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/Muon/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/Muon/Downstream/GlobalPID_Muon_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/Muon/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/Muon/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/Muon/Downstream/NB.txt Training Host = lxplus436.cern.ch Particle type = muon Background types = all Training Mix = NaturalMix Track type = Downstream Track PresSel = TrackPreSelIsMuon 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_Muon_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres 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 32 nodes, hidden layer has 37 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: 32 Your number of nodes in the hidden layer is: 37 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 RichAboveMuThres PreproFlag 18 Input 16 RichAboveKaThres PreproFlag 18 Input 17 RichDLLe PreproFlag 34 Input 18 RichDLLmu PreproFlag 34 Input 19 RichDLLk PreproFlag 34 Input 20 RichDLLp PreproFlag 34 Input 21 RichDLLbt PreproFlag 34 Input 22 MuonBkgLL PreproFlag 34 Input 23 MuonMuLL PreproFlag 34 Input 24 MuonNShared PreproFlag 19 Input 25 InAccEcal PreproFlag 19 Input 26 EcalPIDe PreproFlag 34 Input 27 EcalPIDmu PreproFlag 34 Input 28 InAccHcal PreproFlag 19 Input 29 HcalPIDe PreproFlag 34 Input 30 HcalPIDmu PreproFlag 34 Input 31 InAccPrs PreproFlag 19 Input 32 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. = 0.91429% Selected 45865 tracks for input to NN training ghost percentage = 68.3201% electron percentage = 6.13976% muon percentage = 7.50681% pion percentage = 14.5405% kaon percentage = 1.86853% proton percentage = 1.62215% Unknown Particle type 3312 percentage = 0.00218031% 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= 45865 NB_MAXNODE = 150 ----------------------------------- preprocessing flags/parameters: individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 3 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 4 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 5 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 6 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 7 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 8 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 9 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 10 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 11 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 12 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 13 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 14 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 15 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 16 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 17 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 18 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 19 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 20 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 21 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 22 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 23 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 24 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 25 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 26 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 27 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 28 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 29 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 30 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 31 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 32 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 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: 7.5068130 % ------------------------------ 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 8.0000000 31.000000 38.000000 42.000000 45.000000 48.500000 51.000000 54.000000 56.000000 58.000000 60.000000 62.000000 63.000000 65.000000 67.000000 69.000000 70.000000 72.000000 73.000000 75.000000 76.000000 77.000000 79.000000 80.000000 82.000000 83.000000 84.000000 86.000000 87.000000 88.000000 89.000000 90.000000 92.000000 93.000000 94.000000 95.000000 97.000000 98.000000 99.000000 100.000000 101.00000 103.00000 104.00000 105.00000 106.00000 108.00000 109.00000 110.00000 111.00000 112.00000 114.00000 115.00000 116.00000 117.00000 119.00000 120.00000 121.00000 123.00000 124.00000 125.00000 126.00000 128.00000 129.00000 131.00000 132.00000 133.00000 135.00000 136.00000 138.00000 139.00000 141.00000 143.00000 145.00000 146.00000 148.00000 150.00000 152.00000 154.00000 156.00000 158.00000 160.00000 162.00000 165.00000 168.00000 170.00000 173.00000 176.00000 179.00000 182.00000 185.00000 188.00000 192.00000 196.00000 201.00000 206.00000 213.00000 222.00000 236.00000 256.00000 297.00000 407.00000 build map for variable # 2 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 263.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 270.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 271.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 272.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 273.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 274.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 276.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 277.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 283.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 284.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 286.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 287.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 288.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 289.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 290.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 291.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 292.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 300.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 302.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 308.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 309.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 310.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 341.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 354.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 355.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 356.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 358.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 360.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 370.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 371.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 375.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 383.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 386.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 407.00000 Unregularised mean is returned ------------------------------ Transdef: Tab for variable 3 2847.9199 3030.1499 3077.7400 3125.4600 3171.6948 3217.4500 3261.0249 3303.4250 3345.7400 3381.2251 3422.8101 3463.0750 3504.0000 3541.7549 3576.8601 3613.1401 3650.1799 3685.5752 3720.8301 3757.0400 3794.8149 3834.6948 3871.6201 3909.1748 3947.9648 3987.5752 4025.7051 4065.2949 4103.1396 4143.7251 4182.7549 4220.9648 4262.0449 4303.9648 4347.0850 4390.8101 4431.0547 4475.2451 4515.4302 4558.0049 4599.2998 4643.7051 4691.1748 4733.7100 4781.4951 4826.0249 4870.1050 4916.4854 4965.6050 5018.2852 5068.3701 5115.6948 5165.9053 5225.8701 5281.1152 5340.7051 5400.7451 5458.1250 5514.7246 5582.2803 5644.1504 5707.7002 5768.9004 5836.9297 5914.5601 5986.9600 6069.9199 6156.9399 6247.2549 6342.1797 6445.1802 6548.6851 6651.5352 6751.4551 6865.7251 6989.4004 7108.9502 7240.9751 7378.1499 7515.0649 7647.2002 7805.1104 7987.2998 8167.5000 8354.1699 8561.5850 8775.4648 9026.0059 9281.9102 9566.5049 9871.0195 10285.105 10800.350 11373.245 12073.905 13120.000 14556.586 16349.141 19259.039 26336.490 363552.50 do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 3.8694143 52.120544 64.445328 71.879959 78.955032 85.045898 89.980804 95.064148 100.07272 104.40498 108.80849 113.46155 118.17851 122.24683 126.77699 130.81284 134.94589 139.08130 143.08328 147.41589 151.54306 155.87659 160.06070 164.19318 168.14603 172.12914 176.04153 180.00900 184.63663 188.34064 192.10135 196.56203 200.79318 205.03973 209.44241 213.47795 217.82935 222.28061 226.46158 230.52747 235.31335 239.99197 244.44472 249.09845 254.02026 258.95306 263.93524 269.15198 275.01886 279.96750 284.89719 290.35867 295.59509 301.44156 307.04248 312.03821 318.03006 324.15823 330.44928 336.84094 343.11118 349.56818 356.31055 364.47931 372.40094 380.01794 388.08276 396.19489 404.48425 413.39276 422.96857 432.85165 442.55951 452.57300 463.56012 475.71088 488.45377 500.51068 514.44336 529.55371 546.04437 561.92603 579.47119 596.04346 614.42401 634.19934 655.91266 681.06085 706.29352 731.76202 759.06775 790.49084 824.64801 865.57648 913.22925 975.19867 1047.1106 1158.9153 1362.0724 1808.6855 49255.418 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 4.38259058E-02 0.42593670 0.50136447 0.55128014 0.58815342 0.62166631 0.65203428 0.68101740 0.70595241 0.72928423 0.75078571 0.77151448 0.79219234 0.81260002 0.83129668 0.84868008 0.86709720 0.88537514 0.90239090 0.91936225 0.93644392 0.95392382 0.97112072 0.98783779 1.0042537 1.0202663 1.0365206 1.0540494 1.0705358 1.0854225 1.1018232 1.1174076 1.1336139 1.1505723 1.1684291 1.1856289 1.2030346 1.2201910 1.2375157 1.2542597 1.2711399 1.2887684 1.3072183 1.3241932 1.3411341 1.3583232 1.3762869 1.3940418 1.4120036 1.4318631 1.4490314 1.4681342 1.4870794 1.5063312 1.5244181 1.5444428 1.5644062 1.5825101 1.6034313 1.6251581 1.6485994 1.6722442 1.6966027 1.7187543 1.7412138 1.7642267 1.7886798 1.8130494 1.8365550 1.8623890 1.8866529 1.9134848 1.9393327 1.9651101 1.9912970 2.0176930 2.0465021 2.0760272 2.1042917 2.1354556 2.1675162 2.1995993 2.2325640 2.2670224 2.2993412 2.3367143 2.3697200 2.4056048 2.4464335 2.4848957 2.5257750 2.5668817 2.6062090 2.6496408 2.6994092 2.7456021 2.7943721 2.8439226 2.8952336 2.9483232 2.9995899 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 4.0000000 6.0000000 7.0000000 8.0000000 9.0000000 9.0000000 10.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 11.000000 12.000000 13.000000 14.000000 14.000000 15.000000 15.000000 15.000000 15.000000 16.000000 16.000000 16.000000 16.000000 16.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 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 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 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 21.000000 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 26.000000 build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -85.854523 -40.527416 -30.700214 -26.502802 -24.269537 -22.517227 -21.241589 -20.226295 -19.408924 -18.662987 -18.055206 -17.450340 -16.937881 -16.450220 -16.039772 -15.636007 -15.235746 -14.866086 -14.530084 -14.211112 -13.884766 -13.586368 -13.305367 -13.010578 -12.736590 -12.472733 -12.208850 -11.951097 -11.705079 -11.469201 -11.244440 -11.023482 -10.806275 -10.579168 -10.363760 -10.156206 -9.9643040 -9.7609253 -9.5636997 -9.3800802 -9.2005348 -9.0287380 -8.8471174 -8.6671257 -8.4833317 -8.2955742 -8.1466789 -7.9767308 -7.8133326 -7.6429520 -7.4825578 -7.3204999 -7.1729331 -7.0157290 -6.8739858 -6.7371974 -6.5970788 -6.4568710 -6.3143320 -6.1762052 -6.0397959 -5.9142013 -5.7834840 -5.6590748 -5.5259161 -5.4072914 -5.2780962 -5.1425438 -5.0068922 -4.8708115 -4.7491355 -4.6292019 -4.5121374 -4.3924026 -4.2658944 -4.1471114 -4.0238199 -3.9053154 -3.7930050 -3.6783197 -3.5596256 -3.4476147 -3.3295922 -3.2235732 -3.1283064 -3.0224013 -2.9260478 -2.8171449 -2.7091360 -2.6038971 -2.5107436 -2.4069569 -2.3084071 -2.2145579 -2.1056371 -1.9621187 -1.8028598 -1.6345117 -1.4544361 -1.2663790 2.91948416E-03 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 1.41714001E-03 6.21156804E-02 7.80552402E-02 8.93857256E-02 9.85995382E-02 0.10764831 0.11659142 0.12504750 0.13257018 0.13936877 0.14576298 0.15131950 0.15696867 0.16276804 0.16824763 0.17404674 0.18075201 0.18689385 0.19349216 0.20078182 0.20869887 0.21691403 0.22600070 0.23504433 0.24478324 0.25512835 0.26582015 0.27710158 0.28796375 0.29953718 0.31059670 0.32098371 0.33228183 0.34323174 0.35499895 0.36615247 0.37733948 0.38809580 0.39878309 0.40969792 0.42076647 0.43150014 0.44238579 0.45437267 0.46718892 0.47870648 0.49133605 0.50566524 0.52263856 0.53945577 0.55974054 0.58151358 0.60491604 0.62868154 0.65105963 0.67273355 0.69190907 0.71021664 0.72741783 0.74323511 0.75646794 0.76833642 0.77970374 0.78919244 0.79751611 0.80621380 0.81325865 0.82024950 0.82651889 0.83223128 0.83713663 0.84202766 0.84659874 0.85067415 0.85433090 0.85772252 0.86151135 0.86522007 0.86881369 0.87259936 0.87597764 0.87974232 0.88359213 0.88768041 0.89160967 0.89513230 0.89882994 0.90274775 0.90666807 0.91111547 0.91558677 0.92069376 0.92742276 0.93710989 0.94590533 0.95383430 0.96087396 0.96688914 0.97282565 0.98126298 0.99959105 do regularised spline fit for input variable # 8 build map for variable # 8 WARNING: only 60.000000000000000 effective samples outside delta function ------------------------------ Transdef: Tab for variable 9 8.1912069 9.0551796 9.9191532 10.783126 11.647099 12.511072 13.375045 14.239017 15.102991 15.966964 16.830936 17.988100 19.145264 20.302427 21.459591 22.616755 23.773918 24.931082 26.088245 27.245409 28.402573 30.054939 31.707308 33.359676 35.012043 36.664410 38.316776 39.969147 41.621513 43.273880 44.926247 46.494022 48.061798 49.629578 51.197353 52.765129 54.332905 55.900681 57.468460 59.036236 60.604012 68.870285 77.136566 85.402840 93.669113 101.93539 110.20167 118.46794 126.73421 135.00049 143.26677 154.26384 165.26091 Only one class left for trimmed mean or sigma very small -> take "normal" mean 176.25800 187.25507 198.25214 209.24921 220.24628 231.24335 242.24042 253.23749 261.80551 270.37350 278.94153 287.50952 296.07755 304.64554 313.21356 321.78156 330.34955 338.91757 383.51505 428.11255 472.71002 517.30750 561.90497 606.50244 651.09998 695.69739 740.29492 784.89233 865.88635 946.88037 1027.8743 1108.8683 1189.8623 1270.8562 1351.8502 1432.8442 1513.8381 1594.8322 1917.3531 2239.8740 2562.3950 2884.9160 3207.4370 3529.9580 3852.4790 4175.0000 4497.5210 4820.0420 do regularised spline fit for input variable # 9 build map for variable # 9 ------------------------------ Transdef: Tab for variable 10 5.02475817E-03 1.1621622 1.9070942 2.5586681 3.1360016 3.7066925 4.1716599 4.6764631 5.1776204 5.6272821 6.0266838 6.4055843 6.7516580 7.1122279 7.4540691 7.7464733 8.0460758 8.3164978 8.5905857 8.8481350 9.1028223 9.3371468 9.5581846 9.7961979 10.010211 10.228115 10.438686 10.639145 10.861277 11.071107 11.255622 11.455348 11.637870 11.842814 12.007879 12.191365 12.374163 12.561695 12.746911 12.929201 13.116573 13.281940 13.460508 13.637905 13.811764 13.979442 14.157248 14.328369 14.508444 14.680189 14.855859 15.035606 15.213675 15.390561 15.581884 15.752779 15.937970 16.119137 16.307049 16.509356 16.697006 16.887722 17.086918 17.287001 17.473366 17.680983 17.889444 18.080109 18.300682 18.523739 18.752697 18.988018 19.251377 19.492302 19.740688 19.981422 20.243591 20.500345 20.794350 21.040737 21.358137 21.654966 21.997364 22.326902 22.678013 23.047680 23.418346 23.847454 24.255230 24.729654 25.246853 25.828976 26.443796 27.139713 27.900955 28.796043 29.864365 31.284103 33.062767 36.243317 61.229439 do regularised spline fit for input variable # 10 ------------------------------ Transdef: Tab for variable 11 1.00000000 3.0000000 4.0000000 5.0000000 5.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 9.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 12.000000 12.000000 12.000000 12.000000 13.000000 13.000000 13.000000 13.000000 13.000000 13.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 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 21.000000 build map for variable # 11 ------------------------------ Transdef: Tab for variable 12 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 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 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 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 build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 -124.54160 -41.916199 -32.961151 -28.518250 -25.594650 -23.461899 -21.820601 -20.417351 -19.427952 -18.465801 -17.615400 -16.798050 -16.081051 -15.454599 -14.857900 -14.304350 -13.769550 -13.273350 -12.815100 -12.416201 -11.975900 -11.575800 -11.199249 -10.859350 -10.535049 -10.208800 -9.8940506 -9.5832005 -9.2810001 -8.9740000 -8.6617002 -8.3757496 -8.1165009 -7.8487501 -7.5809002 -7.3378501 -7.0836501 -6.8467999 -6.6043000 -6.3499999 -6.0964499 -5.8600998 -5.6209497 -5.4119000 -5.1865997 -4.9652500 -4.7385502 -4.5181499 -4.3062501 -4.1064000 -3.9108500 -3.7114000 -3.4888501 -3.2664499 -3.0575500 -2.8597000 -2.6482000 -2.4410501 -2.2522001 -2.0434000 -1.8338001 -1.6219000 -1.4186499 -1.2242500 -1.0206000 -0.80929995 -0.56964999 -0.33280000 -0.11970000 0.10120000 0.33170000 0.55820000 0.80175000 1.0587500 1.3192000 1.6115999 1.9055500 2.1764002 2.4693000 2.7618499 3.0974002 3.4470501 3.7956500 4.1886997 4.5824499 4.9811001 5.4926004 5.9851503 6.4839001 7.0963001 7.7548499 8.4380503 9.2771502 10.275800 11.504950 13.025750 15.031500 17.803101 22.210850 31.517300 94.536400 do regularised spline fit for input variable # 17 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -72.672798 -23.105551 -18.227850 -15.334450 -13.616350 -12.394600 -11.494249 -10.739750 -10.061501 -9.4590998 -8.9537497 -8.4967499 -8.1074505 -7.7167001 -7.3830004 -7.0828500 -6.7623501 -6.4970999 -6.2413502 -5.9974003 -5.7629499 -5.5423999 -5.3400002 -5.1302996 -4.9323001 -4.7358999 -4.5306501 -4.3415999 -4.1582999 -3.9804502 -3.8239002 -3.6725500 -3.5235000 -3.3707500 -3.2188001 -3.0748501 -2.9333501 -2.8028500 -2.6780000 -2.5364499 -2.4020000 -2.2785501 -2.1469002 -2.0219998 -1.8945000 -1.7743000 -1.6564500 -1.5372500 -1.4177500 -1.3022499 -1.1885999 -1.0743500 -0.95130002 -0.83590001 -0.70169997 -0.58815002 -0.47185001 -0.35769999 -0.24520001 -0.12854999 -1.33499997E-02 7.16000050E-02 0.18505000 0.30495000 0.42425001 0.56665003 0.69694996 0.83235002 0.97539997 1.1185501 1.2730501 1.4208500 1.5688500 1.7059500 1.8533499 2.0325499 2.2119999 2.3785000 2.5855999 2.7860000 3.0085502 3.2524500 3.4899001 3.7063498 3.9496500 4.2077503 4.4914999 4.7743998 5.1096501 5.4624500 5.9047499 6.3485999 6.8520999 7.4370999 8.1105499 9.0226994 10.173950 11.712700 13.898350 18.492950 82.087402 do regularised spline fit for input variable # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -87.712799 -35.003250 -26.343651 -21.698250 -18.554150 -16.016550 -14.324450 -12.753400 -11.541050 -10.481950 -9.5331001 -8.6559000 -7.8978000 -7.2285500 -6.6681004 -6.1023002 -5.5521002 -5.0671501 -4.5984001 -4.1739502 -3.7697501 -3.3559501 -2.9967499 -2.6153002 -2.3193500 -1.9995500 -1.7114999 -1.4365000 -1.1551499 -0.88470000 -0.63094997 -0.37625000 -0.11364999 0.0000000 0.23190001 0.47140002 0.71249998 0.92869997 1.1605000 1.3804500 1.6092000 1.8292999 2.0500002 2.2485499 2.4733500 2.6815500 2.9050999 3.1124501 3.3273001 3.5380001 3.7512000 3.9751501 4.1816502 4.4020000 4.6274500 4.8271999 5.0571499 5.2920499 5.5081000 5.7204504 5.9545999 6.1820498 6.4113503 6.6432500 6.8555498 7.1021004 7.3140001 7.5819001 7.8157997 8.0655994 8.2862997 8.5243502 8.7769499 9.0465498 9.3118000 9.6175995 9.9017000 10.206350 10.500150 10.813049 11.128600 11.476950 11.825500 12.210751 12.588301 12.987949 13.449350 13.946350 14.444401 14.942400 15.454350 16.046051 16.707500 17.447948 18.284451 19.221550 20.309450 21.747150 23.634350 26.936701 52.020599 do regularised spline fit for input variable # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -90.637398 -33.524452 -25.341751 -20.920300 -17.883049 -15.573151 -13.738350 -12.193050 -10.977950 -9.8654003 -8.8568993 -8.0237503 -7.2463503 -6.5822501 -5.9433999 -5.3306999 -4.7626500 -4.2344499 -3.7642999 -3.2639499 -2.7951002 -2.4051499 -1.9930000 -1.6207000 -1.2843499 -0.92084998 -0.61039996 -0.27620000 0.0000000 0.18665001 0.47984999 0.81290001 1.0987500 1.3644000 1.6323500 1.8925500 2.1403000 2.3952999 2.6591001 2.9145999 3.1522999 3.4033501 3.6540499 3.9230001 4.1694999 4.4130001 4.6570997 4.8922501 5.1101499 5.3455000 5.5838499 5.8210497 6.0647001 6.3076501 6.5529003 6.7883997 7.0252504 7.2813997 7.5140500 7.7653999 7.9973001 8.2337999 8.4681501 8.6863499 8.9486008 9.1897497 9.4558001 9.6872501 9.9171505 10.139851 10.378901 10.666500 10.916650 11.173800 11.423100 11.682250 11.945350 12.223300 12.504800 12.809151 13.136800 13.450500 13.818650 14.160100 14.508250 14.900200 15.315650 15.734500 16.235451 16.728149 17.311800 17.917400 18.533001 19.216351 19.991400 20.887348 21.983749 23.408951 25.668701 29.015400 49.521099 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -77.654900 -30.190651 -22.942001 -19.121050 -16.312950 -14.289600 -12.544800 -11.201300 -9.9820995 -8.8259497 -7.8957500 -7.0595999 -6.2868004 -5.5787001 -4.8857498 -4.2480497 -3.6882000 -3.1249499 -2.6121500 -2.1823502 -1.7353500 -1.3329999 -0.93070000 -0.57844996 -0.21425000 0.0000000 0.31559998 0.67869997 1.0178000 1.3187500 1.6199000 1.9254501 2.2284000 2.5349998 2.8311000 3.1297500 3.4332500 3.7389002 4.0396500 4.3357000 4.6325502 4.9322000 5.2073498 5.4807997 5.7726002 6.0453997 6.3119497 6.6095500 6.8978500 7.1780000 