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/Proton/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/Proton/Downstream/GlobalPID_Proton_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/Proton/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/Proton/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/Proton/Downstream/NB.txt Training Host = lxplus436.cern.ch Particle type = proton 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_Proton_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: 2.8918238 % ------------------------------ Transdef: Tab for variable 1 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 1.00000000 1.00000000 1.00000000 ------------------------------ Transdef: Tab for variable 2 6.0000000 28.000000 34.000000 37.000000 40.000000 43.000000 45.000000 48.000000 50.000000 51.000000 53.000000 55.000000 57.000000 58.000000 60.000000 61.000000 63.000000 64.000000 65.000000 67.000000 68.000000 69.000000 71.000000 72.000000 73.000000 74.000000 76.000000 77.000000 78.000000 79.000000 80.000000 81.000000 82.000000 84.000000 85.000000 86.000000 87.000000 88.000000 89.000000 91.000000 92.000000 93.000000 94.000000 95.000000 96.000000 98.000000 99.000000 100.000000 101.00000 102.00000 103.00000 105.00000 106.00000 107.00000 108.00000 109.00000 111.00000 112.00000 113.00000 115.00000 116.00000 117.00000 118.00000 120.00000 121.00000 123.00000 124.00000 125.00000 127.00000 128.00000 130.00000 131.00000 133.00000 135.00000 136.00000 138.00000 140.00000 142.00000 144.00000 146.00000 148.00000 150.00000 153.00000 155.00000 157.00000 160.00000 162.00000 166.00000 169.00000 172.00000 175.00000 179.00000 183.00000 188.00000 193.00000 198.00000 206.00000 215.00000 231.00000 259.00000 407.00000 build map for variable # 2 ------------------------------ Transdef: Tab for variable 3 1118.6899 1495.3101 1619.6500 1709.7100 1777.7600 1835.2900 1884.4600 1931.4150 1974.7550 2017.3500 2057.9800 2097.6499 2137.0752 2175.4700 2214.1899 2252.8701 2291.5300 2329.7700 2369.2251 2409.0952 2449.4448 2491.5850 2534.5249 2577.4500 2621.2200 2666.3149 2711.6948 2757.9900 2805.3201 2853.4900 2903.6851 2954.2600 3006.0601 3057.9351 3111.6348 3166.6799 3222.3701 3278.8149 3337.5952 3396.6899 3458.0100 3520.6948 3585.4900 3651.3799 3719.2400 3790.0701 3861.0400 3933.5352 4008.7651 4087.4448 4167.4502 4249.8096 4334.0801 4422.7695 4512.8047 4606.8799 4706.1299 4806.9902 4910.1450 5019.3701 5131.1450 5248.7549 5370.9951 5498.4453 5630.9600 5770.2803 5920.2598 6071.4302 6233.3501 6400.2749 6576.1348 6758.2949 6953.3652 7157.3301 7373.0098 7603.5801 7850.1050 8112.5947 8397.8555 8698.8701 9028.8701 9380.7852 9763.2500 10177.975 10639.580 11139.165 11694.920 12329.495 13043.840 13855.255 14780.766 15892.975 17210.045 18811.865 20821.561 23461.285 27129.977 32763.475 42823.906 69038.484 4967408.5 do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 1.4897628 38.830879 47.835911 54.208580 59.543945 64.281998 68.654190 72.835152 76.930649 80.948792 84.951332 88.861649 92.749039 96.747147 100.76178 104.76697 108.83839 112.93660 117.01167 121.02647 125.17828 129.27229 133.36449 137.52939 141.67064 145.81984 149.99567 154.17683 158.43027 162.79510 167.08707 171.46808 175.97650 180.49301 185.08835 189.75493 194.47990 199.24915 204.18274 209.24188 214.27632 219.44598 224.64845 229.88678 235.28200 240.87402 246.49748 252.11102 257.98730 263.92004 269.89099 276.09314 282.20325 288.59052 295.13293 301.78107 308.49579 315.42273 322.50656 329.80676 337.28510 344.85858 352.70178 360.94312 369.27051 377.96350 386.87503 396.09000 405.74188 416.01837 426.41650 437.41840 449.11902 461.31238 474.26465 487.80948 502.20599 517.25391 533.33582 550.40173 568.77942 587.90601 608.62384 630.84631 654.92334 681.20044 710.17505 741.99774 777.10480 817.10120 862.85022 916.93091 980.34180 1058.1537 1156.9572 1283.8633 1463.7505 1743.7322 2243.8223 3489.3872 618320.94 do regularised spline fit for input variable # 4 build map for variable # 4 warning: map is empty for variable 4 ------------------------------ Transdef: Tab for variable 5 2.36118659E-02 0.43161404 0.49806422 0.54336035 0.57935715 0.61099279 0.63785326 0.66211426 0.68513155 0.70684671 0.72701538 0.74633682 0.76482928 0.78287816 0.80019236 0.81726778 0.83386827 0.85007375 0.86582714 0.88183975 0.89747804 0.91289186 0.92823499 0.94316947 0.95848709 0.97356457 0.98879349 1.0039178 1.0193715 1.0342653 1.0496984 1.0649021 1.0799310 1.0953667 1.1109762 1.1265309 1.1421726 1.1582420 1.1743391 1.1903710 1.2067652 1.2229648 1.2399275 1.2566206 1.2737052 1.2911702 1.3092202 1.3271576 1.3452516 1.3639169 1.3825388 1.4013500 1.4205261 1.4397857 1.4596241 1.4797086 1.5001863 1.5205953 1.5417721 1.5631585 1.5850301 1.6072543 1.6299815 1.6528920 1.6763008 1.7000788 1.7239735 1.7482004 1.7731538 1.7990885 1.8252838 1.8518888 1.8788688 1.9063172 1.9343157 1.9630244 1.9930407 2.0229034 2.0536120 2.0857272 2.1177988 2.1510553 2.1850405 2.2196314 2.2560954 2.2925091 2.3309999 2.3692765 2.4096692 2.4511881 2.4936895 2.5368776 2.5819626 2.6281629 2.6753349 2.7252111 2.7766063 2.8295457 2.8844862 2.9412866 2.9999700 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 4.0000000 7.0000000 8.0000000 9.0000000 9.0000000 10.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 12.000000 13.000000 14.000000 14.000000 14.000000 15.000000 15.000000 15.000000 16.000000 16.000000 16.000000 16.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 22.000000 22.000000 22.000000 22.000000 22.000000 22.000000 22.000000 22.000000 22.000000 22.000000 22.000000 23.000000 23.000000 23.000000 23.000000 23.000000 23.000000 23.000000 23.000000 24.000000 24.000000 24.000000 25.000000 31.000000 build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -97.838760 -39.017036 -31.492588 -27.705509 -25.434307 -23.818310 -22.557022 -21.527424 -20.605574 -19.828674 -19.138884 -18.514029 -17.922977 -17.378450 -16.893406 -16.430470 -16.003965 -15.605038 -15.233541 -14.867874 -14.517526 -14.186558 -13.864222 -13.554886 -13.255470 -12.968292 -12.687624 -12.411497 -12.142681 -11.883286 -11.630823 -11.382265 -11.144033 -10.910302 -10.684340 -10.459286 -10.237375 -10.020405 -9.8086834 -9.6043129 -9.4028034 -9.2074089 -9.0158224 -8.8234253 -8.6391754 -8.4520588 -8.2710667 -8.0941181 -7.9206214 -7.7471018 -7.5786076 -7.4106436 -7.2469091 -7.0865464 -6.9254866 -6.7696848 -6.6180120 -6.4698529 -6.3243551 -6.1776829 -6.0361366 -5.8976240 -5.7587147 -5.6241741 -5.4889579 -5.3564024 -5.2241621 -5.0923347 -4.9589615 -4.8283396 -4.7029471 -4.5775638 -4.4557738 -4.3324251 -4.2077603 -4.0838881 -3.9623713 -3.8418441 -3.7249169 -3.6133082 -3.5038896 -3.3975213 -3.2939658 -3.1961293 -3.0993714 -3.0060725 -2.9125710 -2.8111367 -2.7102690 -2.6117263 -2.5161633 -2.4226465 -2.3303976 -2.2386074 -2.1332364 -1.9998324 -1.8403513 -1.6701789 -1.4844872 -1.2737780 0.80645549 do regularised spline fit for input variable # 7 build map for variable # 7 warning: map is empty for variable 7 ------------------------------ Transdef: Tab for variable 8 1.49208699E-05 4.98227477E-02 6.61817640E-02 7.71536529E-02 8.58594924E-02 9.33598429E-02 0.10044692 0.10715189 0.11372542 0.11990464 0.12598570 0.13167435 0.13716665 0.14232939 0.14731885 0.15214494 0.15689102 0.16170675 0.16657479 0.17164667 0.17712954 0.18274640 0.18868548 0.19501464 0.20190839 0.20919418 0.21704763 0.22559223 0.23446491 0.24380168 0.25365645 0.26388562 0.27439421 0.28520590 0.29634285 0.30765140 0.31903118 0.33063790 0.34238285 0.35410044 0.36633891 0.37867677 0.39099059 0.40361050 0.41638640 0.42937148 0.44281015 0.45674980 0.47151700 0.48706859 0.50435257 0.52399880 0.54603708 0.56972075 0.59411728 0.61877322 0.64244854 0.66464138 0.68535781 0.70444918 0.72209626 0.73807436 0.75224566 0.76529008 0.77712637 0.78759867 0.79692346 0.80537605 0.81296480 0.81996948 0.82642817 0.83234382 0.83776057 0.84284490 0.84754872 0.85194117 0.85594964 0.86010283 0.86440003 0.86870676 0.87291312 0.87700140 0.88110107 0.88513720 0.88937390 0.89348340 0.89778906 0.90210962 0.90637183 0.91126847 0.91653943 0.92245162 0.92950988 0.93821204 0.94656467 0.95410240 0.96083844 0.96675527 0.97309524 0.98217583 0.99999690 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 2.0529613 4.7632871 7.7985048 10.427423 11.474788 13.916170 14.874575 15.986809 16.952881 17.481949 18.116230 18.860771 20.716949 21.821913 22.780460 23.484198 25.433254 27.397152 27.966814 29.256817 30.840797 31.977243 33.763809 35.938339 38.331955 40.329494 41.752304 44.122204 46.666275 49.808361 51.372677 54.408459 57.162476 60.249298 64.226143 66.075745 72.455765 76.568420 81.868210 85.796318 90.371017 98.983490 111.64272 121.50085 131.42316 139.36220 151.78888 172.73160 183.39935 201.57297 221.33975 237.54495 253.08092 272.72339 288.60626 304.15588 320.36118 344.80701 373. Only one class left for trimmed mean or sigma very small -> take "normal" mean 25992 387.86026 423.23425 459.02435 520.20813 569.61011 638.50610 680.24701 722.46619 791.43341 905.13556 1032.0724 1144.9983 1236.0348 1363.0642 1482.0658 1541.6025 1658.6277 1734.2446 1854.2415 1992.8442 2230.1099 2334.1428 2568.6038 2842.3489 2946.4529 3039.3113 3196.9700 3386.8069 3502.2378 3593.8843 3754.1484 3896.5349 4021.8640 4122.5205 4227.1826 4347.6196 4465.6318 4554.6973 4641.1699 4754.6313 4927.4707 4979.5933 do regularised spline fit for input variable # 9 build map for variable # 9 ------------------------------ Transdef: Tab for variable 10 7.82910269E-04 1.5542427 2.4760783 3.2092857 3.8651161 4.4420619 4.9821477 5.4755673 5.9219294 6.3382120 6.7267666 7.0887403 7.4233189 7.7339344 8.0311365 8.3170328 8.5825901 8.8371258 9.0859871 9.3268938 9.5624676 9.7873230 10.008390 10.220507 10.426497 10.631931 10.836145 11.030523 11.223476 11.409895 11.596197 11.784149 11.967179 12.148588 12.327082 12.505519 12.682041 12.857731 13.032722 13.207028 13.379044 13.552105 13.723446 13.892552 14.063118 14.236313 14.407993 14.579605 14.753315 14.927513 15.103539 15.279586 15.455801 15.634827 15.812555 15.991632 16.174887 16.360954 16.548153 16.732779 16.922592 17.115406 17.308960 17.506786 17.702450 17.905403 18.111521 18.320374 18.536297 18.756586 18.979012 19.212399 19.446232 19.681742 19.926746 20.180573 20.445198 20.712624 20.994526 21.283241 21.586979 21.901125 22.229599 22.566992 22.926611 23.302067 23.697575 24.124161 24.584312 25.069641 25.593201 26.164627 26.813690 27.529045 28.346436 29.294468 30.446104 31.902470 33.894203 37.085518 65.343445 do regularised spline fit for input variable # 10 ------------------------------ Transdef: Tab for variable 11 1.00000000 3.0000000 4.0000000 5.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 8.0000000 9.0000000 10.0000000 11.000000 11.000000 11.000000 12.000000 12.000000 12.000000 12.000000 13.000000 13.000000 13.000000 13.000000 13.000000 13.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 20.000000 20.000000 20.000000 21.000000 21.000000 27.000000 build map for variable # 11 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 11 for key 26.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 11 for key 27.000000 Unregularised mean is returned ------------------------------ 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 -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 -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 Only one class left for trimmed mean or sigma very small -> take "normal" mean 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 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 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 32.323619083815359 ROUND 1 : MAX CORR ( 32.323596006166717 ) AFTER KILLING INPUT VARIABLE 26 CONTR 3.86251953459288769E-002 ROUND 2 : MAX CORR ( 32.323394638535952 ) AFTER KILLING INPUT VARIABLE 27 CONTR 0.11409562367703531 ROUND 3 : MAX CORR ( 32.323110786403362 ) AFTER KILLING INPUT VARIABLE 17 CONTR 0.13546235059707018 ROUND 4 : MAX CORR ( 32.322773908001757 ) AFTER KILLING INPUT VARIABLE 32 CONTR 0.14757304058113113 ROUND 5 : MAX CORR ( 32.321998757717793 ) AFTER KILLING INPUT VARIABLE 24 CONTR 0.22385132094439195 ROUND 6 : MAX CORR ( 32.321138273670677 ) AFTER KILLING INPUT VARIABLE 33 CONTR 0.23584823122307766 ROUND 7 : MAX CORR ( 32.319515086200340 ) AFTER KILLING INPUT VARIABLE 34 CONTR 0.32391958663864262 ROUND 8 : MAX CORR ( 32.314933318586320 ) AFTER KILLING INPUT VARIABLE 25 CONTR 0.54418748832642883 ROUND 9 : MAX CORR ( 32.309296466792517 ) AFTER KILLING INPUT VARIABLE 12 CONTR 0.60355381333308256 ROUND 10 : MAX CORR ( 32.302253426172179 ) AFTER KILLING INPUT VARIABLE 11 CONTR 0.67458266390355393 ROUND 11 : MAX CORR ( 32.294604983940467 ) AFTER KILLING INPUT VARIABLE 2 CONTR 0.70289781611544511 ROUND 12 : MAX CORR ( 32.286550205251373 ) AFTER KILLING INPUT VARIABLE 9 CONTR 0.72123984397347474 ROUND 13 : MAX CORR ( 32.274216785270951 ) AFTER KILLING INPUT VARIABLE 28 CONTR 0.89233124654029605 ROUND 14 : MAX CORR ( 32.253161557759299 ) AFTER KILLING INPUT VARIABLE 29 CONTR 1.1656065510038682 ROUND 15 : MAX CORR ( 32.235272356193988 ) AFTER KILLING INPUT VARIABLE 22 CONTR 1.0740794164854695 ROUND 16 : MAX CORR ( 32.217252202406613 ) AFTER KILLING INPUT VARIABLE 20 CONTR 1.0777033007885726 ROUND 17 : MAX CORR ( 32.183649543404471 ) AFTER KILLING INPUT VARIABLE 5 CONTR 1.4710681632049198 ROUND 18 : MAX CORR ( 32.154197647019906 ) AFTER KILLING INPUT VARIABLE 10 CONTR 1.3765433553137103 ROUND 19 : MAX CORR ( 32.119493949763047 ) AFTER KILLING INPUT VARIABLE 31 CONTR 1.4934974840137287 ROUND 20 : MAX CORR ( 32.068170485315243 ) AFTER KILLING INPUT VARIABLE 30 CONTR 1.8150298382179111 ROUND 21 : MAX CORR ( 32.014925728559462 ) AFTER KILLING INPUT VARIABLE 19 CONTR 1.8471840379521447 ROUND 22 : MAX CORR ( 31.966652003534605 ) AFTER KILLING INPUT VARIABLE 15 CONTR 1.7574495981664844 ROUND 23 : MAX CORR ( 31.887268934007292 ) AFTER KILLING INPUT VARIABLE 23 CONTR 2.2514262691406284 ROUND 24 : MAX CORR ( 31.750723765402011 ) AFTER KILLING INPUT VARIABLE 16 CONTR 2.9477890770613930 ROUND 25 : MAX CORR ( 31.526517508852830 ) AFTER KILLING INPUT VARIABLE 6 CONTR 3.7665837825355717 ROUND 26 : MAX CORR ( 31.293583190882661 ) AFTER KILLING INPUT VARIABLE 35 CONTR 3.8253048651460828 ROUND 27 : MAX CORR ( 31.138500405034915 ) AFTER KILLING INPUT VARIABLE 3 CONTR 3.1116139622926005 ROUND 28 : MAX CORR ( 30.730913351049331 ) AFTER KILLING INPUT VARIABLE 7 CONTR 5.0216702484987481 ROUND 29 : MAX CORR ( 30.150930352482604 ) AFTER KILLING INPUT VARIABLE 13 CONTR 5.9422583475851418 ROUND 30 : MAX CORR ( 29.814578812083059 ) AFTER KILLING INPUT VARIABLE 18 CONTR 4.4910456887393915 ROUND 31 : MAX CORR ( 29.209165468849097 ) AFTER KILLING INPUT VARIABLE 14 CONTR 5.9777723572670061 ROUND 32 : MAX CORR ( 26.753135109614341 ) AFTER KILLING INPUT VARIABLE 4 CONTR 11.723698614060623 ROUND 33 : MAX CORR ( 21.281186308257688 ) AFTER KILLING INPUT VARIABLE 8 CONTR 16.212382536398071 LAST REMAINING VARIABLE: 21 total correlation to target: 32.323619083815359 % total significance: 322.20487670198884 sigma correlations of single variables to target: variable 2 : 4.1419720304588674 % , in sigma: 41.287566961996227 variable 3 : 9.5230349392811515 % , in sigma: 94.926508398812516 variable 4 : 18.749444436720594 % , in sigma: 186.89622648069127 variable 5 : 12.643165226892478 % , in sigma: 126.02826071210218 variable 6 : 5.7650137931357541 % , in sigma: 57.466199981692043 variable 7 : 13.396524296146323 % , in sigma: 133.53781480602478 variable 8 : 13.608193918414941 % , in sigma: 135.64775751905361 variable 9 : 0.77257138113038948 % , in sigma: 7.7010642265995930 variable 10 : 2.4056106954967094 % , in sigma: 23.979353782312081 variable 11 : 5.2324149289893400 % , in sigma: 52.157204385965606 variable 12 : 5.9668409265499003 % , in sigma: 59.478031839634632 variable 13 : 3.0574471137983799 % , in sigma: 30.476920538192971 variable 14 : 5.8315643979349829 % , in sigma: 58.129582672787883 variable 15 : 6.5442751937144861 % , in sigma: 65.233950951688087 variable 16 : 10.407128554429450 % , in sigma: 103.73923674842061 variable 17 : 10.902789452007219 % , in sigma: 108.68003121750306 variable 18 : 8.2986921862597480 % , in sigma: 82.722144625210262 variable 19 : 6.0736951745797647 % , in sigma: 60.543165039053662 variable 20 : 16.809575082395249 % , in sigma: 167.55942621375198 variable 21 : 21.281186308257691 % , in sigma: 212.13286769480328 variable 22 : 20.142784944570952 % , in sigma: 200.78517577723210 variable 23 : 1.8983929561366886 % , in sigma: 18.923359626837506 variable 24 : 1.7245836475430714 % , in sigma: 17.190812083202296 variable 25 : 1.6667415785542947 % , in sigma: 16.614236896544181 variable 26 : 1.5249398782269494 % , in sigma: 15.200744204044859 variable 27 : 5.0446430732696230 % , in sigma: 50.285476858692263 variable 28 : 1.4099889292779926 % , in sigma: 14.054902327959260 variable 29 : 3.2923276733400173 % , in sigma: 32.818232058124252 variable 30 : 10.752064944922889 % , in sigma: 107.17759514760792 variable 31 : 6.0262726781611375 % , in sigma: 60.070453132263651 variable 32 : 3.5437128341587134 % , in sigma: 35.324062996679444 variable 33 : 5.5804944832559453 % , in sigma: 55.626894137417679 variable 34 : 5.0907410689731467 % , in sigma: 50.744986017717707 variable 35 : 10.383560117964961 % , in sigma: 103.50430435593671 variables sorted by significance: 1 most relevant variable 21 corr 21.281187 , in sigma: 212.13287516327247 2 most relevant variable 8 corr 16.212383 , in sigma: 161.60656203426916 3 most relevant variable 4 corr 11.723699 , in sigma: 116.86293101257061 4 most relevant variable 14 corr 5.9777722 , in sigma: 59.586996159584622 5 most relevant variable 18 corr 4.4910455 , in sigma: 44.767163905291383 6 most relevant variable 13 corr 5.9422584 , in sigma: 59.232990483109852 7 most relevant variable 7 corr 5.0216703 , in sigma: 50.056482506580252 8 most relevant variable 3 corr 3.1116140 , in sigma: 31.016861046109852 9 most relevant variable 35 corr 3.8253047 , in sigma: 38.130997678161663 10 most relevant variable 6 corr 3.7665837 , in sigma: 37.545660571353771 11 most relevant variable 16 corr 2.9477892 , in sigma: 29.383840056812474 12 most relevant variable 23 corr 2.2514262 , in sigma: 22.442428421100743 13 most relevant variable 15 corr 1.7574496 , in sigma: 17.518423258368504 14 most relevant variable 19 corr 1.8471841 , in sigma: 18.412904551332023 15 most relevant variable 30 corr 1.8150299 , in sigma: 18.092388435466059 16 most relevant variable 31 corr 1.4934975 , in sigma: 14.887323528249098 17 most relevant variable 10 corr 1.3765434 , in sigma: 13.721514171502095 18 most relevant variable 5 corr 1.4710681 , in sigma: 14.663745686354837 19 most relevant variable 20 corr 1.0777034 , in sigma: 10.742648472630908 20 most relevant variable 22 corr 1.0740794 , in sigma: 10.706524474387022 21 most relevant variable 29 corr 1.1656065 , in sigma: 11.618875263587107 22 most relevant variable 28 corr 0.89233124 , in sigma: 8.8948417948276397 23 most relevant variable 9 corr 0.72123986 , in sigma: 7.1893868417488953 24 most relevant variable 2 corr 0.70289779 , in sigma: 7.0065512849134839 25 most relevant variable 11 corr 0.67458266 , in sigma: 6.7243034355424287 26 most relevant variable 12 corr 0.60355383 , in sigma: 6.0162813879881591 27 most relevant variable 25 corr 0.54418749 , in sigma: 5.4245120705719136 28 most relevant variable 34 corr 0.32391959 , in sigma: 3.2288609969154134 29 most relevant variable 33 corr 0.23584823 , in sigma: 2.3509573810571780 30 most relevant variable 24 corr 0.22385132 , in sigma: 2.2313710534989748 31 most relevant variable 32 corr 0.14757304 , in sigma: 1.4710219388339010 32 most relevant variable 17 corr 0.13546234 , in sigma: 1.3503013890282047 33 most relevant variable 27 corr 0.11409562 , in sigma: 