RANK 10 NODE 8 --> 85.377945 sigma out 40 active outputs RANK 11 NODE 21 --> 83.031509 sigma out 40 active outputs RANK 12 NODE 20 --> 81.984055 sigma out 40 active outputs RANK 13 NODE 22 --> 77.670708 sigma out 40 active outputs RANK 14 NODE 11 --> 77.576469 sigma out 40 active outputs RANK 15 NODE 17 --> 74.938919 sigma out 40 active outputs RANK 16 NODE 27 --> 74.771027 sigma out 40 active outputs RANK 17 NODE 24 --> 73.152924 sigma out 40 active outputs RANK 18 NODE 23 --> 72.312172 sigma out 40 active outputs RANK 19 NODE 9 --> 71.849548 sigma out 40 active outputs RANK 20 NODE 19 --> 71.825867 sigma out 40 active outputs RANK 21 NODE 30 --> 69.610008 sigma out 40 active outputs RANK 22 NODE 12 --> 67.797745 sigma out 40 active outputs RANK 23 NODE 28 --> 65.331612 sigma out 40 active outputs RANK 24 NODE 35 --> 65.205826 sigma out 40 active outputs RANK 25 NODE 40 --> 64.808830 sigma out 40 active outputs RANK 26 NODE 29 --> 63.238792 sigma out 40 active outputs RANK 27 NODE 18 --> 62.793961 sigma out 40 active outputs RANK 28 NODE 13 --> 62.587173 sigma out 40 active outputs RANK 29 NODE 25 --> 59.179981 sigma out 40 active outputs RANK 30 NODE 37 --> 56.377846 sigma out 40 active outputs RANK 31 NODE 15 --> 56.106365 sigma out 40 active outputs RANK 32 NODE 36 --> 55.591038 sigma out 40 active outputs RANK 33 NODE 34 --> 54.967083 sigma out 40 active outputs RANK 34 NODE 31 --> 53.700733 sigma out 40 active outputs RANK 35 NODE 26 --> 53.064232 sigma out 40 active outputs RANK 36 NODE 32 --> 52.716187 sigma out 40 active outputs RANK 37 NODE 38 --> 48.071888 sigma out 40 active outputs RANK 38 NODE 33 --> 47.840935 sigma out 40 active outputs RANK 39 NODE 39 --> 43.639969 sigma out 40 active outputs RANK 40 NODE 14 --> 43.316998 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 168.01756 sigma in 40 act. ( 184.71654 sig out 1 act.) RANK 2 NODE 13 --> 154.94749 sigma in 40 act. ( 156.78276 sig out 1 act.) RANK 3 NODE 15 --> 128.31299 sigma in 40 act. ( 119.07727 sig out 1 act.) RANK 4 NODE 27 --> 126.25675 sigma in 40 act. ( 129.92966 sig out 1 act.) RANK 5 NODE 23 --> 125.01315 sigma in 40 act. ( 127.88712 sig out 1 act.) RANK 6 NODE 37 --> 113.65476 sigma in 40 act. ( 126.97913 sig out 1 act.) RANK 7 NODE 28 --> 112.78153 sigma in 40 act. ( 115.71408 sig out 1 act.) RANK 8 NODE 20 --> 98.639641 sigma in 40 act. ( 99.057701 sig out 1 act.) RANK 9 NODE 25 --> 92.968086 sigma in 40 act. ( 92.563568 sig out 1 act.) RANK 10 NODE 19 --> 88.472969 sigma in 40 act. ( 93.378159 sig out 1 act.) RANK 11 NODE 6 --> 80.603432 sigma in 40 act. ( 58.980156 sig out 1 act.) RANK 12 NODE 16 --> 80.234825 sigma in 40 act. ( 83.285881 sig out 1 act.) RANK 13 NODE 24 --> 77.752182 sigma in 40 act. ( 86.763016 sig out 1 act.) RANK 14 NODE 39 --> 76.383507 sigma in 40 act. ( 78.608238 sig out 1 act.) RANK 15 NODE 30 --> 76.200294 sigma in 40 act. ( 72.576149 sig out 1 act.) RANK 16 NODE 7 --> 75.407120 sigma in 40 act. ( 39.770912 sig out 1 act.) RANK 17 NODE 36 --> 74.791542 sigma in 40 act. ( 72.830139 sig out 1 act.) RANK 18 NODE 21 --> 73.051918 sigma in 40 act. ( 66.069855 sig out 1 act.) RANK 19 NODE 14 --> 72.138153 sigma in 40 act. ( 63.956886 sig out 1 act.) RANK 20 NODE 38 --> 61.951767 sigma in 40 act. ( 63.075642 sig out 1 act.) RANK 21 NODE 10 --> 61.906651 sigma in 40 act. ( 39.892864 sig out 1 act.) RANK 22 NODE 5 --> 60.237244 sigma in 40 act. ( 48.173721 sig out 1 act.) RANK 23 NODE 40 --> 59.165813 sigma in 40 act. ( 21.416372 sig out 1 act.) RANK 24 NODE 8 --> 58.033108 sigma in 40 act. ( 10.204648 sig out 1 act.) RANK 25 NODE 17 --> 57.946049 sigma in 40 act. ( 30.758148 sig out 1 act.) RANK 26 NODE 9 --> 57.032543 sigma in 40 act. ( 37.729050 sig out 1 act.) RANK 27 NODE 2 --> 55.417053 sigma in 40 act. ( 9.9844866 sig out 1 act.) RANK 28 NODE 22 --> 53.957882 sigma in 40 act. ( 10.596481 sig out 1 act.) RANK 29 NODE 1 --> 53.316288 sigma in 40 act. ( 3.8048029 sig out 1 act.) RANK 30 NODE 34 --> 52.412365 sigma in 40 act. ( 31.449440 sig out 1 act.) RANK 31 NODE 3 --> 51.643623 sigma in 40 act. ( 3.8264780 sig out 1 act.) RANK 32 NODE 33 --> 51.352589 sigma in 40 act. ( 10.742998 sig out 1 act.) RANK 33 NODE 35 --> 48.965534 sigma in 40 act. ( 1.5581449 sig out 1 act.) RANK 34 NODE 26 --> 48.506607 sigma in 40 act. ( 24.846148 sig out 1 act.) RANK 35 NODE 18 --> 48.446869 sigma in 40 act. ( 10.933176 sig out 1 act.) RANK 36 NODE 29 --> 47.989120 sigma in 40 act. ( 1.1295623 sig out 1 act.) RANK 37 NODE 31 --> 47.854382 sigma in 40 act. ( 14.633597 sig out 1 act.) RANK 38 NODE 11 --> 47.593678 sigma in 40 act. ( 13.353432 sig out 1 act.) RANK 39 NODE 4 --> 46.970196 sigma in 40 act. ( 12.061949 sig out 1 act.) RANK 40 NODE 12 --> 41.168705 sigma in 40 act. ( 0.89700836 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 184.71654 sigma out 1 act.( 168.01756 sig in 40 act.) RANK 2 NODE 13 --> 156.78276 sigma out 1 act.( 154.94749 sig in 40 act.) RANK 3 NODE 27 --> 129.92966 sigma out 1 act.( 126.25675 sig in 40 act.) RANK 4 NODE 23 --> 127.88712 sigma out 1 act.( 125.01315 sig in 40 act.) RANK 5 NODE 37 --> 126.97913 sigma out 1 act.( 113.65476 sig in 40 act.) RANK 6 NODE 15 --> 119.07727 sigma out 1 act.( 128.31299 sig in 40 act.) RANK 7 NODE 28 --> 115.71408 sigma out 1 act.( 112.78153 sig in 40 act.) RANK 8 NODE 20 --> 99.057701 sigma out 1 act.( 98.639641 sig in 40 act.) RANK 9 NODE 19 --> 93.378159 sigma out 1 act.( 88.472969 sig in 40 act.) RANK 10 NODE 25 --> 92.563568 sigma out 1 act.( 92.968086 sig in 40 act.) RANK 11 NODE 24 --> 86.763016 sigma out 1 act.( 77.752182 sig in 40 act.) RANK 12 NODE 16 --> 83.285881 sigma out 1 act.( 80.234825 sig in 40 act.) RANK 13 NODE 39 --> 78.608238 sigma out 1 act.( 76.383507 sig in 40 act.) RANK 14 NODE 36 --> 72.830139 sigma out 1 act.( 74.791542 sig in 40 act.) RANK 15 NODE 30 --> 72.576149 sigma out 1 act.( 76.200294 sig in 40 act.) RANK 16 NODE 21 --> 66.069855 sigma out 1 act.( 73.051918 sig in 40 act.) RANK 17 NODE 14 --> 63.956886 sigma out 1 act.( 72.138153 sig in 40 act.) RANK 18 NODE 38 --> 63.075642 sigma out 1 act.( 61.951767 sig in 40 act.) RANK 19 NODE 6 --> 58.980156 sigma out 1 act.( 80.603432 sig in 40 act.) RANK 20 NODE 5 --> 48.173721 sigma out 1 act.( 60.237244 sig in 40 act.) RANK 21 NODE 10 --> 39.892864 sigma out 1 act.( 61.906651 sig in 40 act.) RANK 22 NODE 7 --> 39.770912 sigma out 1 act.( 75.407120 sig in 40 act.) RANK 23 NODE 9 --> 37.729050 sigma out 1 act.( 57.032543 sig in 40 act.) RANK 24 NODE 34 --> 31.449440 sigma out 1 act.( 52.412365 sig in 40 act.) RANK 25 NODE 17 --> 30.758148 sigma out 1 act.( 57.946049 sig in 40 act.) RANK 26 NODE 26 --> 24.846148 sigma out 1 act.( 48.506607 sig in 40 act.) RANK 27 NODE 40 --> 21.416372 sigma out 1 act.( 59.165813 sig in 40 act.) RANK 28 NODE 31 --> 14.633597 sigma out 1 act.( 47.854382 sig in 40 act.) RANK 29 NODE 11 --> 13.353432 sigma out 1 act.( 47.593678 sig in 40 act.) RANK 30 NODE 4 --> 12.061949 sigma out 1 act.( 46.970196 sig in 40 act.) RANK 31 NODE 18 --> 10.933176 sigma out 1 act.( 48.446869 sig in 40 act.) RANK 32 NODE 33 --> 10.742998 sigma out 1 act.( 51.352589 sig in 40 act.) RANK 33 NODE 22 --> 10.596481 sigma out 1 act.( 53.957882 sig in 40 act.) RANK 34 NODE 8 --> 10.204648 sigma out 1 act.( 58.033108 sig in 40 act.) RANK 35 NODE 2 --> 9.9844866 sigma out 1 act.( 55.417053 sig in 40 act.) RANK 36 NODE 3 --> 3.8264780 sigma out 1 act.( 51.643623 sig in 40 act.) RANK 37 NODE 1 --> 3.8048029 sigma out 1 act.( 53.316288 sig in 40 act.) RANK 38 NODE 35 --> 1.5581449 sigma out 1 act.( 48.965534 sig in 40 act.) RANK 39 NODE 29 --> 1.1295623 sigma out 1 act.( 47.989120 sig in 40 act.) RANK 40 NODE 12 --> 0.89700836 sigma out 1 act.( 41.168705 sig in 40 act.) RANK 1 NODE 1 --> 470.01041 sigma in 40 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 5 --> 191.80624 sigma out 40 active outputs RANK 2 NODE 1 --> 152.41472 sigma out 40 active outputs RANK 3 NODE 3 --> 131.81503 sigma out 40 active outputs RANK 4 NODE 6 --> 130.09959 sigma out 40 active outputs RANK 5 NODE 2 --> 116.01972 sigma out 40 active outputs RANK 6 NODE 4 --> 114.62762 sigma out 40 active outputs RANK 7 NODE 7 --> 99.981964 sigma out 40 active outputs RANK 8 NODE 10 --> 85.917007 sigma out 40 active outputs RANK 9 NODE 8 --> 85.204460 sigma out 40 active outputs RANK 10 NODE 16 --> 80.846298 sigma out 40 active outputs RANK 11 NODE 11 --> 71.632385 sigma out 40 active outputs RANK 12 NODE 20 --> 67.680466 sigma out 40 active outputs RANK 13 NODE 17 --> 65.664383 sigma out 40 active outputs RANK 14 NODE 21 --> 63.096886 sigma out 40 active outputs RANK 15 NODE 9 --> 61.725189 sigma out 40 active outputs RANK 16 NODE 22 --> 59.264217 sigma out 40 active outputs RANK 17 NODE 12 --> 56.797005 sigma out 40 active outputs RANK 18 NODE 19 --> 55.824020 sigma out 40 active outputs RANK 19 NODE 27 --> 48.544140 sigma out 40 active outputs RANK 20 NODE 18 --> 48.539581 sigma out 40 active outputs RANK 21 NODE 23 --> 46.446121 sigma out 40 active outputs RANK 22 NODE 24 --> 45.412067 sigma out 40 active outputs RANK 23 NODE 30 --> 41.590130 sigma out 40 active outputs RANK 24 NODE 29 --> 39.241364 sigma out 40 active outputs RANK 25 NODE 28 --> 38.678909 sigma out 40 active outputs RANK 26 NODE 25 --> 36.284760 sigma out 40 active outputs RANK 27 NODE 13 --> 36.218304 sigma out 40 active outputs RANK 28 NODE 31 --> 28.452499 sigma out 40 active outputs RANK 29 NODE 26 --> 27.772558 sigma out 40 active outputs RANK 30 NODE 35 --> 25.994188 sigma out 40 active outputs RANK 31 NODE 32 --> 25.319872 sigma out 40 active outputs RANK 32 NODE 15 --> 25.272383 sigma out 40 active outputs RANK 33 NODE 34 --> 22.564102 sigma out 40 active outputs RANK 34 NODE 37 --> 20.665352 sigma out 40 active outputs RANK 35 NODE 33 --> 19.448612 sigma out 40 active outputs RANK 36 NODE 36 --> 16.724186 sigma out 40 active outputs RANK 37 NODE 40 --> 14.282858 sigma out 40 active outputs RANK 38 NODE 14 --> 10.292450 sigma out 40 active outputs RANK 39 NODE 38 --> 8.5054836 sigma out 40 active outputs RANK 40 NODE 39 --> 6.2007885 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 182.73679 sigma in 40 act. ( 153.30432 sig out 1 act.) RANK 2 NODE 13 --> 163.71307 sigma in 40 act. ( 136.72479 sig out 1 act.) RANK 3 NODE 23 --> 133.27907 sigma in 40 act. ( 106.57764 sig out 1 act.) RANK 4 NODE 27 --> 128.73027 sigma in 40 act. ( 110.11953 sig out 1 act.) RANK 5 NODE 15 --> 121.16342 sigma in 40 act. ( 102.36420 sig out 1 act.) RANK 6 NODE 28 --> 117.84431 sigma in 40 act. ( 98.967178 sig out 1 act.) RANK 7 NODE 37 --> 115.64635 sigma in 40 act. ( 114.07330 sig out 1 act.) RANK 8 NODE 20 --> 97.960045 sigma in 40 act. ( 83.167259 sig out 1 act.) RANK 9 NODE 25 --> 83.407173 sigma in 40 act. ( 80.266960 sig out 1 act.) RANK 10 NODE 19 --> 81.443382 sigma in 40 act. ( 79.028885 sig out 1 act.) RANK 11 NODE 16 --> 76.218857 sigma in 40 act. ( 71.022430 sig out 1 act.) RANK 12 NODE 24 --> 71.041626 sigma in 40 act. ( 71.842010 sig out 1 act.) RANK 13 NODE 39 --> 68.027252 sigma in 40 act. ( 66.800140 sig out 1 act.) RANK 14 NODE 36 --> 66.896965 sigma in 40 act. ( 63.154301 sig out 1 act.) RANK 15 NODE 30 --> 64.294678 sigma in 40 act. ( 62.070782 sig out 1 act.) RANK 16 NODE 21 --> 58.728252 sigma in 40 act. ( 57.842384 sig out 1 act.) RANK 17 NODE 14 --> 56.732738 sigma in 40 act. ( 55.672710 sig out 1 act.) RANK 18 NODE 6 --> 56.724537 sigma in 40 act. ( 50.747528 sig out 1 act.) RANK 19 NODE 38 --> 53.662994 sigma in 40 act. ( 53.389252 sig out 1 act.) RANK 20 NODE 5 --> 41.796505 sigma in 40 act. ( 41.109169 sig out 1 act.) RANK 21 NODE 7 --> 37.142639 sigma in 40 act. ( 34.756081 sig out 1 act.) RANK 22 NODE 9 --> 35.018520 sigma in 40 act. ( 31.430285 sig out 1 act.) RANK 23 NODE 10 --> 33.131489 sigma in 40 act. ( 33.922359 sig out 1 act.) RANK 24 NODE 34 --> 28.793554 sigma in 40 act. ( 26.920311 sig out 1 act.) RANK 25 NODE 17 --> 26.270802 sigma in 40 act. ( 27.028622 sig out 1 act.) RANK 26 NODE 26 --> 21.011478 sigma in 40 act. ( 21.296431 sig out 1 act.) RANK 27 NODE 40 --> 19.645313 sigma in 40 act. ( 18.625723 sig out 1 act.) RANK 28 NODE 11 --> 13.814629 sigma in 40 act. ( 11.446776 sig out 1 act.) RANK 29 NODE 31 --> 13.570392 sigma in 40 act. ( 12.716950 sig out 1 act.) RANK 30 NODE 22 --> 11.820757 sigma in 40 act. ( 9.2809467 sig out 1 act.) RANK 31 NODE 4 --> 11.530599 sigma in 40 act. ( 10.517192 sig out 1 act.) RANK 32 NODE 8 --> 11.292751 sigma in 40 act. ( 8.9445152 sig out 1 act.) RANK 33 NODE 2 --> 11.016379 sigma in 40 act. ( 8.4869385 sig out 1 act.) RANK 34 NODE 33 --> 10.716577 sigma in 40 act. ( 9.3715448 sig out 1 act.) RANK 35 NODE 18 --> 10.428514 sigma in 40 act. ( 9.5704975 sig out 1 act.) RANK 36 NODE 1 --> 7.5316610 sigma in 40 act. ( 3.4378390 sig out 1 act.) RANK 37 NODE 3 --> 6.6996813 sigma in 40 act. ( 3.2370543 sig out 1 act.) RANK 38 NODE 29 --> 6.3326015 sigma in 40 act. ( 0.99068195 sig out 1 act.) RANK 39 NODE 35 --> 6.1346231 sigma in 40 act. ( 1.3237164 sig out 1 act.) RANK 40 NODE 12 --> 5.4598341 sigma in 40 act. ( 0.76167804 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 153.30432 sigma out 1 act.( 182.73679 sig in 40 act.) RANK 2 NODE 13 --> 136.72479 sigma out 1 act.( 163.71307 sig in 40 act.) RANK 3 NODE 37 --> 114.07330 sigma out 1 act.( 115.64635 sig in 40 act.) RANK 4 NODE 27 --> 110.11953 sigma out 1 act.( 128.73027 sig in 40 act.) RANK 5 NODE 23 --> 106.57764 sigma out 1 act.( 133.27907 sig in 40 act.) RANK 6 NODE 15 --> 102.36420 sigma out 1 act.( 121.16342 sig in 40 act.) RANK 7 NODE 28 --> 98.967178 sigma out 1 act.( 117.84431 sig in 40 act.) RANK 8 NODE 20 --> 83.167259 sigma out 1 act.( 97.960045 sig in 40 act.) RANK 9 NODE 25 --> 80.266960 sigma out 1 act.( 83.407173 sig in 40 act.) RANK 10 NODE 19 --> 79.028885 sigma out 1 act.( 81.443382 sig in 40 act.) RANK 11 NODE 24 --> 71.842010 sigma out 1 act.( 71.041626 sig in 40 act.) RANK 12 NODE 16 --> 71.022430 sigma out 1 act.( 76.218857 sig in 40 act.) RANK 13 NODE 39 --> 66.800140 sigma out 1 act.( 68.027252 sig in 40 act.) RANK 14 NODE 36 --> 63.154301 sigma out 1 act.( 66.896965 sig in 40 act.) RANK 15 NODE 30 --> 62.070782 sigma out 1 act.( 64.294678 sig in 40 act.) RANK 16 NODE 21 --> 57.842384 sigma out 1 act.( 58.728252 sig in 40 act.) RANK 17 NODE 14 --> 55.672710 sigma out 1 act.( 56.732738 sig in 40 act.) RANK 18 NODE 38 --> 53.389252 sigma out 1 act.( 53.662994 sig in 40 act.) RANK 19 NODE 6 --> 50.747528 sigma out 1 act.( 56.724537 sig in 40 act.) RANK 20 NODE 5 --> 41.109169 sigma out 1 act.( 41.796505 sig in 40 act.) RANK 21 NODE 7 --> 34.756081 sigma out 1 act.( 37.142639 sig in 40 act.) RANK 22 NODE 10 --> 33.922359 sigma out 1 act.( 33.131489 sig in 40 act.) RANK 23 NODE 9 --> 31.430285 sigma out 1 act.( 35.018520 sig in 40 act.) RANK 24 NODE 17 --> 27.028622 sigma out 1 act.( 26.270802 sig in 40 act.) RANK 25 NODE 34 --> 26.920311 sigma out 1 act.( 28.793554 sig in 40 act.) RANK 26 NODE 26 --> 21.296431 sigma out 1 act.( 21.011478 sig in 40 act.) RANK 27 NODE 40 --> 18.625723 sigma out 1 act.( 19.645313 sig in 40 act.) RANK 28 NODE 31 --> 12.716950 sigma out 1 act.( 13.570392 sig in 40 act.) RANK 29 NODE 11 --> 11.446776 sigma out 1 act.( 13.814629 sig in 40 act.) RANK 30 NODE 4 --> 10.517192 sigma out 1 act.( 11.530599 sig in 40 act.) RANK 31 NODE 18 --> 9.5704975 sigma out 1 act.