7.4351501 7.7071500 7.9670496 8.2399006 8.5005493 8.7800007 9.0565500 9.3423500 9.6253500 9.9010000 10.160000 10.433350 10.694201 10.957600 11.216700 11.481199 11.747650 12.031950 12.322100 12.610001 12.896800 13.222300 13.508551 13.833450 14.118800 14.427800 14.758699 15.124451 15.475850 15.834800 16.232500 16.644051 17.033150 17.427851 17.854950 18.312300 18.797401 19.328449 19.802450 20.346500 20.902149 21.579948 22.337000 23.194351 24.128000 25.321548 26.649651 28.258699 30.409500 33.841949 53.031101 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -7.9299998 -5.3579998 -4.8820000 -4.5914497 -4.3375001 -4.1517501 -3.9995000 -3.8562999 -3.7201500 -3.5855999 -3.4791999 -3.3669500 -3.2650499 -3.1700501 -3.0698500 -2.9775000 -2.8843000 -2.8043001 -2.7274499 -2.6498499 -2.5671501 -2.4952500 -2.4231000 -2.3534999 -2.2794001 -2.2115998 -2.1386499 -2.0769000 -2.0102999 -1.9429500 -1.8801000 -1.8180000 -1.7552000 -1.6952000 -1.6366000 -1.5812000 -1.5296000 -1.4784000 -1.4284000 -1.3808000 -1.3329000 -1.2885001 -1.2389500 -1.1950500 -1.1482999 -1.1046000 -1.0632000 -1.0213000 -0.98379999 -0.94625002 -0.90969998 -0.86979997 -0.83380002 -0.79600000 -0.76375002 -0.73049998 -0.70279998 -0.67234999 -0.64319998 -0.61600000 -0.59050000 -0.56454998 -0.53979999 -0.51655000 -0.49315000 -0.47075000 -0.44875002 -0.42755002 -0.40619999 -0.38725001 -0.36895001 -0.35110000 -0.33480000 -0.31835002 -0.30210000 -0.28759998 -0.27250001 -0.25755000 -0.24560000 -0.23250000 -0.21904999 -0.20695001 -0.19560000 -0.18364999 -0.17175001 -0.16069999 -0.14940000 -0.13880000 -0.12909999 -0.11840000 -0.10815000 -9.82000008E-02 -8.76500010E-02 -7.66000003E-02 -6.49999976E-02 -5.33000007E-02 -4.13499996E-02 -3.08999997E-02 -2.07500011E-02 -9.70000029E-03 2.36000009E-02 do regularised spline fit for input variable # 22 build map for variable # 22 warning: map is empty for variable 22 ------------------------------ Transdef: Tab for variable 23 -8.1117001 -3.1138000 -2.4196999 -2.0364001 -1.7958000 -1.5843000 -1.4135000 -1.2934999 -1.1934000 -1.0862000 -1.0114000 -0.93120003 -0.87199998 -0.80949998 -0.75419998 -0.71010000 -0.66479999 -0.62309998 -0.58090001 -0.54629999 -0.51470000 -0.48429999 -0.45410001 -0.42800000 -0.40529999 -0.38339999 -0.36100000 -0.34009999 -0.31970000 -0.30149999 -0.28580001 -0.27059999 -0.25599998 -0.24169999 -0.22750001 -0.21529999 -0.20350000 -0.19210000 -0.18189999 -0.17170000 -0.16280000 -0.15539999 -0.14600000 -0.13740000 -0.12890001 -0.12060000 -0.11400000 -0.10680000 -0.10025000 -9.49999988E-02 -8.90000015E-02 -8.29000026E-02 -7.68999979E-02 -7.14000016E-02 -6.67999983E-02 -6.25000000E-02 -5.84000014E-02 -5.57999983E-02 -5.20999990E-02 -4.87999991E-02 -4.52000014E-02 -4.27000001E-02 -4.03000005E-02 -3.75000015E-02 -3.48000005E-02 -3.28000002E-02 -3.07999998E-02 -2.85999998E-02 -2.64999997E-02 -2.42999997E-02 -2.29000002E-02 -2.09999997E-02 -1.90999992E-02 -1.72000006E-02 -1.61000006E-02 -1.47000002E-02 -1.33999996E-02 -1.25000002E-02 -1.13000004E-02 -1.02500003E-02 -9.10000037E-03 -8.39999970E-03 -7.69999996E-03 -7.10000005E-03 -6.39999984E-03 -5.59999980E-03 -4.69999993E-03 -4.49999981E-03 -2.89999996E-03 -2.09999993E-03 -1.30000000E-03 -1.99999995E-04 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 do regularised spline fit for input variable # 23 build map for variable # 23 warning: map is empty for variable 23 ------------------------------ Transdef: Tab for variable 24 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 6.0000000 6.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 8.0000000 9.0000000 9.0000000 10.0000000 11.000000 12.000000 13.000000 15.000000 19.000000 53.000000 build map for variable # 24 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 22.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 23.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 24.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 25.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 26.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 27.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 28.000000 Unregularised mean is returned ------------------------------ Transdef: Tab for variable 25 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 Only one class left for trimmed mean or sigma very small -> take "normal" mean 1.00000000 1.00000000 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 # 25 ------------------------------ Transdef: Tab for variable 26 -3.2836368 -3.2836368 -3.2836368 -3.2416029 -3.1598654 -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 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9112346 -2.8636007 -2.8500438 -2.7844329 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.6883409 -2.6621716 -2.6588993 -2.6492343 -2.6414051 -2.5708981 -2.5582221 -2.5507932 -2.4903026 -2.4791608 -2.4158869 -2.3907137 -2.2973280 -2.2613974 -2.1548114 -2.0633523 -1.9932265 -1.8962865 -1.8318677 -1.7156448 -1.5959754 -1.4612932 -1.3825698 -1.3297725 -1.2660584 -1.1649070 -1.0773206 -0.93432784 -0.90944815 -0.79176950 -0.75323105 -0.73889875 -0.58984900 -0.42862391 -0.42862391 -0.25674987 -0.20632982 -0.14474916 1.13031864E-02 0.21431684 0.21431684 0.59185934 0.64902687 0.90547585 0.90547585 1.3494213 1.6953181 1.6953181 1.6953181 1.8643425 1.8643425 1.8643425 1.8643425 1.8643425 2.1494761 2.1494761 2.6444986 2.6444986 2.6444986 2.6444986 3.9375019 do regularised spline fit for input variable # 26 build map for variable # 26 ------------------------------ Transdef: Tab for variable 27 -4.8324714 -4.1377926 -4.0002775 -3.8548357 -3.6901307 -3.6540115 -3.4877763 -3.4035544 -3.2918425 -3.2683251 -3.1129444 -2.9908094 -2.8717694 -2.8585019 -2.8278000 -2.7985513 -2.7517200 -2.5574698 -2.4894776 -2.3682473 -2.3444719 -2.2714040 -2.2349508 -2.1311119 -2.0755880 -2.0415928 -1.8833408 -1.8581429 -1.5877786 -1.5679569 -1.4731550 -1.2371325 -1.2122664 -1.1253653 -0.92034626 -0.83429861 -0.56530857 -0.45419049 -0.36895657 -0.21603489 -3.21698189E-02 0.0000000 1.90546513E-02 4.43530083E-02 8.17759037E-02 0.13488388 0.19524574 0.21306372 0.44988513 0.54478431 0.60976481 0.64885318 0.65527546 0.65527546 0.65527546 0.65545607 0.66108704 0.69970095 0.74414581 0.77837193 0.81783003 0.84649152 0.86126065 0.86126065 0.86126065 0.86126065 0.86666292 0.86666292 0.86666292 0.88641596 0.88641596 0.88641596 0.88641596 0.88641596 0.88641596 0.88977361 0.88977361 0.88977361 0.88977361 0.88977361 0.88977361 0.88977361 0.88977361 0.96465135 1.0736730 1.1203265 1.2919421 1.5235622 1.5786772 1.5786772 1.7133206 1.7163923 1.7237350 1.7237350 1.8836702 1.8836702 1.8836702 1.9527507 1.9527507 2.1257720 2.5060930 do regularised spline fit for input variable # 27 build map for variable # 27 ------------------------------ Transdef: Tab for variable 28 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 Only one class left for trimmed mean or sigma very small -> take "normal" mean 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 28 ------------------------------ Transdef: Tab for variable 29 -3.1926537 -2.7907033 -1.9034362 -1.8378587 -1.7730842 -1.7342567 -1.7332025 -1.7167993 -1.7021904 -1.7021904 -1.7009969 -1.6815901 -1.6460953 -1.6071992 -1.5979056 -1.5979056 -1.5762410 -1.5762410 -1.5410547 -1.5145736 -1.4924545 -1.4811726 -1.4457445 -1.4325185 -1.4058123 -1.4058123 -1.3705502 -1.3705502 -1.3705502 -1.3423362 -1.2889762 -1.2731457 -1.2731457 -1.2223697 -1.2223697 -1.2062383 -1.1772490 -1.1772490 -1.1556296 -1.1353855 -1.1353855 -1.1286817 -1.1286817 -1.1031413 -1.0896273 -1.0483208 -1.0483208 -1.0483208 -1.0399394 -1.0284576 -1.0245690 -1.0194507 -1.0000229 -0.97017646 -0.94406319 -0.93798351 -0.93143892 -0.92451262 -0.91134548 -0.90954638 -0.87987471 -0.86666012 -0.82600498 -0.81234050 -0.78168583 -0.73570013 -0.70265961 -0.62359834 -0.59771204 -0.56451273 -0.56213856 -0.52588367 -0.48490715 -0.41666985 -0.37956309 -0.27961063 -0.14164352 -0.14164352 -0.12792969 1.16307735E-02 0.18401551 0.18401551 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 3.1279697 do regularised spline fit for input variable # 29 build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 -3.8879209 -3.2072668 -2.9874904 -2.9874904 -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 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.0150704 -1.9768107 -1.7282255 -1.4861369 -1.3417513 -1.3417513 -1.2728095 -1.0939968 -1.0933785 -0.95520544 -0.89543104 -0.75143337 -0.75143337 -0.64439392 -0.51543379 -0.39557600 -0.29720211 -0.26036775 -0.19597197 -0.16914225 -9.60855484E-02 -4.06641960E-02 1.96938515E-02 6.94074631E-02 0.11721087 0.11896658 0.12599754 0.16273785 0.20309734 0.23109579 0.29763794 0.36792588 0.41144514 0.49270272 0.60291839 0.61015081 0.67196512 0.69770956 0.72834873 0.74946880 0.78404927 0.81111670 0.89161921 0.89161921 0.92869329 1.0045943 1.0045943 1.0097303 1.0642388 1.1159520 1.1835198 1.1871293 1.2297819 1.3313694 1.4374435 1.5085313 1.5305753 1.5377817 1.5377817 1.5485663 1.5608014 1.6029325 1.6029325 1.6720245 1.6720245 1.7444947 1.7600398 1.9481587 2.0407128 2.0407128 2.0720465 2.0936751 2.1244841 2.1692882 2.1692882 2.1698451 2.3023243 2.6101637 do regularised spline fit for input variable # 30 build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 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 1.0000000 Only one class left for trimmed mean or sigma very small -> take "normal" mean 0 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 -3.5034723 -3.3279939 -3.0626965 -3.0626965 -3.0626965 -3.0626965 -3.0363460 -3.0119004 -3.0119004 -3.0119004 -3.0119004 -3.0119004 -3.0119004 -3.0119004 -3.0119004 -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 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.6948855 -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 -2.4605131 -2.4605131 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.0427854 -2.0427854 -1.3310790 -1.2311485 -1.2311485 -0.88224268 -0.45402503 -8.81295204E-02 9.34786797E-02 0.37036657 0.50771618 0.59408331 0.97354722 1.0467730 1.2952318 1.4029589 1.5056629 1.5203202 1.7568974 1.7738092 1.8900483 1.9611404 1.9687705 2.0001750 2.0902431 2.2631304 2.3674548 2.5256820 3.3954747 do regularised spline fit for input variable # 32 build map for variable # 32 TOTAL CORRELATION OF ALL VARIABLES 51.226538333206697 ROUND 1 : MAX CORR ( 51.225969807891182 ) AFTER KILLING INPUT VARIABLE 19 CONTR 0.24134383049160654 ROUND 2 : MAX CORR ( 51.224961554267153 ) AFTER KILLING INPUT VARIABLE 13 CONTR 0.32139776419724464 ROUND 3 : MAX CORR ( 51.222965939221687 ) AFTER KILLING INPUT VARIABLE 16 CONTR 0.45215774402622766 ROUND 4 : MAX CORR ( 51.219310002763116 ) AFTER KILLING INPUT VARIABLE 31 CONTR 0.61198239477543526 ROUND 5 : MAX CORR ( 51.215891819466364 ) AFTER KILLING INPUT VARIABLE 25 CONTR 0.59172822804764758 ROUND 6 : MAX CORR ( 51.211217414924178 ) AFTER KILLING INPUT VARIABLE 21 CONTR 0.69194345480546393 ROUND 7 : MAX CORR ( 51.201515869800183 ) AFTER KILLING INPUT VARIABLE 26 CONTR 0.99677567849227477 ROUND 8 : MAX CORR ( 51.191246238595703 ) AFTER KILLING INPUT VARIABLE 23 CONTR 1.0254442475634082 ROUND 9 : MAX CORR ( 51.180884346471387 ) AFTER KILLING INPUT VARIABLE 3 CONTR 1.0299363930160559 ROUND 10 : MAX CORR ( 51.164031090342590 ) AFTER KILLING INPUT VARIABLE 9 CONTR 1.3133335727593494 ROUND 11 : MAX CORR ( 51.135486368612362 ) AFTER KILLING INPUT VARIABLE 10 CONTR 1.7088333034566667 ROUND 12 : MAX CORR ( 51.105726410785209 ) AFTER KILLING INPUT VARIABLE 29 CONTR 1.7443320155611766 ROUND 13 : MAX CORR ( 51.059329688121601 ) AFTER KILLING INPUT VARIABLE 28 CONTR 2.1771825311014008 ROUND 14 : MAX CORR ( 51.009948899911059 ) AFTER KILLING INPUT VARIABLE 32 CONTR 2.2450526561214965 ROUND 15 : MAX CORR ( 50.939659374200630 ) AFTER KILLING INPUT VARIABLE 11 CONTR 2.6769366096251361 ROUND 16 : MAX CORR ( 50.905437378330312 ) AFTER KILLING INPUT VARIABLE 6 CONTR 1.8669071965358526 ROUND 17 : MAX CORR ( 50.823002483510436 ) AFTER KILLING INPUT VARIABLE 12 CONTR 2.8958544922355225 ROUND 18 : MAX CORR ( 50.727792624286273 ) AFTER KILLING INPUT VARIABLE 20 CONTR 3.1094431826800504 ROUND 19 : MAX CORR ( 50.632172998985411 ) AFTER KILLING INPUT VARIABLE 5 CONTR 3.1131980234809453 ROUND 20 : MAX CORR ( 50.511447692681969 ) AFTER KILLING INPUT VARIABLE 24 CONTR 3.4943661211499522 ROUND 21 : MAX CORR ( 50.297463393218813 ) AFTER KILLING INPUT VARIABLE 2 CONTR 4.6445154987748811 ROUND 22 : MAX CORR ( 49.997592820904771 ) AFTER KILLING INPUT VARIABLE 7 CONTR 5.4841166934336991 ROUND 23 : MAX CORR ( 49.713468754386817 ) AFTER KILLING INPUT VARIABLE 14 CONTR 5.3226226892006965 ROUND 24 : MAX CORR ( 49.025162841746841 ) AFTER KILLING INPUT VARIABLE 30 CONTR 8.2439301266810290 ROUND 25 : MAX CORR ( 47.998216334609140 ) AFTER KILLING INPUT VARIABLE 4 CONTR 9.9818745912707012 ROUND 26 : MAX CORR ( 46.976560056307484 ) AFTER KILLING INPUT VARIABLE 15 CONTR 9.8504607293301554 ROUND 27 : MAX CORR ( 46.099142095181413 ) AFTER KILLING INPUT VARIABLE 17 CONTR 9.0369404563788525 ROUND 28 : MAX CORR ( 43.283167606953619 ) AFTER KILLING INPUT VARIABLE 27 CONTR 15.865002484087045 ROUND 29 : MAX CORR ( 39.566937743151669 ) AFTER KILLING INPUT VARIABLE 8 CONTR 17.546795596951569 ROUND 30 : MAX CORR ( 32.505379836340019 ) AFTER KILLING INPUT VARIABLE 22 CONTR 22.559761613671803 LAST REMAINING VARIABLE: 18 total correlation to target: 51.226538333206697 % total significance: 109.70734578904198 sigma correlations of single variables to target: variable 2 : 15.562993500786217 % , in sigma: 33.329886520881523 variable 3 : 6.4527949690649926 % , in sigma: 13.819380188688402 variable 4 : 19.792535046558850 % , in sigma: 42.387921515809346 variable 5 : 19.290155415407554 % , in sigma: 41.312019498897932 variable 6 : 10.925656137953002 % , in sigma: 23.398511297055414 variable 7 : 19.604894208862031 % , in sigma: 41.986067731908307 variable 8 : 22.410306553027826 % , in sigma: 47.994171190320884 variable 9 : 1.4386746921772307 % , in sigma: 3.0810823270156131 variable 10 : 4.7595744808862763 % , in sigma: 10.193159646799900 variable 11 : 8.4232690161900958 % , in sigma: 18.039370152682416 variable 12 : 8.7023266209805215 % , in sigma: 18.637003140191148 variable 13 : 4.8532050812295138 % , in sigma: 10.393680021248716 variable 14 : 0.75490420409991577 % , in sigma: 1.6167115571638253 variable 15 : 5.0927819806376675 % , in sigma: 10.906760674395233 variable 16 : 10.620786698777801 % , in sigma: 22.745599387088934 variable 17 : 8.0494630132983076 % , in sigma: 17.238822902143614 variable 18 : 32.505379836340019 % , in sigma: 69.613896658675060 variable 19 : 11.845818793898893 % , in sigma: 25.369142262228031 variable 20 : 11.621714715831644 % , in sigma: 24.889198381863956 variable 21 : 9.6142534094183603 % , in sigma: 20.589996076444038 variable 22 : 24.764555419127475 % , in sigma: 53.036057736443993 variable 23 : 23.084801074949873 % , in sigma: 49.438676443984484 variable 24 : 20.740404239980094 % , in sigma: 44.417889121448553 variable 25 : 3.21426762293314794E-002 % , in sigma: 6.88371264273118927E-002 variable 26 : 17.350180498153062 % , in sigma: 37.157346823478370 variable 27 : 21.796780925854087 % , in sigma: 46.680237625398412 variable 28 : 1.6096122440811846 % , in sigma: 3.4471641612609503 variable 29 : 17.309009094844594 % , in sigma: 37.069173670922126 variable 30 : 19.304662480598619 % , in sigma: 41.343087997162407 variable 31 : 0.29908969916725148 % , in sigma: 0.64053395205141528 variable 32 : 14.876271896269413 % , in sigma: 31.859195605998959 variables sorted by significance: 1 most relevant variable 18 corr 32.505379 , in sigma: 69.613894274642746 2 most relevant variable 22 corr 22.559761 , in sigma: 48.314244660504166 3 most relevant variable 8 corr 17.546795 , in sigma: 37.578418477433772 4 most relevant variable 27 corr 15.865003 , in sigma: 33.976672762604245 5 most relevant variable 17 corr 9.0369406 , in sigma: 19.353616245723217 6 most relevant variable 15 corr 9.8504610 , in sigma: 21.095860992118709 7 most relevant variable 4 corr 9.9818745 , in sigma: 21.377297574450399 8 most relevant variable 30 corr 8.2439299 , in sigma: 17.655295352093930 9 most relevant variable 14 corr 5.3226228 , in sigma: 11.398990374803345 10 most relevant variable 7 corr 5.4841166 , in sigma: 11.744847314338855 11 most relevant variable 2 corr 4.6445155 , in sigma: 9.9467480360209262 12 most relevant variable 24 corr 3.4943662 , in sigma: 7.4835749220410728 13 most relevant variable 5 corr 3.1131980 , in sigma: 6.6672608614046771 14 most relevant variable 20 corr 3.1094432 , in sigma: 6.6592194223037859 15 most relevant variable 12 corr 2.8958545 , in sigma: 6.2017953657181240 16 most relevant variable 6 corr 1.8669072 , in sigma: 3.9981900921833886 17 most relevant variable 11 corr 2.6769366 , in sigma: 5.7329583783569760 18 most relevant variable 32 corr 2.2450526 , in sigma: 4.8080305109605783 19 most relevant variable 28 corr 2.1771824 , in sigma: 4.6626790355670691 20 most relevant variable 29 corr 1.7443321 , in sigma: 3.7356817064476457 21 most relevant variable 10 corr 1.7088333 , in sigma: 3.6596571987754523 22 most relevant variable 9 corr 1.3133336 , in sigma: 2.8126504626807010 23 most relevant variable 3 corr 1.0299364 , in sigma: 2.2057237528559366 24 most relevant variable 23 corr 1.0254443 , in sigma: 2.1961032833137790 25 most relevant variable 26 corr 0.99677569 , in sigma: 2.1347063162474997 26 most relevant variable 21 corr 0.69194347 , in sigma: 1.4818741151302353 27 most relevant variable 25 corr 0.59172821 , in sigma: 1.2672519656633172 28 most relevant variable 31 corr 0.61198241 , in sigma: 1.3106285828998814 29 most relevant variable 16 corr 0.45215774 , in sigma: 0.96834622618140997 30 most relevant variable 13 corr 0.32139775 , in sigma: 0.68830913457266485 31 most relevant variable 19 corr 0.24134383 , in sigma: 0.51686472364970837 global correlations between input variables: variable 2 : 44.740444162911288 % variable 3 : 88.604057713928313 % variable 4 : 68.724760651492502 % variable 5 : 81.979942740142391 % variable 6 : 90.419097987566872 % variable 7 : 77.194135224237016 % variable 8 : 83.871951956563578 % variable 9 : 7.7244551106600960 % variable 10 : 33.064846453869798 % variable 11 : 89.832692799859359 % variable 12 : 95.205121462357951 % variable 13 : 84.376502389788556 % variable 14 : 65.413132628291649 % variable 15 : 88.411471401388923 % variable 16 : 95.248471435873469 % variable 17 : 68.709087792447846 % variable 18 : 35.785369958886022 % variable 19 : 95.424030996407623 % variable 20 : 96.480716557451430 % variable 21 : 92.644619549233269 % variable 22 : 94.110114045037264 % variable 23 : 92.938413821100767 % variable 24 : 52.318374474286564 % variable 25 : 77.689532639202667 % variable 26 : 63.860946919115904 % variable 27 : 54.730767412821280 % variable 28 : 62.749564715823560 % variable 29 : 74.782284898160682 % variable 30 : 74.415463632480225 % variable 31 : 70.977473279753539 % variable 32 : 61.849563635643221 % significance loss when removing single variables: variable 2 : corr = 4.1139758985690218 % , sigma = 8.8105382709322662 variable 3 : corr = 0.79160696213365700 % , sigma = 1.6953146074193028 variable 4 : corr = 7.5662950021943089 % , sigma = 16.204064712480246 variable 5 : corr = 3.4416365914451368 % , sigma = 7.3706486501575013 variable 6 : corr = 3.1360475455980605 % , sigma = 6.7161956222363006 variable 7 : corr = 3.5727203973409103 % , sigma = 7.6513792419302655 variable 8 : corr = 3.1430663155043082 % , sigma = 6.7312271008833608 variable 9 : corr = 1.3084150915188639 % , sigma = 2.8021168626928667 variable 10 : corr = 1.7321202357338048 % , sigma = 3.7095286902621774 variable 11 : corr = 2.5309271424279873 % , sigma = 5.4202627820593943 variable 12 : corr = 1.2950469905891997 % , sigma = 2.7734875834373760 variable 13 : corr = 0.30492548163417965 % , sigma = 0.65303193114351210 variable 14 : corr = 4.0387360505365342 % , sigma = 8.6494037439118383 variable 15 : corr = 7.1732943171653742 % , sigma = 15.362409909117295 variable 16 : corr = 0.33976522197268894 % , sigma = 0.72764512119855074 variable 17 : corr = 11.772929090358275 % , sigma = 25.213040831778496 variable 18 : corr = 29.517252618018553 % , sigma = 63.214488916740287 variable 19 : corr = 0.24134383049073618 % , sigma = 0.51686473314820414 variable 20 : corr = 0.43280660234384938 % , sigma = 0.92690361535395149 variable 21 : corr = 0.68865186610469475 % , sigma = 1.4748247853797050 variable 22 : corr = 5.5455637859853582 % , sigma = 11.876443415070799 variable 23 : corr = 0.94912890403912997 % , sigma = 2.0326654164389861 variable 24 : corr = 3.5353041978201034 % , sigma = 7.5712482771510183 variable 25 : corr = 0.84203850769172717 % , sigma = 1.8033193875047171 variable 26 : corr = 0.98635583989344111 % , sigma = 2.1123910519654450 variable 27 : corr = 7.3191346305766567 % , sigma = 15.674743207715814 variable 28 : corr = 1.2552143946613874 % , sigma = 2.6881816362210489 variable 29 : corr = 1.7847194551679300 % , sigma = 3.8221757857414480 variable 30 : corr = 3.9019958028466668 % , sigma = 8.3565592511020022 variable 31 : corr = 0.60990247908283379 % , sigma = 1.3061741891499363 variable 32 : corr = 1.5989622106448089 % , sigma = 3.4243559267230341 Keep only 21 most significant input variables Sum of Weights for output node 2 45865.000000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -2.4290299 NVar: 22.000000 3977 --------- Entering internal boost mode: --------- Starting analysis with 44 