1.1373158847193421 34 most relevant variable 26 corr 3.86251956E-02 , in sigma: 0.38501958462167435 global correlations between input variables: variable 2 : 30.657797829174925 % variable 3 : 92.669685192328032 % variable 4 : 73.941997823684034 % variable 5 : 84.385448982472013 % variable 6 : 74.708991546537661 % variable 7 : 75.907697432654246 % variable 8 : 85.554550570743842 % variable 9 : 5.2497469065754085 % variable 10 : 39.934966920005692 % variable 11 : 75.458451974837999 % variable 12 : 90.081818544104877 % variable 13 : 68.653875909982702 % variable 14 : 80.289466940972105 % variable 15 : 81.911234905027413 % variable 16 : 85.284328048443342 % variable 17 : 81.344633531018786 % variable 18 : 64.442220700879105 % variable 19 : 66.201651569849247 % variable 20 : 89.569727286252004 % variable 21 : 94.070420300272133 % variable 22 : 94.063481417952772 % variable 23 : 89.284067995842719 % variable 24 : 91.570360001982081 % variable 25 : 81.826022049800869 % variable 26 : 91.485134972369224 % variable 27 : 93.472927614260286 % variable 28 : 95.397080022873368 % variable 29 : 85.110143512662432 % variable 30 : 70.367889984031635 % variable 31 : 56.281622093422442 % variable 32 : 94.485337081605863 % variable 33 : 76.952273648574689 % variable 34 : 77.321303641305235 % variable 35 : 74.871209445879416 % significance loss when removing single variables: variable 2 : corr = 0.69104240699256558 % , sigma = 6.8883757404619050 variable 3 : corr = 2.5274687977040600 % , sigma = 25.194046812045165 variable 4 : corr = 11.438986841591042 % , sigma = 114.02489725341326 variable 5 : corr = 1.5329297458679754 % , sigma = 15.280387956542580 variable 6 : corr = 2.3589757407337530 % , sigma = 23.514492164854008 variable 7 : corr = 4.4618768756251876 % , sigma = 44.476408561877385 variable 8 : corr = 4.7114156404542564 % , sigma = 46.963834451460862 variable 9 : corr = 0.72813891198679115 % , sigma = 7.2581571930506694 variable 10 : corr = 1.6748403467723858 % , sigma = 16.694966180241707 variable 11 : corr = 0.66822931816957343 % , sigma = 6.6609727243471610 variable 12 : corr = 0.47535542971075878 % , sigma = 4.7383876546257486 variable 13 : corr = 4.2915609343652408 % , sigma = 42.778683232552446 variable 14 : corr = 4.2153990026802903 % , sigma = 42.019493930627341 variable 15 : corr = 1.0928152102511488 % , sigma = 10.893284850437224 variable 16 : corr = 1.6325994575481519 % , sigma = 16.273905021558168 variable 17 : corr = 0.12195725994334321 % , sigma = 1.2156814433762668 variable 18 : corr = 5.2985548807773215 % , sigma = 52.816493649202606 variable 19 : corr = 1.8501635280710340 % , sigma = 18.442604149457111 variable 20 : corr = 1.2403478433581341 % , sigma = 12.363904020168668 variable 21 : corr = 7.4203686749930924 % , sigma = 73.966933214065065 variable 22 : corr = 1.1989201480322300 % , sigma = 11.950948854785779 variable 23 : corr = 1.2370602825873365 % , sigma = 12.331133305043654 variable 24 : corr = 0.21902302014463340 % , sigma = 2.1832420750167114 variable 25 : corr = 0.54918487807271477 % , sigma = 5.4743265432989787 variable 26 : corr = 3.86251953457190517E-002 % , sigma = 0.38501958186325258 variable 27 : corr = 0.11431273072119712 % , sigma = 1.1394800567345209 variable 28 : corr = 0.71389636455389427 % , sigma = 7.1161861400061630 variable 29 : corr = 0.91918394275326865 % , sigma = 9.1625120371981144 variable 30 : corr = 1.6308168326994013 % , sigma = 16.256135649319610 variable 31 : corr = 1.7848510196221825 % , sigma = 17.791562919287539 variable 32 : corr = 0.18968899107847362 % , sigma = 1.8908377129331655 variable 33 : corr = 0.18408855409380898 % , sigma = 1.8350120300651029 variable 34 : corr = 0.43805648499590522 % , sigma = 4.3665882638520488 variable 35 : corr = 1.8775745542921691 % , sigma = 18.715839838225577 Keep only 28 most significant input variables Sum of Weights for output node 2 993629.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -3.3692636 NVar: 29.000000 4640 --------- Entering internal boost mode: --------- Starting analysis with 49 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.9898944 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.5362809 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.1107168 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.9109658 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.7404765 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.6415873 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.5203401 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.3953928 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.3086751 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.2255749 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.1546584 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.0075723 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.99999726 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.99690539 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.95075351 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.92967391 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.82383502 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.77202612 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.74553573 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.73378354 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.65174520 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.64416736 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.61145532 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.57704020 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.55645502 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.55056930 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.52758849 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.51460123 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.46680087 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.43038264 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.40107647 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.37085852 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.36659876 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.31624621 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.28979939 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.24059997 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.17809124 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.12710693 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.12629133 PREPRO: (sigma of derived input)/eigenvalue # 40 : 2.94852216E-04 PREPRO: (sigma of derived input)/eigenvalue # 41 : 2.67735333E-04 PREPRO: (sigma of derived input)/eigenvalue # 42 : 2.20605943E-04 PREPRO: (sigma of derived input)/eigenvalue # 43 : 2.10546263E-04 PREPRO: (sigma of derived input)/eigenvalue # 44 : 1.62700278E-04 PREPRO: (sigma of derived input)/eigenvalue # 45 : 1.64758385E-04 PREPRO: (sigma of derived input)/eigenvalue # 46 : 2.10816463E-04 PREPRO: (sigma of derived input)/eigenvalue # 47 : 2.20605987E-04 PREPRO: (sigma of derived input)/eigenvalue # 48 : 2.35409971E-04 PREPRO: (sigma of derived input)/eigenvalue # 49 : 2.67873693E-04 Using 39 variables out of 49 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 39.0 40.0 0 0.3 3.0 2.5 2.1 1.9 1.7 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 0.7 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 -9.1 -6.3 4.6 8.3 -21.7 7.4 1.7 -1.1 -5.6 -0.4 2.7 -0.6 -0.0 -0.8 -1.0 2.8 4.2 1.8 7.0 -0.5 3.9 -1.3 0.5 1.4 -1.6 -0.1 0.0 0.4 0.1 -0.6 0.2 1.2 -3.2 -0.8 -1.7 -2.6 5.3 -1.4 6.4 2 -9.1 100.0 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 -6.3 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 4.6 0.0 -0.0 100.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 5 8.3 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 -21.7 -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 7.4 -0.0 -0.0 -0.0 0.0 0.0 100.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 8 1.7 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 -1.1 -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 -5.6 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 -0.4 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 100.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 12 2.7 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 100.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 13 -0.6 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 100.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 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 -0.0 -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 -0.8 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 100.0 -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 -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 -0.0 100.0 -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 2.8 -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 -0.0 100.0 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 4.2 -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 0.0 100.0 -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 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 -0.0 100.0 -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 7.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 100.0 -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 -0.5 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 100.0 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 3.9 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 100.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 23 -1.3 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 100.0 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 0.5 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 100.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 25 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 0.0 100.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 26 -1.6 -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 0.0 100.0 -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 -0.1 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 100.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -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 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 -0.0 100.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 30 0.1 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 -0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 31 -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 0.0 100.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 32 0.2 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 100.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 33 1.2 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 100.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 34 -3.2 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 100.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 35 -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 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 -1.7 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 100.0 -0.0 0.0 -0.0 0.0 37 -2.6 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 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 5.3 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 100.0 0.0 0.0 39 -1.4 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 100.0 0.0 40 6.4 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -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) 31.261809594846007 ------------------------------------- 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 --> 230.54971 sigma out 40 active outputs RANK 2 NODE 6 --> 130.84250 sigma out 40 active outputs RANK 3 NODE 3 --> 92.823662 sigma out 40 active outputs RANK 4 NODE 2 --> 88.825874 sigma out 40 active outputs RANK 5 NODE 16 --> 79.798828 sigma out 40 active outputs RANK 6 NODE 4 --> 76.830803 sigma out 40 active outputs RANK 7 NODE 10 --> 73.269661 sigma out 40 active outputs RANK 8 NODE 27 --> 68.244476 sigma out 40 active outputs RANK 9 NODE 24 --> 66.594009 sigma out 40 active outputs RANK 10 NODE 30 --> 63.919731 sigma out 40 active outputs RANK 11 NODE 23 --> 63.648270 sigma out 40 active outputs RANK 12 NODE 35 --> 62.806190 sigma out 40 active outputs RANK 13 NODE 7 --> 62.558186 sigma out 40 active outputs RANK 14 NODE 11 --> 62.467312 sigma out 40 active outputs RANK 15 NODE 5 --> 61.731030 sigma out 40 active outputs RANK 16 NODE 21 --> 61.139313 sigma out 40 active outputs RANK 17 NODE 17 --> 60.582817 sigma out 40 active outputs RANK 18 NODE 20 --> 60.573425 sigma out 40 active outputs RANK 19 NODE 28 --> 59.915066 sigma out 40 active outputs RANK 20 NODE 13 --> 59.755665 sigma out 40 active outputs RANK 21 NODE 40 --> 59.193420 sigma out 40 active outputs RANK 22 NODE 12 --> 59.165916 sigma out 40 active outputs RANK 23 NODE 8 --> 58.700989 sigma out 40 active outputs RANK 24 NODE 9 --> 57.062561 sigma out 40 active outputs RANK 25 NODE 25 --> 56.082405 sigma out 40 active outputs RANK 26 NODE 37 --> 54.110939 sigma out 40 active outputs RANK 27 NODE 34 --> 53.976074 sigma out 40 active outputs RANK 28 NODE 29 --> 53.864906 sigma out 40 active outputs RANK 29 NODE 18 --> 53.733398 sigma out 40 active outputs RANK 30 NODE 36 --> 53.169060 sigma out 40 active outputs RANK 31 NODE 15 --> 51.707615 sigma out 40 active outputs RANK 32 NODE 19 --> 51.496166 sigma out 40 active outputs RANK 33 NODE 32 --> 50.915905 sigma out 40 active outputs RANK 34 NODE 22 --> 50.367378 sigma out 40 active outputs RANK 35 NODE 26 --> 50.235836 sigma out 40 active outputs RANK 36 NODE 31 --> 49.366425 sigma out 40 active outputs RANK 37 NODE 33 --> 46.898399 sigma out 40 active outputs RANK 38 NODE 38 --> 46.627483 sigma out 40 active outputs RANK 39 NODE 39 --> 43.864212 sigma out 40 active outputs RANK 40 NODE 14 --> 42.856529 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 174.16705 sigma in 40 act. ( 184.05327 sig out 1 act.) RANK 2 NODE 15 --> 119.20318 sigma in 40 act. ( 131.46053 sig out 1 act.) RANK 3 NODE 13 --> 113.67194 sigma in 40 act. ( 137.68391 sig out 1 act.) RANK 4 NODE 27 --> 106.79179 sigma in 40 act. ( 118.45270 sig out 1 act.) RANK 5 NODE 25 --> 106.17722 sigma in 40 act. ( 108.21129 sig out 1 act.) RANK 6 NODE 28 --> 103.00911 sigma in 40 act. ( 109.59478 sig out 1 act.) RANK 7 NODE 23 --> 89.012848 sigma in 40 act. ( 103.42729 sig out 1 act.) RANK 8 NODE 24 --> 86.591576 sigma in 40 act. ( 111.14340 sig out 1 act.) RANK 9 NODE 2 --> 75.400398 sigma in 40 act. ( 84.813110 sig out 1 act.) RANK 10 NODE 30 --> 73.344948 sigma in 40 act. ( 80.784279 sig out 1 act.) RANK 11 NODE 20 --> 66.685623 sigma in 40 act. ( 75.749069 sig out 1 act.) RANK 12 NODE 7 --> 66.123871 sigma in 40 act. ( 26.118603 sig out 1 act.) RANK 13 NODE 34 --> 64.804817 sigma in 40 act. ( 74.759178 sig out 1 act.) RANK 14 NODE 8 --> 64.184380 sigma in 40 act. ( 49.887081 sig out 1 act.) RANK 15 NODE 16 --> 63.924736 sigma in 40 act. ( 80.437492 sig out 1 act.) RANK 16 NODE 40 --> 63.570446 sigma in 40 act. ( 58.662067 sig out 1 act.) RANK 17 NODE 39 --> 61.715958 sigma in 40 act. ( 57.920624 sig out 1 act.) RANK 18 NODE 21 --> 60.367008 sigma in 40 act. ( 45.312386 sig out 1 act.) RANK 19 NODE 10 --> 60.280224 sigma in 40 act. ( 51.269211 sig out 1 act.) RANK 20 NODE 19 --> 58.687107 sigma in 40 act. ( 20.942230 sig out 1 act.) RANK 21 NODE 33 --> 58.078243 sigma in 40 act. ( 53.632980 sig out 1 act.) RANK 22 NODE 18 --> 57.779358 sigma in 40 act. ( 49.238976 sig out 1 act.) RANK 23 NODE 37 --> 56.567764 sigma in 40 act. ( 2.0576532 sig out 1 act.) RANK 24 NODE 6 --> 56.382027 sigma in 40 act. ( 9.4919281 sig out 1 act.) RANK 25 NODE 17 --> 55.398972 sigma in 40 act. ( 16.802990 sig out 1 act.) RANK 26 NODE 22 --> 54.248241 sigma in 40 act. ( 16.489626 sig out 1 act.) RANK 27 NODE 14 --> 54.134060 sigma in 40 act. ( 18.357813 sig out 1 act.) RANK 28 NODE 1 --> 53.685200 sigma in 40 act. ( 10.665750 sig out 1 act.) RANK 29 NODE 36 --> 53.360447 sigma in 40 act. ( 0.52792150 sig out 1 act.) RANK 30 NODE 3 --> 52.818954 sigma in 40 act. ( 26.517384 sig out 1 act.) RANK 31 NODE 35 --> 51.973461 sigma in 40 act. ( 32.483295 sig out 1 act.) RANK 32 NODE 11 --> 51.398350 sigma in 40 act. ( 30.253874 sig out 1 act.) RANK 33 NODE 31 --> 48.455318 sigma in 40 act. ( 27.704487 sig out 1 act.) RANK 34 NODE 29 --> 48.419975 sigma in 40 act. ( 16.135771 sig out 1 act.) RANK 35 NODE 38 --> 48.084591 sigma in 40 act. ( 38.366722 sig out 1 act.) RANK 36 NODE 9 --> 46.875984 sigma in 40 act. ( 4.3869615 sig out 1 act.) RANK 37 NODE 4 --> 46.582153 sigma in 40 act. ( 3.2638631 sig out 1 act.) RANK 38 NODE 5 --> 45.386475 sigma in 40 act. ( 9.1229315 sig out 1 act.) RANK 39 NODE 26 --> 44.879551 sigma in 40 act. ( 15.914412 sig out 1 act.) RANK 40 NODE 12 --> 44.009956 sigma in 40 act. ( 33.100754 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 184.05327 sigma out 1 act.( 174.16705 sig in 40 act.) RANK 2 NODE 13 --> 137.68391 sigma out 1 act.( 113.67194 sig in 40 act.) RANK 3 NODE 15 --> 131.46053 sigma out 1 act.( 119.20318 sig in 40 act.) RANK 4 NODE 27 --> 118.45270 sigma out 1 act.( 106.79179 sig in 40 act.) RANK 5 NODE 24 --> 111.14340 sigma out 1 act.( 86.591576 sig in 40 act.) RANK 6 NODE 28 --> 109.59478 sigma out 1 act.( 103.00911 sig in 40 act.) RANK 7 NODE 25 --> 108.21129 sigma out 1 act.( 106.17722 sig in 40 act.) RANK 8 NODE 23 --> 103.42729 sigma out 1 act.( 89.012848 sig in 40 act.) RANK 9 NODE 2 --> 84.813110 sigma out 1 act.( 75.400398 sig in 40 act.) RANK 10 NODE 30 --> 80.784279 sigma out 1 act.( 73.344948 sig in 40 act.) RANK 11 NODE 16 --> 80.437492 sigma out 1 act.( 63.924736 sig in 40 act.) RANK 12 NODE 20 --> 75.749069 sigma out 1 act.( 66.685623 sig in 40 act.) RANK 13 NODE 34 --> 74.759178 sigma out 1 act.( 64.804817 sig in 40 act.) RANK 14 NODE 40 --> 58.662067 sigma out 1 act.( 63.570446 sig in 40 act.) RANK 15 NODE 39 --> 57.920624 sigma out 1 act.( 61.715958 sig in 40 act.) RANK 16 NODE 33 --> 53.632980 sigma out 1 act.( 58.078243 sig in 40 act.) RANK 17 NODE 10 --> 51.269211 sigma out 1 act.( 60.280224 sig in 40 act.) RANK 18 NODE 8 --> 49.887081 sigma out 1 act.( 64.184380 sig in 40 act.) RANK 19 NODE 18 --> 49.238976 sigma out 1 act.( 57.779358 sig in 40 act.) RANK 20 NODE 21 --> 45.312386 sigma out 1 act.( 60.367008 sig in 40 act.) RANK 21 NODE 38 --> 38.366722 sigma out 1 act.( 48.084591 sig in 40 act.) RANK 22 NODE 12 --> 33.100754 sigma out 1 act.( 44.009956 sig in 40 act.) RANK 23 NODE 35 --> 32.483295 sigma out 1 act.( 51.973461 sig in 40 act.) RANK 24 NODE 11 --> 30.253874 sigma out 1 act.( 51.398350 sig in 40 act.) RANK 25 NODE 31 --> 27.704487 sigma out 1 act.( 48.455318 sig in 40 act.) RANK 26 NODE 3 --> 26.517384 sigma out 1 act.( 52.818954 sig in 40 act.) RANK 27 NODE 7 --> 26.118603 sigma out 1 act.( 66.123871 sig in 40 act.) RANK 28 NODE 19 --> 20.942230 sigma out 1 act.( 58.687107 sig in 40 act.) RANK 29 NODE 14 --> 18.357813 sigma out 1 act.( 54.134060 sig in 40 act.) RANK 30 NODE 17 --> 16.802990 sigma out 1 act.( 55.398972 sig in 40 act.) RANK 31 NODE 22 --> 16.489626 sigma out 1 act.( 54.248241 sig in 40 act.) RANK 32 NODE 29 --> 16.135771 sigma out 1 act.( 48.419975 sig in 40 act.) RANK 33 NODE 26 --> 15.914412 sigma out 1 act.( 44.879551 sig in 40 act.) RANK 34 NODE 1 --> 10.665750 sigma out 1 act.( 53.685200 sig in 40 act.) RANK 35 NODE 6 --> 9.4919281 sigma out 1 act.( 56.382027 sig in 40 act.) RANK 36 NODE 5 --> 9.1229315 sigma out 1 act.( 45.386475 sig in 40 act.) RANK 37 NODE 9 --> 4.3869615 sigma out 1 act.( 46.875984 sig in 40 act.) RANK 38 NODE 4 --> 3.2638631 sigma out 1 act.( 46.582153 sig in 40 act.) RANK 39 NODE 37 --> 2.0576532 sigma out 1 act.