Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Kaon/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/NOBFGS/621/Kaon/Downstream/GlobalPID_Kaon_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/NOBFGS/621/Kaon/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/NOBFGS/621/Kaon/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/NOBFGS/621/Kaon/Downstream/NB.txt Training Host = lxplus436.cern.ch Particle type = kaon 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_Kaon_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 = NOBFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 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 do not want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function global preprocessing flag: 621 You want to use the global preprocessing flag 21 You use momentum: 0.0000000 Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 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 MuonBkgLL PreproFlag 34 Input 24 MuonMuLL PreproFlag 34 Input 25 MuonIsMuon PreproFlag 19 Input 26 MuonNShared PreproFlag 19 Input 27 InAccMuon 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 = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 24 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 25 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 26 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 27 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 28 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 29 : PreproFlag = 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: 1.0323774 % ------------------------------ 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 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 370.00000 Unregularised mean is returned ------------------------------ 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 Only one class left for trimmed mean or sigma very small -> take "normal" mean 221.33975 237.54495 253.08092 272.72339 288.60626 304.15588 320.36118 344.80701 373.25992 387.86026 423.23425 459.02435 520.20813 569.61011 638.50610 680.24701 722.46619 791.43341 905.13556 1032.0724 1144.9983 1236.0348 1363.0642 1482.0658 1541.6025 1658.6277 1734.2446 1854.2415 1992.8442 2230.1099 2334.1428 2568.6038 2842.3489 2946.4529 3039.3113 3196.9700 3386.8069 3502.2378 3593.8843 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 -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 Only one class left for trimmed mean or sigma very small -> take "normal" mean -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 # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -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 - Only one class left for trimmed mean or sigma very small -> take "normal" mean 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 # 24 build map for variable # 24 ------------------------------ Transdef: Tab for variable 25 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.000 Only one class left for trimmed mean or sigma very small -> take "normal" mean 0000 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 # 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 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 # 26 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 27.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 28.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 29.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 30.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 31.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 32.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 33.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 34.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 35.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 36.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 37.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 38.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 39.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 40.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 41.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 42.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 44.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 46.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 47.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 48.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 51.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 52.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 53.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of Only one class left for trimmed mean or sigma very small -> take "normal" mean mean targets is zero in map id 26 for key 54.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 61.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 66.000000 Unregularised mean is returned ------------------------------ 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 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 # 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 20.197053888938608 ROUND 1 : MAX CORR ( 20.196899702851965 ) AFTER KILLING INPUT VARIABLE 15 CONTR 7.89188547075083818E-002 ROUND 2 : MAX CORR ( 20.195769186507810 ) AFTER KILLING INPUT VARIABLE 28 CONTR 0.21369270545219338 ROUND 3 : MAX CORR ( 20.194315162332618 ) AFTER KILLING INPUT VARIABLE 12 CONTR 0.24233893430735959 ROUND 4 : MAX CORR ( 20.190576671653552 ) AFTER KILLING INPUT VARIABLE 9 CONTR 0.38855957290546145 ROUND 5 : MAX CORR ( 20.186471165461121 ) AFTER KILLING INPUT VARIABLE 29 CONTR 0.40714643548398577 ROUND 6 : MAX CORR ( 20.180114564773987 ) AFTER KILLING INPUT VARIABLE 11 CONTR 0.50655134644976585 ROUND 7 : MAX CORR ( 20.173783569787307 ) AFTER KILLING INPUT VARIABLE 30 CONTR 0.50545061755121201 ROUND 8 : MAX CORR ( 20.164922967564038 ) AFTER KILLING INPUT VARIABLE 27 CONTR 0.59785051043608628 ROUND 9 : MAX CORR ( 20.152851908984147 ) AFTER KILLING INPUT VARIABLE 24 CONTR 0.69762326677490338 ROUND 10 : MAX CORR ( 20.142042586237210 ) AFTER KILLING INPUT VARIABLE 25 CONTR 0.65997008996817208 ROUND 11 : MAX CORR ( 20.126125405505864 ) AFTER KILLING INPUT VARIABLE 34 CONTR 0.80059709445189775 ROUND 12 : MAX CORR ( 20.105272110355024 ) AFTER KILLING INPUT VARIABLE 10 CONTR 0.91594607195456212 ROUND 13 : MAX CORR ( 20.080747060091923 ) AFTER KILLING INPUT VARIABLE 5 CONTR 0.99275583102246845 ROUND 14 : MAX CORR ( 20.053955091615759 ) AFTER KILLING INPUT VARIABLE 26 CONTR 1.0369607875174565 ROUND 15 : MAX CORR ( 20.024803825662278 ) AFTER KILLING INPUT VARIABLE 3 CONTR 1.0809008096411985 ROUND 16 : MAX CORR ( 19.996065806413650 ) AFTER KILLING INPUT VARIABLE 17 CONTR 1.0724367215987154 ROUND 17 : MAX CORR ( 19.965170324685847 ) AFTER KILLING INPUT VARIABLE 16 CONTR 1.1111352936113756 ROUND 18 : MAX CORR ( 19.932533762759892 ) AFTER KILLING INPUT VARIABLE 2 CONTR 1.1411064324388773 ROUND 19 : MAX CORR ( 19.894234286297966 ) AFTER KILLING INPUT VARIABLE 31 CONTR 1.2350483251474351 ROUND 20 : MAX CORR ( 19.828111636304133 ) AFTER KILLING INPUT VARIABLE 19 CONTR 1.6206624498562745 ROUND 21 : MAX CORR ( 19.760257228911296 ) AFTER KILLING INPUT VARIABLE 33 CONTR 1.6389769092327848 ROUND 22 : MAX CORR ( 19.696260680683782 ) AFTER KILLING INPUT VARIABLE 32 CONTR 1.5890503300056795 ROUND 23 : MAX CORR ( 19.601554852077847 ) AFTER KILLING INPUT VARIABLE 6 CONTR 1.9291791473145663 ROUND 24 : MAX CORR ( 19.492151029920723 ) AFTER KILLING INPUT VARIABLE 21 CONTR 2.0680911115753777 ROUND 25 : MAX CORR ( 19.360723327280972 ) AFTER KILLING INPUT VARIABLE 23 CONTR 2.2597221107290828 ROUND 26 : MAX CORR ( 19.178731606755044 ) AFTER KILLING INPUT VARIABLE 7 CONTR 2.6483696327319453 ROUND 27 : MAX CORR ( 18.964667458648808 ) AFTER KILLING INPUT VARIABLE 35 CONTR 2.8574698995460754 ROUND 28 : MAX CORR ( 18.661094946546719 ) AFTER KILLING INPUT VARIABLE 13 CONTR 3.3796667310700235 ROUND 29 : MAX CORR ( 18.410293415309269 ) AFTER KILLING INPUT VARIABLE 14 CONTR 3.0491902148360044 ROUND 30 : MAX CORR ( 18.056606053230784 ) AFTER KILLING INPUT VARIABLE 18 CONTR 3.5913620642047843 ROUND 31 : MAX CORR ( 16.906012641507125 ) AFTER KILLING INPUT VARIABLE 22 CONTR 6.3425356701221531 ROUND 32 : MAX CORR ( 15.862679382723863 ) AFTER KILLING INPUT VARIABLE 4 CONTR 5.8471075101887768 ROUND 33 : MAX CORR ( 13.423544058934986 ) AFTER KILLING INPUT VARIABLE 8 CONTR 8.4518082146321785 LAST REMAINING VARIABLE: 20 total correlation to target: 20.197053888938608 % total significance: 201.32613372143345 sigma correlations of single variables to target: variable 2 : 2.7746359698528926 % , in sigma: 27.657832442623562 variable 3 : 5.9651736448083978 % , in sigma: 59.461412218342986 variable 4 : 8.9752952392045504 % , in sigma: 89.466587525771033 variable 5 : 6.7052286478659475 % , in sigma: 66.838350128499243 variable 6 : 3.4021637182273610 % , in sigma: 33.913088089207740 variable 7 : 7.2571864629566836 % , in sigma: 72.340317568929109 variable 8 : 7.1357948133735984 % , in sigma: 71.130274182848225 variable 9 : 0.41786600997607881 % , in sigma: 4.1653277089170020 variable 10 : 2.1429160798710911 % , in sigma: 21.360789134014109 variable 11 : 3.3381675298419520 % , in sigma: 33.275168061297173 variable 12 : 1.0578897662094369 % , in sigma: 10.545144737721428 variable 13 : 0.24047253316567882 % , in sigma: 2.3970528392242412 variable 14 : 3.7208757392534162 % , in sigma: 37.090039505813181 variable 15 : 3.1295388935618806 % , in sigma: 31.195538182761002 variable 16 : 4.5192186171177795 % , in sigma: 45.047996436972376 variable 17 : 4.3006601854989945 % , in sigma: 42.869385424099420 variable 18 : 4.6784893817856723 % , in sigma: 46.635622406669100 variable 19 : 3.2489079824079061 % , in sigma: 32.385420493090550 variable 20 : 13.423544058934979 % , in sigma: 133.80715034408016 variable 21 : 7.1658021771713001 % , in sigma: 71.429390408897035 variable 22 : 7.1628302076056665 % , in sigma: 71.399765536602445 variable 23 : 2.8800347521314063 % , in sigma: 28.708457422472808 variable 24 : 2.2027400679319484 % , in sigma: 21.957120276482659 variable 25 : 1.8197384093717917 % , in sigma: 18.139323703238720 variable 26 : 2.8310252253268504 % , in sigma: 28.219925847455226 variable 27 : 2.7239696445949662 % , in sigma: 27.152785744716915 variable 28 : 1.3439147813803864 % , in sigma: 13.396269004093712 variable 29 : 1.2224796354476708 % , in sigma: 12.185792042306664 variable 30 : 6.1920912484467836 % , in sigma: 61.723348244511094 variable 31 : 4.0818676878575815 % , in sigma: 40.688441219087132 variable 32 : 1.3325417306136689 % , in sigma: 13.282901363839267 variable 33 : 3.9916126461075105 % , in sigma: 39.788770469861674 variable 34 : 2.6248961769563830 % , in sigma: 26.165212096414905 variable 35 : 6.2563055054697978 % , in sigma: 62.363442001121712 variables sorted by significance: 1 most relevant variable 20 corr 13.423544 , in sigma: 133.80714905937953 2 most relevant variable 8 corr 8.4518080 , in sigma: 84.248417223338734 3 most relevant variable 4 corr 5.8471074 , in sigma: 58.284516883955305 4 most relevant variable 22 corr 6.3425355 , in sigma: 63.222990658615757 5 most relevant variable 18 corr 3.5913620 , in sigma: 35.799034360737039 6 most relevant variable 14 corr 3.0491903 , in sigma: 30.394615670043578 7 most relevant variable 13 corr 3.3796668 , in sigma: 33.688836743847403 8 most relevant variable 35 corr 2.8574698 , in sigma: 28.483527827685048 9 most relevant variable 7 corr 2.6483696 , in sigma: 26.399196894801097 10 most relevant variable 23 corr 2.2597220 , in sigma: 22.525121481554432 11 most relevant variable 21 corr 2.0680912 , in sigma: 20.614927232836671 12 most relevant variable 6 corr 1.9291792 , in sigma: 19.230239718835364 13 most relevant variable 32 corr 1.5890503 , in sigma: 15.839802851024713 14 most relevant variable 33 corr 1.6389769 , in sigma: 16.337476282752128 15 most relevant variable 19 corr 1.6206625 , in sigma: 16.154915814916500 16 most relevant variable 31 corr 1.2350483 , in sigma: 12.311077614147269 17 most relevant variable 2 corr 1.1411065 , in sigma: 11.374656834538362 18 most relevant variable 16 corr 1.1111352 , in sigma: 11.075900674456674 19 most relevant variable 17 corr 1.0724367 , in sigma: 10.690149846235681 20 most relevant variable 3 corr 1.0809008 , in sigma: 10.774520771344642 21 most relevant variable 26 corr 1.0369608 , in sigma: 10.336523234084595 22 most relevant variable 5 corr 0.99275583 , in sigma: 9.8958835353082559 23 most relevant variable 10 corr 0.91594607 , in sigma: 9.1302365808184920 24 most relevant variable 34 corr 0.80059707 , in sigma: 7.9804269469121047 25 most relevant variable 25 corr 0.65997010 , in sigma: 6.5786441072286985 26 most relevant variable 24 corr 0.69762325 , in sigma: 6.9539742314168063 27 most relevant variable 27 corr 0.59785050 , in sigma: 5.9594300574624262 28 most relevant variable 30 corr 0.50545061 , in sigma: 5.0383792073037021 29 most relevant variable 11 corr 0.50655133 , in sigma: 5.0493512776255747 30 most relevant variable 29 corr 0.40714642 , in sigma: 4.0584738677363621 31 most relevant variable 9 corr 0.38855958 , in sigma: 3.8731984556577173 32 most relevant variable 12 corr 0.24233894 , in sigma: 2.4156573631750446 33 most relevant variable 28 corr 0.21369271 , in sigma: 2.1301090399512792 34 most relevant variable 15 corr 7.89188519E-02 , in sigma: 0.78667054217661625 global correlations between input variables: variable 2 : 29.181366426531270 % variable 3 : 93.429026713214540 % variable 4 : 77.145625837711819 % variable 5 : 84.771054437276590 % variable 6 : 77.280271612521844 % variable 7 : 75.158257171665127 % variable 8 : 84.676609124257823 % variable 9 : 4.3464198752089551 % variable 10 : 50.981840861652117 % variable 11 : 78.848180517747764 % variable 12 : 92.944434866283217 % variable 13 : 69.619200287673806 % variable 14 : 78.009551853008574 % variable 15 : 81.100197946781108 % variable 16 : 88.110292400836528 % variable 17 : 82.224965025317758 % variable 18 : 59.523138507766738 % variable 19 : 58.663153465912956 % variable 20 : 81.420188735476913 % variable 21 : 94.212905207640219 % variable 22 : 94.737150472969461 % variable 23 : 85.395714971667473 % variable 24 : 88.667160355257906 % variable 25 : 81.938026861555969 % variable 26 : 60.792650278460513 % variable 27 : 93.288501732280125 % variable 28 : 82.127561860597169 % variable 29 : 83.751969127364205 % variable 30 : 71.710230593513884 % variable 31 : 53.861718488389741 % variable 32 : 93.504793860013152 % variable 33 : 69.467979907786685 % variable 34 : 70.589138169348800 % variable 35 : 73.313143559012346 % significance loss when removing single variables: variable 2 : corr = 1.1627563675276897 % , sigma = 11.590464887680204 variable 3 : corr = 0.62199081858673311 % , sigma = 6.2000630094311830 variable 4 : corr = 5.0205663200316035 % , sigma = 50.045477516776856 variable 5 : corr = 1.2848268925532864 % , sigma = 12.807275368054695 variable 6 : corr = 0.85652202600082195 % , sigma = 8.5378921544807849 variable 7 : corr = 1.9792437512188410 % , sigma = 19.729287960331149 variable 8 : corr = 1.9925441699265283 % , sigma = 19.861867785587812 variable 9 : corr = 0.38938548945153284 % , sigma = 3.8814312002919960 variable 10 : corr = 1.0027973207370295 % , sigma = 9.9959780570159200 variable 11 : corr = 0.53235973125432690 % , sigma = 5.3066118965555420 variable 12 : corr = 0.17129394281333643 % , sigma = 1.7074741408397380 variable 13 : corr = 2.5606424988940204 % , sigma = 25.524725387174509 variable 14 : corr = 4.2890602446320880 % , sigma = 42.753756121975783 variable 15 : corr = 7.89188547074971269E-002 % , sigma = 0.78667057004217900 variable 16 : corr = 1.1003994458199582 % , sigma = 10.968885224268837 variable 17 : corr = 1.1253160637269306 % , sigma = 11.217256416236213 variable 18 : corr = 2.9902768549091299 % , sigma = 29.807361076817926 variable 19 : corr = 1.4639289469533612 % , sigma = 14.592581499939646 variable 20 : corr = 13.035659610982503 % , sigma = 129.94068166669976 variable 21 : corr = 2.6075891044139379 % , sigma = 25.992693568704524 variable 22 : corr = 1.2865010229125879 % , sigma = 12.823963257013016 variable 23 : corr = 1.2706476402697908 % , sigma = 12.665935247015538 variable 24 : corr = 0.75639414927453841 % , sigma = 7.5398080571719603 variable 25 : corr = 0.53136270305716204 % , sigma = 5.2966734256651709 variable 26 : corr = 0.79134882500019910 % , sigma = 7.8882395540640813 variable 27 : corr = 0.61338286681844745 % , sigma = 6.1142581361908013 variable 28 : corr = 0.21523033254129939 % , sigma = 2.1454362080921978 variable 29 : corr = 0.39773705791667968 % , sigma = 3.9646804206408466 variable 30 : corr = 0.49060382576057793 % , sigma = 4.8903851013347746 variable 31 : corr = 1.0678353130186591 % , sigma = 10.644282884198464 variable 32 : corr = 1.0004955132277342 % , sigma = 9.9730334231616133 variable 33 : corr = 1.6679844669021071 % , sigma = 16.626626124551812 variable 34 : corr = 0.77954630911278566 % , sigma = 7.7705909650735805 variable 35 : corr = 1.3579784301639650 % , sigma = 13.536456778567329 Keep only 31 most significant input variables Sum of Weights for output node 2 993629.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -3.5377374 NVar: 32.000000 4823 --------- Entering internal boost mode: --------- Starting analysis with 49 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.9845707 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.5303583 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.1076052 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.9094731 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.7519513 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.6160784 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.5203031 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.3982705 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.3038938 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.2254926 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.1529914 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.0069600 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.99996650 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.99716806 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.95079458 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.92762005 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.83323735 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.77610815 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.76704609 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.72657228 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.67055482 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.64393175 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.62032020 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.58552712 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.55583513 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.55441833 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.52992868 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.50624496 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.49152568 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.43078944 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.42355871 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.39849275 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.37031516 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.31581515 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.25747716 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.23992203 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.18321341 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.12661059 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.12628092 PREPRO: (sigma of derived input)/eigenvalue # 40 : 2.94852245E-04 PREPRO: (sigma of derived input)/eigenvalue # 41 : 2.67735304E-04 PREPRO: (sigma of derived input)/eigenvalue # 42 : 2.65764218E-04 PREPRO: (sigma of derived input)/eigenvalue # 43 : 2.20605958E-04 PREPRO: (sigma of derived input)/eigenvalue # 44 : 2.10546248E-04 PREPRO: (sigma of derived input)/eigenvalue # 45 : 1.64758385E-04 PREPRO: (sigma of derived input)/eigenvalue # 46 : 2.10816448E-04 PREPRO: (sigma of derived input)/eigenvalue # 47 : 2.20605973E-04 PREPRO: (sigma of derived input)/eigenvalue # 48 : 2.67873664E-04 PREPRO: (sigma of derived input)/eigenvalue # 49 : 2.90960830E-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 0.2 3.0 2.5 2.1 1.9 1.8 1.6 1.5 1.4 1.3 1.2 1.2 1.0 1.0 1.0 1.0 0.9 0.8 0.8 0.8 0.7 0.7 0.6 0.6 0.6 0.6 0.6 0.5 0.5 0.5 0.4 0.4 0.4 0.4 0.3 0.3 0.2 0.2 0.1 0.1 1 100.0 -4.5 -2.0 -0.9 1.3 -11.8 5.0 1.6 -2.6 -3.6 -0.6 1.8 0.0 0.2 -0.4 0.5 1.1 4.3 -2.7 2.1 1.8 -1.4 -1.1 0.3 -0.8 -0.2 0.4 -0.0 -1.4 0.4 -0.2 -0.0 -0.3 -0.1 0.4 -8.1 3.1 -0.6 -1.9 2.4 2 -4.5 100.0 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 -2.0 0.0 100.