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.7290413 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.4102683 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.0160189 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.9141257 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.6410046 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.5176662 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.4585875 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.2871068 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.2200294 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.1480417 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.0832106 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.0470256 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.99997032 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.99914962 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.99475539 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.94483566 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.81144768 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.74929571 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.72142673 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.70274520 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.67344660 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.65329891 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.63993192 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.57191896 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.56433344 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.54042226 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.49261829 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.43916005 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.35351709 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.30434677 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.26880765 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.21414746 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.15678477 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.14260015 PREPRO: (sigma of derived input)/eigenvalue # 35 : 4.39306779E-04 PREPRO: (sigma of derived input)/eigenvalue # 36 : 2.94974045E-04 PREPRO: (sigma of derived input)/eigenvalue # 37 : 2.44166236E-04 PREPRO: (sigma of derived input)/eigenvalue # 38 : 2.26267526E-04 PREPRO: (sigma of derived input)/eigenvalue # 39 : 1.32390080E-04 PREPRO: (sigma of derived input)/eigenvalue # 40 : 1.58001143E-07 PREPRO: (sigma of derived input)/eigenvalue # 41 : 1.24531871E-04 PREPRO: (sigma of derived input)/eigenvalue # 42 : 1.65162521E-04 PREPRO: (sigma of derived input)/eigenvalue # 43 : 2.19706912E-04 PREPRO: (sigma of derived input)/eigenvalue # 44 : 3.31053481E-04 Using 34 variables out of 44 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 0 0.5 2.7 2.4 2.0 1.9 1.6 1.5 1.5 1.3 1.2 1.1 1.1 1.0 1.0 1.0 1.0 0.9 0.8 0.7 0.7 0.7 0.7 0.7 0.6 0.6 0.6 0.5 0.5 0.4 0.4 0.3 0.3 0.2 0.2 0.1 1 100.0 -11.2 -1.2 -36.1 1.7 -12.1 -4.7 4.2 -8.8 5.3 0.6 5.0 17.1 -1.8 -0.5 -0.3 -0.3 -0.5 6.0 6.4 0.1 1.4 13.4 0.8 2.3 -0.1 -0.2 -0.2 0.5 -0.1 -4.9 3.8 0.8 -6.3 0.8 2 -11.2 100.0 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 3 -1.2 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 4 -36.1 -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 5 1.7 -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 6 -12.1 -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 7 -4.7 0.0 0.0 0.0 -0.0 -0.0 100.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 8 4.2 0.0 0.0 0.0 -0.0 0.0 0.0 100.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 9 -8.8 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 10 5.3 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 100.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 11 0.6 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 100.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 12 5.0 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 13 17.1 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 14 -1.8 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 100.0 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 15 -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 0.0 100.0 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 16 -0.3 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 100.0 -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 17 -0.3 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 100.0 -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 18 -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 -0.0 100.0 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 19 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 0.0 100.0 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 20 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 0.0 100.0 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 21 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 0.0 100.0 -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 22 1.4 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 100.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 23 13.4 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 100.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 24 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 -0.0 100.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 25 2.3 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 100.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 26 -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 -0.0 100.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 27 -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 -0.0 100.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 28 -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 -0.0 100.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 29 0.5 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 100.0 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 31 -4.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 100.0 0.0 0.0 0.0 -0.0 32 3.8 -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 0.0 100.0 -0.0 -0.0 -0.0 33 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 -0.0 100.0 0.0 -0.0 34 -6.3 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 100.0 0.0 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 TOTAL CORRELATION TO TARGET (diagonal) 48.870125326645329 ------------------------------------- Teacher: actual network topology: Nodes(1) = 35 Nodes(2) = 37 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 9 --> 63.083549 sigma out 37 active outputs RANK 2 NODE 16 --> 52.988750 sigma out 37 active outputs RANK 3 NODE 14 --> 52.980404 sigma out 37 active outputs RANK 4 NODE 6 --> 52.194607 sigma out 37 active outputs RANK 5 NODE 33 --> 52.100025 sigma out 37 active outputs RANK 6 NODE 13 --> 51.869946 sigma out 37 active outputs RANK 7 NODE 4 --> 51.631985 sigma out 37 active outputs RANK 8 NODE 27 --> 51.528473 sigma out 37 active outputs RANK 9 NODE 2 --> 51.297733 sigma out 37 active outputs RANK 10 NODE 17 --> 49.498936 sigma out 37 active outputs RANK 11 NODE 11 --> 49.343388 sigma out 37 active outputs RANK 12 NODE 35 --> 48.834171 sigma out 37 active outputs RANK 13 NODE 34 --> 48.745243 sigma out 37 active outputs RANK 14 NODE 21 --> 48.600613 sigma out 37 active outputs RANK 15 NODE 28 --> 48.271927 sigma out 37 active outputs RANK 16 NODE 29 --> 48.071098 sigma out 37 active outputs RANK 17 NODE 22 --> 48.069035 sigma out 37 active outputs RANK 18 NODE 30 --> 47.632919 sigma out 37 active outputs RANK 19 NODE 5 --> 47.237099 sigma out 37 active outputs RANK 20 NODE 31 --> 47.069538 sigma out 37 active outputs RANK 21 NODE 25 --> 46.811680 sigma out 37 active outputs RANK 22 NODE 12 --> 46.342026 sigma out 37 active outputs RANK 23 NODE 32 --> 45.669575 sigma out 37 active outputs RANK 24 NODE 10 --> 45.178413 sigma out 37 active outputs RANK 25 NODE 15 --> 44.897221 sigma out 37 active outputs RANK 26 NODE 8 --> 43.084194 sigma out 37 active outputs RANK 27 NODE 24 --> 42.104847 sigma out 37 active outputs RANK 28 NODE 7 --> 41.988697 sigma out 37 active outputs RANK 29 NODE 18 --> 41.737270 sigma out 37 active outputs RANK 30 NODE 26 --> 41.323872 sigma out 37 active outputs RANK 31 NODE 3 --> 40.692070 sigma out 37 active outputs RANK 32 NODE 23 --> 40.244007 sigma out 37 active outputs RANK 33 NODE 19 --> 40.222626 sigma out 37 active outputs RANK 34 NODE 20 --> 38.033077 sigma out 37 active outputs RANK 35 NODE 1 --> 9.7960529 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 1 --> 58.131783 sigma in 35 act. ( 19.367231 sig out 1 act.) RANK 2 NODE 26 --> 53.326187 sigma in 35 act. ( 17.312405 sig out 1 act.) RANK 3 NODE 4 --> 51.701382 sigma in 35 act. ( 44.891518 sig out 1 act.) RANK 4 NODE 3 --> 51.622555 sigma in 35 act. ( 0.91885245 sig out 1 act.) RANK 5 NODE 21 --> 50.546871 sigma in 35 act. ( 5.7570024 sig out 1 act.) RANK 6 NODE 28 --> 49.639915 sigma in 35 act. ( 20.858982 sig out 1 act.) RANK 7 NODE 27 --> 49.380547 sigma in 35 act. ( 14.371069 sig out 1 act.) RANK 8 NODE 31 --> 49.044407 sigma in 35 act. ( 3.7906141 sig out 1 act.) RANK 9 NODE 19 --> 48.918491 sigma in 35 act. ( 5.9563751 sig out 1 act.) RANK 10 NODE 36 --> 48.421028 sigma in 35 act. ( 17.789700 sig out 1 act.) RANK 11 NODE 12 --> 48.283863 sigma in 35 act. ( 8.7734861 sig out 1 act.) RANK 12 NODE 14 --> 47.703690 sigma in 35 act. ( 31.064674 sig out 1 act.) RANK 13 NODE 25 --> 47.513237 sigma in 35 act. ( 11.182101 sig out 1 act.) RANK 14 NODE 11 --> 47.065704 sigma in 35 act. ( 20.107080 sig out 1 act.) RANK 15 NODE 6 --> 46.947502 sigma in 35 act. ( 9.1527672 sig out 1 act.) RANK 16 NODE 2 --> 46.763779 sigma in 35 act. ( 1.7816293 sig out 1 act.) RANK 17 NODE 23 --> 45.310158 sigma in 35 act. ( 21.974543 sig out 1 act.) RANK 18 NODE 16 --> 45.258751 sigma in 35 act. ( 10.318761 sig out 1 act.) RANK 19 NODE 33 --> 45.169552 sigma in 35 act. ( 10.016327 sig out 1 act.) RANK 20 NODE 22 --> 45.069546 sigma in 35 act. ( 6.7773318 sig out 1 act.) RANK 21 NODE 5 --> 44.855152 sigma in 35 act. ( 19.901775 sig out 1 act.) RANK 22 NODE 8 --> 44.810963 sigma in 35 act. ( 6.3758621 sig out 1 act.) RANK 23 NODE 7 --> 44.477695 sigma in 35 act. ( 0.96016359 sig out 1 act.) RANK 24 NODE 35 --> 44.112942 sigma in 35 act. ( 2.1142061 sig out 1 act.) RANK 25 NODE 30 --> 43.732250 sigma in 35 act. ( 12.916077 sig out 1 act.) RANK 26 NODE 37 --> 42.497341 sigma in 35 act. ( 17.407873 sig out 1 act.) RANK 27 NODE 34 --> 42.412876 sigma in 35 act. ( 12.260468 sig out 1 act.) RANK 28 NODE 29 --> 42.400620 sigma in 35 act. ( 12.799024 sig out 1 act.) RANK 29 NODE 10 --> 42.116611 sigma in 35 act. ( 7.9174228 sig out 1 act.) RANK 30 NODE 18 --> 41.911297 sigma in 35 act. ( 0.48083383 sig out 1 act.) RANK 31 NODE 9 --> 41.821724 sigma in 35 act. ( 7.4293404 sig out 1 act.) RANK 32 NODE 20 --> 41.787510 sigma in 35 act. ( 8.2574158 sig out 1 act.) RANK 33 NODE 17 --> 41.346348 sigma in 35 act. ( 14.204091 sig out 1 act.) RANK 34 NODE 15 --> 37.764439 sigma in 35 act. ( 19.880960 sig out 1 act.) RANK 35 NODE 32 --> 37.393837 sigma in 35 act. ( 0.77424902 sig out 1 act.) RANK 36 NODE 13 --> 36.957432 sigma in 35 act. ( 9.0004730 sig out 1 act.) RANK 37 NODE 24 --> 33.472565 sigma in 35 act. ( 2.0724802 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 44.891518 sigma out 1 act.( 51.701382 sig in 35 act.) RANK 2 NODE 14 --> 31.064674 sigma out 1 act.( 47.703690 sig in 35 act.) RANK 3 NODE 23 --> 21.974543 sigma out 1 act.( 45.310158 sig in 35 act.) RANK 4 NODE 28 --> 20.858982 sigma out 1 act.( 49.639915 sig in 35 act.) RANK 5 NODE 11 --> 20.107080 sigma out 1 act.( 47.065704 sig in 35 act.) RANK 6 NODE 5 --> 19.901775 sigma out 1 act.( 44.855152 sig in 35 act.) RANK 7 NODE 15 --> 19.880960 sigma out 1 act.( 37.764439 sig in 35 act.) RANK 8 NODE 1 --> 19.367231 sigma out 1 act.( 58.131783 sig in 35 act.) RANK 9 NODE 36 --> 17.789700 sigma out 1 act.( 48.421028 sig in 35 act.) RANK 10 NODE 37 --> 17.407873 sigma out 1 act.( 42.497341 sig in 35 act.) RANK 11 NODE 26 --> 17.312405 sigma out 1 act.( 53.326187 sig in 35 act.) RANK 12 NODE 27 --> 14.371069 sigma out 1 act.( 49.380547 sig in 35 act.) RANK 13 NODE 17 --> 14.204091 sigma out 1 act.( 41.346348 sig in 35 act.) RANK 14 NODE 30 --> 12.916077 sigma out 1 act.( 43.732250 sig in 35 act.) RANK 15 NODE 29 --> 12.799024 sigma out 1 act.( 42.400620 sig in 35 act.) RANK 16 NODE 34 --> 12.260468 sigma out 1 act.( 42.412876 sig in 35 act.) RANK 17 NODE 25 --> 11.182101 sigma out 1 act.( 47.513237 sig in 35 act.) RANK 18 NODE 16 --> 10.318761 sigma out 1 act.( 45.258751 sig in 35 act.) RANK 19 NODE 33 --> 10.016327 sigma out 1 act.( 45.169552 sig in 35 act.) RANK 20 NODE 6 --> 9.1527672 sigma out 1 act.( 46.947502 sig in 35 act.) RANK 21 NODE 13 --> 9.0004730 sigma out 1 act.( 36.957432 sig in 35 act.) RANK 22 NODE 12 --> 8.7734861 sigma out 1 act.( 48.283863 sig in 35 act.) RANK 23 NODE 20 --> 8.2574158 sigma out 1 act.( 41.787510 sig in 35 act.) RANK 24 NODE 10 --> 7.9174228 sigma out 1 act.( 42.116611 sig in 35 act.) RANK 25 NODE 9 --> 7.4293404 sigma out 1 act.( 41.821724 sig in 35 act.) RANK 26 NODE 22 --> 6.7773318 sigma out 1 act.( 45.069546 sig in 35 act.) RANK 27 NODE 8 --> 6.3758621 sigma out 1 act.( 44.810963 sig in 35 act.) RANK 28 NODE 19 --> 5.9563751 sigma out 1 act.( 48.918491 sig in 35 act.) RANK 29 NODE 21 --> 5.7570024 sigma out 1 act.( 50.546871 sig in 35 act.) RANK 30 NODE 31 --> 3.7906141 sigma out 1 act.( 49.044407 sig in 35 act.) RANK 31 NODE 35 --> 2.1142061 sigma out 1 act.( 44.112942 sig in 35 act.) RANK 32 NODE 24 --> 2.0724802 sigma out 1 act.( 33.472565 sig in 35 act.) RANK 33 NODE 2 --> 1.7816293 sigma out 1 act.( 46.763779 sig in 35 act.) RANK 34 NODE 7 --> 0.96016359 sigma out 1 act.( 44.477695 sig in 35 act.) RANK 35 NODE 3 --> 0.91885245 sigma out 1 act.( 51.622555 sig in 35 act.) RANK 36 NODE 32 --> 0.77424902 sigma out 1 act.( 37.393837 sig in 35 act.) RANK 37 NODE 18 --> 0.48083383 sigma out 1 act.( 41.911297 sig in 35 act.) RANK 1 NODE 1 --> 90.670845 sigma in 37 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 27.666759 sigma out 37 active outputs RANK 2 NODE 2 --> 21.878225 sigma out 37 active outputs RANK 3 NODE 4 --> 21.002703 sigma out 37 active outputs RANK 4 NODE 6 --> 18.707460 sigma out 37 active outputs RANK 5 NODE 5 --> 15.916841 sigma out 37 active outputs RANK 6 NODE 9 --> 15.908750 sigma out 37 active outputs RANK 7 NODE 7 --> 12.760802 sigma out 37 active outputs RANK 8 NODE 11 --> 12.645759 sigma out 37 active outputs RANK 9 NODE 12 --> 11.009130 sigma out 37 active outputs RANK 10 NODE 3 --> 10.771152 sigma out 37 active outputs RANK 11 NODE 8 --> 10.396231 sigma out 37 active outputs RANK 12 NODE 13 --> 10.027797 sigma out 37 active outputs RANK 13 NODE 17 --> 9.8867073 sigma out 37 active outputs RANK 14 NODE 19 --> 8.9444447 sigma out 37 active outputs RANK 15 NODE 10 --> 8.4953613 sigma out 37 active outputs RANK 16 NODE 27 --> 8.0027609 sigma out 37 active outputs RANK 17 NODE 21 --> 7.8370247 sigma out 37 active outputs RANK 18 NODE 24 --> 7.5180097 sigma out 37 active outputs RANK 19 NODE 22 --> 6.5685649 sigma out 37 active outputs RANK 20 NODE 18 --> 6.5610952 sigma out 37 active outputs RANK 21 NODE 20 --> 5.5460577 sigma out 37 active outputs RANK 22 NODE 23 --> 5.4019799 sigma out 37 active outputs RANK 23 NODE 26 --> 5.1838260 sigma out 37 active outputs RANK 24 NODE 25 --> 5.1271710 sigma out 37 active outputs RANK 25 NODE 30 --> 4.7336497 sigma out 37 active outputs RANK 26 NODE 28 --> 4.4862046 sigma out 37 active outputs RANK 27 NODE 29 --> 4.2945118 sigma out 37 active outputs RANK 28 NODE 15 --> 3.8944614 sigma out 37 active outputs RANK 29 NODE 14 --> 3.7715960 sigma out 37 active outputs RANK 30 NODE 16 --> 3.4305646 sigma out 37 active outputs RANK 31 NODE 31 --> 3.2612631 sigma out 37 active outputs RANK 32 NODE 32 --> 3.0683615 sigma out 37 active outputs RANK 33 NODE 34 --> 2.3330688 sigma out 37 active outputs RANK 34 NODE 33 --> 2.1510489 sigma out 37 active outputs RANK 35 NODE 35 --> 1.3985436 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 29.274584 sigma in 35 act. ( 29.699585 sig out 1 act.) RANK 2 NODE 14 --> 21.387636 sigma in 35 act. ( 20.244461 sig out 1 act.) RANK 3 NODE 23 --> 13.788622 sigma in 35 act. ( 13.893001 sig out 1 act.) RANK 4 NODE 15 --> 13.730141 sigma in 35 act. ( 12.999408 sig out 1 act.) RANK 5 NODE 28 --> 13.401134 sigma in 35 act. ( 13.269222 sig out 1 act.) RANK 6 NODE 5 --> 13.304223 sigma in 35 act. ( 12.637970 sig out 1 act.) RANK 7 NODE 36 --> 13.057239 sigma in 35 act. ( 12.531956 sig out 1 act.) RANK 8 NODE 11 --> 12.710324 sigma in 35 act. ( 11.915847 sig out 1 act.) RANK 9 NODE 1 --> 12.080366 sigma in 35 act. ( 15.238302 sig out 1 act.) RANK 10 NODE 26 --> 11.537708 sigma in 35 act. ( 12.295944 sig out 1 act.) RANK 11 NODE 37 --> 11.435040 sigma in 35 act. ( 10.706961 sig out 1 act.) RANK 12 NODE 27 --> 10.417387 sigma in 35 act. ( 9.3216505 sig out 1 act.) RANK 13 NODE 17 --> 9.9971199 sigma in 35 act. ( 8.6852846 sig out 1 act.) RANK 14 NODE 29 --> 9.3887777 sigma in 35 act. ( 8.3992052 sig out 1 act.) RANK 15 NODE 34 --> 8.9088488 sigma in 35 act. ( 7.7903962 sig out 1 act.) RANK 16 NODE 30 --> 8.6251717 sigma in 35 act. ( 7.9402657 sig out 1 act.) RANK 17 NODE 20 --> 8.4097395 sigma in 35 act. ( 5.4322066 sig out 1 act.) RANK 18 NODE 25 --> 8.3202906 sigma in 35 act. ( 7.6511297 sig out 1 act.) RANK 19 NODE 33 --> 7.7980876 sigma in 35 act. ( 6.6282492 sig out 1 act.) RANK 20 NODE 16 --> 7.5719008 sigma in 35 act. ( 6.2048774 sig out 1 act.) RANK 21 NODE 12 --> 7.1547461 sigma in 35 act. ( 6.1602273 sig out 1 act.) RANK 22 NODE 6 --> 7.1300440 sigma in 35 act. ( 5.9168973 sig out 1 act.) RANK 23 NODE 10 --> 7.0829320 sigma in 35 act. ( 4.9728179 sig out 1 act.) RANK 24 NODE 13 --> 7.0548410 sigma in 35 act. ( 5.5830197 sig out 1 act.) RANK 25 NODE 22 --> 6.9477501 sigma in 35 act. ( 4.4746890 sig out 1 act.) RANK 26 NODE 31 --> 6.8364086 sigma in 35 act. ( 2.4139388 sig out 1 act.) RANK 27 NODE 8 --> 6.6871052 sigma in 35 act. ( 4.2903671 sig out 1 act.) RANK 28 NODE 21 --> 6.0680337 sigma in 35 act. ( 3.8855042 sig out 1 act.) RANK 29 NODE 19 --> 6.0596461 sigma in 35 act. ( 3.9001791 sig out 1 act.) RANK 30 NODE 35 --> 6.0457945 sigma in 35 act. ( 1.4378937 sig out 1 act.) RANK 31 NODE 9 --> 5.4498448 sigma in 35 act. ( 4.1821837 sig out 1 act.) RANK 32 NODE 3 --> 4.5604601 sigma in 35 act. ( 0.66129553 sig out 1 act.) RANK 33 NODE 24 --> 4.5038180 sigma in 35 act. ( 1.3375113 sig out 1 act.) RANK 34 NODE 2 --> 4.1444230 sigma in 35 act. ( 1.2975076 sig out 1 act.) RANK 35 NODE 7 --> 3.7291288 sigma in 35 act. ( 0.63338333 sig out 1 act.) RANK 36 NODE 32 --> 3.6536653 sigma in 35 act. ( 0.56716383 sig out 1 act.) RANK 37 NODE 18 --> 2.9414394 sigma in 35 act. ( 0.31631631 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 29.699585 sigma out 1 act.( 29.274584 sig in 35 act.) RANK 2 NODE 14 --> 20.244461 sigma out 1 act.( 21.387636 sig in 35 act.) RANK 3 NODE 1 --> 15.238302 sigma out 1 act.( 12.080366 sig in 35 act.) RANK 4 NODE 23 --> 13.893001 sigma out 1 act.( 13.788622 sig in 35 act.) RANK 5 NODE 28 --> 13.269222 sigma out 1 act.( 13.401134 sig in 35 act.) RANK 6 NODE 15 --> 12.999408 sigma out 1 act.( 13.730141 sig in 35 act.) RANK 7 NODE 5 --> 12.637970 sigma out 1 act.( 13.304223 sig in 35 act.) RANK 8 NODE 36 --> 12.531956 sigma out 1 act.( 13.057239 sig in 35 act.) RANK 9 NODE 26 --> 12.295944 sigma out 1 act.( 11.537708 sig in 35 act.) RANK 10 NODE 11 --> 11.915847 sigma out 1 act.( 12.710324 sig in 35 act.) RANK 11 NODE 37 --> 10.706961 sigma out 1 act.( 11.435040 sig in 35 act.) RANK 12 NODE 27 --> 9.3216505 sigma out 1 act.( 10.417387 sig in 35 act.) RANK 13 NODE 17 --> 8.6852846 sigma out 1 act.( 9.9971199 sig in 35 act.) RANK 14 NODE 29 --> 8.3992052 sigma out 1 act.( 9.3887777 sig in 35 act.) RANK 15 NODE 30 --> 7.9402657 sigma out 1 act.( 8.6251717 sig in 35 act.) RANK 16 NODE 34 --> 7.7903962 sigma out 1 act.( 8.9088488 sig in 35 act.) RANK 17 NODE 25 --> 7.6511297 sigma out 1 act.( 8.3202906 sig in 35 act.) RANK 18 NODE 33 --> 6.6282492 sigma out 1 act.( 7.7980876 sig in 35 act.) RANK 19 NODE 16 --> 6.2048774 sigma out 1 act.( 7.5719008 sig in 35 act.) RANK 20 NODE 12 --> 6.1602273 sigma out 1 act.( 7.1547461 sig in 35 act.) RANK 21 NODE 6 --> 5.9168973 sigma out 1 act.( 7.1300440 sig in 35 act.) RANK 22 NODE 13 --> 5.5830197 sigma out 1 act.( 7.0548410 sig in 35 act.) RANK 23 NODE 20 --> 5.4322066 sigma out 1 act.( 8.4097395 sig in 35 act.) RANK 24 NODE 10 --> 4.9728179 sigma out 1 act.( 7.0829320 sig in 35 act.) RANK 25 NODE 22 --> 4.4746890 sigma out 1 act.( 6.9477501 sig in 35 act.) RANK 26 NODE 8 --> 4.2903671 sigma out 1 act.( 6.6871052 sig in 35 act.) RANK 27 NODE 9 --> 4.1821837 sigma out 1 act.( 5.4498448 sig in 35 act.) RANK 28 NODE 19 --> 3.9001791 sigma out 1 act.( 6.0596461 sig in 35 act.) RANK 29 NODE 21 --> 3.8855042 sigma out 1 act.( 6.0680337 sig in 35 act.) RANK 30 NODE 31 --> 2.4139388 sigma out 1 act.( 6.8364086 sig in 35 act.) RANK 31 NODE 35 --> 1.4378937 sigma out 1 act.( 6.0457945 sig in 35 act.) RANK 32 NODE 24 --> 1.3375113 sigma out 1 act.( 4.5038180 sig in 35 act.) RANK 33 NODE 2 --> 1.2975076 sigma out 1 act.( 4.1444230 sig in 35 act.) RANK 34 NODE 3 --> 0.66129553 sigma out 1 act.