( 56.567764 sig in 40 act.) RANK 40 NODE 36 --> 0.52792150 sigma out 1 act.( 53.360447 sig in 40 act.) RANK 1 NODE 1 --> 436.52719 sigma in 40 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 246.29179 sigma out 40 active outputs RANK 2 NODE 6 --> 131.65327 sigma out 40 active outputs RANK 3 NODE 2 --> 77.108253 sigma out 40 active outputs RANK 4 NODE 3 --> 70.529259 sigma out 40 active outputs RANK 5 NODE 4 --> 59.627083 sigma out 40 active outputs RANK 6 NODE 10 --> 56.786961 sigma out 40 active outputs RANK 7 NODE 16 --> 52.975040 sigma out 40 active outputs RANK 8 NODE 7 --> 46.755928 sigma out 40 active outputs RANK 9 NODE 5 --> 45.392807 sigma out 40 active outputs RANK 10 NODE 8 --> 44.915340 sigma out 40 active outputs RANK 11 NODE 11 --> 43.796486 sigma out 40 active outputs RANK 12 NODE 17 --> 40.690208 sigma out 40 active outputs RANK 13 NODE 12 --> 38.931351 sigma out 40 active outputs RANK 14 NODE 20 --> 36.119686 sigma out 40 active outputs RANK 15 NODE 27 --> 31.184456 sigma out 40 active outputs RANK 16 NODE 21 --> 31.110283 sigma out 40 active outputs RANK 17 NODE 9 --> 29.651356 sigma out 40 active outputs RANK 18 NODE 19 --> 28.704863 sigma out 40 active outputs RANK 19 NODE 22 --> 28.338131 sigma out 40 active outputs RANK 20 NODE 30 --> 27.552551 sigma out 40 active outputs RANK 21 NODE 18 --> 27.431904 sigma out 40 active outputs RANK 22 NODE 24 --> 27.034340 sigma out 40 active outputs RANK 23 NODE 25 --> 26.751364 sigma out 40 active outputs RANK 24 NODE 13 --> 24.774784 sigma out 40 active outputs RANK 25 NODE 23 --> 24.557507 sigma out 40 active outputs RANK 26 NODE 28 --> 23.872202 sigma out 40 active outputs RANK 27 NODE 29 --> 21.493263 sigma out 40 active outputs RANK 28 NODE 35 --> 20.194698 sigma out 40 active outputs RANK 29 NODE 26 --> 18.241426 sigma out 40 active outputs RANK 30 NODE 34 --> 17.796396 sigma out 40 active outputs RANK 31 NODE 32 --> 16.256275 sigma out 40 active outputs RANK 32 NODE 31 --> 15.481754 sigma out 40 active outputs RANK 33 NODE 33 --> 15.238597 sigma out 40 active outputs RANK 34 NODE 37 --> 15.009677 sigma out 40 active outputs RANK 35 NODE 15 --> 14.105626 sigma out 40 active outputs RANK 36 NODE 36 --> 13.125449 sigma out 40 active outputs RANK 37 NODE 38 --> 8.3156939 sigma out 40 active outputs RANK 38 NODE 14 --> 6.9778285 sigma out 40 active outputs RANK 39 NODE 40 --> 5.5876660 sigma out 40 active outputs RANK 40 NODE 39 --> 3.9564698 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 177.43114 sigma in 40 act. ( 111.35663 sig out 1 act.) RANK 2 NODE 15 --> 111.99424 sigma in 40 act. ( 76.344254 sig out 1 act.) RANK 3 NODE 13 --> 108.03902 sigma in 40 act. ( 82.032967 sig out 1 act.) RANK 4 NODE 27 --> 103.53877 sigma in 40 act. ( 65.361824 sig out 1 act.) RANK 5 NODE 28 --> 99.535286 sigma in 40 act. ( 65.477898 sig out 1 act.) RANK 6 NODE 25 --> 95.386459 sigma in 40 act. ( 63.804798 sig out 1 act.) RANK 7 NODE 23 --> 82.263123 sigma in 40 act. ( 59.079586 sig out 1 act.) RANK 8 NODE 24 --> 75.702026 sigma in 40 act. ( 62.954857 sig out 1 act.) RANK 9 NODE 30 --> 56.522270 sigma in 40 act. ( 44.466408 sig out 1 act.) RANK 10 NODE 2 --> 56.238316 sigma in 40 act. ( 50.199627 sig out 1 act.) RANK 11 NODE 34 --> 50.236565 sigma in 40 act. ( 40.672108 sig out 1 act.) RANK 12 NODE 20 --> 50.169403 sigma in 40 act. ( 43.743515 sig out 1 act.) RANK 13 NODE 16 --> 49.637218 sigma in 40 act. ( 48.993576 sig out 1 act.) RANK 14 NODE 21 --> 36.648857 sigma in 40 act. ( 22.006113 sig out 1 act.) RANK 15 NODE 18 --> 36.205128 sigma in 40 act. ( 26.535313 sig out 1 act.) RANK 16 NODE 39 --> 36.133465 sigma in 40 act. ( 33.958237 sig out 1 act.) RANK 17 NODE 10 --> 31.364546 sigma in 40 act. ( 30.361494 sig out 1 act.) RANK 18 NODE 40 --> 31.015968 sigma in 40 act. ( 38.733955 sig out 1 act.) RANK 19 NODE 8 --> 30.653660 sigma in 40 act. ( 29.371817 sig out 1 act.) RANK 20 NODE 33 --> 28.220070 sigma in 40 act. ( 34.728615 sig out 1 act.) RANK 21 NODE 38 --> 23.738768 sigma in 40 act. ( 21.093813 sig out 1 act.) RANK 22 NODE 35 --> 20.394152 sigma in 40 act. ( 17.661602 sig out 1 act.) RANK 23 NODE 11 --> 19.991955 sigma in 40 act. ( 18.078609 sig out 1 act.) RANK 24 NODE 7 --> 18.928921 sigma in 40 act. ( 14.664472 sig out 1 act.) RANK 25 NODE 31 --> 18.013874 sigma in 40 act. ( 14.920890 sig out 1 act.) RANK 26 NODE 12 --> 17.262426 sigma in 40 act. ( 21.168520 sig out 1 act.) RANK 27 NODE 3 --> 16.867836 sigma in 40 act. ( 14.976013 sig out 1 act.) RANK 28 NODE 19 --> 15.722045 sigma in 40 act. ( 12.254694 sig out 1 act.) RANK 29 NODE 22 --> 13.275911 sigma in 40 act. ( 9.2232027 sig out 1 act.) RANK 30 NODE 14 --> 12.928792 sigma in 40 act. ( 10.265794 sig out 1 act.) RANK 31 NODE 17 --> 12.104963 sigma in 40 act. ( 10.370085 sig out 1 act.) RANK 32 NODE 29 --> 10.504476 sigma in 40 act. ( 9.5348597 sig out 1 act.) RANK 33 NODE 26 --> 9.7574329 sigma in 40 act. ( 8.4606314 sig out 1 act.) RANK 34 NODE 1 --> 9.0254564 sigma in 40 act. ( 5.5223875 sig out 1 act.) RANK 35 NODE 6 --> 7.8597083 sigma in 40 act. ( 5.9345646 sig out 1 act.) RANK 36 NODE 5 --> 7.6515179 sigma in 40 act. ( 5.5131197 sig out 1 act.) RANK 37 NODE 37 --> 7.6463742 sigma in 40 act. ( 1.2899157 sig out 1 act.) RANK 38 NODE 4 --> 5.6122870 sigma in 40 act. ( 1.6574792 sig out 1 act.) RANK 39 NODE 36 --> 5.5833631 sigma in 40 act. ( 0.38542101 sig out 1 act.) RANK 40 NODE 9 --> 5.5230818 sigma in 40 act. ( 2.8277996 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 111.35663 sigma out 1 act.( 177.43114 sig in 40 act.) RANK 2 NODE 13 --> 82.032967 sigma out 1 act.( 108.03902 sig in 40 act.) RANK 3 NODE 15 --> 76.344254 sigma out 1 act.( 111.99424 sig in 40 act.) RANK 4 NODE 28 --> 65.477898 sigma out 1 act.( 99.535286 sig in 40 act.) RANK 5 NODE 27 --> 65.361824 sigma out 1 act.( 103.53877 sig in 40 act.) RANK 6 NODE 25 --> 63.804798 sigma out 1 act.( 95.386459 sig in 40 act.) RANK 7 NODE 24 --> 62.954857 sigma out 1 act.( 75.702026 sig in 40 act.) RANK 8 NODE 23 --> 59.079586 sigma out 1 act.( 82.263123 sig in 40 act.) RANK 9 NODE 2 --> 50.199627 sigma out 1 act.( 56.238316 sig in 40 act.) RANK 10 NODE 16 --> 48.993576 sigma out 1 act.( 49.637218 sig in 40 act.) RANK 11 NODE 30 --> 44.466408 sigma out 1 act.( 56.522270 sig in 40 act.) RANK 12 NODE 20 --> 43.743515 sigma out 1 act.( 50.169403 sig in 40 act.) RANK 13 NODE 34 --> 40.672108 sigma out 1 act.( 50.236565 sig in 40 act.) RANK 14 NODE 40 --> 38.733955 sigma out 1 act.( 31.015968 sig in 40 act.) RANK 15 NODE 33 --> 34.728615 sigma out 1 act.( 28.220070 sig in 40 act.) RANK 16 NODE 39 --> 33.958237 sigma out 1 act.( 36.133465 sig in 40 act.) RANK 17 NODE 10 --> 30.361494 sigma out 1 act.( 31.364546 sig in 40 act.) RANK 18 NODE 8 --> 29.371817 sigma out 1 act.( 30.653660 sig in 40 act.) RANK 19 NODE 18 --> 26.535313 sigma out 1 act.( 36.205128 sig in 40 act.) RANK 20 NODE 21 --> 22.006113 sigma out 1 act.( 36.648857 sig in 40 act.) RANK 21 NODE 12 --> 21.168520 sigma out 1 act.( 17.262426 sig in 40 act.) RANK 22 NODE 38 --> 21.093813 sigma out 1 act.( 23.738768 sig in 40 act.) RANK 23 NODE 11 --> 18.078609 sigma out 1 act.( 19.991955 sig in 40 act.) RANK 24 NODE 35 --> 17.661602 sigma out 1 act.( 20.394152 sig in 40 act.) RANK 25 NODE 3 --> 14.976013 sigma out 1 act.( 16.867836 sig in 40 act.) RANK 26 NODE 31 --> 14.920890 sigma out 1 act.( 18.013874 sig in 40 act.) RANK 27 NODE 7 --> 14.664472 sigma out 1 act.( 18.928921 sig in 40 act.) RANK 28 NODE 19 --> 12.254694 sigma out 1 act.( 15.722045 sig in 40 act.) RANK 29 NODE 17 --> 10.370085 sigma out 1 act.( 12.104963 sig in 40 act.) RANK 30 NODE 14 --> 10.265794 sigma out 1 act.( 12.928792 sig in 40 act.) RANK 31 NODE 29 --> 9.5348597 sigma out 1 act.( 10.504476 sig in 40 act.) RANK 32 NODE 22 --> 9.2232027 sigma out 1 act.( 13.275911 sig in 40 act.) RANK 33 NODE 26 --> 8.4606314 sigma out 1 act.( 9.7574329 sig in 40 act.) RANK 34 NODE 6 --> 5.9345646 sigma out 1 act.( 7.8597083 sig in 40 act.) RANK 35 NODE 1 --> 5.5223875 sigma out 1 act.( 9.0254564 sig in 40 act.) RANK 36 NODE 5 --> 5.5131197 sigma out 1 act.( 7.6515179 sig in 40 act.) RANK 37 NODE 9 --> 2.8277996 sigma out 1 act.( 5.5230818 sig in 40 act.) RANK 38 NODE 4 --> 1.6574792 sigma out 1 act.( 5.6122870 sig in 40 act.) RANK 39 NODE 37 --> 1.2899157 sigma out 1 act.( 7.6463742 sig in 40 act.) RANK 40 NODE 36 --> 0.38542101 sigma out 1 act.( 5.5833631 sig in 40 act.) RANK 1 NODE 1 --> 255.44742 sigma in 40 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.55324799 *** contribution from regularisation: 7.75284716E-04 *** contribution from error: -0.55402327 *** contribution from DIAG: 1.12234738E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.59965372 *** contribution from regularisation: 2.47302349E-03 *** contribution from error: -0.60212672 *** contribution from DIAG: 7.48507591E-05 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.60366642 *** contribution from regularisation: 1.73879263E-03 *** contribution from error: -0.60540521 *** contribution from DIAG: 1.25910723E-04 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.60445881 *** contribution from regularisation: 2.14077206E-03 *** contribution from error: -0.60659957 *** contribution from DIAG: 1.13934388E-04 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.60508108 *** contribution from regularisation: 2.02136487E-03 *** contribution from error: -0.60710245 *** contribution from DIAG: 1.33312293E-04 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.60535294 *** contribution from regularisation: 2.06461130E-03 *** contribution from error: -0.60741752 *** contribution from DIAG: 1.18135613E-04 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.60558087 *** contribution from regularisation: 2.04564841E-03 *** contribution from error: -0.60762650 *** contribution from DIAG: 1.18653064E-04 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.60572541 *** contribution from regularisation: 2.05633929E-03 *** contribution from error: -0.60778177 *** contribution from DIAG: 1.20523066E-04 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.60584617 *** contribution from regularisation: 2.05942336E-03 *** contribution from error: -0.60790557 *** contribution from DIAG: 1.42656238E-04 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 274.71286 sigma out 40 active outputs RANK 2 NODE 6 --> 142.64009 sigma out 40 active outputs RANK 3 NODE 2 --> 81.841034 sigma out 40 active outputs RANK 4 NODE 3 --> 77.888870 sigma out 40 active outputs RANK 5 NODE 4 --> 63.706554 sigma out 40 active outputs RANK 6 NODE 10 --> 60.063854 sigma out 40 active outputs RANK 7 NODE 16 --> 54.678192 sigma out 40 active outputs RANK 8 NODE 7 --> 51.790417 sigma out 40 active outputs RANK 9 NODE 5 --> 49.859818 sigma out 40 active outputs RANK 10 NODE 8 --> 47.650166 sigma out 40 active outputs RANK 11 NODE 11 --> 46.032925 sigma out 40 active outputs RANK 12 NODE 20 --> 45.062710 sigma out 40 active outputs RANK 13 NODE 17 --> 42.566048 sigma out 40 active outputs RANK 14 NODE 12 --> 41.902729 sigma out 40 active outputs RANK 15 NODE 21 --> 35.429745 sigma out 40 active outputs RANK 16 NODE 27 --> 33.018322 sigma out 40 active outputs RANK 17 NODE 22 --> 32.688587 sigma out 40 active outputs RANK 18 NODE 9 --> 32.285110 sigma out 40 active outputs RANK 19 NODE 19 --> 30.661835 sigma out 40 active outputs RANK 20 NODE 18 --> 30.353699 sigma out 40 active outputs RANK 21 NODE 30 --> 29.916250 sigma out 40 active outputs RANK 22 NODE 24 --> 29.809385 sigma out 40 active outputs RANK 23 NODE 25 --> 29.086460 sigma out 40 active outputs RANK 24 NODE 23 --> 26.726822 sigma out 40 active outputs RANK 25 NODE 13 --> 26.271185 sigma out 40 active outputs RANK 26 NODE 28 --> 25.971140 sigma out 40 active outputs RANK 27 NODE 29 --> 23.846148 sigma out 40 active outputs RANK 28 NODE 34 --> 22.776525 sigma out 40 active outputs RANK 29 NODE 35 --> 22.648394 sigma out 40 active outputs RANK 30 NODE 26 --> 20.784159 sigma out 40 active outputs RANK 31 NODE 31 --> 18.534473 sigma out 40 active outputs RANK 32 NODE 40 --> 18.354227 sigma out 40 active outputs RANK 33 NODE 32 --> 18.157078 sigma out 40 active outputs RANK 34 NODE 33 --> 17.622599 sigma out 40 active outputs RANK 35 NODE 37 --> 17.527102 sigma out 40 active outputs RANK 36 NODE 15 --> 16.159575 sigma out 40 active outputs RANK 37 NODE 36 --> 15.834863 sigma out 40 active outputs RANK 38 NODE 38 --> 14.477273 sigma out 40 active outputs RANK 39 NODE 14 --> 9.9129353 sigma out 40 active outputs RANK 40 NODE 39 --> 7.8606257 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 189.61014 sigma in 40 act. ( 114.91570 sig out 1 act.) RANK 2 NODE 15 --> 121.93139 sigma in 40 act. ( 78.424767 sig out 1 act.) RANK 3 NODE 27 --> 116.81146 sigma in 40 act. ( 71.281235 sig out 1 act.) RANK 4 NODE 13 --> 116.24537 sigma in 40 act. ( 83.643173 sig out 1 act.) RANK 5 NODE 28 --> 110.48702 sigma in 40 act. ( 69.658417 sig out 1 act.) RANK 6 NODE 25 --> 101.73723 sigma in 40 act. ( 65.924614 sig out 1 act.) RANK 7 NODE 23 --> 91.440399 sigma in 40 act. ( 62.480724 sig out 1 act.) RANK 8 NODE 24 --> 81.871910 sigma in 40 act. ( 65.019524 sig out 1 act.) RANK 9 NODE 30 --> 63.629028 sigma in 40 act. ( 46.019451 sig out 1 act.) RANK 10 NODE 2 --> 60.794472 sigma in 40 act. ( 48.955742 sig out 1 act.) RANK 11 NODE 34 --> 57.603882 sigma in 40 act. ( 43.863503 sig out 1 act.) RANK 12 NODE 20 --> 57.576721 sigma in 40 act. ( 45.965618 sig out 1 act.) RANK 13 NODE 16 --> 54.555454 sigma in 40 act. ( 49.461765 sig out 1 act.) RANK 14 NODE 18 --> 46.105762 sigma in 40 act. ( 31.312099 sig out 1 act.) RANK 15 NODE 21 --> 45.702339 sigma in 40 act. ( 25.784590 sig out 1 act.) RANK 16 NODE 39 --> 39.833477 sigma in 40 act. ( 34.455070 sig out 1 act.) RANK 17 NODE 10 --> 36.480598 sigma in 40 act. ( 32.426662 sig out 1 act.) RANK 18 NODE 8 --> 36.394714 sigma in 40 act. ( 30.901554 sig out 1 act.) RANK 19 NODE 40 --> 33.351803 sigma in 40 act. ( 38.548813 sig out 1 act.) RANK 20 NODE 33 --> 31.461002 sigma in 40 act. ( 35.291718 sig out 1 act.) RANK 21 NODE 38 --> 28.774237 sigma in 40 act. ( 23.103390 sig out 1 act.) RANK 22 NODE 31 --> 27.244265 sigma in 40 act. ( 19.926844 sig out 1 act.) RANK 23 NODE 35 --> 26.186684 sigma in 40 act. ( 20.356106 sig out 1 act.) RANK 24 NODE 11 --> 24.876598 sigma in 40 act. ( 19.624331 sig out 1 act.) RANK 25 NODE 7 --> 23.059963 sigma in 40 act. ( 14.540863 sig out 1 act.) RANK 26 NODE 3 --> 21.642372 sigma in 40 act. ( 18.218510 sig out 1 act.) RANK 27 NODE 12 --> 20.207102 sigma in 40 act. ( 22.260242 sig out 1 act.) RANK 28 NODE 19 --> 20.088348 sigma in 40 act. ( 15.758919 sig out 1 act.) RANK 29 NODE 14 --> 15.889088 sigma in 40 act. ( 10.983500 sig out 1 act.) RANK 30 NODE 22 --> 14.991303 sigma in 40 act. ( 9.0180140 sig out 1 act.) RANK 31 NODE 17 --> 14.780070 sigma in 40 act. ( 14.629043 sig out 1 act.) RANK 32 NODE 29 --> 13.736192 sigma in 40 act. ( 10.120146 sig out 1 act.) RANK 33 NODE 26 --> 13.228611 sigma in 40 act. ( 9.3241196 sig out 1 act.) RANK 34 NODE 1 --> 12.206033 sigma in 40 act. ( 6.4319186 sig out 1 act.) RANK 35 NODE 5 --> 11.921894 sigma in 40 act. ( 8.9532709 sig out 1 act.) RANK 36 NODE 6 --> 10.838999 sigma in 40 act. ( 7.4716077 sig out 1 act.) RANK 37 NODE 37 --> 9.2341576 sigma in 40 act. ( 0.90300143 sig out 1 act.) RANK 38 NODE 9 --> 9.1407490 sigma in 40 act. ( 4.2401338 sig out 1 act.) RANK 39 NODE 36 --> 8.1938772 sigma in 40 act. ( 0.55446655 sig out 1 act.) RANK 40 NODE 4 --> 7.4305668 sigma in 40 act. ( 1.4198363 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 114.91570 sigma out 1 act.( 189.61014 sig in 40 act.) RANK 2 NODE 13 --> 83.643173 sigma out 1 act.( 116.24537 sig in 40 act.) RANK 3 NODE 15 --> 78.424767 sigma out 1 act.( 121.93139 sig in 40 act.) RANK 4 NODE 27 --> 71.281235 sigma out 1 act.( 116.81146 sig in 40 act.) RANK 5 NODE 28 --> 69.658417 sigma out 1 act.( 110.48702 sig in 40 act.) RANK 6 NODE 25 --> 65.924614 sigma out 1 act.( 101.73723 sig in 40 act.) RANK 7 NODE 24 --> 65.019524 sigma out 1 act.( 81.871910 sig in 40 act.) RANK 8 NODE 23 --> 62.480724 sigma out 1 act.( 91.440399 sig in 40 act.) RANK 9 NODE 16 --> 49.461765 sigma out 1 act.( 54.555454 sig in 40 act.) RANK 10 NODE 2 --> 48.955742 sigma out 1 act.( 60.794472 sig in 40 act.) RANK 11 NODE 30 --> 46.019451 sigma out 1 act.( 63.629028 sig in 40 act.) RANK 12 NODE 20 --> 45.965618 sigma out 1 act.( 57.576721 sig in 40 act.) RANK 13 NODE 34 --> 43.863503 sigma out 1 act.( 57.603882 sig in 40 act.) RANK 14 NODE 40 --> 38.548813 sigma out 1 act.( 33.351803 sig in 40 act.) RANK 15 NODE 33 --> 35.291718 sigma out 1 act.( 31.461002 sig in 40 act.) RANK 16 NODE 39 --> 34.455070 sigma out 1 act.( 39.833477 sig in 40 act.) RANK 17 NODE 10 --> 32.426662 sigma out 1 act.( 36.480598 sig in 40 act.) RANK 18 NODE 18 --> 31.312099 sigma out 1 act.( 46.105762 sig in 40 act.) RANK 19 NODE 8 --> 30.901554 sigma out 1 act.( 36.394714 sig in 40 act.) RANK 20 NODE 21 --> 25.784590 sigma out 1 act.( 45.702339 sig in 40 act.) RANK 21 NODE 38 --> 23.103390 sigma out 1 act.( 28.774237 sig in 40 act.) RANK 22 NODE 12 --> 22.260242 sigma out 1 act.( 20.207102 sig in 40 act.) RANK 23 NODE 35 --> 20.356106 sigma out 1 act.( 26.186684 sig in 40 act.) RANK 24 NODE 31 --> 19.926844 sigma out 1 act.( 27.244265 sig in 40 act.) RANK 25 NODE 11 --> 19.624331 sigma out 1 act.( 24.876598 sig in 40 act.) RANK 26 NODE 3 --> 18.218510 sigma out 1 act.( 21.642372 sig in 40 act.) RANK 27 NODE 19 --> 15.758919 sigma out 1 act.( 20.088348 sig in 40 act.) RANK 28 NODE 17 --> 14.629043 sigma out 1 act.( 14.780070 sig in 40 act.) RANK 29 NODE 7 --> 14.540863 sigma out 1 act.( 23.059963 sig in 40 act.) RANK 30 NODE 14 --> 10.983500 sigma out 1 act.( 15.889088 sig in 40 act.) RANK 31 NODE 29 --> 10.120146 sigma out 1 act.( 13.736192 sig in 40 act.) RANK 32 NODE 26 --> 9.3241196 sigma out 1 act.( 13.228611 sig in 40 act.) RANK 33 NODE 22 --> 9.0180140 sigma out 1 act.( 14.991303 sig in 40 act.) RANK 34 NODE 5 --> 8.9532709 sigma out 1 act.( 11.921894 sig in 40 act.) RANK 35 NODE 6 --> 7.4716077 sigma out 1 act.( 10.838999 sig in 40 act.) RANK 36 NODE 1 --> 6.4319186 sigma out 1 act.( 12.206033 sig in 40 act.) RANK 37 NODE 9 --> 4.2401338 sigma out 1 act.( 9.1407490 sig in 40 act.) RANK 38 NODE 4 --> 1.4198363 sigma out 1 act.( 7.4305668 sig in 40 act.) RANK 39 NODE 37 --> 0.90300143 sigma out 1 act.( 9.2341576 sig in 40 act.) RANK 40 NODE 36 --> 0.55446655 sigma out 1 act.