( 10.428514 sig in 40 act.) RANK 32 NODE 33 --> 9.3715448 sigma out 1 act.( 10.716577 sig in 40 act.) RANK 33 NODE 22 --> 9.2809467 sigma out 1 act.( 11.820757 sig in 40 act.) RANK 34 NODE 8 --> 8.9445152 sigma out 1 act.( 11.292751 sig in 40 act.) RANK 35 NODE 2 --> 8.4869385 sigma out 1 act.( 11.016379 sig in 40 act.) RANK 36 NODE 1 --> 3.4378390 sigma out 1 act.( 7.5316610 sig in 40 act.) RANK 37 NODE 3 --> 3.2370543 sigma out 1 act.( 6.6996813 sig in 40 act.) RANK 38 NODE 35 --> 1.3237164 sigma out 1 act.( 6.1346231 sig in 40 act.) RANK 39 NODE 29 --> 0.99068195 sigma out 1 act.( 6.3326015 sig in 40 act.) RANK 40 NODE 12 --> 0.76167804 sigma out 1 act.( 5.4598341 sig in 40 act.) RANK 1 NODE 1 --> 401.36078 sigma in 40 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.33993655 *** contribution from regularisation: 9.83850914E-04 *** contribution from error: -0.34092042 *** contribution from DIAG: 4.28309460E-04 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.36369732 *** contribution from regularisation: 2.54270481E-03 *** contribution from error: -0.36624002 *** contribution from DIAG: 1.08877648E-04 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.36720288 *** contribution from regularisation: 1.96006242E-03 *** contribution from error: -0.36916295 *** contribution from DIAG: 1.88652266E-04 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.35239601 *** contribution from regularisation: 2.15162360E-03 *** contribution from error: -0.35454765 *** contribution from DIAG: 7.07166793E-04 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.36844641 *** contribution from regularisation: 2.18070485E-03 *** contribution from error: -0.37062711 *** contribution from DIAG: 1.04816274E-04 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.37027344 *** contribution from regularisation: 2.22193589E-03 *** contribution from error: -0.37249538 *** contribution from DIAG: 1.35388575E-04 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.37100577 *** contribution from regularisation: 2.27726391E-03 *** contribution from error: -0.37328303 *** contribution from DIAG: 1.61135831E-04 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.37166208 *** contribution from regularisation: 2.30822992E-03 *** contribution from error: -0.37397030 *** contribution from DIAG: 1.65582635E-04 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.37229690 *** contribution from regularisation: 2.32825661E-03 *** contribution from error: -0.37462515 *** contribution from DIAG: 1.64921163E-04 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 5 --> 204.60878 sigma out 40 active outputs RANK 2 NODE 1 --> 159.94936 sigma out 40 active outputs RANK 3 NODE 3 --> 155.99007 sigma out 40 active outputs RANK 4 NODE 6 --> 151.04036 sigma out 40 active outputs RANK 5 NODE 2 --> 143.68135 sigma out 40 active outputs RANK 6 NODE 4 --> 134.05826 sigma out 40 active outputs RANK 7 NODE 7 --> 112.86206 sigma out 40 active outputs RANK 8 NODE 8 --> 101.57818 sigma out 40 active outputs RANK 9 NODE 10 --> 95.382164 sigma out 40 active outputs RANK 10 NODE 16 --> 88.390381 sigma out 40 active outputs RANK 11 NODE 20 --> 83.662437 sigma out 40 active outputs RANK 12 NODE 21 --> 80.481911 sigma out 40 active outputs RANK 13 NODE 11 --> 78.741409 sigma out 40 active outputs RANK 14 NODE 22 --> 76.650993 sigma out 40 active outputs RANK 15 NODE 17 --> 70.168915 sigma out 40 active outputs RANK 16 NODE 19 --> 69.459961 sigma out 40 active outputs RANK 17 NODE 9 --> 67.143219 sigma out 40 active outputs RANK 18 NODE 12 --> 64.029160 sigma out 40 active outputs RANK 19 NODE 27 --> 60.266720 sigma out 40 active outputs RANK 20 NODE 18 --> 56.119381 sigma out 40 active outputs RANK 21 NODE 30 --> 55.735756 sigma out 40 active outputs RANK 22 NODE 23 --> 54.005867 sigma out 40 active outputs RANK 23 NODE 29 --> 51.919918 sigma out 40 active outputs RANK 24 NODE 24 --> 51.887367 sigma out 40 active outputs RANK 25 NODE 25 --> 43.895767 sigma out 40 active outputs RANK 26 NODE 28 --> 43.610847 sigma out 40 active outputs RANK 27 NODE 31 --> 43.571644 sigma out 40 active outputs RANK 28 NODE 13 --> 40.958809 sigma out 40 active outputs RANK 29 NODE 35 --> 35.006050 sigma out 40 active outputs RANK 30 NODE 40 --> 32.916882 sigma out 40 active outputs RANK 31 NODE 26 --> 32.102299 sigma out 40 active outputs RANK 32 NODE 32 --> 30.364323 sigma out 40 active outputs RANK 33 NODE 36 --> 30.176620 sigma out 40 active outputs RANK 34 NODE 34 --> 28.260435 sigma out 40 active outputs RANK 35 NODE 15 --> 27.788660 sigma out 40 active outputs RANK 36 NODE 33 --> 24.319664 sigma out 40 active outputs RANK 37 NODE 37 --> 24.247526 sigma out 40 active outputs RANK 38 NODE 14 --> 13.560541 sigma out 40 active outputs RANK 39 NODE 38 --> 12.316546 sigma out 40 active outputs RANK 40 NODE 39 --> 10.054701 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 199.73866 sigma in 40 act. ( 168.71979 sig out 1 act.) RANK 2 NODE 13 --> 186.00914 sigma in 40 act. ( 158.30139 sig out 1 act.) RANK 3 NODE 23 --> 155.16243 sigma in 40 act. ( 125.94997 sig out 1 act.) RANK 4 NODE 28 --> 148.14030 sigma in 40 act. ( 124.58176 sig out 1 act.) RANK 5 NODE 27 --> 145.36246 sigma in 40 act. ( 122.60419 sig out 1 act.) RANK 6 NODE 37 --> 129.62257 sigma in 40 act. ( 129.82986 sig out 1 act.) RANK 7 NODE 15 --> 122.60211 sigma in 40 act. ( 99.534393 sig out 1 act.) RANK 8 NODE 20 --> 116.21238 sigma in 40 act. ( 98.985214 sig out 1 act.) RANK 9 NODE 19 --> 90.072601 sigma in 40 act. ( 87.251945 sig out 1 act.) RANK 10 NODE 39 --> 90.051437 sigma in 40 act. ( 87.933823 sig out 1 act.) RANK 11 NODE 36 --> 89.896057 sigma in 40 act. ( 83.533920 sig out 1 act.) RANK 12 NODE 25 --> 89.525299 sigma in 40 act. ( 84.737984 sig out 1 act.) RANK 13 NODE 16 --> 88.243301 sigma in 40 act. ( 81.642258 sig out 1 act.) RANK 14 NODE 24 --> 83.966965 sigma in 40 act. ( 82.637718 sig out 1 act.) RANK 15 NODE 30 --> 75.165054 sigma in 40 act. ( 72.043945 sig out 1 act.) RANK 16 NODE 38 --> 72.701332 sigma in 40 act. ( 71.382813 sig out 1 act.) RANK 17 NODE 14 --> 71.618851 sigma in 40 act. ( 70.145515 sig out 1 act.) RANK 18 NODE 21 --> 70.743744 sigma in 40 act. ( 68.966362 sig out 1 act.) RANK 19 NODE 6 --> 49.098003 sigma in 40 act. ( 42.556221 sig out 1 act.) RANK 20 NODE 17 --> 43.534786 sigma in 40 act. ( 44.819820 sig out 1 act.) RANK 21 NODE 5 --> 39.148823 sigma in 40 act. ( 37.550400 sig out 1 act.) RANK 22 NODE 9 --> 37.059822 sigma in 40 act. ( 32.259987 sig out 1 act.) RANK 23 NODE 10 --> 36.971905 sigma in 40 act. ( 37.032337 sig out 1 act.) RANK 24 NODE 7 --> 30.980185 sigma in 40 act. ( 27.275280 sig out 1 act.) RANK 25 NODE 34 --> 29.795811 sigma in 40 act. ( 26.711233 sig out 1 act.) RANK 26 NODE 40 --> 29.156725 sigma in 40 act. ( 27.620483 sig out 1 act.) RANK 27 NODE 4 --> 25.779423 sigma in 40 act. ( 25.520552 sig out 1 act.) RANK 28 NODE 26 --> 25.408834 sigma in 40 act. ( 25.240257 sig out 1 act.) RANK 29 NODE 18 --> 23.533527 sigma in 40 act. ( 23.356901 sig out 1 act.) RANK 30 NODE 22 --> 20.667864 sigma in 40 act. ( 17.236422 sig out 1 act.) RANK 31 NODE 8 --> 20.340567 sigma in 40 act. ( 17.215294 sig out 1 act.) RANK 32 NODE 2 --> 18.516613 sigma in 40 act. ( 14.798374 sig out 1 act.) RANK 33 NODE 33 --> 17.701618 sigma in 40 act. ( 15.877144 sig out 1 act.) RANK 34 NODE 1 --> 17.463930 sigma in 40 act. ( 15.268955 sig out 1 act.) RANK 35 NODE 11 --> 16.031704 sigma in 40 act. ( 11.920075 sig out 1 act.) RANK 36 NODE 3 --> 14.033541 sigma in 40 act. ( 10.476219 sig out 1 act.) RANK 37 NODE 31 --> 13.526053 sigma in 40 act. ( 10.214782 sig out 1 act.) RANK 38 NODE 35 --> 9.6174917 sigma in 40 act. ( 1.6384218 sig out 1 act.) RANK 39 NODE 29 --> 9.5480547 sigma in 40 act. ( 0.29341534 sig out 1 act.) RANK 40 NODE 12 --> 8.3281889 sigma in 40 act. ( 0.25114146 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 168.71979 sigma out 1 act.( 199.73866 sig in 40 act.) RANK 2 NODE 13 --> 158.30139 sigma out 1 act.( 186.00914 sig in 40 act.) RANK 3 NODE 37 --> 129.82986 sigma out 1 act.( 129.62257 sig in 40 act.) RANK 4 NODE 23 --> 125.94997 sigma out 1 act.( 155.16243 sig in 40 act.) RANK 5 NODE 28 --> 124.58176 sigma out 1 act.( 148.14030 sig in 40 act.) RANK 6 NODE 27 --> 122.60419 sigma out 1 act.( 145.36246 sig in 40 act.) RANK 7 NODE 15 --> 99.534393 sigma out 1 act.( 122.60211 sig in 40 act.) RANK 8 NODE 20 --> 98.985214 sigma out 1 act.( 116.21238 sig in 40 act.) RANK 9 NODE 39 --> 87.933823 sigma out 1 act.( 90.051437 sig in 40 act.) RANK 10 NODE 19 --> 87.251945 sigma out 1 act.( 90.072601 sig in 40 act.) RANK 11 NODE 25 --> 84.737984 sigma out 1 act.( 89.525299 sig in 40 act.) RANK 12 NODE 36 --> 83.533920 sigma out 1 act.( 89.896057 sig in 40 act.) RANK 13 NODE 24 --> 82.637718 sigma out 1 act.( 83.966965 sig in 40 act.) RANK 14 NODE 16 --> 81.642258 sigma out 1 act.( 88.243301 sig in 40 act.) RANK 15 NODE 30 --> 72.043945 sigma out 1 act.( 75.165054 sig in 40 act.) RANK 16 NODE 38 --> 71.382813 sigma out 1 act.( 72.701332 sig in 40 act.) RANK 17 NODE 14 --> 70.145515 sigma out 1 act.( 71.618851 sig in 40 act.) RANK 18 NODE 21 --> 68.966362 sigma out 1 act.( 70.743744 sig in 40 act.) RANK 19 NODE 17 --> 44.819820 sigma out 1 act.( 43.534786 sig in 40 act.) RANK 20 NODE 6 --> 42.556221 sigma out 1 act.( 49.098003 sig in 40 act.) RANK 21 NODE 5 --> 37.550400 sigma out 1 act.( 39.148823 sig in 40 act.) RANK 22 NODE 10 --> 37.032337 sigma out 1 act.( 36.971905 sig in 40 act.) RANK 23 NODE 9 --> 32.259987 sigma out 1 act.( 37.059822 sig in 40 act.) RANK 24 NODE 40 --> 27.620483 sigma out 1 act.( 29.156725 sig in 40 act.) RANK 25 NODE 7 --> 27.275280 sigma out 1 act.( 30.980185 sig in 40 act.) RANK 26 NODE 34 --> 26.711233 sigma out 1 act.( 29.795811 sig in 40 act.) RANK 27 NODE 4 --> 25.520552 sigma out 1 act.( 25.779423 sig in 40 act.) RANK 28 NODE 26 --> 25.240257 sigma out 1 act.( 25.408834 sig in 40 act.) RANK 29 NODE 18 --> 23.356901 sigma out 1 act.( 23.533527 sig in 40 act.) RANK 30 NODE 22 --> 17.236422 sigma out 1 act.( 20.667864 sig in 40 act.) RANK 31 NODE 8 --> 17.215294 sigma out 1 act.( 20.340567 sig in 40 act.) RANK 32 NODE 33 --> 15.877144 sigma out 1 act.( 17.701618 sig in 40 act.) RANK 33 NODE 1 --> 15.268955 sigma out 1 act.( 17.463930 sig in 40 act.) RANK 34 NODE 2 --> 14.798374 sigma out 1 act.( 18.516613 sig in 40 act.) RANK 35 NODE 11 --> 11.920075 sigma out 1 act.( 16.031704 sig in 40 act.) RANK 36 NODE 3 --> 10.476219 sigma out 1 act.( 14.033541 sig in 40 act.) RANK 37 NODE 31 --> 10.214782 sigma out 1 act.( 13.526053 sig in 40 act.) RANK 38 NODE 35 --> 1.6384218 sigma out 1 act.( 9.6174917 sig in 40 act.) RANK 39 NODE 29 --> 0.29341534 sigma out 1 act.( 9.5480547 sig in 40 act.) RANK 40 NODE 12 --> 0.25114146 sigma out 1 act.( 8.3281889 sig in 40 act.) RANK 1 NODE 1 --> 461.31995 sigma in 40 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.37382248 *** contribution from regularisation: 2.36339355E-03 *** contribution from error: -0.37618586 *** contribution from DIAG: 1.65322839E-04 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.37468144 *** contribution from regularisation: 2.43309862E-03 *** contribution from error: -0.37711453 *** contribution from DIAG: 1.63594203E-04 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.37743086 *** contribution from regularisation: 2.46445113E-03 *** contribution from error: -0.37989530 *** contribution from DIAG: 1.68988394E-04 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.37852609 *** contribution from regularisation: 2.45646411E-03 *** contribution from error: -0.38098255 *** contribution from DIAG: 1.71373540E-04 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.37933788 *** contribution from regularisation: 2.46937713E-03 *** contribution from error: -0.38180727 *** contribution from DIAG: 1.74241286E-04 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.38016677 *** contribution from regularisation: 2.48566922E-03 *** contribution from error: -0.38265243 *** contribution from DIAG: 1.76797883E-04 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.38090596 *** contribution from regularisation: 2.50794250E-03 *** contribution from error: -0.38341391 *** contribution from DIAG: 1.78332717E-04 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.38199371 *** contribution from regularisation: 2.52782763E-03 *** contribution from error: -0.38452154 *** contribution from DIAG: 1.79343988E-04 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.38278458 *** contribution from regularisation: 2.56346166E-03 *** contribution from error: -0.38534802 *** contribution from DIAG: 1.78845759E-04 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.38382745 *** contribution from regularisation: 2.61561410E-03 *** contribution from error: -0.38644305 *** contribution from DIAG: 1.73626919E-04 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 283.60440 sigma out 40 active outputs RANK 2 NODE 3 --> 230.15005 sigma out 40 active outputs RANK 3 NODE 5 --> 221.68913 sigma out 40 active outputs RANK 4 NODE 4 --> 205.60445 sigma out 40 active outputs RANK 5 NODE 6 --> 203.09402 sigma out 40 active outputs RANK 6 NODE 1 --> 158.29552 sigma out 40 active outputs RANK 7 NODE 7 --> 149.63634 sigma out 40 active outputs RANK 8 NODE 8 --> 145.12395 sigma out 40 active outputs RANK 9 NODE 10 --> 118.68948 sigma out 40 active outputs RANK 10 NODE 9 --> 87.877518 sigma out 40 active outputs RANK 11 NODE 16 --> 87.701881 sigma out 40 active outputs RANK 12 NODE 11 --> 86.901932 sigma out 40 active outputs RANK 13 NODE 20 --> 84.089302 sigma out 40 active outputs RANK 14 NODE 21 --> 82.336258 sigma out 40 active outputs RANK 15 NODE 19 --> 78.145210 sigma out 40 active outputs RANK 16 NODE 40 --> 77.842186 sigma out 40 active outputs RANK 17 NODE 12 --> 74.068390 sigma out 40 active outputs RANK 18 NODE 17 --> 72.594604 sigma out 40 active outputs RANK 19 NODE 22 --> 69.452202 sigma out 40 active outputs RANK 20 NODE 27 --> 67.760132 sigma out 40 active outputs RANK 21 NODE 24 --> 63.556549 sigma out 40 active outputs RANK 22 NODE 23 --> 58.246300 sigma out 40 active outputs RANK 23 NODE 18 --> 56.758034 sigma out 40 active outputs RANK 24 NODE 30 --> 54.719917 sigma out 40 active outputs RANK 25 NODE 25 --> 51.241825 sigma out 40 active outputs RANK 26 NODE 28 --> 45.142731 sigma out 40 active outputs RANK 27 NODE 29 --> 44.753464 sigma out 40 active outputs RANK 28 NODE 13 --> 44.711594 sigma out 40 active outputs RANK 29 NODE 31 --> 43.399990 sigma out 40 active outputs RANK 30 NODE 36 --> 42.300045 sigma out 40 active outputs RANK 31 NODE 35 --> 41.892876 sigma out 40 active outputs RANK 32 NODE 26 --> 37.579418 sigma out 40 active outputs RANK 33 NODE 32 --> 34.270626 sigma out 40 active outputs RANK 34 NODE 34 --> 32.253010 sigma out 40 active outputs RANK 35 NODE 15 --> 28.087463 sigma out 40 active outputs RANK 36 NODE 33 --> 27.726210 sigma out 40 active outputs RANK 37 NODE 37 --> 24.746216 sigma out 40 active outputs RANK 38 NODE 14 --> 16.351194 sigma out 40 active outputs RANK 39 NODE 38 --> 14.009212 sigma out 40 active outputs RANK 40 NODE 39 --> 12.933382 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 235.28326 sigma in 40 act. ( 234.99052 sig out 1 act.) RANK 2 NODE 28 --> 230.39165 sigma in 40 act. ( 205.63170 sig out 1 act.) RANK 3 NODE 13 --> 229.86407 sigma in 40 