( 4.5604601 sig in 35 act.) RANK 35 NODE 7 --> 0.63338333 sigma out 1 act.( 3.7291288 sig in 35 act.) RANK 36 NODE 32 --> 0.56716383 sigma out 1 act.( 3.6536653 sig in 35 act.) RANK 37 NODE 18 --> 0.31631631 sigma out 1 act.( 2.9414394 sig in 35 act.) RANK 1 NODE 1 --> 59.511131 sigma in 37 active inputs *********************************************** *** Learn Path 1 *** loss function: -8.92557502E-02 *** contribution from regularisation: 9.84329544E-03 *** contribution from error: -9.90990475E-02 *** contribution from DIAG: 7.23394391E-04 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.16977398 *** contribution from regularisation: 3.83439660E-02 *** contribution from error: -0.20811795 *** contribution from DIAG: 1.12580135E-03 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.30325189 *** contribution from regularisation: 1.52251292E-02 *** contribution from error: -0.31847703 *** contribution from DIAG: 1.46137422E-03 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.35992178 *** contribution from regularisation: 2.49014460E-02 *** contribution from error: -0.38482323 *** contribution from DIAG: 1.25452573E-03 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.42172256 *** contribution from regularisation: 1.72323547E-02 *** contribution from error: -0.43895492 *** contribution from DIAG: 1.32319448E-03 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.45314956 *** contribution from regularisation: 2.10158676E-02 *** contribution from error: -0.47416544 *** contribution from DIAG: 1.51094340E-03 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.48022917 *** contribution from regularisation: 1.81302410E-02 *** contribution from error: -0.49835941 *** contribution from DIAG: 1.59780297E-03 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.49195263 *** contribution from regularisation: 2.01029424E-02 *** contribution from error: -0.51205558 *** contribution from DIAG: 2.36308854E-03 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.50130421 *** contribution from regularisation: 1.91244129E-02 *** contribution from error: -0.52042860 *** contribution from DIAG: 3.23065487E-03 *********************************************** --------------------------------------------------- Iteration : 10 kill weight from layer 1 knot 31 to knot 13 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 36.339752 sigma out 37 active outputs RANK 2 NODE 4 --> 26.505493 sigma out 37 active outputs RANK 3 NODE 2 --> 16.399202 sigma out 37 active outputs RANK 4 NODE 6 --> 16.268724 sigma out 37 active outputs RANK 5 NODE 9 --> 13.976579 sigma out 37 active outputs RANK 6 NODE 5 --> 13.072547 sigma out 37 active outputs RANK 7 NODE 13 --> 12.497096 sigma out 37 active outputs RANK 8 NODE 7 --> 11.681049 sigma out 37 active outputs RANK 9 NODE 12 --> 10.732219 sigma out 37 active outputs RANK 10 NODE 8 --> 10.607521 sigma out 37 active outputs RANK 11 NODE 3 --> 10.542603 sigma out 37 active outputs RANK 12 NODE 11 --> 10.155477 sigma out 37 active outputs RANK 13 NODE 10 --> 9.4732904 sigma out 37 active outputs RANK 14 NODE 17 --> 9.4213333 sigma out 37 active outputs RANK 15 NODE 23 --> 8.9802170 sigma out 37 active outputs RANK 16 NODE 21 --> 8.5529327 sigma out 37 active outputs RANK 17 NODE 19 --> 8.3590755 sigma out 37 active outputs RANK 18 NODE 22 --> 7.9406009 sigma out 37 active outputs RANK 19 NODE 27 --> 7.6106772 sigma out 37 active outputs RANK 20 NODE 20 --> 7.5312600 sigma out 37 active outputs RANK 21 NODE 24 --> 7.3403816 sigma out 37 active outputs RANK 22 NODE 18 --> 7.2804747 sigma out 37 active outputs RANK 23 NODE 25 --> 6.7454772 sigma out 37 active outputs RANK 24 NODE 26 --> 6.7278771 sigma out 37 active outputs RANK 25 NODE 28 --> 6.6733932 sigma out 37 active outputs RANK 26 NODE 29 --> 6.2384315 sigma out 37 active outputs RANK 27 NODE 16 --> 6.2249551 sigma out 37 active outputs RANK 28 NODE 30 --> 5.9615068 sigma out 37 active outputs RANK 29 NODE 14 --> 5.8564029 sigma out 37 active outputs RANK 30 NODE 15 --> 5.5792127 sigma out 37 active outputs RANK 31 NODE 31 --> 5.4590721 sigma out 36 active outputs RANK 32 NODE 32 --> 5.0914359 sigma out 37 active outputs RANK 33 NODE 34 --> 5.0616698 sigma out 37 active outputs RANK 34 NODE 33 --> 4.9934926 sigma out 37 active outputs RANK 35 NODE 35 --> 4.0386004 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 21.375704 sigma in 35 act. ( 18.421913 sig out 1 act.) RANK 2 NODE 14 --> 16.355228 sigma in 35 act. ( 12.980453 sig out 1 act.) RANK 3 NODE 17 --> 15.111052 sigma in 35 act. ( 8.0466385 sig out 1 act.) RANK 4 NODE 5 --> 14.402895 sigma in 35 act. ( 9.6970978 sig out 1 act.) RANK 5 NODE 36 --> 13.864266 sigma in 35 act. ( 8.8607798 sig out 1 act.) RANK 6 NODE 11 --> 13.629339 sigma in 35 act. ( 9.3111191 sig out 1 act.) RANK 7 NODE 15 --> 13.538402 sigma in 35 act. ( 8.6869411 sig out 1 act.) RANK 8 NODE 20 --> 13.170133 sigma in 35 act. ( 7.4091992 sig out 1 act.) RANK 9 NODE 34 --> 12.764057 sigma in 35 act. ( 7.5274358 sig out 1 act.) RANK 10 NODE 13 --> 12.727374 sigma in 34 act. ( 6.9840546 sig out 1 act.) RANK 11 NODE 30 --> 12.478336 sigma in 35 act. ( 8.3182478 sig out 1 act.) RANK 12 NODE 10 --> 12.101254 sigma in 35 act. ( 6.8613210 sig out 1 act.) RANK 13 NODE 16 --> 12.037940 sigma in 35 act. ( 6.8650422 sig out 1 act.) RANK 14 NODE 23 --> 11.844390 sigma in 35 act. ( 8.8373775 sig out 1 act.) RANK 15 NODE 26 --> 11.072140 sigma in 35 act. ( 9.1933222 sig out 1 act.) RANK 16 NODE 22 --> 11.019723 sigma in 35 act. ( 5.3474121 sig out 1 act.) RANK 17 NODE 9 --> 11.009290 sigma in 35 act. ( 6.9480867 sig out 1 act.) RANK 18 NODE 37 --> 10.699440 sigma in 35 act. ( 9.0731220 sig out 1 act.) RANK 19 NODE 29 --> 10.359440 sigma in 35 act. ( 6.9514675 sig out 1 act.) RANK 20 NODE 1 --> 10.276361 sigma in 35 act. ( 11.450913 sig out 1 act.) RANK 21 NODE 27 --> 10.249435 sigma in 35 act. ( 7.8263836 sig out 1 act.) RANK 22 NODE 25 --> 10.155996 sigma in 35 act. ( 6.8237691 sig out 1 act.) RANK 23 NODE 28 --> 9.9989977 sigma in 35 act. ( 10.786832 sig out 1 act.) RANK 24 NODE 2 --> 9.9598408 sigma in 35 act. ( 4.0912552 sig out 1 act.) RANK 25 NODE 19 --> 9.6557026 sigma in 35 act. ( 5.3006797 sig out 1 act.) RANK 26 NODE 31 --> 9.6440907 sigma in 35 act. ( 5.1761370 sig out 1 act.) RANK 27 NODE 33 --> 9.5378170 sigma in 35 act. ( 6.2664056 sig out 1 act.) RANK 28 NODE 21 --> 9.3246737 sigma in 35 act. ( 4.7833271 sig out 1 act.) RANK 29 NODE 6 --> 8.9387817 sigma in 35 act. ( 5.8859096 sig out 1 act.) RANK 30 NODE 35 --> 8.6076612 sigma in 35 act. ( 3.6366427 sig out 1 act.) RANK 31 NODE 8 --> 8.3315554 sigma in 35 act. ( 4.8552899 sig out 1 act.) RANK 32 NODE 12 --> 8.1174259 sigma in 35 act. ( 5.1860552 sig out 1 act.) RANK 33 NODE 3 --> 7.4239173 sigma in 35 act. ( 2.9921069 sig out 1 act.) RANK 34 NODE 7 --> 6.6948709 sigma in 35 act. ( 0.37510008 sig out 1 act.) RANK 35 NODE 24 --> 6.4191322 sigma in 35 act. ( 3.0415409 sig out 1 act.) RANK 36 NODE 18 --> 6.3451829 sigma in 35 act. ( 2.2553263 sig out 1 act.) RANK 37 NODE 32 --> 6.2289429 sigma in 35 act. ( 2.1131597 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 18.421913 sigma out 1 act.( 21.375704 sig in 35 act.) RANK 2 NODE 14 --> 12.980453 sigma out 1 act.( 16.355228 sig in 35 act.) RANK 3 NODE 1 --> 11.450913 sigma out 1 act.( 10.276361 sig in 35 act.) RANK 4 NODE 28 --> 10.786832 sigma out 1 act.( 9.9989977 sig in 35 act.) RANK 5 NODE 5 --> 9.6970978 sigma out 1 act.( 14.402895 sig in 35 act.) RANK 6 NODE 11 --> 9.3111191 sigma out 1 act.( 13.629339 sig in 35 act.) RANK 7 NODE 26 --> 9.1933222 sigma out 1 act.( 11.072140 sig in 35 act.) RANK 8 NODE 37 --> 9.0731220 sigma out 1 act.( 10.699440 sig in 35 act.) RANK 9 NODE 36 --> 8.8607798 sigma out 1 act.( 13.864266 sig in 35 act.) RANK 10 NODE 23 --> 8.8373775 sigma out 1 act.( 11.844390 sig in 35 act.) RANK 11 NODE 15 --> 8.6869411 sigma out 1 act.( 13.538402 sig in 35 act.) RANK 12 NODE 30 --> 8.3182478 sigma out 1 act.( 12.478336 sig in 35 act.) RANK 13 NODE 17 --> 8.0466385 sigma out 1 act.( 15.111052 sig in 35 act.) RANK 14 NODE 27 --> 7.8263836 sigma out 1 act.( 10.249435 sig in 35 act.) RANK 15 NODE 34 --> 7.5274358 sigma out 1 act.( 12.764057 sig in 35 act.) RANK 16 NODE 20 --> 7.4091992 sigma out 1 act.( 13.170133 sig in 35 act.) RANK 17 NODE 13 --> 6.9840546 sigma out 1 act.( 12.727374 sig in 34 act.) RANK 18 NODE 29 --> 6.9514675 sigma out 1 act.( 10.359440 sig in 35 act.) RANK 19 NODE 9 --> 6.9480867 sigma out 1 act.( 11.009290 sig in 35 act.) RANK 20 NODE 16 --> 6.8650422 sigma out 1 act.( 12.037940 sig in 35 act.) RANK 21 NODE 10 --> 6.8613210 sigma out 1 act.( 12.101254 sig in 35 act.) RANK 22 NODE 25 --> 6.8237691 sigma out 1 act.( 10.155996 sig in 35 act.) RANK 23 NODE 33 --> 6.2664056 sigma out 1 act.( 9.5378170 sig in 35 act.) RANK 24 NODE 6 --> 5.8859096 sigma out 1 act.( 8.9387817 sig in 35 act.) RANK 25 NODE 22 --> 5.3474121 sigma out 1 act.( 11.019723 sig in 35 act.) RANK 26 NODE 19 --> 5.3006797 sigma out 1 act.( 9.6557026 sig in 35 act.) RANK 27 NODE 12 --> 5.1860552 sigma out 1 act.( 8.1174259 sig in 35 act.) RANK 28 NODE 31 --> 5.1761370 sigma out 1 act.( 9.6440907 sig in 35 act.) RANK 29 NODE 8 --> 4.8552899 sigma out 1 act.( 8.3315554 sig in 35 act.) RANK 30 NODE 21 --> 4.7833271 sigma out 1 act.( 9.3246737 sig in 35 act.) RANK 31 NODE 2 --> 4.0912552 sigma out 1 act.( 9.9598408 sig in 35 act.) RANK 32 NODE 35 --> 3.6366427 sigma out 1 act.( 8.6076612 sig in 35 act.) RANK 33 NODE 24 --> 3.0415409 sigma out 1 act.( 6.4191322 sig in 35 act.) RANK 34 NODE 3 --> 2.9921069 sigma out 1 act.( 7.4239173 sig in 35 act.) RANK 35 NODE 18 --> 2.2553263 sigma out 1 act.( 6.3451829 sig in 35 act.) RANK 36 NODE 32 --> 2.1131597 sigma out 1 act.( 6.2289429 sig in 35 act.) RANK 37 NODE 7 --> 0.37510008 sigma out 1 act.( 6.6948709 sig in 35 act.) RANK 1 NODE 1 --> 47.079582 sigma in 37 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.50657123 *** contribution from regularisation: 2.02393476E-02 *** contribution from error: -0.52681059 *** contribution from DIAG: 3.82913463E-03 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.51091355 *** contribution from regularisation: 1.98025852E-02 *** contribution from error: -0.53071612 *** contribution from DIAG: 4.31889854E-03 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.51232058 *** contribution from regularisation: 2.08600834E-02 *** contribution from error: -0.53318065 *** contribution from DIAG: 4.80565848E-03 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.51424795 *** contribution from regularisation: 2.04151254E-02 *** contribution from error: -0.53466308 *** contribution from DIAG: 4.96845366E-03 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.51423556 *** contribution from regularisation: 2.14095898E-02 *** contribution from error: -0.53564513 *** contribution from DIAG: 4.32272209E-03 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.51557338 *** contribution from regularisation: 2.07317024E-02 *** contribution from error: -0.53630507 *** contribution from DIAG: 4.82195150E-03 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.51494920 *** contribution from regularisation: 2.17036381E-02 *** contribution from error: -0.53665286 *** contribution from DIAG: 5.45764109E-03 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.51595962 *** contribution from regularisation: 2.09560413E-02 *** contribution from error: -0.53691566 *** contribution from DIAG: 5.36552165E-03 *********************************************** --------------------------------------------------- Iteration : 18 kill weight from layer 1 knot 11 to knot 10 *********************************************** *** Learn Path 18 *** loss function: -0.51547337 *** contribution from regularisation: 2.16924399E-02 *** contribution from error: -0.53716582 *** contribution from DIAG: 4.84991632E-03 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.51660085 *** contribution from regularisation: 2.07512844E-02 *** contribution from error: -0.53735214 *** contribution from DIAG: 5.08766202E-03 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 45.630165 sigma out 37 active outputs RANK 2 NODE 4 --> 33.298206 sigma out 37 active outputs RANK 3 NODE 6 --> 17.709606 sigma out 37 active outputs RANK 4 NODE 2 --> 17.641512 sigma out 37 active outputs RANK 5 NODE 9 --> 15.070177 sigma out 37 active outputs RANK 6 NODE 5 --> 13.973438 sigma out 37 active outputs RANK 7 NODE 13 --> 13.557101 sigma out 37 active outputs RANK 8 NODE 7 --> 12.293568 sigma out 37 active outputs RANK 9 NODE 12 --> 11.379000 sigma out 37 active outputs RANK 10 NODE 8 --> 11.312228 sigma out 37 active outputs RANK 11 NODE 3 --> 11.308121 sigma out 37 active outputs RANK 12 NODE 23 --> 10.625450 sigma out 37 active outputs RANK 13 NODE 11 --> 10.575855 sigma out 36 active outputs RANK 14 NODE 10 --> 10.093324 sigma out 37 active outputs RANK 15 NODE 17 --> 10.014693 sigma out 37 active outputs RANK 16 NODE 21 --> 9.0312119 sigma out 37 active outputs RANK 17 NODE 19 --> 8.9911747 sigma out 37 active outputs RANK 18 NODE 22 --> 8.5365486 sigma out 37 active outputs RANK 19 NODE 18 --> 8.1441946 sigma out 37 active outputs RANK 20 NODE 24 --> 8.0678482 sigma out 37 active outputs RANK 21 NODE 20 --> 7.9323244 sigma out 37 active outputs RANK 22 NODE 27 --> 7.7291985 sigma out 37 active outputs RANK 23 NODE 25 --> 7.1082945 sigma out 37 active outputs RANK 24 NODE 28 --> 7.0830855 sigma out 37 active outputs RANK 25 NODE 26 --> 6.8063741 sigma out 37 active outputs RANK 26 NODE 29 --> 6.6366296 sigma out 37 active outputs RANK 27 NODE 16 --> 6.4170604 sigma out 37 active outputs RANK 28 NODE 14 --> 6.2297139 sigma out 37 active outputs RANK 29 NODE 30 --> 6.0745459 sigma out 37 active outputs RANK 30 NODE 34 --> 5.7694402 sigma out 37 active outputs RANK 31 NODE 15 --> 5.6880398 sigma out 37 active outputs RANK 32 NODE 31 --> 5.5436263 sigma out 36 active outputs RANK 33 NODE 32 --> 5.0611563 sigma out 37 active outputs RANK 34 NODE 33 --> 4.6929760 sigma out 37 active outputs RANK 35 NODE 35 --> 3.5359490 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 23.064590 sigma in 35 act. ( 18.765799 sig out 1 act.) RANK 2 NODE 17 --> 19.495161 sigma in 35 act. ( 9.9122419 sig out 1 act.) RANK 3 NODE 14 --> 17.945446 sigma in 35 act. ( 13.221211 sig out 1 act.) RANK 4 NODE 20 --> 16.591528 sigma in 35 act. ( 8.7482767 sig out 1 act.) RANK 5 NODE 5 --> 16.313158 sigma in 35 act. ( 10.594460 sig out 1 act.) RANK 6 NODE 36 --> 15.942976 sigma in 35 act. ( 9.8112297 sig out 1 act.) RANK 7 NODE 13 --> 15.733810 sigma in 34 act. ( 8.3855000 sig out 1 act.) RANK 8 NODE 15 --> 15.621837 sigma in 35 act. ( 9.6142807 sig out 1 act.) RANK 9 NODE 34 --> 15.418807 sigma in 35 act. ( 8.6725121 sig out 1 act.) RANK 10 NODE 10 --> 15.261242 sigma in 34 act. ( 8.2372093 sig out 1 act.) RANK 11 NODE 11 --> 15.212130 sigma in 35 act. ( 9.8748312 sig out 1 act.) RANK 12 NODE 16 --> 14.856526 sigma in 35 act. ( 7.8005719 sig out 1 act.) RANK 13 NODE 30 --> 14.540625 sigma in 35 act. ( 9.4839792 sig out 1 act.) RANK 14 NODE 22 --> 14.207333 sigma in 35 act. ( 7.0190825 sig out 1 act.) RANK 15 NODE 9 --> 13.315803 sigma in 35 act. ( 8.0165863 sig out 1 act.) RANK 16 NODE 23 --> 13.290305 sigma in 35 act. ( 9.1779909 sig out 1 act.) RANK 17 NODE 2 --> 12.481021 sigma in 35 act. ( 5.5555449 sig out 1 act.) RANK 18 NODE 26 --> 11.937063 sigma in 35 act. ( 9.1869116 sig out 1 act.) RANK 19 NODE 31 --> 11.797840 sigma in 35 act. ( 6.3117647 sig out 1 act.) RANK 20 NODE 37 --> 11.503508 sigma in 35 act. ( 9.1443405 sig out 1 act.) RANK 21 NODE 29 --> 11.486650 sigma in 35 act. ( 7.1605368 sig out 1 act.) RANK 22 NODE 25 --> 11.452224 sigma in 35 act. ( 7.2604141 sig out 1 act.) RANK 23 NODE 27 --> 10.965852 sigma in 35 act. ( 7.8612370 sig out 1 act.) RANK 24 NODE 33 --> 10.820021 sigma in 35 act. ( 6.9051065 sig out 1 act.) RANK 25 NODE 19 --> 10.809632 sigma in 35 act. ( 6.1795907 sig out 1 act.) RANK 26 NODE 21 --> 10.515736 sigma in 35 act. ( 5.5758910 sig out 1 act.) RANK 27 NODE 35 --> 10.477668 sigma in 35 act. ( 4.6824508 sig out 1 act.) RANK 28 NODE 28 --> 10.249964 sigma in 35 act. ( 10.330555 sig out 1 act.) RANK 29 NODE 1 --> 10.136827 sigma in 35 act. ( 11.498755 sig out 1 act.) RANK 30 NODE 6 --> 9.4168320 sigma in 35 act. ( 5.9789443 sig out 1 act.) RANK 31 NODE 8 --> 9.2365274 sigma in 35 act. ( 5.3189836 sig out 1 act.) RANK 32 NODE 3 --> 8.2404165 sigma in 35 act. ( 3.8382108 sig out 1 act.) RANK 33 NODE 12 --> 7.9984818 sigma in 35 act. ( 5.2028031 sig out 1 act.) RANK 34 NODE 18 --> 7.7219172 sigma in 35 act. ( 3.4439831 sig out 1 act.) RANK 35 NODE 24 --> 7.4832172 sigma in 35 act. ( 3.7804132 sig out 1 act.) RANK 36 NODE 32 --> 6.8733730 sigma in 35 act. ( 2.7197707 sig out 1 act.) RANK 37 NODE 7 --> 6.6245608 sigma in 35 act. ( 0.17390783 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 18.765799 sigma out 1 act.( 23.064590 sig in 35 act.) RANK 2 NODE 14 --> 13.221211 sigma out 1 act.( 17.945446 sig in 35 act.) RANK 3 NODE 1 --> 11.498755 sigma out 1 act.( 10.136827 sig in 35 act.) RANK 4 NODE 5 --> 10.594460 sigma out 1 act.( 16.313158 sig in 35 act.) RANK 5 NODE 28 --> 10.330555 sigma out 1 act.( 10.249964 sig in 35 act.) RANK 6 NODE 17 --> 9.9122419 sigma out 1 act.( 19.495161 sig in 35 act.) RANK 7 NODE 11 --> 9.8748312 sigma out 1 act.( 15.212130 sig in 35 act.) RANK 8 NODE 36 --> 9.8112297 sigma out 1 act.( 15.942976 sig in 35 act.) RANK 9 NODE 15 --> 9.6142807 sigma out 1 act.( 15.621837 sig in 35 act.) RANK 10 NODE 30 --> 9.4839792 sigma out 1 act.( 14.540625 sig in 35 act.) RANK 11 NODE 26 --> 9.1869116 sigma out 1 act.( 11.937063 sig in 35 act.) RANK 12 NODE 23 --> 9.1779909 sigma out 1 act.( 13.290305 sig in 35 act.) RANK 13 NODE 37 --> 9.1443405 sigma out 1 act.( 11.503508 sig in 35 act.) RANK 14 NODE 20 --> 8.7482767 sigma out 1 act.( 16.591528 sig in 35 act.) RANK 15 NODE 34 --> 8.6725121 sigma out 1 act.( 15.418807 sig in 35 act.) RANK 16 NODE 13 --> 8.3855000 sigma out 1 act.( 15.733810 sig in 34 act.) RANK 17 NODE 10 --> 8.2372093 sigma out 1 act.( 15.261242 sig in 34 act.) RANK 18 NODE 9 --> 8.0165863 sigma out 1 act.( 13.315803 sig in 35 act.) RANK 19 NODE 27 --> 7.8612370 sigma out 1 act.( 10.965852 sig in 35 act.) RANK 20 NODE 16 --> 7.8005719 sigma out 1 act.( 14.856526 sig in 35 act.) RANK 21 NODE 25 --> 7.2604141 sigma out 1 act.( 11.452224 sig in 35 act.) RANK 22 NODE 29 --> 7.1605368 sigma out 1 act.( 11.486650 sig in 35 act.) RANK 23 NODE 22 --> 7.0190825 sigma out 1 act.( 14.207333 sig in 35 act.) RANK 24 NODE 33 --> 6.9051065 sigma out 1 act.( 10.820021 sig in 35 act.) RANK 25 NODE 31 --> 6.3117647 sigma out 1 act.( 11.797840 sig in 35 act.) RANK 26 NODE 19 --> 6.1795907 sigma out 1 act.( 10.809632 sig in 35 act.) RANK 27 NODE 6 --> 5.9789443 sigma out 1 act.( 9.4168320 sig in 35 act.) RANK 28 NODE 21 --> 5.5758910 sigma out 1 act.( 10.515736 sig in 35 act.) RANK 29 NODE 2 --> 5.5555449 sigma out 1 act.( 12.481021 sig in 35 act.) RANK 30 NODE 8 --> 5.3189836 sigma out 1 act.( 9.2365274 sig in 35 act.) RANK 31 NODE 12 --> 5.2028031 sigma out 1 act.( 7.9984818 sig in 35 act.) RANK 32 NODE 35 --> 4.6824508 sigma out 1 act.( 10.477668 sig in 35 act.) RANK 33 NODE 3 --> 3.8382108 sigma out 1 act.( 8.2404165 sig in 35 act.) RANK 34 NODE 24 --> 3.7804132 sigma out 1 act.( 7.4832172 sig in 35 act.) RANK 35 NODE 18 --> 3.4439831 sigma out 1 act.( 7.7219172 sig in 35 act.) RANK 36 NODE 32 --> 2.7197707 sigma out 1 act.( 6.8733730 sig in 35 act.) RANK 37 NODE 7 --> 0.17390783 sigma out 1 act.