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 4 -0.9 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 1.3 -0.0 0.0 0.0 100.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 6 -11.8 -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 5.0 -0.0 0.0 0.0 0.0 -0.0 100.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 8 1.6 0.0 -0.0 0.0 -0.0 0.0 0.0 100.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 9 -2.6 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 -0.6 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 100.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 12 1.8 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 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 100.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 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 -0.4 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 100.0 -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 0.5 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 -0.0 100.0 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 1.1 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 100.0 -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 4.3 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 -0.0 100.0 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 -2.7 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 100.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 20 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 -0.0 100.0 -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 1.8 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 100.0 -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 -1.4 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 100.0 -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 -1.1 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 100.0 -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 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 -0.0 100.0 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 -0.8 -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 0.0 100.0 -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 -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 -0.0 100.0 -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 0.4 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 100.0 -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 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 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 -1.4 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 100.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 30 0.4 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 100.0 -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 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -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 -0.3 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 100.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 34 -0.1 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 100.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 35 0.4 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 100.0 0.0 0.0 0.0 0.0 -0.0 36 -8.1 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 3.1 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 100.0 0.0 -0.0 0.0 38 -0.6 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 100.0 0.0 0.0 39 -1.9 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 100.0 0.0 40 2.4 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 18.528216553683695 ------------------------------------- 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 1 --> 173.65245 sigma out 40 active outputs RANK 2 NODE 6 --> 86.914970 sigma out 40 active outputs RANK 3 NODE 3 --> 82.096077 sigma out 40 active outputs RANK 4 NODE 2 --> 70.938515 sigma out 40 active outputs RANK 5 NODE 16 --> 69.973740 sigma out 40 active outputs RANK 6 NODE 10 --> 66.484589 sigma out 40 active outputs RANK 7 NODE 27 --> 66.438873 sigma out 40 active outputs RANK 8 NODE 4 --> 65.697296 sigma out 40 active outputs RANK 9 NODE 24 --> 64.513893 sigma out 40 active outputs RANK 10 NODE 30 --> 61.618050 sigma out 40 active outputs RANK 11 NODE 35 --> 61.612812 sigma out 40 active outputs RANK 12 NODE 23 --> 61.377850 sigma out 40 active outputs RANK 13 NODE 40 --> 59.357533 sigma out 40 active outputs RANK 14 NODE 28 --> 58.710129 sigma out 40 active outputs RANK 15 NODE 21 --> 57.849052 sigma out 40 active outputs RANK 16 NODE 13 --> 57.731304 sigma out 40 active outputs RANK 17 NODE 9 --> 57.462326 sigma out 40 active outputs RANK 18 NODE 11 --> 56.535328 sigma out 40 active outputs RANK 19 NODE 7 --> 55.879925 sigma out 40 active outputs RANK 20 NODE 17 --> 54.796146 sigma out 40 active outputs RANK 21 NODE 37 --> 54.460400 sigma out 40 active outputs RANK 22 NODE 20 --> 54.201641 sigma out 40 active outputs RANK 23 NODE 12 --> 53.720444 sigma out 40 active outputs RANK 24 NODE 25 --> 53.690193 sigma out 40 active outputs RANK 25 NODE 36 --> 53.312057 sigma out 40 active outputs RANK 26 NODE 8 --> 52.383850 sigma out 40 active outputs RANK 27 NODE 34 --> 52.096851 sigma out 40 active outputs RANK 28 NODE 29 --> 51.734600 sigma out 40 active outputs RANK 29 NODE 5 --> 51.534271 sigma out 40 active outputs RANK 30 NODE 18 --> 51.290051 sigma out 40 active outputs RANK 31 NODE 15 --> 50.837967 sigma out 40 active outputs RANK 32 NODE 32 --> 50.049915 sigma out 40 active outputs RANK 33 NODE 26 --> 48.843163 sigma out 40 active outputs RANK 34 NODE 31 --> 48.541752 sigma out 40 active outputs RANK 35 NODE 38 --> 47.373436 sigma out 40 active outputs RANK 36 NODE 19 --> 47.137318 sigma out 40 active outputs RANK 37 NODE 22 --> 47.070759 sigma out 40 active outputs RANK 38 NODE 33 --> 46.203518 sigma out 40 active outputs RANK 39 NODE 39 --> 43.737514 sigma out 40 active outputs RANK 40 NODE 14 --> 42.529831 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 128.87035 sigma in 40 act. ( 170.17468 sig out 1 act.) RANK 2 NODE 15 --> 90.700623 sigma in 40 act. ( 119.40540 sig out 1 act.) RANK 3 NODE 13 --> 90.500771 sigma in 40 act. ( 129.73386 sig out 1 act.) RANK 4 NODE 25 --> 86.751808 sigma in 40 act. ( 103.52077 sig out 1 act.) RANK 5 NODE 28 --> 84.588829 sigma in 40 act. ( 104.54969 sig out 1 act.) RANK 6 NODE 27 --> 80.790359 sigma in 40 act. ( 102.89709 sig out 1 act.) RANK 7 NODE 24 --> 70.860603 sigma in 40 act. ( 100.60841 sig out 1 act.) RANK 8 NODE 2 --> 69.228699 sigma in 40 act. ( 79.286324 sig out 1 act.) RANK 9 NODE 23 --> 68.184944 sigma in 40 act. ( 94.923523 sig out 1 act.) RANK 10 NODE 7 --> 65.691154 sigma in 40 act. ( 31.838501 sig out 1 act.) RANK 11 NODE 30 --> 64.608665 sigma in 40 act. ( 76.475189 sig out 1 act.) RANK 12 NODE 8 --> 60.700172 sigma in 40 act. ( 43.561451 sig out 1 act.) RANK 13 NODE 40 --> 60.681549 sigma in 40 act. ( 53.695049 sig out 1 act.) RANK 14 NODE 20 --> 60.000942 sigma in 40 act. ( 71.224991 sig out 1 act.) RANK 15 NODE 19 --> 59.228199 sigma in 40 act. ( 32.039089 sig out 1 act.) RANK 16 NODE 39 --> 59.164169 sigma in 40 act. ( 55.488400 sig out 1 act.) RANK 17 NODE 16 --> 57.878273 sigma in 40 act. ( 77.511246 sig out 1 act.) RANK 18 NODE 10 --> 57.833935 sigma in 40 act. ( 50.319927 sig out 1 act.) RANK 19 NODE 37 --> 57.225880 sigma in 40 act. ( 15.891680 sig out 1 act.) RANK 20 NODE 33 --> 57.045303 sigma in 40 act. ( 52.472229 sig out 1 act.) RANK 21 NODE 6 --> 56.523464 sigma in 40 act. ( 14.525277 sig out 1 act.) RANK 22 NODE 22 --> 55.201359 sigma in 40 act. ( 29.742838 sig out 1 act.) RANK 23 NODE 17 --> 55.100986 sigma in 40 act. ( 17.149570 sig out 1 act.) RANK 24 NODE 34 --> 55.001530 sigma in 40 act. ( 63.910465 sig out 1 act.) RANK 25 NODE 14 --> 53.588177 sigma in 40 act. ( 17.298916 sig out 1 act.) RANK 26 NODE 21 --> 53.536175 sigma in 40 act. ( 33.867901 sig out 1 act.) RANK 27 NODE 36 --> 53.409767 sigma in 40 act. ( 3.3651931 sig out 1 act.) RANK 28 NODE 1 --> 53.344803 sigma in 40 act. ( 5.2992811 sig out 1 act.) RANK 29 NODE 18 --> 53.116985 sigma in 40 act. ( 47.141815 sig out 1 act.) RANK 30 NODE 3 --> 51.369751 sigma in 40 act. ( 19.870228 sig out 1 act.) RANK 31 NODE 35 --> 50.942009 sigma in 40 act. ( 33.134476 sig out 1 act.) RANK 32 NODE 11 --> 50.525173 sigma in 40 act. ( 28.348257 sig out 1 act.) RANK 33 NODE 31 --> 47.969788 sigma in 40 act. ( 29.251053 sig out 1 act.) RANK 34 NODE 29 --> 47.959740 sigma in 40 act. ( 8.1013041 sig out 1 act.) RANK 35 NODE 9 --> 46.865925 sigma in 40 act. ( 3.5019107 sig out 1 act.) RANK 36 NODE 4 --> 46.611771 sigma in 40 act. ( 6.0078702 sig out 1 act.) RANK 37 NODE 38 --> 45.442490 sigma in 40 act. ( 32.125275 sig out 1 act.) RANK 38 NODE 5 --> 45.057831 sigma in 40 act. ( 3.6270502 sig out 1 act.) RANK 39 NODE 26 --> 44.641750 sigma in 40 act. ( 15.746785 sig out 1 act.) RANK 40 NODE 12 --> 42.875900 sigma in 40 act. ( 32.530704 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 170.17468 sigma out 1 act.( 128.87035 sig in 40 act.) RANK 2 NODE 13 --> 129.73386 sigma out 1 act.( 90.500771 sig in 40 act.) RANK 3 NODE 15 --> 119.40540 sigma out 1 act.( 90.700623 sig in 40 act.) RANK 4 NODE 28 --> 104.54969 sigma out 1 act.( 84.588829 sig in 40 act.) RANK 5 NODE 25 --> 103.52077 sigma out 1 act.( 86.751808 sig in 40 act.) RANK 6 NODE 27 --> 102.89709 sigma out 1 act.( 80.790359 sig in 40 act.) RANK 7 NODE 24 --> 100.60841 sigma out 1 act.( 70.860603 sig in 40 act.) RANK 8 NODE 23 --> 94.923523 sigma out 1 act.( 68.184944 sig in 40 act.) RANK 9 NODE 2 --> 79.286324 sigma out 1 act.( 69.228699 sig in 40 act.) RANK 10 NODE 16 --> 77.511246 sigma out 1 act.( 57.878273 sig in 40 act.) RANK 11 NODE 30 --> 76.475189 sigma out 1 act.( 64.608665 sig in 40 act.) RANK 12 NODE 20 --> 71.224991 sigma out 1 act.( 60.000942 sig in 40 act.) RANK 13 NODE 34 --> 63.910465 sigma out 1 act.( 55.001530 sig in 40 act.) RANK 14 NODE 39 --> 55.488400 sigma out 1 act.( 59.164169 sig in 40 act.) RANK 15 NODE 40 --> 53.695049 sigma out 1 act.( 60.681549 sig in 40 act.) RANK 16 NODE 33 --> 52.472229 sigma out 1 act.( 57.045303 sig in 40 act.) RANK 17 NODE 10 --> 50.319927 sigma out 1 act.( 57.833935 sig in 40 act.) RANK 18 NODE 18 --> 47.141815 sigma out 1 act.( 53.116985 sig in 40 act.) RANK 19 NODE 8 --> 43.561451 sigma out 1 act.( 60.700172 sig in 40 act.) RANK 20 NODE 21 --> 33.867901 sigma out 1 act.( 53.536175 sig in 40 act.) RANK 21 NODE 35 --> 33.134476 sigma out 1 act.( 50.942009 sig in 40 act.) RANK 22 NODE 12 --> 32.530704 sigma out 1 act.( 42.875900 sig in 40 act.) RANK 23 NODE 38 --> 32.125275 sigma out 1 act.( 45.442490 sig in 40 act.) RANK 24 NODE 19 --> 32.039089 sigma out 1 act.( 59.228199 sig in 40 act.) RANK 25 NODE 7 --> 31.838501 sigma out 1 act.( 65.691154 sig in 40 act.) RANK 26 NODE 22 --> 29.742838 sigma out 1 act.( 55.201359 sig in 40 act.) RANK 27 NODE 31 --> 29.251053 sigma out 1 act.( 47.969788 sig in 40 act.) RANK 28 NODE 11 --> 28.348257 sigma out 1 act.( 50.525173 sig in 40 act.) RANK 29 NODE 3 --> 19.870228 sigma out 1 act.( 51.369751 sig in 40 act.) RANK 30 NODE 14 --> 17.298916 sigma out 1 act.( 53.588177 sig in 40 act.) RANK 31 NODE 17 --> 17.149570 sigma out 1 act.( 55.100986 sig in 40 act.) RANK 32 NODE 37 --> 15.891680 sigma out 1 act.( 57.225880 sig in 40 act.) RANK 33 NODE 26 --> 15.746785 sigma out 1 act.( 44.641750 sig in 40 act.) RANK 34 NODE 6 --> 14.525277 sigma out 1 act.( 56.523464 sig in 40 act.) RANK 35 NODE 29 --> 8.1013041 sigma out 1 act.( 47.959740 sig in 40 act.) RANK 36 NODE 4 --> 6.0078702 sigma out 1 act.( 46.611771 sig in 40 act.) RANK 37 NODE 1 --> 5.2992811 sigma out 1 act.( 53.344803 sig in 40 act.) RANK 38 NODE 5 --> 3.6270502 sigma out 1 act.( 45.057831 sig in 40 act.) RANK 39 NODE 9 --> 3.5019107 sigma out 1 act.( 46.865925 sig in 40 act.) RANK 40 NODE 36 --> 3.3651931 sigma out 1 act.( 53.409767 sig in 40 act.) RANK 1 NODE 1 --> 406.04037 sigma in 40 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 163.68132 sigma out 40 active outputs RANK 2 NODE 6 --> 72.157539 sigma out 40 active outputs RANK 3 NODE 2 --> 47.394627 sigma out 40 active outputs RANK 4 NODE 3 --> 46.578461 sigma out 40 active outputs RANK 5 NODE 10 --> 43.214958 sigma out 40 active outputs RANK 6 NODE 4 --> 41.790714 sigma out 40 active outputs RANK 7 NODE 16 --> 34.178291 sigma out 40 active outputs RANK 8 NODE 7 --> 33.698071 sigma out 40 active outputs RANK 9 NODE 8 --> 30.846178 sigma out 40 active outputs RANK 10 NODE 9 --> 29.877384 sigma out 40 active outputs RANK 11 NODE 11 --> 29.736660 sigma out 40 active outputs RANK 12 NODE 17 --> 27.253460 sigma out 40 active outputs RANK 13 NODE 5 --> 25.166471 sigma out 40 active outputs RANK 14 NODE 12 --> 24.650473 sigma out 40 active outputs RANK 15 NODE 20 --> 22.700445 sigma out 40 active outputs RANK 16 NODE 27 --> 22.178677 sigma out 40 active outputs RANK 17 NODE 21 --> 19.811476 sigma out 40 active outputs RANK 18 NODE 18 --> 19.586353 sigma out 40 active outputs RANK 19 NODE 24 --> 18.327435 sigma out 40 active outputs RANK 20 NODE 22 --> 18.289766 sigma out 40 active outputs RANK 21 NODE 30 --> 17.968197 sigma out 40 active outputs RANK 22 NODE 25 --> 17.636572 sigma out 40 active outputs RANK 23 NODE 13 --> 17.420816 sigma out 40 active outputs RANK 24 NODE 28 --> 16.687462 sigma out 40 active outputs RANK 25 NODE 19 --> 16.288740 sigma out 40 active outputs RANK 26 NODE 23 --> 15.744933 sigma out 40 active outputs RANK 27 NODE 32 --> 14.242086 sigma out 40 active outputs RANK 28 NODE 29 --> 14.117968 sigma out 40 active outputs RANK 29 NODE 35 --> 13.736762 sigma out 40 active outputs RANK 30 NODE 36 --> 11.799463 sigma out 40 active outputs RANK 31 NODE 26 --> 11.673932 sigma out 40 active outputs RANK 32 NODE 33 --> 11.566004 sigma out 40 active outputs RANK 33 NODE 34 --> 11.146301 sigma out 40 active outputs RANK 34 NODE 31 --> 10.768499 sigma out 40 active outputs RANK 35 NODE 37 --> 10.477640 sigma out 40 active outputs RANK 36 NODE 15 --> 10.093633 sigma out 40 active outputs RANK 37 NODE 14 --> 4.9611702 sigma out 40 active outputs RANK 38 NODE 38 --> 4.9381576 sigma out 40 active outputs RANK 39 NODE 40 --> 4.1647868 sigma out 40 active outputs RANK 40 NODE 39 --> 2.7178590 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 112.26918 sigma in 40 act. ( 89.682411 sig out 1 act.) RANK 2 NODE 13 --> 71.248253 sigma in 40 act. ( 61.825420 sig out 1 act.) RANK 3 NODE 15 --> 68.453468 sigma in 40 act. ( 53.968884 sig out 1 act.) RANK 4 NODE 28 --> 68.252029 sigma in 40 act. ( 51.822998 sig out 1 act.) RANK 5 NODE 25 --> 61.481560 sigma in 40 act. ( 50.771404 sig out 1 act.) RANK 6 NODE 27 --> 61.255463 sigma in 40 act. ( 44.118668 sig out 1 act.) RANK 7 NODE 23 --> 50.368835 sigma in 40 act. ( 44.856445 sig out 1 act.) RANK 8 NODE 24 --> 48.003162 sigma in 40 act. ( 46.516563 sig out 1 act.) RANK 9 NODE 2 --> 42.066288 sigma in 40 act. ( 37.774639 sig out 1 act.) RANK 10 NODE 30 --> 38.535664 sigma in 40 act. ( 34.178139 sig out 1 act.) RANK 11 NODE 16 --> 37.013165 sigma in 40 act. ( 39.359264 sig out 1 act.) RANK 12 NODE 20 --> 36.011547 sigma in 40 act. ( 32.807735 sig out 1 act.) RANK 13 NODE 34 --> 31.145340 sigma in 40 act. ( 26.510939 sig out 1 act.) RANK 14 NODE 39 --> 28.994625 sigma in 40 act. ( 23.406376 sig out 1 act.) RANK 15 NODE 18 --> 24.712751 sigma in 40 act. ( 20.238724 sig out 1 act.) RANK 16 NODE 10 --> 23.271671 sigma in 40 act. ( 25.748177 sig out 1 act.) RANK 17 NODE 40 --> 22.617376 sigma in 40 act. ( 27.326612 sig out 1 act.) RANK 18 NODE 33 --> 22.383661 sigma in 40 act. ( 26.311342 sig out 1 act.) RANK 19 NODE 8 --> 21.069893 sigma in 40 act. ( 19.123915 sig out 1 act.) RANK 20 NODE 21 --> 17.727625 sigma in 40 act. ( 14.381649 sig out 1 act.) RANK 21 NODE 7 --> 17.106188 sigma in 40 act. ( 14.226443 sig out 1 act.) RANK 22 NODE 11 --> 17.063269 sigma in 40 act. ( 12.190147 sig out 1 act.) RANK 23 NODE 22 --> 16.796068 sigma in 40 act. ( 12.737695 sig out 1 act.) RANK 24 NODE 19 --> 16.203033 sigma in 40 act. ( 15.960900 sig out 1 act.) RANK 25 NODE 35 --> 15.483832 sigma in 40 act. ( 15.511497 sig out 1 act.) RANK 26 NODE 38 --> 15.396502 sigma in 40 act. ( 13.569898 sig out 1 act.) RANK 27 NODE 31 --> 14.728728 sigma in 40 act. ( 11.189086 sig out 1 act.) RANK 28 NODE 12 --> 13.022307 sigma in 40 act. ( 15.943728 sig out 1 act.) RANK 29 NODE 37 --> 10.337671 sigma in 40 act. ( 7.3391953 sig out 1 act.) RANK 30 NODE 14 --> 9.9887428 sigma in 40 act. ( 7.4408927 sig out 1 act.) RANK 31 NODE 3 --> 9.5255756 sigma in 40 act. ( 9.3763218 sig out 1 act.) RANK 32 NODE 17 --> 9.4786186 sigma in 40 act. ( 8.4722443 sig out 1 act.) RANK 33 NODE 6 --> 8.5800037 sigma in 40 act. ( 6.6438560 sig out 1 act.) RANK 34 NODE 26 --> 7.7093782 sigma in 40 act. ( 6.5326476 sig out 1 act.) RANK 35 NODE 29 --> 6.5347605 sigma in 40 act. ( 3.7169805 sig out 1 act.) RANK 36 NODE 1 --> 5.9517860 sigma in 40 act. ( 2.2784591 sig out 1 act.) RANK 37 NODE 5 --> 5.4845047 sigma in 40 act. ( 1.5846672 sig out 1 act.) RANK 38 NODE 4 --> 5.4360733 sigma in 40 act. ( 2.6858675 sig out 1 act.) RANK 39 NODE 36 --> 5.0387816 sigma in 40 act. ( 1.7303159 sig out 1 act.) RANK 40 NODE 9 --> 4.8731475 sigma in 40 act. ( 1.8143058 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 89.682411 sigma out 1 act.( 112.26918 sig in 40 act.) RANK 2 NODE 13 --> 61.825420 sigma out 1 act.( 71.248253 sig in 40 act.) RANK 3 NODE 15 --> 53.968884 sigma out 1 act.( 68.453468 sig in 40 act.) RANK 4 NODE 28 --> 51.822998 sigma out 1 act.( 68.252029 sig in 40 act.) RANK 5 NODE 25 --> 50.771404 sigma out 1 act.( 61.481560 sig in 40 act.) RANK 6 NODE 24 --> 46.516563 sigma out 1 act.( 48.003162 sig in 40 act.) RANK 7 NODE 23 --> 44.856445 sigma out 1 act.( 50.368835 sig in 40 act.) RANK 8 NODE 27 --> 44.118668 sigma out 1 act.( 61.255463 sig in 40 act.) RANK 9 NODE 16 --> 39.359264 sigma out 1 act.( 37.013165 sig in 40 act.) RANK 10 NODE 2 --> 37.774639 sigma out 1 act.( 42.066288 sig in 40 act.) RANK 11 NODE 30 --> 34.178139 sigma out 1 act.( 38.535664 sig in 40 act.) RANK 12 NODE 20 --> 32.807735 sigma out 1 act.( 36.011547 sig in 40 act.) RANK 13 NODE 40 --> 27.326612 sigma out 1 act.( 22.617376 sig in 40 act.) RANK 14 NODE 34 --> 26.510939 sigma out 1 act.( 31.145340 sig in 40 act.) RANK 15 NODE 33 --> 26.311342 sigma out 1 act.( 22.383661 sig in 40 act.) RANK 16 NODE 10 --> 25.748177 sigma out 1 act.( 23.271671 sig in 40 act.) RANK 17 NODE 39 --> 23.406376 sigma out 1 act.( 28.994625 sig in 40 act.) RANK 18 NODE 18 --> 20.238724 sigma out 1 act.( 24.712751 sig in 40 act.) RANK 19 NODE 8 --> 19.123915 sigma out 1 act.( 21.069893 sig in 40 act.) RANK 20 NODE 19 --> 15.960900 sigma out 1 act.( 16.203033 sig in 40 act.) RANK 21 NODE 12 --> 15.943728 sigma out 1 act.( 13.022307 sig in 40 act.) RANK 22 NODE 35 --> 15.511497 sigma out 1 act.( 15.483832 sig in 40 act.) RANK 23 NODE 21 --> 14.381649 sigma out 1 act.