( 8.1938772 sig in 40 act.) RANK 1 NODE 1 --> 266.74414 sigma in 40 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.60594773 *** contribution from regularisation: 2.06627580E-03 *** contribution from error: -0.60801399 *** contribution from DIAG: 1.31472028E-04 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.60604537 *** contribution from regularisation: 2.06788303E-03 *** contribution from error: -0.60811323 *** contribution from DIAG: 1.33526948E-04 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.60614991 *** contribution from regularisation: 2.06317869E-03 *** contribution from error: -0.60821307 *** contribution from DIAG: 1.31320456E-04 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.60623890 *** contribution from regularisation: 2.06761295E-03 *** contribution from error: -0.60830653 *** contribution from DIAG: 1.34233342E-04 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.60633147 *** contribution from regularisation: 2.06730189E-03 *** contribution from error: -0.60839880 *** contribution from DIAG: 1.33622918E-04 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.60642332 *** contribution from regularisation: 2.07013637E-03 *** contribution from error: -0.60849345 *** contribution from DIAG: 1.32485206E-04 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.60651803 *** contribution from regularisation: 2.06498872E-03 *** contribution from error: -0.60858303 *** contribution from DIAG: 1.30644490E-04 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.60660923 *** contribution from regularisation: 2.06787535E-03 *** contribution from error: -0.60867709 *** contribution from DIAG: 1.34393063E-04 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.60670716 *** contribution from regularisation: 2.06150464E-03 *** contribution from error: -0.60876864 *** contribution from DIAG: 1.33259455E-04 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.60679865 *** contribution from regularisation: 2.06216518E-03 *** contribution from error: -0.60886079 *** contribution from DIAG: 1.35623122E-04 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 274.60071 sigma out 40 active outputs RANK 2 NODE 6 --> 142.68364 sigma out 40 active outputs RANK 3 NODE 2 --> 82.631081 sigma out 40 active outputs RANK 4 NODE 3 --> 78.844101 sigma out 40 active outputs RANK 5 NODE 4 --> 63.104496 sigma out 40 active outputs RANK 6 NODE 10 --> 59.342144 sigma out 40 active outputs RANK 7 NODE 5 --> 54.053421 sigma out 40 active outputs RANK 8 NODE 7 --> 53.765007 sigma out 40 active outputs RANK 9 NODE 16 --> 53.623070 sigma out 40 active outputs RANK 10 NODE 8 --> 48.344116 sigma out 40 active outputs RANK 11 NODE 20 --> 45.748970 sigma out 40 active outputs RANK 12 NODE 11 --> 45.311066 sigma out 40 active outputs RANK 13 NODE 12 --> 42.307438 sigma out 40 active outputs RANK 14 NODE 17 --> 41.743755 sigma out 40 active outputs RANK 15 NODE 21 --> 35.312241 sigma out 40 active outputs RANK 16 NODE 27 --> 32.720207 sigma out 40 active outputs RANK 17 NODE 22 --> 32.445667 sigma out 40 active outputs RANK 18 NODE 9 --> 31.964012 sigma out 40 active outputs RANK 19 NODE 19 --> 30.306133 sigma out 40 active outputs RANK 20 NODE 18 --> 29.990849 sigma out 40 active outputs RANK 21 NODE 30 --> 29.001606 sigma out 40 active outputs RANK 22 NODE 24 --> 28.908924 sigma out 40 active outputs RANK 23 NODE 25 --> 28.522430 sigma out 40 active outputs RANK 24 NODE 23 --> 25.930679 sigma out 40 active outputs RANK 25 NODE 13 --> 25.360399 sigma out 40 active outputs RANK 26 NODE 28 --> 25.230215 sigma out 40 active outputs RANK 27 NODE 29 --> 23.333323 sigma out 40 active outputs RANK 28 NODE 34 --> 22.474979 sigma out 40 active outputs RANK 29 NODE 35 --> 21.679142 sigma out 40 active outputs RANK 30 NODE 26 --> 20.343971 sigma out 40 active outputs RANK 31 NODE 40 --> 18.863018 sigma out 40 active outputs RANK 32 NODE 31 --> 17.769781 sigma out 40 active outputs RANK 33 NODE 32 --> 17.288013 sigma out 40 active outputs RANK 34 NODE 37 --> 17.200403 sigma out 40 active outputs RANK 35 NODE 33 --> 16.602335 sigma out 40 active outputs RANK 36 NODE 36 --> 15.690242 sigma out 40 active outputs RANK 37 NODE 15 --> 15.521095 sigma out 40 active outputs RANK 38 NODE 38 --> 14.988258 sigma out 40 active outputs RANK 39 NODE 14 --> 9.1490097 sigma out 40 active outputs RANK 40 NODE 39 --> 7.8351350 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 188.46263 sigma in 40 act. ( 115.31005 sig out 1 act.) RANK 2 NODE 15 --> 120.41514 sigma in 40 act. ( 77.867149 sig out 1 act.) RANK 3 NODE 27 --> 117.36692 sigma in 40 act. ( 71.378448 sig out 1 act.) RANK 4 NODE 13 --> 115.50513 sigma in 40 act. ( 83.726349 sig out 1 act.) RANK 5 NODE 28 --> 110.59432 sigma in 40 act. ( 69.298134 sig out 1 act.) RANK 6 NODE 25 --> 101.39314 sigma in 40 act. ( 66.818420 sig out 1 act.) RANK 7 NODE 23 --> 91.290085 sigma in 40 act. ( 62.947521 sig out 1 act.) RANK 8 NODE 24 --> 81.826225 sigma in 40 act. ( 64.760246 sig out 1 act.) RANK 9 NODE 30 --> 63.247513 sigma in 40 act. ( 45.114418 sig out 1 act.) RANK 10 NODE 2 --> 60.118458 sigma in 40 act. ( 47.617424 sig out 1 act.) RANK 11 NODE 34 --> 57.615788 sigma in 40 act. ( 43.845787 sig out 1 act.) RANK 12 NODE 20 --> 57.273121 sigma in 40 act. ( 46.428478 sig out 1 act.) RANK 13 NODE 16 --> 53.923489 sigma in 40 act. ( 49.360355 sig out 1 act.) RANK 14 NODE 18 --> 49.945610 sigma in 40 act. ( 35.280666 sig out 1 act.) RANK 15 NODE 21 --> 46.060711 sigma in 40 act. ( 25.793758 sig out 1 act.) RANK 16 NODE 8 --> 39.349293 sigma in 40 act. ( 33.056152 sig out 1 act.) RANK 17 NODE 39 --> 39.217125 sigma in 40 act. ( 33.554981 sig out 1 act.) RANK 18 NODE 10 --> 36.138451 sigma in 40 act. ( 33.987129 sig out 1 act.) RANK 19 NODE 40 --> 33.397831 sigma in 40 act. ( 39.215004 sig out 1 act.) RANK 20 NODE 31 --> 33.093693 sigma in 40 act. ( 24.921001 sig out 1 act.) RANK 21 NODE 33 --> 31.369556 sigma in 40 act. ( 36.861546 sig out 1 act.) RANK 22 NODE 38 --> 28.702576 sigma in 40 act. ( 23.157196 sig out 1 act.) RANK 23 NODE 19 --> 28.234617 sigma in 40 act. ( 28.610785 sig out 1 act.) RANK 24 NODE 35 --> 26.214918 sigma in 40 act. ( 20.711969 sig out 1 act.) RANK 25 NODE 11 --> 24.711111 sigma in 40 act. ( 19.273249 sig out 1 act.) RANK 26 NODE 7 --> 22.401661 sigma in 40 act. ( 13.889730 sig out 1 act.) RANK 27 NODE 3 --> 21.763832 sigma in 40 act. ( 20.055664 sig out 1 act.) RANK 28 NODE 12 --> 20.559690 sigma in 40 act. ( 23.163511 sig out 1 act.) RANK 29 NODE 17 --> 15.394061 sigma in 40 act. ( 18.739649 sig out 1 act.) RANK 30 NODE 14 --> 15.328942 sigma in 40 act. ( 11.270546 sig out 1 act.) RANK 31 NODE 22 --> 14.757397 sigma in 40 act. ( 9.3493109 sig out 1 act.) RANK 32 NODE 5 --> 14.550186 sigma in 40 act. ( 15.472893 sig out 1 act.) RANK 33 NODE 26 --> 13.297439 sigma in 40 act. ( 10.031817 sig out 1 act.) RANK 34 NODE 29 --> 13.049254 sigma in 40 act. ( 9.4832258 sig out 1 act.) RANK 35 NODE 1 --> 11.410058 sigma in 40 act. ( 6.7646527 sig out 1 act.) RANK 36 NODE 6 --> 10.146530 sigma in 40 act. ( 8.4882545 sig out 1 act.) RANK 37 NODE 9 --> 8.2080240 sigma in 40 act. ( 4.5011444 sig out 1 act.) RANK 38 NODE 37 --> 7.1508327 sigma in 40 act. ( 0.80330050 sig out 1 act.) RANK 39 NODE 36 --> 6.6567626 sigma in 40 act. ( 0.52338719 sig out 1 act.) RANK 40 NODE 4 --> 6.1643853 sigma in 40 act. ( 1.4283205 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 115.31005 sigma out 1 act.( 188.46263 sig in 40 act.) RANK 2 NODE 13 --> 83.726349 sigma out 1 act.( 115.50513 sig in 40 act.) RANK 3 NODE 15 --> 77.867149 sigma out 1 act.( 120.41514 sig in 40 act.) RANK 4 NODE 27 --> 71.378448 sigma out 1 act.( 117.36692 sig in 40 act.) RANK 5 NODE 28 --> 69.298134 sigma out 1 act.( 110.59432 sig in 40 act.) RANK 6 NODE 25 --> 66.818420 sigma out 1 act.( 101.39314 sig in 40 act.) RANK 7 NODE 24 --> 64.760246 sigma out 1 act.( 81.826225 sig in 40 act.) RANK 8 NODE 23 --> 62.947521 sigma out 1 act.( 91.290085 sig in 40 act.) RANK 9 NODE 16 --> 49.360355 sigma out 1 act.( 53.923489 sig in 40 act.) RANK 10 NODE 2 --> 47.617424 sigma out 1 act.( 60.118458 sig in 40 act.) RANK 11 NODE 20 --> 46.428478 sigma out 1 act.( 57.273121 sig in 40 act.) RANK 12 NODE 30 --> 45.114418 sigma out 1 act.( 63.247513 sig in 40 act.) RANK 13 NODE 34 --> 43.845787 sigma out 1 act.( 57.615788 sig in 40 act.) RANK 14 NODE 40 --> 39.215004 sigma out 1 act.( 33.397831 sig in 40 act.) RANK 15 NODE 33 --> 36.861546 sigma out 1 act.( 31.369556 sig in 40 act.) RANK 16 NODE 18 --> 35.280666 sigma out 1 act.( 49.945610 sig in 40 act.) RANK 17 NODE 10 --> 33.987129 sigma out 1 act.( 36.138451 sig in 40 act.) RANK 18 NODE 39 --> 33.554981 sigma out 1 act.( 39.217125 sig in 40 act.) RANK 19 NODE 8 --> 33.056152 sigma out 1 act.( 39.349293 sig in 40 act.) RANK 20 NODE 19 --> 28.610785 sigma out 1 act.( 28.234617 sig in 40 act.) RANK 21 NODE 21 --> 25.793758 sigma out 1 act.( 46.060711 sig in 40 act.) RANK 22 NODE 31 --> 24.921001 sigma out 1 act.( 33.093693 sig in 40 act.) RANK 23 NODE 12 --> 23.163511 sigma out 1 act.( 20.559690 sig in 40 act.) RANK 24 NODE 38 --> 23.157196 sigma out 1 act.( 28.702576 sig in 40 act.) RANK 25 NODE 35 --> 20.711969 sigma out 1 act.( 26.214918 sig in 40 act.) RANK 26 NODE 3 --> 20.055664 sigma out 1 act.( 21.763832 sig in 40 act.) RANK 27 NODE 11 --> 19.273249 sigma out 1 act.( 24.711111 sig in 40 act.) RANK 28 NODE 17 --> 18.739649 sigma out 1 act.( 15.394061 sig in 40 act.) RANK 29 NODE 5 --> 15.472893 sigma out 1 act.( 14.550186 sig in 40 act.) RANK 30 NODE 7 --> 13.889730 sigma out 1 act.( 22.401661 sig in 40 act.) RANK 31 NODE 14 --> 11.270546 sigma out 1 act.( 15.328942 sig in 40 act.) RANK 32 NODE 26 --> 10.031817 sigma out 1 act.( 13.297439 sig in 40 act.) RANK 33 NODE 29 --> 9.4832258 sigma out 1 act.( 13.049254 sig in 40 act.) RANK 34 NODE 22 --> 9.3493109 sigma out 1 act.( 14.757397 sig in 40 act.) RANK 35 NODE 6 --> 8.4882545 sigma out 1 act.( 10.146530 sig in 40 act.) RANK 36 NODE 1 --> 6.7646527 sigma out 1 act.( 11.410058 sig in 40 act.) RANK 37 NODE 9 --> 4.5011444 sigma out 1 act.( 8.2080240 sig in 40 act.) RANK 38 NODE 4 --> 1.4283205 sigma out 1 act.( 6.1643853 sig in 40 act.) RANK 39 NODE 37 --> 0.80330050 sigma out 1 act.( 7.1508327 sig in 40 act.) RANK 40 NODE 36 --> 0.52338719 sigma out 1 act.( 6.6567626 sig in 40 act.) RANK 1 NODE 1 --> 270.05591 sigma in 40 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.60688949 *** contribution from regularisation: 2.06571002E-03 *** contribution from error: -0.60895520 *** contribution from DIAG: 1.34505011E-04 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.60697711 *** contribution from regularisation: 2.06862972E-03 *** contribution from error: -0.60904574 *** contribution from DIAG: 1.35634880E-04 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.60706639 *** contribution from regularisation: 2.06549931E-03 *** contribution from error: -0.60913187 *** contribution from DIAG: 1.32681365E-04 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.60713130 *** contribution from regularisation: 2.06879876E-03 *** contribution from error: -0.60920012 *** contribution from DIAG: 1.30496730E-04 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.60719019 *** contribution from regularisation: 2.06268532E-03 *** contribution from error: -0.60925287 *** contribution from DIAG: 1.31127323E-04 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.60722691 *** contribution from regularisation: 2.07004813E-03 *** contribution from error: -0.60929698 *** contribution from DIAG: 1.29242922E-04 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.60727197 *** contribution from regularisation: 2.06327299E-03 *** contribution from error: -0.60933524 *** contribution from DIAG: 1.28887710E-04 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.60730088 *** contribution from regularisation: 2.06960179E-03 *** contribution from error: -0.60937047 *** contribution from DIAG: 1.28082393E-04 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.60734576 *** contribution from regularisation: 2.05700216E-03 *** contribution from error: -0.60940278 *** contribution from DIAG: 1.27317588E-04 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.60736048 *** contribution from regularisation: 2.07271287E-03 *** contribution from error: -0.60943317 *** contribution from DIAG: 1.28075175E-04 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 273.82764 sigma out 40 active outputs RANK 2 NODE 6 --> 142.35175 sigma out 40 active outputs RANK 3 NODE 2 --> 83.007645 sigma out 40 active outputs RANK 4 NODE 3 --> 79.723976 sigma out 40 active outputs RANK 5 NODE 4 --> 63.061726 sigma out 40 active outputs RANK 6 NODE 10 --> 59.286079 sigma out 40 active outputs RANK 7 NODE 5 --> 56.987862 sigma out 40 active outputs RANK 8 NODE 7 --> 55.213585 sigma out 40 active outputs RANK 9 NODE 16 --> 52.737679 sigma out 40 active outputs RANK 10 NODE 8 --> 48.679314 sigma out 40 active outputs RANK 11 NODE 20 --> 45.622257 sigma out 40 active outputs RANK 12 NODE 11 --> 44.649029 sigma out 40 active outputs RANK 13 NODE 12 --> 42.192924 sigma out 40 active outputs RANK 14 NODE 17 --> 41.243443 sigma out 40 active outputs RANK 15 NODE 21 --> 35.745041 sigma out 40 active outputs RANK 16 NODE 9 --> 32.490051 sigma out 40 active outputs RANK 17 NODE 27 --> 32.158638 sigma out 40 active outputs RANK 18 NODE 22 --> 31.920980 sigma out 40 active outputs RANK 19 NODE 19 --> 29.845005 sigma out 40 active outputs RANK 20 NODE 18 --> 29.526369 sigma out 40 active outputs RANK 21 NODE 30 --> 28.974047 sigma out 40 active outputs RANK 22 NODE 24 --> 28.390467 sigma out 40 active outputs RANK 23 NODE 25 --> 28.110678 sigma out 40 active outputs RANK 24 NODE 23 --> 25.759752 sigma out 40 active outputs RANK 25 NODE 28 --> 24.913357 sigma out 40 active outputs RANK 26 NODE 13 --> 24.628855 sigma out 40 active outputs RANK 27 NODE 29 --> 23.193432 sigma out 40 active outputs RANK 28 NODE 34 --> 22.255239 sigma out 40 active outputs RANK 29 NODE 35 --> 21.155922 sigma out 40 active outputs RANK 30 NODE 26 --> 20.182100 sigma out 40 active outputs RANK 31 NODE 40 --> 18.572861 sigma out 40 active outputs RANK 32 NODE 31 --> 17.428862 sigma out 40 active outputs RANK 33 NODE 32 --> 17.138605 sigma out 40 active outputs RANK 34 NODE 37 --> 16.773586 sigma out 40 active outputs RANK 35 NODE 33 --> 16.512583 sigma out 40 active outputs RANK 36 NODE 36 --> 15.459753 sigma out 40 active outputs RANK 37 NODE 38 --> 14.542498 sigma out 40 active outputs RANK 38 NODE 15 --> 14.409457 sigma out 40 active outputs RANK 39 NODE 14 --> 8.4130869 sigma out 40 active outputs RANK 40 NODE 39 --> 7.6935558 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 187.47110 sigma in 40 act. ( 115.78555 sig out 1 act.) RANK 2 NODE 15 --> 119.67357 sigma in 40 act. ( 76.987335 sig out 1 act.) RANK 3 NODE 27 --> 117.10313 sigma in 40 act. ( 71.680916 sig out 1 act.) RANK 4 NODE 13 --> 115.12806 sigma in 40 act. ( 83.460243 sig out 1 act.) RANK 5 NODE 28 --> 109.97013 sigma in 40 act. ( 69.624176 sig out 1 act.) RANK 6 NODE 25 --> 101.07536 sigma in 40 act. ( 67.820412 sig out 1 act.) RANK 7 NODE 23 --> 90.867355 sigma in 40 act. ( 62.742687 sig out 1 act.) RANK 8 NODE 24 --> 81.452606 sigma in 40 act. ( 65.553261 sig out 1 act.) RANK 9 NODE 30 --> 62.684589 sigma in 40 act. ( 44.842667 sig out 1 act.) RANK 10 NODE 2 --> 59.776432 sigma in 40 act. ( 46.705032 sig out 1 act.) RANK 11 NODE 34 --> 57.489967 sigma in 40 act. ( 43.744869 sig out 1 act.) RANK 12 NODE 20 --> 56.935009 sigma in 40 act. ( 46.160362 sig out 1 act.) RANK 13 NODE 16 --> 53.610779 sigma in 40 act. ( 49.183231 sig out 1 act.) RANK 14 NODE 18 --> 52.146435 sigma in 40 act. ( 37.650379 sig out 1 act.) RANK 15 NODE 21 --> 45.997948 sigma in 40 act. ( 25.654741 sig out 1 act.) RANK 16 NODE 8 --> 41.128654 sigma in 40 act. ( 34.465313 sig out 1 act.) RANK 17 NODE 39 --> 38.786030 sigma in 40 act. ( 33.264755 sig out 1 act.) RANK 18 NODE 31 --> 36.697300 sigma in 40 act. ( 28.046118 sig out 1 act.) RANK 19 NODE 10 --> 36.123756 sigma in 40 act. ( 34.417778 sig out 1 act.) RANK 20 NODE 40 --> 33.407944 sigma in 40 act. ( 40.035957 sig out 1 act.) RANK 21 NODE 19 --> 33.052387 sigma in 40 act. ( 34.515976 sig out 1 act.) RANK 22 NODE 33 --> 31.393063 sigma in 40 act. ( 37.961494 sig out 1 act.) RANK 23 NODE 38 --> 28.524923 sigma in 40 act. ( 23.280516 sig out 1 act.) RANK 24 NODE 35 --> 26.016296 sigma in 40 act. ( 21.067358 sig out 1 act.) RANK 25 NODE 11 --> 24.414064 sigma in 40 act. ( 19.240129 sig out 1 act.) RANK 26 NODE 7 --> 21.934013 sigma in 40 act. ( 13.676201 sig out 1 act.) RANK 27 NODE 3 --> 21.777645 sigma in 40 act. ( 21.168821 sig out 1 act.) RANK 28 NODE 12 --> 20.728226 sigma in 40 act. ( 23.634808 sig out 1 act.) RANK 29 NODE 5 --> 17.081976 sigma in 40 act. ( 19.745422 sig out 1 act.) RANK 30 NODE 17 --> 15.900772 sigma in 40 act. ( 20.535782 sig out 1 act.) RANK 31 NODE 14 --> 15.066137 sigma in 40 act. ( 11.447282 sig out 1 act.) RANK 32 NODE 22 --> 14.873708 sigma in 40 act. ( 9.7157001 sig out 1 act.) RANK 33 NODE 26 --> 13.574383 sigma in 40 act. ( 10.937963 sig out 1 act.) RANK 34 NODE 29 --> 12.672563 sigma in 40 act. ( 9.2817116 sig out 1 act.) RANK 35 NODE 1 --> 11.079452 sigma in 40 act. ( 7.0965886 sig out 1 act.) RANK 36 NODE 6 --> 9.9154663 sigma in 40 act. ( 9.0290680 sig out 1 act.) RANK 37 NODE 9 --> 7.7923942 sigma in 40 act. ( 4.8249378 sig out 1 act.) RANK 38 NODE 37 --> 6.3345194 sigma in 40 act. ( 0.83561426 sig out 1 act.) RANK 39 NODE 36 --> 5.9971118 sigma in 40 act. ( 0.53438473 sig out 1 act.) RANK 40 NODE 4 --> 5.6375499 sigma in 40 act. ( 1.4674698 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 115.78555 sigma out 1 act.( 187.47110 sig in 40 act.) RANK 2 NODE 13 --> 83.460243 sigma out 1 act.( 115.12806 sig in 40 act.) RANK 3 NODE 15 --> 76.987335 sigma out 1 act.( 119.67357 sig in 40 act.) RANK 4 NODE 27 --> 71.680916 sigma out 1 act.( 117.10313 sig in 40 act.) RANK 5 NODE 28 --> 69.624176 sigma out 1 act.( 109.97013 sig in 40 act.) RANK 6 NODE 25 --> 67.820412 sigma out 1 act.( 101.07536 sig in 40 act.) RANK 7 NODE 24 --> 65.553261 sigma out 1 act.( 81.452606 sig in 40 act.) RANK 8 NODE 23 --> 62.742687 sigma out 1 act.( 90.867355 sig in 40 act.) RANK 9 NODE 16 --> 49.183231 sigma out 1 act.( 53.610779 sig in 40 act.) RANK 10 NODE 2 --> 46.705032 sigma out 1 act.( 59.776432 sig in 40 act.) RANK 11 NODE 20 --> 46.160362 sigma out 1 act.( 56.935009 sig in 40 act.) RANK 12 NODE 30 --> 44.842667 sigma out 1 act.( 62.684589 sig in 40 act.) RANK 13 NODE 34 --> 43.744869 sigma out 1 act.( 57.489967 sig in 40 act.) RANK 14 NODE 40 --> 40.035957 sigma out 1 act.( 33.407944 sig in 40 act.) RANK 15 NODE 33 --> 37.961494 sigma out 1 act.( 31.393063 sig in 40 act.) RANK 16 NODE 18 --> 37.650379 sigma out 1 act.( 52.146435 sig in 40 act.) RANK 17 NODE 19 --> 34.515976 sigma out 1 act.( 33.052387 sig in 40 act.) RANK 18 NODE 8 --> 34.465313 sigma out 1 act.( 41.128654 sig in 40 act.) RANK 19 NODE 10 --> 34.417778 sigma out 1 act.( 36.123756 sig in 40 act.) RANK 20 NODE 39 --> 33.264755 sigma out 1 act.( 38.786030 sig in 40 act.) RANK 21 NODE 31 --> 28.046118 sigma out 1 act.( 36.697300 sig in 40 act.) RANK 22 NODE 21 --> 25.654741 sigma out 1 act.( 45.997948 sig in 40 act.) RANK 23 NODE 12 --> 23.634808 sigma out 1 act.( 20.728226 sig in 40 act.) RANK 24 NODE 38 --> 23.280516 sigma out 1 act.( 28.524923 sig in 40 act.) RANK 25 NODE 3 --> 21.168821 sigma out 1 act.( 21.777645 sig in 40 act.) RANK 26 NODE 35 --> 21.067358 sigma out 1 act.( 26.016296 sig in 40 act.) RANK 27 NODE 17 --> 20.535782 sigma out 1 act.( 15.900772 sig in 40 act.) RANK 28 NODE 5 --> 19.745422 sigma out 1 act.( 17.081976 sig in 40 act.) RANK 29 NODE 11 --> 19.240129 sigma out 1 act.( 24.414064 sig in 40 act.) RANK 30 NODE 7 --> 13.676201 sigma out 1 act.( 21.934013 sig in 40 act.) RANK 31 NODE 14 --> 11.447282 sigma out 1 act.( 15.066137 sig in 40 act.) RANK 32 NODE 26 --> 10.937963 sigma out 1 act.( 13.574383 sig in 40 act.) RANK 33 NODE 22 --> 9.7157001 sigma out 1 act.( 14.873708 sig in 40 act.) RANK 34 NODE 29 --> 9.2817116 sigma out 1 act.( 12.672563 sig in 40 act.) RANK 35 NODE 6 --> 9.0290680 sigma out 1 act.( 9.9154663 sig in 40 act.) RANK 36 NODE 1 --> 7.0965886 sigma out 1 act.( 11.079452 sig in 40 act.) RANK 37 NODE 9 --> 4.8249378 sigma out 1 act.( 7.7923942 sig in 40 act.) RANK 38 NODE 4 --> 1.4674698 sigma out 1 act.( 5.6375499 sig in 40 act.) RANK 39 NODE 37 --> 0.83561426 sigma out 1 act.( 6.3345194 sig in 40 act.) RANK 40 NODE 36 --> 0.53438473 sigma out 1 act.