( 6.6245608 sig in 35 act.) RANK 1 NODE 1 --> 50.831944 sigma in 37 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.51596761 *** contribution from regularisation: 2.15483233E-02 *** contribution from error: -0.53751594 *** contribution from DIAG: 5.88979665E-03 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.51673055 *** contribution from regularisation: 2.09063701E-02 *** contribution from error: -0.53763694 *** contribution from DIAG: 6.20158250E-03 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.51614588 *** contribution from regularisation: 2.15515830E-02 *** contribution from error: -0.53769749 *** contribution from DIAG: 6.06234325E-03 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.51642644 *** contribution from regularisation: 2.13823561E-02 *** contribution from error: -0.53780878 *** contribution from DIAG: 5.21939294E-03 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.51657772 *** contribution from regularisation: 2.13184729E-02 *** contribution from error: -0.53789622 *** contribution from DIAG: 5.19209681E-03 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.51639724 *** contribution from regularisation: 2.15616021E-02 *** contribution from error: -0.53795886 *** contribution from DIAG: 5.16703958E-03 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.51704240 *** contribution from regularisation: 2.09605731E-02 *** contribution from error: -0.53800297 *** contribution from DIAG: 5.12787746E-03 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.51637131 *** contribution from regularisation: 2.16729008E-02 *** contribution from error: -0.53804421 *** contribution from DIAG: 5.19735692E-03 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.51750720 *** contribution from regularisation: 2.05776244E-02 *** contribution from error: -0.53808481 *** contribution from DIAG: 5.29366499E-03 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.51626778 *** contribution from regularisation: 2.18340810E-02 *** contribution from error: -0.53810185 *** contribution from DIAG: 5.37135126E-03 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 46.782948 sigma out 37 active outputs RANK 2 NODE 4 --> 34.141651 sigma out 37 active outputs RANK 3 NODE 6 --> 17.839832 sigma out 37 active outputs RANK 4 NODE 2 --> 17.307150 sigma out 37 active outputs RANK 5 NODE 9 --> 14.895115 sigma out 37 active outputs RANK 6 NODE 5 --> 13.746720 sigma out 37 active outputs RANK 7 NODE 13 --> 13.383514 sigma out 37 active outputs RANK 8 NODE 7 --> 12.352773 sigma out 37 active outputs RANK 9 NODE 12 --> 11.322433 sigma out 37 active outputs RANK 10 NODE 8 --> 11.265265 sigma out 37 active outputs RANK 11 NODE 3 --> 10.858203 sigma out 37 active outputs RANK 12 NODE 23 --> 10.726311 sigma out 37 active outputs RANK 13 NODE 11 --> 10.501818 sigma out 36 active outputs RANK 14 NODE 10 --> 9.8970490 sigma out 37 active outputs RANK 15 NODE 17 --> 9.8132133 sigma out 37 active outputs RANK 16 NODE 21 --> 8.9270267 sigma out 37 active outputs RANK 17 NODE 19 --> 8.8514986 sigma out 37 active outputs RANK 18 NODE 22 --> 8.6003571 sigma out 37 active outputs RANK 19 NODE 20 --> 7.9107270 sigma out 37 active outputs RANK 20 NODE 24 --> 7.8971882 sigma out 37 active outputs RANK 21 NODE 27 --> 7.7999191 sigma out 37 active outputs RANK 22 NODE 28 --> 7.0450606 sigma out 37 active outputs RANK 23 NODE 25 --> 7.0305772 sigma out 37 active outputs RANK 24 NODE 18 --> 6.9345560 sigma out 37 active outputs RANK 25 NODE 26 --> 6.7335372 sigma out 37 active outputs RANK 26 NODE 29 --> 6.4628339 sigma out 37 active outputs RANK 27 NODE 16 --> 6.2055049 sigma out 37 active outputs RANK 28 NODE 30 --> 5.9682088 sigma out 37 active outputs RANK 29 NODE 34 --> 5.8977494 sigma out 37 active outputs RANK 30 NODE 14 --> 5.8513856 sigma out 37 active outputs RANK 31 NODE 15 --> 5.6000080 sigma out 37 active outputs RANK 32 NODE 31 --> 5.3996377 sigma out 36 active outputs RANK 33 NODE 32 --> 4.9373012 sigma out 37 active outputs RANK 34 NODE 33 --> 4.4589705 sigma out 37 active outputs RANK 35 NODE 35 --> 3.0934453 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 23.155018 sigma in 35 act. ( 18.927555 sig out 1 act.) RANK 2 NODE 17 --> 20.020233 sigma in 35 act. ( 10.251605 sig out 1 act.) RANK 3 NODE 14 --> 17.955200 sigma in 35 act. ( 13.275693 sig out 1 act.) RANK 4 NODE 20 --> 16.821083 sigma in 35 act. ( 8.8331928 sig out 1 act.) RANK 5 NODE 5 --> 16.536631 sigma in 35 act. ( 10.383653 sig out 1 act.) RANK 6 NODE 36 --> 16.153116 sigma in 35 act. ( 9.9349852 sig out 1 act.) RANK 7 NODE 13 --> 15.940481 sigma in 34 act. ( 8.4380703 sig out 1 act.) RANK 8 NODE 15 --> 15.729185 sigma in 35 act. ( 9.7025023 sig out 1 act.) RANK 9 NODE 34 --> 15.675773 sigma in 35 act. ( 8.6501141 sig out 1 act.) RANK 10 NODE 10 --> 15.528899 sigma in 34 act. ( 8.3709116 sig out 1 act.) RANK 11 NODE 11 --> 15.299643 sigma in 35 act. ( 9.7307081 sig out 1 act.) RANK 12 NODE 16 --> 15.090323 sigma in 35 act. ( 8.0661812 sig out 1 act.) RANK 13 NODE 30 --> 14.803324 sigma in 35 act. ( 9.3265038 sig out 1 act.) RANK 14 NODE 22 --> 14.600432 sigma in 35 act. ( 7.0270796 sig out 1 act.) RANK 15 NODE 9 --> 13.465701 sigma in 35 act. ( 7.9935603 sig out 1 act.) RANK 16 NODE 23 --> 13.326544 sigma in 35 act. ( 9.0407209 sig out 1 act.) RANK 17 NODE 2 --> 12.657763 sigma in 35 act. ( 5.6162348 sig out 1 act.) RANK 18 NODE 31 --> 11.909062 sigma in 35 act. ( 6.5092101 sig out 1 act.) RANK 19 NODE 26 --> 11.758860 sigma in 35 act. ( 9.2855606 sig out 1 act.) RANK 20 NODE 25 --> 11.507402 sigma in 35 act. ( 7.2170739 sig out 1 act.) RANK 21 NODE 37 --> 11.460793 sigma in 35 act. ( 9.0771484 sig out 1 act.) RANK 22 NODE 29 --> 11.416043 sigma in 35 act. ( 7.0838170 sig out 1 act.) RANK 23 NODE 27 --> 10.842966 sigma in 35 act. ( 7.7608309 sig out 1 act.) RANK 24 NODE 33 --> 10.838302 sigma in 35 act. ( 6.6943851 sig out 1 act.) RANK 25 NODE 19 --> 10.754741 sigma in 35 act. ( 6.0726776 sig out 1 act.) RANK 26 NODE 35 --> 10.597791 sigma in 35 act. ( 4.7172523 sig out 1 act.) RANK 27 NODE 21 --> 10.448909 sigma in 35 act. ( 5.5707383 sig out 1 act.) RANK 28 NODE 28 --> 10.055501 sigma in 35 act. ( 10.234987 sig out 1 act.) RANK 29 NODE 1 --> 9.9184237 sigma in 35 act. ( 11.339715 sig out 1 act.) RANK 30 NODE 6 --> 9.2386522 sigma in 35 act. ( 5.9249520 sig out 1 act.) RANK 31 NODE 8 --> 9.1089344 sigma in 35 act. ( 5.3720660 sig out 1 act.) RANK 32 NODE 3 --> 8.1382561 sigma in 35 act. ( 3.8941638 sig out 1 act.) RANK 33 NODE 12 --> 7.6871386 sigma in 35 act. ( 5.0341263 sig out 1 act.) RANK 34 NODE 18 --> 7.6342468 sigma in 35 act. ( 3.3781228 sig out 1 act.) RANK 35 NODE 24 --> 7.4821486 sigma in 35 act. ( 3.8797743 sig out 1 act.) RANK 36 NODE 32 --> 6.7255802 sigma in 35 act. ( 2.6883028 sig out 1 act.) RANK 37 NODE 7 --> 6.2801490 sigma in 35 act. ( 0.12799931 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 18.927555 sigma out 1 act.( 23.155018 sig in 35 act.) RANK 2 NODE 14 --> 13.275693 sigma out 1 act.( 17.955200 sig in 35 act.) RANK 3 NODE 1 --> 11.339715 sigma out 1 act.( 9.9184237 sig in 35 act.) RANK 4 NODE 5 --> 10.383653 sigma out 1 act.( 16.536631 sig in 35 act.) RANK 5 NODE 17 --> 10.251605 sigma out 1 act.( 20.020233 sig in 35 act.) RANK 6 NODE 28 --> 10.234987 sigma out 1 act.( 10.055501 sig in 35 act.) RANK 7 NODE 36 --> 9.9349852 sigma out 1 act.( 16.153116 sig in 35 act.) RANK 8 NODE 11 --> 9.7307081 sigma out 1 act.( 15.299643 sig in 35 act.) RANK 9 NODE 15 --> 9.7025023 sigma out 1 act.( 15.729185 sig in 35 act.) RANK 10 NODE 30 --> 9.3265038 sigma out 1 act.( 14.803324 sig in 35 act.) RANK 11 NODE 26 --> 9.2855606 sigma out 1 act.( 11.758860 sig in 35 act.) RANK 12 NODE 37 --> 9.0771484 sigma out 1 act.( 11.460793 sig in 35 act.) RANK 13 NODE 23 --> 9.0407209 sigma out 1 act.( 13.326544 sig in 35 act.) RANK 14 NODE 20 --> 8.8331928 sigma out 1 act.( 16.821083 sig in 35 act.) RANK 15 NODE 34 --> 8.6501141 sigma out 1 act.( 15.675773 sig in 35 act.) RANK 16 NODE 13 --> 8.4380703 sigma out 1 act.( 15.940481 sig in 34 act.) RANK 17 NODE 10 --> 8.3709116 sigma out 1 act.( 15.528899 sig in 34 act.) RANK 18 NODE 16 --> 8.0661812 sigma out 1 act.( 15.090323 sig in 35 act.) RANK 19 NODE 9 --> 7.9935603 sigma out 1 act.( 13.465701 sig in 35 act.) RANK 20 NODE 27 --> 7.7608309 sigma out 1 act.( 10.842966 sig in 35 act.) RANK 21 NODE 25 --> 7.2170739 sigma out 1 act.( 11.507402 sig in 35 act.) RANK 22 NODE 29 --> 7.0838170 sigma out 1 act.( 11.416043 sig in 35 act.) RANK 23 NODE 22 --> 7.0270796 sigma out 1 act.( 14.600432 sig in 35 act.) RANK 24 NODE 33 --> 6.6943851 sigma out 1 act.( 10.838302 sig in 35 act.) RANK 25 NODE 31 --> 6.5092101 sigma out 1 act.( 11.909062 sig in 35 act.) RANK 26 NODE 19 --> 6.0726776 sigma out 1 act.( 10.754741 sig in 35 act.) RANK 27 NODE 6 --> 5.9249520 sigma out 1 act.( 9.2386522 sig in 35 act.) RANK 28 NODE 2 --> 5.6162348 sigma out 1 act.( 12.657763 sig in 35 act.) RANK 29 NODE 21 --> 5.5707383 sigma out 1 act.( 10.448909 sig in 35 act.) RANK 30 NODE 8 --> 5.3720660 sigma out 1 act.( 9.1089344 sig in 35 act.) RANK 31 NODE 12 --> 5.0341263 sigma out 1 act.( 7.6871386 sig in 35 act.) RANK 32 NODE 35 --> 4.7172523 sigma out 1 act.( 10.597791 sig in 35 act.) RANK 33 NODE 3 --> 3.8941638 sigma out 1 act.( 8.1382561 sig in 35 act.) RANK 34 NODE 24 --> 3.8797743 sigma out 1 act.( 7.4821486 sig in 35 act.) RANK 35 NODE 18 --> 3.3781228 sigma out 1 act.( 7.6342468 sig in 35 act.) RANK 36 NODE 32 --> 2.6883028 sigma out 1 act.( 6.7255802 sig in 35 act.) RANK 37 NODE 7 --> 0.12799931 sigma out 1 act.( 6.2801490 sig in 35 act.) RANK 1 NODE 1 --> 50.868931 sigma in 37 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.51726723 *** contribution from regularisation: 2.08672564E-02 *** contribution from error: -0.53813446 *** contribution from DIAG: 5.38994838E-03 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.51674664 *** contribution from regularisation: 2.14108303E-02 *** contribution from error: -0.53815746 *** contribution from DIAG: 5.34202252E-03 *********************************************** --------------------------------------------------- Iteration : 32 kill weight from layer 1 knot 30 to knot 2 *********************************************** *** Learn Path 32 *** loss function: -0.51737893 *** contribution from regularisation: 2.08016094E-02 *** contribution from error: -0.53818053 *** contribution from DIAG: 5.26148500E-03 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.51715738 *** contribution from regularisation: 2.10446976E-02 *** contribution from error: -0.53820205 *** contribution from DIAG: 5.24738152E-03 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.51724428 *** contribution from regularisation: 2.09760275E-02 *** contribution from error: -0.53822029 *** contribution from DIAG: 5.35375066E-03 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.51734585 *** contribution from regularisation: 2.08962765E-02 *** contribution from error: -0.53824210 *** contribution from DIAG: 5.18556591E-03 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.51723331 *** contribution from regularisation: 2.10231375E-02 *** contribution from error: -0.53825647 *** contribution from DIAG: 5.28519042E-03 *********************************************** --------------------------------------------------- Iteration : 37 kill weight from layer 1 knot 26 to knot 33 *********************************************** *** Learn Path 37 *** loss function: -0.51727861 *** contribution from regularisation: 2.09954809E-02 *** contribution from error: -0.53827411 *** contribution from DIAG: 5.11048920E-03 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.51726007 *** contribution from regularisation: 2.10338924E-02 *** contribution from error: -0.53829396 *** contribution from DIAG: 5.13221649E-03 *********************************************** --------------------------------------------------- Iteration : 39 kill weight from layer 1 knot 12 to knot 24 *********************************************** *** Learn Path 39 *** loss function: -0.51713991 *** contribution from regularisation: 2.11665202E-02 *** contribution from error: -0.53830642 *** contribution from DIAG: 5.15116798E-03 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 46.518185 sigma out 37 active outputs RANK 2 NODE 4 --> 34.023289 sigma out 37 active outputs RANK 3 NODE 2 --> 17.770096 sigma out 37 active outputs RANK 4 NODE 6 --> 17.710741 sigma out 37 active outputs RANK 5 NODE 9 --> 15.060368 sigma out 37 active outputs RANK 6 NODE 5 --> 13.585484 sigma out 37 active outputs RANK 7 NODE 13 --> 13.218163 sigma out 37 active outputs RANK 8 NODE 7 --> 12.347043 sigma out 37 active outputs RANK 9 NODE 8 --> 11.265527 sigma out 37 active outputs RANK 10 NODE 3 --> 11.099070 sigma out 37 active outputs RANK 11 NODE 23 --> 10.872031 sigma out 37 active outputs RANK 12 NODE 12 --> 10.846354 sigma out 36 active outputs RANK 13 NODE 11 --> 10.475121 sigma out 36 active outputs RANK 14 NODE 10 --> 10.105978 sigma out 37 active outputs RANK 15 NODE 17 --> 9.7698746 sigma out 37 active outputs RANK 16 NODE 19 --> 8.8050003 sigma out 37 active outputs RANK 17 NODE 21 --> 8.7446489 sigma out 37 active outputs RANK 18 NODE 22 --> 8.3947878 sigma out 37 active outputs RANK 19 NODE 24 --> 7.9700098 sigma out 37 active outputs RANK 20 NODE 20 --> 7.8362293 sigma out 37 active outputs RANK 21 NODE 27 --> 7.7149954 sigma out 37 active outputs RANK 22 NODE 18 --> 7.1818919 sigma out 37 active outputs RANK 23 NODE 25 --> 7.0587320 sigma out 37 active outputs RANK 24 NODE 28 --> 6.9487405 sigma out 37 active outputs RANK 25 NODE 26 --> 6.7631130 sigma out 36 active outputs RANK 26 NODE 29 --> 6.5137510 sigma out 37 active outputs RANK 27 NODE 34 --> 6.2979498 sigma out 37 active outputs RANK 28 NODE 30 --> 5.8043246 sigma out 36 active outputs RANK 29 NODE 16 --> 5.5891685 sigma out 37 active outputs RANK 30 NODE 31 --> 5.3869772 sigma out 36 active outputs RANK 31 NODE 32 --> 5.0072522 sigma out 37 active outputs RANK 32 NODE 15 --> 4.8947248 sigma out 37 active outputs RANK 33 NODE 14 --> 4.7754941 sigma out 37 active outputs RANK 34 NODE 33 --> 4.5221281 sigma out 37 active outputs RANK 35 NODE 35 --> 3.3437307 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 23.322952 sigma in 35 act. ( 18.679428 sig out 1 act.) RANK 2 NODE 17 --> 20.032545 sigma in 35 act. ( 10.179541 sig out 1 act.) RANK 3 NODE 14 --> 17.833712 sigma in 35 act. ( 13.434577 sig out 1 act.) RANK 4 NODE 20 --> 16.777864 sigma in 35 act. ( 8.8347864 sig out 1 act.) RANK 5 NODE 5 --> 16.456646 sigma in 35 act. ( 10.161376 sig out 1 act.) RANK 6 NODE 36 --> 16.135935 sigma in 35 act. ( 9.8780117 sig out 1 act.) RANK 7 NODE 13 --> 15.854551 sigma in 34 act. ( 8.4083443 sig out 1 act.) RANK 8 NODE 15 --> 15.776253 sigma in 35 act. ( 9.7830982 sig out 1 act.) RANK 9 NODE 34 --> 15.616509 sigma in 35 act. ( 8.6595755 sig out 1 act.) RANK 10 NODE 10 --> 15.466956 sigma in 34 act. ( 8.4144754 sig out 1 act.) RANK 11 NODE 11 --> 15.228415 sigma in 35 act. ( 9.7165270 sig out 1 act.) RANK 12 NODE 16 --> 15.048844 sigma in 35 act. ( 7.9711285 sig out 1 act.) RANK 13 NODE 30 --> 14.680516 sigma in 35 act. ( 9.4137745 sig out 1 act.) RANK 14 NODE 22 --> 14.485894 sigma in 35 act. ( 7.1854286 sig out 1 act.) RANK 15 NODE 9 --> 13.454606 sigma in 35 act. ( 8.0694141 sig out 1 act.) RANK 16 NODE 23 --> 13.229302 sigma in 35 act. ( 9.2542849 sig out 1 act.) RANK 17 NODE 2 --> 12.701802 sigma in 34 act. ( 5.6684394 sig out 1 act.) RANK 18 NODE 31 --> 11.906027 sigma in 35 act. ( 6.4185123 sig out 1 act.) RANK 19 NODE 26 --> 11.714870 sigma in 35 act. ( 9.2337627 sig out 1 act.) RANK 20 NODE 25 --> 11.420936 sigma in 35 act. ( 7.1667557 sig out 1 act.) RANK 21 NODE 29 --> 11.360536 sigma in 35 act. ( 7.1097760 sig out 1 act.) RANK 22 NODE 37 --> 11.352327 sigma in 35 act. ( 9.0513449 sig out 1 act.) RANK 23 NODE 33 --> 10.787244 sigma in 34 act. ( 6.6822634 sig out 1 act.) RANK 24 NODE 27 --> 10.709329 sigma in 35 act. ( 7.6424198 sig out 1 act.) RANK 25 NODE 19 --> 10.630983 sigma in 35 act. ( 5.9794059 sig out 1 act.) RANK 26 NODE 35 --> 10.539556 sigma in 35 act. ( 4.7029657 sig out 1 act.) RANK 27 NODE 21 --> 10.331888 sigma in 35 act. ( 5.6003041 sig out 1 act.) RANK 28 NODE 28 --> 9.9694414 sigma in 35 act. ( 10.074623 sig out 1 act.) RANK 29 NODE 1 --> 9.8009624 sigma in 35 act. ( 11.116575 sig out 1 act.) RANK 30 NODE 6 --> 9.1258707 sigma in 35 act. ( 5.8381267 sig out 1 act.) RANK 31 NODE 8 --> 9.0266438 sigma in 35 act. ( 5.2559881 sig out 1 act.) RANK 32 NODE 3 --> 8.0855303 sigma in 35 act. ( 3.9194627 sig out 1 act.) RANK 33 NODE 12 --> 7.5507646 sigma in 35 act. ( 4.9324055 sig out 1 act.) RANK 34 NODE 18 --> 7.5240755 sigma in 35 act. ( 3.2809134 sig out 1 act.) RANK 35 NODE 24 --> 7.4481120 sigma in 34 act. ( 3.8990207 sig out 1 act.) RANK 36 NODE 32 --> 6.6496577 sigma in 35 act. ( 2.6222434 sig out 1 act.) RANK 37 NODE 7 --> 6.1645813 sigma in 35 act. ( 0.11856411 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 18.679428 sigma out 1 act.( 23.322952 sig in 35 act.) RANK 2 NODE 14 --> 13.434577 sigma out 1 act.( 17.833712 sig in 35 act.) RANK 3 NODE 1 --> 11.116575 sigma out 1 act.( 9.8009624 sig in 35 act.) RANK 4 NODE 17 --> 10.179541 sigma out 1 act.( 20.032545 sig in 35 act.) RANK 5 NODE 5 --> 10.161376 sigma out 1 act.( 16.456646 sig in 35 act.) RANK 6 NODE 28 --> 10.074623 sigma out 1 act.( 9.9694414 sig in 35 act.) RANK 7 NODE 36 --> 9.8780117 sigma out 1 act.( 16.135935 sig in 35 act.) RANK 8 NODE 15 --> 9.7830982 sigma out 1 act.( 15.776253 sig in 35 act.) RANK 9 NODE 11 --> 9.7165270 sigma out 1 act.( 15.228415 sig in 35 act.) RANK 10 NODE 30 --> 9.4137745 sigma out 1 act.( 14.680516 sig in 35 act.) RANK 11 NODE 23 --> 9.2542849 sigma out 1 act.( 13.229302 sig in 35 act.) RANK 12 NODE 26 --> 9.2337627 sigma out 1 act.( 11.714870 sig in 35 act.) RANK 13 NODE 37 --> 9.0513449 sigma out 1 act.( 11.352327 sig in 35 act.) RANK 14 NODE 20 --> 8.8347864 sigma out 1 act.( 16.777864 sig in 35 act.) RANK 15 NODE 34 --> 8.6595755 sigma out 1 act.( 15.616509 sig in 35 act.) RANK 16 NODE 10 --> 8.4144754 sigma out 1 act.( 15.466956 sig in 34 act.) RANK 17 NODE 13 --> 8.4083443 sigma out 1 act.( 15.854551 sig in 34 act.) RANK 18 NODE 9 --> 8.0694141 sigma out 1 act.( 13.454606 sig in 35 act.) RANK 19 NODE 16 --> 7.9711285 sigma out 1 act.( 15.048844 sig in 35 act.) RANK 20 NODE 27 --> 7.6424198 sigma out 1 act.( 10.709329 sig in 35 act.) RANK 21 NODE 22 --> 7.1854286 sigma out 1 act.( 14.485894 sig in 35 act.) RANK 22 NODE 25 --> 7.1667557 sigma out 1 act.( 11.420936 sig in 35 act.) RANK 23 NODE 29 --> 7.1097760 sigma out 1 act.( 11.360536 sig in 35 act.) RANK 24 NODE 33 --> 6.6822634 sigma out 1 act.( 10.787244 sig in 34 act.) RANK 25 NODE 31 --> 6.4185123 sigma out 1 act.( 11.906027 sig in 35 act.) RANK 26 NODE 19 --> 5.9794059 sigma out 1 act.( 10.630983 sig in 35 act.) RANK 27 NODE 6 --> 5.8381267 sigma out 1 act.( 9.1258707 sig in 35 act.) RANK 28 NODE 2 --> 5.6684394 sigma out 1 act.( 12.701802 sig in 34 act.) RANK 29 NODE 21 --> 5.6003041 sigma out 1 act.( 10.331888 sig in 35 act.) RANK 30 NODE 8 --> 5.2559881 sigma out 1 act.( 9.0266438 sig in 35 act.) RANK 31 NODE 12 --> 4.9324055 sigma out 1 act.( 7.5507646 sig in 35 act.) RANK 32 NODE 35 --> 4.7029657 sigma out 1 act.( 10.539556 sig in 35 act.) RANK 33 NODE 3 --> 3.9194627 sigma out 1 act.( 8.0855303 sig in 35 act.) RANK 34 NODE 24 --> 3.8990207 sigma out 1 act.( 7.4481120 sig in 34 act.) RANK 35 NODE 18 --> 3.2809134 sigma out 1 act.( 7.5240755 sig in 35 act.) RANK 36 NODE 32 --> 2.6222434 sigma out 1 act.( 6.6496577 sig in 35 act.) RANK 37 NODE 7 --> 0.11856411 sigma out 1 act.( 6.1645813 sig in 35 act.) RANK 1 NODE 1 --> 50.666832 sigma in 37 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.51754355 *** contribution from regularisation: 2.07771808E-02 *** contribution from error: -0.53832072 *** contribution from DIAG: 5.17263124E-03 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.51741105 *** contribution from regularisation: 2.09296513E-02 *** contribution from error: -0.53834069 *** contribution from DIAG: 5.17648412E-03 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.51738036 *** contribution from regularisation: 2.09730417E-02 *** contribution from error: -0.53835338 *** contribution from DIAG: 5.23044029E-03 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.51744837 *** contribution from regularisation: 2.09146813E-02 *** contribution from error: -0.53836304 *** contribution from DIAG: 5.21559175E-03 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.51747984 *** contribution from regularisation: 2.08966285E-02 *** contribution from error: -0.53837645 *** contribution from DIAG: 5.26943896E-03 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.51707006 *** contribution from regularisation: 2.13136729E-02 *** contribution from error: -0.53838372 *** contribution from DIAG: 5.25753293E-03 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.51774573 *** contribution from regularisation: 2.06506774E-02 *** contribution from error: -0.53839642 *** contribution from DIAG: 5.19289402E-03 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.51743323 *** contribution from regularisation: 2.09693480E-02 *** contribution from error: -0.53840256 *** contribution from DIAG: 5.27896499E-03 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.51754832 *** contribution from regularisation: 2.08652653E-02 *** contribution from error: -0.53841358 *** contribution from DIAG: 5.37231890E-03 *********************************************** --------------------------------------------------- Iteration : 49 kill weight from layer 1 knot 15 to knot 26 *********************************************** *** Learn Path 49 *** loss function: -0.51768184 *** contribution from regularisation: 2.07392983E-02 *** contribution from error: -0.53842115 *** contribution from DIAG: 5.48473792E-03 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 47.684742 sigma out 37 active outputs RANK 2 NODE 4 --> 34.604458 sigma out 37 active outputs RANK 3 NODE 6 --> 17.935711 sigma out 37 active outputs RANK 4 NODE 2 --> 17.690565 sigma out 37 active outputs RANK 5 NODE 9 --> 15.067805 sigma out 37 active outputs RANK 6 NODE 5 --> 13.870461 sigma out 37 active outputs RANK 7 NODE 13 --> 13.110454 sigma out 37 active outputs RANK 8 NODE 7 --> 12.206735 sigma out 37 active outputs RANK 9 NODE 8 --> 11.317832 sigma out 37 active outputs RANK 10 NODE 12 --> 11.093348 sigma out 36 active outputs RANK 11 NODE 3 --> 10.894225 sigma out 37 active outputs RANK 12 NODE 23 --> 10.735251 sigma out 37 active outputs RANK 13 NODE 11 --> 10.580277 sigma out 36 active outputs RANK 14 NODE 10 --> 9.9021063 sigma out 37 active outputs RANK 15 NODE 17 --> 9.7832069 sigma out 37 active outputs RANK 16 NODE 19 --> 8.8222876 sigma out 37 active outputs RANK 17 NODE 21 --> 8.7744484 sigma out 37 active outputs RANK 18 NODE 22 --> 8.5250235 sigma out 37 active outputs RANK 19 NODE 24 --> 8.0556564 sigma out 37 active outputs RANK 20 NODE 27 --> 7.9213901 sigma out 37 active outputs RANK 21 NODE 20 --> 7.9097633 sigma out 37 active outputs RANK 22 NODE 18 --> 7.3822808 sigma out 37 active outputs RANK 23 NODE 25 --> 7.0057497 sigma out 37 active outputs RANK 24 NODE 28 --> 