( 17.727625 sig in 40 act.) RANK 24 NODE 7 --> 14.226443 sigma out 1 act.( 17.106188 sig in 40 act.) RANK 25 NODE 38 --> 13.569898 sigma out 1 act.( 15.396502 sig in 40 act.) RANK 26 NODE 22 --> 12.737695 sigma out 1 act.( 16.796068 sig in 40 act.) RANK 27 NODE 11 --> 12.190147 sigma out 1 act.( 17.063269 sig in 40 act.) RANK 28 NODE 31 --> 11.189086 sigma out 1 act.( 14.728728 sig in 40 act.) RANK 29 NODE 3 --> 9.3763218 sigma out 1 act.( 9.5255756 sig in 40 act.) RANK 30 NODE 17 --> 8.4722443 sigma out 1 act.( 9.4786186 sig in 40 act.) RANK 31 NODE 14 --> 7.4408927 sigma out 1 act.( 9.9887428 sig in 40 act.) RANK 32 NODE 37 --> 7.3391953 sigma out 1 act.( 10.337671 sig in 40 act.) RANK 33 NODE 6 --> 6.6438560 sigma out 1 act.( 8.5800037 sig in 40 act.) RANK 34 NODE 26 --> 6.5326476 sigma out 1 act.( 7.7093782 sig in 40 act.) RANK 35 NODE 29 --> 3.7169805 sigma out 1 act.( 6.5347605 sig in 40 act.) RANK 36 NODE 4 --> 2.6858675 sigma out 1 act.( 5.4360733 sig in 40 act.) RANK 37 NODE 1 --> 2.2784591 sigma out 1 act.( 5.9517860 sig in 40 act.) RANK 38 NODE 9 --> 1.8143058 sigma out 1 act.( 4.8731475 sig in 40 act.) RANK 39 NODE 36 --> 1.7303159 sigma out 1 act.( 5.0387816 sig in 40 act.) RANK 40 NODE 5 --> 1.5846672 sigma out 1 act.( 5.4845047 sig in 40 act.) RANK 1 NODE 1 --> 194.11844 sigma in 40 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.59606868 *** contribution from regularisation: 6.41149585E-04 *** contribution from error: -0.59670985 *** contribution from DIAG: 4.00135013E-06 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.64451998 *** contribution from regularisation: 2.29864707E-03 *** contribution from error: -0.64681864 *** contribution from DIAG: 1.29320993E-04 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.64740646 *** contribution from regularisation: 1.46802608E-03 *** contribution from error: -0.64887446 *** contribution from DIAG: 3.30833544E-04 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.64732820 *** contribution from regularisation: 1.93096173E-03 *** contribution from error: -0.64925915 *** contribution from DIAG: 1.93709260E-04 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.64757824 *** contribution from regularisation: 1.77103817E-03 *** contribution from error: -0.64934927 *** contribution from DIAG: 2.46946729E-04 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.64758360 *** contribution from regularisation: 1.82627980E-03 *** contribution from error: -0.64940989 *** contribution from DIAG: 1.63192410E-04 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.64767724 *** contribution from regularisation: 1.77483389E-03 *** contribution from error: -0.64945209 *** contribution from DIAG: 1.63844714E-04 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.64769506 *** contribution from regularisation: 1.79590471E-03 *** contribution from error: -0.64949095 *** contribution from DIAG: 1.60575859E-04 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.64777082 *** contribution from regularisation: 1.75910932E-03 *** contribution from error: -0.64952993 *** contribution from DIAG: 1.67073551E-04 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 182.94579 sigma out 40 active outputs RANK 2 NODE 6 --> 76.495171 sigma out 40 active outputs RANK 3 NODE 3 --> 49.866394 sigma out 40 active outputs RANK 4 NODE 2 --> 49.748173 sigma out 40 active outputs RANK 5 NODE 10 --> 46.960602 sigma out 40 active outputs RANK 6 NODE 4 --> 44.636196 sigma out 40 active outputs RANK 7 NODE 7 --> 37.655903 sigma out 40 active outputs RANK 8 NODE 16 --> 35.012730 sigma out 40 active outputs RANK 9 NODE 9 --> 32.330055 sigma out 40 active outputs RANK 10 NODE 8 --> 31.812542 sigma out 40 active outputs RANK 11 NODE 11 --> 30.369152 sigma out 40 active outputs RANK 12 NODE 17 --> 28.525604 sigma out 40 active outputs RANK 13 NODE 5 --> 28.026667 sigma out 40 active outputs RANK 14 NODE 12 --> 25.865372 sigma out 40 active outputs RANK 15 NODE 20 --> 24.147583 sigma out 40 active outputs RANK 16 NODE 27 --> 23.915310 sigma out 40 active outputs RANK 17 NODE 36 --> 23.292833 sigma out 40 active outputs RANK 18 NODE 18 --> 21.660534 sigma out 40 active outputs RANK 19 NODE 19 --> 20.272198 sigma out 40 active outputs RANK 20 NODE 21 --> 20.047600 sigma out 40 active outputs RANK 21 NODE 24 --> 19.237572 sigma out 40 active outputs RANK 22 NODE 13 --> 18.954924 sigma out 40 active outputs RANK 23 NODE 30 --> 18.823437 sigma out 40 active outputs RANK 24 NODE 25 --> 17.961498 sigma out 40 active outputs RANK 25 NODE 22 --> 17.469973 sigma out 40 active outputs RANK 26 NODE 28 --> 16.861668 sigma out 40 active outputs RANK 27 NODE 23 --> 16.654224 sigma out 40 active outputs RANK 28 NODE 29 --> 15.165841 sigma out 40 active outputs RANK 29 NODE 35 --> 14.097589 sigma out 40 active outputs RANK 30 NODE 32 --> 14.071557 sigma out 40 active outputs RANK 31 NODE 33 --> 12.741064 sigma out 40 active outputs RANK 32 NODE 26 --> 12.532532 sigma out 40 active outputs RANK 33 NODE 34 --> 12.464388 sigma out 40 active outputs RANK 34 NODE 15 --> 12.208376 sigma out 40 active outputs RANK 35 NODE 37 --> 12.199929 sigma out 40 active outputs RANK 36 NODE 31 --> 12.042470 sigma out 40 active outputs RANK 37 NODE 40 --> 9.1640959 sigma out 40 active outputs RANK 38 NODE 14 --> 7.1393156 sigma out 40 active outputs RANK 39 NODE 39 --> 7.0515337 sigma out 40 active outputs RANK 40 NODE 38 --> 6.0357628 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 120.08219 sigma in 40 act. ( 92.045341 sig out 1 act.) RANK 2 NODE 13 --> 76.518364 sigma in 40 act. ( 62.033867 sig out 1 act.) RANK 3 NODE 28 --> 74.100616 sigma in 40 act. ( 54.627712 sig out 1 act.) RANK 4 NODE 15 --> 73.508469 sigma in 40 act. ( 54.839306 sig out 1 act.) RANK 5 NODE 27 --> 67.465523 sigma in 40 act. ( 44.576908 sig out 1 act.) RANK 6 NODE 25 --> 64.127907 sigma in 40 act. ( 51.280552 sig out 1 act.) RANK 7 NODE 23 --> 55.156551 sigma in 40 act. ( 45.860455 sig out 1 act.) RANK 8 NODE 24 --> 51.689060 sigma in 40 act. ( 46.914127 sig out 1 act.) RANK 9 NODE 2 --> 44.076653 sigma in 40 act. ( 35.854149 sig out 1 act.) RANK 10 NODE 30 --> 43.198212 sigma in 40 act. ( 34.889210 sig out 1 act.) RANK 11 NODE 20 --> 40.556702 sigma in 40 act. ( 33.402073 sig out 1 act.) RANK 12 NODE 16 --> 40.377396 sigma in 40 act. ( 38.785057 sig out 1 act.) RANK 13 NODE 34 --> 36.847340 sigma in 40 act. ( 29.763762 sig out 1 act.) RANK 14 NODE 39 --> 33.358513 sigma in 40 act. ( 24.504114 sig out 1 act.) RANK 15 NODE 18 --> 33.116478 sigma in 40 act. ( 23.790751 sig out 1 act.) RANK 16 NODE 10 --> 26.039667 sigma in 40 act. ( 28.024801 sig out 1 act.) RANK 17 NODE 33 --> 25.937645 sigma in 40 act. ( 25.988966 sig out 1 act.) RANK 18 NODE 8 --> 24.648108 sigma in 40 act. ( 19.898596 sig out 1 act.) RANK 19 NODE 31 --> 23.054760 sigma in 40 act. ( 16.286266 sig out 1 act.) RANK 20 NODE 40 --> 23.020679 sigma in 40 act. ( 24.809879 sig out 1 act.) RANK 21 NODE 21 --> 22.906704 sigma in 40 act. ( 15.479057 sig out 1 act.) RANK 22 NODE 7 --> 22.235498 sigma in 40 act. ( 15.714382 sig out 1 act.) RANK 23 NODE 11 --> 21.144943 sigma in 40 act. ( 14.325537 sig out 1 act.) RANK 24 NODE 35 --> 19.618668 sigma in 40 act. ( 16.602724 sig out 1 act.) RANK 25 NODE 38 --> 18.915962 sigma in 40 act. ( 13.555337 sig out 1 act.) RANK 26 NODE 22 --> 17.691256 sigma in 40 act. ( 11.335607 sig out 1 act.) RANK 27 NODE 19 --> 16.223917 sigma in 40 act. ( 14.043312 sig out 1 act.) RANK 28 NODE 12 --> 15.775010 sigma in 40 act. ( 15.278831 sig out 1 act.) RANK 29 NODE 14 --> 12.528175 sigma in 40 act. ( 7.6862893 sig out 1 act.) RANK 30 NODE 3 --> 12.289628 sigma in 40 act. ( 10.076267 sig out 1 act.) RANK 31 NODE 37 --> 12.052317 sigma in 40 act. ( 7.8034225 sig out 1 act.) RANK 32 NODE 6 --> 11.548393 sigma in 40 act. ( 7.8794813 sig out 1 act.) RANK 33 NODE 26 --> 11.055457 sigma in 40 act. ( 7.8048902 sig out 1 act.) RANK 34 NODE 17 --> 10.320719 sigma in 40 act. ( 8.5791464 sig out 1 act.) RANK 35 NODE 9 --> 8.6677008 sigma in 40 act. ( 4.1168885 sig out 1 act.) RANK 36 NODE 29 --> 8.1341124 sigma in 40 act. ( 4.0328150 sig out 1 act.) RANK 37 NODE 4 --> 7.7143788 sigma in 40 act. ( 4.1269231 sig out 1 act.) RANK 38 NODE 1 --> 7.2789278 sigma in 40 act. ( 3.2142897 sig out 1 act.) RANK 39 NODE 36 --> 5.9515948 sigma in 40 act. ( 1.2551852 sig out 1 act.) RANK 40 NODE 5 --> 5.7529044 sigma in 40 act. ( 0.77496558 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 92.045341 sigma out 1 act.( 120.08219 sig in 40 act.) RANK 2 NODE 13 --> 62.033867 sigma out 1 act.( 76.518364 sig in 40 act.) RANK 3 NODE 15 --> 54.839306 sigma out 1 act.( 73.508469 sig in 40 act.) RANK 4 NODE 28 --> 54.627712 sigma out 1 act.( 74.100616 sig in 40 act.) RANK 5 NODE 25 --> 51.280552 sigma out 1 act.( 64.127907 sig in 40 act.) RANK 6 NODE 24 --> 46.914127 sigma out 1 act.( 51.689060 sig in 40 act.) RANK 7 NODE 23 --> 45.860455 sigma out 1 act.( 55.156551 sig in 40 act.) RANK 8 NODE 27 --> 44.576908 sigma out 1 act.( 67.465523 sig in 40 act.) RANK 9 NODE 16 --> 38.785057 sigma out 1 act.( 40.377396 sig in 40 act.) RANK 10 NODE 2 --> 35.854149 sigma out 1 act.( 44.076653 sig in 40 act.) RANK 11 NODE 30 --> 34.889210 sigma out 1 act.( 43.198212 sig in 40 act.) RANK 12 NODE 20 --> 33.402073 sigma out 1 act.( 40.556702 sig in 40 act.) RANK 13 NODE 34 --> 29.763762 sigma out 1 act.( 36.847340 sig in 40 act.) RANK 14 NODE 10 --> 28.024801 sigma out 1 act.( 26.039667 sig in 40 act.) RANK 15 NODE 33 --> 25.988966 sigma out 1 act.( 25.937645 sig in 40 act.) RANK 16 NODE 40 --> 24.809879 sigma out 1 act.( 23.020679 sig in 40 act.) RANK 17 NODE 39 --> 24.504114 sigma out 1 act.( 33.358513 sig in 40 act.) RANK 18 NODE 18 --> 23.790751 sigma out 1 act.( 33.116478 sig in 40 act.) RANK 19 NODE 8 --> 19.898596 sigma out 1 act.( 24.648108 sig in 40 act.) RANK 20 NODE 35 --> 16.602724 sigma out 1 act.( 19.618668 sig in 40 act.) RANK 21 NODE 31 --> 16.286266 sigma out 1 act.( 23.054760 sig in 40 act.) RANK 22 NODE 7 --> 15.714382 sigma out 1 act.( 22.235498 sig in 40 act.) RANK 23 NODE 21 --> 15.479057 sigma out 1 act.( 22.906704 sig in 40 act.) RANK 24 NODE 12 --> 15.278831 sigma out 1 act.( 15.775010 sig in 40 act.) RANK 25 NODE 11 --> 14.325537 sigma out 1 act.( 21.144943 sig in 40 act.) RANK 26 NODE 19 --> 14.043312 sigma out 1 act.( 16.223917 sig in 40 act.) RANK 27 NODE 38 --> 13.555337 sigma out 1 act.( 18.915962 sig in 40 act.) RANK 28 NODE 22 --> 11.335607 sigma out 1 act.( 17.691256 sig in 40 act.) RANK 29 NODE 3 --> 10.076267 sigma out 1 act.( 12.289628 sig in 40 act.) RANK 30 NODE 17 --> 8.5791464 sigma out 1 act.( 10.320719 sig in 40 act.) RANK 31 NODE 6 --> 7.8794813 sigma out 1 act.( 11.548393 sig in 40 act.) RANK 32 NODE 26 --> 7.8048902 sigma out 1 act.( 11.055457 sig in 40 act.) RANK 33 NODE 37 --> 7.8034225 sigma out 1 act.( 12.052317 sig in 40 act.) RANK 34 NODE 14 --> 7.6862893 sigma out 1 act.( 12.528175 sig in 40 act.) RANK 35 NODE 4 --> 4.1269231 sigma out 1 act.( 7.7143788 sig in 40 act.) RANK 36 NODE 9 --> 4.1168885 sigma out 1 act.( 8.6677008 sig in 40 act.) RANK 37 NODE 29 --> 4.0328150 sigma out 1 act.( 8.1341124 sig in 40 act.) RANK 38 NODE 1 --> 3.2142897 sigma out 1 act.( 7.2789278 sig in 40 act.) RANK 39 NODE 36 --> 1.2551852 sigma out 1 act.( 5.9515948 sig in 40 act.) RANK 40 NODE 5 --> 0.77496558 sigma out 1 act.( 5.7529044 sig in 40 act.) RANK 1 NODE 1 --> 198.33508 sigma in 40 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.64780402 *** contribution from regularisation: 1.75976113E-03 *** contribution from error: -0.64956379 *** contribution from DIAG: 1.37373703E-04 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.64785492 *** contribution from regularisation: 1.74511876E-03 *** contribution from error: -0.64960003 *** contribution from DIAG: 1.42042292E-04 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.64789361 *** contribution from regularisation: 1.74345204E-03 *** contribution from error: -0.64963704 *** contribution from DIAG: 1.29699067E-04 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.64793724 *** contribution from regularisation: 1.72982144E-03 *** contribution from error: -0.64966708 *** contribution from DIAG: 1.74848494E-04 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.64799064 *** contribution from regularisation: 1.71659107E-03 *** contribution from error: -0.64970726 *** contribution from DIAG: 1.47390849E-04 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.64800847 *** contribution from regularisation: 1.72393536E-03 *** contribution from error: -0.64973241 *** contribution from DIAG: 1.74083456E-04 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.64805764 *** contribution from regularisation: 1.70994038E-03 *** contribution from error: -0.64976758 *** contribution from DIAG: 1.50873937E-04 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.64811605 *** contribution from regularisation: 1.68858923E-03 *** contribution from error: -0.64980465 *** contribution from DIAG: 1.28647313E-04 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.64814019 *** contribution from regularisation: 1.69371779E-03 *** contribution from error: -0.64983392 *** contribution from DIAG: 1.68061670E-04 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.64819610 *** contribution from regularisation: 1.67681125E-03 *** contribution from error: -0.64987290 *** contribution from DIAG: 1.26757193E-04 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 181.46518 sigma out 40 active outputs RANK 2 NODE 6 --> 75.354660 sigma out 40 active outputs RANK 3 NODE 3 --> 50.309696 sigma out 40 active outputs RANK 4 NODE 2 --> 48.896240 sigma out 40 active outputs RANK 5 NODE 10 --> 47.825886 sigma out 40 active outputs RANK 6 NODE 4 --> 44.810562 sigma out 40 active outputs RANK 7 NODE 7 --> 37.633339 sigma out 40 active outputs RANK 8 NODE 16 --> 33.575916 sigma out 40 active outputs RANK 9 NODE 5 --> 32.079876 sigma out 40 active outputs RANK 10 NODE 8 --> 32.035023 sigma out 40 active outputs RANK 11 NODE 9 --> 31.241695 sigma out 40 active outputs RANK 12 NODE 11 --> 28.308533 sigma out 40 active outputs RANK 13 NODE 17 --> 27.207546 sigma out 40 active outputs RANK 14 NODE 36 --> 25.500233 sigma out 40 active outputs RANK 15 NODE 12 --> 23.436756 sigma out 40 active outputs RANK 16 NODE 27 --> 23.147200 sigma out 40 active outputs RANK 17 NODE 20 --> 22.482353 sigma out 40 active outputs RANK 18 NODE 19 --> 20.289349 sigma out 40 active outputs RANK 19 NODE 18 --> 19.881971 sigma out 40 active outputs RANK 20 NODE 21 --> 18.097195 sigma out 40 active outputs RANK 21 NODE 24 --> 17.501417 sigma out 40 active outputs RANK 22 NODE 13 --> 16.992773 sigma out 40 active outputs RANK 23 NODE 30 --> 16.745605 sigma out 40 active outputs RANK 24 NODE 25 --> 16.100771 sigma out 40 active outputs RANK 25 NODE 22 --> 14.911900 sigma out 40 active outputs RANK 26 NODE 28 --> 14.545127 sigma out 40 active outputs RANK 27 NODE 23 --> 14.323710 sigma out 40 active outputs RANK 28 NODE 29 --> 13.443454 sigma out 40 active outputs RANK 29 NODE 32 --> 11.713326 sigma out 40 active outputs RANK 30 NODE 35 --> 11.700352 sigma out 40 active outputs RANK 31 NODE 37 --> 11.610400 sigma out 40 active outputs RANK 32 NODE 33 --> 11.222011 sigma out 40 active outputs RANK 33 NODE 15 --> 10.762029 sigma out 40 active outputs RANK 34 NODE 31 --> 10.738713 sigma out 40 active outputs RANK 35 NODE 26 --> 10.293524 sigma out 40 active outputs RANK 36 NODE 34 --> 10.088322 sigma out 40 active outputs RANK 37 NODE 40 --> 9.7287083 sigma out 40 active outputs RANK 38 NODE 39 --> 6.9911666 sigma out 40 active outputs RANK 39 NODE 14 --> 5.3129787 sigma out 40 active outputs RANK 40 NODE 38 --> 4.9197526 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 119.24091 sigma in 40 act. ( 93.146461 sig out 1 act.) RANK 2 NODE 13 --> 75.754654 sigma in 40 act. ( 61.464581 sig out 1 act.) RANK 3 NODE 28 --> 72.106628 sigma in 40 act. ( 53.977646 sig out 1 act.) RANK 4 NODE 15 --> 71.664948 sigma in 40 act. ( 53.078690 sig out 1 act.) RANK 5 NODE 27 --> 65.493095 sigma in 40 act. ( 44.155071 sig out 1 act.) RANK 6 NODE 25 --> 62.572468 sigma in 40 act. ( 51.227375 sig out 1 act.) RANK 7 NODE 23 --> 54.780651 sigma in 40 act. ( 44.838387 sig out 1 act.) RANK 8 NODE 24 --> 50.729660 sigma in 40 act. ( 46.051727 sig out 1 act.) RANK 9 NODE 2 --> 43.097046 sigma in 40 act. ( 33.766766 sig out 1 act.) RANK 10 NODE 30 --> 41.732803 sigma in 40 act. ( 34.118900 sig out 1 act.) RANK 11 NODE 16 --> 39.719883 sigma in 40 act. ( 40.020252 sig out 1 act.) RANK 12 NODE 20 --> 39.466766 sigma in 40 act. ( 31.873447 sig out 1 act.) RANK 13 NODE 34 --> 38.026852 sigma in 40 act. ( 30.819651 sig out 1 act.) RANK 14 NODE 18 --> 36.777325 sigma in 40 act. ( 27.946604 sig out 1 act.) RANK 15 NODE 39 --> 31.940517 sigma in 40 act. ( 22.962391 sig out 1 act.) RANK 16 NODE 31 --> 28.873760 sigma in 40 act. ( 22.224142 sig out 1 act.) RANK 17 NODE 33 --> 27.191061 sigma in 40 act. ( 27.027132 sig out 1 act.) RANK 18 NODE 10 --> 26.707005 sigma in 40 act. ( 34.107426 sig out 1 act.) RANK 19 NODE 8 --> 23.090742 sigma in 40 act. ( 19.758608 sig out 1 act.) RANK 20 NODE 21 --> 22.264713 sigma in 40 act. ( 15.021062 sig out 1 act.) RANK 21 NODE 40 --> 22.218607 sigma in 40 act. ( 24.107140 sig out 1 act.) RANK 22 NODE 7 --> 21.745260 sigma in 40 act. ( 15.773553 sig out 1 act.) RANK 23 NODE 35 --> 19.262314 sigma in 40 act. ( 16.052723 sig out 1 act.) RANK 24 NODE 11 --> 18.583532 sigma in 40 act. ( 14.494932 sig out 1 act.) RANK 25 NODE 38 --> 17.099066 sigma in 40 act. ( 11.867459 sig out 1 act.) RANK 26 NODE 22 --> 16.680952 sigma in 40 act. ( 10.949581 sig out 1 act.) RANK 27 NODE 19 --> 15.243094 sigma in 40 act. ( 14.939034 sig out 1 act.) RANK 28 NODE 12 --> 14.968026 sigma in 40 act. ( 14.435659 sig out 1 act.) RANK 29 NODE 3 --> 11.436820 sigma in 40 act. ( 9.7428246 sig out 1 act.) RANK 30 NODE 14 --> 10.734120 sigma in 40 act. ( 6.8523250 sig out 1 act.) RANK 31 NODE 37 --> 10.474540 sigma in 40 act. ( 8.2623892 sig out 1 act.) RANK 32 NODE 6 --> 10.465897 sigma in 40 act. ( 7.7370801 sig out 1 act.) RANK 33 NODE 26 --> 9.6458588 sigma in 40 act. ( 6.8667955 sig out 1 act.) RANK 34 NODE 17 --> 8.4138050 sigma in 40 act. ( 8.4349833 sig out 1 act.) RANK 35 NODE 9 --> 6.7156076 sigma in 40 act. ( 3.5225086 sig out 1 act.) RANK 36 NODE 4 --> 6.2885823 sigma in 40 act. ( 3.9642980 sig out 1 act.) RANK 37 NODE 29 --> 5.5111737 sigma in 40 act. ( 3.0209513 sig out 1 act.) RANK 38 NODE 1 --> 5.0525694 sigma in 40 act. ( 2.7008889 sig out 1 act.) RANK 39 NODE 36 --> 3.4502516 sigma in 40 act. ( 0.59991539 sig out 1 act.) RANK 40 NODE 5 --> 3.1559641 sigma in 40 act. ( 0.16030629 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 93.146461 sigma out 1 act.( 119.24091 sig in 40 act.) RANK 2 NODE 13 --> 61.464581 sigma out 1 act.( 75.754654 sig in 40 act.) RANK 3 NODE 28 --> 53.977646 sigma out 1 act.( 72.106628 sig in 40 act.) RANK 4 NODE 15 --> 53.078690 sigma out 1 act.( 71.664948 sig in 40 act.) RANK 5 NODE 25 --> 51.227375 sigma out 1 act.( 62.572468 sig in 40 act.) RANK 6 NODE 24 --> 46.051727 sigma out 1 act.( 50.729660 sig in 40 act.) RANK 7 NODE 23 --> 44.838387 sigma out 1 act.( 54.780651 sig in 40 act.) RANK 8 NODE 27 --> 44.155071 sigma out 1 act.( 65.493095 sig in 40 act.) RANK 9 NODE 16 --> 40.020252 sigma out 1 act.( 39.719883 sig in 40 act.) RANK 10 NODE 30 --> 34.118900 sigma out 1 act.( 41.732803 sig in 40 act.) RANK 11 NODE 10 --> 34.107426 sigma out 1 act.( 26.707005 sig in 40 act.) RANK 12 NODE 2 --> 33.766766 sigma out 1 act.( 43.097046 sig in 40 act.) RANK 13 NODE 20 --> 31.873447 sigma out 1 act.( 39.466766 sig in 40 act.) RANK 14 NODE 34 --> 30.819651 sigma out 1 act.( 38.026852 sig in 40 act.) RANK 15 NODE 18 --> 27.946604 sigma out 1 act.