( 5.9971118 sig in 40 act.) RANK 1 NODE 1 --> 272.58249 sigma in 40 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.60739315 *** contribution from regularisation: 2.06784951E-03 *** contribution from error: -0.60946101 *** contribution from DIAG: 1.27706371E-04 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.60742587 *** contribution from regularisation: 2.06170441E-03 *** contribution from error: -0.60948759 *** contribution from DIAG: 1.26532032E-04 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.60743362 *** contribution from regularisation: 2.07924726E-03 *** contribution from error: -0.60951287 *** contribution from DIAG: 1.26388637E-04 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.60747916 *** contribution from regularisation: 2.05793185E-03 *** contribution from error: -0.60953707 *** contribution from DIAG: 1.26345345E-04 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.60749370 *** contribution from regularisation: 2.06707604E-03 *** contribution from error: -0.60956079 *** contribution from DIAG: 1.25139442E-04 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.60751665 *** contribution from regularisation: 2.06643739E-03 *** contribution from error: -0.60958308 *** contribution from DIAG: 1.25190738E-04 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.60754210 *** contribution from regularisation: 2.06309953E-03 *** contribution from error: -0.60960519 *** contribution from DIAG: 1.25367398E-04 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.60756266 *** contribution from regularisation: 2.06298311E-03 *** contribution from error: -0.60962564 *** contribution from DIAG: 1.23782098E-04 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.60758013 *** contribution from regularisation: 2.06536171E-03 *** contribution from error: -0.60964549 *** contribution from DIAG: 1.23199556E-04 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.60759878 *** contribution from regularisation: 2.06587580E-03 *** contribution from error: -0.60966468 *** contribution from DIAG: 1.23364691E-04 *********************************************** --------------------------------------------------- Iteration : 40 kill weight from layer 1 knot 15 to knot 38 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 272.47095 sigma out 40 active outputs RANK 2 NODE 6 --> 142.60674 sigma out 40 active outputs RANK 3 NODE 2 --> 83.294449 sigma out 40 active outputs RANK 4 NODE 3 --> 79.813080 sigma out 40 active outputs RANK 5 NODE 4 --> 63.331249 sigma out 40 active outputs RANK 6 NODE 10 --> 59.265900 sigma out 40 active outputs RANK 7 NODE 5 --> 58.203686 sigma out 40 active outputs RANK 8 NODE 7 --> 55.373898 sigma out 40 active outputs RANK 9 NODE 16 --> 52.611412 sigma out 40 active outputs RANK 10 NODE 8 --> 48.783100 sigma out 40 active outputs RANK 11 NODE 20 --> 45.837612 sigma out 40 active outputs RANK 12 NODE 11 --> 44.526707 sigma out 40 active outputs RANK 13 NODE 12 --> 42.298931 sigma out 40 active outputs RANK 14 NODE 17 --> 41.076149 sigma out 40 active outputs RANK 15 NODE 21 --> 35.544785 sigma out 40 active outputs RANK 16 NODE 9 --> 33.062805 sigma out 40 active outputs RANK 17 NODE 27 --> 32.168350 sigma out 40 active outputs RANK 18 NODE 22 --> 31.744524 sigma out 40 active outputs RANK 19 NODE 19 --> 29.526587 sigma out 40 active outputs RANK 20 NODE 18 --> 29.451933 sigma out 40 active outputs RANK 21 NODE 30 --> 28.704433 sigma out 40 active outputs RANK 22 NODE 24 --> 28.058226 sigma out 40 active outputs RANK 23 NODE 25 --> 27.678682 sigma out 40 active outputs RANK 24 NODE 23 --> 25.297014 sigma out 40 active outputs RANK 25 NODE 13 --> 24.811581 sigma out 40 active outputs RANK 26 NODE 28 --> 24.728651 sigma out 40 active outputs RANK 27 NODE 29 --> 22.896221 sigma out 40 active outputs RANK 28 NODE 34 --> 22.314817 sigma out 40 active outputs RANK 29 NODE 35 --> 21.109627 sigma out 40 active outputs RANK 30 NODE 26 --> 19.958187 sigma out 40 active outputs RANK 31 NODE 40 --> 18.575825 sigma out 40 active outputs RANK 32 NODE 31 --> 17.144922 sigma out 40 active outputs RANK 33 NODE 37 --> 16.739225 sigma out 40 active outputs RANK 34 NODE 32 --> 16.686796 sigma out 40 active outputs RANK 35 NODE 33 --> 16.486668 sigma out 40 active outputs RANK 36 NODE 36 --> 15.463473 sigma out 40 active outputs RANK 37 NODE 38 --> 15.002255 sigma out 40 active outputs RANK 38 NODE 15 --> 14.534723 sigma out 39 active outputs RANK 39 NODE 14 --> 8.7808065 sigma out 40 active outputs RANK 40 NODE 39 --> 7.7868881 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 186.92450 sigma in 40 act. ( 114.32155 sig out 1 act.) RANK 2 NODE 15 --> 118.89417 sigma in 40 act. ( 76.558632 sig out 1 act.) RANK 3 NODE 27 --> 116.82379 sigma in 40 act. ( 71.154175 sig out 1 act.) RANK 4 NODE 13 --> 114.98660 sigma in 40 act. ( 82.645981 sig out 1 act.) RANK 5 NODE 28 --> 109.51559 sigma in 40 act. ( 69.198502 sig out 1 act.) RANK 6 NODE 25 --> 100.97633 sigma in 40 act. ( 67.331261 sig out 1 act.) RANK 7 NODE 23 --> 90.402092 sigma in 40 act. ( 62.810654 sig out 1 act.) RANK 8 NODE 24 --> 81.289368 sigma in 40 act. ( 64.993790 sig out 1 act.) RANK 9 NODE 30 --> 62.342270 sigma in 40 act. ( 44.516548 sig out 1 act.) RANK 10 NODE 2 --> 59.359604 sigma in 40 act. ( 46.476036 sig out 1 act.) RANK 11 NODE 34 --> 57.284668 sigma in 40 act. ( 43.551895 sig out 1 act.) RANK 12 NODE 20 --> 56.528610 sigma in 40 act. ( 46.201092 sig out 1 act.) RANK 13 NODE 16 --> 53.444313 sigma in 40 act. ( 48.824974 sig out 1 act.) RANK 14 NODE 18 --> 53.309788 sigma in 40 act. ( 38.554852 sig out 1 act.) RANK 15 NODE 21 --> 45.862373 sigma in 40 act. ( 25.650913 sig out 1 act.) RANK 16 NODE 8 --> 41.730434 sigma in 40 act. ( 35.049568 sig out 1 act.) RANK 17 NODE 39 --> 38.501152 sigma in 40 act. ( 32.993526 sig out 1 act.) RANK 18 NODE 31 --> 38.460358 sigma in 40 act. ( 29.346609 sig out 1 act.) RANK 19 NODE 10 --> 36.004475 sigma in 40 act. ( 34.685860 sig out 1 act.) RANK 20 NODE 19 --> 34.762955 sigma in 40 act. ( 36.954544 sig out 1 act.) RANK 21 NODE 40 --> 33.329834 sigma in 40 act. ( 40.529118 sig out 1 act.) RANK 22 NODE 33 --> 31.304302 sigma in 40 act. ( 38.337975 sig out 1 act.) RANK 23 NODE 38 --> 28.405279 sigma in 39 act. ( 23.133516 sig out 1 act.) RANK 24 NODE 35 --> 25.921125 sigma in 40 act. ( 21.250467 sig out 1 act.) RANK 25 NODE 11 --> 24.303673 sigma in 40 act. ( 19.236917 sig out 1 act.) RANK 26 NODE 3 --> 21.749310 sigma in 40 act. ( 21.650978 sig out 1 act.) RANK 27 NODE 7 --> 21.740002 sigma in 40 act. ( 13.433820 sig out 1 act.) RANK 28 NODE 12 --> 20.728092 sigma in 40 act. ( 23.878757 sig out 1 act.) RANK 29 NODE 5 --> 18.143711 sigma in 40 act. ( 21.703993 sig out 1 act.) RANK 30 NODE 17 --> 16.044880 sigma in 40 act. ( 21.295605 sig out 1 act.) RANK 31 NODE 14 --> 14.955468 sigma in 40 act. ( 11.465178 sig out 1 act.) RANK 32 NODE 22 --> 14.931599 sigma in 40 act. ( 9.8566637 sig out 1 act.) RANK 33 NODE 26 --> 13.775590 sigma in 40 act. ( 11.622965 sig out 1 act.) RANK 34 NODE 29 --> 12.502626 sigma in 40 act. ( 9.0923471 sig out 1 act.) RANK 35 NODE 1 --> 10.939053 sigma in 40 act. ( 7.1905894 sig out 1 act.) RANK 36 NODE 6 --> 9.8213997 sigma in 40 act. ( 9.2605085 sig out 1 act.) RANK 37 NODE 9 --> 7.6773720 sigma in 40 act. ( 5.1017613 sig out 1 act.) RANK 38 NODE 37 --> 6.0177145 sigma in 40 act. ( 0.85298783 sig out 1 act.) RANK 39 NODE 36 --> 5.7383242 sigma in 40 act. ( 0.53009146 sig out 1 act.) RANK 40 NODE 4 --> 5.4349003 sigma in 40 act. ( 1.5050555 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 114.32155 sigma out 1 act.( 186.92450 sig in 40 act.) RANK 2 NODE 13 --> 82.645981 sigma out 1 act.( 114.98660 sig in 40 act.) RANK 3 NODE 15 --> 76.558632 sigma out 1 act.( 118.89417 sig in 40 act.) RANK 4 NODE 27 --> 71.154175 sigma out 1 act.( 116.82379 sig in 40 act.) RANK 5 NODE 28 --> 69.198502 sigma out 1 act.( 109.51559 sig in 40 act.) RANK 6 NODE 25 --> 67.331261 sigma out 1 act.( 100.97633 sig in 40 act.) RANK 7 NODE 24 --> 64.993790 sigma out 1 act.( 81.289368 sig in 40 act.) RANK 8 NODE 23 --> 62.810654 sigma out 1 act.( 90.402092 sig in 40 act.) RANK 9 NODE 16 --> 48.824974 sigma out 1 act.( 53.444313 sig in 40 act.) RANK 10 NODE 2 --> 46.476036 sigma out 1 act.( 59.359604 sig in 40 act.) RANK 11 NODE 20 --> 46.201092 sigma out 1 act.( 56.528610 sig in 40 act.) RANK 12 NODE 30 --> 44.516548 sigma out 1 act.( 62.342270 sig in 40 act.) RANK 13 NODE 34 --> 43.551895 sigma out 1 act.( 57.284668 sig in 40 act.) RANK 14 NODE 40 --> 40.529118 sigma out 1 act.( 33.329834 sig in 40 act.) RANK 15 NODE 18 --> 38.554852 sigma out 1 act.( 53.309788 sig in 40 act.) RANK 16 NODE 33 --> 38.337975 sigma out 1 act.( 31.304302 sig in 40 act.) RANK 17 NODE 19 --> 36.954544 sigma out 1 act.( 34.762955 sig in 40 act.) RANK 18 NODE 8 --> 35.049568 sigma out 1 act.( 41.730434 sig in 40 act.) RANK 19 NODE 10 --> 34.685860 sigma out 1 act.( 36.004475 sig in 40 act.) RANK 20 NODE 39 --> 32.993526 sigma out 1 act.( 38.501152 sig in 40 act.) RANK 21 NODE 31 --> 29.346609 sigma out 1 act.( 38.460358 sig in 40 act.) RANK 22 NODE 21 --> 25.650913 sigma out 1 act.( 45.862373 sig in 40 act.) RANK 23 NODE 12 --> 23.878757 sigma out 1 act.( 20.728092 sig in 40 act.) RANK 24 NODE 38 --> 23.133516 sigma out 1 act.( 28.405279 sig in 39 act.) RANK 25 NODE 5 --> 21.703993 sigma out 1 act.( 18.143711 sig in 40 act.) RANK 26 NODE 3 --> 21.650978 sigma out 1 act.( 21.749310 sig in 40 act.) RANK 27 NODE 17 --> 21.295605 sigma out 1 act.( 16.044880 sig in 40 act.) RANK 28 NODE 35 --> 21.250467 sigma out 1 act.( 25.921125 sig in 40 act.) RANK 29 NODE 11 --> 19.236917 sigma out 1 act.( 24.303673 sig in 40 act.) RANK 30 NODE 7 --> 13.433820 sigma out 1 act.( 21.740002 sig in 40 act.) RANK 31 NODE 26 --> 11.622965 sigma out 1 act.( 13.775590 sig in 40 act.) RANK 32 NODE 14 --> 11.465178 sigma out 1 act.( 14.955468 sig in 40 act.) RANK 33 NODE 22 --> 9.8566637 sigma out 1 act.( 14.931599 sig in 40 act.) RANK 34 NODE 6 --> 9.2605085 sigma out 1 act.( 9.8213997 sig in 40 act.) RANK 35 NODE 29 --> 9.0923471 sigma out 1 act.( 12.502626 sig in 40 act.) RANK 36 NODE 1 --> 7.1905894 sigma out 1 act.( 10.939053 sig in 40 act.) RANK 37 NODE 9 --> 5.1017613 sigma out 1 act.( 7.6773720 sig in 40 act.) RANK 38 NODE 4 --> 1.5050555 sigma out 1 act.( 5.4349003 sig in 40 act.) RANK 39 NODE 37 --> 0.85298783 sigma out 1 act.( 6.0177145 sig in 40 act.) RANK 40 NODE 36 --> 0.53009146 sigma out 1 act.( 5.7383242 sig in 40 act.) RANK 1 NODE 1 --> 272.01093 sigma in 40 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.60761780 *** contribution from regularisation: 2.06503319E-03 *** contribution from error: -0.60968286 *** contribution from DIAG: 1.23320206E-04 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.60763717 *** contribution from regularisation: 2.06347578E-03 *** contribution from error: -0.60970062 *** contribution from DIAG: 1.22758182E-04 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.60765612 *** contribution from regularisation: 2.06187740E-03 *** contribution from error: -0.60971802 *** contribution from DIAG: 1.22458456E-04 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.60767084 *** contribution from regularisation: 2.06404692E-03 *** contribution from error: -0.60973489 *** contribution from DIAG: 1.22135869E-04 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.60769117 *** contribution from regularisation: 2.06039310E-03 *** contribution from error: -0.60975158 *** contribution from DIAG: 1.22074212E-04 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.60770351 *** contribution from regularisation: 2.06436543E-03 *** contribution from error: -0.60976785 *** contribution from DIAG: 1.21963501E-04 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.60771680 *** contribution from regularisation: 2.06746766E-03 *** contribution from error: -0.60978425 *** contribution from DIAG: 1.21987861E-04 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.60773712 *** contribution from regularisation: 2.06326274E-03 *** contribution from error: -0.60980040 *** contribution from DIAG: 1.22063895E-04 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.60774744 *** contribution from regularisation: 2.06847861E-03 *** contribution from error: -0.60981590 *** contribution from DIAG: 1.21998884E-04 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.60776514 *** contribution from regularisation: 2.06604763E-03 *** contribution from error: -0.60983121 *** contribution from DIAG: 1.21273442E-04 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 271.77350 sigma out 40 active outputs RANK 2 NODE 6 --> 142.41110 sigma out 40 active outputs RANK 3 NODE 2 --> 82.981964 sigma out 40 active outputs RANK 4 NODE 3 --> 79.717438 sigma out 40 active outputs RANK 5 NODE 4 --> 63.759666 sigma out 40 active outputs RANK 6 NODE 10 --> 59.391819 sigma out 40 active outputs RANK 7 NODE 5 --> 59.348785 sigma out 40 active outputs RANK 8 NODE 7 --> 56.237648 sigma out 40 active outputs RANK 9 NODE 16 --> 52.352020 sigma out 40 active outputs RANK 10 NODE 8 --> 49.112663 sigma out 40 active outputs RANK 11 NODE 20 --> 45.656685 sigma out 40 active outputs RANK 12 NODE 11 --> 44.609001 sigma out 40 active outputs RANK 13 NODE 12 --> 41.851303 sigma out 40 active outputs RANK 14 NODE 17 --> 40.778362 sigma out 40 active outputs RANK 15 NODE 21 --> 35.511127 sigma out 40 active outputs RANK 16 NODE 9 --> 33.087154 sigma out 40 active outputs RANK 17 NODE 27 --> 32.044331 sigma out 40 active outputs RANK 18 NODE 22 --> 31.304312 sigma out 40 active outputs RANK 19 NODE 19 --> 29.622871 sigma out 40 active outputs RANK 20 NODE 18 --> 29.440155 sigma out 40 active outputs RANK 21 NODE 30 --> 28.812052 sigma out 40 active outputs RANK 22 NODE 25 --> 28.033146 sigma out 40 active outputs RANK 23 NODE 24 --> 27.860641 sigma out 40 active outputs RANK 24 NODE 23 --> 25.411911 sigma out 40 active outputs RANK 25 NODE 28 --> 25.070150 sigma out 40 active outputs RANK 26 NODE 13 --> 24.791771 sigma out 40 active outputs RANK 27 NODE 29 --> 22.957760 sigma out 40 active outputs RANK 28 NODE 34 --> 22.057663 sigma out 40 active outputs RANK 29 NODE 35 --> 21.233902 sigma out 40 active outputs RANK 30 NODE 26 --> 19.981430 sigma out 40 active outputs RANK 31 NODE 40 --> 18.547184 sigma out 40 active outputs RANK 32 NODE 31 --> 17.159018 sigma out 40 active outputs RANK 33 NODE 37 --> 16.592783 sigma out 40 active outputs RANK 34 NODE 32 --> 16.581596 sigma out 40 active outputs RANK 35 NODE 33 --> 15.912359 sigma out 40 active outputs RANK 36 NODE 15 --> 15.292651 sigma out 39 active outputs RANK 37 NODE 36 --> 15.292202 sigma out 40 active outputs RANK 38 NODE 38 --> 14.366726 sigma out 40 active outputs RANK 39 NODE 14 --> 8.9922695 sigma out 40 active outputs RANK 40 NODE 39 --> 7.8232646 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 186.20724 sigma in 40 act. ( 115.33655 sig out 1 act.) RANK 2 NODE 15 --> 118.59161 sigma in 40 act. ( 76.708771 sig out 1 act.) RANK 3 NODE 27 --> 116.58869 sigma in 40 act. ( 71.690720 sig out 1 act.) RANK 4 NODE 13 --> 114.37073 sigma in 40 act. ( 83.839012 sig out 1 act.) RANK 5 NODE 28 --> 109.48293 sigma in 40 act. ( 68.959946 sig out 1 act.) RANK 6 NODE 25 --> 100.91082 sigma in 40 act. ( 67.406143 sig out 1 act.) RANK 7 NODE 23 --> 90.251144 sigma in 40 act. ( 62.853027 sig out 1 act.) RANK 8 NODE 24 --> 81.196915 sigma in 40 act. ( 64.851921 sig out 1 act.) RANK 9 NODE 30 --> 62.194973 sigma in 40 act. ( 44.198948 sig out 1 act.) RANK 10 NODE 2 --> 59.276493 sigma in 40 act. ( 46.408813 sig out 1 act.) RANK 11 NODE 34 --> 57.272839 sigma in 40 act. ( 43.787575 sig out 1 act.) RANK 12 NODE 20 --> 56.381851 sigma in 40 act. ( 46.235775 sig out 1 act.) RANK 13 NODE 18 --> 53.988918 sigma in 40 act. ( 39.840401 sig out 1 act.) RANK 14 NODE 16 --> 53.204250 sigma in 40 act. ( 49.147854 sig out 1 act.) RANK 15 NODE 21 --> 45.811302 sigma in 40 act. ( 25.562403 sig out 1 act.) RANK 16 NODE 8 --> 42.381962 sigma in 40 act. ( 35.649490 sig out 1 act.) RANK 17 NODE 31 --> 39.777603 sigma in 40 act. ( 30.462950 sig out 1 act.) RANK 18 NODE 39 --> 38.470417 sigma in 40 act. ( 32.770905 sig out 1 act.) RANK 19 NODE 19 --> 36.502510 sigma in 40 act. ( 38.481655 sig out 1 act.) RANK 20 NODE 10 --> 35.924160 sigma in 40 act. ( 35.156036 sig out 1 act.) RANK 21 NODE 40 --> 33.463924 sigma in 40 act. ( 40.612869 sig out 1 act.) RANK 22 NODE 33 --> 31.344139 sigma in 40 act. ( 38.511803 sig out 1 act.) RANK 23 NODE 38 --> 28.333727 sigma in 39 act. ( 23.440508 sig out 1 act.) RANK 24 NODE 35 --> 25.982779 sigma in 40 act. ( 21.196075 sig out 1 act.) RANK 25 NODE 11 --> 24.184065 sigma in 40 act. ( 19.387093 sig out 1 act.) RANK 26 NODE 3 --> 21.776178 sigma in 40 act. ( 21.925800 sig out 1 act.) RANK 27 NODE 7 --> 21.560186 sigma in 40 act. ( 13.511382 sig out 1 act.) RANK 28 NODE 12 --> 20.721504 sigma in 40 act. ( 24.106878 sig out 1 act.) RANK 29 NODE 5 --> 19.156630 sigma in 40 act. ( 23.012774 sig out 1 act.) RANK 30 NODE 17 --> 16.338108 sigma in 40 act. ( 21.676067 sig out 1 act.) RANK 31 NODE 22 --> 15.008453 sigma in 40 act. ( 10.082085 sig out 1 act.) RANK 32 NODE 14 --> 14.861897 sigma in 40 act. ( 11.591331 sig out 1 act.) RANK 33 NODE 26 --> 13.990914 sigma in 40 act. ( 12.061245 sig out 1 act.) RANK 34 NODE 29 --> 12.371443 sigma in 40 act. ( 9.0411844 sig out 1 act.) RANK 35 NODE 1 --> 10.844407 sigma in 40 act. ( 7.3263750 sig out 1 act.) RANK 36 NODE 6 --> 9.7931738 sigma in 40 act. ( 9.3715973 sig out 1 act.) RANK 37 NODE 9 --> 7.6409988 sigma in 40 act. ( 5.3146644 sig out 1 act.) RANK 38 NODE 37 --> 5.8051858 sigma in 40 act. ( 0.86441636 sig out 1 act.) RANK 39 NODE 36 --> 5.5347505 sigma in 40 act. ( 0.54225039 sig out 1 act.) RANK 40 NODE 4 --> 5.3032422 sigma in 40 act. ( 1.5401330 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 115.33655 sigma out 1 act.( 186.20724 sig in 40 act.) RANK 2 NODE 13 --> 83.839012 sigma out 1 act.( 114.37073 sig in 40 act.) RANK 3 NODE 15 --> 76.708771 sigma out 1 act.( 118.59161 sig in 40 act.) RANK 4 NODE 27 --> 71.690720 sigma out 1 act.( 116.58869 sig in 40 act.) RANK 5 NODE 28 --> 68.959946 sigma out 1 act.( 109.48293 sig in 40 act.) RANK 6 NODE 25 --> 67.406143 sigma out 1 act.( 100.91082 sig in 40 act.) RANK 7 NODE 24 --> 64.851921 sigma out 1 act.( 81.196915 sig in 40 act.) RANK 8 NODE 23 --> 62.853027 sigma out 1 act.( 90.251144 sig in 40 act.) RANK 9 NODE 16 --> 49.147854 sigma out 1 act.( 53.204250 sig in 40 act.) RANK 10 NODE 2 --> 46.408813 sigma out 1 act.( 59.276493 sig in 40 act.) RANK 11 NODE 20 --> 46.235775 sigma out 1 act.( 56.381851 sig in 40 act.) RANK 12 NODE 30 --> 44.198948 sigma out 1 act.( 62.194973 sig in 40 act.) RANK 13 NODE 34 --> 43.787575 sigma out 1 act.( 57.272839 sig in 40 act.) RANK 14 NODE 40 --> 40.612869 sigma out 1 act.( 33.463924 sig in 40 act.) RANK 15 NODE 18 --> 39.840401 sigma out 1 act.( 53.988918 sig in 40 act.) RANK 16 NODE 33 --> 38.511803 sigma out 1 act.( 31.344139 sig in 40 act.) RANK 17 NODE 19 --> 38.481655 sigma out 1 act.( 36.502510 sig in 40 act.) RANK 18 NODE 8 --> 35.649490 sigma out 1 act.( 42.381962 sig in 40 act.) RANK 19 NODE 10 --> 35.156036 sigma out 1 act.( 35.924160 sig in 40 act.) RANK 20 NODE 39 --> 32.770905 sigma out 1 act.( 38.470417 sig in 40 act.) RANK 21 NODE 31 --> 30.462950 sigma out 1 act.( 39.777603 sig in 40 act.) RANK 22 NODE 21 --> 25.562403 sigma out 1 act.( 45.811302 sig in 40 act.) RANK 23 NODE 12 --> 24.106878 sigma out 1 act.( 20.721504 sig in 40 act.) RANK 24 NODE 38 --> 23.440508 sigma out 1 act.( 28.333727 sig in 39 act.) RANK 25 NODE 5 --> 23.012774 sigma out 1 act.( 19.156630 sig in 40 act.) RANK 26 NODE 3 --> 21.925800 sigma out 1 act.( 21.776178 sig in 40 act.) RANK 27 NODE 17 --> 21.676067 sigma out 1 act.( 16.338108 sig in 40 act.) RANK 28 NODE 35 --> 21.196075 sigma out 1 act.( 25.982779 sig in 40 act.) RANK 29 NODE 11 --> 19.387093 sigma out 1 act.( 24.184065 sig in 40 act.) RANK 30 NODE 7 --> 13.511382 sigma out 1 act.( 21.560186 sig in 40 act.) RANK 31 NODE 26 --> 12.061245 sigma out 1 act.