6.8995733 sigma out 37 active outputs RANK 25 NODE 14 --> 6.8486180 sigma out 37 active outputs RANK 26 NODE 26 --> 6.7202358 sigma out 36 active outputs RANK 27 NODE 16 --> 6.6029634 sigma out 37 active outputs RANK 28 NODE 29 --> 6.5937176 sigma out 37 active outputs RANK 29 NODE 34 --> 6.2930455 sigma out 37 active outputs RANK 30 NODE 15 --> 5.9509730 sigma out 36 active outputs RANK 31 NODE 30 --> 5.9416451 sigma out 36 active outputs RANK 32 NODE 31 --> 5.4132209 sigma out 36 active outputs RANK 33 NODE 32 --> 4.7885103 sigma out 37 active outputs RANK 34 NODE 33 --> 4.4005623 sigma out 37 active outputs RANK 35 NODE 35 --> 3.4115200 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 23.723730 sigma in 35 act. ( 18.625643 sig out 1 act.) RANK 2 NODE 17 --> 20.415159 sigma in 35 act. ( 10.173082 sig out 1 act.) RANK 3 NODE 14 --> 18.257061 sigma in 35 act. ( 13.254533 sig out 1 act.) RANK 4 NODE 20 --> 17.109211 sigma in 35 act. ( 8.7279491 sig out 1 act.) RANK 5 NODE 5 --> 16.662802 sigma in 35 act. ( 10.364284 sig out 1 act.) RANK 6 NODE 36 --> 16.370359 sigma in 35 act. ( 9.9769592 sig out 1 act.) RANK 7 NODE 13 --> 16.108759 sigma in 34 act. ( 8.3712378 sig out 1 act.) RANK 8 NODE 15 --> 16.031382 sigma in 35 act. ( 9.7098780 sig out 1 act.) RANK 9 NODE 34 --> 15.954321 sigma in 35 act. ( 8.5634880 sig out 1 act.) RANK 10 NODE 10 --> 15.789537 sigma in 34 act. ( 8.5517740 sig out 1 act.) RANK 11 NODE 11 --> 15.463827 sigma in 35 act. ( 9.7275915 sig out 1 act.) RANK 12 NODE 16 --> 15.359599 sigma in 35 act. ( 8.0782042 sig out 1 act.) RANK 13 NODE 30 --> 14.904875 sigma in 35 act. ( 9.5482235 sig out 1 act.) RANK 14 NODE 22 --> 14.775067 sigma in 35 act. ( 6.9669933 sig out 1 act.) RANK 15 NODE 9 --> 13.617645 sigma in 35 act. ( 8.1194105 sig out 1 act.) RANK 16 NODE 23 --> 13.507834 sigma in 35 act. ( 9.0084209 sig out 1 act.) RANK 17 NODE 2 --> 12.839404 sigma in 34 act. ( 5.6170282 sig out 1 act.) RANK 18 NODE 31 --> 12.191048 sigma in 35 act. ( 6.5163927 sig out 1 act.) RANK 19 NODE 26 --> 12.028466 sigma in 34 act. ( 9.2441082 sig out 1 act.) RANK 20 NODE 25 --> 11.596930 sigma in 35 act. ( 7.2753716 sig out 1 act.) RANK 21 NODE 37 --> 11.540037 sigma in 35 act. ( 8.9685307 sig out 1 act.) RANK 22 NODE 29 --> 11.497614 sigma in 35 act. ( 7.0285139 sig out 1 act.) RANK 23 NODE 27 --> 10.911096 sigma in 35 act. ( 7.7173424 sig out 1 act.) RANK 24 NODE 33 --> 10.866062 sigma in 34 act. ( 6.7735696 sig out 1 act.) RANK 25 NODE 19 --> 10.753191 sigma in 35 act. ( 6.0654769 sig out 1 act.) RANK 26 NODE 35 --> 10.649745 sigma in 35 act. ( 4.7340403 sig out 1 act.) RANK 27 NODE 21 --> 10.460224 sigma in 35 act. ( 5.6287618 sig out 1 act.) RANK 28 NODE 28 --> 10.154434 sigma in 35 act. ( 10.027090 sig out 1 act.) RANK 29 NODE 1 --> 9.7981186 sigma in 35 act. ( 11.221834 sig out 1 act.) RANK 30 NODE 6 --> 9.2562599 sigma in 35 act. ( 5.8637781 sig out 1 act.) RANK 31 NODE 8 --> 9.1463785 sigma in 35 act. ( 5.2223144 sig out 1 act.) RANK 32 NODE 3 --> 8.1372910 sigma in 35 act. ( 3.9230494 sig out 1 act.) RANK 33 NODE 18 --> 7.6332340 sigma in 35 act. ( 3.3015211 sig out 1 act.) RANK 34 NODE 12 --> 7.6030970 sigma in 35 act. ( 4.9290810 sig out 1 act.) RANK 35 NODE 24 --> 7.5205879 sigma in 34 act. ( 3.8262587 sig out 1 act.) RANK 36 NODE 32 --> 6.6719041 sigma in 35 act. ( 2.6769788 sig out 1 act.) RANK 37 NODE 7 --> 6.1804957 sigma in 35 act. ( 0.11046869 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 18.625643 sigma out 1 act.( 23.723730 sig in 35 act.) RANK 2 NODE 14 --> 13.254533 sigma out 1 act.( 18.257061 sig in 35 act.) RANK 3 NODE 1 --> 11.221834 sigma out 1 act.( 9.7981186 sig in 35 act.) RANK 4 NODE 5 --> 10.364284 sigma out 1 act.( 16.662802 sig in 35 act.) RANK 5 NODE 17 --> 10.173082 sigma out 1 act.( 20.415159 sig in 35 act.) RANK 6 NODE 28 --> 10.027090 sigma out 1 act.( 10.154434 sig in 35 act.) RANK 7 NODE 36 --> 9.9769592 sigma out 1 act.( 16.370359 sig in 35 act.) RANK 8 NODE 11 --> 9.7275915 sigma out 1 act.( 15.463827 sig in 35 act.) RANK 9 NODE 15 --> 9.7098780 sigma out 1 act.( 16.031382 sig in 35 act.) RANK 10 NODE 30 --> 9.5482235 sigma out 1 act.( 14.904875 sig in 35 act.) RANK 11 NODE 26 --> 9.2441082 sigma out 1 act.( 12.028466 sig in 34 act.) RANK 12 NODE 23 --> 9.0084209 sigma out 1 act.( 13.507834 sig in 35 act.) RANK 13 NODE 37 --> 8.9685307 sigma out 1 act.( 11.540037 sig in 35 act.) RANK 14 NODE 20 --> 8.7279491 sigma out 1 act.( 17.109211 sig in 35 act.) RANK 15 NODE 34 --> 8.5634880 sigma out 1 act.( 15.954321 sig in 35 act.) RANK 16 NODE 10 --> 8.5517740 sigma out 1 act.( 15.789537 sig in 34 act.) RANK 17 NODE 13 --> 8.3712378 sigma out 1 act.( 16.108759 sig in 34 act.) RANK 18 NODE 9 --> 8.1194105 sigma out 1 act.( 13.617645 sig in 35 act.) RANK 19 NODE 16 --> 8.0782042 sigma out 1 act.( 15.359599 sig in 35 act.) RANK 20 NODE 27 --> 7.7173424 sigma out 1 act.( 10.911096 sig in 35 act.) RANK 21 NODE 25 --> 7.2753716 sigma out 1 act.( 11.596930 sig in 35 act.) RANK 22 NODE 29 --> 7.0285139 sigma out 1 act.( 11.497614 sig in 35 act.) RANK 23 NODE 22 --> 6.9669933 sigma out 1 act.( 14.775067 sig in 35 act.) RANK 24 NODE 33 --> 6.7735696 sigma out 1 act.( 10.866062 sig in 34 act.) RANK 25 NODE 31 --> 6.5163927 sigma out 1 act.( 12.191048 sig in 35 act.) RANK 26 NODE 19 --> 6.0654769 sigma out 1 act.( 10.753191 sig in 35 act.) RANK 27 NODE 6 --> 5.8637781 sigma out 1 act.( 9.2562599 sig in 35 act.) RANK 28 NODE 21 --> 5.6287618 sigma out 1 act.( 10.460224 sig in 35 act.) RANK 29 NODE 2 --> 5.6170282 sigma out 1 act.( 12.839404 sig in 34 act.) RANK 30 NODE 8 --> 5.2223144 sigma out 1 act.( 9.1463785 sig in 35 act.) RANK 31 NODE 12 --> 4.9290810 sigma out 1 act.( 7.6030970 sig in 35 act.) RANK 32 NODE 35 --> 4.7340403 sigma out 1 act.( 10.649745 sig in 35 act.) RANK 33 NODE 3 --> 3.9230494 sigma out 1 act.( 8.1372910 sig in 35 act.) RANK 34 NODE 24 --> 3.8262587 sigma out 1 act.( 7.5205879 sig in 34 act.) RANK 35 NODE 18 --> 3.3015211 sigma out 1 act.( 7.6332340 sig in 35 act.) RANK 36 NODE 32 --> 2.6769788 sigma out 1 act.( 6.6719041 sig in 35 act.) RANK 37 NODE 7 --> 0.11046869 sigma out 1 act.( 6.1804957 sig in 35 act.) RANK 1 NODE 1 --> 50.653790 sigma in 37 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.51713306 *** contribution from regularisation: 2.12952029E-02 *** contribution from error: -0.53842825 *** contribution from DIAG: 5.45275118E-03 *********************************************** --------------------------------------------------- Iteration : 51 kill weight from layer 1 knot 31 to knot 30 *********************************************** *** Learn Path 51 *** loss function: -0.51758969 *** contribution from regularisation: 2.08449364E-02 *** contribution from error: -0.53843462 *** contribution from DIAG: 5.48230391E-03 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.51738465 *** contribution from regularisation: 2.10576542E-02 *** contribution from error: -0.53844231 *** contribution from DIAG: 5.39179519E-03 *********************************************** --------------------------------------------------- Iteration : 53 kill weight from layer 1 knot 31 to knot 9 kill weight from layer 1 knot 27 to knot 34 *********************************************** *** Learn Path 53 *** loss function: -0.51791555 *** contribution from regularisation: 2.05359403E-02 *** contribution from error: -0.53845149 *** contribution from DIAG: 5.37008140E-03 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.51742035 *** contribution from regularisation: 2.10378114E-02 *** contribution from error: -0.53845817 *** contribution from DIAG: 5.35153272E-03 *********************************************** --------------------------------------------------- Iteration : 55 kill weight from layer 1 knot 24 to knot 5 kill weight from layer 1 knot 3 to knot 28 *********************************************** *** Learn Path 55 *** loss function: -0.51802617 *** contribution from regularisation: 2.04391591E-02 *** contribution from error: -0.53846532 *** contribution from DIAG: 5.40183531E-03 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.51786256 *** contribution from regularisation: 2.06104349E-02 *** contribution from error: -0.53847301 *** contribution from DIAG: 5.95719740E-03 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.51737720 *** contribution from regularisation: 2.10941751E-02 *** contribution from error: -0.53847140 *** contribution from DIAG: 6.10836875E-03 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.51809114 *** contribution from regularisation: 2.03853529E-02 *** contribution from error: -0.53847647 *** contribution from DIAG: 6.24878611E-03 *********************************************** --------------------------------------------------- Iteration : 59 kill weight from layer 1 knot 14 to knot 5 kill weight from layer 1 knot 33 to knot 5 *********************************************** *** Learn Path 59 *** loss function: -0.51727039 *** contribution from regularisation: 2.12033242E-02 *** contribution from error: -0.53847373 *** contribution from DIAG: 6.00205734E-03 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 46.908974 sigma out 37 active outputs RANK 2 NODE 4 --> 34.114243 sigma out 37 active outputs RANK 3 NODE 2 --> 17.658915 sigma out 37 active outputs RANK 4 NODE 6 --> 17.542646 sigma out 37 active outputs RANK 5 NODE 9 --> 15.112270 sigma out 37 active outputs RANK 6 NODE 5 --> 13.718756 sigma out 37 active outputs RANK 7 NODE 13 --> 13.313805 sigma out 37 active outputs RANK 8 NODE 7 --> 12.083836 sigma out 37 active outputs RANK 9 NODE 8 --> 11.179346 sigma out 37 active outputs RANK 10 NODE 3 --> 11.019910 sigma out 36 active outputs RANK 11 NODE 12 --> 10.938904 sigma out 36 active outputs RANK 12 NODE 23 --> 10.816423 sigma out 37 active outputs RANK 13 NODE 11 --> 10.345133 sigma out 36 active outputs RANK 14 NODE 10 --> 10.053332 sigma out 37 active outputs RANK 15 NODE 17 --> 9.6056805 sigma out 37 active outputs RANK 16 NODE 19 --> 8.8473177 sigma out 37 active outputs RANK 17 NODE 21 --> 8.6876707 sigma out 37 active outputs RANK 18 NODE 22 --> 8.3656845 sigma out 37 active outputs RANK 19 NODE 24 --> 7.8109336 sigma out 36 active outputs RANK 20 NODE 20 --> 7.7939339 sigma out 37 active outputs RANK 21 NODE 18 --> 7.6287360 sigma out 37 active outputs RANK 22 NODE 27 --> 7.5027089 sigma out 36 active outputs RANK 23 NODE 25 --> 6.8826022 sigma out 37 active outputs RANK 24 NODE 28 --> 6.7552748 sigma out 37 active outputs RANK 25 NODE 29 --> 6.5328617 sigma out 37 active outputs RANK 26 NODE 26 --> 6.4167957 sigma out 36 active outputs RANK 27 NODE 34 --> 5.9827919 sigma out 37 active outputs RANK 28 NODE 30 --> 5.9602976 sigma out 36 active outputs RANK 29 NODE 16 --> 5.9511147 sigma out 37 active outputs RANK 30 NODE 14 --> 5.8083625 sigma out 36 active outputs RANK 31 NODE 31 --> 5.2011085 sigma out 34 active outputs RANK 32 NODE 15 --> 5.2003231 sigma out 36 active outputs RANK 33 NODE 32 --> 4.7164965 sigma out 37 active outputs RANK 34 NODE 33 --> 4.2330933 sigma out 36 active outputs RANK 35 NODE 35 --> 3.3644218 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 23.331535 sigma in 35 act. ( 18.213655 sig out 1 act.) RANK 2 NODE 17 --> 20.070980 sigma in 35 act. ( 10.264099 sig out 1 act.) RANK 3 NODE 14 --> 17.976912 sigma in 35 act. ( 13.060108 sig out 1 act.) RANK 4 NODE 20 --> 16.841923 sigma in 35 act. ( 8.6262808 sig out 1 act.) RANK 5 NODE 5 --> 16.495953 sigma in 32 act. ( 10.003685 sig out 1 act.) RANK 6 NODE 36 --> 16.134216 sigma in 35 act. ( 9.8952751 sig out 1 act.) RANK 7 NODE 15 --> 15.901824 sigma in 35 act. ( 9.6571064 sig out 1 act.) RANK 8 NODE 13 --> 15.841129 sigma in 34 act. ( 8.2756824 sig out 1 act.) RANK 9 NODE 34 --> 15.740742 sigma in 34 act. ( 8.5742683 sig out 1 act.) RANK 10 NODE 10 --> 15.594644 sigma in 34 act. ( 8.4065466 sig out 1 act.) RANK 11 NODE 11 --> 15.255219 sigma in 35 act. ( 9.7605295 sig out 1 act.) RANK 12 NODE 16 --> 15.137624 sigma in 35 act. ( 7.9016209 sig out 1 act.) RANK 13 NODE 30 --> 14.716796 sigma in 34 act. ( 9.4306402 sig out 1 act.) RANK 14 NODE 22 --> 14.541147 sigma in 35 act. ( 7.0028386 sig out 1 act.) RANK 15 NODE 9 --> 13.510250 sigma in 34 act. ( 8.0358133 sig out 1 act.) RANK 16 NODE 23 --> 13.326606 sigma in 35 act. ( 8.9033041 sig out 1 act.) RANK 17 NODE 2 --> 12.730088 sigma in 34 act. ( 5.6448812 sig out 1 act.) RANK 18 NODE 31 --> 12.014205 sigma in 35 act. ( 6.4173622 sig out 1 act.) RANK 19 NODE 26 --> 11.749321 sigma in 34 act. ( 9.1650133 sig out 1 act.) RANK 20 NODE 25 --> 11.432946 sigma in 35 act. ( 7.0899086 sig out 1 act.) RANK 21 NODE 29 --> 11.399118 sigma in 35 act. ( 6.8059044 sig out 1 act.) RANK 22 NODE 37 --> 11.380991 sigma in 35 act. ( 8.8595800 sig out 1 act.) RANK 23 NODE 27 --> 10.720759 sigma in 35 act. ( 7.3271132 sig out 1 act.) RANK 24 NODE 33 --> 10.704603 sigma in 34 act. ( 6.7607851 sig out 1 act.) RANK 25 NODE 19 --> 10.572823 sigma in 35 act. ( 5.9243631 sig out 1 act.) RANK 26 NODE 35 --> 10.503652 sigma in 35 act. ( 4.5850005 sig out 1 act.) RANK 27 NODE 21 --> 10.326009 sigma in 35 act. ( 5.5222635 sig out 1 act.) RANK 28 NODE 28 --> 9.9360142 sigma in 34 act. ( 9.8024178 sig out 1 act.) RANK 29 NODE 1 --> 9.7262821 sigma in 35 act. ( 10.927011 sig out 1 act.) RANK 30 NODE 6 --> 9.0288134 sigma in 35 act. ( 5.7056470 sig out 1 act.) RANK 31 NODE 8 --> 8.9465275 sigma in 35 act. ( 5.1356020 sig out 1 act.) RANK 32 NODE 3 --> 7.9729223 sigma in 35 act. ( 3.8537006 sig out 1 act.) RANK 33 NODE 18 --> 7.5130043 sigma in 35 act. ( 3.1895316 sig out 1 act.) RANK 34 NODE 12 --> 7.4764504 sigma in 35 act. ( 4.7680235 sig out 1 act.) RANK 35 NODE 24 --> 7.4067860 sigma in 34 act. ( 3.8203855 sig out 1 act.) RANK 36 NODE 32 --> 6.5839391 sigma in 35 act. ( 2.6196616 sig out 1 act.) RANK 37 NODE 7 --> 6.0710845 sigma in 35 act. ( 9.57758576E-02 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 18.213655 sigma out 1 act.( 23.331535 sig in 35 act.) RANK 2 NODE 14 --> 13.060108 sigma out 1 act.( 17.976912 sig in 35 act.) RANK 3 NODE 1 --> 10.927011 sigma out 1 act.( 9.7262821 sig in 35 act.) RANK 4 NODE 17 --> 10.264099 sigma out 1 act.( 20.070980 sig in 35 act.) RANK 5 NODE 5 --> 10.003685 sigma out 1 act.( 16.495953 sig in 32 act.) RANK 6 NODE 36 --> 9.8952751 sigma out 1 act.( 16.134216 sig in 35 act.) RANK 7 NODE 28 --> 9.8024178 sigma out 1 act.( 9.9360142 sig in 34 act.) RANK 8 NODE 11 --> 9.7605295 sigma out 1 act.( 15.255219 sig in 35 act.) RANK 9 NODE 15 --> 9.6571064 sigma out 1 act.( 15.901824 sig in 35 act.) RANK 10 NODE 30 --> 9.4306402 sigma out 1 act.( 14.716796 sig in 34 act.) RANK 11 NODE 26 --> 9.1650133 sigma out 1 act.( 11.749321 sig in 34 act.) RANK 12 NODE 23 --> 8.9033041 sigma out 1 act.( 13.326606 sig in 35 act.) RANK 13 NODE 37 --> 8.8595800 sigma out 1 act.( 11.380991 sig in 35 act.) RANK 14 NODE 20 --> 8.6262808 sigma out 1 act.( 16.841923 sig in 35 act.) RANK 15 NODE 34 --> 8.5742683 sigma out 1 act.( 15.740742 sig in 34 act.) RANK 16 NODE 10 --> 8.4065466 sigma out 1 act.( 15.594644 sig in 34 act.) RANK 17 NODE 13 --> 8.2756824 sigma out 1 act.( 15.841129 sig in 34 act.) RANK 18 NODE 9 --> 8.0358133 sigma out 1 act.( 13.510250 sig in 34 act.) RANK 19 NODE 16 --> 7.9016209 sigma out 1 act.( 15.137624 sig in 35 act.) RANK 20 NODE 27 --> 7.3271132 sigma out 1 act.( 10.720759 sig in 35 act.) RANK 21 NODE 25 --> 7.0899086 sigma out 1 act.( 11.432946 sig in 35 act.) RANK 22 NODE 22 --> 7.0028386 sigma out 1 act.( 14.541147 sig in 35 act.) RANK 23 NODE 29 --> 6.8059044 sigma out 1 act.( 11.399118 sig in 35 act.) RANK 24 NODE 33 --> 6.7607851 sigma out 1 act.( 10.704603 sig in 34 act.) RANK 25 NODE 31 --> 6.4173622 sigma out 1 act.( 12.014205 sig in 35 act.) RANK 26 NODE 19 --> 5.9243631 sigma out 1 act.( 10.572823 sig in 35 act.) RANK 27 NODE 6 --> 5.7056470 sigma out 1 act.( 9.0288134 sig in 35 act.) RANK 28 NODE 2 --> 5.6448812 sigma out 1 act.( 12.730088 sig in 34 act.) RANK 29 NODE 21 --> 5.5222635 sigma out 1 act.( 10.326009 sig in 35 act.) RANK 30 NODE 8 --> 5.1356020 sigma out 1 act.( 8.9465275 sig in 35 act.) RANK 31 NODE 12 --> 4.7680235 sigma out 1 act.( 7.4764504 sig in 35 act.) RANK 32 NODE 35 --> 4.5850005 sigma out 1 act.( 10.503652 sig in 35 act.) RANK 33 NODE 3 --> 3.8537006 sigma out 1 act.( 7.9729223 sig in 35 act.) RANK 34 NODE 24 --> 3.8203855 sigma out 1 act.( 7.4067860 sig in 34 act.) RANK 35 NODE 18 --> 3.1895316 sigma out 1 act.( 7.5130043 sig in 35 act.) RANK 36 NODE 32 --> 2.6196616 sigma out 1 act.( 6.5839391 sig in 35 act.) RANK 37 NODE 7 --> 9.57758576E-02 sigma out 1 act.( 6.0710845 sig in 35 act.) RANK 1 NODE 1 --> 49.872757 sigma in 37 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.51764464 *** contribution from regularisation: 2.08299905E-02 *** contribution from error: -0.53847462 *** contribution from DIAG: 5.94476564E-03 *********************************************** --------------------------------------------------- Iteration : 61 kill weight from layer 1 knot 23 to knot 11 kill weight from layer 1 knot 25 to knot 30 *********************************************** *** Learn Path 61 *** loss function: -0.51783061 *** contribution from regularisation: 2.06458587E-02 *** contribution from error: -0.53847647 *** contribution from DIAG: 6.05840795E-03 *********************************************** --------------------------------------------------- Iteration : 62 kill weight from layer 1 knot 29 to knot 12 kill weight from layer 1 knot 16 to knot 24 kill weight from layer 1 knot 20 to knot 33 *********************************************** *** Learn Path 62 *** loss function: -0.51769221 *** contribution from regularisation: 2.07857937E-02 *** contribution from error: -0.53847802 *** contribution from DIAG: 5.68547472E-03 *********************************************** --------------------------------------------------- Iteration : 63 kill weight from layer 1 knot 16 to knot 2 kill weight from layer 1 knot 33 to knot 2 kill weight from layer 1 knot 29 to knot 37 *********************************************** *** Learn Path 63 *** loss function: -0.51788121 *** contribution from regularisation: 2.06019897E-02 *** contribution from error: -0.53848320 *** contribution from DIAG: 5.76950843E-03 *********************************************** --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.51765686 *** contribution from regularisation: 2.08305232E-02 *** contribution from error: -0.53848737 *** contribution from DIAG: 5.57224499E-03 *********************************************** --------------------------------------------------- Iteration : 65 kill weight from layer 1 knot 22 to knot 28 *********************************************** *** Learn Path 65 *** loss function: -0.51793009 *** contribution from regularisation: 2.05629598E-02 *** contribution from error: -0.53849304 *** contribution from DIAG: 5.57270413E-03 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.51784700 *** contribution from regularisation: 2.06543915E-02 *** contribution from error: -0.53850138 *** contribution from DIAG: 5.61349979E-03 *********************************************** --------------------------------------------------- Iteration : 67 kill weight from layer 1 knot 29 to knot 15 kill weight from layer 1 knot 11 to knot 30 *********************************************** *** Learn Path 67 *** loss function: -0.51801759 *** contribution from regularisation: 2.04876401E-02 *** contribution from error: -0.53850526 *** contribution from DIAG: 5.59637276E-03 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.51773286 *** contribution from regularisation: 2.07766872E-02 *** contribution from error: -0.53850955 *** contribution from DIAG: 5.61838830E-03 *********************************************** --------------------------------------------------- Iteration : 69 kill weight from layer 1 knot 21 to knot 13 *********************************************** *** Learn Path 69 *** loss function: -0.51815838 *** contribution from regularisation: 2.03600340E-02 *** contribution from error: -0.53851843 *** contribution from DIAG: 5.56035340E-03 *********************************************** --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 47.466835 sigma out 37 active outputs RANK 2 NODE 4 --> 34.351345 sigma out 37 active outputs RANK 3 NODE 6 --> 17.686420 sigma out 37 active outputs RANK 4 NODE 2 --> 17.238672 sigma out 37 active outputs RANK 5 NODE 9 --> 14.971784 sigma out 37 active outputs RANK 6 NODE 5 --> 13.741086 sigma out 37 active outputs RANK 7 NODE 13 --> 13.123390 sigma out 37 active outputs RANK 8 NODE 7 --> 12.209563 sigma out 37 active outputs RANK 9 NODE 8 --> 11.244326 sigma out 37 active outputs RANK 10 NODE 12 --> 10.980733 sigma out 36 active outputs RANK 11 NODE 23 --> 10.829373 sigma out 36 active outputs RANK 12 NODE 3 --> 10.743037 sigma out 36 active outputs RANK 13 NODE 11 --> 10.260682 sigma out 35 active outputs RANK 14 NODE 10 --> 10.022653 sigma out 37 active outputs RANK 15 NODE 17 --> 9.7112808 sigma out 37 active outputs RANK 16 NODE 19 --> 8.8169365 sigma out 37 active outputs RANK 17 NODE 21 --> 8.7055216 sigma out 36 active outputs RANK 18 NODE 22 --> 8.2839842 sigma out 36 active outputs RANK 19 NODE 24 --> 7.9005804 sigma out 36 active outputs RANK 20 NODE 20 --> 7.7425079 sigma out 36 active outputs RANK 21 NODE 27 --> 7.5851331 sigma out 36 active outputs RANK 22 NODE 18 --> 