( 36.777325 sig in 40 act.) RANK 16 NODE 33 --> 27.027132 sigma out 1 act.( 27.191061 sig in 40 act.) RANK 17 NODE 40 --> 24.107140 sigma out 1 act.( 22.218607 sig in 40 act.) RANK 18 NODE 39 --> 22.962391 sigma out 1 act.( 31.940517 sig in 40 act.) RANK 19 NODE 31 --> 22.224142 sigma out 1 act.( 28.873760 sig in 40 act.) RANK 20 NODE 8 --> 19.758608 sigma out 1 act.( 23.090742 sig in 40 act.) RANK 21 NODE 35 --> 16.052723 sigma out 1 act.( 19.262314 sig in 40 act.) RANK 22 NODE 7 --> 15.773553 sigma out 1 act.( 21.745260 sig in 40 act.) RANK 23 NODE 21 --> 15.021062 sigma out 1 act.( 22.264713 sig in 40 act.) RANK 24 NODE 19 --> 14.939034 sigma out 1 act.( 15.243094 sig in 40 act.) RANK 25 NODE 11 --> 14.494932 sigma out 1 act.( 18.583532 sig in 40 act.) RANK 26 NODE 12 --> 14.435659 sigma out 1 act.( 14.968026 sig in 40 act.) RANK 27 NODE 38 --> 11.867459 sigma out 1 act.( 17.099066 sig in 40 act.) RANK 28 NODE 22 --> 10.949581 sigma out 1 act.( 16.680952 sig in 40 act.) RANK 29 NODE 3 --> 9.7428246 sigma out 1 act.( 11.436820 sig in 40 act.) RANK 30 NODE 17 --> 8.4349833 sigma out 1 act.( 8.4138050 sig in 40 act.) RANK 31 NODE 37 --> 8.2623892 sigma out 1 act.( 10.474540 sig in 40 act.) RANK 32 NODE 6 --> 7.7370801 sigma out 1 act.( 10.465897 sig in 40 act.) RANK 33 NODE 26 --> 6.8667955 sigma out 1 act.( 9.6458588 sig in 40 act.) RANK 34 NODE 14 --> 6.8523250 sigma out 1 act.( 10.734120 sig in 40 act.) RANK 35 NODE 4 --> 3.9642980 sigma out 1 act.( 6.2885823 sig in 40 act.) RANK 36 NODE 9 --> 3.5225086 sigma out 1 act.( 6.7156076 sig in 40 act.) RANK 37 NODE 29 --> 3.0209513 sigma out 1 act.( 5.5111737 sig in 40 act.) RANK 38 NODE 1 --> 2.7008889 sigma out 1 act.( 5.0525694 sig in 40 act.) RANK 39 NODE 36 --> 0.59991539 sigma out 1 act.( 3.4502516 sig in 40 act.) RANK 40 NODE 5 --> 0.16030629 sigma out 1 act.( 3.1559641 sig in 40 act.) RANK 1 NODE 1 --> 198.73909 sigma in 40 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.64822626 *** contribution from regularisation: 1.67634606E-03 *** contribution from error: -0.64990258 *** contribution from DIAG: 1.40615361E-04 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.64827448 *** contribution from regularisation: 1.66552060E-03 *** contribution from error: -0.64994001 *** contribution from DIAG: 1.24036829E-04 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.64831311 *** contribution from regularisation: 1.66086399E-03 *** contribution from error: -0.64997399 *** contribution from DIAG: 1.21399105E-04 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.64834607 *** contribution from regularisation: 1.65853917E-03 *** contribution from error: -0.65000463 *** contribution from DIAG: 1.73910623E-04 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.64835835 *** contribution from regularisation: 1.66833366E-03 *** contribution from error: -0.65002668 *** contribution from DIAG: 1.49205822E-04 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.64838296 *** contribution from regularisation: 1.66193501E-03 *** contribution from error: -0.65004492 *** contribution from DIAG: 1.59201023E-04 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.64840430 *** contribution from regularisation: 1.65547861E-03 *** contribution from error: -0.65005976 *** contribution from DIAG: 1.58832234E-04 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.64841932 *** contribution from regularisation: 1.65602856E-03 *** contribution from error: -0.65007538 *** contribution from DIAG: 1.47896499E-04 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.64844722 *** contribution from regularisation: 1.63979421E-03 *** contribution from error: -0.65008700 *** contribution from DIAG: 1.20815886E-04 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.64843422 *** contribution from regularisation: 1.66529918E-03 *** contribution from error: -0.65009952 *** contribution from DIAG: 1.61615346E-04 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 182.66798 sigma out 40 active outputs RANK 2 NODE 6 --> 76.005417 sigma out 40 active outputs RANK 3 NODE 3 --> 51.104534 sigma out 40 active outputs RANK 4 NODE 10 --> 49.544437 sigma out 40 active outputs RANK 5 NODE 2 --> 48.639610 sigma out 40 active outputs RANK 6 NODE 4 --> 45.984985 sigma out 40 active outputs RANK 7 NODE 7 --> 38.295364 sigma out 40 active outputs RANK 8 NODE 5 --> 35.485882 sigma out 40 active outputs RANK 9 NODE 8 --> 32.971016 sigma out 40 active outputs RANK 10 NODE 16 --> 32.956306 sigma out 40 active outputs RANK 11 NODE 9 --> 31.748844 sigma out 40 active outputs RANK 12 NODE 11 --> 27.173393 sigma out 40 active outputs RANK 13 NODE 17 --> 27.141842 sigma out 40 active outputs RANK 14 NODE 36 --> 26.524353 sigma out 40 active outputs RANK 15 NODE 27 --> 23.379354 sigma out 40 active outputs RANK 16 NODE 12 --> 22.131296 sigma out 40 active outputs RANK 17 NODE 20 --> 21.479750 sigma out 40 active outputs RANK 18 NODE 19 --> 20.261761 sigma out 40 active outputs RANK 19 NODE 18 --> 18.995796 sigma out 40 active outputs RANK 20 NODE 21 --> 17.274599 sigma out 40 active outputs RANK 21 NODE 24 --> 17.135601 sigma out 40 active outputs RANK 22 NODE 13 --> 16.279278 sigma out 40 active outputs RANK 23 NODE 30 --> 15.621864 sigma out 40 active outputs RANK 24 NODE 25 --> 15.360962 sigma out 40 active outputs RANK 25 NODE 22 --> 14.253534 sigma out 40 active outputs RANK 26 NODE 28 --> 13.810164 sigma out 40 active outputs RANK 27 NODE 23 --> 13.340456 sigma out 40 active outputs RANK 28 NODE 29 --> 12.603539 sigma out 40 active outputs RANK 29 NODE 37 --> 11.296104 sigma out 40 active outputs RANK 30 NODE 32 --> 10.550895 sigma out 40 active outputs RANK 31 NODE 35 --> 10.538315 sigma out 40 active outputs RANK 32 NODE 31 --> 10.293919 sigma out 40 active outputs RANK 33 NODE 33 --> 10.249291 sigma out 40 active outputs RANK 34 NODE 40 --> 9.9131832 sigma out 40 active outputs RANK 35 NODE 15 --> 9.5815325 sigma out 40 active outputs RANK 36 NODE 26 --> 9.1841898 sigma out 40 active outputs RANK 37 NODE 34 --> 8.9354916 sigma out 40 active outputs RANK 38 NODE 39 --> 7.0327129 sigma out 40 active outputs RANK 39 NODE 14 --> 4.5305047 sigma out 40 active outputs RANK 40 NODE 38 --> 4.4519501 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 120.26443 sigma in 40 act. ( 93.952538 sig out 1 act.) RANK 2 NODE 13 --> 76.746513 sigma in 40 act. ( 61.033489 sig out 1 act.) RANK 3 NODE 28 --> 71.671257 sigma in 40 act. ( 54.082134 sig out 1 act.) RANK 4 NODE 15 --> 71.421448 sigma in 40 act. ( 52.155418 sig out 1 act.) RANK 5 NODE 27 --> 65.292610 sigma in 40 act. ( 43.992771 sig out 1 act.) RANK 6 NODE 25 --> 61.799561 sigma in 40 act. ( 52.386600 sig out 1 act.) RANK 7 NODE 23 --> 54.752739 sigma in 40 act. ( 45.200703 sig out 1 act.) RANK 8 NODE 24 --> 50.710175 sigma in 40 act. ( 45.600742 sig out 1 act.) RANK 9 NODE 2 --> 42.644806 sigma in 40 act. ( 33.619644 sig out 1 act.) RANK 10 NODE 30 --> 41.371693 sigma in 40 act. ( 33.612045 sig out 1 act.) RANK 11 NODE 16 --> 40.160439 sigma in 40 act. ( 41.325619 sig out 1 act.) RANK 12 NODE 18 --> 40.060440 sigma in 40 act. ( 31.652445 sig out 1 act.) RANK 13 NODE 34 --> 39.275551 sigma in 40 act. ( 31.872549 sig out 1 act.) RANK 14 NODE 20 --> 39.055489 sigma in 40 act. ( 31.371361 sig out 1 act.) RANK 15 NODE 31 --> 33.540249 sigma in 40 act. ( 26.732552 sig out 1 act.) RANK 16 NODE 39 --> 31.393631 sigma in 40 act. ( 22.487305 sig out 1 act.) RANK 17 NODE 10 --> 28.577219 sigma in 40 act. ( 38.412830 sig out 1 act.) RANK 18 NODE 33 --> 28.010946 sigma in 40 act. ( 28.338472 sig out 1 act.) RANK 19 NODE 8 --> 22.681458 sigma in 40 act. ( 20.193121 sig out 1 act.) RANK 20 NODE 40 --> 22.409403 sigma in 40 act. ( 24.360056 sig out 1 act.) RANK 21 NODE 21 --> 22.353218 sigma in 40 act. ( 15.213919 sig out 1 act.) RANK 22 NODE 7 --> 21.545069 sigma in 40 act. ( 16.065447 sig out 1 act.) RANK 23 NODE 35 --> 19.281574 sigma in 40 act. ( 16.174345 sig out 1 act.) RANK 24 NODE 11 --> 17.709913 sigma in 40 act. ( 14.593046 sig out 1 act.) RANK 25 NODE 22 --> 16.600559 sigma in 40 act. ( 11.161752 sig out 1 act.) RANK 26 NODE 38 --> 16.269089 sigma in 40 act. ( 11.243290 sig out 1 act.) RANK 27 NODE 19 --> 15.647811 sigma in 40 act. ( 16.575003 sig out 1 act.) RANK 28 NODE 12 --> 14.615829 sigma in 40 act. ( 14.082790 sig out 1 act.) RANK 29 NODE 3 --> 11.114753 sigma in 40 act. ( 9.6349859 sig out 1 act.) RANK 30 NODE 37 --> 10.010443 sigma in 40 act. ( 8.4454174 sig out 1 act.) RANK 31 NODE 14 --> 9.9390745 sigma in 40 act. ( 6.4063511 sig out 1 act.) RANK 32 NODE 6 --> 9.9189758 sigma in 40 act. ( 7.5735040 sig out 1 act.) RANK 33 NODE 26 --> 9.0728207 sigma in 40 act. ( 6.5232253 sig out 1 act.) RANK 34 NODE 17 --> 7.9611673 sigma in 40 act. ( 8.6820564 sig out 1 act.) RANK 35 NODE 9 --> 6.1454582 sigma in 40 act. ( 3.6003821 sig out 1 act.) RANK 36 NODE 4 --> 5.5977731 sigma in 40 act. ( 3.7011101 sig out 1 act.) RANK 37 NODE 29 --> 4.4357944 sigma in 40 act. ( 2.5296319 sig out 1 act.) RANK 38 NODE 1 --> 4.0866361 sigma in 40 act. ( 2.2530797 sig out 1 act.) RANK 39 NODE 36 --> 2.5188920 sigma in 40 act. ( 0.33945113 sig out 1 act.) RANK 40 NODE 5 --> 2.2426887 sigma in 40 act. ( 0.10401913 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 93.952538 sigma out 1 act.( 120.26443 sig in 40 act.) RANK 2 NODE 13 --> 61.033489 sigma out 1 act.( 76.746513 sig in 40 act.) RANK 3 NODE 28 --> 54.082134 sigma out 1 act.( 71.671257 sig in 40 act.) RANK 4 NODE 25 --> 52.386600 sigma out 1 act.( 61.799561 sig in 40 act.) RANK 5 NODE 15 --> 52.155418 sigma out 1 act.( 71.421448 sig in 40 act.) RANK 6 NODE 24 --> 45.600742 sigma out 1 act.( 50.710175 sig in 40 act.) RANK 7 NODE 23 --> 45.200703 sigma out 1 act.( 54.752739 sig in 40 act.) RANK 8 NODE 27 --> 43.992771 sigma out 1 act.( 65.292610 sig in 40 act.) RANK 9 NODE 16 --> 41.325619 sigma out 1 act.( 40.160439 sig in 40 act.) RANK 10 NODE 10 --> 38.412830 sigma out 1 act.( 28.577219 sig in 40 act.) RANK 11 NODE 2 --> 33.619644 sigma out 1 act.( 42.644806 sig in 40 act.) RANK 12 NODE 30 --> 33.612045 sigma out 1 act.( 41.371693 sig in 40 act.) RANK 13 NODE 34 --> 31.872549 sigma out 1 act.( 39.275551 sig in 40 act.) RANK 14 NODE 18 --> 31.652445 sigma out 1 act.( 40.060440 sig in 40 act.) RANK 15 NODE 20 --> 31.371361 sigma out 1 act.( 39.055489 sig in 40 act.) RANK 16 NODE 33 --> 28.338472 sigma out 1 act.( 28.010946 sig in 40 act.) RANK 17 NODE 31 --> 26.732552 sigma out 1 act.( 33.540249 sig in 40 act.) RANK 18 NODE 40 --> 24.360056 sigma out 1 act.( 22.409403 sig in 40 act.) RANK 19 NODE 39 --> 22.487305 sigma out 1 act.( 31.393631 sig in 40 act.) RANK 20 NODE 8 --> 20.193121 sigma out 1 act.( 22.681458 sig in 40 act.) RANK 21 NODE 19 --> 16.575003 sigma out 1 act.( 15.647811 sig in 40 act.) RANK 22 NODE 35 --> 16.174345 sigma out 1 act.( 19.281574 sig in 40 act.) RANK 23 NODE 7 --> 16.065447 sigma out 1 act.( 21.545069 sig in 40 act.) RANK 24 NODE 21 --> 15.213919 sigma out 1 act.( 22.353218 sig in 40 act.) RANK 25 NODE 11 --> 14.593046 sigma out 1 act.( 17.709913 sig in 40 act.) RANK 26 NODE 12 --> 14.082790 sigma out 1 act.( 14.615829 sig in 40 act.) RANK 27 NODE 38 --> 11.243290 sigma out 1 act.( 16.269089 sig in 40 act.) RANK 28 NODE 22 --> 11.161752 sigma out 1 act.( 16.600559 sig in 40 act.) RANK 29 NODE 3 --> 9.6349859 sigma out 1 act.( 11.114753 sig in 40 act.) RANK 30 NODE 17 --> 8.6820564 sigma out 1 act.( 7.9611673 sig in 40 act.) RANK 31 NODE 37 --> 8.4454174 sigma out 1 act.( 10.010443 sig in 40 act.) RANK 32 NODE 6 --> 7.5735040 sigma out 1 act.( 9.9189758 sig in 40 act.) RANK 33 NODE 26 --> 6.5232253 sigma out 1 act.( 9.0728207 sig in 40 act.) RANK 34 NODE 14 --> 6.4063511 sigma out 1 act.( 9.9390745 sig in 40 act.) RANK 35 NODE 4 --> 3.7011101 sigma out 1 act.( 5.5977731 sig in 40 act.) RANK 36 NODE 9 --> 3.6003821 sigma out 1 act.( 6.1454582 sig in 40 act.) RANK 37 NODE 29 --> 2.5296319 sigma out 1 act.( 4.4357944 sig in 40 act.) RANK 38 NODE 1 --> 2.2530797 sigma out 1 act.( 4.0866361 sig in 40 act.) RANK 39 NODE 36 --> 0.33945113 sigma out 1 act.( 2.5188920 sig in 40 act.) RANK 40 NODE 5 --> 0.10401913 sigma out 1 act.( 2.2426887 sig in 40 act.) RANK 1 NODE 1 --> 201.43550 sigma in 40 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.64846241 *** contribution from regularisation: 1.65069383E-03 *** contribution from error: -0.65011311 *** contribution from DIAG: 1.09363842E-04 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.64847463 *** contribution from regularisation: 1.64742069E-03 *** contribution from error: -0.65012205 *** contribution from DIAG: 1.42949779E-04 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.64848143 *** contribution from regularisation: 1.65114156E-03 *** contribution from error: -0.65013260 *** contribution from DIAG: 1.35759125E-04 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.64849669 *** contribution from regularisation: 1.64475781E-03 *** contribution from error: -0.65014142 *** contribution from DIAG: 1.28640808E-04 *********************************************** --------------------------------------------------- Iteration : 34 kill weight from layer 1 knot 31 to knot 17 *********************************************** *** Learn Path 34 *** loss function: -0.64849228 *** contribution from regularisation: 1.65841216E-03 *** contribution from error: -0.65015072 *** contribution from DIAG: 1.37291267E-04 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.64852875 *** contribution from regularisation: 1.63091288E-03 *** contribution from error: -0.65015966 *** contribution from DIAG: 1.38391319E-04 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.64852136 *** contribution from regularisation: 1.64696644E-03 *** contribution from error: -0.65016836 *** contribution from DIAG: 1.13628281E-04 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.64853352 *** contribution from regularisation: 1.64198503E-03 *** contribution from error: -0.65017551 *** contribution from DIAG: 1.12353133E-04 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.64854789 *** contribution from regularisation: 1.63595192E-03 *** contribution from error: -0.65018386 *** contribution from DIAG: 1.09397239E-04 *********************************************** --------------------------------------------------- Iteration : 39 kill weight from layer 1 knot 27 to knot 21 *********************************************** *** Learn Path 39 *** loss function: -0.64854658 *** contribution from regularisation: 1.64479611E-03 *** contribution from error: -0.65019137 *** contribution from DIAG: 1.00892255E-04 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 178.78880 sigma out 40 active outputs RANK 2 NODE 6 --> 75.133293 sigma out 40 active outputs RANK 3 NODE 3 --> 49.914833 sigma out 40 active outputs RANK 4 NODE 10 --> 49.072453 sigma out 40 active outputs RANK 5 NODE 2 --> 47.630501 sigma out 40 active outputs RANK 6 NODE 4 --> 45.421192 sigma out 40 active outputs RANK 7 NODE 7 --> 37.209770 sigma out 40 active outputs RANK 8 NODE 5 --> 36.525890 sigma out 40 active outputs RANK 9 NODE 8 --> 33.136158 sigma out 40 active outputs RANK 10 NODE 16 --> 32.491219 sigma out 40 active outputs RANK 11 NODE 9 --> 31.011694 sigma out 40 active outputs RANK 12 NODE 36 --> 26.877371 sigma out 40 active outputs RANK 13 NODE 11 --> 26.509615 sigma out 40 active outputs RANK 14 NODE 17 --> 25.921381 sigma out 40 active outputs RANK 15 NODE 27 --> 23.051216 sigma out 39 active outputs RANK 16 NODE 12 --> 21.393335 sigma out 40 active outputs RANK 17 NODE 20 --> 20.676105 sigma out 40 active outputs RANK 18 NODE 19 --> 19.792778 sigma out 40 active outputs RANK 19 NODE 18 --> 18.698755 sigma out 40 active outputs RANK 20 NODE 24 --> 16.619925 sigma out 40 active outputs RANK 21 NODE 21 --> 16.510294 sigma out 40 active outputs RANK 22 NODE 13 --> 15.492259 sigma out 40 active outputs RANK 23 NODE 30 --> 15.094543 sigma out 40 active outputs RANK 24 NODE 25 --> 14.856962 sigma out 40 active outputs RANK 25 NODE 22 --> 13.501480 sigma out 40 active outputs RANK 26 NODE 28 --> 12.987771 sigma out 40 active outputs RANK 27 NODE 23 --> 12.670063 sigma out 40 active outputs RANK 28 NODE 29 --> 12.081769 sigma out 40 active outputs RANK 29 NODE 37 --> 11.041304 sigma out 40 active outputs RANK 30 NODE 33 --> 10.290767 sigma out 40 active outputs RANK 31 NODE 32 --> 10.150972 sigma out 40 active outputs RANK 32 NODE 31 --> 10.032051 sigma out 39 active outputs RANK 33 NODE 40 --> 10.002275 sigma out 40 active outputs RANK 34 NODE 15 --> 9.9652996 sigma out 40 active outputs RANK 35 NODE 35 --> 9.8780794 sigma out 40 active outputs RANK 36 NODE 26 --> 8.6040783 sigma out 40 active outputs RANK 37 NODE 34 --> 8.2111521 sigma out 40 active outputs RANK 38 NODE 39 --> 7.0848346 sigma out 40 active outputs RANK 39 NODE 14 --> 4.3972864 sigma out 40 active outputs RANK 40 NODE 38 --> 4.1232872 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 117.45014 sigma in 40 act. ( 93.062881 sig out 1 act.) RANK 2 NODE 13 --> 75.258850 sigma in 40 act. ( 59.428131 sig out 1 act.) RANK 3 NODE 28 --> 69.965675 sigma in 40 act. ( 53.170036 sig out 1 act.) RANK 4 NODE 15 --> 69.476341 sigma in 40 act. ( 51.323238 sig out 1 act.) RANK 5 NODE 27 --> 63.768929 sigma in 40 act. ( 43.093105 sig out 1 act.) RANK 6 NODE 25 --> 60.524307 sigma in 40 act. ( 51.373882 sig out 1 act.) RANK 7 NODE 23 --> 53.896206 sigma in 40 act. ( 44.047428 sig out 1 act.) RANK 8 NODE 24 --> 49.687668 sigma in 40 act. ( 44.344486 sig out 1 act.) RANK 9 NODE 2 --> 41.716164 sigma in 40 act. ( 32.640987 sig out 1 act.) RANK 10 NODE 18 --> 40.981426 sigma in 40 act. ( 32.769775 sig out 1 act.) RANK 11 NODE 30 --> 40.227402 sigma in 40 act. ( 32.891140 sig out 1 act.) RANK 12 NODE 16 --> 39.444004 sigma in 40 act. ( 41.584938 sig out 1 act.) RANK 13 NODE 34 --> 38.882515 sigma in 40 act. ( 31.904297 sig out 1 act.) RANK 14 NODE 20 --> 38.183998 sigma in 40 act. ( 30.188738 sig out 1 act.) RANK 15 NODE 31 --> 35.069447 sigma in 40 act. ( 28.489624 sig out 1 act.) RANK 16 NODE 39 --> 30.618807 sigma in 40 act. ( 21.765059 sig out 1 act.) RANK 17 NODE 10 --> 28.857506 sigma in 40 act. ( 39.664089 sig out 1 act.) RANK 18 NODE 33 --> 27.994486 sigma in 40 act. ( 28.068895 sig out 1 act.) RANK 19 NODE 8 --> 22.094509 sigma in 40 act. ( 19.857853 sig out 1 act.) RANK 20 NODE 40 --> 22.071581 sigma in 40 act. ( 24.178452 sig out 1 act.) RANK 21 NODE 21 --> 22.047472 sigma in 39 act. ( 14.845201 sig out 1 act.) RANK 22 NODE 7 --> 21.182301 sigma in 40 act. ( 15.903831 sig out 1 act.) RANK 23 NODE 35 --> 18.998348 sigma in 40 act. ( 15.925256 sig out 1 act.) RANK 24 NODE 11 --> 17.055328 sigma in 40 act. ( 14.325323 sig out 1 act.) RANK 25 NODE 22 --> 16.246929 sigma in 40 act. ( 11.115759 sig out 1 act.) RANK 26 NODE 19 --> 15.738569 sigma in 40 act. ( 17.047503 sig out 1 act.) RANK 27 NODE 38 --> 15.626378 sigma in 40 act. ( 10.894343 sig out 1 act.) RANK 28 NODE 12 --> 14.210421 sigma in 40 act. ( 13.802350 sig out 1 act.) RANK 29 NODE 3 --> 10.847061 sigma in 40 act. ( 9.4919930 sig out 1 act.) RANK 30 NODE 37 --> 9.7373781 sigma in 40 act. ( 8.5012722 sig out 1 act.) RANK 31 NODE 6 --> 9.5451221 sigma in 40 act. ( 7.3981829 sig out 1 act.) RANK 32 NODE 14 --> 9.4960890 sigma in 40 act. ( 6.2317772 sig out 1 act.) RANK 33 NODE 26 --> 8.7171049 sigma in 40 act. ( 6.2991447 sig out 1 act.) RANK 34 NODE 17 --> 7.8124080 sigma in 39 act. ( 8.7361469 sig out 1 act.) RANK 35 NODE 9 --> 5.8752928 sigma in 40 act. ( 3.5972316 sig out 1 act.) RANK 36 NODE 4 --> 5.2568674 sigma in 40 act. ( 3.5675204 sig out 1 act.) RANK 37 NODE 29 --> 4.0201087 sigma in 40 act. ( 2.3604043 sig out 1 act.) RANK 38 NODE 1 --> 3.6793211 sigma in 40 act. ( 2.0534525 sig out 1 act.) RANK 39 NODE 36 --> 2.1796992 sigma in 40 act. ( 0.29680148 sig out 1 act.) RANK 40 NODE 5 --> 1.9223750 sigma in 40 act. ( 0.12139889 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 93.062881 sigma out 1 act.