act. ( 203.42291 sig out 1 act.) RANK 4 NODE 23 --> 207.99666 sigma in 40 act. ( 211.77335 sig out 1 act.) RANK 5 NODE 27 --> 197.41495 sigma in 40 act. ( 180.55399 sig out 1 act.) RANK 6 NODE 37 --> 177.17628 sigma in 40 act. ( 186.40799 sig out 1 act.) RANK 7 NODE 20 --> 159.82411 sigma in 40 act. ( 153.88727 sig out 1 act.) RANK 8 NODE 39 --> 130.68767 sigma in 40 act. ( 130.16328 sig out 1 act.) RANK 9 NODE 36 --> 128.59663 sigma in 40 act. ( 118.62055 sig out 1 act.) RANK 10 NODE 15 --> 116.37054 sigma in 40 act. ( 92.066002 sig out 1 act.) RANK 11 NODE 38 --> 112.23724 sigma in 40 act. ( 111.96790 sig out 1 act.) RANK 12 NODE 24 --> 103.82852 sigma in 40 act. ( 105.04025 sig out 1 act.) RANK 13 NODE 14 --> 100.49484 sigma in 40 act. ( 100.63316 sig out 1 act.) RANK 14 NODE 25 --> 98.228722 sigma in 40 act. ( 94.420403 sig out 1 act.) RANK 15 NODE 16 --> 94.072365 sigma in 40 act. ( 90.387512 sig out 1 act.) RANK 16 NODE 21 --> 90.279602 sigma in 40 act. ( 86.618057 sig out 1 act.) RANK 17 NODE 19 --> 90.143494 sigma in 40 act. ( 91.728760 sig out 1 act.) RANK 18 NODE 30 --> 83.470398 sigma in 40 act. ( 82.046249 sig out 1 act.) RANK 19 NODE 17 --> 69.312263 sigma in 40 act. ( 77.684540 sig out 1 act.) RANK 20 NODE 40 --> 53.389633 sigma in 40 act. ( 53.644615 sig out 1 act.) RANK 21 NODE 4 --> 53.327217 sigma in 40 act. ( 56.499504 sig out 1 act.) RANK 22 NODE 3 --> 45.071972 sigma in 40 act. ( 44.909527 sig out 1 act.) RANK 23 NODE 26 --> 38.938766 sigma in 40 act. ( 41.696213 sig out 1 act.) RANK 24 NODE 8 --> 38.391621 sigma in 40 act. ( 37.870678 sig out 1 act.) RANK 25 NODE 6 --> 37.851837 sigma in 40 act. ( 31.844700 sig out 1 act.) RANK 26 NODE 22 --> 37.233002 sigma in 40 act. ( 34.845119 sig out 1 act.) RANK 27 NODE 1 --> 37.185268 sigma in 40 act. ( 39.561474 sig out 1 act.) RANK 28 NODE 2 --> 35.639805 sigma in 40 act. ( 33.733677 sig out 1 act.) RANK 29 NODE 10 --> 35.614456 sigma in 40 act. ( 35.799786 sig out 1 act.) RANK 30 NODE 9 --> 34.584858 sigma in 40 act. ( 30.460287 sig out 1 act.) RANK 31 NODE 5 --> 33.110687 sigma in 40 act. ( 31.373997 sig out 1 act.) RANK 32 NODE 18 --> 32.931854 sigma in 40 act. ( 34.057053 sig out 1 act.) RANK 33 NODE 33 --> 32.352562 sigma in 40 act. ( 32.963524 sig out 1 act.) RANK 34 NODE 7 --> 30.603226 sigma in 40 act. ( 26.609612 sig out 1 act.) RANK 35 NODE 34 --> 23.810595 sigma in 40 act. ( 20.780046 sig out 1 act.) RANK 36 NODE 35 --> 18.441177 sigma in 40 act. ( 15.818221 sig out 1 act.) RANK 37 NODE 12 --> 16.257349 sigma in 40 act. ( 14.752003 sig out 1 act.) RANK 38 NODE 31 --> 12.517088 sigma in 40 act. ( 8.5848951 sig out 1 act.) RANK 39 NODE 11 --> 10.819283 sigma in 40 act. ( 4.6573958 sig out 1 act.) RANK 40 NODE 29 --> 9.8379021 sigma in 40 act. ( 0.20240557 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 234.99052 sigma out 1 act.( 235.28326 sig in 40 act.) RANK 2 NODE 23 --> 211.77335 sigma out 1 act.( 207.99666 sig in 40 act.) RANK 3 NODE 28 --> 205.63170 sigma out 1 act.( 230.39165 sig in 40 act.) RANK 4 NODE 13 --> 203.42291 sigma out 1 act.( 229.86407 sig in 40 act.) RANK 5 NODE 37 --> 186.40799 sigma out 1 act.( 177.17628 sig in 40 act.) RANK 6 NODE 27 --> 180.55399 sigma out 1 act.( 197.41495 sig in 40 act.) RANK 7 NODE 20 --> 153.88727 sigma out 1 act.( 159.82411 sig in 40 act.) RANK 8 NODE 39 --> 130.16328 sigma out 1 act.( 130.68767 sig in 40 act.) RANK 9 NODE 36 --> 118.62055 sigma out 1 act.( 128.59663 sig in 40 act.) RANK 10 NODE 38 --> 111.96790 sigma out 1 act.( 112.23724 sig in 40 act.) RANK 11 NODE 24 --> 105.04025 sigma out 1 act.( 103.82852 sig in 40 act.) RANK 12 NODE 14 --> 100.63316 sigma out 1 act.( 100.49484 sig in 40 act.) RANK 13 NODE 25 --> 94.420403 sigma out 1 act.( 98.228722 sig in 40 act.) RANK 14 NODE 15 --> 92.066002 sigma out 1 act.( 116.37054 sig in 40 act.) RANK 15 NODE 19 --> 91.728760 sigma out 1 act.( 90.143494 sig in 40 act.) RANK 16 NODE 16 --> 90.387512 sigma out 1 act.( 94.072365 sig in 40 act.) RANK 17 NODE 21 --> 86.618057 sigma out 1 act.( 90.279602 sig in 40 act.) RANK 18 NODE 30 --> 82.046249 sigma out 1 act.( 83.470398 sig in 40 act.) RANK 19 NODE 17 --> 77.684540 sigma out 1 act.( 69.312263 sig in 40 act.) RANK 20 NODE 4 --> 56.499504 sigma out 1 act.( 53.327217 sig in 40 act.) RANK 21 NODE 40 --> 53.644615 sigma out 1 act.( 53.389633 sig in 40 act.) RANK 22 NODE 3 --> 44.909527 sigma out 1 act.( 45.071972 sig in 40 act.) RANK 23 NODE 26 --> 41.696213 sigma out 1 act.( 38.938766 sig in 40 act.) RANK 24 NODE 1 --> 39.561474 sigma out 1 act.( 37.185268 sig in 40 act.) RANK 25 NODE 8 --> 37.870678 sigma out 1 act.( 38.391621 sig in 40 act.) RANK 26 NODE 10 --> 35.799786 sigma out 1 act.( 35.614456 sig in 40 act.) RANK 27 NODE 22 --> 34.845119 sigma out 1 act.( 37.233002 sig in 40 act.) RANK 28 NODE 18 --> 34.057053 sigma out 1 act.( 32.931854 sig in 40 act.) RANK 29 NODE 2 --> 33.733677 sigma out 1 act.( 35.639805 sig in 40 act.) RANK 30 NODE 33 --> 32.963524 sigma out 1 act.( 32.352562 sig in 40 act.) RANK 31 NODE 6 --> 31.844700 sigma out 1 act.( 37.851837 sig in 40 act.) RANK 32 NODE 5 --> 31.373997 sigma out 1 act.( 33.110687 sig in 40 act.) RANK 33 NODE 9 --> 30.460287 sigma out 1 act.( 34.584858 sig in 40 act.) RANK 34 NODE 7 --> 26.609612 sigma out 1 act.( 30.603226 sig in 40 act.) RANK 35 NODE 34 --> 20.780046 sigma out 1 act.( 23.810595 sig in 40 act.) RANK 36 NODE 35 --> 15.818221 sigma out 1 act.( 18.441177 sig in 40 act.) RANK 37 NODE 12 --> 14.752003 sigma out 1 act.( 16.257349 sig in 40 act.) RANK 38 NODE 31 --> 8.5848951 sigma out 1 act.( 12.517088 sig in 40 act.) RANK 39 NODE 11 --> 4.6573958 sigma out 1 act.( 10.819283 sig in 40 act.) RANK 40 NODE 29 --> 0.20240557 sigma out 1 act.( 9.8379021 sig in 40 act.) RANK 1 NODE 1 --> 645.79584 sigma in 40 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.38397092 *** contribution from regularisation: 2.64944276E-03 *** contribution from error: -0.38662037 *** contribution from DIAG: 1.70291765E-04 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.38472152 *** contribution from regularisation: 2.62721581E-03 *** contribution from error: -0.38734874 *** contribution from DIAG: 1.70102881E-04 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.38485160 *** contribution from regularisation: 2.62952247E-03 *** contribution from error: -0.38748112 *** contribution from DIAG: 1.70487794E-04 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.38539428 *** contribution from regularisation: 2.64160754E-03 *** contribution from error: -0.38803589 *** contribution from DIAG: 1.70828935E-04 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.38585672 *** contribution from regularisation: 2.65309797E-03 *** contribution from error: -0.38850981 *** contribution from DIAG: 1.71927037E-04 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.38644230 *** contribution from regularisation: 2.67121755E-03 *** contribution from error: -0.38911352 *** contribution from DIAG: 1.79116934E-04 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.38688862 *** contribution from regularisation: 2.65511242E-03 *** contribution from error: -0.38954374 *** contribution from DIAG: 1.77180074E-04 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.38706908 *** contribution from regularisation: 2.64967838E-03 *** contribution from error: -0.38971874 *** contribution from DIAG: 1.76645364E-04 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.38750646 *** contribution from regularisation: 2.65200017E-03 *** contribution from error: -0.39015844 *** contribution from DIAG: 1.77549460E-04 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.38733825 *** contribution from regularisation: 2.66188965E-03 *** contribution from error: -0.39000013 *** contribution from DIAG: 1.79193856E-04 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 304.06226 sigma out 40 active outputs RANK 2 NODE 3 --> 249.65085 sigma out 40 active outputs RANK 3 NODE 5 --> 227.04443 sigma out 40 active outputs RANK 4 NODE 6 --> 225.89371 sigma out 40 active outputs RANK 5 NODE 4 --> 222.53546 sigma out 40 active outputs RANK 6 NODE 1 --> 169.11151 sigma out 40 active outputs RANK 7 NODE 7 --> 161.04008 sigma out 40 active outputs RANK 8 NODE 8 --> 160.55800 sigma out 40 active outputs RANK 9 NODE 10 --> 123.75722 sigma out 40 active outputs RANK 10 NODE 9 --> 95.173164 sigma out 40 active outputs RANK 11 NODE 11 --> 91.080727 sigma out 40 active outputs RANK 12 NODE 16 --> 87.133461 sigma out 40 active outputs RANK 13 NODE 40 --> 81.474899 sigma out 40 active outputs RANK 14 NODE 20 --> 80.601639 sigma out 40 active outputs RANK 15 NODE 19 --> 78.494057 sigma out 40 active outputs RANK 16 NODE 12 --> 77.844101 sigma out 40 active outputs RANK 17 NODE 21 --> 77.796738 sigma out 40 active outputs RANK 18 NODE 17 --> 77.352257 sigma out 40 active outputs RANK 19 NODE 24 --> 69.519615 sigma out 40 active outputs RANK 20 NODE 22 --> 67.879211 sigma out 40 active outputs RANK 21 NODE 27 --> 66.771103 sigma out 40 active outputs RANK 22 NODE 30 --> 59.721012 sigma out 40 active outputs RANK 23 NODE 23 --> 56.969997 sigma out 40 active outputs RANK 24 NODE 18 --> 56.147144 sigma out 40 active outputs RANK 25 NODE 25 --> 50.416237 sigma out 40 active outputs RANK 26 NODE 29 --> 47.853844 sigma out 40 active outputs RANK 27 NODE 31 --> 47.015522 sigma out 40 active outputs RANK 28 NODE 28 --> 44.859795 sigma out 40 active outputs RANK 29 NODE 13 --> 40.824795 sigma out 40 active outputs RANK 30 NODE 26 --> 39.076611 sigma out 40 active outputs RANK 31 NODE 35 --> 36.449615 sigma out 40 active outputs RANK 32 NODE 32 --> 33.747692 sigma out 40 active outputs RANK 33 NODE 36 --> 31.193743 sigma out 40 active outputs RANK 34 NODE 34 --> 30.495251 sigma out 40 active outputs RANK 35 NODE 15 --> 28.240095 sigma out 40 active outputs RANK 36 NODE 33 --> 27.021757 sigma out 40 active outputs RANK 37 NODE 37 --> 23.437628 sigma out 40 active outputs RANK 38 NODE 14 --> 16.971735 sigma out 40 active outputs RANK 39 NODE 38 --> 13.955825 sigma out 40 active outputs RANK 40 NODE 39 --> 13.227437 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 28 --> 238.57759 sigma in 40 act. ( 208.95831 sig out 1 act.) RANK 2 NODE 32 --> 237.46689 sigma in 40 act. ( 243.70377 sig out 1 act.) RANK 3 NODE 13 --> 236.28845 sigma in 40 act. ( 208.48564 sig out 1 act.) RANK 4 NODE 23 --> 232.58537 sigma in 40 act. ( 238.67952 sig out 1 act.) RANK 5 NODE 37 --> 215.63403 sigma in 40 act. ( 221.10989 sig out 1 act.) RANK 6 NODE 27 --> 209.89499 sigma in 40 act. ( 197.38487 sig out 1 act.) RANK 7 NODE 20 --> 167.56799 sigma in 40 act. ( 166.37082 sig out 1 act.) RANK 8 NODE 39 --> 143.48656 sigma in 40 act. ( 142.35405 sig out 1 act.) RANK 9 NODE 36 --> 130.36986 sigma in 40 act. ( 119.18100 sig out 1 act.) RANK 10 NODE 15 --> 122.64371 sigma in 40 act. ( 96.804962 sig out 1 act.) RANK 11 NODE 38 --> 120.63069 sigma in 40 act. ( 121.90633 sig out 1 act.) RANK 12 NODE 24 --> 111.28210 sigma in 40 act. ( 115.83311 sig out 1 act.) RANK 13 NODE 14 --> 106.90704 sigma in 40 act. ( 106.17550 sig out 1 act.) RANK 14 NODE 21 --> 98.600731 sigma in 40 act. ( 94.427513 sig out 1 act.) RANK 15 NODE 25 --> 94.602242 sigma in 40 act. ( 92.726135 sig out 1 act.) RANK 16 NODE 30 --> 91.861244 sigma in 40 act. ( 91.353104 sig out 1 act.) RANK 17 NODE 16 --> 91.773788 sigma in 40 act. ( 89.364372 sig out 1 act.) RANK 18 NODE 19 --> 89.850777 sigma in 40 act. ( 91.264214 sig out 1 act.) RANK 19 NODE 17 --> 69.809326 sigma in 40 act. ( 81.931198 sig out 1 act.) RANK 20 NODE 4 --> 61.210346 sigma in 40 act. ( 65.008331 sig out 1 act.) RANK 21 NODE 40 --> 57.352352 sigma in 40 act. ( 58.124790 sig out 1 act.) RANK 22 NODE 3 --> 45.805466 sigma in 40 act. ( 45.738403 sig out 1 act.) RANK 23 NODE 26 --> 44.141903 sigma in 40 act. ( 48.844627 sig out 1 act.) RANK 24 NODE 2 --> 44.059246 sigma in 40 act. ( 42.771599 sig out 1 act.) RANK 25 NODE 1 --> 42.801186 sigma in 40 act. ( 46.469059 sig out 1 act.) RANK 26 NODE 8 --> 41.160076 sigma in 40 act. ( 41.242714 sig out 1 act.) RANK 27 NODE 18 --> 37.719677 sigma in 40 act. ( 39.557545 sig out 1 act.) RANK 28 NODE 6 --> 34.566185 sigma in 40 act. ( 28.793669 sig out 1 act.) RANK 29 NODE 10 --> 33.575241 sigma in 40 act. ( 33.740719 sig out 1 act.) RANK 30 NODE 9 --> 33.520592 sigma in 40 act. ( 29.917427 sig out 1 act.) RANK 31 NODE 22 --> 33.140881 sigma in 40 act. ( 30.909269 sig out 1 act.) RANK 32 NODE 33 --> 31.253475 sigma in 40 act. ( 32.243752 sig out 1 act.) RANK 33 NODE 7 --> 30.598982 sigma in 40 act. ( 26.674870 sig out 1 act.) RANK 34 NODE 5 --> 29.762304 sigma in 40 act. ( 28.252901 sig out 1 act.) RANK 35 NODE 35 --> 20.273794 sigma in 40 act. ( 18.076576 sig out 1 act.) RANK 36 NODE 34 --> 19.928989 sigma in 40 act. ( 16.818266 sig out 1 act.) RANK 37 NODE 31 --> 15.173302 sigma in 40 act. ( 12.884124 sig out 1 act.) RANK 38 NODE 12 --> 13.352454 sigma in 40 act. ( 11.114367 sig out 1 act.) RANK 39 NODE 11 --> 9.6773424 sigma in 40 act. ( 2.2710018 sig out 1 act.) RANK 40 NODE 29 --> 9.6754265 sigma in 40 act. ( 0.32641783 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 243.70377 sigma out 1 act.( 237.46689 sig in 40 act.) RANK 2 NODE 23 --> 238.67952 sigma out 1 act.( 232.58537 sig in 40 act.) RANK 3 NODE 37 --> 221.10989 sigma out 1 act.( 215.63403 sig in 40 act.) RANK 4 NODE 28 --> 208.95831 sigma out 1 act.( 238.57759 sig in 40 act.) RANK 5 NODE 13 --> 208.48564 sigma out 1 act.( 236.28845 sig in 40 act.) RANK 6 NODE 27 --> 197.38487 sigma out 1 act.( 209.89499 sig in 40 act.) RANK 7 NODE 20 --> 166.37082 sigma out 1 act.( 167.56799 sig in 40 act.) RANK 8 NODE 39 --> 142.35405 sigma out 1 act.( 143.48656 sig in 40 act.) RANK 9 NODE 38 --> 121.90633 sigma out 1 act.( 120.63069 sig in 40 act.) RANK 10 NODE 36 --> 119.18100 sigma out 1 act.( 130.36986 sig in 40 act.) RANK 11 NODE 24 --> 115.83311 sigma out 1 act.( 111.28210 sig in 40 act.) RANK 12 NODE 14 --> 106.17550 sigma out 1 act.( 106.90704 sig in 40 act.) RANK 13 NODE 15 --> 96.804962 sigma out 1 act.( 122.64371 sig in 40 act.) RANK 14 NODE 21 --> 94.427513 sigma out 1 act.( 98.600731 sig in 40 act.) RANK 15 NODE 25 --> 92.726135 sigma out 1 act.( 94.602242 sig in 40 act.) RANK 16 NODE 30 --> 91.353104 sigma out 1 act.( 91.861244 sig in 40 act.) RANK 17 NODE 19 --> 91.264214 sigma out 1 act.( 89.850777 sig in 40 act.) RANK 18 NODE 16 --> 89.364372 sigma out 1 act.( 91.773788 sig in 40 act.) RANK 19 NODE 17 --> 81.931198 sigma out 1 act.( 69.809326 sig in 40 act.) RANK 20 NODE 4 --> 65.008331 sigma out 1 act.( 61.210346 sig in 40 act.) RANK 21 NODE 40 --> 58.124790 sigma out 1 act.( 57.352352 sig in 40 act.) RANK 22 NODE 26 --> 48.844627 sigma out 1 act.( 44.141903 sig in 40 act.) RANK 23 NODE 1 --> 46.469059 sigma out 1 act.( 42.801186 sig in 40 act.) RANK 24 NODE 3 --> 45.738403 sigma out 1 act.( 45.805466 sig in 40 act.) RANK 25 NODE 2 --> 42.771599 sigma out 1 act.( 44.059246 sig in 40 act.) RANK 26 NODE 8 --> 41.242714 sigma out 1 act.( 41.160076 sig in 40 act.) RANK 27 NODE 18 --> 39.557545 sigma out 1 act.( 37.719677 sig in 40 act.) RANK 28 NODE 10 --> 33.740719 sigma out 1 act.( 33.575241 sig in 40 act.) RANK 29 NODE 33 --> 32.243752 sigma out 1 act.( 31.253475 sig in 40 act.) RANK 30 NODE 22 --> 30.909269 sigma out 1 act.( 33.140881 sig in 40 act.) RANK 31 NODE 9 --> 29.917427 sigma out 1 act.