7.2022262 sigma out 37 active outputs RANK 23 NODE 25 --> 6.8161650 sigma out 36 active outputs RANK 24 NODE 28 --> 6.7930670 sigma out 37 active outputs RANK 25 NODE 26 --> 6.5129337 sigma out 36 active outputs RANK 26 NODE 29 --> 6.3755174 sigma out 34 active outputs RANK 27 NODE 34 --> 6.3606281 sigma out 37 active outputs RANK 28 NODE 30 --> 5.8327394 sigma out 36 active outputs RANK 29 NODE 31 --> 5.3735342 sigma out 34 active outputs RANK 30 NODE 16 --> 5.3392162 sigma out 35 active outputs RANK 31 NODE 14 --> 4.9219913 sigma out 36 active outputs RANK 32 NODE 32 --> 4.8953934 sigma out 37 active outputs RANK 33 NODE 15 --> 4.8067679 sigma out 36 active outputs RANK 34 NODE 33 --> 4.3201447 sigma out 35 active outputs RANK 35 NODE 35 --> 3.4715409 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 23.342030 sigma in 35 act. ( 18.651289 sig out 1 act.) RANK 2 NODE 17 --> 20.327585 sigma in 35 act. ( 10.198299 sig out 1 act.) RANK 3 NODE 14 --> 17.954374 sigma in 35 act. ( 13.132471 sig out 1 act.) RANK 4 NODE 20 --> 16.977587 sigma in 35 act. ( 8.8063812 sig out 1 act.) RANK 5 NODE 5 --> 16.519312 sigma in 32 act. ( 10.364048 sig out 1 act.) RANK 6 NODE 36 --> 16.269987 sigma in 35 act. ( 9.8077278 sig out 1 act.) RANK 7 NODE 15 --> 15.968197 sigma in 34 act. ( 9.6983786 sig out 1 act.) RANK 8 NODE 13 --> 15.872648 sigma in 33 act. ( 8.4407349 sig out 1 act.) RANK 9 NODE 34 --> 15.843281 sigma in 34 act. ( 8.6123800 sig out 1 act.) RANK 10 NODE 10 --> 15.740479 sigma in 34 act. ( 8.4379272 sig out 1 act.) RANK 11 NODE 11 --> 15.321288 sigma in 34 act. ( 9.8661575 sig out 1 act.) RANK 12 NODE 16 --> 15.199863 sigma in 35 act. ( 8.0756130 sig out 1 act.) RANK 13 NODE 30 --> 14.795955 sigma in 32 act. ( 9.5913467 sig out 1 act.) RANK 14 NODE 22 --> 14.602706 sigma in 35 act. ( 7.1041279 sig out 1 act.) RANK 15 NODE 9 --> 13.572568 sigma in 34 act. ( 8.2144604 sig out 1 act.) RANK 16 NODE 23 --> 13.341692 sigma in 35 act. ( 8.8980427 sig out 1 act.) RANK 17 NODE 2 --> 12.727391 sigma in 32 act. ( 5.7313595 sig out 1 act.) RANK 18 NODE 31 --> 12.015736 sigma in 35 act. ( 6.4549232 sig out 1 act.) RANK 19 NODE 26 --> 11.711194 sigma in 34 act. ( 9.1320047 sig out 1 act.) RANK 20 NODE 25 --> 11.443477 sigma in 35 act. ( 7.1211057 sig out 1 act.) RANK 21 NODE 37 --> 11.356189 sigma in 34 act. ( 8.9771051 sig out 1 act.) RANK 22 NODE 29 --> 11.309751 sigma in 35 act. ( 6.9765186 sig out 1 act.) RANK 23 NODE 33 --> 10.782916 sigma in 33 act. ( 6.6597891 sig out 1 act.) RANK 24 NODE 27 --> 10.644067 sigma in 35 act. ( 7.4702187 sig out 1 act.) RANK 25 NODE 19 --> 10.572777 sigma in 35 act. ( 5.9486094 sig out 1 act.) RANK 26 NODE 35 --> 10.531343 sigma in 35 act. ( 4.6189117 sig out 1 act.) RANK 27 NODE 21 --> 10.299142 sigma in 35 act. ( 5.5349669 sig out 1 act.) RANK 28 NODE 28 --> 9.9210634 sigma in 33 act. ( 9.8337545 sig out 1 act.) RANK 29 NODE 1 --> 9.6125622 sigma in 35 act. ( 10.888392 sig out 1 act.) RANK 30 NODE 6 --> 8.9987097 sigma in 35 act. ( 5.7701073 sig out 1 act.) RANK 31 NODE 8 --> 8.9207888 sigma in 35 act. ( 5.2006907 sig out 1 act.) RANK 32 NODE 3 --> 7.9690089 sigma in 35 act. ( 3.8709514 sig out 1 act.) RANK 33 NODE 18 --> 7.4481330 sigma in 35 act. ( 3.2698627 sig out 1 act.) RANK 34 NODE 12 --> 7.4230242 sigma in 34 act. ( 4.7180305 sig out 1 act.) RANK 35 NODE 24 --> 7.4190497 sigma in 33 act. ( 3.8808057 sig out 1 act.) RANK 36 NODE 32 --> 6.5458407 sigma in 35 act. ( 2.5876169 sig out 1 act.) RANK 37 NODE 7 --> 5.9525013 sigma in 35 act. ( 9.00474638E-02 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 18.651289 sigma out 1 act.( 23.342030 sig in 35 act.) RANK 2 NODE 14 --> 13.132471 sigma out 1 act.( 17.954374 sig in 35 act.) RANK 3 NODE 1 --> 10.888392 sigma out 1 act.( 9.6125622 sig in 35 act.) RANK 4 NODE 5 --> 10.364048 sigma out 1 act.( 16.519312 sig in 32 act.) RANK 5 NODE 17 --> 10.198299 sigma out 1 act.( 20.327585 sig in 35 act.) RANK 6 NODE 11 --> 9.8661575 sigma out 1 act.( 15.321288 sig in 34 act.) RANK 7 NODE 28 --> 9.8337545 sigma out 1 act.( 9.9210634 sig in 33 act.) RANK 8 NODE 36 --> 9.8077278 sigma out 1 act.( 16.269987 sig in 35 act.) RANK 9 NODE 15 --> 9.6983786 sigma out 1 act.( 15.968197 sig in 34 act.) RANK 10 NODE 30 --> 9.5913467 sigma out 1 act.( 14.795955 sig in 32 act.) RANK 11 NODE 26 --> 9.1320047 sigma out 1 act.( 11.711194 sig in 34 act.) RANK 12 NODE 37 --> 8.9771051 sigma out 1 act.( 11.356189 sig in 34 act.) RANK 13 NODE 23 --> 8.8980427 sigma out 1 act.( 13.341692 sig in 35 act.) RANK 14 NODE 20 --> 8.8063812 sigma out 1 act.( 16.977587 sig in 35 act.) RANK 15 NODE 34 --> 8.6123800 sigma out 1 act.( 15.843281 sig in 34 act.) RANK 16 NODE 13 --> 8.4407349 sigma out 1 act.( 15.872648 sig in 33 act.) RANK 17 NODE 10 --> 8.4379272 sigma out 1 act.( 15.740479 sig in 34 act.) RANK 18 NODE 9 --> 8.2144604 sigma out 1 act.( 13.572568 sig in 34 act.) RANK 19 NODE 16 --> 8.0756130 sigma out 1 act.( 15.199863 sig in 35 act.) RANK 20 NODE 27 --> 7.4702187 sigma out 1 act.( 10.644067 sig in 35 act.) RANK 21 NODE 25 --> 7.1211057 sigma out 1 act.( 11.443477 sig in 35 act.) RANK 22 NODE 22 --> 7.1041279 sigma out 1 act.( 14.602706 sig in 35 act.) RANK 23 NODE 29 --> 6.9765186 sigma out 1 act.( 11.309751 sig in 35 act.) RANK 24 NODE 33 --> 6.6597891 sigma out 1 act.( 10.782916 sig in 33 act.) RANK 25 NODE 31 --> 6.4549232 sigma out 1 act.( 12.015736 sig in 35 act.) RANK 26 NODE 19 --> 5.9486094 sigma out 1 act.( 10.572777 sig in 35 act.) RANK 27 NODE 6 --> 5.7701073 sigma out 1 act.( 8.9987097 sig in 35 act.) RANK 28 NODE 2 --> 5.7313595 sigma out 1 act.( 12.727391 sig in 32 act.) RANK 29 NODE 21 --> 5.5349669 sigma out 1 act.( 10.299142 sig in 35 act.) RANK 30 NODE 8 --> 5.2006907 sigma out 1 act.( 8.9207888 sig in 35 act.) RANK 31 NODE 12 --> 4.7180305 sigma out 1 act.( 7.4230242 sig in 34 act.) RANK 32 NODE 35 --> 4.6189117 sigma out 1 act.( 10.531343 sig in 35 act.) RANK 33 NODE 24 --> 3.8808057 sigma out 1 act.( 7.4190497 sig in 33 act.) RANK 34 NODE 3 --> 3.8709514 sigma out 1 act.( 7.9690089 sig in 35 act.) RANK 35 NODE 18 --> 3.2698627 sigma out 1 act.( 7.4481330 sig in 35 act.) RANK 36 NODE 32 --> 2.5876169 sigma out 1 act.( 6.5458407 sig in 35 act.) RANK 37 NODE 7 --> 9.00474638E-02 sigma out 1 act.( 5.9525013 sig in 35 act.) RANK 1 NODE 1 --> 50.383888 sigma in 37 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.51797843 *** contribution from regularisation: 2.05463264E-02 *** contribution from error: -0.53852475 *** contribution from DIAG: 5.58450585E-03 *********************************************** --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.51799756 *** contribution from regularisation: 2.05313154E-02 *** contribution from error: -0.53852886 *** contribution from DIAG: 5.48798498E-03 *********************************************** --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.51790422 *** contribution from regularisation: 2.06314195E-02 *** contribution from error: -0.53853565 *** contribution from DIAG: 5.52985817E-03 *********************************************** --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.51761746 *** contribution from regularisation: 2.09220778E-02 *** contribution from error: -0.53853953 *** contribution from DIAG: 5.50459325E-03 *********************************************** --------------------------------------------------- Iteration : 74 kill weight from layer 1 knot 28 to knot 10 *********************************************** *** Learn Path 74 *** loss function: -0.51783592 *** contribution from regularisation: 2.07080785E-02 *** contribution from error: -0.53854400 *** contribution from DIAG: 5.45997731E-03 *********************************************** --------------------------------------------------- Iteration : 75 kill weight from layer 1 knot 27 to knot 25 kill weight from layer 1 knot 26 to knot 36 *********************************************** *** Learn Path 75 *** loss function: -0.51799232 *** contribution from regularisation: 2.05572546E-02 *** contribution from error: -0.53854954 *** contribution from DIAG: 5.56309940E-03 *********************************************** --------------------------------------------------- Iteration : 76 kill weight from layer 1 knot 18 to knot 5 kill weight from layer 1 knot 11 to knot 9 kill weight from layer 1 knot 29 to knot 32 *********************************************** *** Learn Path 76 *** loss function: -0.51845044 *** contribution from regularisation: 2.01050490E-02 *** contribution from error: -0.53855550 *** contribution from DIAG: 5.58862323E-03 *********************************************** --------------------------------------------------- Iteration : 77 kill weight from layer 1 knot 18 to knot 3 *********************************************** *** Learn Path 77 *** loss function: -0.51807135 *** contribution from regularisation: 2.04886328E-02 *** contribution from error: -0.53855997 *** contribution from DIAG: 5.58057847E-03 *********************************************** --------------------------------------------------- Iteration : 78 kill weight from layer 1 knot 29 to knot 4 kill weight from layer 1 knot 33 to knot 29 *********************************************** *** Learn Path 78 *** loss function: -0.51807529 *** contribution from regularisation: 2.04886533E-02 *** contribution from error: -0.53856397 *** contribution from DIAG: 5.49843488E-03 *********************************************** --------------------------------------------------- Iteration : 79 *********************************************** *** Learn Path 79 *** loss function: -0.51823616 *** contribution from regularisation: 2.03312617E-02 *** contribution from error: -0.53856742 *** contribution from DIAG: 5.58454031E-03 *********************************************** --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 47.156509 sigma out 37 active outputs RANK 2 NODE 4 --> 34.781052 sigma out 37 active outputs RANK 3 NODE 2 --> 17.536720 sigma out 37 active outputs RANK 4 NODE 6 --> 17.431509 sigma out 37 active outputs RANK 5 NODE 9 --> 15.039891 sigma out 37 active outputs RANK 6 NODE 5 --> 13.413432 sigma out 37 active outputs RANK 7 NODE 13 --> 13.007864 sigma out 37 active outputs RANK 8 NODE 7 --> 12.012816 sigma out 37 active outputs RANK 9 NODE 8 --> 10.966849 sigma out 37 active outputs RANK 10 NODE 3 --> 10.861938 sigma out 36 active outputs RANK 11 NODE 23 --> 10.829484 sigma out 36 active outputs RANK 12 NODE 12 --> 10.804773 sigma out 36 active outputs RANK 13 NODE 11 --> 10.116811 sigma out 34 active outputs RANK 14 NODE 10 --> 9.8998280 sigma out 37 active outputs RANK 15 NODE 17 --> 9.4428568 sigma out 37 active outputs RANK 16 NODE 19 --> 8.7156658 sigma out 37 active outputs RANK 17 NODE 21 --> 8.5993948 sigma out 36 active outputs RANK 18 NODE 22 --> 8.2695322 sigma out 36 active outputs RANK 19 NODE 24 --> 7.7467432 sigma out 36 active outputs RANK 20 NODE 20 --> 7.6414638 sigma out 36 active outputs RANK 21 NODE 27 --> 7.3813639 sigma out 35 active outputs RANK 22 NODE 18 --> 7.0902500 sigma out 35 active outputs RANK 23 NODE 16 --> 6.8386464 sigma out 35 active outputs RANK 24 NODE 14 --> 6.8266377 sigma out 36 active outputs RANK 25 NODE 25 --> 6.7267847 sigma out 36 active outputs RANK 26 NODE 15 --> 6.6456523 sigma out 36 active outputs RANK 27 NODE 28 --> 6.5504303 sigma out 36 active outputs RANK 28 NODE 26 --> 6.3775125 sigma out 35 active outputs RANK 29 NODE 34 --> 6.3053913 sigma out 37 active outputs RANK 30 NODE 29 --> 6.2352867 sigma out 32 active outputs RANK 31 NODE 30 --> 5.7180476 sigma out 36 active outputs RANK 32 NODE 31 --> 5.1539149 sigma out 34 active outputs RANK 33 NODE 32 --> 4.6645246 sigma out 37 active outputs RANK 34 NODE 33 --> 4.0761671 sigma out 34 active outputs RANK 35 NODE 35 --> 2.9708817 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 23.306957 sigma in 34 act. ( 18.848124 sig out 1 act.) RANK 2 NODE 17 --> 20.331585 sigma in 35 act. ( 10.256098 sig out 1 act.) RANK 3 NODE 14 --> 17.958675 sigma in 35 act. ( 13.243161 sig out 1 act.) RANK 4 NODE 20 --> 16.998505 sigma in 35 act. ( 8.5894690 sig out 1 act.) RANK 5 NODE 5 --> 16.496696 sigma in 31 act. ( 10.109964 sig out 1 act.) RANK 6 NODE 36 --> 16.316284 sigma in 34 act. ( 9.7833023 sig out 1 act.) RANK 7 NODE 15 --> 15.913815 sigma in 34 act. ( 9.7656345 sig out 1 act.) RANK 8 NODE 13 --> 15.883763 sigma in 33 act. ( 8.3415394 sig out 1 act.) RANK 9 NODE 34 --> 15.844784 sigma in 34 act. ( 8.3959389 sig out 1 act.) RANK 10 NODE 10 --> 15.727321 sigma in 33 act. ( 8.4013481 sig out 1 act.) RANK 11 NODE 11 --> 15.327088 sigma in 34 act. ( 9.6391010 sig out 1 act.) RANK 12 NODE 16 --> 15.320005 sigma in 35 act. ( 8.0178804 sig out 1 act.) RANK 13 NODE 30 --> 14.760612 sigma in 32 act. ( 9.5111952 sig out 1 act.) RANK 14 NODE 22 --> 14.594337 sigma in 35 act. ( 7.1582928 sig out 1 act.) RANK 15 NODE 9 --> 13.519558 sigma in 33 act. ( 8.1505871 sig out 1 act.) RANK 16 NODE 23 --> 13.314529 sigma in 35 act. ( 8.9305992 sig out 1 act.) RANK 17 NODE 2 --> 12.821200 sigma in 32 act. ( 5.5754194 sig out 1 act.) RANK 18 NODE 31 --> 12.086285 sigma in 35 act. ( 6.3991385 sig out 1 act.) RANK 19 NODE 26 --> 11.853851 sigma in 34 act. ( 9.0851641 sig out 1 act.) RANK 20 NODE 25 --> 11.583454 sigma in 34 act. ( 7.0165892 sig out 1 act.) RANK 21 NODE 37 --> 11.363441 sigma in 34 act. ( 8.8319483 sig out 1 act.) RANK 22 NODE 29 --> 11.305927 sigma in 34 act. ( 6.9075036 sig out 1 act.) RANK 23 NODE 33 --> 10.726576 sigma in 33 act. ( 6.5554299 sig out 1 act.) RANK 24 NODE 27 --> 10.673309 sigma in 35 act. ( 7.5022101 sig out 1 act.) RANK 25 NODE 19 --> 10.513023 sigma in 35 act. ( 5.9433842 sig out 1 act.) RANK 26 NODE 35 --> 10.476197 sigma in 35 act. ( 4.5481954 sig out 1 act.) RANK 27 NODE 21 --> 10.220723 sigma in 35 act. ( 5.4673815 sig out 1 act.) RANK 28 NODE 28 --> 9.8184052 sigma in 33 act. ( 9.7815351 sig out 1 act.) RANK 29 NODE 1 --> 9.6524572 sigma in 35 act. ( 10.756036 sig out 1 act.) RANK 30 NODE 6 --> 9.0627737 sigma in 35 act. ( 5.5755100 sig out 1 act.) RANK 31 NODE 8 --> 8.8614025 sigma in 35 act. ( 5.1125588 sig out 1 act.) RANK 32 NODE 3 --> 7.8948698 sigma in 34 act. ( 3.8427570 sig out 1 act.) RANK 33 NODE 18 --> 7.4507360 sigma in 35 act. ( 3.2384143 sig out 1 act.) RANK 34 NODE 24 --> 7.3465672 sigma in 33 act. ( 3.8153329 sig out 1 act.) RANK 35 NODE 12 --> 7.3435779 sigma in 34 act. ( 4.6870861 sig out 1 act.) RANK 36 NODE 32 --> 6.5025673 sigma in 34 act. ( 2.5859318 sig out 1 act.) RANK 37 NODE 7 --> 5.8492351 sigma in 35 act. ( 8.34795758E-02 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 18.848124 sigma out 1 act.( 23.306957 sig in 34 act.) RANK 2 NODE 14 --> 13.243161 sigma out 1 act.( 17.958675 sig in 35 act.) RANK 3 NODE 1 --> 10.756036 sigma out 1 act.( 9.6524572 sig in 35 act.) RANK 4 NODE 17 --> 10.256098 sigma out 1 act.( 20.331585 sig in 35 act.) RANK 5 NODE 5 --> 10.109964 sigma out 1 act.( 16.496696 sig in 31 act.) RANK 6 NODE 36 --> 9.7833023 sigma out 1 act.( 16.316284 sig in 34 act.) RANK 7 NODE 28 --> 9.7815351 sigma out 1 act.( 9.8184052 sig in 33 act.) RANK 8 NODE 15 --> 9.7656345 sigma out 1 act.( 15.913815 sig in 34 act.) RANK 9 NODE 11 --> 9.6391010 sigma out 1 act.( 15.327088 sig in 34 act.) RANK 10 NODE 30 --> 9.5111952 sigma out 1 act.( 14.760612 sig in 32 act.) RANK 11 NODE 26 --> 9.0851641 sigma out 1 act.( 11.853851 sig in 34 act.) RANK 12 NODE 23 --> 8.9305992 sigma out 1 act.( 13.314529 sig in 35 act.) RANK 13 NODE 37 --> 8.8319483 sigma out 1 act.( 11.363441 sig in 34 act.) RANK 14 NODE 20 --> 8.5894690 sigma out 1 act.( 16.998505 sig in 35 act.) RANK 15 NODE 10 --> 8.4013481 sigma out 1 act.( 15.727321 sig in 33 act.) RANK 16 NODE 34 --> 8.3959389 sigma out 1 act.( 15.844784 sig in 34 act.) RANK 17 NODE 13 --> 8.3415394 sigma out 1 act.( 15.883763 sig in 33 act.) RANK 18 NODE 9 --> 8.1505871 sigma out 1 act.( 13.519558 sig in 33 act.) RANK 19 NODE 16 --> 8.0178804 sigma out 1 act.( 15.320005 sig in 35 act.) RANK 20 NODE 27 --> 7.5022101 sigma out 1 act.( 10.673309 sig in 35 act.) RANK 21 NODE 22 --> 7.1582928 sigma out 1 act.( 14.594337 sig in 35 act.) RANK 22 NODE 25 --> 7.0165892 sigma out 1 act.( 11.583454 sig in 34 act.) RANK 23 NODE 29 --> 6.9075036 sigma out 1 act.( 11.305927 sig in 34 act.) RANK 24 NODE 33 --> 6.5554299 sigma out 1 act.( 10.726576 sig in 33 act.) RANK 25 NODE 31 --> 6.3991385 sigma out 1 act.( 12.086285 sig in 35 act.) RANK 26 NODE 19 --> 5.9433842 sigma out 1 act.( 10.513023 sig in 35 act.) RANK 27 NODE 6 --> 5.5755100 sigma out 1 act.( 9.0627737 sig in 35 act.) RANK 28 NODE 2 --> 5.5754194 sigma out 1 act.( 12.821200 sig in 32 act.) RANK 29 NODE 21 --> 5.4673815 sigma out 1 act.( 10.220723 sig in 35 act.) RANK 30 NODE 8 --> 5.1125588 sigma out 1 act.( 8.8614025 sig in 35 act.) RANK 31 NODE 12 --> 4.6870861 sigma out 1 act.( 7.3435779 sig in 34 act.) RANK 32 NODE 35 --> 4.5481954 sigma out 1 act.( 10.476197 sig in 35 act.) RANK 33 NODE 3 --> 3.8427570 sigma out 1 act.( 7.8948698 sig in 34 act.) RANK 34 NODE 24 --> 3.8153329 sigma out 1 act.( 7.3465672 sig in 33 act.) RANK 35 NODE 18 --> 3.2384143 sigma out 1 act.( 7.4507360 sig in 35 act.) RANK 36 NODE 32 --> 2.5859318 sigma out 1 act.( 6.5025673 sig in 34 act.) RANK 37 NODE 7 --> 8.34795758E-02 sigma out 1 act.( 5.8492351 sig in 35 act.) RANK 1 NODE 1 --> 50.103786 sigma in 37 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.51791865 *** contribution from regularisation: 2.06547901E-02 *** contribution from error: -0.53857344 *** contribution from DIAG: 5.43458294E-03 *********************************************** --------------------------------------------------- Iteration : 81 kill weight from layer 1 knot 32 to knot 8 *********************************************** *** Learn Path 81 *** loss function: -0.51814449 *** contribution from regularisation: 2.04353072E-02 *** contribution from error: -0.53857982 *** contribution from DIAG: 5.37081109E-03 *********************************************** --------------------------------------------------- Iteration : 82 kill weight from layer 1 knot 8 to knot 4 kill weight from layer 1 knot 8 to knot 11 *********************************************** *** Learn Path 82 *** loss function: -0.51793164 *** contribution from regularisation: 2.06543636E-02 *** contribution from error: -0.53858602 *** contribution from DIAG: 5.25480835E-03 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 15 to knot 9 kill weight from layer 1 knot 27 to knot 20 *********************************************** *** Learn Path 83 *** loss function: -0.51830775 *** contribution from regularisation: 2.02848595E-02 *** contribution from error: -0.53859258 *** contribution from DIAG: 5.36289765E-03 *********************************************** --------------------------------------------------- Iteration : 84 kill weight from layer 1 knot 18 to knot 24 *********************************************** *** Learn Path 84 *** loss function: -0.51856738 *** contribution from regularisation: 2.00315658E-02 *** contribution from error: -0.53859895 *** contribution from DIAG: 5.37174242E-03 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 35 to knot 33 *********************************************** *** Learn Path 85 *** loss function: -0.51808393 *** contribution from regularisation: 2.05212124E-02 *** contribution from error: -0.53860515 *** contribution from DIAG: 5.29977027E-03 *********************************************** --------------------------------------------------- Iteration : 86 kill weight from layer 1 knot 24 to knot 15 kill weight from layer 1 knot 18 to knot 19 *********************************************** *** Learn Path 86 *** loss function: -0.51843190 *** contribution from regularisation: 2.01790109E-02 *** contribution from error: -0.53861094 *** contribution from DIAG: 5.34854271E-03 *********************************************** --------------------------------------------------- Iteration : 87 kill weight from layer 1 knot 33 to knot 16 kill weight from layer 1 knot 28 to knot 33 *********************************************** *** Learn Path 87 *** loss function: -0.51824915 *** contribution from regularisation: 2.03672964E-02 *** contribution from error: -0.53861648 *** contribution from DIAG: 5.36705414E-03 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 28 to knot 13 *********************************************** *** Learn Path 88 *** loss function: -0.51848376 *** contribution from regularisation: 2.01365054E-02 *** contribution from error: -0.53862023 *** contribution from DIAG: 5.35184890E-03 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 19 to knot 18 kill weight from layer 1 knot 24 to knot 18 kill weight from layer 1 knot 35 to knot 22 *********************************************** *** Learn Path 89 *** loss function: -0.51834768 *** contribution from regularisation: 2.02791356E-02 *** contribution from error: -0.53862679 *** contribution from DIAG: 5.35759842E-03 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 29 to knot 7 kill weight from layer 1 knot 29 to knot 8 kill weight from layer 1 knot 13 to knot 16 kill weight from layer 1 knot 13 to knot 18 kill weight from layer 1 knot 6 to knot 25 kill weight from layer 1 knot 16 to knot 33 kill weight from layer 1 knot 7 to knot 35 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 46.929043 sigma out 37 active outputs RANK 2 NODE 4 --> 