( 117.45014 sig in 40 act.) RANK 2 NODE 13 --> 59.428131 sigma out 1 act.( 75.258850 sig in 40 act.) RANK 3 NODE 28 --> 53.170036 sigma out 1 act.( 69.965675 sig in 40 act.) RANK 4 NODE 25 --> 51.373882 sigma out 1 act.( 60.524307 sig in 40 act.) RANK 5 NODE 15 --> 51.323238 sigma out 1 act.( 69.476341 sig in 40 act.) RANK 6 NODE 24 --> 44.344486 sigma out 1 act.( 49.687668 sig in 40 act.) RANK 7 NODE 23 --> 44.047428 sigma out 1 act.( 53.896206 sig in 40 act.) RANK 8 NODE 27 --> 43.093105 sigma out 1 act.( 63.768929 sig in 40 act.) RANK 9 NODE 16 --> 41.584938 sigma out 1 act.( 39.444004 sig in 40 act.) RANK 10 NODE 10 --> 39.664089 sigma out 1 act.( 28.857506 sig in 40 act.) RANK 11 NODE 30 --> 32.891140 sigma out 1 act.( 40.227402 sig in 40 act.) RANK 12 NODE 18 --> 32.769775 sigma out 1 act.( 40.981426 sig in 40 act.) RANK 13 NODE 2 --> 32.640987 sigma out 1 act.( 41.716164 sig in 40 act.) RANK 14 NODE 34 --> 31.904297 sigma out 1 act.( 38.882515 sig in 40 act.) RANK 15 NODE 20 --> 30.188738 sigma out 1 act.( 38.183998 sig in 40 act.) RANK 16 NODE 31 --> 28.489624 sigma out 1 act.( 35.069447 sig in 40 act.) RANK 17 NODE 33 --> 28.068895 sigma out 1 act.( 27.994486 sig in 40 act.) RANK 18 NODE 40 --> 24.178452 sigma out 1 act.( 22.071581 sig in 40 act.) RANK 19 NODE 39 --> 21.765059 sigma out 1 act.( 30.618807 sig in 40 act.) RANK 20 NODE 8 --> 19.857853 sigma out 1 act.( 22.094509 sig in 40 act.) RANK 21 NODE 19 --> 17.047503 sigma out 1 act.( 15.738569 sig in 40 act.) RANK 22 NODE 35 --> 15.925256 sigma out 1 act.( 18.998348 sig in 40 act.) RANK 23 NODE 7 --> 15.903831 sigma out 1 act.( 21.182301 sig in 40 act.) RANK 24 NODE 21 --> 14.845201 sigma out 1 act.( 22.047472 sig in 39 act.) RANK 25 NODE 11 --> 14.325323 sigma out 1 act.( 17.055328 sig in 40 act.) RANK 26 NODE 12 --> 13.802350 sigma out 1 act.( 14.210421 sig in 40 act.) RANK 27 NODE 22 --> 11.115759 sigma out 1 act.( 16.246929 sig in 40 act.) RANK 28 NODE 38 --> 10.894343 sigma out 1 act.( 15.626378 sig in 40 act.) RANK 29 NODE 3 --> 9.4919930 sigma out 1 act.( 10.847061 sig in 40 act.) RANK 30 NODE 17 --> 8.7361469 sigma out 1 act.( 7.8124080 sig in 39 act.) RANK 31 NODE 37 --> 8.5012722 sigma out 1 act.( 9.7373781 sig in 40 act.) RANK 32 NODE 6 --> 7.3981829 sigma out 1 act.( 9.5451221 sig in 40 act.) RANK 33 NODE 26 --> 6.2991447 sigma out 1 act.( 8.7171049 sig in 40 act.) RANK 34 NODE 14 --> 6.2317772 sigma out 1 act.( 9.4960890 sig in 40 act.) RANK 35 NODE 9 --> 3.5972316 sigma out 1 act.( 5.8752928 sig in 40 act.) RANK 36 NODE 4 --> 3.5675204 sigma out 1 act.( 5.2568674 sig in 40 act.) RANK 37 NODE 29 --> 2.3604043 sigma out 1 act.( 4.0201087 sig in 40 act.) RANK 38 NODE 1 --> 2.0534525 sigma out 1 act.( 3.6793211 sig in 40 act.) RANK 39 NODE 36 --> 0.29680148 sigma out 1 act.( 2.1796992 sig in 40 act.) RANK 40 NODE 5 --> 0.12139889 sigma out 1 act.( 1.9223750 sig in 40 act.) RANK 1 NODE 1 --> 199.05910 sigma in 40 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.64856738 *** contribution from regularisation: 1.63224607E-03 *** contribution from error: -0.65019965 *** contribution from DIAG: 1.34824237E-04 *********************************************** --------------------------------------------------- Iteration : 41 kill weight from layer 1 knot 26 to knot 30 kill weight from layer 1 knot 17 to knot 37 *********************************************** *** Learn Path 41 *** loss function: -0.64857340 *** contribution from regularisation: 1.63140427E-03 *** contribution from error: -0.65020478 *** contribution from DIAG: 9.83775972E-05 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.64858490 *** contribution from regularisation: 1.62724254E-03 *** contribution from error: -0.65021217 *** contribution from DIAG: 1.12839312E-04 *********************************************** --------------------------------------------------- Iteration : 43 kill weight from layer 1 knot 31 to knot 30 *********************************************** *** Learn Path 43 *** loss function: -0.64858258 *** contribution from regularisation: 1.63688080E-03 *** contribution from error: -0.65021944 *** contribution from DIAG: 9.94477450E-05 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.64859992 *** contribution from regularisation: 1.62562449E-03 *** contribution from error: -0.65022552 *** contribution from DIAG: 9.81586199E-05 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.64859629 *** contribution from regularisation: 1.63544249E-03 *** contribution from error: -0.65023172 *** contribution from DIAG: 1.06939893E-04 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.64861619 *** contribution from regularisation: 1.62094925E-03 *** contribution from error: -0.65023714 *** contribution from DIAG: 1.20141318E-04 *********************************************** --------------------------------------------------- Iteration : 47 kill weight from layer 1 knot 20 to knot 1 *********************************************** *** Learn Path 47 *** loss function: -0.64860582 *** contribution from regularisation: 1.63754041E-03 *** contribution from error: -0.65024334 *** contribution from DIAG: 1.00792124E-04 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.64863306 *** contribution from regularisation: 1.61649310E-03 *** contribution from error: -0.65024954 *** contribution from DIAG: 9.95081718E-05 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.64862913 *** contribution from regularisation: 1.62594591E-03 *** contribution from error: -0.65025508 *** contribution from DIAG: 1.01028731E-04 *********************************************** --------------------------------------------------- Iteration : 50 kill weight from layer 1 knot 4 to knot 23 kill weight from layer 1 knot 30 to knot 32 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 181.20119 sigma out 40 active outputs RANK 2 NODE 6 --> 77.021729 sigma out 40 active outputs RANK 3 NODE 3 --> 50.961094 sigma out 40 active outputs RANK 4 NODE 10 --> 50.338924 sigma out 40 active outputs RANK 5 NODE 2 --> 47.824894 sigma out 40 active outputs RANK 6 NODE 4 --> 45.877838 sigma out 39 active outputs RANK 7 NODE 5 --> 38.479530 sigma out 40 active outputs RANK 8 NODE 7 --> 38.166126 sigma out 40 active outputs RANK 9 NODE 8 --> 33.708469 sigma out 40 active outputs RANK 10 NODE 16 --> 32.871399 sigma out 40 active outputs RANK 11 NODE 9 --> 31.663223 sigma out 40 active outputs RANK 12 NODE 36 --> 27.413561 sigma out 40 active outputs RANK 13 NODE 17 --> 26.456619 sigma out 39 active outputs RANK 14 NODE 11 --> 26.356464 sigma out 40 active outputs RANK 15 NODE 27 --> 22.789846 sigma out 39 active outputs RANK 16 NODE 12 --> 21.105936 sigma out 40 active outputs RANK 17 NODE 20 --> 20.553873 sigma out 39 active outputs RANK 18 NODE 19 --> 19.782019 sigma out 40 active outputs RANK 19 NODE 18 --> 18.549656 sigma out 40 active outputs RANK 20 NODE 24 --> 16.585320 sigma out 40 active outputs RANK 21 NODE 21 --> 16.508698 sigma out 40 active outputs RANK 22 NODE 13 --> 15.919554 sigma out 40 active outputs RANK 23 NODE 30 --> 14.662733 sigma out 39 active outputs RANK 24 NODE 25 --> 14.657692 sigma out 40 active outputs RANK 25 NODE 22 --> 13.314125 sigma out 40 active outputs RANK 26 NODE 23 --> 12.578133 sigma out 40 active outputs RANK 27 NODE 28 --> 12.366163 sigma out 40 active outputs RANK 28 NODE 29 --> 11.951675 sigma out 40 active outputs RANK 29 NODE 37 --> 11.020226 sigma out 40 active outputs RANK 30 NODE 40 --> 10.070621 sigma out 40 active outputs RANK 31 NODE 15 --> 9.8720045 sigma out 40 active outputs RANK 32 NODE 31 --> 9.8548822 sigma out 38 active outputs RANK 33 NODE 32 --> 9.8322153 sigma out 40 active outputs RANK 34 NODE 35 --> 9.7910757 sigma out 40 active outputs RANK 35 NODE 33 --> 9.7848482 sigma out 40 active outputs RANK 36 NODE 26 --> 8.2908382 sigma out 39 active outputs RANK 37 NODE 34 --> 7.9379144 sigma out 40 active outputs RANK 38 NODE 39 --> 7.0081635 sigma out 40 active outputs RANK 39 NODE 38 --> 4.2331858 sigma out 40 active outputs RANK 40 NODE 14 --> 4.1090870 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 119.15289 sigma in 39 act. ( 93.804329 sig out 1 act.) RANK 2 NODE 13 --> 76.140648 sigma in 40 act. ( 60.518482 sig out 1 act.) RANK 3 NODE 28 --> 70.910553 sigma in 40 act. ( 52.974724 sig out 1 act.) RANK 4 NODE 15 --> 70.217690 sigma in 40 act. ( 51.160561 sig out 1 act.) RANK 5 NODE 27 --> 64.574730 sigma in 40 act. ( 43.607071 sig out 1 act.) RANK 6 NODE 25 --> 61.480934 sigma in 40 act. ( 51.572086 sig out 1 act.) RANK 7 NODE 23 --> 54.499146 sigma in 39 act. ( 44.730862 sig out 1 act.) RANK 8 NODE 24 --> 50.087971 sigma in 40 act. ( 44.772434 sig out 1 act.) RANK 9 NODE 18 --> 42.613525 sigma in 40 act. ( 35.223270 sig out 1 act.) RANK 10 NODE 2 --> 42.106281 sigma in 40 act. ( 33.317505 sig out 1 act.) RANK 11 NODE 30 --> 40.565979 sigma in 38 act. ( 33.107189 sig out 1 act.) RANK 12 NODE 16 --> 40.106045 sigma in 40 act. ( 42.669315 sig out 1 act.) RANK 13 NODE 34 --> 39.670151 sigma in 40 act. ( 32.803928 sig out 1 act.) RANK 14 NODE 20 --> 38.350433 sigma in 40 act. ( 30.580442 sig out 1 act.) RANK 15 NODE 31 --> 37.337910 sigma in 40 act. ( 30.739622 sig out 1 act.) RANK 16 NODE 39 --> 30.910467 sigma in 40 act. ( 21.565447 sig out 1 act.) RANK 17 NODE 10 --> 29.552591 sigma in 40 act. ( 41.745773 sig out 1 act.) RANK 18 NODE 33 --> 28.465164 sigma in 40 act. ( 28.720367 sig out 1 act.) RANK 19 NODE 21 --> 22.424160 sigma in 39 act. ( 15.383264 sig out 1 act.) RANK 20 NODE 40 --> 22.292555 sigma in 40 act. ( 24.677069 sig out 1 act.) RANK 21 NODE 8 --> 22.188322 sigma in 40 act. ( 20.584070 sig out 1 act.) RANK 22 NODE 7 --> 21.480879 sigma in 40 act. ( 15.998674 sig out 1 act.) RANK 23 NODE 35 --> 19.007336 sigma in 40 act. ( 16.272284 sig out 1 act.) RANK 24 NODE 11 --> 17.013685 sigma in 40 act. ( 14.374655 sig out 1 act.) RANK 25 NODE 22 --> 16.455990 sigma in 40 act. ( 11.452933 sig out 1 act.) RANK 26 NODE 19 --> 16.101431 sigma in 40 act. ( 17.938501 sig out 1 act.) RANK 27 NODE 38 --> 15.592246 sigma in 40 act. ( 10.805418 sig out 1 act.) RANK 28 NODE 12 --> 14.215211 sigma in 40 act. ( 13.862395 sig out 1 act.) RANK 29 NODE 3 --> 10.803734 sigma in 40 act. ( 9.5505066 sig out 1 act.) RANK 30 NODE 37 --> 9.6554794 sigma in 39 act. ( 8.6688871 sig out 1 act.) RANK 31 NODE 6 --> 9.4726801 sigma in 40 act. ( 7.2927294 sig out 1 act.) RANK 32 NODE 14 --> 9.3927097 sigma in 40 act. ( 6.0546045 sig out 1 act.) RANK 33 NODE 26 --> 8.6321478 sigma in 40 act. ( 6.2259083 sig out 1 act.) RANK 34 NODE 17 --> 7.7957401 sigma in 39 act. ( 9.0259542 sig out 1 act.) RANK 35 NODE 9 --> 5.8722534 sigma in 40 act. ( 3.8094218 sig out 1 act.) RANK 36 NODE 4 --> 5.0463414 sigma in 40 act. ( 3.4992764 sig out 1 act.) RANK 37 NODE 29 --> 3.7693746 sigma in 40 act. ( 2.2151005 sig out 1 act.) RANK 38 NODE 1 --> 3.4036288 sigma in 39 act. ( 1.9044018 sig out 1 act.) RANK 39 NODE 36 --> 1.9483056 sigma in 40 act. ( 0.23401339 sig out 1 act.) RANK 40 NODE 5 --> 1.7303318 sigma in 40 act. ( 0.18496557 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 93.804329 sigma out 1 act.( 119.15289 sig in 39 act.) RANK 2 NODE 13 --> 60.518482 sigma out 1 act.( 76.140648 sig in 40 act.) RANK 3 NODE 28 --> 52.974724 sigma out 1 act.( 70.910553 sig in 40 act.) RANK 4 NODE 25 --> 51.572086 sigma out 1 act.( 61.480934 sig in 40 act.) RANK 5 NODE 15 --> 51.160561 sigma out 1 act.( 70.217690 sig in 40 act.) RANK 6 NODE 24 --> 44.772434 sigma out 1 act.( 50.087971 sig in 40 act.) RANK 7 NODE 23 --> 44.730862 sigma out 1 act.( 54.499146 sig in 39 act.) RANK 8 NODE 27 --> 43.607071 sigma out 1 act.( 64.574730 sig in 40 act.) RANK 9 NODE 16 --> 42.669315 sigma out 1 act.( 40.106045 sig in 40 act.) RANK 10 NODE 10 --> 41.745773 sigma out 1 act.( 29.552591 sig in 40 act.) RANK 11 NODE 18 --> 35.223270 sigma out 1 act.( 42.613525 sig in 40 act.) RANK 12 NODE 2 --> 33.317505 sigma out 1 act.( 42.106281 sig in 40 act.) RANK 13 NODE 30 --> 33.107189 sigma out 1 act.( 40.565979 sig in 38 act.) RANK 14 NODE 34 --> 32.803928 sigma out 1 act.( 39.670151 sig in 40 act.) RANK 15 NODE 31 --> 30.739622 sigma out 1 act.( 37.337910 sig in 40 act.) RANK 16 NODE 20 --> 30.580442 sigma out 1 act.( 38.350433 sig in 40 act.) RANK 17 NODE 33 --> 28.720367 sigma out 1 act.( 28.465164 sig in 40 act.) RANK 18 NODE 40 --> 24.677069 sigma out 1 act.( 22.292555 sig in 40 act.) RANK 19 NODE 39 --> 21.565447 sigma out 1 act.( 30.910467 sig in 40 act.) RANK 20 NODE 8 --> 20.584070 sigma out 1 act.( 22.188322 sig in 40 act.) RANK 21 NODE 19 --> 17.938501 sigma out 1 act.( 16.101431 sig in 40 act.) RANK 22 NODE 35 --> 16.272284 sigma out 1 act.( 19.007336 sig in 40 act.) RANK 23 NODE 7 --> 15.998674 sigma out 1 act.( 21.480879 sig in 40 act.) RANK 24 NODE 21 --> 15.383264 sigma out 1 act.( 22.424160 sig in 39 act.) RANK 25 NODE 11 --> 14.374655 sigma out 1 act.( 17.013685 sig in 40 act.) RANK 26 NODE 12 --> 13.862395 sigma out 1 act.( 14.215211 sig in 40 act.) RANK 27 NODE 22 --> 11.452933 sigma out 1 act.( 16.455990 sig in 40 act.) RANK 28 NODE 38 --> 10.805418 sigma out 1 act.( 15.592246 sig in 40 act.) RANK 29 NODE 3 --> 9.5505066 sigma out 1 act.( 10.803734 sig in 40 act.) RANK 30 NODE 17 --> 9.0259542 sigma out 1 act.( 7.7957401 sig in 39 act.) RANK 31 NODE 37 --> 8.6688871 sigma out 1 act.( 9.6554794 sig in 39 act.) RANK 32 NODE 6 --> 7.2927294 sigma out 1 act.( 9.4726801 sig in 40 act.) RANK 33 NODE 26 --> 6.2259083 sigma out 1 act.( 8.6321478 sig in 40 act.) RANK 34 NODE 14 --> 6.0546045 sigma out 1 act.( 9.3927097 sig in 40 act.) RANK 35 NODE 9 --> 3.8094218 sigma out 1 act.( 5.8722534 sig in 40 act.) RANK 36 NODE 4 --> 3.4992764 sigma out 1 act.( 5.0463414 sig in 40 act.) RANK 37 NODE 29 --> 2.2151005 sigma out 1 act.( 3.7693746 sig in 40 act.) RANK 38 NODE 1 --> 1.9044018 sigma out 1 act.( 3.4036288 sig in 39 act.) RANK 39 NODE 36 --> 0.23401339 sigma out 1 act.( 1.9483056 sig in 40 act.) RANK 40 NODE 5 --> 0.18496557 sigma out 1 act.( 1.7303318 sig in 40 act.) RANK 1 NODE 1 --> 202.18515 sigma in 40 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.64863694 *** contribution from regularisation: 1.62394333E-03 *** contribution from error: -0.65026087 *** contribution from DIAG: 9.85608931E-05 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.64864135 *** contribution from regularisation: 1.62530690E-03 *** contribution from error: -0.65026665 *** contribution from DIAG: 9.76856318E-05 *********************************************** --------------------------------------------------- Iteration : 52 kill weight from layer 1 knot 23 to knot 27 *********************************************** *** Learn Path 52 *** loss function: -0.64865732 *** contribution from regularisation: 1.61508052E-03 *** contribution from error: -0.65027243 *** contribution from DIAG: 9.78539829E-05 *********************************************** --------------------------------------------------- Iteration : 53 kill weight from layer 1 knot 25 to knot 11 *********************************************** *** Learn Path 53 *** loss function: -0.64866030 *** contribution from regularisation: 1.61725248E-03 *** contribution from error: -0.65027755 *** contribution from DIAG: 9.52288538E-05 *********************************************** --------------------------------------------------- Iteration : 54 kill weight from layer 1 knot 40 to knot 19 *********************************************** *** Learn Path 54 *** loss function: -0.64866459 *** contribution from regularisation: 1.61817344E-03 *** contribution from error: -0.65028274 *** contribution from DIAG: 9.70548499E-05 *********************************************** --------------------------------------------------- Iteration : 55 kill weight from layer 1 knot 35 to knot 3 kill weight from layer 1 knot 18 to knot 15 kill weight from layer 1 knot 34 to knot 24 *********************************************** *** Learn Path 55 *** loss function: -0.64866489 *** contribution from regularisation: 1.62274193E-03 *** contribution from error: -0.65028763 *** contribution from DIAG: 9.79216929E-05 *********************************************** --------------------------------------------------- Iteration : 56 kill weight from layer 1 knot 17 to knot 5 kill weight from layer 1 knot 40 to knot 16 *********************************************** *** Learn Path 56 *** loss function: -0.64868480 *** contribution from regularisation: 1.60780968E-03 *** contribution from error: -0.65029263 *** contribution from DIAG: 1.36574439E-04 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.64868140 *** contribution from regularisation: 1.61576644E-03 *** contribution from error: -0.65029716 *** contribution from DIAG: 1.07889879E-04 *********************************************** --------------------------------------------------- Iteration : 58 kill weight from layer 1 knot 38 to knot 3 kill weight from layer 1 knot 5 to knot 30 *********************************************** *** Learn Path 58 *** loss function: -0.64868796 *** contribution from regularisation: 1.61388807E-03 *** contribution from error: -0.65030187 *** contribution from DIAG: 1.04953164E-04 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.64868957 *** contribution from regularisation: 1.61698880E-03 *** contribution from error: -0.65030658 *** contribution from DIAG: 9.93245267E-05 *********************************************** --------------------------------------------------- Iteration : 60 kill weight from layer 1 knot 34 to knot 19 kill weight from layer 1 knot 19 to knot 37 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 182.19659 sigma out 40 active outputs RANK 2 NODE 6 --> 77.779175 sigma out 40 active outputs RANK 3 NODE 3 --> 50.528347 sigma out 40 active outputs RANK 4 NODE 10 --> 49.713203 sigma out 40 active outputs RANK 5 NODE 2 --> 47.878700 sigma out 40 active outputs RANK 6 NODE 4 --> 45.421333 sigma out 39 active outputs RANK 7 NODE 5 --> 40.051655 sigma out 39 active outputs RANK 8 NODE 7 --> 38.706562 sigma out 40 active outputs RANK 9 NODE 8 --> 34.200222 sigma out 40 active outputs RANK 10 NODE 16 --> 32.576481 sigma out 40 active outputs RANK 11 NODE 9 --> 31.082655 sigma out 40 active outputs RANK 12 NODE 36 --> 28.331045 sigma out 40 active outputs RANK 13 NODE 11 --> 26.061264 sigma out 40 active outputs RANK 14 NODE 17 --> 25.874979 sigma out 38 active outputs RANK 15 NODE 27 --> 23.042961 sigma out 39 active outputs RANK 16 NODE 12 --> 20.823690 sigma out 40 active outputs RANK 17 NODE 20 --> 20.260672 sigma out 39 active outputs RANK 18 NODE 19 --> 19.874596 sigma out 39 active outputs RANK 19 NODE 18 --> 18.296520 sigma out 39 active outputs RANK 20 NODE 24 --> 16.433601 sigma out 40 active outputs RANK 21 NODE 21 --> 16.341995 sigma out 40 active outputs RANK 22 NODE 13 --> 15.563522 sigma out 40 active outputs RANK 23 NODE 25 --> 14.499628 sigma out 39 active outputs RANK 24 NODE 30 --> 14.483230 sigma out 39 active outputs RANK 25 NODE 22 --> 12.840894 sigma out 40 active outputs RANK 26 NODE 28 --> 12.429847 sigma out 40 active outputs RANK 27 NODE 23 --> 12.234797 sigma out 39 active outputs RANK 28 NODE 29 --> 11.815184 sigma out 40 active outputs RANK 29 NODE 37 --> 10.949683 sigma out 40 active outputs RANK 30 NODE 40 --> 10.247642 sigma out 38 active outputs RANK 31 NODE 31 --> 9.8041172 sigma out 38 active outputs RANK 32 NODE 32 --> 9.6787233 sigma out 40 active outputs RANK 33 NODE 33 --> 9.6237593 sigma out 40 active outputs RANK 34 NODE 35 --> 9.5320292 sigma out 39 active outputs RANK 35 NODE 15 --> 9.1987228 sigma out 40 active outputs RANK 36 NODE 26 --> 8.1307421 sigma out 39 active outputs RANK 37 NODE 34 --> 7.6689038 sigma out 38 active outputs RANK 