( 33.520592 sig in 40 act.) RANK 32 NODE 6 --> 28.793669 sigma out 1 act.( 34.566185 sig in 40 act.) RANK 33 NODE 5 --> 28.252901 sigma out 1 act.( 29.762304 sig in 40 act.) RANK 34 NODE 7 --> 26.674870 sigma out 1 act.( 30.598982 sig in 40 act.) RANK 35 NODE 35 --> 18.076576 sigma out 1 act.( 20.273794 sig in 40 act.) RANK 36 NODE 34 --> 16.818266 sigma out 1 act.( 19.928989 sig in 40 act.) RANK 37 NODE 31 --> 12.884124 sigma out 1 act.( 15.173302 sig in 40 act.) RANK 38 NODE 12 --> 11.114367 sigma out 1 act.( 13.352454 sig in 40 act.) RANK 39 NODE 11 --> 2.2710018 sigma out 1 act.( 9.6773424 sig in 40 act.) RANK 40 NODE 29 --> 0.32641783 sigma out 1 act.( 9.6754265 sig in 40 act.) RANK 1 NODE 1 --> 691.30835 sigma in 40 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.38771015 *** contribution from regularisation: 2.62999418E-03 *** contribution from error: -0.39034015 *** contribution from DIAG: 1.78353817E-04 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.38793761 *** contribution from regularisation: 2.64839898E-03 *** contribution from error: -0.39058602 *** contribution from DIAG: 1.78506118E-04 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.38824683 *** contribution from regularisation: 2.65750405E-03 *** contribution from error: -0.39090434 *** contribution from DIAG: 1.77851151E-04 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.38860625 *** contribution from regularisation: 2.66498560E-03 *** contribution from error: -0.39127123 *** contribution from DIAG: 1.76343674E-04 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.38912329 *** contribution from regularisation: 2.69376044E-03 *** contribution from error: -0.39181706 *** contribution from DIAG: 1.74928355E-04 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.38941595 *** contribution from regularisation: 2.73226225E-03 *** contribution from error: -0.39214823 *** contribution from DIAG: 1.70004409E-04 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.38990191 *** contribution from regularisation: 2.66898656E-03 *** contribution from error: -0.39257088 *** contribution from DIAG: 1.71456806E-04 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.39005700 *** contribution from regularisation: 2.67145387E-03 *** contribution from error: -0.39272845 *** contribution from DIAG: 1.72612112E-04 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.39057389 *** contribution from regularisation: 2.68073333E-03 *** contribution from error: -0.39325461 *** contribution from DIAG: 1.75174617E-04 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.39117011 *** contribution from regularisation: 2.69679073E-03 *** contribution from error: -0.39386690 *** contribution from DIAG: 1.77965310E-04 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 368.89883 sigma out 40 active outputs RANK 2 NODE 3 --> 298.97766 sigma out 40 active outputs RANK 3 NODE 6 --> 272.47870 sigma out 40 active outputs RANK 4 NODE 5 --> 252.85913 sigma out 40 active outputs RANK 5 NODE 4 --> 247.06305 sigma out 40 active outputs RANK 6 NODE 1 --> 209.15176 sigma out 40 active outputs RANK 7 NODE 7 --> 208.85754 sigma out 40 active outputs RANK 8 NODE 8 --> 189.56493 sigma out 40 active outputs RANK 9 NODE 10 --> 128.36211 sigma out 40 active outputs RANK 10 NODE 9 --> 116.22285 sigma out 40 active outputs RANK 11 NODE 11 --> 107.33045 sigma out 40 active outputs RANK 12 NODE 17 --> 93.857399 sigma out 40 active outputs RANK 13 NODE 24 --> 92.400429 sigma out 40 active outputs RANK 14 NODE 12 --> 91.106888 sigma out 40 active outputs RANK 15 NODE 16 --> 88.397438 sigma out 40 active outputs RANK 16 NODE 21 --> 84.994743 sigma out 40 active outputs RANK 17 NODE 20 --> 82.445045 sigma out 40 active outputs RANK 18 NODE 40 --> 81.109840 sigma out 40 active outputs RANK 19 NODE 19 --> 80.722359 sigma out 40 active outputs RANK 20 NODE 22 --> 80.130188 sigma out 40 active outputs RANK 21 NODE 27 --> 62.631592 sigma out 40 active outputs RANK 22 NODE 18 --> 58.791348 sigma out 40 active outputs RANK 23 NODE 23 --> 56.866627 sigma out 40 active outputs RANK 24 NODE 30 --> 55.016487 sigma out 40 active outputs RANK 25 NODE 25 --> 52.280384 sigma out 40 active outputs RANK 26 NODE 31 --> 49.219257 sigma out 40 active outputs RANK 27 NODE 29 --> 45.134899 sigma out 40 active outputs RANK 28 NODE 28 --> 44.686329 sigma out 40 active outputs RANK 29 NODE 26 --> 42.886509 sigma out 40 active outputs RANK 30 NODE 13 --> 38.668232 sigma out 40 active outputs RANK 31 NODE 35 --> 34.776558 sigma out 40 active outputs RANK 32 NODE 32 --> 31.302502 sigma out 40 active outputs RANK 33 NODE 34 --> 29.000019 sigma out 40 active outputs RANK 34 NODE 15 --> 28.269711 sigma out 40 active outputs RANK 35 NODE 36 --> 26.669912 sigma out 40 active outputs RANK 36 NODE 33 --> 26.444065 sigma out 40 active outputs RANK 37 NODE 37 --> 22.006975 sigma out 40 active outputs RANK 38 NODE 14 --> 15.912155 sigma out 40 active outputs RANK 39 NODE 39 --> 13.446191 sigma out 40 active outputs RANK 40 NODE 38 --> 13.315660 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 37 --> 293.85498 sigma in 40 act. ( 289.62878 sig out 1 act.) RANK 2 NODE 28 --> 291.22641 sigma in 40 act. ( 252.44624 sig out 1 act.) RANK 3 NODE 32 --> 284.42743 sigma in 40 act. ( 283.08234 sig out 1 act.) RANK 4 NODE 23 --> 268.01733 sigma in 40 act. ( 265.67612 sig out 1 act.) RANK 5 NODE 27 --> 256.64417 sigma in 40 act. ( 239.07582 sig out 1 act.) RANK 6 NODE 13 --> 243.09610 sigma in 40 act. ( 209.28738 sig out 1 act.) RANK 7 NODE 20 --> 172.09332 sigma in 40 act. ( 170.77501 sig out 1 act.) RANK 8 NODE 39 --> 162.61440 sigma in 40 act. ( 163.66895 sig out 1 act.) RANK 9 NODE 36 --> 155.19061 sigma in 40 act. ( 131.73964 sig out 1 act.) RANK 10 NODE 15 --> 149.34201 sigma in 40 act. ( 116.69818 sig out 1 act.) RANK 11 NODE 38 --> 143.27579 sigma in 40 act. ( 140.44760 sig out 1 act.) RANK 12 NODE 24 --> 132.50815 sigma in 40 act. ( 141.96074 sig out 1 act.) RANK 13 NODE 14 --> 117.16872 sigma in 40 act. ( 115.65273 sig out 1 act.) RANK 14 NODE 21 --> 103.58755 sigma in 40 act. ( 100.34002 sig out 1 act.) RANK 15 NODE 30 --> 101.58775 sigma in 40 act. ( 103.04138 sig out 1 act.) RANK 16 NODE 19 --> 96.547707 sigma in 40 act. ( 98.645042 sig out 1 act.) RANK 17 NODE 16 --> 94.143898 sigma in 40 act. ( 93.162941 sig out 1 act.) RANK 18 NODE 25 --> 92.194244 sigma in 40 act. ( 93.124466 sig out 1 act.) RANK 19 NODE 4 --> 67.091858 sigma in 40 act. ( 69.838142 sig out 1 act.) RANK 20 NODE 17 --> 66.231926 sigma in 40 act. ( 84.212662 sig out 1 act.) RANK 21 NODE 2 --> 64.162918 sigma in 40 act. ( 64.690224 sig out 1 act.) RANK 22 NODE 40 --> 63.152645 sigma in 40 act. ( 62.446697 sig out 1 act.) RANK 23 NODE 26 --> 55.300346 sigma in 40 act. ( 62.422344 sig out 1 act.) RANK 24 NODE 8 --> 51.884178 sigma in 40 act. ( 54.145233 sig out 1 act.) RANK 25 NODE 3 --> 49.118362 sigma in 40 act. ( 49.381290 sig out 1 act.) RANK 26 NODE 18 --> 44.149242 sigma in 40 act. ( 46.947479 sig out 1 act.) RANK 27 NODE 1 --> 43.556107 sigma in 40 act. ( 48.117264 sig out 1 act.) RANK 28 NODE 10 --> 42.520348 sigma in 40 act. ( 43.882618 sig out 1 act.) RANK 29 NODE 6 --> 35.286888 sigma in 40 act. ( 29.819033 sig out 1 act.) RANK 30 NODE 9 --> 34.173828 sigma in 40 act. ( 31.210421 sig out 1 act.) RANK 31 NODE 22 --> 31.676304 sigma in 40 act. ( 30.315941 sig out 1 act.) RANK 32 NODE 7 --> 29.204720 sigma in 40 act. ( 25.261221 sig out 1 act.) RANK 33 NODE 33 --> 29.159103 sigma in 40 act. ( 29.980827 sig out 1 act.) RANK 34 NODE 5 --> 25.857309 sigma in 40 act. ( 24.570833 sig out 1 act.) RANK 35 NODE 35 --> 21.035034 sigma in 40 act. ( 19.300560 sig out 1 act.) RANK 36 NODE 31 --> 19.093954 sigma in 40 act. ( 18.295319 sig out 1 act.) RANK 37 NODE 34 --> 17.999367 sigma in 40 act. ( 15.044321 sig out 1 act.) RANK 38 NODE 11 --> 13.232336 sigma in 40 act. ( 9.0581884 sig out 1 act.) RANK 39 NODE 29 --> 11.765478 sigma in 40 act. ( 6.9227548 sig out 1 act.) RANK 40 NODE 12 --> 10.158380 sigma in 40 act. ( 6.5933614 sig out 1 act.) sorted by output significance RANK 1 NODE 37 --> 289.62878 sigma out 1 act.( 293.85498 sig in 40 act.) RANK 2 NODE 32 --> 283.08234 sigma out 1 act.( 284.42743 sig in 40 act.) RANK 3 NODE 23 --> 265.67612 sigma out 1 act.( 268.01733 sig in 40 act.) RANK 4 NODE 28 --> 252.44624 sigma out 1 act.( 291.22641 sig in 40 act.) RANK 5 NODE 27 --> 239.07582 sigma out 1 act.( 256.64417 sig in 40 act.) RANK 6 NODE 13 --> 209.28738 sigma out 1 act.( 243.09610 sig in 40 act.) RANK 7 NODE 20 --> 170.77501 sigma out 1 act.( 172.09332 sig in 40 act.) RANK 8 NODE 39 --> 163.66895 sigma out 1 act.( 162.61440 sig in 40 act.) RANK 9 NODE 24 --> 141.96074 sigma out 1 act.( 132.50815 sig in 40 act.) RANK 10 NODE 38 --> 140.44760 sigma out 1 act.( 143.27579 sig in 40 act.) RANK 11 NODE 36 --> 131.73964 sigma out 1 act.( 155.19061 sig in 40 act.) RANK 12 NODE 15 --> 116.69818 sigma out 1 act.( 149.34201 sig in 40 act.) RANK 13 NODE 14 --> 115.65273 sigma out 1 act.( 117.16872 sig in 40 act.) RANK 14 NODE 30 --> 103.04138 sigma out 1 act.( 101.58775 sig in 40 act.) RANK 15 NODE 21 --> 100.34002 sigma out 1 act.( 103.58755 sig in 40 act.) RANK 16 NODE 19 --> 98.645042 sigma out 1 act.( 96.547707 sig in 40 act.) RANK 17 NODE 16 --> 93.162941 sigma out 1 act.( 94.143898 sig in 40 act.) RANK 18 NODE 25 --> 93.124466 sigma out 1 act.( 92.194244 sig in 40 act.) RANK 19 NODE 17 --> 84.212662 sigma out 1 act.( 66.231926 sig in 40 act.) RANK 20 NODE 4 --> 69.838142 sigma out 1 act.( 67.091858 sig in 40 act.) RANK 21 NODE 2 --> 64.690224 sigma out 1 act.( 64.162918 sig in 40 act.) RANK 22 NODE 40 --> 62.446697 sigma out 1 act.( 63.152645 sig in 40 act.) RANK 23 NODE 26 --> 62.422344 sigma out 1 act.( 55.300346 sig in 40 act.) RANK 24 NODE 8 --> 54.145233 sigma out 1 act.( 51.884178 sig in 40 act.) RANK 25 NODE 3 --> 49.381290 sigma out 1 act.( 49.118362 sig in 40 act.) RANK 26 NODE 1 --> 48.117264 sigma out 1 act.( 43.556107 sig in 40 act.) RANK 27 NODE 18 --> 46.947479 sigma out 1 act.( 44.149242 sig in 40 act.) RANK 28 NODE 10 --> 43.882618 sigma out 1 act.( 42.520348 sig in 40 act.) RANK 29 NODE 9 --> 31.210421 sigma out 1 act.( 34.173828 sig in 40 act.) RANK 30 NODE 22 --> 30.315941 sigma out 1 act.( 31.676304 sig in 40 act.) RANK 31 NODE 33 --> 29.980827 sigma out 1 act.( 29.159103 sig in 40 act.) RANK 32 NODE 6 --> 29.819033 sigma out 1 act.( 35.286888 sig in 40 act.) RANK 33 NODE 7 --> 25.261221 sigma out 1 act.( 29.204720 sig in 40 act.) RANK 34 NODE 5 --> 24.570833 sigma out 1 act.( 25.857309 sig in 40 act.) RANK 35 NODE 35 --> 19.300560 sigma out 1 act.( 21.035034 sig in 40 act.) RANK 36 NODE 31 --> 18.295319 sigma out 1 act.( 19.093954 sig in 40 act.) RANK 37 NODE 34 --> 15.044321 sigma out 1 act.( 17.999367 sig in 40 act.) RANK 38 NODE 11 --> 9.0581884 sigma out 1 act.( 13.232336 sig in 40 act.) RANK 39 NODE 29 --> 6.9227548 sigma out 1 act.( 11.765478 sig in 40 act.) RANK 40 NODE 12 --> 6.5933614 sigma out 1 act.( 10.158380 sig in 40 act.) RANK 1 NODE 1 --> 793.11700 sigma in 40 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.39163780 *** contribution from regularisation: 2.73534632E-03 *** contribution from error: -0.39437315 *** contribution from DIAG: 1.78866991E-04 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.39224574 *** contribution from regularisation: 2.74500460E-03 *** contribution from error: -0.39499074 *** contribution from DIAG: 1.82574353E-04 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.39270201 *** contribution from regularisation: 2.71177385E-03 *** contribution from error: -0.39541379 *** contribution from DIAG: 1.84489021E-04 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.39324889 *** contribution from regularisation: 2.75202165E-03 *** contribution from error: -0.39600092 *** contribution from DIAG: 1.87990328E-04 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.39373457 *** contribution from regularisation: 2.74284463E-03 *** contribution from error: -0.39647743 *** contribution from DIAG: 1.91675761E-04 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.39393479 *** contribution from regularisation: 2.83827749E-03 *** contribution from error: -0.39677307 *** contribution from DIAG: 1.95832006E-04 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.39490718 *** contribution from regularisation: 2.71979463E-03 *** contribution from error: -0.39762697 *** contribution from DIAG: 1.98456590E-04 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.39513969 *** contribution from regularisation: 2.69945175E-03 *** contribution from error: -0.39783916 *** contribution from DIAG: 1.96147404E-04 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.39547485 *** contribution from regularisation: 2.73362058E-03 *** contribution from error: -0.39820847 *** contribution from DIAG: 1.88069651E-04 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.39583308 *** contribution from regularisation: 2.73930188E-03 *** contribution from error: -0.39857239 *** contribution from DIAG: 1.86208636E-04 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 447.62161 sigma out 40 active outputs RANK 2 NODE 3 --> 370.42221 sigma out 40 active outputs RANK 3 NODE 6 --> 327.38635 sigma out 40 active outputs RANK 4 NODE 5 --> 282.55276 sigma out 40 active outputs RANK 5 NODE 1 --> 270.83267 sigma out 40 active outputs RANK 6 NODE 7 --> 270.14969 sigma out 40 active outputs RANK 7 NODE 4 --> 261.36151 sigma out 40 active outputs RANK 8 NODE 8 --> 218.60112 sigma out 40 active outputs RANK 9 NODE 9 --> 142.49745 sigma out 40 active outputs RANK 10 NODE 24 --> 134.73807 sigma out 40 active outputs RANK 11 NODE 11 --> 134.70271 sigma out 40 active outputs RANK 12 NODE 10 --> 134.39217 sigma out 40 active outputs RANK 13 NODE 17 --> 124.88272 sigma out 40 active outputs RANK 14 NODE 12 --> 109.23190 sigma out 40 active outputs RANK 15 NODE 21 --> 101.99644 sigma out 40 active outputs RANK 16 NODE 22 --> 99.418953 sigma out 40 active outputs RANK 17 NODE 16 --> 94.614761 sigma out 40 active outputs RANK 18 NODE 20 --> 90.197784 sigma out 40 active outputs RANK 19 NODE 19 --> 85.924057 sigma out 40 active outputs RANK 20 NODE 40 --> 81.409271 sigma out 40 active outputs RANK 21 NODE 18 --> 64.840446 sigma out 40 active outputs RANK 22 NODE 30 --> 64.160995 sigma out 40 active outputs RANK 23 NODE 23 --> 62.966743 sigma out 40 active outputs RANK 24 NODE 25 --> 61.600704 sigma out 40 active outputs RANK 25 NODE 31 --> 61.036579 sigma out 40 active outputs RANK 26 NODE 27 --> 60.062569 sigma out 40 active outputs RANK 27 NODE 26 --> 53.356850 sigma out 40 active outputs RANK 28 NODE 29 --> 49.841122 sigma out 40 active outputs RANK 29 NODE 28 --> 45.619202 sigma out 40 active outputs RANK 30 NODE 13 --> 37.417206 sigma out 40 active outputs RANK 31 NODE 35 --> 34.282841 sigma out 40 active outputs RANK 32 NODE 15 --> 30.456926 sigma out 40 active outputs RANK 33 NODE 32 --> 28.637972 sigma out 40 active outputs RANK 34 NODE 34 --> 27.942030 sigma out 40 active outputs RANK 35 NODE 36 --> 27.044971 sigma out 40 active outputs RANK 36 NODE 33 --> 26.846594 sigma out 40 active outputs RANK 37 NODE 37 --> 22.318644 sigma out 40 active outputs RANK 38 NODE 14 --> 16.473225 sigma out 40 active outputs RANK 39 NODE 39 --> 14.039302 sigma out 40 active outputs RANK 40 NODE 38 --> 13.097401 