34.255180 sigma out 37 active outputs RANK 3 NODE 6 --> 17.269957 sigma out 36 active outputs RANK 4 NODE 2 --> 17.150728 sigma out 37 active outputs RANK 5 NODE 9 --> 14.509121 sigma out 37 active outputs RANK 6 NODE 5 --> 13.479524 sigma out 37 active outputs RANK 7 NODE 13 --> 12.860259 sigma out 35 active outputs RANK 8 NODE 7 --> 11.923170 sigma out 36 active outputs RANK 9 NODE 8 --> 10.938378 sigma out 35 active outputs RANK 10 NODE 23 --> 10.690071 sigma out 36 active outputs RANK 11 NODE 12 --> 10.635838 sigma out 36 active outputs RANK 12 NODE 3 --> 10.463679 sigma out 36 active outputs RANK 13 NODE 11 --> 10.085729 sigma out 34 active outputs RANK 14 NODE 10 --> 9.5994434 sigma out 37 active outputs RANK 15 NODE 17 --> 9.4799709 sigma out 37 active outputs RANK 16 NODE 19 --> 8.6853056 sigma out 36 active outputs RANK 17 NODE 21 --> 8.4262114 sigma out 36 active outputs RANK 18 NODE 22 --> 8.1598148 sigma out 36 active outputs RANK 19 NODE 24 --> 7.7765141 sigma out 34 active outputs RANK 20 NODE 20 --> 7.6081672 sigma out 36 active outputs RANK 21 NODE 27 --> 7.2098413 sigma out 34 active outputs RANK 22 NODE 25 --> 6.6674981 sigma out 36 active outputs RANK 23 NODE 28 --> 6.5459347 sigma out 34 active outputs RANK 24 NODE 18 --> 6.5396433 sigma out 33 active outputs RANK 25 NODE 26 --> 6.4565811 sigma out 35 active outputs RANK 26 NODE 34 --> 6.3569546 sigma out 37 active outputs RANK 27 NODE 29 --> 6.2178459 sigma out 30 active outputs RANK 28 NODE 30 --> 5.8032975 sigma out 36 active outputs RANK 29 NODE 16 --> 5.4440718 sigma out 34 active outputs RANK 30 NODE 14 --> 5.3992677 sigma out 36 active outputs RANK 31 NODE 31 --> 5.1901488 sigma out 34 active outputs RANK 32 NODE 32 --> 4.8105145 sigma out 36 active outputs RANK 33 NODE 15 --> 4.3202682 sigma out 35 active outputs RANK 34 NODE 33 --> 4.0314245 sigma out 33 active outputs RANK 35 NODE 35 --> 3.0526738 sigma out 35 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 22.971029 sigma in 33 act. ( 18.061079 sig out 1 act.) RANK 2 NODE 17 --> 20.127419 sigma in 35 act. ( 9.7779789 sig out 1 act.) RANK 3 NODE 14 --> 17.699984 sigma in 35 act. ( 12.746472 sig out 1 act.) RANK 4 NODE 20 --> 16.764292 sigma in 34 act. ( 8.4424858 sig out 1 act.) RANK 5 NODE 5 --> 16.224777 sigma in 31 act. ( 10.002518 sig out 1 act.) RANK 6 NODE 36 --> 16.111248 sigma in 34 act. ( 9.4954691 sig out 1 act.) RANK 7 NODE 15 --> 15.746049 sigma in 33 act. ( 9.5227966 sig out 1 act.) RANK 8 NODE 13 --> 15.658414 sigma in 32 act. ( 8.0472364 sig out 1 act.) RANK 9 NODE 34 --> 15.615992 sigma in 34 act. ( 8.2885647 sig out 1 act.) RANK 10 NODE 10 --> 15.538040 sigma in 33 act. ( 8.3073759 sig out 1 act.) RANK 11 NODE 11 --> 15.083031 sigma in 33 act. ( 9.3223095 sig out 1 act.) RANK 12 NODE 16 --> 15.025274 sigma in 33 act. ( 7.8215742 sig out 1 act.) RANK 13 NODE 30 --> 14.600826 sigma in 32 act. ( 9.2416592 sig out 1 act.) RANK 14 NODE 22 --> 14.433989 sigma in 34 act. ( 6.9037943 sig out 1 act.) RANK 15 NODE 9 --> 13.336997 sigma in 32 act. ( 8.0139036 sig out 1 act.) RANK 16 NODE 23 --> 13.049516 sigma in 35 act. ( 8.7016811 sig out 1 act.) RANK 17 NODE 2 --> 12.613775 sigma in 32 act. ( 5.4212947 sig out 1 act.) RANK 18 NODE 31 --> 11.881529 sigma in 35 act. ( 6.3464494 sig out 1 act.) RANK 19 NODE 26 --> 11.563355 sigma in 34 act. ( 8.8888149 sig out 1 act.) RANK 20 NODE 25 --> 11.285647 sigma in 33 act. ( 6.8989320 sig out 1 act.) RANK 21 NODE 37 --> 11.189563 sigma in 34 act. ( 8.6215467 sig out 1 act.) RANK 22 NODE 29 --> 11.095923 sigma in 34 act. ( 6.7058654 sig out 1 act.) RANK 23 NODE 33 --> 10.559731 sigma in 30 act. ( 6.4712949 sig out 1 act.) RANK 24 NODE 27 --> 10.433396 sigma in 35 act. ( 7.2755075 sig out 1 act.) RANK 25 NODE 19 --> 10.360222 sigma in 34 act. ( 5.8239336 sig out 1 act.) RANK 26 NODE 35 --> 10.328500 sigma in 34 act. ( 4.4505062 sig out 1 act.) RANK 27 NODE 21 --> 10.094023 sigma in 35 act. ( 5.3897886 sig out 1 act.) RANK 28 NODE 28 --> 9.6730709 sigma in 33 act. ( 9.6938505 sig out 1 act.) RANK 29 NODE 1 --> 9.5194321 sigma in 35 act. ( 10.598854 sig out 1 act.) RANK 30 NODE 6 --> 8.7860746 sigma in 35 act. ( 5.5774713 sig out 1 act.) RANK 31 NODE 8 --> 8.7718811 sigma in 33 act. ( 4.9563966 sig out 1 act.) RANK 32 NODE 3 --> 7.7817879 sigma in 34 act. ( 3.8277152 sig out 1 act.) RANK 33 NODE 24 --> 7.3068757 sigma in 32 act. ( 3.7107069 sig out 1 act.) RANK 34 NODE 18 --> 7.2994504 sigma in 32 act. ( 3.1953564 sig out 1 act.) RANK 35 NODE 12 --> 7.2100840 sigma in 34 act. ( 4.5410480 sig out 1 act.) RANK 36 NODE 32 --> 6.4097886 sigma in 34 act. ( 2.4991822 sig out 1 act.) RANK 37 NODE 7 --> 5.7705197 sigma in 34 act. ( 8.38909745E-02 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 18.061079 sigma out 1 act.( 22.971029 sig in 33 act.) RANK 2 NODE 14 --> 12.746472 sigma out 1 act.( 17.699984 sig in 35 act.) RANK 3 NODE 1 --> 10.598854 sigma out 1 act.( 9.5194321 sig in 35 act.) RANK 4 NODE 5 --> 10.002518 sigma out 1 act.( 16.224777 sig in 31 act.) RANK 5 NODE 17 --> 9.7779789 sigma out 1 act.( 20.127419 sig in 35 act.) RANK 6 NODE 28 --> 9.6938505 sigma out 1 act.( 9.6730709 sig in 33 act.) RANK 7 NODE 15 --> 9.5227966 sigma out 1 act.( 15.746049 sig in 33 act.) RANK 8 NODE 36 --> 9.4954691 sigma out 1 act.( 16.111248 sig in 34 act.) RANK 9 NODE 11 --> 9.3223095 sigma out 1 act.( 15.083031 sig in 33 act.) RANK 10 NODE 30 --> 9.2416592 sigma out 1 act.( 14.600826 sig in 32 act.) RANK 11 NODE 26 --> 8.8888149 sigma out 1 act.( 11.563355 sig in 34 act.) RANK 12 NODE 23 --> 8.7016811 sigma out 1 act.( 13.049516 sig in 35 act.) RANK 13 NODE 37 --> 8.6215467 sigma out 1 act.( 11.189563 sig in 34 act.) RANK 14 NODE 20 --> 8.4424858 sigma out 1 act.( 16.764292 sig in 34 act.) RANK 15 NODE 10 --> 8.3073759 sigma out 1 act.( 15.538040 sig in 33 act.) RANK 16 NODE 34 --> 8.2885647 sigma out 1 act.( 15.615992 sig in 34 act.) RANK 17 NODE 13 --> 8.0472364 sigma out 1 act.( 15.658414 sig in 32 act.) RANK 18 NODE 9 --> 8.0139036 sigma out 1 act.( 13.336997 sig in 32 act.) RANK 19 NODE 16 --> 7.8215742 sigma out 1 act.( 15.025274 sig in 33 act.) RANK 20 NODE 27 --> 7.2755075 sigma out 1 act.( 10.433396 sig in 35 act.) RANK 21 NODE 22 --> 6.9037943 sigma out 1 act.( 14.433989 sig in 34 act.) RANK 22 NODE 25 --> 6.8989320 sigma out 1 act.( 11.285647 sig in 33 act.) RANK 23 NODE 29 --> 6.7058654 sigma out 1 act.( 11.095923 sig in 34 act.) RANK 24 NODE 33 --> 6.4712949 sigma out 1 act.( 10.559731 sig in 30 act.) RANK 25 NODE 31 --> 6.3464494 sigma out 1 act.( 11.881529 sig in 35 act.) RANK 26 NODE 19 --> 5.8239336 sigma out 1 act.( 10.360222 sig in 34 act.) RANK 27 NODE 6 --> 5.5774713 sigma out 1 act.( 8.7860746 sig in 35 act.) RANK 28 NODE 2 --> 5.4212947 sigma out 1 act.( 12.613775 sig in 32 act.) RANK 29 NODE 21 --> 5.3897886 sigma out 1 act.( 10.094023 sig in 35 act.) RANK 30 NODE 8 --> 4.9563966 sigma out 1 act.( 8.7718811 sig in 33 act.) RANK 31 NODE 12 --> 4.5410480 sigma out 1 act.( 7.2100840 sig in 34 act.) RANK 32 NODE 35 --> 4.4505062 sigma out 1 act.( 10.328500 sig in 34 act.) RANK 33 NODE 3 --> 3.8277152 sigma out 1 act.( 7.7817879 sig in 34 act.) RANK 34 NODE 24 --> 3.7107069 sigma out 1 act.( 7.3068757 sig in 32 act.) RANK 35 NODE 18 --> 3.1953564 sigma out 1 act.( 7.2994504 sig in 32 act.) RANK 36 NODE 32 --> 2.4991822 sigma out 1 act.( 6.4097886 sig in 34 act.) RANK 37 NODE 7 --> 8.38909745E-02 sigma out 1 act.( 5.7705197 sig in 34 act.) RANK 1 NODE 1 --> 48.792088 sigma in 37 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.51845771 *** contribution from regularisation: 2.01723874E-02 *** contribution from error: -0.53863013 *** contribution from DIAG: 5.31845493E-03 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 6 to knot 1 kill weight from layer 1 knot 24 to knot 1 kill weight from layer 1 knot 2 to knot 7 kill weight from layer 1 knot 11 to knot 8 kill weight from layer 1 knot 33 to knot 10 kill weight from layer 1 knot 11 to knot 12 kill weight from layer 1 knot 21 to knot 16 kill weight from layer 1 knot 29 to knot 16 kill weight from layer 1 knot 9 to knot 18 kill weight from layer 1 knot 31 to knot 23 kill weight from layer 1 knot 32 to knot 30 kill weight from layer 1 knot 22 to knot 35 *********************************************** *** Learn Path 91 *** loss function: -0.51894623 *** contribution from regularisation: 1.96889453E-02 *** contribution from error: -0.53863519 *** contribution from DIAG: 5.36990538E-03 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 14 to knot 10 kill weight from layer 1 knot 6 to knot 17 kill weight from layer 1 knot 19 to knot 24 kill weight from layer 1 knot 28 to knot 26 *********************************************** *** Learn Path 92 *** loss function: -0.51833928 *** contribution from regularisation: 2.03034561E-02 *** contribution from error: -0.53864270 *** contribution from DIAG: 5.28373895E-03 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 14 to knot 1 kill weight from layer 1 knot 11 to knot 5 kill weight from layer 1 knot 4 to knot 6 kill weight from layer 1 knot 34 to knot 7 kill weight from layer 1 knot 5 to knot 12 kill weight from layer 1 knot 21 to knot 12 kill weight from layer 1 knot 6 to knot 15 kill weight from layer 1 knot 14 to knot 15 kill weight from layer 1 knot 14 to knot 17 kill weight from layer 1 knot 9 to knot 31 kill weight from layer 1 knot 19 to knot 33 *********************************************** *** Learn Path 93 *** loss function: -0.51881647 *** contribution from regularisation: 1.98314935E-02 *** contribution from error: -0.53864795 *** contribution from DIAG: 5.21603925E-03 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 14 to knot 7 kill weight from layer 1 knot 31 to knot 12 kill weight from layer 1 knot 19 to knot 13 kill weight from layer 2 knot 7 to knot 1 *********************************************** *** Learn Path 94 *** loss function: -0.51937598 *** contribution from regularisation: 1.92767736E-02 *** contribution from error: -0.53865278 *** contribution from DIAG: 5.31366514E-03 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 2 to knot 9 kill weight from layer 1 knot 33 to knot 14 kill weight from layer 1 knot 17 to knot 18 kill weight from layer 1 knot 6 to knot 22 kill weight from layer 1 knot 27 to knot 29 kill weight from layer 1 knot 10 to knot 32 kill weight from layer 1 knot 20 to knot 36 *********************************************** *** Learn Path 95 *** loss function: -0.51871866 *** contribution from regularisation: 1.99390799E-02 *** contribution from error: -0.53865772 *** contribution from DIAG: 5.27396426E-03 *********************************************** --------------------------------------------------- Iteration : 96 kill weight from layer 1 knot 15 to knot 18 kill weight from layer 1 knot 33 to knot 24 kill weight from layer 1 knot 15 to knot 28 *********************************************** *** Learn Path 96 *** loss function: -0.51906896 *** contribution from regularisation: 1.95909999E-02 *** contribution from error: -0.53865993 *** contribution from DIAG: 5.21073118E-03 *********************************************** --------------------------------------------------- Iteration : 97 kill weight from layer 1 knot 32 to knot 13 *********************************************** *** Learn Path 97 *** loss function: -0.51901513 *** contribution from regularisation: 1.96516681E-02 *** contribution from error: -0.53866678 *** contribution from DIAG: 5.22362348E-03 *********************************************** --------------------------------------------------- Iteration : 98 kill weight from layer 1 knot 20 to knot 3 *********************************************** *** Learn Path 98 *** loss function: -0.51912707 *** contribution from regularisation: 1.95432622E-02 *** contribution from error: -0.53867036 *** contribution from DIAG: 5.21457288E-03 *********************************************** --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.51888978 *** contribution from regularisation: 1.97856724E-02 *** contribution from error: -0.53867543 *** contribution from DIAG: 5.26132528E-03 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 46.969185 sigma out 36 active outputs RANK 2 NODE 4 --> 33.919224 sigma out 35 active outputs RANK 3 NODE 6 --> 17.228275 sigma out 31 active outputs RANK 4 NODE 2 --> 17.202290 sigma out 35 active outputs RANK 5 NODE 9 --> 14.586039 sigma out 34 active outputs RANK 6 NODE 5 --> 13.639941 sigma out 35 active outputs RANK 7 NODE 13 --> 12.836520 sigma out 34 active outputs RANK 8 NODE 7 --> 11.858903 sigma out 35 active outputs RANK 9 NODE 8 --> 10.739273 sigma out 34 active outputs RANK 10 NODE 12 --> 10.628591 sigma out 35 active outputs RANK 11 NODE 23 --> 10.579040 sigma out 35 active outputs RANK 12 NODE 3 --> 10.562723 sigma out 35 active outputs RANK 13 NODE 11 --> 9.9446526 sigma out 30 active outputs RANK 14 NODE 10 --> 9.6252384 sigma out 35 active outputs RANK 15 NODE 17 --> 9.4722404 sigma out 35 active outputs RANK 16 NODE 19 --> 8.6391916 sigma out 32 active outputs RANK 17 NODE 21 --> 8.4591217 sigma out 33 active outputs RANK 18 NODE 22 --> 8.3008699 sigma out 34 active outputs RANK 19 NODE 24 --> 7.7451339 sigma out 32 active outputs RANK 20 NODE 20 --> 7.4885383 sigma out 33 active outputs RANK 21 NODE 27 --> 7.1851153 sigma out 32 active outputs RANK 22 NODE 25 --> 6.6053090 sigma out 35 active outputs RANK 23 NODE 18 --> 6.5945711 sigma out 32 active outputs RANK 24 NODE 28 --> 6.5431948 sigma out 32 active outputs RANK 25 NODE 26 --> 6.2919793 sigma out 34 active outputs RANK 26 NODE 29 --> 6.2489800 sigma out 29 active outputs RANK 27 NODE 34 --> 6.2191792 sigma out 36 active outputs RANK 28 NODE 16 --> 6.1675196 sigma out 33 active outputs RANK 29 NODE 14 --> 5.8297191 sigma out 31 active outputs RANK 30 NODE 30 --> 5.7027259 sigma out 35 active outputs RANK 31 NODE 15 --> 5.4619055 sigma out 32 active outputs RANK 32 NODE 31 --> 5.1954894 sigma out 31 active outputs RANK 33 NODE 32 --> 4.6786838 sigma out 33 active outputs RANK 34 NODE 33 --> 3.8321228 sigma out 29 active outputs RANK 35 NODE 35 --> 3.2511318 sigma out 34 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 23.125313 sigma in 33 act. ( 18.133093 sig out 1 act.) RANK 2 NODE 17 --> 20.057974 sigma in 33 act. ( 10.021864 sig out 1 act.) RANK 3 NODE 14 --> 17.771790 sigma in 34 act. ( 12.930823 sig out 1 act.) RANK 4 NODE 20 --> 16.778290 sigma in 34 act. ( 8.5650530 sig out 1 act.) RANK 5 NODE 5 --> 16.263079 sigma in 30 act. ( 9.9895811 sig out 1 act.) RANK 6 NODE 36 --> 16.025963 sigma in 33 act. ( 9.7448149 sig out 1 act.) RANK 7 NODE 15 --> 15.842405 sigma in 31 act. ( 9.5620937 sig out 1 act.) RANK 8 NODE 34 --> 15.665905 sigma in 34 act. ( 8.2899675 sig out 1 act.) RANK 9 NODE 13 --> 15.597364 sigma in 30 act. ( 8.2663794 sig out 1 act.) RANK 10 NODE 10 --> 15.575184 sigma in 31 act. ( 8.3724527 sig out 1 act.) RANK 11 NODE 11 --> 15.142276 sigma in 33 act. ( 9.4707432 sig out 1 act.) RANK 12 NODE 16 --> 15.142186 sigma in 31 act. ( 7.8339643 sig out 1 act.) RANK 13 NODE 30 --> 14.666939 sigma in 31 act. ( 9.3744640 sig out 1 act.) RANK 14 NODE 22 --> 14.415907 sigma in 33 act. ( 6.9507790 sig out 1 act.) RANK 15 NODE 9 --> 13.403698 sigma in 31 act. ( 8.0507975 sig out 1 act.) RANK 16 NODE 23 --> 13.150793 sigma in 34 act. ( 8.6898994 sig out 1 act.) RANK 17 NODE 2 --> 12.536654 sigma in 32 act. ( 5.6216278 sig out 1 act.) RANK 18 NODE 31 --> 11.935279 sigma in 34 act. ( 6.3210864 sig out 1 act.) RANK 19 NODE 26 --> 11.677124 sigma in 33 act. ( 8.8855534 sig out 1 act.) RANK 20 NODE 25 --> 11.362906 sigma in 33 act. ( 6.8970895 sig out 1 act.) RANK 21 NODE 37 --> 11.258985 sigma in 34 act. ( 8.6299314 sig out 1 act.) RANK 22 NODE 29 --> 11.205727 sigma in 33 act. ( 6.7415948 sig out 1 act.) RANK 23 NODE 27 --> 10.566998 sigma in 35 act. ( 7.2578378 sig out 1 act.) RANK 24 NODE 33 --> 10.562170 sigma in 29 act. ( 6.5878754 sig out 1 act.) RANK 25 NODE 19 --> 10.388634 sigma in 34 act. ( 5.7899752 sig out 1 act.) RANK 26 NODE 35 --> 10.332034 sigma in 33 act. ( 4.4012632 sig out 1 act.) RANK 27 NODE 21 --> 10.112090 sigma in 35 act. ( 5.3145714 sig out 1 act.) RANK 28 NODE 28 --> 9.6845064 sigma in 32 act. ( 9.5951509 sig out 1 act.) RANK 29 NODE 1 --> 9.4263000 sigma in 32 act. ( 10.601953 sig out 1 act.) RANK 30 NODE 6 --> 8.8361425 sigma in 34 act. ( 5.4600863 sig out 1 act.) RANK 31 NODE 8 --> 8.7327080 sigma in 32 act. ( 4.9928532 sig out 1 act.) RANK 32 NODE 3 --> 7.7885571 sigma in 33 act. ( 3.8734543 sig out 1 act.) RANK 33 NODE 18 --> 7.2955170 sigma in 29 act. ( 3.1597421 sig out 1 act.) RANK 34 NODE 24 --> 7.2608638 sigma in 30 act. ( 3.7177947 sig out 1 act.) RANK 35 NODE 12 --> 7.1239910 sigma in 30 act. ( 4.5499458 sig out 1 act.) RANK 36 NODE 32 --> 6.4111304 sigma in 33 act. ( 2.5527503 sig out 1 act.) RANK 37 NODE 7 --> 0.0000000 sigma in 0 act. ( 0.0000000 sig out 0 act.) sorted by output significance RANK 1 NODE 4 --> 18.133093 sigma out 1 act.( 23.125313 sig in 33 act.) RANK 2 NODE 14 --> 12.930823 sigma out 1 act.( 17.771790 sig in 34 act.) RANK 3 NODE 1 --> 10.601953 sigma out 1 act.( 9.4263000 sig in 32 act.) RANK 4 NODE 17 --> 10.021864 sigma out 1 act.( 20.057974 sig in 33 act.) RANK 5 NODE 5 --> 9.9895811 sigma out 1 act.( 16.263079 sig in 30 act.) RANK 6 NODE 36 --> 9.7448149 sigma out 1 act.( 16.025963 sig in 33 act.) RANK 7 NODE 28 --> 9.5951509 sigma out 1 act.( 9.6845064 sig in 32 act.) RANK 8 NODE 15 --> 9.5620937 sigma out 1 act.( 15.842405 sig in 31 act.) RANK 9 NODE 11 --> 9.4707432 sigma out 1 act.( 15.142276 sig in 33 act.) RANK 10 NODE 30 --> 9.3744640 sigma out 1 act.( 14.666939 sig in 31 act.) RANK 11 NODE 26 --> 8.8855534 sigma out 1 act.( 11.677124 sig in 33 act.) RANK 12 NODE 23 --> 8.6898994 sigma out 1 act.( 13.150793 sig in 34 act.) RANK 13 NODE 37 --> 8.6299314 sigma out 1 act.( 11.258985 sig in 34 act.) RANK 14 NODE 20 --> 8.5650530 sigma out 1 act.( 16.778290 sig in 34 act.) RANK 15 NODE 10 --> 8.3724527 sigma out 1 act.( 15.575184 sig in 31 act.) RANK 16 NODE 34 --> 8.2899675 sigma out 1 act.( 15.665905 sig in 34 act.) RANK 17 NODE 13 --> 8.2663794 sigma out 1 act.( 15.597364 sig in 30 act.) RANK 18 NODE 9 --> 8.0507975 sigma out 1 act.( 13.403698 sig in 31 act.) RANK 19 NODE 16 --> 7.8339643 sigma out 1 act.( 15.142186 sig in 31 act.) RANK 20 NODE 27 --> 7.2578378 sigma out 1 act.( 10.566998 sig in 35 act.) RANK 21 NODE 22 --> 6.9507790 sigma out 1 act.( 14.415907 sig in 33 act.) RANK 22 NODE 25 --> 6.8970895 sigma out 1 act.( 11.362906 sig in 33 act.) RANK 23 NODE 29 --> 6.7415948 sigma out 1 act.( 11.205727 sig in 33 act.) RANK 24 NODE 33 --> 6.5878754 sigma out 1 act.( 10.562170 sig in 29 act.) RANK 25 NODE 31 --> 6.3210864 sigma out 1 act.( 11.935279 sig in 34 act.) RANK 26 NODE 19 --> 5.7899752 sigma out 1 act.( 10.388634 sig in 34 act.) RANK 27 NODE 2 --> 5.6216278 sigma out 1 act.( 12.536654 sig in 32 act.) RANK 28 NODE 6 --> 5.4600863 sigma out 1 act.( 8.8361425 sig in 34 act.) RANK 29 NODE 21 --> 5.3145714 sigma out 1 act.( 10.112090 sig in 35 act.) RANK 30 NODE 8 --> 4.9928532 sigma out 1 act.( 8.7327080 sig in 32 act.) RANK 31 NODE 12 --> 4.5499458 sigma out 1 act.( 7.1239910 sig in 30 act.) RANK 32 NODE 35 --> 4.4012632 sigma out 1 act.( 10.332034 sig in 33 act.) RANK 33 NODE 3 --> 3.8734543 sigma out 1 act.( 7.7885571 sig in 33 act.) RANK 34 NODE 24 --> 3.7177947 sigma out 1 act.( 7.2608638 sig in 30 act.) RANK 35 NODE 18 --> 3.1597421 sigma out 1 act.( 7.2955170 sig in 29 act.) RANK 36 NODE 32 --> 2.5527503 sigma out 1 act.( 6.4111304 sig in 33 act.) RANK 37 NODE 7 --> 0.0000000 sigma out 0 act.( 0.0000000 sig in 0 act.) RANK 1 NODE 1 --> 49.104015 sigma in 36 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.51883620 *** contribution from regularisation: 1.98428296E-02 *** contribution from error: -0.53867900 *** contribution from DIAG: 5.19676041E-03 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 194433 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/Muon/Downstream/GlobalPID_Muon_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/Muon/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/Muon/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/Muon/Downstream/NB.txt Training Host = lxplus436.cern.ch Particle type = muon Background types = all Training Mix = NaturalMix Track type = Downstream Track PresSel = TrackPreSelIsMuon 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_Muon_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres 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 32 nodes, hidden layer has 37 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. = 0.91429% Selected 45865 tracks for input to NN training ghost percentage = 68.3201% electron percentage = 6.13976% muon percentage = 7.50681% pion percentage = 14.5405% kaon percentage = 1.86853% proton percentage = 1.62215% Unknown Particle type 3312 percentage = 0.00218031% 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 RichAboveMuThres Making plots for input RichAboveKaThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonNShared 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 InAccPrs 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 31 input variables. ***************Training results***************** number of nodes in the 1st layer: 35 number of nodes in the 2nd layer: 37 number of nodes in the 3rd layer: 1 number of iterations: 100