38 NODE 39 --> 6.8660526 sigma out 40 active outputs RANK 39 NODE 38 --> 4.0670910 sigma out 39 active outputs RANK 40 NODE 14 --> 4.0593772 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 119.57724 sigma in 39 act. ( 94.097443 sig out 1 act.) RANK 2 NODE 13 --> 76.043106 sigma in 40 act. ( 60.098396 sig out 1 act.) RANK 3 NODE 28 --> 70.890221 sigma in 40 act. ( 53.023716 sig out 1 act.) RANK 4 NODE 15 --> 70.237564 sigma in 39 act. ( 50.578114 sig out 1 act.) RANK 5 NODE 27 --> 64.768669 sigma in 39 act. ( 43.158779 sig out 1 act.) RANK 6 NODE 25 --> 61.485283 sigma in 40 act. ( 51.765297 sig out 1 act.) RANK 7 NODE 23 --> 54.772213 sigma in 39 act. ( 44.566135 sig out 1 act.) RANK 8 NODE 24 --> 49.921677 sigma in 39 act. ( 44.557980 sig out 1 act.) RANK 9 NODE 18 --> 43.973007 sigma in 40 act. ( 36.156807 sig out 1 act.) RANK 10 NODE 2 --> 42.273521 sigma in 40 act. ( 32.651348 sig out 1 act.) RANK 11 NODE 30 --> 40.500561 sigma in 37 act. ( 32.611645 sig out 1 act.) RANK 12 NODE 34 --> 40.053482 sigma in 40 act. ( 32.927505 sig out 1 act.) RANK 13 NODE 16 --> 39.973591 sigma in 39 act. ( 43.356842 sig out 1 act.) RANK 14 NODE 31 --> 38.978844 sigma in 40 act. ( 31.939144 sig out 1 act.) RANK 15 NODE 20 --> 38.285236 sigma in 40 act. ( 30.050156 sig out 1 act.) RANK 16 NODE 39 --> 30.552237 sigma in 40 act. ( 21.587221 sig out 1 act.) RANK 17 NODE 10 --> 30.067503 sigma in 40 act. ( 42.839142 sig out 1 act.) RANK 18 NODE 33 --> 28.554117 sigma in 40 act. ( 29.134275 sig out 1 act.) RANK 19 NODE 21 --> 22.540739 sigma in 39 act. ( 15.296784 sig out 1 act.) RANK 20 NODE 40 --> 22.400572 sigma in 40 act. ( 24.634064 sig out 1 act.) RANK 21 NODE 8 --> 22.024498 sigma in 40 act. ( 20.991501 sig out 1 act.) RANK 22 NODE 7 --> 21.431200 sigma in 40 act. ( 16.110424 sig out 1 act.) RANK 23 NODE 35 --> 19.010063 sigma in 40 act. ( 16.027939 sig out 1 act.) RANK 24 NODE 11 --> 16.765842 sigma in 39 act. ( 14.155855 sig out 1 act.) RANK 25 NODE 22 --> 16.543770 sigma in 40 act. ( 11.366297 sig out 1 act.) RANK 26 NODE 19 --> 16.222090 sigma in 38 act. ( 18.482754 sig out 1 act.) RANK 27 NODE 38 --> 15.425627 sigma in 40 act. ( 10.619014 sig out 1 act.) RANK 28 NODE 12 --> 14.164298 sigma in 40 act. ( 13.715704 sig out 1 act.) RANK 29 NODE 3 --> 10.729307 sigma in 38 act. ( 9.5355797 sig out 1 act.) RANK 30 NODE 37 --> 9.5766811 sigma in 38 act. ( 8.7211199 sig out 1 act.) RANK 31 NODE 6 --> 9.2680216 sigma in 40 act. ( 7.2709079 sig out 1 act.) RANK 32 NODE 14 --> 9.1537771 sigma in 40 act. ( 6.0096712 sig out 1 act.) RANK 33 NODE 26 --> 8.5283899 sigma in 40 act. ( 6.1480756 sig out 1 act.) RANK 34 NODE 17 --> 7.7726922 sigma in 39 act. ( 9.1919823 sig out 1 act.) RANK 35 NODE 9 --> 5.8390594 sigma in 40 act. ( 3.9756715 sig out 1 act.) RANK 36 NODE 4 --> 4.8575277 sigma in 40 act. ( 3.3869631 sig out 1 act.) RANK 37 NODE 29 --> 3.5663388 sigma in 40 act. ( 2.1246512 sig out 1 act.) RANK 38 NODE 1 --> 3.1769426 sigma in 39 act. ( 1.7723553 sig out 1 act.) RANK 39 NODE 36 --> 1.7790926 sigma in 40 act. ( 0.20203488 sig out 1 act.) RANK 40 NODE 5 --> 1.5773677 sigma in 39 act. ( 0.23351072 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 94.097443 sigma out 1 act.( 119.57724 sig in 39 act.) RANK 2 NODE 13 --> 60.098396 sigma out 1 act.( 76.043106 sig in 40 act.) RANK 3 NODE 28 --> 53.023716 sigma out 1 act.( 70.890221 sig in 40 act.) RANK 4 NODE 25 --> 51.765297 sigma out 1 act.( 61.485283 sig in 40 act.) RANK 5 NODE 15 --> 50.578114 sigma out 1 act.( 70.237564 sig in 39 act.) RANK 6 NODE 23 --> 44.566135 sigma out 1 act.( 54.772213 sig in 39 act.) RANK 7 NODE 24 --> 44.557980 sigma out 1 act.( 49.921677 sig in 39 act.) RANK 8 NODE 16 --> 43.356842 sigma out 1 act.( 39.973591 sig in 39 act.) RANK 9 NODE 27 --> 43.158779 sigma out 1 act.( 64.768669 sig in 39 act.) RANK 10 NODE 10 --> 42.839142 sigma out 1 act.( 30.067503 sig in 40 act.) RANK 11 NODE 18 --> 36.156807 sigma out 1 act.( 43.973007 sig in 40 act.) RANK 12 NODE 34 --> 32.927505 sigma out 1 act.( 40.053482 sig in 40 act.) RANK 13 NODE 2 --> 32.651348 sigma out 1 act.( 42.273521 sig in 40 act.) RANK 14 NODE 30 --> 32.611645 sigma out 1 act.( 40.500561 sig in 37 act.) RANK 15 NODE 31 --> 31.939144 sigma out 1 act.( 38.978844 sig in 40 act.) RANK 16 NODE 20 --> 30.050156 sigma out 1 act.( 38.285236 sig in 40 act.) RANK 17 NODE 33 --> 29.134275 sigma out 1 act.( 28.554117 sig in 40 act.) RANK 18 NODE 40 --> 24.634064 sigma out 1 act.( 22.400572 sig in 40 act.) RANK 19 NODE 39 --> 21.587221 sigma out 1 act.( 30.552237 sig in 40 act.) RANK 20 NODE 8 --> 20.991501 sigma out 1 act.( 22.024498 sig in 40 act.) RANK 21 NODE 19 --> 18.482754 sigma out 1 act.( 16.222090 sig in 38 act.) RANK 22 NODE 7 --> 16.110424 sigma out 1 act.( 21.431200 sig in 40 act.) RANK 23 NODE 35 --> 16.027939 sigma out 1 act.( 19.010063 sig in 40 act.) RANK 24 NODE 21 --> 15.296784 sigma out 1 act.( 22.540739 sig in 39 act.) RANK 25 NODE 11 --> 14.155855 sigma out 1 act.( 16.765842 sig in 39 act.) RANK 26 NODE 12 --> 13.715704 sigma out 1 act.( 14.164298 sig in 40 act.) RANK 27 NODE 22 --> 11.366297 sigma out 1 act.( 16.543770 sig in 40 act.) RANK 28 NODE 38 --> 10.619014 sigma out 1 act.( 15.425627 sig in 40 act.) RANK 29 NODE 3 --> 9.5355797 sigma out 1 act.( 10.729307 sig in 38 act.) RANK 30 NODE 17 --> 9.1919823 sigma out 1 act.( 7.7726922 sig in 39 act.) RANK 31 NODE 37 --> 8.7211199 sigma out 1 act.( 9.5766811 sig in 38 act.) RANK 32 NODE 6 --> 7.2709079 sigma out 1 act.( 9.2680216 sig in 40 act.) RANK 33 NODE 26 --> 6.1480756 sigma out 1 act.( 8.5283899 sig in 40 act.) RANK 34 NODE 14 --> 6.0096712 sigma out 1 act.( 9.1537771 sig in 40 act.) RANK 35 NODE 9 --> 3.9756715 sigma out 1 act.( 5.8390594 sig in 40 act.) RANK 36 NODE 4 --> 3.3869631 sigma out 1 act.( 4.8575277 sig in 40 act.) RANK 37 NODE 29 --> 2.1246512 sigma out 1 act.( 3.5663388 sig in 40 act.) RANK 38 NODE 1 --> 1.7723553 sigma out 1 act.( 3.1769426 sig in 39 act.) RANK 39 NODE 5 --> 0.23351072 sigma out 1 act.( 1.5773677 sig in 39 act.) RANK 40 NODE 36 --> 0.20203488 sigma out 1 act.( 1.7790926 sig in 40 act.) RANK 1 NODE 1 --> 202.50200 sigma in 40 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.64870614 *** contribution from regularisation: 1.60433864E-03 *** contribution from error: -0.65031046 *** contribution from DIAG: 1.11667650E-04 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.64869863 *** contribution from regularisation: 1.61706342E-03 *** contribution from error: -0.65031570 *** contribution from DIAG: 1.10493456E-04 *********************************************** --------------------------------------------------- Iteration : 62 kill weight from layer 1 knot 11 to knot 4 kill weight from layer 1 knot 28 to knot 5 *********************************************** *** Learn Path 62 *** loss function: -0.64872092 *** contribution from regularisation: 1.59872044E-03 *** contribution from error: -0.65031964 *** contribution from DIAG: 1.02160586E-04 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.64871621 *** contribution from regularisation: 1.60796917E-03 *** contribution from error: -0.65032417 *** contribution from DIAG: 1.03990875E-04 *********************************************** --------------------------------------------------- Iteration : 64 kill weight from layer 1 knot 40 to knot 5 *********************************************** *** Learn Path 64 *** loss function: -0.64872456 *** contribution from regularisation: 1.60326774E-03 *** contribution from error: -0.65032780 *** contribution from DIAG: 1.09808025E-04 *********************************************** --------------------------------------------------- Iteration : 65 kill weight from layer 1 knot 23 to knot 9 *********************************************** *** Learn Path 65 *** loss function: -0.64872044 *** contribution from regularisation: 1.61193218E-03 *** contribution from error: -0.65033239 *** contribution from DIAG: 1.06861597E-04 *********************************************** --------------------------------------------------- Iteration : 66 kill weight from layer 1 knot 29 to knot 5 kill weight from layer 1 knot 31 to knot 21 *********************************************** *** Learn Path 66 *** loss function: -0.64872354 *** contribution from regularisation: 1.61281123E-03 *** contribution from error: -0.65033633 *** contribution from DIAG: 1.06180407E-04 *********************************************** --------------------------------------------------- Iteration : 67 kill weight from layer 1 knot 27 to knot 9 kill weight from layer 1 knot 29 to knot 9 kill weight from layer 1 knot 29 to knot 14 kill weight from layer 1 knot 12 to knot 29 *********************************************** *** Learn Path 67 *** loss function: -0.64873987 *** contribution from regularisation: 1.60090765E-03 *** contribution from error: -0.65034080 *** contribution from DIAG: 1.10802350E-04 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.64872879 *** contribution from regularisation: 1.61521800E-03 *** contribution from error: -0.65034401 *** contribution from DIAG: 1.06416563E-04 *********************************************** --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.64875513 *** contribution from regularisation: 1.59370119E-03 *** contribution from error: -0.65034884 *** contribution from DIAG: 1.07474327E-04 *********************************************** --------------------------------------------------- Iteration : 70 kill weight from layer 1 knot 35 to knot 22 kill weight from layer 1 knot 22 to knot 24 kill weight from layer 1 knot 32 to knot 31 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 180.52687 sigma out 40 active outputs RANK 2 NODE 6 --> 77.889809 sigma out 40 active outputs RANK 3 NODE 3 --> 50.811146 sigma out 40 active outputs RANK 4 NODE 10 --> 50.422955 sigma out 40 active outputs RANK 5 NODE 2 --> 47.286133 sigma out 40 active outputs RANK 6 NODE 4 --> 45.441402 sigma out 39 active outputs RANK 7 NODE 5 --> 40.785599 sigma out 39 active outputs RANK 8 NODE 7 --> 38.244648 sigma out 40 active outputs RANK 9 NODE 8 --> 34.481155 sigma out 40 active outputs RANK 10 NODE 16 --> 31.944960 sigma out 40 active outputs RANK 11 NODE 9 --> 30.894148 sigma out 40 active outputs RANK 12 NODE 36 --> 28.567852 sigma out 40 active outputs RANK 13 NODE 11 --> 25.987797 sigma out 39 active outputs RANK 14 NODE 17 --> 25.633024 sigma out 38 active outputs RANK 15 NODE 27 --> 23.031616 sigma out 38 active outputs RANK 16 NODE 20 --> 20.178509 sigma out 39 active outputs RANK 17 NODE 12 --> 20.172121 sigma out 39 active outputs RANK 18 NODE 19 --> 19.424503 sigma out 39 active outputs RANK 19 NODE 18 --> 18.152929 sigma out 39 active outputs RANK 20 NODE 24 --> 16.255369 sigma out 40 active outputs RANK 21 NODE 21 --> 16.054951 sigma out 40 active outputs RANK 22 NODE 13 --> 15.003093 sigma out 40 active outputs RANK 23 NODE 25 --> 14.318666 sigma out 39 active outputs RANK 24 NODE 30 --> 14.146219 sigma out 39 active outputs RANK 25 NODE 22 --> 12.651854 sigma out 39 active outputs RANK 26 NODE 28 --> 12.096525 sigma out 39 active outputs RANK 27 NODE 23 --> 11.836921 sigma out 38 active outputs RANK 28 NODE 29 --> 11.503681 sigma out 37 active outputs RANK 29 NODE 37 --> 10.760362 sigma out 40 active outputs RANK 30 NODE 40 --> 10.024559 sigma out 37 active outputs RANK 31 NODE 15 --> 9.7364702 sigma out 40 active outputs RANK 32 NODE 31 --> 9.6455383 sigma out 37 active outputs RANK 33 NODE 32 --> 9.3968077 sigma out 39 active outputs RANK 34 NODE 35 --> 9.3948574 sigma out 38 active outputs RANK 35 NODE 33 --> 9.0828581 sigma out 40 active outputs RANK 36 NODE 26 --> 7.8502045 sigma out 39 active outputs RANK 37 NODE 34 --> 7.3860230 sigma out 38 active outputs RANK 38 NODE 39 --> 6.6980538 sigma out 40 active outputs RANK 39 NODE 14 --> 5.1259747 sigma out 40 active outputs RANK 40 NODE 38 --> 4.0119791 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 118.88703 sigma in 39 act. ( 92.814262 sig out 1 act.) RANK 2 NODE 13 --> 75.765823 sigma in 40 act. ( 59.417999 sig out 1 act.) RANK 3 NODE 28 --> 70.126457 sigma in 40 act. ( 52.566017 sig out 1 act.) RANK 4 NODE 15 --> 69.452568 sigma in 39 act. ( 50.241219 sig out 1 act.) RANK 5 NODE 27 --> 63.981140 sigma in 39 act. ( 43.345203 sig out 1 act.) RANK 6 NODE 25 --> 61.141502 sigma in 40 act. ( 51.249939 sig out 1 act.) RANK 7 NODE 23 --> 54.374775 sigma in 39 act. ( 44.085850 sig out 1 act.) RANK 8 NODE 24 --> 49.591965 sigma in 38 act. ( 43.936192 sig out 1 act.) RANK 9 NODE 18 --> 44.533459 sigma in 40 act. ( 37.216118 sig out 1 act.) RANK 10 NODE 2 --> 41.792145 sigma in 40 act. ( 32.517788 sig out 1 act.) RANK 11 NODE 34 --> 40.235676 sigma in 40 act. ( 32.880085 sig out 1 act.) RANK 12 NODE 30 --> 39.976734 sigma in 37 act. ( 32.563007 sig out 1 act.) RANK 13 NODE 31 --> 39.786991 sigma in 39 act. ( 33.344631 sig out 1 act.) RANK 14 NODE 16 --> 39.580715 sigma in 39 act. ( 43.920746 sig out 1 act.) RANK 15 NODE 20 --> 37.791336 sigma in 40 act. ( 29.670713 sig out 1 act.) RANK 16 NODE 39 --> 30.292229 sigma in 40 act. ( 21.209785 sig out 1 act.) RANK 17 NODE 10 --> 30.291874 sigma in 40 act. ( 43.555199 sig out 1 act.) RANK 18 NODE 33 --> 28.817211 sigma in 40 act. ( 28.814867 sig out 1 act.) RANK 19 NODE 21 --> 22.548491 sigma in 38 act. ( 15.348118 sig out 1 act.) RANK 20 NODE 40 --> 22.393236 sigma in 40 act. ( 24.597021 sig out 1 act.) RANK 21 NODE 8 --> 21.856455 sigma in 40 act. ( 20.852324 sig out 1 act.) RANK 22 NODE 7 --> 21.313690 sigma in 40 act. ( 16.086376 sig out 1 act.) RANK 23 NODE 35 --> 18.966743 sigma in 40 act. ( 15.784920 sig out 1 act.) RANK 24 NODE 22 --> 16.504799 sigma in 39 act. ( 11.323415 sig out 1 act.) RANK 25 NODE 11 --> 16.464886 sigma in 39 act. ( 14.038810 sig out 1 act.) RANK 26 NODE 19 --> 16.233171 sigma in 38 act. ( 18.967213 sig out 1 act.) RANK 27 NODE 38 --> 15.182405 sigma in 40 act. ( 10.471956 sig out 1 act.) RANK 28 NODE 12 --> 14.012139 sigma in 40 act. ( 13.628168 sig out 1 act.) RANK 29 NODE 3 --> 10.646383 sigma in 38 act. ( 9.3303728 sig out 1 act.) RANK 30 NODE 37 --> 9.4936876 sigma in 38 act. ( 8.7538395 sig out 1 act.) RANK 31 NODE 6 --> 9.1417751 sigma in 40 act. ( 7.0490775 sig out 1 act.) RANK 32 NODE 14 --> 8.9929075 sigma in 39 act. ( 5.8425417 sig out 1 act.) RANK 33 NODE 26 --> 8.3719378 sigma in 40 act. ( 6.0733299 sig out 1 act.) RANK 34 NODE 17 --> 7.7614083 sigma in 39 act. ( 9.2657356 sig out 1 act.) RANK 35 NODE 9 --> 5.8170171 sigma in 37 act. ( 4.1287751 sig out 1 act.) RANK 36 NODE 4 --> 4.7076926 sigma in 39 act. ( 3.2504933 sig out 1 act.) RANK 37 NODE 29 --> 3.3982272 sigma in 39 act. ( 2.0595450 sig out 1 act.) RANK 38 NODE 1 --> 3.0109689 sigma in 39 act. ( 1.6609535 sig out 1 act.) RANK 39 NODE 36 --> 1.6868913 sigma in 40 act. ( 0.19053990 sig out 1 act.) RANK 40 NODE 5 --> 1.4749064 sigma in 36 act. ( 0.27089342 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 92.814262 sigma out 1 act.( 118.88703 sig in 39 act.) RANK 2 NODE 13 --> 59.417999 sigma out 1 act.( 75.765823 sig in 40 act.) RANK 3 NODE 28 --> 52.566017 sigma out 1 act.( 70.126457 sig in 40 act.) RANK 4 NODE 25 --> 51.249939 sigma out 1 act.( 61.141502 sig in 40 act.) RANK 5 NODE 15 --> 50.241219 sigma out 1 act.( 69.452568 sig in 39 act.) RANK 6 NODE 23 --> 44.085850 sigma out 1 act.( 54.374775 sig in 39 act.) RANK 7 NODE 24 --> 43.936192 sigma out 1 act.( 49.591965 sig in 38 act.) RANK 8 NODE 16 --> 43.920746 sigma out 1 act.( 39.580715 sig in 39 act.) RANK 9 NODE 10 --> 43.555199 sigma out 1 act.( 30.291874 sig in 40 act.) RANK 10 NODE 27 --> 43.345203 sigma out 1 act.( 63.981140 sig in 39 act.) RANK 11 NODE 18 --> 37.216118 sigma out 1 act.( 44.533459 sig in 40 act.) RANK 12 NODE 31 --> 33.344631 sigma out 1 act.( 39.786991 sig in 39 act.) RANK 13 NODE 34 --> 32.880085 sigma out 1 act.( 40.235676 sig in 40 act.) RANK 14 NODE 30 --> 32.563007 sigma out 1 act.( 39.976734 sig in 37 act.) RANK 15 NODE 2 --> 32.517788 sigma out 1 act.( 41.792145 sig in 40 act.) RANK 16 NODE 20 --> 29.670713 sigma out 1 act.( 37.791336 sig in 40 act.) RANK 17 NODE 33 --> 28.814867 sigma out 1 act.( 28.817211 sig in 40 act.) RANK 18 NODE 40 --> 24.597021 sigma out 1 act.( 22.393236 sig in 40 act.) RANK 19 NODE 39 --> 21.209785 sigma out 1 act.( 30.292229 sig in 40 act.) RANK 20 NODE 8 --> 20.852324 sigma out 1 act.( 21.856455 sig in 40 act.) RANK 21 NODE 19 --> 18.967213 sigma out 1 act.( 16.233171 sig in 38 act.) RANK 22 NODE 7 --> 16.086376 sigma out 1 act.( 21.313690 sig in 40 act.) RANK 23 NODE 35 --> 15.784920 sigma out 1 act.( 18.966743 sig in 40 act.) RANK 24 NODE 21 --> 15.348118 sigma out 1 act.( 22.548491 sig in 38 act.) RANK 25 NODE 11 --> 14.038810 sigma out 1 act.( 16.464886 sig in 39 act.) RANK 26 NODE 12 --> 13.628168 sigma out 1 act.( 14.012139 sig in 40 act.) RANK 27 NODE 22 --> 11.323415 sigma out 1 act.( 16.504799 sig in 39 act.) RANK 28 NODE 38 --> 10.471956 sigma out 1 act.( 15.182405 sig in 40 act.) RANK 29 NODE 3 --> 9.3303728 sigma out 1 act.( 10.646383 sig in 38 act.) RANK 30 NODE 17 --> 9.2657356 sigma out 1 act.( 7.7614083 sig in 39 act.) RANK 31 NODE 37 --> 8.7538395 sigma out 1 act.( 9.4936876 sig in 38 act.) RANK 32 NODE 6 --> 7.0490775 sigma out 1 act.( 9.1417751 sig in 40 act.) RANK 33 NODE 26 --> 6.0733299 sigma out 1 act.( 8.3719378 sig in 40 act.) RANK 34 NODE 14 --> 5.8425417 sigma out 1 act.( 8.9929075 sig in 39 act.) RANK 35 NODE 9 --> 4.1287751 sigma out 1 act.( 5.8170171 sig in 37 act.) RANK 36 NODE 4 --> 3.2504933 sigma out 1 act.( 4.7076926 sig in 39 act.) RANK 37 NODE 29 --> 2.0595450 sigma out 1 act.( 3.3982272 sig in 39 act.) RANK 38 NODE 1 --> 1.6609535 sigma out 1 act.( 3.0109689 sig in 39 act.) RANK 39 NODE 5 --> 0.27089342 sigma out 1 act.( 1.4749064 sig in 36 act.) RANK 40 NODE 36 --> 0.19053990 sigma out 1 act.