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 37 --> 373.69952 sigma in 40 act. ( 358.25064 sig out 1 act.) RANK 2 NODE 28 --> 371.45398 sigma in 40 act. ( 308.22501 sig out 1 act.) RANK 3 NODE 32 --> 343.33209 sigma in 40 act. ( 320.83569 sig out 1 act.) RANK 4 NODE 27 --> 315.72281 sigma in 40 act. ( 291.33435 sig out 1 act.) RANK 5 NODE 23 --> 291.39813 sigma in 40 act. ( 281.51099 sig out 1 act.) RANK 6 NODE 13 --> 233.50470 sigma in 40 act. ( 197.17542 sig out 1 act.) RANK 7 NODE 20 --> 210.68713 sigma in 40 act. ( 191.43448 sig out 1 act.) RANK 8 NODE 15 --> 200.93167 sigma in 40 act. ( 156.28137 sig out 1 act.) RANK 9 NODE 36 --> 184.83005 sigma in 40 act. ( 145.88434 sig out 1 act.) RANK 10 NODE 38 --> 180.50380 sigma in 40 act. ( 169.43230 sig out 1 act.) RANK 11 NODE 39 --> 179.69011 sigma in 40 act. ( 186.57507 sig out 1 act.) RANK 12 NODE 24 --> 164.25999 sigma in 40 act. ( 173.42535 sig out 1 act.) RANK 13 NODE 14 --> 136.48259 sigma in 40 act. ( 134.59619 sig out 1 act.) RANK 14 NODE 21 --> 119.81255 sigma in 40 act. ( 115.47436 sig out 1 act.) RANK 15 NODE 30 --> 117.97565 sigma in 40 act. ( 120.69794 sig out 1 act.) RANK 16 NODE 19 --> 104.81653 sigma in 40 act. ( 107.43775 sig out 1 act.) RANK 17 NODE 16 --> 101.79552 sigma in 40 act. ( 103.75657 sig out 1 act.) RANK 18 NODE 25 --> 95.861740 sigma in 40 act. ( 99.691086 sig out 1 act.) RANK 19 NODE 2 --> 93.985809 sigma in 40 act. ( 98.123917 sig out 1 act.) RANK 20 NODE 4 --> 85.038544 sigma in 40 act. ( 85.729759 sig out 1 act.) RANK 21 NODE 26 --> 79.407127 sigma in 40 act. ( 85.297394 sig out 1 act.) RANK 22 NODE 40 --> 78.991600 sigma in 40 act. ( 73.697906 sig out 1 act.) RANK 23 NODE 17 --> 69.095871 sigma in 40 act. ( 93.009148 sig out 1 act.) RANK 24 NODE 8 --> 64.822800 sigma in 40 act. ( 72.372902 sig out 1 act.) RANK 25 NODE 10 --> 59.057652 sigma in 40 act. ( 62.143326 sig out 1 act.) RANK 26 NODE 18 --> 56.881683 sigma in 40 act. ( 61.378593 sig out 1 act.) RANK 27 NODE 3 --> 51.968155 sigma in 40 act. ( 52.914295 sig out 1 act.) RANK 28 NODE 1 --> 43.495609 sigma in 40 act. ( 49.344517 sig out 1 act.) RANK 29 NODE 6 --> 41.611843 sigma in 40 act. ( 36.860355 sig out 1 act.) RANK 30 NODE 9 --> 34.470165 sigma in 40 act. ( 32.342697 sig out 1 act.) RANK 31 NODE 22 --> 29.318663 sigma in 40 act. ( 29.266375 sig out 1 act.) RANK 32 NODE 33 --> 26.669504 sigma in 40 act. ( 27.762756 sig out 1 act.) RANK 33 NODE 7 --> 25.214748 sigma in 40 act. ( 21.575504 sig out 1 act.) RANK 34 NODE 31 --> 21.932299 sigma in 40 act. ( 22.388083 sig out 1 act.) RANK 35 NODE 5 --> 21.560846 sigma in 40 act. ( 20.345715 sig out 1 act.) RANK 36 NODE 35 --> 19.529697 sigma in 40 act. ( 18.183954 sig out 1 act.) RANK 37 NODE 34 --> 17.099098 sigma in 40 act. ( 14.459698 sig out 1 act.) RANK 38 NODE 29 --> 17.033506 sigma in 40 act. ( 14.214333 sig out 1 act.) RANK 39 NODE 11 --> 16.930401 sigma in 40 act. ( 13.820374 sig out 1 act.) RANK 40 NODE 12 --> 7.5300059 sigma in 40 act. ( 0.81351429 sig out 1 act.) sorted by output significance RANK 1 NODE 37 --> 358.25064 sigma out 1 act.( 373.69952 sig in 40 act.) RANK 2 NODE 32 --> 320.83569 sigma out 1 act.( 343.33209 sig in 40 act.) RANK 3 NODE 28 --> 308.22501 sigma out 1 act.( 371.45398 sig in 40 act.) RANK 4 NODE 27 --> 291.33435 sigma out 1 act.( 315.72281 sig in 40 act.) RANK 5 NODE 23 --> 281.51099 sigma out 1 act.( 291.39813 sig in 40 act.) RANK 6 NODE 13 --> 197.17542 sigma out 1 act.( 233.50470 sig in 40 act.) RANK 7 NODE 20 --> 191.43448 sigma out 1 act.( 210.68713 sig in 40 act.) RANK 8 NODE 39 --> 186.57507 sigma out 1 act.( 179.69011 sig in 40 act.) RANK 9 NODE 24 --> 173.42535 sigma out 1 act.( 164.25999 sig in 40 act.) RANK 10 NODE 38 --> 169.43230 sigma out 1 act.( 180.50380 sig in 40 act.) RANK 11 NODE 15 --> 156.28137 sigma out 1 act.( 200.93167 sig in 40 act.) RANK 12 NODE 36 --> 145.88434 sigma out 1 act.( 184.83005 sig in 40 act.) RANK 13 NODE 14 --> 134.59619 sigma out 1 act.( 136.48259 sig in 40 act.) RANK 14 NODE 30 --> 120.69794 sigma out 1 act.( 117.97565 sig in 40 act.) RANK 15 NODE 21 --> 115.47436 sigma out 1 act.( 119.81255 sig in 40 act.) RANK 16 NODE 19 --> 107.43775 sigma out 1 act.( 104.81653 sig in 40 act.) RANK 17 NODE 16 --> 103.75657 sigma out 1 act.( 101.79552 sig in 40 act.) RANK 18 NODE 25 --> 99.691086 sigma out 1 act.( 95.861740 sig in 40 act.) RANK 19 NODE 2 --> 98.123917 sigma out 1 act.( 93.985809 sig in 40 act.) RANK 20 NODE 17 --> 93.009148 sigma out 1 act.( 69.095871 sig in 40 act.) RANK 21 NODE 4 --> 85.729759 sigma out 1 act.( 85.038544 sig in 40 act.) RANK 22 NODE 26 --> 85.297394 sigma out 1 act.( 79.407127 sig in 40 act.) RANK 23 NODE 40 --> 73.697906 sigma out 1 act.( 78.991600 sig in 40 act.) RANK 24 NODE 8 --> 72.372902 sigma out 1 act.( 64.822800 sig in 40 act.) RANK 25 NODE 10 --> 62.143326 sigma out 1 act.( 59.057652 sig in 40 act.) RANK 26 NODE 18 --> 61.378593 sigma out 1 act.( 56.881683 sig in 40 act.) RANK 27 NODE 3 --> 52.914295 sigma out 1 act.( 51.968155 sig in 40 act.) RANK 28 NODE 1 --> 49.344517 sigma out 1 act.( 43.495609 sig in 40 act.) RANK 29 NODE 6 --> 36.860355 sigma out 1 act.( 41.611843 sig in 40 act.) RANK 30 NODE 9 --> 32.342697 sigma out 1 act.( 34.470165 sig in 40 act.) RANK 31 NODE 22 --> 29.266375 sigma out 1 act.( 29.318663 sig in 40 act.) RANK 32 NODE 33 --> 27.762756 sigma out 1 act.( 26.669504 sig in 40 act.) RANK 33 NODE 31 --> 22.388083 sigma out 1 act.( 21.932299 sig in 40 act.) RANK 34 NODE 7 --> 21.575504 sigma out 1 act.( 25.214748 sig in 40 act.) RANK 35 NODE 5 --> 20.345715 sigma out 1 act.( 21.560846 sig in 40 act.) RANK 36 NODE 35 --> 18.183954 sigma out 1 act.( 19.529697 sig in 40 act.) RANK 37 NODE 34 --> 14.459698 sigma out 1 act.( 17.099098 sig in 40 act.) RANK 38 NODE 29 --> 14.214333 sigma out 1 act.( 17.033506 sig in 40 act.) RANK 39 NODE 11 --> 13.820374 sigma out 1 act.( 16.930401 sig in 40 act.) RANK 40 NODE 12 --> 0.81351429 sigma out 1 act.( 7.5300059 sig in 40 act.) RANK 1 NODE 1 --> 919.93463 sigma in 40 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.39610615 *** contribution from regularisation: 2.75619631E-03 *** contribution from error: -0.39886236 *** contribution from DIAG: 1.86949241E-04 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.39688405 *** contribution from regularisation: 2.88825296E-03 *** contribution from error: -0.39977232 *** contribution from DIAG: 1.90829902E-04 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.39769498 *** contribution from regularisation: 2.89004156E-03 *** contribution from error: -0.40058503 *** contribution from DIAG: 1.91655636E-04 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.39555866 *** contribution from regularisation: 3.04405275E-03 *** contribution from error: -0.39860269 *** contribution from DIAG: 1.93225424E-04 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.39830720 *** contribution from regularisation: 2.62611150E-03 *** contribution from error: -0.40093333 *** contribution from DIAG: 1.94696520E-04 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.39870161 *** contribution from regularisation: 2.87908153E-03 *** contribution from error: -0.40158069 *** contribution from DIAG: 1.93530708E-04 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.39917094 *** contribution from regularisation: 2.82733422E-03 *** contribution from error: -0.40199828 *** contribution from DIAG: 1.96360445E-04 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.39978373 *** contribution from regularisation: 2.85917800E-03 *** contribution from error: -0.40264291 *** contribution from DIAG: 2.08627229E-04 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.39969903 *** contribution from regularisation: 2.76994426E-03 *** contribution from error: -0.40246898 *** contribution from DIAG: 2.30611258E-04 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.40004140 *** contribution from regularisation: 2.79851141E-03 *** contribution from error: -0.40283990 *** contribution from DIAG: 2.20707079E-04 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 551.66571 sigma out 40 active outputs RANK 2 NODE 3 --> 470.01553 sigma out 40 active outputs RANK 3 NODE 6 --> 399.32205 sigma out 40 active outputs RANK 4 NODE 1 --> 362.29709 sigma out 40 active outputs RANK 5 NODE 5 --> 346.64468 sigma out 40 active outputs RANK 6 NODE 7 --> 335.64758 sigma out 40 active outputs RANK 7 NODE 4 --> 278.96841 sigma out 40 active outputs RANK 8 NODE 8 --> 249.16231 sigma out 40 active outputs RANK 9 NODE 24 --> 193.17995 sigma out 40 active outputs RANK 10 NODE 11 --> 178.44327 sigma out 40 active outputs RANK 11 NODE 17 --> 162.95624 sigma out 40 active outputs RANK 12 NODE 9 --> 162.12114 sigma out 40 active outputs RANK 13 NODE 10 --> 148.06137 sigma out 40 active outputs RANK 14 NODE 21 --> 129.21930 sigma out 40 active outputs RANK 15 NODE 22 --> 127.47593 sigma out 40 active outputs RANK 16 NODE 12 --> 126.53759 sigma out 40 active outputs RANK 17 NODE 20 --> 107.20061 sigma out 40 active outputs RANK 18 NODE 16 --> 106.44761 sigma out 40 active outputs RANK 19 NODE 19 --> 104.70654 sigma out 40 active outputs RANK 20 NODE 31 --> 86.435043 sigma out 40 active outputs RANK 21 NODE 23 --> 84.216644 sigma out 40 active outputs RANK 22 NODE 40 --> 82.106926 sigma out 40 active outputs RANK 23 NODE 25 --> 77.923203 sigma out 40 active outputs RANK 24 NODE 30 --> 76.703690 sigma out 40 active outputs RANK 25 NODE 18 --> 76.377098 sigma out 40 active outputs RANK 26 NODE 26 --> 70.706680 sigma out 40 active outputs RANK 27 NODE 27 --> 61.854691 sigma out 40 active outputs RANK 28 NODE 29 --> 61.121952 sigma out 40 active outputs RANK 29 NODE 28 --> 46.130127 sigma out 40 active outputs RANK 30 NODE 13 --> 37.137188 sigma out 40 active outputs RANK 31 NODE 35 --> 31.991325 sigma out 40 active outputs RANK 32 NODE 15 --> 30.170029 sigma out 40 active outputs RANK 33 NODE 36 --> 29.370975 sigma out 40 active outputs RANK 34 NODE 33 --> 27.319218 sigma out 40 active outputs RANK 35 NODE 37 --> 26.952618 sigma out 40 active outputs RANK 36 NODE 34 --> 26.479494 sigma out 40 active outputs RANK 37 NODE 32 --> 26.153727 sigma out 40 active outputs RANK 38 NODE 14 --> 15.415764 sigma out 40 active outputs RANK 39 NODE 39 --> 14.627281 sigma out 40 active outputs RANK 40 NODE 38 --> 13.389446 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 28 --> 506.02948 sigma in 40 act. ( 382.38345 sig out 1 act.) RANK 2 NODE 37 --> 438.88788 sigma in 40 act. ( 413.31250 sig out 1 act.) RANK 3 NODE 27 --> 399.47357 sigma in 40 act. ( 357.21136 sig out 1 act.) RANK 4 NODE 32 --> 377.68567 sigma in 40 act. ( 321.42981 sig out 1 act.) RANK 5 NODE 23 --> 312.87991 sigma in 40 act. ( 307.38016 sig out 1 act.) RANK 6 NODE 15 --> 302.96207 sigma in 40 act. ( 233.37547 sig out 1 act.) RANK 7 NODE 20 --> 283.94293 sigma in 40 act. ( 230.90875 sig out 1 act.) RANK 8 NODE 36 --> 235.79675 sigma in 40 act. ( 170.86250 sig out 1 act.) RANK 9 NODE 38 --> 235.45360 sigma in 40 act. ( 218.22922 sig out 1 act.) RANK 10 NODE 24 --> 219.47804 sigma in 40 act. ( 222.44916 sig out 1 act.) RANK 11 NODE 13 --> 210.54604 sigma in 40 act. ( 173.22626 sig out 1 act.) RANK 12 NODE 39 --> 197.10355 sigma in 40 act. ( 215.98280 sig out 1 act.) RANK 13 NODE 14 --> 176.01889 sigma in 40 act. ( 172.17770 sig out 1 act.) RANK 14 NODE 21 --> 151.71791 sigma in 40 act. ( 146.27792 sig out 1 act.) RANK 15 NODE 30 --> 135.99794 sigma in 40 act. ( 136.21915 sig out 1 act.) RANK 16 NODE 2 --> 134.84392 sigma in 40 act. ( 143.81438 sig out 1 act.) RANK 17 NODE 26 --> 134.08461 sigma in 40 act. ( 133.42226 sig out 1 act.) RANK 18 NODE 4 --> 123.12077 sigma in 40 act. ( 121.80569 sig out 1 act.) RANK 19 NODE 19 --> 121.88828 sigma in 40 act. ( 126.51099 sig out 1 act.) RANK 20 NODE 40 --> 111.31337 sigma in 40 act. ( 95.293900 sig out 1 act.) RANK 21 NODE 16 --> 110.93113 sigma in 40 act. ( 115.58678 sig out 1 act.) RANK 22 NODE 25 --> 101.51479 sigma in 40 act. ( 109.91793 sig out 1 act.) RANK 23 NODE 17 --> 87.307495 sigma in 40 act. ( 121.13337 sig out 1 act.) RANK 24 NODE 8 --> 82.057785 sigma in 40 act. ( 98.390526 sig out 1 act.) RANK 25 NODE 10 --> 78.579552 sigma in 40 act. ( 83.061554 sig out 1 act.) RANK 26 NODE 18 --> 70.095833 sigma in 40 act. ( 76.246223 sig out 1 act.) RANK 27 NODE 6 --> 55.959160 sigma in 40 act. ( 52.778862 sig out 1 act.) RANK 28 NODE 3 --> 54.812302 sigma in 40 act. ( 57.146076 sig out 1 act.) RANK 29 NODE 1 --> 47.822765 sigma in 40 act. ( 56.145885 sig out 1 act.) RANK 30 NODE 9 --> 33.850521 sigma in 40 act. ( 32.717018 sig out 1 act.) RANK 31 NODE 31 --> 31.533058 sigma in 40 act. ( 34.215229 sig out 1 act.) RANK 32 NODE 29 --> 28.396048 sigma in 40 act. ( 26.744850 sig out 1 act.) RANK 33 NODE 33 --> 24.722593 sigma in 40 act. ( 26.152929 sig out 1 act.) RANK 34 NODE 22 --> 19.598946 sigma in 40 act. ( 20.091799 sig out 1 act.) RANK 35 NODE 7 --> 19.321043 sigma in 40 act. ( 15.831764 sig out 1 act.) RANK 36 NODE 11 --> 18.954128 sigma in 40 act. ( 16.479889 sig out 1 act.) RANK 37 NODE 5 --> 18.470438 sigma in 40 act. ( 17.235361 sig out 1 act.) RANK 38 NODE 35 --> 17.002968 sigma in 40 act. ( 16.127108 sig out 1 act.) RANK 39 NODE 34 --> 16.526028 sigma in 40 act. ( 14.373684 sig out 1 act.) RANK 40 NODE 12 --> 9.0804586 sigma in 40 act. ( 6.8549700 sig out 1 act.) sorted by output significance RANK 1 NODE 37 --> 413.31250 sigma out 1 act.( 438.88788 sig in 40 act.) RANK 2 NODE 28 --> 382.38345 sigma out 1 act.( 506.02948 sig in 40 act.) RANK 3 NODE 27 --> 357.21136 sigma out 1 act.( 399.47357 sig in 40 act.) RANK 4 NODE 32 --> 321.42981 sigma out 1 act.( 377.68567 sig in 40 act.) RANK 5 NODE 23 --> 307.38016 sigma out 1 act.( 312.87991 sig in 40 act.) RANK 6 NODE 15 --> 233.37547 sigma out 1 act.( 302.96207 sig in 40 act.) RANK 7 NODE 20 --> 230.90875 sigma out 1 act.( 283.94293 sig in 40 act.) RANK 8 NODE 24 --> 222.44916 sigma out 1 act.( 219.47804 sig in 40 act.) RANK 9 NODE 38 --> 218.22922 sigma out 1 act.( 235.45360 sig in 40 act.) RANK 10 NODE 39 --> 215.98280 sigma out 1 act.( 197.10355 sig in 40 act.) RANK 11 NODE 13 --> 173.22626 sigma out 1 act.( 210.54604 sig in 40 act.) RANK 12 NODE 14 --> 172.17770 sigma out 1 act.( 176.01889 sig in 40 act.) RANK 13 NODE 36 --> 170.86250 sigma out 1 act.( 235.79675 sig in 40 act.) RANK 14 NODE 21 --> 146.27792 sigma out 1 act.( 151.71791 sig in 40 act.) RANK 15 NODE 2 --> 143.81438 sigma out 1 act.( 134.84392 sig in 40 act.) RANK 16 NODE 30 --> 136.21915 sigma out 1 act.( 135.99794 sig in 40 act.) RANK 17 NODE 26 --> 133.42226 sigma out 1 act.( 134.08461 sig in 40 act.) RANK 18 NODE 19 --> 126.51099 sigma out 1 act.( 121.88828 sig in 40 act.) RANK 19 NODE 4 --> 121.80569 sigma out 1 act.( 123.12077 sig in 40 act.) RANK 20 NODE 17 --> 121.13337 sigma out 1 act.( 87.307495 sig in 40 act.) RANK 21 NODE 16 --> 115.58678 sigma out 1 act.( 110.93113 sig in 40 act.) RANK 22 NODE 25 --> 109.91793 sigma out 1 act.( 101.51479 sig in 40 act.) RANK 23 NODE 8 --> 98.390526 sigma out 1 act.( 82.057785 sig in 40 act.) RANK 24 NODE 40 --> 95.293900 sigma out 1 act.( 111.31337 sig in 40 act.) RANK 25 NODE 10 --> 83.061554 sigma out 1 act.( 78.579552 sig in 40 act.) RANK 26 NODE 18 --> 76.246223 sigma out 1 act.( 70.095833 sig in 40 act.) RANK 27 NODE 3 --> 57.146076 sigma out 1 act.( 54.812302 sig in 40 act.) RANK 28 NODE 1 --> 56.145885 sigma out 1 act.