( 13.990914 sig in 40 act.) RANK 32 NODE 14 --> 11.591331 sigma out 1 act.( 14.861897 sig in 40 act.) RANK 33 NODE 22 --> 10.082085 sigma out 1 act.( 15.008453 sig in 40 act.) RANK 34 NODE 6 --> 9.3715973 sigma out 1 act.( 9.7931738 sig in 40 act.) RANK 35 NODE 29 --> 9.0411844 sigma out 1 act.( 12.371443 sig in 40 act.) RANK 36 NODE 1 --> 7.3263750 sigma out 1 act.( 10.844407 sig in 40 act.) RANK 37 NODE 9 --> 5.3146644 sigma out 1 act.( 7.6409988 sig in 40 act.) RANK 38 NODE 4 --> 1.5401330 sigma out 1 act.( 5.3032422 sig in 40 act.) RANK 39 NODE 37 --> 0.86441636 sigma out 1 act.( 5.8051858 sig in 40 act.) RANK 40 NODE 36 --> 0.54225039 sigma out 1 act.( 5.5347505 sig in 40 act.) RANK 1 NODE 1 --> 273.87274 sigma in 40 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.60777873 *** contribution from regularisation: 2.06728326E-03 *** contribution from error: -0.60984600 *** contribution from DIAG: 1.21157129E-04 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.60779113 *** contribution from regularisation: 2.06941110E-03 *** contribution from error: -0.60986054 *** contribution from DIAG: 1.20895078E-04 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.60781199 *** contribution from regularisation: 2.06281291E-03 *** contribution from error: -0.60987478 *** contribution from DIAG: 1.21254321E-04 *********************************************** --------------------------------------------------- Iteration : 53 kill weight from layer 1 knot 35 to knot 5 kill weight from layer 1 knot 15 to knot 26 *********************************************** *** Learn Path 53 *** loss function: -0.60782051 *** contribution from regularisation: 2.06831167E-03 *** contribution from error: -0.60988885 *** contribution from DIAG: 1.20896475E-04 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.60783947 *** contribution from regularisation: 2.06314470E-03 *** contribution from error: -0.60990262 *** contribution from DIAG: 1.20608944E-04 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.60784876 *** contribution from regularisation: 2.06721295E-03 *** contribution from error: -0.60991597 *** contribution from DIAG: 1.20837285E-04 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.60786545 *** contribution from regularisation: 2.06360267E-03 *** contribution from error: -0.60992908 *** contribution from DIAG: 1.20204080E-04 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.60787284 *** contribution from regularisation: 2.06916733E-03 *** contribution from error: -0.60994202 *** contribution from DIAG: 1.20219411E-04 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.60789216 *** contribution from regularisation: 2.06225784E-03 *** contribution from error: -0.60995442 *** contribution from DIAG: 1.20370059E-04 *********************************************** --------------------------------------------------- Iteration : 59 kill weight from layer 1 knot 27 to knot 22 *********************************************** *** Learn Path 59 *** loss function: -0.60790759 *** contribution from regularisation: 2.05900311E-03 *** contribution from error: -0.60996658 *** contribution from DIAG: 1.20291268E-04 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 272.35953 sigma out 40 active outputs RANK 2 NODE 6 --> 142.39917 sigma out 40 active outputs RANK 3 NODE 2 --> 83.855896 sigma out 40 active outputs RANK 4 NODE 3 --> 80.087471 sigma out 40 active outputs RANK 5 NODE 4 --> 63.219757 sigma out 40 active outputs RANK 6 NODE 5 --> 60.562019 sigma out 40 active outputs RANK 7 NODE 10 --> 58.997414 sigma out 40 active outputs RANK 8 NODE 7 --> 56.446819 sigma out 40 active outputs RANK 9 NODE 16 --> 52.701057 sigma out 40 active outputs RANK 10 NODE 8 --> 49.512310 sigma out 40 active outputs RANK 11 NODE 20 --> 46.230118 sigma out 40 active outputs RANK 12 NODE 11 --> 45.013218 sigma out 40 active outputs RANK 13 NODE 12 --> 42.330536 sigma out 40 active outputs RANK 14 NODE 17 --> 40.568329 sigma out 40 active outputs RANK 15 NODE 21 --> 35.432182 sigma out 40 active outputs RANK 16 NODE 9 --> 32.718216 sigma out 40 active outputs RANK 17 NODE 27 --> 31.880360 sigma out 39 active outputs RANK 18 NODE 22 --> 31.363747 sigma out 40 active outputs RANK 19 NODE 18 --> 29.748013 sigma out 40 active outputs RANK 20 NODE 19 --> 29.616312 sigma out 40 active outputs RANK 21 NODE 30 --> 28.853155 sigma out 40 active outputs RANK 22 NODE 24 --> 27.962730 sigma out 40 active outputs RANK 23 NODE 25 --> 27.961798 sigma out 40 active outputs RANK 24 NODE 23 --> 25.264372 sigma out 40 active outputs RANK 25 NODE 13 --> 24.920145 sigma out 40 active outputs RANK 26 NODE 28 --> 24.737490 sigma out 40 active outputs RANK 27 NODE 29 --> 22.749699 sigma out 40 active outputs RANK 28 NODE 34 --> 21.919594 sigma out 40 active outputs RANK 29 NODE 35 --> 20.830269 sigma out 39 active outputs RANK 30 NODE 26 --> 19.890234 sigma out 40 active outputs RANK 31 NODE 40 --> 18.687866 sigma out 40 active outputs RANK 32 NODE 31 --> 17.223036 sigma out 40 active outputs RANK 33 NODE 37 --> 16.602390 sigma out 40 active outputs RANK 34 NODE 32 --> 16.118938 sigma out 40 active outputs RANK 35 NODE 33 --> 16.114529 sigma out 40 active outputs RANK 36 NODE 36 --> 15.318596 sigma out 40 active outputs RANK 37 NODE 15 --> 15.013905 sigma out 38 active outputs RANK 38 NODE 38 --> 14.692446 sigma out 40 active outputs RANK 39 NODE 14 --> 8.4736118 sigma out 40 active outputs RANK 40 NODE 39 --> 7.6910238 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 186.43016 sigma in 40 act. ( 116.20636 sig out 1 act.) RANK 2 NODE 15 --> 118.62897 sigma in 40 act. ( 76.620880 sig out 1 act.) RANK 3 NODE 27 --> 116.82141 sigma in 40 act. ( 71.857567 sig out 1 act.) RANK 4 NODE 13 --> 114.58730 sigma in 40 act. ( 83.769897 sig out 1 act.) RANK 5 NODE 28 --> 109.47000 sigma in 40 act. ( 69.525352 sig out 1 act.) RANK 6 NODE 25 --> 100.73718 sigma in 40 act. ( 68.500694 sig out 1 act.) RANK 7 NODE 23 --> 90.532486 sigma in 40 act. ( 63.423481 sig out 1 act.) RANK 8 NODE 24 --> 81.442474 sigma in 40 act. ( 65.334435 sig out 1 act.) RANK 9 NODE 30 --> 62.244213 sigma in 40 act. ( 44.273857 sig out 1 act.) RANK 10 NODE 2 --> 59.326370 sigma in 40 act. ( 46.428684 sig out 1 act.) RANK 11 NODE 34 --> 57.272923 sigma in 40 act. ( 43.842945 sig out 1 act.) RANK 12 NODE 20 --> 56.545200 sigma in 40 act. ( 46.271954 sig out 1 act.) RANK 13 NODE 18 --> 54.761318 sigma in 40 act. ( 40.778721 sig out 1 act.) RANK 14 NODE 16 --> 53.299042 sigma in 40 act. ( 49.079315 sig out 1 act.) RANK 15 NODE 21 --> 45.752842 sigma in 40 act. ( 25.749363 sig out 1 act.) RANK 16 NODE 8 --> 43.059204 sigma in 40 act. ( 35.949734 sig out 1 act.) RANK 17 NODE 31 --> 40.933136 sigma in 40 act. ( 31.703493 sig out 1 act.) RANK 18 NODE 39 --> 38.375679 sigma in 40 act. ( 32.955643 sig out 1 act.) RANK 19 NODE 19 --> 37.890335 sigma in 40 act. ( 39.957314 sig out 1 act.) RANK 20 NODE 10 --> 36.008171 sigma in 40 act. ( 35.288906 sig out 1 act.) RANK 21 NODE 40 --> 33.557426 sigma in 40 act. ( 41.150642 sig out 1 act.) RANK 22 NODE 33 --> 31.498585 sigma in 40 act. ( 38.954929 sig out 1 act.) RANK 23 NODE 38 --> 28.369843 sigma in 39 act. ( 23.463377 sig out 1 act.) RANK 24 NODE 35 --> 25.885101 sigma in 40 act. ( 21.524881 sig out 1 act.) RANK 25 NODE 11 --> 24.224298 sigma in 40 act. ( 19.245123 sig out 1 act.) RANK 26 NODE 3 --> 21.839575 sigma in 40 act. ( 22.294666 sig out 1 act.) RANK 27 NODE 7 --> 21.517349 sigma in 40 act. ( 13.477174 sig out 1 act.) RANK 28 NODE 12 --> 20.903009 sigma in 40 act. ( 24.299307 sig out 1 act.) RANK 29 NODE 5 --> 20.003212 sigma in 39 act. ( 24.214001 sig out 1 act.) RANK 30 NODE 17 --> 16.524055 sigma in 40 act. ( 22.105198 sig out 1 act.) RANK 31 NODE 22 --> 15.126282 sigma in 39 act. ( 10.188439 sig out 1 act.) RANK 32 NODE 14 --> 14.836077 sigma in 40 act. ( 11.716269 sig out 1 act.) RANK 33 NODE 26 --> 14.232840 sigma in 39 act. ( 12.587059 sig out 1 act.) RANK 34 NODE 29 --> 12.308573 sigma in 40 act. ( 9.0172701 sig out 1 act.) RANK 35 NODE 1 --> 10.757959 sigma in 40 act. ( 7.4636555 sig out 1 act.) RANK 36 NODE 6 --> 9.7452774 sigma in 40 act. ( 9.5921297 sig out 1 act.) RANK 37 NODE 9 --> 7.6246777 sigma in 40 act. ( 5.5860491 sig out 1 act.) RANK 38 NODE 37 --> 5.6221313 sigma in 40 act. ( 0.89508104 sig out 1 act.) RANK 39 NODE 36 --> 5.3753247 sigma in 40 act. ( 0.55100203 sig out 1 act.) RANK 40 NODE 4 --> 5.1835847 sigma in 40 act. ( 1.5952009 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 116.20636 sigma out 1 act.( 186.43016 sig in 40 act.) RANK 2 NODE 13 --> 83.769897 sigma out 1 act.( 114.58730 sig in 40 act.) RANK 3 NODE 15 --> 76.620880 sigma out 1 act.( 118.62897 sig in 40 act.) RANK 4 NODE 27 --> 71.857567 sigma out 1 act.( 116.82141 sig in 40 act.) RANK 5 NODE 28 --> 69.525352 sigma out 1 act.( 109.47000 sig in 40 act.) RANK 6 NODE 25 --> 68.500694 sigma out 1 act.( 100.73718 sig in 40 act.) RANK 7 NODE 24 --> 65.334435 sigma out 1 act.( 81.442474 sig in 40 act.) RANK 8 NODE 23 --> 63.423481 sigma out 1 act.( 90.532486 sig in 40 act.) RANK 9 NODE 16 --> 49.079315 sigma out 1 act.( 53.299042 sig in 40 act.) RANK 10 NODE 2 --> 46.428684 sigma out 1 act.( 59.326370 sig in 40 act.) RANK 11 NODE 20 --> 46.271954 sigma out 1 act.( 56.545200 sig in 40 act.) RANK 12 NODE 30 --> 44.273857 sigma out 1 act.( 62.244213 sig in 40 act.) RANK 13 NODE 34 --> 43.842945 sigma out 1 act.( 57.272923 sig in 40 act.) RANK 14 NODE 40 --> 41.150642 sigma out 1 act.( 33.557426 sig in 40 act.) RANK 15 NODE 18 --> 40.778721 sigma out 1 act.( 54.761318 sig in 40 act.) RANK 16 NODE 19 --> 39.957314 sigma out 1 act.( 37.890335 sig in 40 act.) RANK 17 NODE 33 --> 38.954929 sigma out 1 act.( 31.498585 sig in 40 act.) RANK 18 NODE 8 --> 35.949734 sigma out 1 act.( 43.059204 sig in 40 act.) RANK 19 NODE 10 --> 35.288906 sigma out 1 act.( 36.008171 sig in 40 act.) RANK 20 NODE 39 --> 32.955643 sigma out 1 act.( 38.375679 sig in 40 act.) RANK 21 NODE 31 --> 31.703493 sigma out 1 act.( 40.933136 sig in 40 act.) RANK 22 NODE 21 --> 25.749363 sigma out 1 act.( 45.752842 sig in 40 act.) RANK 23 NODE 12 --> 24.299307 sigma out 1 act.( 20.903009 sig in 40 act.) RANK 24 NODE 5 --> 24.214001 sigma out 1 act.( 20.003212 sig in 39 act.) RANK 25 NODE 38 --> 23.463377 sigma out 1 act.( 28.369843 sig in 39 act.) RANK 26 NODE 3 --> 22.294666 sigma out 1 act.( 21.839575 sig in 40 act.) RANK 27 NODE 17 --> 22.105198 sigma out 1 act.( 16.524055 sig in 40 act.) RANK 28 NODE 35 --> 21.524881 sigma out 1 act.( 25.885101 sig in 40 act.) RANK 29 NODE 11 --> 19.245123 sigma out 1 act.( 24.224298 sig in 40 act.) RANK 30 NODE 7 --> 13.477174 sigma out 1 act.( 21.517349 sig in 40 act.) RANK 31 NODE 26 --> 12.587059 sigma out 1 act.( 14.232840 sig in 39 act.) RANK 32 NODE 14 --> 11.716269 sigma out 1 act.( 14.836077 sig in 40 act.) RANK 33 NODE 22 --> 10.188439 sigma out 1 act.( 15.126282 sig in 39 act.) RANK 34 NODE 6 --> 9.5921297 sigma out 1 act.( 9.7452774 sig in 40 act.) RANK 35 NODE 29 --> 9.0172701 sigma out 1 act.( 12.308573 sig in 40 act.) RANK 36 NODE 1 --> 7.4636555 sigma out 1 act.( 10.757959 sig in 40 act.) RANK 37 NODE 9 --> 5.5860491 sigma out 1 act.( 7.6246777 sig in 40 act.) RANK 38 NODE 4 --> 1.5952009 sigma out 1 act.( 5.1835847 sig in 40 act.) RANK 39 NODE 37 --> 0.89508104 sigma out 1 act.( 5.6221313 sig in 40 act.) RANK 40 NODE 36 --> 0.55100203 sigma out 1 act.( 5.3753247 sig in 40 act.) RANK 1 NODE 1 --> 275.88892 sigma in 40 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.60791779 *** contribution from regularisation: 2.06086691E-03 *** contribution from error: -0.60997868 *** contribution from DIAG: 1.19434764E-04 *********************************************** --------------------------------------------------- Iteration : 61 kill weight from layer 1 knot 19 to knot 5 *********************************************** *** Learn Path 61 *** loss function: -0.60792267 *** contribution from regularisation: 2.06806930E-03 *** contribution from error: -0.60999072 *** contribution from DIAG: 1.18683078E-04 *********************************************** --------------------------------------------------- Iteration : 62 kill weight from layer 1 knot 11 to knot 18 *********************************************** *** Learn Path 62 *** loss function: -0.60793906 *** contribution from regularisation: 2.06388766E-03 *** contribution from error: -0.61000293 *** contribution from DIAG: 1.19320568E-04 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.60795081 *** contribution from regularisation: 2.06386833E-03 *** contribution from error: -0.61001468 *** contribution from DIAG: 1.19119810E-04 *********************************************** --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.60796237 *** contribution from regularisation: 2.06357939E-03 *** contribution from error: -0.61002594 *** contribution from DIAG: 1.18928896E-04 *********************************************** --------------------------------------------------- Iteration : 65 kill weight from layer 1 knot 37 to knot 9 kill weight from layer 1 knot 31 to knot 37 *********************************************** *** Learn Path 65 *** loss function: -0.60797244 *** contribution from regularisation: 2.06480152E-03 *** contribution from error: -0.61003727 *** contribution from DIAG: 1.18602788E-04 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.60798687 *** contribution from regularisation: 2.06130790E-03 *** contribution from error: -0.61004817 *** contribution from DIAG: 1.17849100E-04 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.60799992 *** contribution from regularisation: 2.05940241E-03 *** contribution from error: -0.61005932 *** contribution from DIAG: 1.17722710E-04 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.60800755 *** contribution from regularisation: 2.06280174E-03 *** contribution from error: -0.61007035 *** contribution from DIAG: 1.17646763E-04 *********************************************** --------------------------------------------------- Iteration : 69 kill weight from layer 1 knot 19 to knot 6 kill weight from layer 1 knot 27 to knot 21 *********************************************** *** Learn Path 69 *** loss function: -0.60801649 *** contribution from regularisation: 2.06469675E-03 *** contribution from error: -0.61008120 *** contribution from DIAG: 1.17622272E-04 *********************************************** --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 272.81799 sigma out 40 active outputs RANK 2 NODE 6 --> 142.75053 sigma out 40 active outputs RANK 3 NODE 2 --> 84.018501 sigma out 40 active outputs RANK 4 NODE 3 --> 80.471832 sigma out 40 active outputs RANK 5 NODE 4 --> 63.339813 sigma out 40 active outputs RANK 6 NODE 5 --> 61.189564 sigma out 40 active outputs RANK 7 NODE 10 --> 59.631012 sigma out 40 active outputs RANK 8 NODE 7 --> 57.498444 sigma out 40 active outputs RANK 9 NODE 16 --> 52.617023 sigma out 40 active outputs RANK 10 NODE 8 --> 49.409973 sigma out 40 active outputs RANK 11 NODE 20 --> 46.130680 sigma out 40 active outputs RANK 12 NODE 11 --> 44.839588 sigma out 39 active outputs RANK 13 NODE 12 --> 42.398121 sigma out 40 active outputs RANK 14 NODE 17 --> 40.667763 sigma out 40 active outputs RANK 15 NODE 21 --> 35.660648 sigma out 40 active outputs RANK 16 NODE 9 --> 33.376728 sigma out 40 active outputs RANK 17 NODE 27 --> 32.004192 sigma out 38 active outputs RANK 18 NODE 22 --> 31.564234 sigma out 40 active outputs RANK 19 NODE 18 --> 29.678171 sigma out 40 active outputs RANK 20 NODE 19 --> 29.665407 sigma out 38 active outputs RANK 21 NODE 30 --> 28.516191 sigma out 40 active outputs RANK 22 NODE 25 --> 27.906822 sigma out 40 active outputs RANK 23 NODE 24 --> 27.788580 sigma out 40 active outputs RANK 24 NODE 23 --> 25.336023 sigma out 40 active outputs RANK 25 NODE 13 --> 24.634666 sigma out 40 active outputs RANK 26 NODE 28 --> 24.621891 sigma out 40 active outputs RANK 27 NODE 29 --> 22.792402 sigma out 40 active outputs RANK 28 NODE 34 --> 22.004137 sigma out 40 active outputs RANK 29 NODE 35 --> 20.667892 sigma out 39 active outputs RANK 30 NODE 26 --> 19.893822 sigma out 40 active outputs RANK 31 NODE 40 --> 18.693346 sigma out 40 active outputs RANK 32 NODE 31 --> 17.126154 sigma out 39 active outputs RANK 33 NODE 37 --> 16.507315 sigma out 39 active outputs RANK 34 NODE 32 --> 16.287153 sigma out 40 active outputs RANK 35 NODE 33 --> 16.007736 sigma out 40 active outputs RANK 36 NODE 36 --> 15.197818 sigma out 40 active outputs RANK 37 NODE 38 --> 14.575548 sigma out 40 active outputs RANK 38 NODE 15 --> 14.146972 sigma out 38 active outputs RANK 39 NODE 14 --> 8.4419937 sigma out 40 active outputs RANK 40 NODE 39 --> 7.6513672 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 186.57414 sigma in 40 act. ( 116.73335 sig out 1 act.) RANK 2 NODE 15 --> 118.64143 sigma in 40 act. ( 76.782204 sig out 1 act.) RANK 3 NODE 27 --> 117.10536 sigma in 40 act. ( 71.876442 sig out 1 act.) RANK 4 NODE 13 --> 114.76243 sigma in 40 act. ( 83.990997 sig out 1 act.) RANK 5 NODE 28 --> 109.66168 sigma in 40 act. ( 69.613075 sig out 1 act.) RANK 6 NODE 25 --> 101.11218 sigma in 40 act. ( 68.363594 sig out 1 act.) RANK 7 NODE 23 --> 90.576332 sigma in 40 act. ( 63.244370 sig out 1 act.) RANK 8 NODE 24 --> 81.427864 sigma in 40 act. ( 65.876221 sig out 1 act.) RANK 9 NODE 30 --> 62.257336 sigma in 40 act. ( 44.133202 sig out 1 act.) RANK 10 NODE 2 --> 59.389076 sigma in 40 act. ( 46.385590 sig out 1 act.) RANK 11 NODE 34 --> 57.590508 sigma in 40 act. ( 43.846748 sig out 1 act.) RANK 12 NODE 20 --> 56.583900 sigma in 40 act. ( 46.337944 sig out 1 act.) RANK 13 NODE 18 --> 55.438049 sigma in 39 act. ( 41.571651 sig out 1 act.) RANK 14 NODE 16 --> 53.393074 sigma in 40 act. ( 49.274582 sig out 1 act.) RANK 15 NODE 21 --> 45.883598 sigma in 39 act. ( 25.671410 sig out 1 act.) RANK 16 NODE 8 --> 43.405838 sigma in 40 act. ( 36.906048 sig out 1 act.) RANK 17 NODE 31 --> 41.959770 sigma in 40 act. ( 32.520321 sig out 1 act.) RANK 18 NODE 19 --> 39.053608 sigma in 40 act. ( 41.153210 sig out 1 act.) RANK 19 NODE 39 --> 38.326542 sigma in 40 act. ( 33.191921 sig out 1 act.) RANK 20 NODE 10 --> 36.130501 sigma in 40 act. ( 35.346981 sig out 1 act.) RANK 21 NODE 40 --> 33.559803 sigma in 40 act. ( 41.652927 sig out 1 act.) RANK 22 NODE 33 --> 31.537315 sigma in 40 act. ( 39.448784 sig out 1 act.) RANK 23 NODE 38 --> 28.400936 sigma in 39 act. ( 23.628540 sig out 1 act.) RANK 24 NODE 35 --> 25.876947 sigma in 40 act. ( 21.706297 sig out 1 act.) RANK 25 NODE 11 --> 24.219776 sigma in 40 act. ( 19.285919 sig out 1 act.) RANK 26 NODE 3 --> 21.886433 sigma in 40 act. ( 22.747023 sig out 1 act.) RANK 27 NODE 7 --> 21.450504 sigma in 40 act. ( 13.419997 sig out 1 act.) RANK 28 NODE 12 --> 20.945280 sigma in 40 act. ( 24.503592 sig out 1 act.) RANK 29 NODE 5 --> 20.803101 sigma in 38 act. ( 25.203571 sig out 1 act.) RANK 30 NODE 17 --> 16.691143 sigma in 40 act. ( 22.563141 sig out 1 act.) RANK 31 NODE 22 --> 15.244826 sigma in 39 act. ( 10.387100 sig out 1 act.) RANK 32 NODE 14 --> 14.805101 sigma in 40 act. ( 11.757568 sig out 1 act.) RANK 33 NODE 26 --> 14.429632 sigma in 39 act. ( 13.007930 sig out 1 act.) RANK 34 NODE 29 --> 12.248323 sigma in 40 act. ( 8.9728212 sig out 1 act.) RANK 35 NODE 1 --> 10.712855 sigma in 40 act. ( 7.5298114 sig out 1 act.) RANK 36 NODE 6 --> 9.7294884 sigma in 39 act. ( 9.7657995 sig out 1 act.) RANK 37 NODE 9 --> 7.6559968 sigma in 39 act. ( 5.8232298 sig out 1 act.) RANK 38 NODE 37 --> 5.4840961 sigma in 39 act. ( 0.90566677 sig out 1 act.) RANK 39 NODE 36 --> 5.2453480 sigma in 40 act. ( 0.55614281 sig out 1 act.) RANK 40 NODE 4 --> 5.0963497 sigma in 40 act. ( 1.6220050 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 116.73335 sigma out 1 act.