( 1.6868913 sig in 40 act.) RANK 1 NODE 1 --> 201.65012 sigma in 40 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.64874595 *** contribution from regularisation: 1.60621130E-03 *** contribution from error: -0.65035218 *** contribution from DIAG: 9.91360648E-05 *********************************************** --------------------------------------------------- Iteration : 71 kill weight from layer 1 knot 22 to knot 5 kill weight from layer 1 knot 14 to knot 29 kill weight from layer 1 knot 30 to knot 36 *********************************************** *** Learn Path 71 *** loss function: -0.64876360 *** contribution from regularisation: 1.59283716E-03 *** contribution from error: -0.65035641 *** contribution from DIAG: 1.10285910E-04 *********************************************** --------------------------------------------------- Iteration : 72 kill weight from layer 1 knot 40 to knot 10 kill weight from layer 1 knot 27 to knot 19 kill weight from layer 1 knot 22 to knot 29 *********************************************** *** Learn Path 72 *** loss function: -0.64874965 *** contribution from regularisation: 1.61068921E-03 *** contribution from error: -0.65036035 *** contribution from DIAG: 1.00251629E-04 *********************************************** --------------------------------------------------- Iteration : 73 kill weight from layer 1 knot 4 to knot 36 *********************************************** *** Learn Path 73 *** loss function: -0.64878106 *** contribution from regularisation: 1.58321031E-03 *** contribution from error: -0.65036428 *** contribution from DIAG: 1.00972175E-04 *********************************************** --------------------------------------------------- Iteration : 74 kill weight from layer 1 knot 18 to knot 5 kill weight from layer 1 knot 35 to knot 17 *********************************************** *** Learn Path 74 *** loss function: -0.64876872 *** contribution from regularisation: 1.59911928E-03 *** contribution from error: -0.65036786 *** contribution from DIAG: 1.00409030E-04 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.64877671 *** contribution from regularisation: 1.59515988E-03 *** contribution from error: -0.65037185 *** contribution from DIAG: 9.99306503E-05 *********************************************** --------------------------------------------------- Iteration : 76 kill weight from layer 1 knot 24 to knot 5 kill weight from layer 1 knot 16 to knot 9 kill weight from layer 1 knot 29 to knot 37 *********************************************** *** Learn Path 76 *** loss function: -0.64877701 *** contribution from regularisation: 1.59848260E-03 *** contribution from error: -0.65037549 *** contribution from DIAG: 9.88769752E-05 *********************************************** --------------------------------------------------- Iteration : 77 kill weight from layer 1 knot 22 to knot 4 kill weight from layer 1 knot 18 to knot 35 *********************************************** *** Learn Path 77 *** loss function: -0.64878505 *** contribution from regularisation: 1.59381691E-03 *** contribution from error: -0.65037888 *** contribution from DIAG: 1.00937927E-04 *********************************************** --------------------------------------------------- Iteration : 78 kill weight from layer 1 knot 40 to knot 29 kill weight from layer 1 knot 33 to knot 36 *********************************************** *** Learn Path 78 *** loss function: -0.64879143 *** contribution from regularisation: 1.59112376E-03 *** contribution from error: -0.65038258 *** contribution from DIAG: 1.08192413E-04 *********************************************** --------------------------------------------------- Iteration : 79 kill weight from layer 1 knot 15 to knot 5 kill weight from layer 1 knot 39 to knot 5 kill weight from layer 1 knot 25 to knot 22 *********************************************** *** Learn Path 79 *** loss function: -0.64878291 *** contribution from regularisation: 1.60293607E-03 *** contribution from error: -0.65038586 *** contribution from DIAG: 9.87178355E-05 *********************************************** --------------------------------------------------- Iteration : 80 kill weight from layer 1 knot 25 to knot 17 kill weight from layer 1 knot 15 to knot 22 kill weight from layer 1 knot 20 to knot 26 kill weight from layer 1 knot 31 to knot 38 kill weight from layer 1 knot 35 to knot 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 180.65041 sigma out 40 active outputs RANK 2 NODE 6 --> 77.097763 sigma out 40 active outputs RANK 3 NODE 3 --> 51.669159 sigma out 40 active outputs RANK 4 NODE 10 --> 49.920589 sigma out 40 active outputs RANK 5 NODE 2 --> 47.197330 sigma out 40 active outputs RANK 6 NODE 4 --> 45.805344 sigma out 38 active outputs RANK 7 NODE 5 --> 41.325428 sigma out 39 active outputs RANK 8 NODE 7 --> 38.799847 sigma out 40 active outputs RANK 9 NODE 8 --> 34.572262 sigma out 40 active outputs RANK 10 NODE 16 --> 31.912527 sigma out 39 active outputs RANK 11 NODE 9 --> 31.181034 sigma out 40 active outputs RANK 12 NODE 36 --> 28.458109 sigma out 40 active outputs RANK 13 NODE 11 --> 25.702328 sigma out 39 active outputs RANK 14 NODE 17 --> 25.508314 sigma out 38 active outputs RANK 15 NODE 27 --> 22.763918 sigma out 37 active outputs RANK 16 NODE 12 --> 20.192877 sigma out 39 active outputs RANK 17 NODE 20 --> 20.022247 sigma out 38 active outputs RANK 18 NODE 19 --> 19.452576 sigma out 39 active outputs RANK 19 NODE 18 --> 17.877188 sigma out 37 active outputs RANK 20 NODE 24 --> 16.293352 sigma out 39 active outputs RANK 21 NODE 21 --> 15.879374 sigma out 40 active outputs RANK 22 NODE 13 --> 15.109832 sigma out 40 active outputs RANK 23 NODE 25 --> 14.164911 sigma out 37 active outputs RANK 24 NODE 30 --> 13.803453 sigma out 38 active outputs RANK 25 NODE 22 --> 12.396549 sigma out 36 active outputs RANK 26 NODE 28 --> 11.798483 sigma out 39 active outputs RANK 27 NODE 23 --> 11.795879 sigma out 38 active outputs RANK 28 NODE 29 --> 11.328539 sigma out 36 active outputs RANK 29 NODE 37 --> 10.600297 sigma out 40 active outputs RANK 30 NODE 40 --> 10.234900 sigma out 35 active outputs RANK 31 NODE 31 --> 9.5586538 sigma out 36 active outputs RANK 32 NODE 15 --> 9.4184875 sigma out 38 active outputs RANK 33 NODE 33 --> 9.3282366 sigma out 39 active outputs RANK 34 NODE 32 --> 9.1396341 sigma out 39 active outputs RANK 35 NODE 35 --> 8.9136572 sigma out 36 active outputs RANK 36 NODE 26 --> 7.5654573 sigma out 39 active outputs RANK 37 NODE 34 --> 6.9917879 sigma out 38 active outputs RANK 38 NODE 39 --> 6.9369254 sigma out 39 active outputs RANK 39 NODE 38 --> 4.0214868 sigma out 39 active outputs RANK 40 NODE 14 --> 3.9854233 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 118.49500 sigma in 39 act. ( 94.019547 sig out 1 act.) RANK 2 NODE 13 --> 75.920738 sigma in 40 act. ( 59.716988 sig out 1 act.) RANK 3 NODE 28 --> 69.857513 sigma in 40 act. ( 53.150154 sig out 1 act.) RANK 4 NODE 15 --> 69.110428 sigma in 39 act. ( 50.433529 sig out 1 act.) RANK 5 NODE 27 --> 64.050735 sigma in 39 act. ( 43.062954 sig out 1 act.) RANK 6 NODE 25 --> 60.805023 sigma in 40 act. ( 52.055542 sig out 1 act.) RANK 7 NODE 23 --> 54.391743 sigma in 39 act. ( 44.432205 sig out 1 act.) RANK 8 NODE 24 --> 49.420422 sigma in 38 act. ( 44.361752 sig out 1 act.) RANK 9 NODE 18 --> 45.093769 sigma in 40 act. ( 37.992306 sig out 1 act.) RANK 10 NODE 2 --> 41.804432 sigma in 40 act. ( 32.661160 sig out 1 act.) RANK 11 NODE 31 --> 40.823334 sigma in 39 act. ( 34.333710 sig out 1 act.) RANK 12 NODE 34 --> 40.265900 sigma in 40 act. ( 33.467541 sig out 1 act.) RANK 13 NODE 16 --> 40.115334 sigma in 39 act. ( 43.589188 sig out 1 act.) RANK 14 NODE 30 --> 40.000214 sigma in 37 act. ( 32.530914 sig out 1 act.) RANK 15 NODE 20 --> 37.711853 sigma in 40 act. ( 29.928247 sig out 1 act.) RANK 16 NODE 10 --> 30.790953 sigma in 39 act. ( 43.914322 sig out 1 act.) RANK 17 NODE 39 --> 30.115707 sigma in 40 act. ( 21.455578 sig out 1 act.) RANK 18 NODE 33 --> 28.839607 sigma in 40 act. ( 29.451752 sig out 1 act.) RANK 19 NODE 21 --> 22.444092 sigma in 38 act. ( 15.592363 sig out 1 act.) RANK 20 NODE 40 --> 22.419710 sigma in 39 act. ( 24.902884 sig out 1 act.) RANK 21 NODE 8 --> 21.838577 sigma in 40 act. ( 21.076984 sig out 1 act.) RANK 22 NODE 7 --> 21.292221 sigma in 40 act. ( 16.157455 sig out 1 act.) RANK 23 NODE 35 --> 18.842434 sigma in 39 act. ( 16.101570 sig out 1 act.) RANK 24 NODE 19 --> 16.518166 sigma in 37 act. ( 19.096775 sig out 1 act.) RANK 25 NODE 22 --> 16.487761 sigma in 37 act. ( 11.607260 sig out 1 act.) RANK 26 NODE 11 --> 16.333471 sigma in 39 act. ( 14.088362 sig out 1 act.) RANK 27 NODE 38 --> 15.073298 sigma in 39 act. ( 10.363122 sig out 1 act.) RANK 28 NODE 12 --> 14.003120 sigma in 40 act. ( 13.661551 sig out 1 act.) RANK 29 NODE 3 --> 10.531967 sigma in 38 act. ( 9.4186144 sig out 1 act.) RANK 30 NODE 37 --> 9.4526796 sigma in 37 act. ( 8.8561745 sig out 1 act.) RANK 31 NODE 6 --> 9.0191870 sigma in 40 act. ( 7.1346035 sig out 1 act.) RANK 32 NODE 14 --> 8.8777161 sigma in 39 act. ( 5.8543677 sig out 1 act.) RANK 33 NODE 26 --> 8.3064156 sigma in 39 act. ( 6.0662956 sig out 1 act.) RANK 34 NODE 17 --> 7.7533126 sigma in 37 act. ( 9.3919621 sig out 1 act.) RANK 35 NODE 9 --> 5.7822170 sigma in 36 act. ( 4.1633677 sig out 1 act.) RANK 36 NODE 4 --> 4.5511928 sigma in 38 act. ( 3.2349684 sig out 1 act.) RANK 37 NODE 29 --> 3.2711372 sigma in 36 act. ( 2.0137863 sig out 1 act.) RANK 38 NODE 1 --> 2.8289135 sigma in 39 act. ( 1.5895087 sig out 1 act.) RANK 39 NODE 36 --> 1.5290298 sigma in 37 act. ( 0.18515238 sig out 1 act.) RANK 40 NODE 5 --> 1.3783956 sigma in 31 act. ( 0.30456445 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 94.019547 sigma out 1 act.( 118.49500 sig in 39 act.) RANK 2 NODE 13 --> 59.716988 sigma out 1 act.( 75.920738 sig in 40 act.) RANK 3 NODE 28 --> 53.150154 sigma out 1 act.( 69.857513 sig in 40 act.) RANK 4 NODE 25 --> 52.055542 sigma out 1 act.( 60.805023 sig in 40 act.) RANK 5 NODE 15 --> 50.433529 sigma out 1 act.( 69.110428 sig in 39 act.) RANK 6 NODE 23 --> 44.432205 sigma out 1 act.( 54.391743 sig in 39 act.) RANK 7 NODE 24 --> 44.361752 sigma out 1 act.( 49.420422 sig in 38 act.) RANK 8 NODE 10 --> 43.914322 sigma out 1 act.( 30.790953 sig in 39 act.) RANK 9 NODE 16 --> 43.589188 sigma out 1 act.( 40.115334 sig in 39 act.) RANK 10 NODE 27 --> 43.062954 sigma out 1 act.( 64.050735 sig in 39 act.) RANK 11 NODE 18 --> 37.992306 sigma out 1 act.( 45.093769 sig in 40 act.) RANK 12 NODE 31 --> 34.333710 sigma out 1 act.( 40.823334 sig in 39 act.) RANK 13 NODE 34 --> 33.467541 sigma out 1 act.( 40.265900 sig in 40 act.) RANK 14 NODE 2 --> 32.661160 sigma out 1 act.( 41.804432 sig in 40 act.) RANK 15 NODE 30 --> 32.530914 sigma out 1 act.( 40.000214 sig in 37 act.) RANK 16 NODE 20 --> 29.928247 sigma out 1 act.( 37.711853 sig in 40 act.) RANK 17 NODE 33 --> 29.451752 sigma out 1 act.( 28.839607 sig in 40 act.) RANK 18 NODE 40 --> 24.902884 sigma out 1 act.( 22.419710 sig in 39 act.) RANK 19 NODE 39 --> 21.455578 sigma out 1 act.( 30.115707 sig in 40 act.) RANK 20 NODE 8 --> 21.076984 sigma out 1 act.( 21.838577 sig in 40 act.) RANK 21 NODE 19 --> 19.096775 sigma out 1 act.( 16.518166 sig in 37 act.) RANK 22 NODE 7 --> 16.157455 sigma out 1 act.( 21.292221 sig in 40 act.) RANK 23 NODE 35 --> 16.101570 sigma out 1 act.( 18.842434 sig in 39 act.) RANK 24 NODE 21 --> 15.592363 sigma out 1 act.( 22.444092 sig in 38 act.) RANK 25 NODE 11 --> 14.088362 sigma out 1 act.( 16.333471 sig in 39 act.) RANK 26 NODE 12 --> 13.661551 sigma out 1 act.( 14.003120 sig in 40 act.) RANK 27 NODE 22 --> 11.607260 sigma out 1 act.( 16.487761 sig in 37 act.) RANK 28 NODE 38 --> 10.363122 sigma out 1 act.( 15.073298 sig in 39 act.) RANK 29 NODE 3 --> 9.4186144 sigma out 1 act.( 10.531967 sig in 38 act.) RANK 30 NODE 17 --> 9.3919621 sigma out 1 act.( 7.7533126 sig in 37 act.) RANK 31 NODE 37 --> 8.8561745 sigma out 1 act.( 9.4526796 sig in 37 act.) RANK 32 NODE 6 --> 7.1346035 sigma out 1 act.( 9.0191870 sig in 40 act.) RANK 33 NODE 26 --> 6.0662956 sigma out 1 act.( 8.3064156 sig in 39 act.) RANK 34 NODE 14 --> 5.8543677 sigma out 1 act.( 8.8777161 sig in 39 act.) RANK 35 NODE 9 --> 4.1633677 sigma out 1 act.( 5.7822170 sig in 36 act.) RANK 36 NODE 4 --> 3.2349684 sigma out 1 act.( 4.5511928 sig in 38 act.) RANK 37 NODE 29 --> 2.0137863 sigma out 1 act.( 3.2711372 sig in 36 act.) RANK 38 NODE 1 --> 1.5895087 sigma out 1 act.( 2.8289135 sig in 39 act.) RANK 39 NODE 5 --> 0.30456445 sigma out 1 act.( 1.3783956 sig in 31 act.) RANK 40 NODE 36 --> 0.18515238 sigma out 1 act.( 1.5290298 sig in 37 act.) RANK 1 NODE 1 --> 203.54730 sigma in 40 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.64880699 *** contribution from regularisation: 1.58241286E-03 *** contribution from error: -0.65038937 *** contribution from DIAG: 1.08163396E-04 *********************************************** --------------------------------------------------- Iteration : 81 kill weight from layer 1 knot 5 to knot 3 kill weight from layer 1 knot 33 to knot 4 kill weight from layer 1 knot 36 to knot 5 kill weight from layer 1 knot 24 to knot 6 *********************************************** *** Learn Path 81 *** loss function: -0.64879245 *** contribution from regularisation: 1.60037098E-03 *** contribution from error: -0.65039283 *** contribution from DIAG: 1.18746269E-04 *********************************************** --------------------------------------------------- Iteration : 82 kill weight from layer 1 knot 32 to knot 16 *********************************************** *** Learn Path 82 *** loss function: -0.64881951 *** contribution from regularisation: 1.57697417E-03 *** contribution from error: -0.65039647 *** contribution from DIAG: 1.06963802E-04 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 15 to knot 4 kill weight from layer 1 knot 14 to knot 26 kill weight from layer 1 knot 38 to knot 29 kill weight from layer 1 knot 30 to knot 31 *********************************************** *** Learn Path 83 *** loss function: -0.64880711 *** contribution from regularisation: 1.59248943E-03 *** contribution from error: -0.65039963 *** contribution from DIAG: 1.08424640E-04 *********************************************** --------------------------------------------------- Iteration : 84 kill weight from layer 1 knot 23 to knot 1 kill weight from layer 1 knot 35 to knot 2 kill weight from layer 1 knot 37 to knot 8 kill weight from layer 1 knot 31 to knot 14 kill weight from layer 1 knot 35 to knot 26 kill weight from layer 1 knot 11 to knot 32 kill weight from layer 1 knot 29 to knot 36 *********************************************** *** Learn Path 84 *** loss function: -0.64881945 *** contribution from regularisation: 1.58331194E-03 *** contribution from error: -0.65040278 *** contribution from DIAG: 1.08608670E-04 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 35 to knot 1 kill weight from layer 1 knot 25 to knot 6 kill weight from layer 1 knot 21 to knot 8 kill weight from layer 1 knot 19 to knot 26 kill weight from layer 1 knot 36 to knot 29 *********************************************** *** Learn Path 85 *** loss function: -0.64881539 *** contribution from regularisation: 1.59073749E-03 *** contribution from error: -0.65040612 *** contribution from DIAG: 1.10380053E-04 *********************************************** --------------------------------------------------- Iteration : 86 kill weight from layer 1 knot 25 to knot 1 kill weight from layer 1 knot 25 to knot 4 kill weight from layer 1 knot 37 to knot 17 kill weight from layer 1 knot 37 to knot 26 *********************************************** *** Learn Path 86 *** loss function: -0.64882380 *** contribution from regularisation: 1.58581394E-03 *** contribution from error: -0.65040964 *** contribution from DIAG: 1.09319575E-04 *********************************************** --------------------------------------------------- Iteration : 87 kill weight from layer 1 knot 14 to knot 2 kill weight from layer 1 knot 6 to knot 5 kill weight from layer 1 knot 14 to knot 21 kill weight from layer 1 knot 28 to knot 26 *********************************************** *** Learn Path 87 *** loss function: -0.64882946 *** contribution from regularisation: 1.58348202E-03 *** contribution from error: -0.65041292 *** contribution from DIAG: 1.07060063E-04 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 33 to knot 5 kill weight from layer 1 knot 19 to knot 6 kill weight from layer 1 knot 9 to knot 14 kill weight from layer 1 knot 26 to knot 25 kill weight from layer 1 knot 29 to knot 34 kill weight from layer 1 knot 39 to knot 36 *********************************************** *** Learn Path 88 *** loss function: -0.64883846 *** contribution from regularisation: 1.57832890E-03 *** contribution from error: -0.65041679 *** contribution from DIAG: 1.05581268E-04 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 20 to knot 9 kill weight from layer 1 knot 26 to knot 10 kill weight from layer 1 knot 24 to knot 14 kill weight from layer 1 knot 27 to knot 38 *********************************************** *** Learn Path 89 *** loss function: -0.64882433 *** contribution from regularisation: 1.59479631E-03 *** contribution from error: -0.65041912 *** contribution from DIAG: 1.05630410E-04 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 33 to knot 1 kill weight from layer 1 knot 13 to knot 14 kill weight from layer 1 knot 16 to knot 26 kill weight from layer 1 knot 7 to knot 36 kill weight from layer 1 knot 9 to knot 36 kill weight from layer 1 knot 17 to knot 36 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 181.21739 sigma out 40 active outputs RANK 2 NODE 6 --> 78.117958 sigma out 39 active outputs RANK 3 NODE 3 --> 52.272114 sigma out 40 active outputs RANK 4 NODE 10 --> 50.348324 sigma out 40 active outputs RANK 5 NODE 2 --> 47.740379 sigma out 40 active outputs RANK 6 NODE 4 --> 46.140144 sigma out 38 active outputs RANK 7 NODE 5 --> 42.222836 sigma out 38 active outputs RANK 8 NODE 7 --> 38.601055 sigma out 39 active outputs RANK 9 NODE 8 --> 34.895279 sigma out 40 active outputs RANK 10 NODE 16 --> 32.198383 sigma out 38 active outputs RANK 11 NODE 9 --> 31.688982 sigma out 38 active outputs RANK 12 NODE 36 --> 29.114910 sigma out 38 active outputs RANK 13 NODE 17 --> 25.474623 sigma out 37 active outputs RANK 14 NODE 11 --> 25.231014 sigma out 38 active outputs RANK 15 NODE 27 --> 22.773031 sigma out 36 active outputs RANK 16 NODE 20 --> 19.724346 sigma out 37 active outputs RANK 17 NODE 19 --> 19.623106 sigma out 37 active outputs RANK 18 NODE 12 --> 19.582466 sigma out 39 active outputs RANK 19 NODE 18 --> 17.928907 sigma out 37 active outputs RANK 20 NODE 24 --> 16.175554 sigma out 37 active outputs RANK 21 NODE 21 --> 15.780543 sigma out 39 active outputs RANK 22 NODE 13 --> 14.995248 sigma out 39 active outputs RANK 23 NODE 25 --> 13.885491 sigma out 34 active outputs RANK 24 NODE 30 --> 13.700841 sigma out 37 active outputs RANK 25 NODE 22 --> 12.323210 sigma out 36 active outputs RANK 26 NODE 28 --> 11.679603 sigma out 38 active outputs RANK 27 NODE 23 --> 11.593212 sigma out 37 active outputs RANK 28 NODE 29 --> 11.213430 sigma out 34 active outputs RANK 29 NODE 37 --> 10.683556 sigma out 37 active outputs RANK 30 NODE 40 --> 10.416865 sigma out 35 active outputs RANK 31 NODE 31 --> 9.5111208 sigma out 35 active outputs RANK 32 NODE 33 --> 9.4635715 sigma out 36 active outputs RANK 33 NODE 32 --> 8.9928427 sigma out 38 active outputs RANK 34 NODE 35 --> 8.8618612 sigma out 33 active outputs RANK 35 NODE 15 --> 8.2456875 sigma out 37 active outputs RANK 36 NODE 26 --> 7.3416562 sigma out 37 active outputs RANK 37 NODE 39 --> 6.9973550 sigma out 38 active outputs RANK 38 NODE 34 --> 6.9933143 sigma out 38 active outputs RANK 39 NODE 14 --> 3.9784315 sigma out 36 active outputs RANK 40 NODE 38 --> 3.8457794 sigma out 38 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 118.85021 sigma in 38 act. ( 94.580544 sig out 1 act.) RANK 2 NODE 13 --> 76.146729 sigma in 40 act. ( 60.192127 sig out 1 act.) RANK 3 NODE 28 --> 70.028336 sigma in 40 act. ( 53.222538 sig out 1 act.) RANK 4 NODE 15 --> 69.247307 sigma in 39 act. ( 50.577419 sig out 1 act.) RANK 5 NODE 27 --> 64.192627 sigma in 39 act. ( 43.528988 sig out 1 act.) RANK 6 NODE 25 --> 61.206207 sigma in 39 act. ( 52.263302 sig out 1 act.) RANK 7 NODE 23 --> 54.564999 sigma in 39 act. ( 44.774139 sig out 1 act.) RANK 8 NODE 24 --> 49.759171 sigma in 38 act. ( 44.500618 sig out 1 act.) RANK 9 NODE 18 --> 46.200558 sigma in 40 act. ( 38.844501 sig out 1 act.) RANK 10 NODE 31 --> 42.115314 sigma in 38 act. ( 35.444988 sig out 1 act.) RANK 11 NODE 2 --> 41.850471 sigma in 38 act. ( 33.020832 sig out 1 act.) RANK 12 NODE 34 --> 40.720695 sigma in 39 act. ( 33.647942 sig out 1 act.) RANK 13 NODE 16 --> 40.254791 sigma in 38 act. ( 44.477146 sig out 1 act.) RANK 14 NODE 30 --> 39.988152 sigma in 37 act. ( 32.573555 sig out 1 act.) RANK 15 NODE 20 --> 37.748524 sigma in 40 act. ( 29.856445 sig out 1 act.) RANK 16 NODE 10 --> 31.250652 sigma in 38 act. ( 44.985950 sig out 1 act.) RANK 17 NODE 39 --> 30.189695 sigma in 40 act. ( 21.387936 sig out 1 act.) RANK 18 NODE 33 --> 29.065294 sigma in 40 act. ( 29.836889 sig out 1 act.) RANK 19 NODE 21 --> 22.653166 sigma in 37 act. ( 15.661398 sig out 1 act.) RANK 20 NODE 40 --> 22.549208 sigma in 39 act. ( 25.221228 sig out 1 act.) RANK 21 NODE 8 --> 21.858971 sigma in 38 act. ( 21.292856 sig out 1 act.) RANK 22 NODE 7 --> 21.363407 sigma in 40 act. ( 16.374542 sig out 1 act.) RANK 23 NODE 35 --> 18.947639 sigma in 39 act. ( 16.103628 sig out 1 act.) RANK 24 NODE 19 --> 16.699177 sigma in 37 act. ( 19.656731 sig out 1 act.) RANK 25 NODE 22 --> 16.576317 sigma in 37 act. ( 11.573492 sig out 1 act.) RANK 26 NODE 11 --> 16.255396 sigma in 39 act. ( 14.289667 sig out 1 act.) RANK 27 NODE 38 --> 15.007896 sigma in 38 act. ( 10.323836 sig out 1 act.) RANK 28 NODE 12 --> 14.060891 sigma in 40 act. ( 13.646363 sig out 1 act.) RANK 29 NODE 3 --> 10.536139 sigma in 37 act. ( 9.4276667 sig out 1 act.) RANK 30 NODE 37 --> 9.4910879 sigma in 37 act. ( 8.9713402 sig out 1 act.) RANK 31 NODE 6 --> 8.9650326 sigma in 37 act. ( 7.0542717 sig out 1 act.) RANK 32 NODE 14 --> 8.8207731 sigma in 35 act. ( 5.8083649 sig out 1 act.) RANK 33 NODE 26 --> 8.2517004 sigma in 33 act. ( 6.1152706 sig out 1 act.) RANK 34 NODE 17 --> 7.7982311 sigma in 36 act. ( 9.5544348 sig out 1 act.) RANK 35 NODE 9 --> 5.8253798 sigma in 35 act. ( 4.3649025 sig out 1 act.) RANK 36 NODE 4 --> 4.4442258 sigma in 35 act. ( 3.1640446 sig out 1 act.) RANK 37 NODE 29 --> 3.1652615 sigma in 34 act. ( 1.9764841 sig out 1 act.) RANK 38 NODE 1 --> 2.7022760 sigma in 35 act. ( 1.5156221 sig out 1 act.) RANK 39 NODE 36 --> 1.4304270 sigma in 32 act. ( 0.18172188 sig out 1 act.) RANK 40 NODE 5 --> 1.3070425 sigma in 28 act. ( 0.34305510 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 94.580544 sigma out 1 act.