( 47.822765 sig in 40 act.) RANK 29 NODE 6 --> 52.778862 sigma out 1 act.( 55.959160 sig in 40 act.) RANK 30 NODE 31 --> 34.215229 sigma out 1 act.( 31.533058 sig in 40 act.) RANK 31 NODE 9 --> 32.717018 sigma out 1 act.( 33.850521 sig in 40 act.) RANK 32 NODE 29 --> 26.744850 sigma out 1 act.( 28.396048 sig in 40 act.) RANK 33 NODE 33 --> 26.152929 sigma out 1 act.( 24.722593 sig in 40 act.) RANK 34 NODE 22 --> 20.091799 sigma out 1 act.( 19.598946 sig in 40 act.) RANK 35 NODE 5 --> 17.235361 sigma out 1 act.( 18.470438 sig in 40 act.) RANK 36 NODE 11 --> 16.479889 sigma out 1 act.( 18.954128 sig in 40 act.) RANK 37 NODE 35 --> 16.127108 sigma out 1 act.( 17.002968 sig in 40 act.) RANK 38 NODE 7 --> 15.831764 sigma out 1 act.( 19.321043 sig in 40 act.) RANK 39 NODE 34 --> 14.373684 sigma out 1 act.( 16.526028 sig in 40 act.) RANK 40 NODE 12 --> 6.8549700 sigma out 1 act.( 9.0804586 sig in 40 act.) RANK 1 NODE 1 --> 1085.4856 sigma in 40 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.40041602 *** contribution from regularisation: 2.80687679E-03 *** contribution from error: -0.40322289 *** contribution from DIAG: 2.29542507E-04 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.40079743 *** contribution from regularisation: 2.77820160E-03 *** contribution from error: -0.40357563 *** contribution from DIAG: 2.31398415E-04 *********************************************** --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.40111715 *** contribution from regularisation: 2.76608160E-03 *** contribution from error: -0.40388322 *** contribution from DIAG: 2.33854007E-04 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.40154746 *** contribution from regularisation: 2.75857118E-03 *** contribution from error: -0.40430602 *** contribution from DIAG: 2.33358791E-04 *********************************************** --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.40184841 *** contribution from regularisation: 2.75815395E-03 *** contribution from error: -0.40460655 *** contribution from DIAG: 2.19712616E-04 *********************************************** --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.40239179 *** contribution from regularisation: 2.78326357E-03 *** contribution from error: -0.40517506 *** contribution from DIAG: 2.28194549E-04 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.40260911 *** contribution from regularisation: 2.79444200E-03 *** contribution from error: -0.40540355 *** contribution from DIAG: 2.27441647E-04 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.40279767 *** contribution from regularisation: 2.79700081E-03 *** contribution from error: -0.40559468 *** contribution from DIAG: 2.24963354E-04 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.40299454 *** contribution from regularisation: 2.79759103E-03 *** contribution from error: -0.40579215 *** contribution from DIAG: 2.26484888E-04 *********************************************** --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.40327880 *** contribution from regularisation: 2.80261762E-03 *** contribution from error: -0.40608141 *** contribution from DIAG: 2.26795717E-04 *********************************************** --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 524.89264 sigma out 40 active outputs RANK 2 NODE 3 --> 460.63284 sigma out 40 active outputs RANK 3 NODE 6 --> 388.84503 sigma out 40 active outputs RANK 4 NODE 1 --> 376.44473 sigma out 40 active outputs RANK 5 NODE 5 --> 368.75543 sigma out 40 active outputs RANK 6 NODE 7 --> 311.99594 sigma out 40 active outputs RANK 7 NODE 4 --> 277.73914 sigma out 40 active outputs RANK 8 NODE 8 --> 235.93364 sigma out 40 active outputs RANK 9 NODE 24 --> 194.95154 sigma out 40 active outputs RANK 10 NODE 11 --> 178.02791 sigma out 40 active outputs RANK 11 NODE 10 --> 153.54376 sigma out 40 active outputs RANK 12 NODE 9 --> 148.77341 sigma out 40 active outputs RANK 13 NODE 17 --> 142.29596 sigma out 40 active outputs RANK 14 NODE 22 --> 137.07944 sigma out 40 active outputs RANK 15 NODE 21 --> 128.00780 sigma out 40 active outputs RANK 16 NODE 20 --> 109.69973 sigma out 40 active outputs RANK 17 NODE 19 --> 106.02601 sigma out 40 active outputs RANK 18 NODE 12 --> 102.58166 sigma out 40 active outputs RANK 19 NODE 31 --> 102.17877 sigma out 40 active outputs RANK 20 NODE 16 --> 97.334572 sigma out 40 active outputs RANK 21 NODE 23 --> 92.133377 sigma out 40 active outputs RANK 22 NODE 40 --> 85.110855 sigma out 40 active outputs RANK 23 NODE 30 --> 83.990707 sigma out 40 active outputs RANK 24 NODE 18 --> 79.934845 sigma out 40 active outputs RANK 25 NODE 25 --> 76.740120 sigma out 40 active outputs RANK 26 NODE 26 --> 66.319283 sigma out 40 active outputs RANK 27 NODE 29 --> 62.817043 sigma out 40 active outputs RANK 28 NODE 27 --> 59.890423 sigma out 40 active outputs RANK 29 NODE 28 --> 46.792992 sigma out 40 active outputs RANK 30 NODE 13 --> 37.384716 sigma out 40 active outputs RANK 31 NODE 35 --> 31.821352 sigma out 40 active outputs RANK 32 NODE 15 --> 30.978176 sigma out 40 active outputs RANK 33 NODE 36 --> 30.828236 sigma out 40 active outputs RANK 34 NODE 37 --> 27.683159 sigma out 40 active outputs RANK 35 NODE 33 --> 27.667315 sigma out 40 active outputs RANK 36 NODE 34 --> 26.513594 sigma out 40 active outputs RANK 37 NODE 32 --> 26.300158 sigma out 40 active outputs RANK 38 NODE 14 --> 15.856938 sigma out 40 active outputs RANK 39 NODE 39 --> 14.727898 sigma out 40 active outputs RANK 40 NODE 38 --> 13.591429 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 28 --> 542.51538 sigma in 40 act. ( 411.64728 sig out 1 act.) RANK 2 NODE 27 --> 359.50357 sigma in 40 act. ( 316.32462 sig out 1 act.) RANK 3 NODE 37 --> 351.65277 sigma in 40 act. ( 342.11453 sig out 1 act.) RANK 4 NODE 32 --> 335.81680 sigma in 40 act. ( 295.08774 sig out 1 act.) RANK 5 NODE 15 --> 325.98016 sigma in 40 act. ( 245.92012 sig out 1 act.) RANK 6 NODE 23 --> 295.16571 sigma in 40 act. ( 310.59915 sig out 1 act.) RANK 7 NODE 20 --> 292.52429 sigma in 40 act. ( 243.47247 sig out 1 act.) RANK 8 NODE 38 --> 250.90952 sigma in 40 act. ( 235.60321 sig out 1 act.) RANK 9 NODE 24 --> 248.40395 sigma in 40 act. ( 246.66743 sig out 1 act.) RANK 10 NODE 36 --> 244.37825 sigma in 40 act. ( 175.73532 sig out 1 act.) RANK 11 NODE 13 --> 203.31996 sigma in 40 act. ( 169.96320 sig out 1 act.) RANK 12 NODE 39 --> 196.31807 sigma in 40 act. ( 218.20163 sig out 1 act.) RANK 13 NODE 14 --> 174.44626 sigma in 40 act. ( 170.60019 sig out 1 act.) RANK 14 NODE 21 --> 162.18384 sigma in 40 act. ( 159.32397 sig out 1 act.) RANK 15 NODE 4 --> 150.99721 sigma in 40 act. ( 149.76549 sig out 1 act.) RANK 16 NODE 26 --> 150.09874 sigma in 40 act. ( 152.75122 sig out 1 act.) RANK 17 NODE 30 --> 129.82661 sigma in 40 act. ( 129.84528 sig out 1 act.) RANK 18 NODE 40 --> 125.07421 sigma in 40 act. ( 104.72407 sig out 1 act.) RANK 19 NODE 2 --> 120.25465 sigma in 40 act. ( 126.23604 sig out 1 act.) RANK 20 NODE 19 --> 120.08968 sigma in 40 act. ( 125.79467 sig out 1 act.) RANK 21 NODE 25 --> 113.95144 sigma in 40 act. ( 126.71176 sig out 1 act.) RANK 22 NODE 16 --> 106.65288 sigma in 40 act. ( 109.93082 sig out 1 act.) RANK 23 NODE 17 --> 90.444489 sigma in 40 act. ( 128.58688 sig out 1 act.) RANK 24 NODE 8 --> 76.830109 sigma in 40 act. ( 90.355743 sig out 1 act.) RANK 25 NODE 10 --> 70.776711 sigma in 40 act. ( 74.403259 sig out 1 act.) RANK 26 NODE 6 --> 64.546051 sigma in 40 act. ( 60.673374 sig out 1 act.) RANK 27 NODE 18 --> 56.353920 sigma in 40 act. ( 60.881748 sig out 1 act.) RANK 28 NODE 3 --> 52.176640 sigma in 40 act. ( 53.584698 sig out 1 act.) RANK 29 NODE 1 --> 46.583225 sigma in 40 act. ( 55.213196 sig out 1 act.) RANK 30 NODE 9 --> 35.149399 sigma in 40 act. ( 33.943615 sig out 1 act.) RANK 31 NODE 29 --> 32.019615 sigma in 40 act. ( 30.339611 sig out 1 act.) RANK 32 NODE 33 --> 29.173996 sigma in 40 act. ( 31.591333 sig out 1 act.) RANK 33 NODE 31 --> 28.937698 sigma in 40 act. ( 31.051882 sig out 1 act.) RANK 34 NODE 7 --> 20.554878 sigma in 40 act. ( 17.246031 sig out 1 act.) RANK 35 NODE 5 --> 20.041925 sigma in 40 act. ( 18.674469 sig out 1 act.) RANK 36 NODE 11 --> 19.310585 sigma in 40 act. ( 16.663557 sig out 1 act.) RANK 37 NODE 34 --> 17.022852 sigma in 40 act. ( 14.799569 sig out 1 act.) RANK 38 NODE 35 --> 16.834833 sigma in 40 act. ( 16.051258 sig out 1 act.) RANK 39 NODE 22 --> 14.501565 sigma in 40 act. ( 13.855274 sig out 1 act.) RANK 40 NODE 12 --> 9.3382158 sigma in 40 act. ( 7.3223343 sig out 1 act.) sorted by output significance RANK 1 NODE 28 --> 411.64728 sigma out 1 act.( 542.51538 sig in 40 act.) RANK 2 NODE 37 --> 342.11453 sigma out 1 act.( 351.65277 sig in 40 act.) RANK 3 NODE 27 --> 316.32462 sigma out 1 act.( 359.50357 sig in 40 act.) RANK 4 NODE 23 --> 310.59915 sigma out 1 act.( 295.16571 sig in 40 act.) RANK 5 NODE 32 --> 295.08774 sigma out 1 act.( 335.81680 sig in 40 act.) RANK 6 NODE 24 --> 246.66743 sigma out 1 act.( 248.40395 sig in 40 act.) RANK 7 NODE 15 --> 245.92012 sigma out 1 act.( 325.98016 sig in 40 act.) RANK 8 NODE 20 --> 243.47247 sigma out 1 act.( 292.52429 sig in 40 act.) RANK 9 NODE 38 --> 235.60321 sigma out 1 act.( 250.90952 sig in 40 act.) RANK 10 NODE 39 --> 218.20163 sigma out 1 act.( 196.31807 sig in 40 act.) RANK 11 NODE 36 --> 175.73532 sigma out 1 act.( 244.37825 sig in 40 act.) RANK 12 NODE 14 --> 170.60019 sigma out 1 act.( 174.44626 sig in 40 act.) RANK 13 NODE 13 --> 169.96320 sigma out 1 act.( 203.31996 sig in 40 act.) RANK 14 NODE 21 --> 159.32397 sigma out 1 act.( 162.18384 sig in 40 act.) RANK 15 NODE 26 --> 152.75122 sigma out 1 act.( 150.09874 sig in 40 act.) RANK 16 NODE 4 --> 149.76549 sigma out 1 act.( 150.99721 sig in 40 act.) RANK 17 NODE 30 --> 129.84528 sigma out 1 act.( 129.82661 sig in 40 act.) RANK 18 NODE 17 --> 128.58688 sigma out 1 act.( 90.444489 sig in 40 act.) RANK 19 NODE 25 --> 126.71176 sigma out 1 act.( 113.95144 sig in 40 act.) RANK 20 NODE 2 --> 126.23604 sigma out 1 act.( 120.25465 sig in 40 act.) RANK 21 NODE 19 --> 125.79467 sigma out 1 act.( 120.08968 sig in 40 act.) RANK 22 NODE 16 --> 109.93082 sigma out 1 act.( 106.65288 sig in 40 act.) RANK 23 NODE 40 --> 104.72407 sigma out 1 act.( 125.07421 sig in 40 act.) RANK 24 NODE 8 --> 90.355743 sigma out 1 act.( 76.830109 sig in 40 act.) RANK 25 NODE 10 --> 74.403259 sigma out 1 act.( 70.776711 sig in 40 act.) RANK 26 NODE 18 --> 60.881748 sigma out 1 act.( 56.353920 sig in 40 act.) RANK 27 NODE 6 --> 60.673374 sigma out 1 act.( 64.546051 sig in 40 act.) RANK 28 NODE 1 --> 55.213196 sigma out 1 act.( 46.583225 sig in 40 act.) RANK 29 NODE 3 --> 53.584698 sigma out 1 act.( 52.176640 sig in 40 act.) RANK 30 NODE 9 --> 33.943615 sigma out 1 act.( 35.149399 sig in 40 act.) RANK 31 NODE 33 --> 31.591333 sigma out 1 act.( 29.173996 sig in 40 act.) RANK 32 NODE 31 --> 31.051882 sigma out 1 act.( 28.937698 sig in 40 act.) RANK 33 NODE 29 --> 30.339611 sigma out 1 act.( 32.019615 sig in 40 act.) RANK 34 NODE 5 --> 18.674469 sigma out 1 act.( 20.041925 sig in 40 act.) RANK 35 NODE 7 --> 17.246031 sigma out 1 act.( 20.554878 sig in 40 act.) RANK 36 NODE 11 --> 16.663557 sigma out 1 act.( 19.310585 sig in 40 act.) RANK 37 NODE 35 --> 16.051258 sigma out 1 act.( 16.834833 sig in 40 act.) RANK 38 NODE 34 --> 14.799569 sigma out 1 act.( 17.022852 sig in 40 act.) RANK 39 NODE 22 --> 13.855274 sigma out 1 act.( 14.501565 sig in 40 act.) RANK 40 NODE 12 --> 7.3223343 sigma out 1 act.( 9.3382158 sig in 40 act.) RANK 1 NODE 1 --> 1072.7531 sigma in 40 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.40362313 *** contribution from regularisation: 2.80408305E-03 *** contribution from error: -0.40642720 *** contribution from DIAG: 2.29976038E-04 *********************************************** --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.40393224 *** contribution from regularisation: 2.79559265E-03 *** contribution from error: -0.40672785 *** contribution from DIAG: 2.37462125E-04 *********************************************** --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.40411523 *** contribution from regularisation: 2.78730411E-03 *** contribution from error: -0.40690252 *** contribution from DIAG: 2.37832108E-04 *********************************************** --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.40430999 *** contribution from regularisation: 2.78915325E-03 *** contribution from error: -0.40709913 *** contribution from DIAG: 2.37174871E-04 *********************************************** --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.40443170 *** contribution from regularisation: 2.79000518E-03 *** contribution from error: -0.40722170 *** contribution from DIAG: 2.38873879E-04 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.40462583 *** contribution from regularisation: 2.79610720E-03 *** contribution from error: -0.40742195 *** contribution from DIAG: 2.37616201E-04 *********************************************** --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.40508056 *** contribution from regularisation: 2.81509082E-03 *** contribution from error: -0.40789565 *** contribution from DIAG: 2.31889921E-04 *********************************************** --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.40552226 *** contribution from regularisation: 2.83411145E-03 *** contribution from error: -0.40835637 *** contribution from DIAG: 2.29416721E-04 *********************************************** --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.40594235 *** contribution from regularisation: 2.83370493E-03 *** contribution from error: -0.40877604 *** contribution from DIAG: 2.28118050E-04 *********************************************** --------------------------------------------------- Iteration : 79 *********************************************** *** Learn Path 79 *** loss function: -0.40608817 *** contribution from regularisation: 2.88276491E-03 *** contribution from error: -0.40897095 *** contribution from DIAG: 2.12247833E-04 *********************************************** --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 570.28790 sigma out 40 active outputs RANK 2 NODE 3 --> 493.58066 sigma out 40 active outputs RANK 3 NODE 6 --> 425.98380 sigma out 40 active outputs RANK 4 NODE 1 --> 423.72073 sigma out 40 active outputs RANK 5 NODE 5 --> 421.75482 sigma out 40 active outputs RANK 6 NODE 7 --> 347.06339 sigma out 40 active outputs RANK 7 NODE 4 --> 292.55936 sigma out 40 active outputs RANK 8 NODE 8 --> 265.80121 sigma out 40 active outputs RANK 9 NODE 24 --> 220.08041 sigma out 40 active outputs RANK 10 NODE 11 --> 197.93240 sigma out 40 active outputs RANK 11 NODE 10 --> 173.07558 sigma out 40 active outputs RANK 12 NODE 9 --> 162.06615 sigma out 40 active outputs RANK 13 NODE 22 --> 150.75090 sigma out 40 active outputs RANK 14 NODE 21 --> 138.35663 sigma out 40 active outputs RANK 15 NODE 31 --> 137.94664 sigma out 40 active outputs RANK 16 NODE 17 --> 131.99335 sigma out 40 active outputs RANK 17 NODE 20 --> 120.85585 sigma out 40 active outputs RANK 18 NODE 19 --> 119.43951 sigma out 40 active outputs RANK 19 NODE 23 --> 112.32338 sigma out 40 active outputs RANK 20 NODE 16 --> 101.95329 sigma out 40 active outputs RANK 21 NODE 18 --> 95.911011 sigma out 40 active outputs RANK 22 NODE 30 --> 94.230598 sigma out 40 