( 186.57414 sig in 40 act.) RANK 2 NODE 13 --> 83.990997 sigma out 1 act.( 114.76243 sig in 40 act.) RANK 3 NODE 15 --> 76.782204 sigma out 1 act.( 118.64143 sig in 40 act.) RANK 4 NODE 27 --> 71.876442 sigma out 1 act.( 117.10536 sig in 40 act.) RANK 5 NODE 28 --> 69.613075 sigma out 1 act.( 109.66168 sig in 40 act.) RANK 6 NODE 25 --> 68.363594 sigma out 1 act.( 101.11218 sig in 40 act.) RANK 7 NODE 24 --> 65.876221 sigma out 1 act.( 81.427864 sig in 40 act.) RANK 8 NODE 23 --> 63.244370 sigma out 1 act.( 90.576332 sig in 40 act.) RANK 9 NODE 16 --> 49.274582 sigma out 1 act.( 53.393074 sig in 40 act.) RANK 10 NODE 2 --> 46.385590 sigma out 1 act.( 59.389076 sig in 40 act.) RANK 11 NODE 20 --> 46.337944 sigma out 1 act.( 56.583900 sig in 40 act.) RANK 12 NODE 30 --> 44.133202 sigma out 1 act.( 62.257336 sig in 40 act.) RANK 13 NODE 34 --> 43.846748 sigma out 1 act.( 57.590508 sig in 40 act.) RANK 14 NODE 40 --> 41.652927 sigma out 1 act.( 33.559803 sig in 40 act.) RANK 15 NODE 18 --> 41.571651 sigma out 1 act.( 55.438049 sig in 39 act.) RANK 16 NODE 19 --> 41.153210 sigma out 1 act.( 39.053608 sig in 40 act.) RANK 17 NODE 33 --> 39.448784 sigma out 1 act.( 31.537315 sig in 40 act.) RANK 18 NODE 8 --> 36.906048 sigma out 1 act.( 43.405838 sig in 40 act.) RANK 19 NODE 10 --> 35.346981 sigma out 1 act.( 36.130501 sig in 40 act.) RANK 20 NODE 39 --> 33.191921 sigma out 1 act.( 38.326542 sig in 40 act.) RANK 21 NODE 31 --> 32.520321 sigma out 1 act.( 41.959770 sig in 40 act.) RANK 22 NODE 21 --> 25.671410 sigma out 1 act.( 45.883598 sig in 39 act.) RANK 23 NODE 5 --> 25.203571 sigma out 1 act.( 20.803101 sig in 38 act.) RANK 24 NODE 12 --> 24.503592 sigma out 1 act.( 20.945280 sig in 40 act.) RANK 25 NODE 38 --> 23.628540 sigma out 1 act.( 28.400936 sig in 39 act.) RANK 26 NODE 3 --> 22.747023 sigma out 1 act.( 21.886433 sig in 40 act.) RANK 27 NODE 17 --> 22.563141 sigma out 1 act.( 16.691143 sig in 40 act.) RANK 28 NODE 35 --> 21.706297 sigma out 1 act.( 25.876947 sig in 40 act.) RANK 29 NODE 11 --> 19.285919 sigma out 1 act.( 24.219776 sig in 40 act.) RANK 30 NODE 7 --> 13.419997 sigma out 1 act.( 21.450504 sig in 40 act.) RANK 31 NODE 26 --> 13.007930 sigma out 1 act.( 14.429632 sig in 39 act.) RANK 32 NODE 14 --> 11.757568 sigma out 1 act.( 14.805101 sig in 40 act.) RANK 33 NODE 22 --> 10.387100 sigma out 1 act.( 15.244826 sig in 39 act.) RANK 34 NODE 6 --> 9.7657995 sigma out 1 act.( 9.7294884 sig in 39 act.) RANK 35 NODE 29 --> 8.9728212 sigma out 1 act.( 12.248323 sig in 40 act.) RANK 36 NODE 1 --> 7.5298114 sigma out 1 act.( 10.712855 sig in 40 act.) RANK 37 NODE 9 --> 5.8232298 sigma out 1 act.( 7.6559968 sig in 39 act.) RANK 38 NODE 4 --> 1.6220050 sigma out 1 act.( 5.0963497 sig in 40 act.) RANK 39 NODE 37 --> 0.90566677 sigma out 1 act.( 5.4840961 sig in 39 act.) RANK 40 NODE 36 --> 0.55614281 sigma out 1 act.( 5.2453480 sig in 40 act.) RANK 1 NODE 1 --> 277.25632 sigma in 40 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.60803306 *** contribution from regularisation: 2.05864292E-03 *** contribution from error: -0.61009169 *** contribution from DIAG: 1.17393691E-04 *********************************************** --------------------------------------------------- Iteration : 71 kill weight from layer 1 knot 7 to knot 12 *********************************************** *** Learn Path 71 *** loss function: -0.60803896 *** contribution from regularisation: 2.06323154E-03 *** contribution from error: -0.61010218 *** contribution from DIAG: 1.17336778E-04 *********************************************** --------------------------------------------------- Iteration : 72 kill weight from layer 1 knot 32 to knot 22 *********************************************** *** Learn Path 72 *** loss function: -0.60805357 *** contribution from regularisation: 2.05887645E-03 *** contribution from error: -0.61011243 *** contribution from DIAG: 1.16921321E-04 *********************************************** --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.60806835 *** contribution from regularisation: 2.05430831E-03 *** contribution from error: -0.61012268 *** contribution from DIAG: 1.16738775E-04 *********************************************** --------------------------------------------------- Iteration : 74 kill weight from layer 1 knot 26 to knot 11 *********************************************** *** Learn Path 74 *** loss function: -0.60807896 *** contribution from regularisation: 2.05409317E-03 *** contribution from error: -0.61013305 *** contribution from DIAG: 1.16689298E-04 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.60808438 *** contribution from regularisation: 2.05873535E-03 *** contribution from error: -0.61014313 *** contribution from DIAG: 1.16806012E-04 *********************************************** --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.60809743 *** contribution from regularisation: 2.05563288E-03 *** contribution from error: -0.61015308 *** contribution from DIAG: 1.16741518E-04 *********************************************** --------------------------------------------------- Iteration : 77 kill weight from layer 1 knot 37 to knot 5 *********************************************** *** Learn Path 77 *** loss function: -0.60809988 *** contribution from regularisation: 2.06293934E-03 *** contribution from error: -0.61016279 *** contribution from DIAG: 1.16478215E-04 *********************************************** --------------------------------------------------- Iteration : 78 kill weight from layer 1 knot 35 to knot 1 kill weight from layer 1 knot 21 to knot 4 *********************************************** *** Learn Path 78 *** loss function: -0.60811424 *** contribution from regularisation: 2.05831137E-03 *** contribution from error: -0.61017257 *** contribution from DIAG: 1.16132935E-04 *********************************************** --------------------------------------------------- Iteration : 79 kill weight from layer 1 knot 38 to knot 4 *********************************************** *** Learn Path 79 *** loss function: -0.60812682 *** contribution from regularisation: 2.05579028E-03 *** contribution from error: -0.61018258 *** contribution from DIAG: 1.15937022E-04 *********************************************** --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 270.82080 sigma out 40 active outputs RANK 2 NODE 6 --> 141.72348 sigma out 40 active outputs RANK 3 NODE 2 --> 83.272095 sigma out 40 active outputs RANK 4 NODE 3 --> 79.895805 sigma out 40 active outputs RANK 5 NODE 4 --> 62.738750 sigma out 40 active outputs RANK 6 NODE 5 --> 61.857613 sigma out 40 active outputs RANK 7 NODE 10 --> 58.676617 sigma out 40 active outputs RANK 8 NODE 7 --> 57.229561 sigma out 39 active outputs RANK 9 NODE 16 --> 51.890087 sigma out 40 active outputs RANK 10 NODE 8 --> 49.632046 sigma out 40 active outputs RANK 11 NODE 20 --> 45.738495 sigma out 40 active outputs RANK 12 NODE 11 --> 44.323776 sigma out 39 active outputs RANK 13 NODE 12 --> 42.265095 sigma out 40 active outputs RANK 14 NODE 17 --> 40.465816 sigma out 40 active outputs RANK 15 NODE 21 --> 35.473011 sigma out 39 active outputs RANK 16 NODE 9 --> 32.440125 sigma out 40 active outputs RANK 17 NODE 27 --> 31.393295 sigma out 38 active outputs RANK 18 NODE 22 --> 30.948830 sigma out 40 active outputs RANK 19 NODE 18 --> 29.425543 sigma out 40 active outputs RANK 20 NODE 19 --> 29.387745 sigma out 38 active outputs RANK 21 NODE 30 --> 28.325745 sigma out 40 active outputs RANK 22 NODE 24 --> 27.621403 sigma out 40 active outputs RANK 23 NODE 25 --> 27.452589 sigma out 40 active outputs RANK 24 NODE 23 --> 25.115866 sigma out 40 active outputs RANK 25 NODE 13 --> 24.242720 sigma out 40 active outputs RANK 26 NODE 28 --> 23.960079 sigma out 40 active outputs RANK 27 NODE 29 --> 22.655724 sigma out 40 active outputs RANK 28 NODE 34 --> 21.895359 sigma out 40 active outputs RANK 29 NODE 35 --> 20.678919 sigma out 38 active outputs RANK 30 NODE 26 --> 19.730793 sigma out 39 active outputs RANK 31 NODE 40 --> 18.679445 sigma out 40 active outputs RANK 32 NODE 31 --> 16.804394 sigma out 39 active outputs RANK 33 NODE 37 --> 16.453779 sigma out 38 active outputs RANK 34 NODE 32 --> 16.302588 sigma out 39 active outputs RANK 35 NODE 33 --> 15.897527 sigma out 40 active outputs RANK 36 NODE 36 --> 15.149738 sigma out 40 active outputs RANK 37 NODE 15 --> 14.980809 sigma out 38 active outputs RANK 38 NODE 38 --> 14.605862 sigma out 39 active outputs RANK 39 NODE 14 --> 8.5243397 sigma out 40 active outputs RANK 40 NODE 39 --> 7.5575991 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 185.26337 sigma in 40 act. ( 115.03114 sig out 1 act.) RANK 2 NODE 15 --> 117.58170 sigma in 40 act. ( 75.871384 sig out 1 act.) RANK 3 NODE 27 --> 116.13367 sigma in 40 act. ( 71.391556 sig out 1 act.) RANK 4 NODE 13 --> 113.81142 sigma in 40 act. ( 83.353455 sig out 1 act.) RANK 5 NODE 28 --> 108.72530 sigma in 40 act. ( 68.991280 sig out 1 act.) RANK 6 NODE 25 --> 100.15580 sigma in 40 act. ( 67.982773 sig out 1 act.) RANK 7 NODE 23 --> 89.803909 sigma in 40 act. ( 62.925350 sig out 1 act.) RANK 8 NODE 24 --> 80.787636 sigma in 40 act. ( 65.177711 sig out 1 act.) RANK 9 NODE 30 --> 61.600960 sigma in 40 act. ( 44.023571 sig out 1 act.) RANK 10 NODE 2 --> 58.931496 sigma in 40 act. ( 45.699707 sig out 1 act.) RANK 11 NODE 34 --> 56.876728 sigma in 40 act. ( 43.685268 sig out 1 act.) RANK 12 NODE 20 --> 56.002148 sigma in 40 act. ( 46.156219 sig out 1 act.) RANK 13 NODE 18 --> 55.574986 sigma in 39 act. ( 42.085049 sig out 1 act.) RANK 14 NODE 16 --> 52.866428 sigma in 40 act. ( 48.643604 sig out 1 act.) RANK 15 NODE 21 --> 45.456848 sigma in 39 act. ( 25.540285 sig out 1 act.) RANK 16 NODE 8 --> 43.520771 sigma in 40 act. ( 36.652489 sig out 1 act.) RANK 17 NODE 31 --> 42.511646 sigma in 40 act. ( 33.212410 sig out 1 act.) RANK 18 NODE 19 --> 39.799850 sigma in 40 act. ( 41.812744 sig out 1 act.) RANK 19 NODE 39 --> 37.960014 sigma in 40 act. ( 32.685917 sig out 1 act.) RANK 20 NODE 10 --> 35.771389 sigma in 40 act. ( 35.365704 sig out 1 act.) RANK 21 NODE 40 --> 33.399410 sigma in 40 act. ( 41.421673 sig out 1 act.) RANK 22 NODE 33 --> 31.303162 sigma in 40 act. ( 39.224659 sig out 1 act.) RANK 23 NODE 38 --> 28.189735 sigma in 39 act. ( 23.343660 sig out 1 act.) RANK 24 NODE 35 --> 25.640125 sigma in 40 act. ( 21.542206 sig out 1 act.) RANK 25 NODE 11 --> 23.908869 sigma in 39 act. ( 19.166872 sig out 1 act.) RANK 26 NODE 3 --> 21.750662 sigma in 40 act. ( 22.739691 sig out 1 act.) RANK 27 NODE 5 --> 21.285347 sigma in 37 act. ( 25.876265 sig out 1 act.) RANK 28 NODE 7 --> 21.193531 sigma in 40 act. ( 13.367136 sig out 1 act.) RANK 29 NODE 12 --> 20.859562 sigma in 39 act. ( 24.359638 sig out 1 act.) RANK 30 NODE 17 --> 16.773922 sigma in 40 act. ( 22.613363 sig out 1 act.) RANK 31 NODE 22 --> 15.195706 sigma in 38 act. ( 10.491939 sig out 1 act.) RANK 32 NODE 14 --> 14.655837 sigma in 40 act. ( 11.698746 sig out 1 act.) RANK 33 NODE 26 --> 14.554459 sigma in 39 act. ( 13.364742 sig out 1 act.) RANK 34 NODE 29 --> 12.130979 sigma in 40 act. ( 8.7903976 sig out 1 act.) RANK 35 NODE 1 --> 10.599447 sigma in 39 act. ( 7.5529237 sig out 1 act.) RANK 36 NODE 6 --> 9.6641960 sigma in 39 act. ( 9.8008204 sig out 1 act.) RANK 37 NODE 9 --> 7.6678834 sigma in 39 act. ( 6.0351138 sig out 1 act.) RANK 38 NODE 37 --> 5.3547759 sigma in 39 act. ( 0.91757494 sig out 1 act.) RANK 39 NODE 36 --> 5.1231718 sigma in 40 act. ( 0.56498021 sig out 1 act.) RANK 40 NODE 4 --> 5.0044513 sigma in 38 act. ( 1.6426997 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 115.03114 sigma out 1 act.( 185.26337 sig in 40 act.) RANK 2 NODE 13 --> 83.353455 sigma out 1 act.( 113.81142 sig in 40 act.) RANK 3 NODE 15 --> 75.871384 sigma out 1 act.( 117.58170 sig in 40 act.) RANK 4 NODE 27 --> 71.391556 sigma out 1 act.( 116.13367 sig in 40 act.) RANK 5 NODE 28 --> 68.991280 sigma out 1 act.( 108.72530 sig in 40 act.) RANK 6 NODE 25 --> 67.982773 sigma out 1 act.( 100.15580 sig in 40 act.) RANK 7 NODE 24 --> 65.177711 sigma out 1 act.( 80.787636 sig in 40 act.) RANK 8 NODE 23 --> 62.925350 sigma out 1 act.( 89.803909 sig in 40 act.) RANK 9 NODE 16 --> 48.643604 sigma out 1 act.( 52.866428 sig in 40 act.) RANK 10 NODE 20 --> 46.156219 sigma out 1 act.( 56.002148 sig in 40 act.) RANK 11 NODE 2 --> 45.699707 sigma out 1 act.( 58.931496 sig in 40 act.) RANK 12 NODE 30 --> 44.023571 sigma out 1 act.( 61.600960 sig in 40 act.) RANK 13 NODE 34 --> 43.685268 sigma out 1 act.( 56.876728 sig in 40 act.) RANK 14 NODE 18 --> 42.085049 sigma out 1 act.( 55.574986 sig in 39 act.) RANK 15 NODE 19 --> 41.812744 sigma out 1 act.( 39.799850 sig in 40 act.) RANK 16 NODE 40 --> 41.421673 sigma out 1 act.( 33.399410 sig in 40 act.) RANK 17 NODE 33 --> 39.224659 sigma out 1 act.( 31.303162 sig in 40 act.) RANK 18 NODE 8 --> 36.652489 sigma out 1 act.( 43.520771 sig in 40 act.) RANK 19 NODE 10 --> 35.365704 sigma out 1 act.( 35.771389 sig in 40 act.) RANK 20 NODE 31 --> 33.212410 sigma out 1 act.( 42.511646 sig in 40 act.) RANK 21 NODE 39 --> 32.685917 sigma out 1 act.( 37.960014 sig in 40 act.) RANK 22 NODE 5 --> 25.876265 sigma out 1 act.( 21.285347 sig in 37 act.) RANK 23 NODE 21 --> 25.540285 sigma out 1 act.( 45.456848 sig in 39 act.) RANK 24 NODE 12 --> 24.359638 sigma out 1 act.( 20.859562 sig in 39 act.) RANK 25 NODE 38 --> 23.343660 sigma out 1 act.( 28.189735 sig in 39 act.) RANK 26 NODE 3 --> 22.739691 sigma out 1 act.( 21.750662 sig in 40 act.) RANK 27 NODE 17 --> 22.613363 sigma out 1 act.( 16.773922 sig in 40 act.) RANK 28 NODE 35 --> 21.542206 sigma out 1 act.( 25.640125 sig in 40 act.) RANK 29 NODE 11 --> 19.166872 sigma out 1 act.( 23.908869 sig in 39 act.) RANK 30 NODE 7 --> 13.367136 sigma out 1 act.( 21.193531 sig in 40 act.) RANK 31 NODE 26 --> 13.364742 sigma out 1 act.( 14.554459 sig in 39 act.) RANK 32 NODE 14 --> 11.698746 sigma out 1 act.( 14.655837 sig in 40 act.) RANK 33 NODE 22 --> 10.491939 sigma out 1 act.( 15.195706 sig in 38 act.) RANK 34 NODE 6 --> 9.8008204 sigma out 1 act.( 9.6641960 sig in 39 act.) RANK 35 NODE 29 --> 8.7903976 sigma out 1 act.( 12.130979 sig in 40 act.) RANK 36 NODE 1 --> 7.5529237 sigma out 1 act.( 10.599447 sig in 39 act.) RANK 37 NODE 9 --> 6.0351138 sigma out 1 act.( 7.6678834 sig in 39 act.) RANK 38 NODE 4 --> 1.6426997 sigma out 1 act.( 5.0044513 sig in 38 act.) RANK 39 NODE 37 --> 0.91757494 sigma out 1 act.( 5.3547759 sig in 39 act.) RANK 40 NODE 36 --> 0.56498021 sigma out 1 act.( 5.1231718 sig in 40 act.) RANK 1 NODE 1 --> 275.29669 sigma in 40 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.60813791 *** contribution from regularisation: 2.05493835E-03 *** contribution from error: -0.61019284 *** contribution from DIAG: 1.15855408E-04 *********************************************** --------------------------------------------------- Iteration : 81 kill weight from layer 1 knot 26 to knot 28 *********************************************** *** Learn Path 81 *** loss function: -0.60814553 *** contribution from regularisation: 2.05700565E-03 *** contribution from error: -0.61020255 *** contribution from DIAG: 1.15667870E-04 *********************************************** --------------------------------------------------- Iteration : 82 kill weight from layer 1 knot 38 to knot 19 kill weight from layer 1 knot 14 to knot 29 kill weight from layer 1 knot 30 to knot 37 *********************************************** *** Learn Path 82 *** loss function: -0.60815132 *** contribution from regularisation: 2.06060451E-03 *** contribution from error: -0.61021191 *** contribution from DIAG: 1.15647243E-04 *********************************************** --------------------------------------------------- Iteration : 83 *********************************************** *** Learn Path 83 *** loss function: -0.60817301 *** contribution from regularisation: 2.04801303E-03 *** contribution from error: -0.61022103 *** contribution from DIAG: 1.15860894E-04 *********************************************** --------------------------------------------------- Iteration : 84 kill weight from layer 1 knot 5 to knot 6 *********************************************** *** Learn Path 84 *** loss function: -0.60816818 *** contribution from regularisation: 2.06210418E-03 *** contribution from error: -0.61023027 *** contribution from DIAG: 1.15511968E-04 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 19 to knot 2 kill weight from layer 1 knot 31 to knot 2 kill weight from layer 1 knot 21 to knot 28 kill weight from layer 1 knot 23 to knot 37 *********************************************** *** Learn Path 85 *** loss function: -0.60818541 *** contribution from regularisation: 2.05417816E-03 *** contribution from error: -0.61023957 *** contribution from DIAG: 1.15837960E-04 *********************************************** --------------------------------------------------- Iteration : 86 kill weight from layer 1 knot 33 to knot 36 *********************************************** *** Learn Path 86 *** loss function: -0.60819376 *** contribution from regularisation: 2.05498515E-03 *** contribution from error: -0.61024874 *** contribution from DIAG: 1.15254516E-04 *********************************************** --------------------------------------------------- Iteration : 87 kill weight from layer 1 knot 25 to knot 37 *********************************************** *** Learn Path 87 *** loss function: -0.60821623 *** contribution from regularisation: 2.04182114E-03 *** contribution from error: -0.61025804 *** contribution from DIAG: 1.15169314E-04 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 24 to knot 9 kill weight from layer 1 knot 40 to knot 37 *********************************************** *** Learn Path 88 *** loss function: -0.60821384 *** contribution from regularisation: 2.05320981E-03 *** contribution from error: -0.61026704 *** contribution from DIAG: 1.14814990E-04 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 23 to knot 1 *********************************************** *** Learn Path 89 *** loss function: -0.60823286 *** contribution from regularisation: 2.04305002E-03 *** contribution from error: -0.61027592 *** contribution from DIAG: 1.14233051E-04 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 27 to knot 14 kill weight from layer 1 knot 15 to knot 22 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 272.63986 sigma out 40 active outputs RANK 2 NODE 6 --> 142.87625 sigma out 40 active outputs RANK 3 NODE 2 --> 84.293976 sigma out 40 active outputs RANK 4 NODE 3 --> 80.738060 sigma out 40 active outputs RANK 5 NODE 4 --> 63.647381 sigma out 40 active outputs RANK 6 NODE 5 --> 62.792652 sigma out 39 active outputs RANK 7 NODE 10 --> 59.567322 sigma out 40 active outputs RANK 8 NODE 7 --> 57.994057 sigma out 39 active outputs RANK 9 NODE 16 --> 52.369858 sigma out 40 active outputs RANK 10 NODE 8 --> 50.325916 sigma out 40 active outputs RANK 11 NODE 20 --> 45.800575 sigma out 40 active outputs RANK 12 NODE 11 --> 44.381927 sigma out 39 active outputs RANK 13 NODE 12 --> 42.507572 sigma out 40 active outputs RANK 14 NODE 17 --> 40.901512 sigma out 40 active outputs RANK 15 NODE 21 --> 35.570045 sigma out 38 active outputs RANK 16 NODE 9 --> 33.420109 sigma out 40 active outputs RANK 17 NODE 27 --> 31.698425 sigma out 37 active outputs RANK 18 NODE 22 --> 31.279919 sigma out 40 active outputs RANK 19 NODE 19 --> 29.583916 sigma out 37 active outputs RANK 20 NODE 18 --> 29.345057 sigma out 40 active outputs RANK 21 NODE 30 --> 28.425802 sigma out 39 active outputs RANK 22 NODE 24 --> 27.585711 sigma out 39 active outputs RANK 23 NODE 25 --> 27.478365 sigma out 39 active outputs