( 118.85021 sig in 38 act.) RANK 2 NODE 13 --> 60.192127 sigma out 1 act.( 76.146729 sig in 40 act.) RANK 3 NODE 28 --> 53.222538 sigma out 1 act.( 70.028336 sig in 40 act.) RANK 4 NODE 25 --> 52.263302 sigma out 1 act.( 61.206207 sig in 39 act.) RANK 5 NODE 15 --> 50.577419 sigma out 1 act.( 69.247307 sig in 39 act.) RANK 6 NODE 10 --> 44.985950 sigma out 1 act.( 31.250652 sig in 38 act.) RANK 7 NODE 23 --> 44.774139 sigma out 1 act.( 54.564999 sig in 39 act.) RANK 8 NODE 24 --> 44.500618 sigma out 1 act.( 49.759171 sig in 38 act.) RANK 9 NODE 16 --> 44.477146 sigma out 1 act.( 40.254791 sig in 38 act.) RANK 10 NODE 27 --> 43.528988 sigma out 1 act.( 64.192627 sig in 39 act.) RANK 11 NODE 18 --> 38.844501 sigma out 1 act.( 46.200558 sig in 40 act.) RANK 12 NODE 31 --> 35.444988 sigma out 1 act.( 42.115314 sig in 38 act.) RANK 13 NODE 34 --> 33.647942 sigma out 1 act.( 40.720695 sig in 39 act.) RANK 14 NODE 2 --> 33.020832 sigma out 1 act.( 41.850471 sig in 38 act.) RANK 15 NODE 30 --> 32.573555 sigma out 1 act.( 39.988152 sig in 37 act.) RANK 16 NODE 20 --> 29.856445 sigma out 1 act.( 37.748524 sig in 40 act.) RANK 17 NODE 33 --> 29.836889 sigma out 1 act.( 29.065294 sig in 40 act.) RANK 18 NODE 40 --> 25.221228 sigma out 1 act.( 22.549208 sig in 39 act.) RANK 19 NODE 39 --> 21.387936 sigma out 1 act.( 30.189695 sig in 40 act.) RANK 20 NODE 8 --> 21.292856 sigma out 1 act.( 21.858971 sig in 38 act.) RANK 21 NODE 19 --> 19.656731 sigma out 1 act.( 16.699177 sig in 37 act.) RANK 22 NODE 7 --> 16.374542 sigma out 1 act.( 21.363407 sig in 40 act.) RANK 23 NODE 35 --> 16.103628 sigma out 1 act.( 18.947639 sig in 39 act.) RANK 24 NODE 21 --> 15.661398 sigma out 1 act.( 22.653166 sig in 37 act.) RANK 25 NODE 11 --> 14.289667 sigma out 1 act.( 16.255396 sig in 39 act.) RANK 26 NODE 12 --> 13.646363 sigma out 1 act.( 14.060891 sig in 40 act.) RANK 27 NODE 22 --> 11.573492 sigma out 1 act.( 16.576317 sig in 37 act.) RANK 28 NODE 38 --> 10.323836 sigma out 1 act.( 15.007896 sig in 38 act.) RANK 29 NODE 17 --> 9.5544348 sigma out 1 act.( 7.7982311 sig in 36 act.) RANK 30 NODE 3 --> 9.4276667 sigma out 1 act.( 10.536139 sig in 37 act.) RANK 31 NODE 37 --> 8.9713402 sigma out 1 act.( 9.4910879 sig in 37 act.) RANK 32 NODE 6 --> 7.0542717 sigma out 1 act.( 8.9650326 sig in 37 act.) RANK 33 NODE 26 --> 6.1152706 sigma out 1 act.( 8.2517004 sig in 33 act.) RANK 34 NODE 14 --> 5.8083649 sigma out 1 act.( 8.8207731 sig in 35 act.) RANK 35 NODE 9 --> 4.3649025 sigma out 1 act.( 5.8253798 sig in 35 act.) RANK 36 NODE 4 --> 3.1640446 sigma out 1 act.( 4.4442258 sig in 35 act.) RANK 37 NODE 29 --> 1.9764841 sigma out 1 act.( 3.1652615 sig in 34 act.) RANK 38 NODE 1 --> 1.5156221 sigma out 1 act.( 2.7022760 sig in 35 act.) RANK 39 NODE 5 --> 0.34305510 sigma out 1 act.( 1.3070425 sig in 28 act.) RANK 40 NODE 36 --> 0.18172188 sigma out 1 act.( 1.4304270 sig in 32 act.) RANK 1 NODE 1 --> 205.32158 sigma in 40 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.64884722 *** contribution from regularisation: 1.57521572E-03 *** contribution from error: -0.65042245 *** contribution from DIAG: 1.07782165E-04 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 39 to knot 19 kill weight from layer 1 knot 15 to knot 26 kill weight from layer 1 knot 33 to knot 29 kill weight from layer 1 knot 18 to knot 38 *********************************************** *** Learn Path 91 *** loss function: -0.64884949 *** contribution from regularisation: 1.57605077E-03 *** contribution from error: -0.65042555 *** contribution from DIAG: 1.07138876E-04 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 16 to knot 1 kill weight from layer 1 knot 40 to knot 1 kill weight from layer 1 knot 38 to knot 4 kill weight from layer 1 knot 31 to knot 5 kill weight from layer 1 knot 35 to knot 5 kill weight from layer 1 knot 34 to knot 7 kill weight from layer 1 knot 15 to knot 9 kill weight from layer 1 knot 24 to knot 12 kill weight from layer 1 knot 21 to knot 14 kill weight from layer 1 knot 32 to knot 36 kill weight from layer 1 knot 36 to knot 36 *********************************************** *** Learn Path 92 *** loss function: -0.64885467 *** contribution from regularisation: 1.57421152E-03 *** contribution from error: -0.65042889 *** contribution from DIAG: 1.07401109E-04 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 15 to knot 1 kill weight from layer 1 knot 22 to knot 1 kill weight from layer 1 knot 37 to knot 5 kill weight from layer 1 knot 7 to knot 10 kill weight from layer 1 knot 10 to knot 11 kill weight from layer 1 knot 31 to knot 11 kill weight from layer 1 knot 27 to knot 17 kill weight from layer 1 knot 17 to knot 23 kill weight from layer 1 knot 31 to knot 28 kill weight from layer 1 knot 17 to knot 29 kill weight from layer 1 knot 29 to knot 35 kill weight from layer 1 knot 10 to knot 36 kill weight from layer 1 knot 25 to knot 36 kill weight from layer 1 knot 24 to knot 38 kill weight from layer 1 knot 40 to knot 38 *********************************************** *** Learn Path 93 *** loss function: -0.64885050 *** contribution from regularisation: 1.58141903E-03 *** contribution from error: -0.65043193 *** contribution from DIAG: 1.09263150E-04 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 10 to knot 5 kill weight from layer 1 knot 22 to knot 6 kill weight from layer 1 knot 36 to knot 9 kill weight from layer 1 knot 40 to knot 9 kill weight from layer 1 knot 27 to knot 14 kill weight from layer 1 knot 38 to knot 20 kill weight from layer 1 knot 12 to knot 36 kill weight from layer 1 knot 18 to knot 36 kill weight from layer 1 knot 38 to knot 36 kill weight from layer 1 knot 33 to knot 38 *********************************************** *** Learn Path 94 *** loss function: -0.64887530 *** contribution from regularisation: 1.55962422E-03 *** contribution from error: -0.65043491 *** contribution from DIAG: 1.05981613E-04 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 30 to knot 1 kill weight from layer 1 knot 40 to knot 7 kill weight from layer 1 knot 37 to knot 9 kill weight from layer 1 knot 39 to knot 10 kill weight from layer 1 knot 29 to knot 16 kill weight from layer 1 knot 14 to knot 22 kill weight from layer 1 knot 26 to knot 29 kill weight from layer 1 knot 28 to knot 31 kill weight from layer 1 knot 40 to knot 36 kill weight from layer 1 knot 39 to knot 37 kill weight from layer 1 knot 38 to knot 38 *********************************************** *** Learn Path 95 *** loss function: -0.64887094 *** contribution from regularisation: 1.56657270E-03 *** contribution from error: -0.65043753 *** contribution from DIAG: 1.09894689E-04 *********************************************** --------------------------------------------------- Iteration : 96 kill weight from layer 1 knot 38 to knot 2 kill weight from layer 1 knot 19 to knot 5 kill weight from layer 1 knot 39 to knot 17 kill weight from layer 1 knot 34 to knot 21 kill weight from layer 1 knot 28 to knot 36 kill weight from layer 1 knot 12 to knot 37 *********************************************** *** Learn Path 96 *** loss function: -0.64888096 *** contribution from regularisation: 1.55956857E-03 *** contribution from error: -0.65044051 *** contribution from DIAG: 1.10071189E-04 *********************************************** --------------------------------------------------- Iteration : 97 kill weight from layer 1 knot 3 to knot 5 kill weight from layer 1 knot 14 to knot 5 kill weight from layer 1 knot 9 to knot 21 kill weight from layer 1 knot 21 to knot 26 *********************************************** *** Learn Path 97 *** loss function: -0.64888877 *** contribution from regularisation: 1.55472825E-03 *** contribution from error: -0.65044349 *** contribution from DIAG: 1.06242653E-04 *********************************************** --------------------------------------------------- Iteration : 98 kill weight from layer 1 knot 33 to knot 31 *********************************************** *** Learn Path 98 *** loss function: -0.64888197 *** contribution from regularisation: 1.56489259E-03 *** contribution from error: -0.65044689 *** contribution from DIAG: 1.03135797E-04 *********************************************** --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.64890504 *** contribution from regularisation: 1.54493493E-03 *** contribution from error: -0.65044999 *** contribution from DIAG: 1.06310108E-04 *********************************************** --------------------------------------------------- Iteration : 100 kill weight from layer 1 knot 24 to knot 26 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 179.42880 sigma out 40 active outputs RANK 2 NODE 6 --> 77.646233 sigma out 39 active outputs RANK 3 NODE 3 --> 51.419697 sigma out 39 active outputs RANK 4 NODE 10 --> 50.600056 sigma out 37 active outputs RANK 5 NODE 2 --> 47.161987 sigma out 40 active outputs RANK 6 NODE 4 --> 45.484699 sigma out 38 active outputs RANK 7 NODE 5 --> 42.326290 sigma out 38 active outputs RANK 8 NODE 7 --> 38.146454 sigma out 38 active outputs RANK 9 NODE 8 --> 34.942417 sigma out 40 active outputs RANK 10 NODE 16 --> 31.656658 sigma out 37 active outputs RANK 11 NODE 9 --> 31.399883 sigma out 37 active outputs RANK 12 NODE 36 --> 28.848604 sigma out 36 active outputs RANK 13 NODE 17 --> 24.976055 sigma out 35 active outputs RANK 14 NODE 11 --> 24.967449 sigma out 38 active outputs RANK 15 NODE 27 --> 22.531885 sigma out 34 active outputs RANK 16 NODE 12 --> 19.353245 sigma out 37 active outputs RANK 17 NODE 20 --> 19.323826 sigma out 37 active outputs RANK 18 NODE 19 --> 19.297659 sigma out 36 active outputs RANK 19 NODE 18 --> 17.413292 sigma out 35 active outputs RANK 20 NODE 24 --> 16.093515 sigma out 34 active outputs RANK 21 NODE 21 --> 15.561186 sigma out 37 active outputs RANK 22 NODE 13 --> 14.397796 sigma out 39 active outputs RANK 23 NODE 25 --> 13.750761 sigma out 33 active outputs RANK 24 NODE 30 --> 13.365050 sigma out 36 active outputs RANK 25 NODE 22 --> 12.050133 sigma out 34 active outputs RANK 26 NODE 23 --> 11.428881 sigma out 37 active outputs RANK 27 NODE 28 --> 11.299627 sigma out 36 active outputs RANK 28 NODE 29 --> 11.022023 sigma out 32 active outputs RANK 29 NODE 37 --> 10.541800 sigma out 35 active outputs RANK 30 NODE 40 --> 10.201476 sigma out 30 active outputs RANK 31 NODE 31 --> 9.4073439 sigma out 32 active outputs RANK 32 NODE 33 --> 9.0061283 sigma out 33 active outputs RANK 33 NODE 32 --> 8.8880692 sigma out 37 active outputs RANK 34 NODE 15 --> 8.8610582 sigma out 34 active outputs RANK 35 NODE 35 --> 8.5920515 sigma out 32 active outputs RANK 36 NODE 26 --> 7.1869102 sigma out 36 active outputs RANK 37 NODE 39 --> 6.9007015 sigma out 34 active outputs RANK 38 NODE 34 --> 6.8925877 sigma out 36 active outputs RANK 39 NODE 14 --> 4.5682797 sigma out 34 active outputs RANK 40 NODE 38 --> 3.8275316 sigma out 33 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 117.60580 sigma in 38 act. ( 93.903526 sig out 1 act.) RANK 2 NODE 13 --> 74.852394 sigma in 40 act. ( 60.138172 sig out 1 act.) RANK 3 NODE 28 --> 69.363312 sigma in 39 act. ( 52.446865 sig out 1 act.) RANK 4 NODE 15 --> 68.367348 sigma in 39 act. ( 50.133221 sig out 1 act.) RANK 5 NODE 27 --> 63.546230 sigma in 39 act. ( 42.975491 sig out 1 act.) RANK 6 NODE 25 --> 60.389099 sigma in 39 act. ( 51.886608 sig out 1 act.) RANK 7 NODE 23 --> 54.079281 sigma in 38 act. ( 44.194344 sig out 1 act.) RANK 8 NODE 24 --> 49.129005 sigma in 38 act. ( 43.888248 sig out 1 act.) RANK 9 NODE 18 --> 46.492748 sigma in 40 act. ( 39.150047 sig out 1 act.) RANK 10 NODE 31 --> 42.526810 sigma in 36 act. ( 36.168716 sig out 1 act.) RANK 11 NODE 2 --> 41.534763 sigma in 37 act. ( 32.601898 sig out 1 act.) RANK 12 NODE 34 --> 40.324417 sigma in 39 act. ( 34.099213 sig out 1 act.) RANK 13 NODE 16 --> 40.151264 sigma in 37 act. ( 44.413284 sig out 1 act.) RANK 14 NODE 30 --> 39.509426 sigma in 37 act. ( 32.319359 sig out 1 act.) RANK 15 NODE 20 --> 37.310486 sigma in 39 act. ( 29.338936 sig out 1 act.) RANK 16 NODE 10 --> 31.434029 sigma in 36 act. ( 44.924438 sig out 1 act.) RANK 17 NODE 39 --> 29.940321 sigma in 40 act. ( 21.069235 sig out 1 act.) RANK 18 NODE 33 --> 28.945957 sigma in 40 act. ( 29.757425 sig out 1 act.) RANK 19 NODE 21 --> 22.420452 sigma in 35 act. ( 15.804287 sig out 1 act.) RANK 20 NODE 40 --> 22.412264 sigma in 39 act. ( 25.208738 sig out 1 act.) RANK 21 NODE 8 --> 21.640026 sigma in 38 act. ( 21.245869 sig out 1 act.) RANK 22 NODE 7 --> 21.189825 sigma in 38 act. ( 16.282915 sig out 1 act.) RANK 23 NODE 35 --> 18.670919 sigma in 38 act. ( 16.216410 sig out 1 act.) RANK 24 NODE 19 --> 16.797348 sigma in 36 act. ( 19.684864 sig out 1 act.) RANK 25 NODE 22 --> 16.404392 sigma in 36 act. ( 11.667343 sig out 1 act.) RANK 26 NODE 11 --> 16.021219 sigma in 37 act. ( 14.123428 sig out 1 act.) RANK 27 NODE 38 --> 14.775541 sigma in 33 act. ( 10.272902 sig out 1 act.) RANK 28 NODE 12 --> 13.847839 sigma in 39 act. ( 13.546544 sig out 1 act.) RANK 29 NODE 3 --> 10.388311 sigma in 37 act. ( 9.3330717 sig out 1 act.) RANK 30 NODE 37 --> 9.3687649 sigma in 35 act. ( 9.0198631 sig out 1 act.) RANK 31 NODE 6 --> 8.8157654 sigma in 36 act. ( 6.9473701 sig out 1 act.) RANK 32 NODE 14 --> 8.6685638 sigma in 33 act. ( 5.7420864 sig out 1 act.) RANK 33 NODE 26 --> 8.1128035 sigma in 30 act. ( 6.0978551 sig out 1 act.) RANK 34 NODE 17 --> 7.7803922 sigma in 34 act. ( 9.5590668 sig out 1 act.) RANK 35 NODE 9 --> 5.8358417 sigma in 31 act. ( 4.4520478 sig out 1 act.) RANK 36 NODE 4 --> 4.2978559 sigma in 34 act. ( 3.0964413 sig out 1 act.) RANK 37 NODE 29 --> 3.0617120 sigma in 31 act. ( 1.9130331 sig out 1 act.) RANK 38 NODE 1 --> 2.5718200 sigma in 30 act. ( 1.4436727 sig out 1 act.) RANK 39 NODE 36 --> 1.3497120 sigma in 23 act. ( 0.17817236 sig out 1 act.) RANK 40 NODE 5 --> 1.2329099 sigma in 21 act. ( 0.37425923 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 93.903526 sigma out 1 act.( 117.60580 sig in 38 act.) RANK 2 NODE 13 --> 60.138172 sigma out 1 act.( 74.852394 sig in 40 act.) RANK 3 NODE 28 --> 52.446865 sigma out 1 act.( 69.363312 sig in 39 act.) RANK 4 NODE 25 --> 51.886608 sigma out 1 act.( 60.389099 sig in 39 act.) RANK 5 NODE 15 --> 50.133221 sigma out 1 act.( 68.367348 sig in 39 act.) RANK 6 NODE 10 --> 44.924438 sigma out 1 act.( 31.434029 sig in 36 act.) RANK 7 NODE 16 --> 44.413284 sigma out 1 act.( 40.151264 sig in 37 act.) RANK 8 NODE 23 --> 44.194344 sigma out 1 act.( 54.079281 sig in 38 act.) RANK 9 NODE 24 --> 43.888248 sigma out 1 act.( 49.129005 sig in 38 act.) RANK 10 NODE 27 --> 42.975491 sigma out 1 act.( 63.546230 sig in 39 act.) RANK 11 NODE 18 --> 39.150047 sigma out 1 act.( 46.492748 sig in 40 act.) RANK 12 NODE 31 --> 36.168716 sigma out 1 act.( 42.526810 sig in 36 act.) RANK 13 NODE 34 --> 34.099213 sigma out 1 act.( 40.324417 sig in 39 act.) RANK 14 NODE 2 --> 32.601898 sigma out 1 act.( 41.534763 sig in 37 act.) RANK 15 NODE 30 --> 32.319359 sigma out 1 act.( 39.509426 sig in 37 act.) RANK 16 NODE 33 --> 29.757425 sigma out 1 act.( 28.945957 sig in 40 act.) RANK 17 NODE 20 --> 29.338936 sigma out 1 act.( 37.310486 sig in 39 act.) RANK 18 NODE 40 --> 25.208738 sigma out 1 act.( 22.412264 sig in 39 act.) RANK 19 NODE 8 --> 21.245869 sigma out 1 act.( 21.640026 sig in 38 act.) RANK 20 NODE 39 --> 21.069235 sigma out 1 act.( 29.940321 sig in 40 act.) RANK 21 NODE 19 --> 19.684864 sigma out 1 act.( 16.797348 sig in 36 act.) RANK 22 NODE 7 --> 16.282915 sigma out 1 act.( 21.189825 sig in 38 act.) RANK 23 NODE 35 --> 16.216410 sigma out 1 act.( 18.670919 sig in 38 act.) RANK 24 NODE 21 --> 15.804287 sigma out 1 act.( 22.420452 sig in 35 act.) RANK 25 NODE 11 --> 14.123428 sigma out 1 act.( 16.021219 sig in 37 act.) RANK 26 NODE 12 --> 13.546544 sigma out 1 act.( 13.847839 sig in 39 act.) RANK 27 NODE 22 --> 11.667343 sigma out 1 act.( 16.404392 sig in 36 act.) RANK 28 NODE 38 --> 10.272902 sigma out 1 act.( 14.775541 sig in 33 act.) RANK 29 NODE 17 --> 9.5590668 sigma out 1 act.( 7.7803922 sig in 34 act.) RANK 30 NODE 3 --> 9.3330717 sigma out 1 act.( 10.388311 sig in 37 act.) RANK 31 NODE 37 --> 9.0198631 sigma out 1 act.( 9.3687649 sig in 35 act.) RANK 32 NODE 6 --> 6.9473701 sigma out 1 act.( 8.8157654 sig in 36 act.) RANK 33 NODE 26 --> 6.0978551 sigma out 1 act.( 8.1128035 sig in 30 act.) RANK 34 NODE 14 --> 5.7420864 sigma out 1 act.( 8.6685638 sig in 33 act.) RANK 35 NODE 9 --> 4.4520478 sigma out 1 act.( 5.8358417 sig in 31 act.) RANK 36 NODE 4 --> 3.0964413 sigma out 1 act.( 4.2978559 sig in 34 act.) RANK 37 NODE 29 --> 1.9130331 sigma out 1 act.( 3.0617120 sig in 31 act.) RANK 38 NODE 1 --> 1.4436727 sigma out 1 act.( 2.5718200 sig in 30 act.) RANK 39 NODE 5 --> 0.37425923 sigma out 1 act.( 1.2329099 sig in 21 act.) RANK 40 NODE 36 --> 0.17817236 sigma out 1 act.( 1.3497120 sig in 23 act.) RANK 1 NODE 1 --> 204.20433 sigma in 40 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.64888775 *** contribution from regularisation: 1.56488642E-03 *** contribution from error: -0.65045261 *** contribution from DIAG: 1.07096334E-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/NOBFGS/621/Kaon/Downstream/GlobalPID_Kaon_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/NOBFGS/621/Kaon/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/NOBFGS/621/Kaon/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/NOBFGS/621/Kaon/Downstream/NB.txt Training Host = lxplus436.cern.ch Particle type = kaon 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_Kaon_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 = NOBFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Found 5016459 training data points Read entry 501645 (9.99998%) Read entry 1003290 (20%) Read entry 1504935 (29.9999%) 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 MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsMuon Making plots for input MuonNShared Making plots for input InAccMuon Making plots for input MuonIsLooseMuon Making plots for input InAccEcal Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input InAccHcal Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input PrsPIDe Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13a.root Found 2528565 evaluation data points Read entry 252856 (9.99998%) Read entry 505712 (20%) Read entry 758568 (29.9999%) Read entry 1011424 (39.9999%) Read entry 1264280 (49.9999%) Read entry 1517136 (59.9999%) Read entry 1769992 (69.9999%) Read entry 2022848 (79.9998%) Read entry 2275704 (89.9998%) Read entry 2528560 (99.9998%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 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