active outputs RANK 23 NODE 12 --> 93.293533 sigma out 40 active outputs RANK 24 NODE 40 --> 92.986794 sigma out 40 active outputs RANK 25 NODE 25 --> 84.513634 sigma out 40 active outputs RANK 26 NODE 29 --> 73.884895 sigma out 40 active outputs RANK 27 NODE 26 --> 72.976715 sigma out 40 active outputs RANK 28 NODE 27 --> 60.504833 sigma out 40 active outputs RANK 29 NODE 28 --> 47.212479 sigma out 40 active outputs RANK 30 NODE 13 --> 40.356918 sigma out 40 active outputs RANK 31 NODE 36 --> 36.287533 sigma out 40 active outputs RANK 32 NODE 35 --> 33.021561 sigma out 40 active outputs RANK 33 NODE 37 --> 32.962589 sigma out 40 active outputs RANK 34 NODE 15 --> 32.533405 sigma out 40 active outputs RANK 35 NODE 32 --> 27.858742 sigma out 40 active outputs RANK 36 NODE 33 --> 27.760801 sigma out 40 active outputs RANK 37 NODE 34 --> 26.110626 sigma out 40 active outputs RANK 38 NODE 14 --> 15.699114 sigma out 40 active outputs RANK 39 NODE 39 --> 15.386862 sigma out 40 active outputs RANK 40 NODE 38 --> 14.377161 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 28 --> 648.82300 sigma in 40 act. ( 460.71902 sig out 1 act.) RANK 2 NODE 27 --> 375.68387 sigma in 40 act. ( 329.42416 sig out 1 act.) RANK 3 NODE 15 --> 365.35669 sigma in 40 act. ( 275.11606 sig out 1 act.) RANK 4 NODE 32 --> 329.18036 sigma in 40 act. ( 286.68088 sig out 1 act.) RANK 5 NODE 20 --> 325.94763 sigma in 40 act. ( 269.68878 sig out 1 act.) RANK 6 NODE 23 --> 312.08661 sigma in 40 act. ( 341.28787 sig out 1 act.) RANK 7 NODE 38 --> 304.77249 sigma in 40 act. ( 286.86435 sig out 1 act.) RANK 8 NODE 37 --> 297.68866 sigma in 40 act. ( 302.16776 sig out 1 act.) RANK 9 NODE 24 --> 283.11484 sigma in 40 act. ( 272.89761 sig out 1 act.) RANK 10 NODE 36 --> 259.72736 sigma in 40 act. ( 188.13655 sig out 1 act.) RANK 11 NODE 4 --> 216.33705 sigma in 40 act. ( 206.61992 sig out 1 act.) RANK 12 NODE 13 --> 207.33652 sigma in 40 act. ( 178.89197 sig out 1 act.) RANK 13 NODE 21 --> 199.49373 sigma in 40 act. ( 199.92270 sig out 1 act.) RANK 14 NODE 39 --> 196.40941 sigma in 40 act. ( 219.25835 sig out 1 act.) RANK 15 NODE 14 --> 188.88135 sigma in 40 act. ( 187.52837 sig out 1 act.) RANK 16 NODE 26 --> 186.66881 sigma in 40 act. ( 190.82899 sig out 1 act.) RANK 17 NODE 40 --> 158.30595 sigma in 40 act. ( 128.71242 sig out 1 act.) RANK 18 NODE 30 --> 133.96838 sigma in 40 act. ( 131.95645 sig out 1 act.) RANK 19 NODE 25 --> 130.44026 sigma in 40 act. ( 147.73915 sig out 1 act.) RANK 20 NODE 2 --> 125.91598 sigma in 40 act. ( 129.94083 sig out 1 act.) RANK 21 NODE 19 --> 120.01881 sigma in 40 act. ( 126.22120 sig out 1 act.) RANK 22 NODE 16 --> 110.71538 sigma in 40 act. ( 113.50190 sig out 1 act.) RANK 23 NODE 17 --> 110.16147 sigma in 40 act. ( 157.60823 sig out 1 act.) RANK 24 NODE 6 --> 89.785782 sigma in 40 act. ( 84.959290 sig out 1 act.) RANK 25 NODE 8 --> 88.296021 sigma in 40 act. ( 102.98788 sig out 1 act.) RANK 26 NODE 10 --> 75.127373 sigma in 40 act. ( 77.503380 sig out 1 act.) RANK 27 NODE 3 --> 54.803158 sigma in 40 act. ( 55.195625 sig out 1 act.) RANK 28 NODE 18 --> 48.587666 sigma in 40 act. ( 52.091373 sig out 1 act.) RANK 29 NODE 29 --> 44.705219 sigma in 40 act. ( 42.708115 sig out 1 act.) RANK 30 NODE 1 --> 42.935673 sigma in 40 act. ( 51.476608 sig out 1 act.) RANK 31 NODE 9 --> 39.459984 sigma in 40 act. ( 38.232918 sig out 1 act.) RANK 32 NODE 33 --> 34.976593 sigma in 40 act. ( 38.647381 sig out 1 act.) RANK 33 NODE 31 --> 25.839497 sigma in 40 act. ( 27.352140 sig out 1 act.) RANK 34 NODE 7 --> 24.850454 sigma in 40 act. ( 22.033159 sig out 1 act.) RANK 35 NODE 5 --> 23.245682 sigma in 40 act. ( 21.637112 sig out 1 act.) RANK 36 NODE 11 --> 22.067741 sigma in 40 act. ( 19.255623 sig out 1 act.) RANK 37 NODE 35 --> 19.741457 sigma in 40 act. ( 19.646032 sig out 1 act.) RANK 38 NODE 34 --> 18.807430 sigma in 40 act. ( 16.802719 sig out 1 act.) RANK 39 NODE 22 --> 9.9430904 sigma in 40 act. ( 7.8745122 sig out 1 act.) RANK 40 NODE 12 --> 9.3342485 sigma in 40 act. ( 7.6653380 sig out 1 act.) sorted by output significance RANK 1 NODE 28 --> 460.71902 sigma out 1 act.( 648.82300 sig in 40 act.) RANK 2 NODE 23 --> 341.28787 sigma out 1 act.( 312.08661 sig in 40 act.) RANK 3 NODE 27 --> 329.42416 sigma out 1 act.( 375.68387 sig in 40 act.) RANK 4 NODE 37 --> 302.16776 sigma out 1 act.( 297.68866 sig in 40 act.) RANK 5 NODE 38 --> 286.86435 sigma out 1 act.( 304.77249 sig in 40 act.) RANK 6 NODE 32 --> 286.68088 sigma out 1 act.( 329.18036 sig in 40 act.) RANK 7 NODE 15 --> 275.11606 sigma out 1 act.( 365.35669 sig in 40 act.) RANK 8 NODE 24 --> 272.89761 sigma out 1 act.( 283.11484 sig in 40 act.) RANK 9 NODE 20 --> 269.68878 sigma out 1 act.( 325.94763 sig in 40 act.) RANK 10 NODE 39 --> 219.25835 sigma out 1 act.( 196.40941 sig in 40 act.) RANK 11 NODE 4 --> 206.61992 sigma out 1 act.( 216.33705 sig in 40 act.) RANK 12 NODE 21 --> 199.92270 sigma out 1 act.( 199.49373 sig in 40 act.) RANK 13 NODE 26 --> 190.82899 sigma out 1 act.( 186.66881 sig in 40 act.) RANK 14 NODE 36 --> 188.13655 sigma out 1 act.( 259.72736 sig in 40 act.) RANK 15 NODE 14 --> 187.52837 sigma out 1 act.( 188.88135 sig in 40 act.) RANK 16 NODE 13 --> 178.89197 sigma out 1 act.( 207.33652 sig in 40 act.) RANK 17 NODE 17 --> 157.60823 sigma out 1 act.( 110.16147 sig in 40 act.) RANK 18 NODE 25 --> 147.73915 sigma out 1 act.( 130.44026 sig in 40 act.) RANK 19 NODE 30 --> 131.95645 sigma out 1 act.( 133.96838 sig in 40 act.) RANK 20 NODE 2 --> 129.94083 sigma out 1 act.( 125.91598 sig in 40 act.) RANK 21 NODE 40 --> 128.71242 sigma out 1 act.( 158.30595 sig in 40 act.) RANK 22 NODE 19 --> 126.22120 sigma out 1 act.( 120.01881 sig in 40 act.) RANK 23 NODE 16 --> 113.50190 sigma out 1 act.( 110.71538 sig in 40 act.) RANK 24 NODE 8 --> 102.98788 sigma out 1 act.( 88.296021 sig in 40 act.) RANK 25 NODE 6 --> 84.959290 sigma out 1 act.( 89.785782 sig in 40 act.) RANK 26 NODE 10 --> 77.503380 sigma out 1 act.( 75.127373 sig in 40 act.) RANK 27 NODE 3 --> 55.195625 sigma out 1 act.( 54.803158 sig in 40 act.) RANK 28 NODE 18 --> 52.091373 sigma out 1 act.( 48.587666 sig in 40 act.) RANK 29 NODE 1 --> 51.476608 sigma out 1 act.( 42.935673 sig in 40 act.) RANK 30 NODE 29 --> 42.708115 sigma out 1 act.( 44.705219 sig in 40 act.) RANK 31 NODE 33 --> 38.647381 sigma out 1 act.( 34.976593 sig in 40 act.) RANK 32 NODE 9 --> 38.232918 sigma out 1 act.( 39.459984 sig in 40 act.) RANK 33 NODE 31 --> 27.352140 sigma out 1 act.( 25.839497 sig in 40 act.) RANK 34 NODE 7 --> 22.033159 sigma out 1 act.( 24.850454 sig in 40 act.) RANK 35 NODE 5 --> 21.637112 sigma out 1 act.( 23.245682 sig in 40 act.) RANK 36 NODE 35 --> 19.646032 sigma out 1 act.( 19.741457 sig in 40 act.) RANK 37 NODE 11 --> 19.255623 sigma out 1 act.( 22.067741 sig in 40 act.) RANK 38 NODE 34 --> 16.802719 sigma out 1 act.( 18.807430 sig in 40 act.) RANK 39 NODE 22 --> 7.8745122 sigma out 1 act.( 9.9430904 sig in 40 act.) RANK 40 NODE 12 --> 7.6653380 sigma out 1 act.( 9.3342485 sig in 40 act.) RANK 1 NODE 1 --> 1162.7035 sigma in 40 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.40677875 *** contribution from regularisation: 2.80525465E-03 *** contribution from error: -0.40958402 *** contribution from DIAG: 2.17362976E-04 *********************************************** --------------------------------------------------- Iteration : 81 *********************************************** *** Learn Path 81 *** loss function: -0.40691090 *** contribution from regularisation: 2.82349880E-03 *** contribution from error: -0.40973440 *** contribution from DIAG: 2.20086891E-04 *********************************************** --------------------------------------------------- Iteration : 82 *********************************************** *** Learn Path 82 *** loss function: -0.40720940 *** contribution from regularisation: 2.84564029E-03 *** contribution from error: -0.41005504 *** contribution from DIAG: 2.18860732E-04 *********************************************** --------------------------------------------------- Iteration : 83 *********************************************** *** Learn Path 83 *** loss function: -0.40733293 *** contribution from regularisation: 2.84731621E-03 *** contribution from error: -0.41018024 *** contribution from DIAG: 2.16627130E-04 *********************************************** --------------------------------------------------- Iteration : 84 *********************************************** *** Learn Path 84 *** loss function: -0.40765992 *** contribution from regularisation: 2.83075543E-03 *** contribution from error: -0.41049066 *** contribution from DIAG: 2.20022572E-04 *********************************************** --------------------------------------------------- Iteration : 85 *********************************************** *** Learn Path 85 *** loss function: -0.40793326 *** contribution from regularisation: 2.84774252E-03 *** contribution from error: -0.41078100 *** contribution from DIAG: 2.23624069E-04 *********************************************** --------------------------------------------------- Iteration : 86 *********************************************** *** Learn Path 86 *** loss function: -0.40815976 *** contribution from regularisation: 2.86102877E-03 *** contribution from error: -0.41102079 *** contribution from DIAG: 2.27456912E-04 *********************************************** --------------------------------------------------- Iteration : 87 *********************************************** *** Learn Path 87 *** loss function: -0.40849000 *** contribution from regularisation: 2.86654313E-03 *** contribution from error: -0.41135654 *** contribution from DIAG: 2.27611556E-04 *********************************************** --------------------------------------------------- Iteration : 88 *********************************************** *** Learn Path 88 *** loss function: -0.40705228 *** contribution from regularisation: 2.94518075E-03 *** contribution from error: -0.40999746 *** contribution from DIAG: 2.25649797E-04 *********************************************** --------------------------------------------------- Iteration : 89 *********************************************** *** Learn Path 89 *** loss function: -0.40873864 *** contribution from regularisation: 2.76052975E-03 *** contribution from error: -0.41149917 *** contribution from DIAG: 2.27635450E-04 *********************************************** --------------------------------------------------- Iteration : 90 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 612.93341 sigma out 40 active outputs RANK 2 NODE 3 --> 541.97278 sigma out 40 active outputs RANK 3 NODE 1 --> 481.13647 sigma out 40 active outputs RANK 4 NODE 6 --> 479.41870 sigma out 40 active outputs RANK 5 NODE 5 --> 465.18250 sigma out 40 active outputs RANK 6 NODE 7 --> 397.56265 sigma out 40 active outputs RANK 7 NODE 4 --> 318.86649 sigma out 40 active outputs RANK 8 NODE 8 --> 303.35294 sigma out 40 active outputs RANK 9 NODE 24 --> 246.13182 sigma out 40 active outputs RANK 10 NODE 11 --> 226.17029 sigma out 40 active outputs RANK 11 NODE 10 --> 196.78891 sigma out 40 active outputs RANK 12 NODE 9 --> 179.81337 sigma out 40 active outputs RANK 13 NODE 31 --> 177.68369 sigma out 40 active outputs RANK 14 NODE 21 --> 157.17709 sigma out 40 active outputs RANK 15 NODE 22 --> 154.39369 sigma out 40 active outputs RANK 16 NODE 20 --> 135.40958 sigma out 40 active outputs RANK 17 NODE 23 --> 135.31485 sigma out 40 active outputs RANK 18 NODE 19 --> 134.12915 sigma out 40 active outputs RANK 19 NODE 17 --> 129.33687 sigma out 40 active outputs RANK 20 NODE 16 --> 122.57097 sigma out 40 active outputs RANK 21 NODE 18 --> 116.68380 sigma out 40 active outputs RANK 22 NODE 30 --> 109.94205 sigma out 40 active outputs RANK 23 NODE 40 --> 98.726036 sigma out 40 active outputs RANK 24 NODE 25 --> 94.349380 sigma out 40 active outputs RANK 25 NODE 12 --> 92.431549 sigma out 40 active outputs RANK 26 NODE 29 --> 88.594772 sigma out 40 active outputs RANK 27 NODE 26 --> 85.122253 sigma out 40 active outputs RANK 28 NODE 27 --> 62.001160 sigma out 40 active outputs RANK 29 NODE 28 --> 48.228371 sigma out 40 active outputs RANK 30 NODE 13 --> 43.719624 sigma out 40 active outputs RANK 31 NODE 36 --> 40.479542 sigma out 40 active outputs RANK 32 NODE 37 --> 39.860355 sigma out 40 active outputs RANK 33 NODE 35 --> 34.224770 sigma out 40 active outputs RANK 34 NODE 15 --> 31.971138 sigma out 40 active outputs RANK 35 NODE 32 --> 29.394789 sigma out 40 active outputs RANK 36 NODE 33 --> 27.747644 sigma out 40 active outputs RANK 37 NODE 34 --> 26.521513 sigma out 40 active outputs RANK 38 NODE 39 --> 15.878937 sigma out 40 active outputs RANK 39 NODE 14 --> 15.419273 sigma out 40 active outputs RANK 40 NODE 38 --> 15.005282 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 28 --> 738.18201 sigma in 40 act. ( 510.31183 sig out 1 act.) RANK 2 NODE 27 --> 408.78027 sigma in 40 act. ( 348.68115 sig out 1 act.) RANK 3 NODE 15 --> 403.19443 sigma in 40 act. ( 310.92697 sig out 1 act.) RANK 4 NODE 38 --> 363.06046 sigma in 40 act. ( 336.48361 sig out 1 act.) RANK 5 NODE 20 --> 361.37387 sigma in 40 act. ( 296.50879 sig out 1 act.) RANK 6 NODE 23 --> 341.11984 sigma in 40 act. ( 368.99823 sig out 1 act.) RANK 7 NODE 32 --> 340.32230 sigma in 40 act. ( 302.66391 sig out 1 act.) RANK 8 NODE 24 --> 312.04956 sigma in 40 act. ( 300.00107 sig out 1 act.) RANK 9 NODE 4 --> 289.05124 sigma in 40 act. ( 263.94095 sig out 1 act.) RANK 10 NODE 36 --> 281.91946 sigma in 40 act. ( 208.32472 sig out 1 act.) RANK 11 NODE 37 --> 265.42123 sigma in 40 act. ( 267.99350 sig out 1 act.) RANK 12 NODE 21 --> 244.12402 sigma in 40 act. ( 244.22554 sig out 1 act.) RANK 13 NODE 26 --> 238.21182 sigma in 40 act. ( 242.76057 sig out 1 act.) RANK 14 NODE 13 --> 211.10736 sigma in 40 act. ( 184.31085 sig out 1 act.) RANK 15 NODE 14 --> 202.81209 sigma in 40 act. ( 198.22523 sig out 1 act.) RANK 16 NODE 39 --> 196.75209 sigma in 40 act. ( 221.50421 sig out 1 act.) RANK 17 NODE 40 --> 192.91386 sigma in 40 act. ( 157.04591 sig out 1 act.) RANK 18 NODE 25 --> 156.99495 sigma in 40 act. ( 178.73938 sig out 1 act.) RANK 19 NODE 30 --> 145.54013 sigma in 40 act. ( 142.44441 sig out 1 act.) RANK 20 NODE 2 --> 134.32640 sigma in 40 act. ( 137.31456 sig out 1 act.) RANK 21 NODE 17 --> 129.59560 sigma in 40 act. ( 185.71234 sig out 1 act.) RANK 22 NODE 19 --> 123.39101 sigma in 40 act. ( 129.51996 sig out 1 act.) RANK 23 NODE 16 --> 118.54305 sigma in 40 act. ( 122.49796 sig out 1 act.) RANK 24 NODE 6 --> 110.30809 sigma in 40 act. ( 105.13052 sig out 1 act.) RANK 25 NODE 8 --> 99.219116 sigma in 40 act. ( 114.93282 sig out 1 act.) RANK 26 NODE 10 --> 79.394218 sigma in 40 act. ( 81.277763 sig out 1 act.) RANK 27 NODE 29 --> 54.974670 sigma in 40 act. ( 53.156139 sig out 1 act.) RANK 28 NODE 3 --> 54.412342 sigma in 40 act. ( 54.063744 sig out 1 act.) RANK 29 NODE 9 --> 44.159348 sigma in 40 act. ( 43.325535 sig out 1 act.) RANK 30 NODE 1 --> 42.115253 sigma in 40 act. ( 50.807945 sig out 1 act.) RANK 31 NODE 18 --> 41.808636 sigma in 40 act. ( 44.201405 sig out 1 act.) RANK 32 NODE 33 --> 39.518196 sigma in 40 act. ( 44.433037 sig out 1 act.) RANK 33 NODE 7 --> 26.800602 sigma in 40 act. ( 24.190920 sig out 1 act.) RANK 34 NODE 11 --> 24.402735 sigma in 40 act. ( 21.571621 sig out 1 act.) RANK 35 NODE 5 --> 24.269855 sigma in 40 act. ( 22.378330 sig out 1 act.) RANK 36 NODE 34 --> 22.150465 sigma in 40 act. ( 20.296862 sig out 1 act.) RANK 37 NODE 35 --> 22.047556 sigma in 40 act. ( 22.571028 sig out 1 act.) RANK 38 NODE 31 --> 21.030729 sigma in 40 act. ( 21.769381 sig out 1 act.) RANK 39 NODE 12 --> 10.630498 sigma in 40 act. ( 9.7019796 sig out 1 act.) RANK 40 NODE 22 --> 6.7922668 sigma in 40 act. ( 1.9308951 sig out 1 act.) sorted by output significance RANK 1 NODE 28 --> 510.31183 sigma out 1 act.