RANK 24 NODE 23 --> 24.830280 sigma out 38 active outputs RANK 25 NODE 28 --> 24.478592 sigma out 40 active outputs RANK 26 NODE 13 --> 24.380491 sigma out 40 active outputs RANK 27 NODE 29 --> 22.597452 sigma out 40 active outputs RANK 28 NODE 34 --> 21.900705 sigma out 40 active outputs RANK 29 NODE 35 --> 20.525536 sigma out 38 active outputs RANK 30 NODE 26 --> 19.607862 sigma out 38 active outputs RANK 31 NODE 40 --> 19.023912 sigma out 39 active outputs RANK 32 NODE 31 --> 16.856133 sigma out 38 active outputs RANK 33 NODE 37 --> 16.518131 sigma out 38 active outputs RANK 34 NODE 32 --> 16.290956 sigma out 39 active outputs RANK 35 NODE 33 --> 15.584175 sigma out 39 active outputs RANK 36 NODE 36 --> 15.274756 sigma out 40 active outputs RANK 37 NODE 38 --> 14.682984 sigma out 38 active outputs RANK 38 NODE 15 --> 14.545891 sigma out 37 active outputs RANK 39 NODE 14 --> 8.4657278 sigma out 39 active outputs RANK 40 NODE 39 --> 7.7318835 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 186.61185 sigma in 40 act. ( 115.74923 sig out 1 act.) RANK 2 NODE 15 --> 118.19438 sigma in 40 act. ( 76.496651 sig out 1 act.) RANK 3 NODE 27 --> 117.03294 sigma in 40 act. ( 71.909378 sig out 1 act.) RANK 4 NODE 13 --> 114.96078 sigma in 40 act. ( 83.708244 sig out 1 act.) RANK 5 NODE 28 --> 109.44828 sigma in 38 act. ( 69.538918 sig out 1 act.) RANK 6 NODE 25 --> 100.77055 sigma in 40 act. ( 68.912514 sig out 1 act.) RANK 7 NODE 23 --> 90.405739 sigma in 40 act. ( 63.104683 sig out 1 act.) RANK 8 NODE 24 --> 81.343124 sigma in 40 act. ( 65.905083 sig out 1 act.) RANK 9 NODE 30 --> 61.972458 sigma in 40 act. ( 44.310951 sig out 1 act.) RANK 10 NODE 2 --> 59.312275 sigma in 38 act. ( 46.013653 sig out 1 act.) RANK 11 NODE 34 --> 57.399887 sigma in 40 act. ( 44.007332 sig out 1 act.) RANK 12 NODE 18 --> 56.574123 sigma in 39 act. ( 42.898167 sig out 1 act.) RANK 13 NODE 20 --> 56.313541 sigma in 40 act. ( 46.457382 sig out 1 act.) RANK 14 NODE 16 --> 53.338776 sigma in 40 act. ( 49.133099 sig out 1 act.) RANK 15 NODE 21 --> 45.762730 sigma in 39 act. ( 25.782686 sig out 1 act.) RANK 16 NODE 8 --> 44.216904 sigma in 40 act. ( 37.329750 sig out 1 act.) RANK 17 NODE 31 --> 43.715847 sigma in 40 act. ( 34.132050 sig out 1 act.) RANK 18 NODE 19 --> 40.520348 sigma in 39 act. ( 43.238548 sig out 1 act.) RANK 19 NODE 39 --> 38.230606 sigma in 40 act. ( 32.826591 sig out 1 act.) RANK 20 NODE 10 --> 36.042881 sigma in 40 act. ( 35.760277 sig out 1 act.) RANK 21 NODE 40 --> 33.643711 sigma in 40 act. ( 41.981583 sig out 1 act.) RANK 22 NODE 33 --> 31.571049 sigma in 40 act. ( 39.757164 sig out 1 act.) RANK 23 NODE 38 --> 28.402889 sigma in 39 act. ( 23.515802 sig out 1 act.) RANK 24 NODE 35 --> 25.782936 sigma in 40 act. ( 21.815315 sig out 1 act.) RANK 25 NODE 11 --> 24.182705 sigma in 39 act. ( 19.239305 sig out 1 act.) RANK 26 NODE 3 --> 21.939243 sigma in 40 act. ( 23.147394 sig out 1 act.) RANK 27 NODE 5 --> 21.776587 sigma in 37 act. ( 26.982731 sig out 1 act.) RANK 28 NODE 7 --> 21.281879 sigma in 40 act. ( 13.420321 sig out 1 act.) RANK 29 NODE 12 --> 21.054501 sigma in 39 act. ( 24.651810 sig out 1 act.) RANK 30 NODE 17 --> 16.926647 sigma in 40 act. ( 23.085768 sig out 1 act.) RANK 31 NODE 22 --> 15.383354 sigma in 37 act. ( 10.618114 sig out 1 act.) RANK 32 NODE 26 --> 14.800760 sigma in 39 act. ( 13.930057 sig out 1 act.) RANK 33 NODE 14 --> 14.712473 sigma in 39 act. ( 11.855248 sig out 1 act.) RANK 34 NODE 29 --> 12.135622 sigma in 39 act. ( 8.8473148 sig out 1 act.) RANK 35 NODE 1 --> 10.622602 sigma in 38 act. ( 7.6905165 sig out 1 act.) RANK 36 NODE 6 --> 9.6734943 sigma in 38 act. ( 10.004590 sig out 1 act.) RANK 37 NODE 9 --> 7.7450500 sigma in 38 act. ( 6.3602843 sig out 1 act.) RANK 38 NODE 37 --> 5.2500243 sigma in 35 act. ( 0.94008154 sig out 1 act.) RANK 39 NODE 36 --> 5.0145116 sigma in 39 act. ( 0.57518768 sig out 1 act.) RANK 40 NODE 4 --> 4.9326344 sigma in 38 act. ( 1.7021242 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 115.74923 sigma out 1 act.( 186.61185 sig in 40 act.) RANK 2 NODE 13 --> 83.708244 sigma out 1 act.( 114.96078 sig in 40 act.) RANK 3 NODE 15 --> 76.496651 sigma out 1 act.( 118.19438 sig in 40 act.) RANK 4 NODE 27 --> 71.909378 sigma out 1 act.( 117.03294 sig in 40 act.) RANK 5 NODE 28 --> 69.538918 sigma out 1 act.( 109.44828 sig in 38 act.) RANK 6 NODE 25 --> 68.912514 sigma out 1 act.( 100.77055 sig in 40 act.) RANK 7 NODE 24 --> 65.905083 sigma out 1 act.( 81.343124 sig in 40 act.) RANK 8 NODE 23 --> 63.104683 sigma out 1 act.( 90.405739 sig in 40 act.) RANK 9 NODE 16 --> 49.133099 sigma out 1 act.( 53.338776 sig in 40 act.) RANK 10 NODE 20 --> 46.457382 sigma out 1 act.( 56.313541 sig in 40 act.) RANK 11 NODE 2 --> 46.013653 sigma out 1 act.( 59.312275 sig in 38 act.) RANK 12 NODE 30 --> 44.310951 sigma out 1 act.( 61.972458 sig in 40 act.) RANK 13 NODE 34 --> 44.007332 sigma out 1 act.( 57.399887 sig in 40 act.) RANK 14 NODE 19 --> 43.238548 sigma out 1 act.( 40.520348 sig in 39 act.) RANK 15 NODE 18 --> 42.898167 sigma out 1 act.( 56.574123 sig in 39 act.) RANK 16 NODE 40 --> 41.981583 sigma out 1 act.( 33.643711 sig in 40 act.) RANK 17 NODE 33 --> 39.757164 sigma out 1 act.( 31.571049 sig in 40 act.) RANK 18 NODE 8 --> 37.329750 sigma out 1 act.( 44.216904 sig in 40 act.) RANK 19 NODE 10 --> 35.760277 sigma out 1 act.( 36.042881 sig in 40 act.) RANK 20 NODE 31 --> 34.132050 sigma out 1 act.( 43.715847 sig in 40 act.) RANK 21 NODE 39 --> 32.826591 sigma out 1 act.( 38.230606 sig in 40 act.) RANK 22 NODE 5 --> 26.982731 sigma out 1 act.( 21.776587 sig in 37 act.) RANK 23 NODE 21 --> 25.782686 sigma out 1 act.( 45.762730 sig in 39 act.) RANK 24 NODE 12 --> 24.651810 sigma out 1 act.( 21.054501 sig in 39 act.) RANK 25 NODE 38 --> 23.515802 sigma out 1 act.( 28.402889 sig in 39 act.) RANK 26 NODE 3 --> 23.147394 sigma out 1 act.( 21.939243 sig in 40 act.) RANK 27 NODE 17 --> 23.085768 sigma out 1 act.( 16.926647 sig in 40 act.) RANK 28 NODE 35 --> 21.815315 sigma out 1 act.( 25.782936 sig in 40 act.) RANK 29 NODE 11 --> 19.239305 sigma out 1 act.( 24.182705 sig in 39 act.) RANK 30 NODE 26 --> 13.930057 sigma out 1 act.( 14.800760 sig in 39 act.) RANK 31 NODE 7 --> 13.420321 sigma out 1 act.( 21.281879 sig in 40 act.) RANK 32 NODE 14 --> 11.855248 sigma out 1 act.( 14.712473 sig in 39 act.) RANK 33 NODE 22 --> 10.618114 sigma out 1 act.( 15.383354 sig in 37 act.) RANK 34 NODE 6 --> 10.004590 sigma out 1 act.( 9.6734943 sig in 38 act.) RANK 35 NODE 29 --> 8.8473148 sigma out 1 act.( 12.135622 sig in 39 act.) RANK 36 NODE 1 --> 7.6905165 sigma out 1 act.( 10.622602 sig in 38 act.) RANK 37 NODE 9 --> 6.3602843 sigma out 1 act.( 7.7450500 sig in 38 act.) RANK 38 NODE 4 --> 1.7021242 sigma out 1 act.( 4.9326344 sig in 38 act.) RANK 39 NODE 37 --> 0.94008154 sigma out 1 act.( 5.2500243 sig in 35 act.) RANK 40 NODE 36 --> 0.57518768 sigma out 1 act.( 5.0145116 sig in 39 act.) RANK 1 NODE 1 --> 277.98074 sigma in 40 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.60823083 *** contribution from regularisation: 2.05399492E-03 *** contribution from error: -0.61028481 *** contribution from DIAG: 1.14173141E-04 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 38 to knot 6 kill weight from layer 1 knot 31 to knot 31 *********************************************** *** Learn Path 91 *** loss function: -0.60824305 *** contribution from regularisation: 2.05038115E-03 *** contribution from error: -0.61029345 *** contribution from DIAG: 1.14015085E-04 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 29 to knot 4 kill weight from layer 1 knot 13 to knot 6 kill weight from layer 1 knot 5 to knot 36 kill weight from layer 1 knot 30 to knot 36 *********************************************** *** Learn Path 92 *** loss function: -0.60825324 *** contribution from regularisation: 2.04900722E-03 *** contribution from error: -0.61030227 *** contribution from DIAG: 1.14096707E-04 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 30 to knot 5 kill weight from layer 1 knot 29 to knot 7 *********************************************** *** Learn Path 93 *** loss function: -0.60826439 *** contribution from regularisation: 2.04658066E-03 *** contribution from error: -0.61031097 *** contribution from DIAG: 1.14284063E-04 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 18 to knot 1 kill weight from layer 1 knot 22 to knot 4 kill weight from layer 1 knot 28 to knot 4 kill weight from layer 1 knot 4 to knot 17 kill weight from layer 1 knot 14 to knot 26 kill weight from layer 1 knot 29 to knot 37 *********************************************** *** Learn Path 94 *** loss function: -0.60827613 *** contribution from regularisation: 2.04364443E-03 *** contribution from error: -0.61031979 *** contribution from DIAG: 1.14008639E-04 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 7 to knot 4 kill weight from layer 1 knot 27 to knot 5 kill weight from layer 1 knot 33 to knot 6 kill weight from layer 1 knot 10 to knot 8 kill weight from layer 1 knot 21 to knot 9 kill weight from layer 1 knot 22 to knot 9 kill weight from layer 1 knot 5 to knot 12 kill weight from layer 1 knot 22 to knot 21 kill weight from layer 1 knot 7 to knot 26 *********************************************** *** Learn Path 95 *** loss function: -0.60827553 *** contribution from regularisation: 2.05286080E-03 *** contribution from error: -0.61032838 *** contribution from DIAG: 1.14221111E-04 *********************************************** --------------------------------------------------- Iteration : 96 kill weight from layer 1 knot 40 to knot 1 kill weight from layer 1 knot 14 to knot 7 *********************************************** *** Learn Path 96 *** loss function: -0.60830349 *** contribution from regularisation: 2.03376031E-03 *** contribution from error: -0.61033726 *** contribution from DIAG: 1.14268914E-04 *********************************************** --------------------------------------------------- Iteration : 97 kill weight from layer 1 knot 25 to knot 36 *********************************************** *** Learn Path 97 *** loss function: -0.60831183 *** contribution from regularisation: 2.03389581E-03 *** contribution from error: -0.61034572 *** contribution from DIAG: 1.13743517E-04 *********************************************** --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.60831410 *** contribution from regularisation: 2.03999341E-03 *** contribution from error: -0.61035407 *** contribution from DIAG: 1.13493581E-04 *********************************************** --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.60832930 *** contribution from regularisation: 2.03315844E-03 *** contribution from error: -0.61036247 *** contribution from DIAG: 1.13404545E-04 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 271.30963 sigma out 40 active outputs RANK 2 NODE 6 --> 141.93456 sigma out 40 active outputs RANK 3 NODE 2 --> 83.917023 sigma out 40 active outputs RANK 4 NODE 3 --> 80.214249 sigma out 40 active outputs RANK 5 NODE 5 --> 62.971443 sigma out 37 active outputs RANK 6 NODE 4 --> 62.953918 sigma out 39 active outputs RANK 7 NODE 10 --> 59.204521 sigma out 39 active outputs RANK 8 NODE 7 --> 57.963524 sigma out 37 active outputs RANK 9 NODE 16 --> 52.629311 sigma out 40 active outputs RANK 10 NODE 8 --> 50.026066 sigma out 40 active outputs RANK 11 NODE 20 --> 46.123543 sigma out 40 active outputs RANK 12 NODE 11 --> 44.246868 sigma out 39 active outputs RANK 13 NODE 12 --> 42.612206 sigma out 40 active outputs RANK 14 NODE 17 --> 40.228611 sigma out 40 active outputs RANK 15 NODE 21 --> 35.560238 sigma out 37 active outputs RANK 16 NODE 9 --> 32.956921 sigma out 40 active outputs RANK 17 NODE 27 --> 31.325947 sigma out 36 active outputs RANK 18 NODE 22 --> 31.101328 sigma out 37 active outputs RANK 19 NODE 18 --> 29.532431 sigma out 39 active outputs RANK 20 NODE 19 --> 29.327414 sigma out 37 active outputs RANK 21 NODE 30 --> 28.431770 sigma out 37 active outputs RANK 22 NODE 24 --> 27.470358 sigma out 39 active outputs RANK 23 NODE 25 --> 27.464424 sigma out 38 active outputs RANK 24 NODE 23 --> 24.762629 sigma out 38 active outputs RANK 25 NODE 13 --> 24.584620 sigma out 39 active outputs RANK 26 NODE 28 --> 24.073355 sigma out 39 active outputs RANK 27 NODE 29 --> 22.712650 sigma out 37 active outputs RANK 28 NODE 34 --> 21.849947 sigma out 40 active outputs RANK 29 NODE 35 --> 20.542542 sigma out 38 active outputs RANK 30 NODE 26 --> 19.568243 sigma out 38 active outputs RANK 31 NODE 40 --> 19.012936 sigma out 38 active outputs RANK 32 NODE 31 --> 16.739136 sigma out 37 active outputs RANK 33 NODE 37 --> 16.338453 sigma out 38 active outputs RANK 34 NODE 32 --> 16.284744 sigma out 39 active outputs RANK 35 NODE 33 --> 15.755187 sigma out 38 active outputs RANK 36 NODE 36 --> 15.231001 sigma out 40 active outputs RANK 37 NODE 38 --> 14.682158 sigma out 37 active outputs RANK 38 NODE 15 --> 13.649021 sigma out 37 active outputs RANK 39 NODE 14 --> 7.7794743 sigma out 37 active outputs RANK 40 NODE 39 --> 7.7022848 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 32 --> 185.74174 sigma in 40 act. ( 115.13006 sig out 1 act.) RANK 2 NODE 15 --> 117.49874 sigma in 40 act. ( 76.045219 sig out 1 act.) RANK 3 NODE 27 --> 116.51402 sigma in 40 act. ( 71.314888 sig out 1 act.) RANK 4 NODE 13 --> 113.80638 sigma in 40 act. ( 83.632835 sig out 1 act.) RANK 5 NODE 28 --> 108.87807 sigma in 38 act. ( 68.901787 sig out 1 act.) RANK 6 NODE 25 --> 100.34177 sigma in 40 act. ( 68.422737 sig out 1 act.) RANK 7 NODE 23 --> 89.937447 sigma in 40 act. ( 63.028698 sig out 1 act.) RANK 8 NODE 24 --> 80.899460 sigma in 40 act. ( 65.726364 sig out 1 act.) RANK 9 NODE 30 --> 61.639996 sigma in 40 act. ( 43.826725 sig out 1 act.) RANK 10 NODE 2 --> 58.959957 sigma in 38 act. ( 45.999374 sig out 1 act.) RANK 11 NODE 34 --> 57.039551 sigma in 40 act. ( 43.785114 sig out 1 act.) RANK 12 NODE 18 --> 56.695286 sigma in 39 act. ( 43.322258 sig out 1 act.) RANK 13 NODE 20 --> 56.120922 sigma in 40 act. ( 46.025684 sig out 1 act.) RANK 14 NODE 16 --> 53.018406 sigma in 40 act. ( 48.971848 sig out 1 act.) RANK 15 NODE 21 --> 45.439575 sigma in 38 act. ( 25.713163 sig out 1 act.) RANK 16 NODE 8 --> 44.341331 sigma in 39 act. ( 37.468063 sig out 1 act.) RANK 17 NODE 31 --> 44.172123 sigma in 39 act. ( 34.599033 sig out 1 act.) RANK 18 NODE 19 --> 41.120525 sigma in 39 act. ( 43.710960 sig out 1 act.) RANK 19 NODE 39 --> 37.958286 sigma in 40 act. ( 32.763653 sig out 1 act.) RANK 20 NODE 10 --> 35.825222 sigma in 40 act. ( 35.732487 sig out 1 act.) RANK 21 NODE 40 --> 33.597214 sigma in 40 act. ( 41.807705 sig out 1 act.) RANK 22 NODE 33 --> 31.400291 sigma in 40 act. ( 39.777088 sig out 1 act.) RANK 23 NODE 38 --> 28.212280 sigma in 39 act. ( 23.472286 sig out 1 act.) RANK 24 NODE 35 --> 25.665176 sigma in 40 act. ( 21.655090 sig out 1 act.) RANK 25 NODE 11 --> 23.999407 sigma in 39 act. ( 19.201206 sig out 1 act.) RANK 26 NODE 5 --> 22.204443 sigma in 35 act. ( 27.468571 sig out 1 act.) RANK 27 NODE 3 --> 21.865906 sigma in 40 act. ( 23.164721 sig out 1 act.) RANK 28 NODE 7 --> 21.136919 sigma in 38 act. ( 13.329430 sig out 1 act.) RANK 29 NODE 12 --> 20.984049 sigma in 38 act. ( 24.625114 sig out 1 act.) RANK 30 NODE 17 --> 16.971401 sigma in 39 act. ( 23.188780 sig out 1 act.) RANK 31 NODE 22 --> 15.355965 sigma in 37 act. ( 10.718051 sig out 1 act.) RANK 32 NODE 26 --> 14.945406 sigma in 37 act. ( 14.222476 sig out 1 act.) RANK 33 NODE 14 --> 14.593699 sigma in 39 act. ( 11.853822 sig out 1 act.) RANK 34 NODE 29 --> 12.017417 sigma in 39 act. ( 8.7947016 sig out 1 act.) RANK 35 NODE 1 --> 10.502353 sigma in 36 act. ( 7.7027011 sig out 1 act.) RANK 36 NODE 6 --> 9.5934181 sigma in 35 act. ( 10.018819 sig out 1 act.) RANK 37 NODE 9 --> 7.7772822 sigma in 36 act. ( 6.5865130 sig out 1 act.) RANK 38 NODE 37 --> 5.1347823 sigma in 34 act. ( 0.94392598 sig out 1 act.) RANK 39 NODE 36 --> 4.8847313 sigma in 36 act. ( 0.56784648 sig out 1 act.) RANK 40 NODE 4 --> 4.8538532 sigma in 34 act. ( 1.7354248 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 115.13006 sigma out 1 act.( 185.74174 sig in 40 act.) RANK 2 NODE 13 --> 83.632835 sigma out 1 act.( 113.80638 sig in 40 act.) RANK 3 NODE 15 --> 76.045219 sigma out 1 act.( 117.49874 sig in 40 act.) RANK 4 NODE 27 --> 71.314888 sigma out 1 act.( 116.51402 sig in 40 act.) RANK 5 NODE 28 --> 68.901787 sigma out 1 act.( 108.87807 sig in 38 act.) RANK 6 NODE 25 --> 68.422737 sigma out 1 act.( 100.34177 sig in 40 act.) RANK 7 NODE 24 --> 65.726364 sigma out 1 act.( 80.899460 sig in 40 act.) RANK 8 NODE 23 --> 63.028698 sigma out 1 act.( 89.937447 sig in 40 act.) RANK 9 NODE 16 --> 48.971848 sigma out 1 act.( 53.018406 sig in 40 act.) RANK 10 NODE 20 --> 46.025684 sigma out 1 act.( 56.120922 sig in 40 act.) RANK 11 NODE 2 --> 45.999374 sigma out 1 act.( 58.959957 sig in 38 act.) RANK 12 NODE 30 --> 43.826725 sigma out 1 act.( 61.639996 sig in 40 act.) RANK 13 NODE 34 --> 43.785114 sigma out 1 act.( 57.039551 sig in 40 act.) RANK 14 NODE 19 --> 43.710960 sigma out 1 act.( 41.120525 sig in 39 act.) RANK 15 NODE 18 --> 43.322258 sigma out 1 act.( 56.695286 sig in 39 act.) RANK 16 NODE 40 --> 41.807705 sigma out 1 act.( 33.597214 sig in 40 act.) RANK 17 NODE 33 --> 39.777088 sigma out 1 act.( 31.400291 sig in 40 act.) RANK 18 NODE 8 --> 37.468063 sigma out 1 act.( 44.341331 sig in 39 act.) RANK 19 NODE 10 --> 35.732487 sigma out 1 act.( 35.825222 sig in 40 act.) RANK 20 NODE 31 --> 34.599033 sigma out 1 act.( 44.172123 sig in 39 act.) RANK 21 NODE 39 --> 32.763653 sigma out 1 act.( 37.958286 sig in 40 act.) RANK 22 NODE 5 --> 27.468571 sigma out 1 act.( 22.204443 sig in 35 act.) RANK 23 NODE 21 --> 25.713163 sigma out 1 act.( 45.439575 sig in 38 act.) RANK 24 NODE 12 --> 24.625114 sigma out 1 act.( 20.984049 sig in 38 act.) RANK 25 NODE 38 --> 23.472286 sigma out 1 act.( 28.212280 sig in 39 act.) RANK 26 NODE 17 --> 23.188780 sigma out 1 act.( 16.971401 sig in 39 act.) RANK 27 NODE 3 --> 23.164721 sigma out 1 act.( 21.865906 sig in 40 act.) RANK 28 NODE 35 --> 21.655090 sigma out 1 act.( 25.665176 sig in 40 act.) RANK 29 NODE 11 --> 19.201206 sigma out 1 act.( 23.999407 sig in 39 act.) RANK 30 NODE 26 --> 14.222476 sigma out 1 act.( 14.945406 sig in 37 act.) RANK 31 NODE 7 --> 13.329430 sigma out 1 act.( 21.136919 sig in 38 act.) RANK 32 NODE 14 --> 11.853822 sigma out 1 act.( 14.593699 sig in 39 act.) RANK 33 NODE 22 --> 10.718051 sigma out 1 act.( 15.355965 sig in 37 act.) RANK 34 NODE 6 --> 10.018819 sigma out 1 act.( 9.5934181 sig in 35 act.) RANK 35 NODE 29 --> 8.7947016 sigma out 1 act.( 12.017417 sig in 39 act.) RANK 36 NODE 1 --> 7.7027011 sigma out 1 act.( 10.502353 sig in 36 act.) RANK 37 NODE 9 --> 6.5865130 sigma out 1 act.( 7.7772822 sig in 36 act.) RANK 38 NODE 4 --> 1.7354248 sigma out 1 act.( 4.8538532 sig in 34 act.) RANK 39 NODE 37 --> 0.94392598 sigma out 1 act.( 5.1347823 sig in 34 act.) RANK 40 NODE 36 --> 0.56784648 sigma out 1 act.( 4.8847313 sig in 36 act.) RANK 1 NODE 1 --> 277.09924 sigma in 40 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.60833579 *** contribution from regularisation: 2.03488488E-03 *** contribution from error: -0.61037070 *** contribution from DIAG: 1.12925583E-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/Proton/Downstream/GlobalPID_Proton_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/Proton/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/Proton/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/Proton/Downstream/NB.txt Training Host = lxplus436.cern.ch Particle type = proton 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_Proton_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