( 738.18201 sig in 40 act.) RANK 2 NODE 23 --> 368.99823 sigma out 1 act.( 341.11984 sig in 40 act.) RANK 3 NODE 27 --> 348.68115 sigma out 1 act.( 408.78027 sig in 40 act.) RANK 4 NODE 38 --> 336.48361 sigma out 1 act.( 363.06046 sig in 40 act.) RANK 5 NODE 15 --> 310.92697 sigma out 1 act.( 403.19443 sig in 40 act.) RANK 6 NODE 32 --> 302.66391 sigma out 1 act.( 340.32230 sig in 40 act.) RANK 7 NODE 24 --> 300.00107 sigma out 1 act.( 312.04956 sig in 40 act.) RANK 8 NODE 20 --> 296.50879 sigma out 1 act.( 361.37387 sig in 40 act.) RANK 9 NODE 37 --> 267.99350 sigma out 1 act.( 265.42123 sig in 40 act.) RANK 10 NODE 4 --> 263.94095 sigma out 1 act.( 289.05124 sig in 40 act.) RANK 11 NODE 21 --> 244.22554 sigma out 1 act.( 244.12402 sig in 40 act.) RANK 12 NODE 26 --> 242.76057 sigma out 1 act.( 238.21182 sig in 40 act.) RANK 13 NODE 39 --> 221.50421 sigma out 1 act.( 196.75209 sig in 40 act.) RANK 14 NODE 36 --> 208.32472 sigma out 1 act.( 281.91946 sig in 40 act.) RANK 15 NODE 14 --> 198.22523 sigma out 1 act.( 202.81209 sig in 40 act.) RANK 16 NODE 17 --> 185.71234 sigma out 1 act.( 129.59560 sig in 40 act.) RANK 17 NODE 13 --> 184.31085 sigma out 1 act.( 211.10736 sig in 40 act.) RANK 18 NODE 25 --> 178.73938 sigma out 1 act.( 156.99495 sig in 40 act.) RANK 19 NODE 40 --> 157.04591 sigma out 1 act.( 192.91386 sig in 40 act.) RANK 20 NODE 30 --> 142.44441 sigma out 1 act.( 145.54013 sig in 40 act.) RANK 21 NODE 2 --> 137.31456 sigma out 1 act.( 134.32640 sig in 40 act.) RANK 22 NODE 19 --> 129.51996 sigma out 1 act.( 123.39101 sig in 40 act.) RANK 23 NODE 16 --> 122.49796 sigma out 1 act.( 118.54305 sig in 40 act.) RANK 24 NODE 8 --> 114.93282 sigma out 1 act.( 99.219116 sig in 40 act.) RANK 25 NODE 6 --> 105.13052 sigma out 1 act.( 110.30809 sig in 40 act.) RANK 26 NODE 10 --> 81.277763 sigma out 1 act.( 79.394218 sig in 40 act.) RANK 27 NODE 3 --> 54.063744 sigma out 1 act.( 54.412342 sig in 40 act.) RANK 28 NODE 29 --> 53.156139 sigma out 1 act.( 54.974670 sig in 40 act.) RANK 29 NODE 1 --> 50.807945 sigma out 1 act.( 42.115253 sig in 40 act.) RANK 30 NODE 33 --> 44.433037 sigma out 1 act.( 39.518196 sig in 40 act.) RANK 31 NODE 18 --> 44.201405 sigma out 1 act.( 41.808636 sig in 40 act.) RANK 32 NODE 9 --> 43.325535 sigma out 1 act.( 44.159348 sig in 40 act.) RANK 33 NODE 7 --> 24.190920 sigma out 1 act.( 26.800602 sig in 40 act.) RANK 34 NODE 35 --> 22.571028 sigma out 1 act.( 22.047556 sig in 40 act.) RANK 35 NODE 5 --> 22.378330 sigma out 1 act.( 24.269855 sig in 40 act.) RANK 36 NODE 31 --> 21.769381 sigma out 1 act.( 21.030729 sig in 40 act.) RANK 37 NODE 11 --> 21.571621 sigma out 1 act.( 24.402735 sig in 40 act.) RANK 38 NODE 34 --> 20.296862 sigma out 1 act.( 22.150465 sig in 40 act.) RANK 39 NODE 12 --> 9.7019796 sigma out 1 act.( 10.630498 sig in 40 act.) RANK 40 NODE 22 --> 1.9308951 sigma out 1 act.( 6.7922668 sig in 40 act.) RANK 1 NODE 1 --> 1278.0621 sigma in 40 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.40896547 *** contribution from regularisation: 2.85140914E-03 *** contribution from error: -0.41181687 *** contribution from DIAG: 2.27101104E-04 *********************************************** --------------------------------------------------- Iteration : 91 *********************************************** *** Learn Path 91 *** loss function: -0.40911791 *** contribution from regularisation: 2.84071267E-03 *** contribution from error: -0.41195863 *** contribution from DIAG: 2.26851043E-04 *********************************************** --------------------------------------------------- Iteration : 92 *********************************************** *** Learn Path 92 *** loss function: -0.40932757 *** contribution from regularisation: 2.85971607E-03 *** contribution from error: -0.41218728 *** contribution from DIAG: 2.26677366E-04 *********************************************** --------------------------------------------------- Iteration : 93 *********************************************** *** Learn Path 93 *** loss function: -0.40957069 *** contribution from regularisation: 2.85268575E-03 *** contribution from error: -0.41242337 *** contribution from DIAG: 2.25025084E-04 *********************************************** --------------------------------------------------- Iteration : 94 *********************************************** *** Learn Path 94 *** loss function: -0.40976429 *** contribution from regularisation: 2.89682182E-03 *** contribution from error: -0.41266111 *** contribution from DIAG: 2.20684989E-04 *********************************************** --------------------------------------------------- Iteration : 95 *********************************************** *** Learn Path 95 *** loss function: -0.41008884 *** contribution from regularisation: 2.84781214E-03 *** contribution from error: -0.41293666 *** contribution from DIAG: 2.21283233E-04 *********************************************** --------------------------------------------------- Iteration : 96 *********************************************** *** Learn Path 96 *** loss function: -0.41017425 *** contribution from regularisation: 2.84027192E-03 *** contribution from error: -0.41301453 *** contribution from DIAG: 2.23598094E-04 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 632.52649 sigma out 40 active outputs RANK 2 NODE 3 --> 564.70087 sigma out 40 active outputs RANK 3 NODE 1 --> 508.72232 sigma out 40 active outputs RANK 4 NODE 6 --> 506.22974 sigma out 40 active outputs RANK 5 NODE 5 --> 472.69632 sigma out 40 active outputs RANK 6 NODE 7 --> 426.90094 sigma out 40 active outputs RANK 7 NODE 4 --> 326.22070 sigma out 40 active outputs RANK 8 NODE 8 --> 312.90491 sigma out 40 active outputs RANK 9 NODE 24 --> 261.04028 sigma out 40 active outputs RANK 10 NODE 11 --> 241.31595 sigma out 40 active outputs RANK 11 NODE 10 --> 205.06892 sigma out 40 active outputs RANK 12 NODE 31 --> 201.36304 sigma out 40 active outputs RANK 13 NODE 9 --> 187.79129 sigma out 40 active outputs RANK 14 NODE 21 --> 167.61369 sigma out 40 active outputs RANK 15 NODE 22 --> 161.23286 sigma out 40 active outputs RANK 16 NODE 23 --> 146.10075 sigma out 40 active outputs RANK 17 NODE 20 --> 144.17728 sigma out 40 active outputs RANK 18 NODE 19 --> 143.14294 sigma out 40 active outputs RANK 19 NODE 16 --> 134.08650 sigma out 40 active outputs RANK 20 NODE 17 --> 131.31985 sigma out 40 active outputs RANK 21 NODE 18 --> 127.00349 sigma out 40 active outputs RANK 22 NODE 30 --> 115.07312 sigma out 40 active outputs RANK 23 NODE 40 --> 99.596527 sigma out 40 active outputs RANK 24 NODE 25 --> 98.737389 sigma out 40 active outputs RANK 25 NODE 29 --> 97.599800 sigma out 40 active outputs RANK 26 NODE 12 --> 95.685333 sigma out 40 active outputs RANK 27 NODE 26 --> 91.720436 sigma out 40 active outputs RANK 28 NODE 27 --> 63.897694 sigma out 40 active outputs RANK 29 NODE 28 --> 47.922928 sigma out 40 active outputs RANK 30 NODE 13 --> 44.513519 sigma out 40 active outputs RANK 31 NODE 37 --> 43.713989 sigma out 40 active outputs RANK 32 NODE 36 --> 42.094650 sigma out 40 active outputs RANK 33 NODE 35 --> 34.244995 sigma out 40 active outputs RANK 34 NODE 15 --> 32.119518 sigma out 40 active outputs RANK 35 NODE 32 --> 29.592794 sigma out 40 active outputs RANK 36 NODE 33 --> 28.045773 sigma out 40 active outputs RANK 37 NODE 34 --> 26.516113 sigma out 40 active outputs RANK 38 NODE 39 --> 15.826840 sigma out 40 active outputs RANK 39 NODE 38 --> 15.281060 sigma out 40 active outputs RANK 40 NODE 14 --> 14.863585 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 28 --> 781.00269 sigma in 40 act. ( 534.56439 sig out 1 act.) RANK 2 NODE 27 --> 432.75568 sigma in 40 act. ( 367.58835 sig out 1 act.) RANK 3 NODE 15 --> 422.94321 sigma in 40 act. ( 322.59332 sig out 1 act.) RANK 4 NODE 38 --> 378.43787 sigma in 40 act. ( 349.32224 sig out 1 act.) RANK 5 NODE 20 --> 372.41666 sigma in 40 act. ( 301.62793 sig out 1 act.) RANK 6 NODE 23 --> 358.34964 sigma in 40 act. ( 380.96777 sig out 1 act.) RANK 7 NODE 32 --> 346.94159 sigma in 40 act. ( 307.18790 sig out 1 act.) RANK 8 NODE 4 --> 318.84192 sigma in 40 act. ( 285.23495 sig out 1 act.) RANK 9 NODE 24 --> 312.27899 sigma in 40 act. ( 306.01489 sig out 1 act.) RANK 10 NODE 36 --> 295.90457 sigma in 40 act. ( 218.70879 sig out 1 act.) RANK 11 NODE 21 --> 263.73831 sigma in 40 act. ( 263.80359 sig out 1 act.) RANK 12 NODE 26 --> 263.63562 sigma in 40 act. ( 265.76096 sig out 1 act.) RANK 13 NODE 37 --> 253.55684 sigma in 40 act. ( 258.44162 sig out 1 act.) RANK 14 NODE 13 --> 214.35873 sigma in 40 act. ( 186.99934 sig out 1 act.) RANK 15 NODE 14 --> 207.91835 sigma in 40 act. ( 203.11671 sig out 1 act.) RANK 16 NODE 40 --> 204.67374 sigma in 40 act. ( 166.82465 sig out 1 act.) RANK 17 NODE 39 --> 193.45497 sigma in 40 act. ( 216.75275 sig out 1 act.) RANK 18 NODE 25 --> 166.80420 sigma in 40 act. ( 189.07700 sig out 1 act.) RANK 19 NODE 30 --> 150.27718 sigma in 40 act. ( 146.88397 sig out 1 act.) RANK 20 NODE 2 --> 139.75624 sigma in 40 act. ( 142.21480 sig out 1 act.) RANK 21 NODE 17 --> 135.61192 sigma in 40 act. ( 195.93440 sig out 1 act.) RANK 22 NODE 16 --> 123.91238 sigma in 40 act. ( 128.64349 sig out 1 act.) RANK 23 NODE 19 --> 122.83813 sigma in 40 act. ( 128.12436 sig out 1 act.) RANK 24 NODE 6 --> 116.73553 sigma in 40 act. ( 111.73783 sig out 1 act.) RANK 25 NODE 8 --> 108.17067 sigma in 40 act. ( 124.63758 sig out 1 act.) RANK 26 NODE 10 --> 82.398567 sigma in 40 act. ( 83.965569 sig out 1 act.) RANK 27 NODE 29 --> 58.840046 sigma in 40 act. ( 57.182262 sig out 1 act.) RANK 28 NODE 3 --> 54.359436 sigma in 40 act. ( 53.854702 sig out 1 act.) RANK 29 NODE 9 --> 47.119328 sigma in 40 act. ( 46.679710 sig out 1 act.) RANK 30 NODE 33 --> 41.647881 sigma in 40 act. ( 47.205589 sig out 1 act.) RANK 31 NODE 1 --> 40.218452 sigma in 40 act. ( 48.554123 sig out 1 act.) RANK 32 NODE 18 --> 38.625725 sigma in 40 act. ( 40.605900 sig out 1 act.) RANK 33 NODE 7 --> 29.146606 sigma in 40 act. ( 26.817167 sig out 1 act.) RANK 34 NODE 11 --> 25.928980 sigma in 40 act. ( 23.029724 sig out 1 act.) RANK 35 NODE 5 --> 25.552008 sigma in 40 act. ( 23.520527 sig out 1 act.) RANK 36 NODE 34 --> 25.305161 sigma in 40 act. ( 23.441769 sig out 1 act.) RANK 37 NODE 35 --> 24.015404 sigma in 40 act. ( 24.968645 sig out 1 act.) RANK 38 NODE 31 --> 18.017038 sigma in 40 act. ( 18.210073 sig out 1 act.) RANK 39 NODE 12 --> 12.439552 sigma in 40 act. ( 12.042333 sig out 1 act.) RANK 40 NODE 22 --> 6.7322826 sigma in 40 act. ( 2.3923163 sig out 1 act.) sorted by output significance RANK 1 NODE 28 --> 534.56439 sigma out 1 act.( 781.00269 sig in 40 act.) RANK 2 NODE 23 --> 380.96777 sigma out 1 act.( 358.34964 sig in 40 act.) RANK 3 NODE 27 --> 367.58835 sigma out 1 act.( 432.75568 sig in 40 act.) RANK 4 NODE 38 --> 349.32224 sigma out 1 act.( 378.43787 sig in 40 act.) RANK 5 NODE 15 --> 322.59332 sigma out 1 act.( 422.94321 sig in 40 act.) RANK 6 NODE 32 --> 307.18790 sigma out 1 act.( 346.94159 sig in 40 act.) RANK 7 NODE 24 --> 306.01489 sigma out 1 act.( 312.27899 sig in 40 act.) RANK 8 NODE 20 --> 301.62793 sigma out 1 act.( 372.41666 sig in 40 act.) RANK 9 NODE 4 --> 285.23495 sigma out 1 act.( 318.84192 sig in 40 act.) RANK 10 NODE 26 --> 265.76096 sigma out 1 act.( 263.63562 sig in 40 act.) RANK 11 NODE 21 --> 263.80359 sigma out 1 act.( 263.73831 sig in 40 act.) RANK 12 NODE 37 --> 258.44162 sigma out 1 act.( 253.55684 sig in 40 act.) RANK 13 NODE 36 --> 218.70879 sigma out 1 act.( 295.90457 sig in 40 act.) RANK 14 NODE 39 --> 216.75275 sigma out 1 act.( 193.45497 sig in 40 act.) RANK 15 NODE 14 --> 203.11671 sigma out 1 act.( 207.91835 sig in 40 act.) RANK 16 NODE 17 --> 195.93440 sigma out 1 act.( 135.61192 sig in 40 act.) RANK 17 NODE 25 --> 189.07700 sigma out 1 act.( 166.80420 sig in 40 act.) RANK 18 NODE 13 --> 186.99934 sigma out 1 act.( 214.35873 sig in 40 act.) RANK 19 NODE 40 --> 166.82465 sigma out 1 act.( 204.67374 sig in 40 act.) RANK 20 NODE 30 --> 146.88397 sigma out 1 act.( 150.27718 sig in 40 act.) RANK 21 NODE 2 --> 142.21480 sigma out 1 act.( 139.75624 sig in 40 act.) RANK 22 NODE 16 --> 128.64349 sigma out 1 act.( 123.91238 sig in 40 act.) RANK 23 NODE 19 --> 128.12436 sigma out 1 act.( 122.83813 sig in 40 act.) RANK 24 NODE 8 --> 124.63758 sigma out 1 act.( 108.17067 sig in 40 act.) RANK 25 NODE 6 --> 111.73783 sigma out 1 act.( 116.73553 sig in 40 act.) RANK 26 NODE 10 --> 83.965569 sigma out 1 act.( 82.398567 sig in 40 act.) RANK 27 NODE 29 --> 57.182262 sigma out 1 act.( 58.840046 sig in 40 act.) RANK 28 NODE 3 --> 53.854702 sigma out 1 act.( 54.359436 sig in 40 act.) RANK 29 NODE 1 --> 48.554123 sigma out 1 act.( 40.218452 sig in 40 act.) RANK 30 NODE 33 --> 47.205589 sigma out 1 act.( 41.647881 sig in 40 act.) RANK 31 NODE 9 --> 46.679710 sigma out 1 act.( 47.119328 sig in 40 act.) RANK 32 NODE 18 --> 40.605900 sigma out 1 act.( 38.625725 sig in 40 act.) RANK 33 NODE 7 --> 26.817167 sigma out 1 act.( 29.146606 sig in 40 act.) RANK 34 NODE 35 --> 24.968645 sigma out 1 act.( 24.015404 sig in 40 act.) RANK 35 NODE 5 --> 23.520527 sigma out 1 act.( 25.552008 sig in 40 act.) RANK 36 NODE 34 --> 23.441769 sigma out 1 act.( 25.305161 sig in 40 act.) RANK 37 NODE 11 --> 23.029724 sigma out 1 act.( 25.928980 sig in 40 act.) RANK 38 NODE 31 --> 18.210073 sigma out 1 act.( 18.017038 sig in 40 act.) RANK 39 NODE 12 --> 12.042333 sigma out 1 act.( 12.439552 sig in 40 act.) RANK 40 NODE 22 --> 2.3923163 sigma out 1 act.( 6.7322826 sig in 40 act.) RANK 1 NODE 1 --> 1326.7850 sigma in 40 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.41017109 *** contribution from regularisation: 2.84345308E-03 *** contribution from error: -0.41301453 *** contribution from DIAG: 2.23553958E-04 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 228161 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/Ghost/Downstream/GlobalPID_Ghost_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/Ghost/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/Ghost/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/Ghost/Downstream/NB.txt Training Host = lxplus432.cern.ch Particle type = ghost 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_Ghost_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres 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 35 nodes, hidden layer has 40 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 RichAbovePrThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input InAccMuon Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsMuon Making plots for input MuonNShared 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 34 input variables. ***************Training results***************** number of nodes in the 1st layer: 40 number of nodes in the 2nd layer: 40 number of nodes in the 3rd layer: 1 number of iterations: 100