Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Electron/Downstream Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Electron/Downstream/GlobalPID_Electron_Downstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Electron/Downstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Electron/Downstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Electron/Downstream/NB.txt Training Host = lxplus432.cern.ch Particle type = electron Background types = all Training Mix = NaturalMix Track type = Downstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Electron_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 34 nodes, hidden layer has 39 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 34 Your number of nodes in the hidden layer is: 39 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function global preprocessing flag: 621 You want to use the global preprocessing flag 21 You use momentum: 0.0000000 Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackCloneDist PreproFlag 34 Input 10 TrackFitTChi2 PreproFlag 14 Input 11 TrackFitTNDoF PreproFlag 19 Input 12 RichUsedAero PreproFlag 18 Input 13 RichUsedR1Gas PreproFlag 18 Input 14 RichUsedR2Gas PreproFlag 18 Input 15 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 InAccMuon PreproFlag 19 Input 23 MuonBkgLL PreproFlag 34 Input 24 MuonMuLL PreproFlag 34 Input 25 MuonIsLooseMuon PreproFlag 19 Input 26 MuonIsMuon PreproFlag 19 Input 27 MuonNShared PreproFlag 19 Input 28 InAccEcal PreproFlag 19 Input 29 EcalPIDe PreproFlag 34 Input 30 EcalPIDmu PreproFlag 34 Input 31 InAccHcal PreproFlag 19 Input 32 HcalPIDe PreproFlag 34 Input 33 HcalPIDmu PreproFlag 34 Input 34 PrsPIDe PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5705173 tracks for input to NN training Sel. Eff. = 17.528% Selected 1000000 tracks for input to NN training ghost percentage = 63.3186% electron percentage = 12.4809% muon percentage = 0.774% pion percentage = 19.0612% kaon percentage = 1.1241% proton percentage = 3.2262% Unknown Particle type 3112 percentage = 0.0053% Unknown Particle type 3222 percentage = 0.0028% Unknown Particle type 3312 percentage = 0.0026% Unknown Particle type 1000010030 percentage = 0.0001% Unknown Particle type 1000020040 percentage = 0.0042% 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= 1000000 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 = 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 # 23 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 24 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 25 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 26 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 27 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 28 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 29 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 30 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 31 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 32 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 33 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 34 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 Using weight factor: 1.00000000000000000 now perform preprocessing *** called with option 21 *** This will do for you: *** input variable equalisation *** to flat distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node Signal fraction: 12.480900 % ------------------------------ 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 2.0000000 18.000000 22.000000 25.000000 27.000000 30.000000 31.000000 33.000000 35.000000 36.000000 38.000000 39.000000 40.000000 41.000000 43.000000 44.000000 45.000000 46.000000 47.000000 48.000000 49.000000 51.000000 52.000000 53.000000 54.000000 55.000000 56.000000 57.000000 58.000000 59.000000 60.000000 61.000000 61.000000 62.000000 63.000000 64.000000 65.000000 66.000000 67.000000 68.000000 69.000000 70.000000 71.000000 72.000000 73.000000 74.000000 75.000000 76.000000 77.000000 78.000000 79.000000 80.000000 81.000000 82.000000 83.000000 84.000000 85.000000 86.000000 87.000000 89.000000 90.000000 91.000000 92.000000 93.000000 94.000000 95.000000 97.000000 98.000000 100.000000 101.00000 102.00000 104.00000 105.00000 107.00000 108.00000 110.00000 112.00000 113.00000 115.00000 117.00000 119.00000 121.00000 123.00000 125.00000 127.00000 129.00000 132.00000 134.00000 137.00000 140.00000 143.00000 147.00000 151.00000 156.00000 161.00000 168.00000 176.00000 187.00000 201.00000 226.00000 435.00000 build map for variable # 2 ------------------------------ Transdef: Tab for variable 3 1118.1200 1452.1851 1572.8900 1662.9000 1732.1650 1788.1200 1837.1600 1882.0200 1925.7100 1967.3300 2007.5601 2047.5050 2086.3601 2124.5500 2162.1152 2200.6101 2238.4199 2275.8101 2313.9800 2353.1001 2392.8149 2432.1799 2472.6699 2513.7900 2556.7349 2599.9199 2643.0200 2687.5400 2733.0649 2780.1001 2828.6899 2878.5752 2929.2500 2980.5449 3033.0249 3086.7549 3141.7251 3198.6101 3257.1851 3315.9951 3376.8452 3439.7451 3503.1799 3569.6050 3636.7451 3706.6348 3777.4551 3850.6851 3927.2400 4003.7400 4083.4849 4167.6851 4253.9302 4341.4600 4433.2949 4527.9854 4627.1001 4728.9751 4835.8599 4946.1553 5057.8999 5174.8896 5299.7798 5427.2695 5561.4453 5699.1050 5841.4902 5990.6650 6145.3799 6308.4600 6482.7646 6661.5449 6848.9702 7049.0801 7257.2598 7481.0303 7717.5947 7966.8301 8232.5947 8520.3398 8830.9258 9158.1250 9515.4600 9899.3350 10325.391 10790.320 11311.855 11893.025 12528.926 13253.525 14085.875 15074.016 16225.650 17668.676 19470.814 21779.955 24948.113 29916.176 39070.242 67595.031 4921043.0 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 0.19822386 38.911392 49.454685 56.529968 62.282684 67.318115 71.896790 76.089935 80.047516 83.952347 87.773796 91.542862 95.360931 99.197586 102.96948 106.79583 110.61712 114.45168 118.35785 122.17671 126.01373 129.90234 133.85573 137.83548 141.79094 145.73026 149.75427 153.80798 157.91566 162.05093 166.18379 170.34666 174.51987 178.80139 183.19431 187.58044 192.04321 196.57037 201.25809 205.85379 210.56073 215.46095 220.45171 225.49869 230.64420 235.84521 241.20367 246.62384 252.12093 257.68460 263.32129 269.16785 274.98999 280.90088 287.08942 293.31372 299.73352 306.29834 312.91101 319.67096 326.65607 333.85809 341.19238 348.79993 356.28247 363.95386 372.12415 380.69907 389.30170 398.27771 407.85547 417.76575 428.17963 439.03082 450.28778 462.23904 474.67474 487.82919 501.75623 516.22839 531.35675 547.67072 564.98096 583.23584 602.92261 624.42114 647.97327 673.81213 702.76489 734.95721 770.85767 812.76886 861.41504 920.64667 994.24915 1085.9285 1211.8030 1402.0616 1747.2871 2747.2468 852996.69 do regularised spline fit for input variable # 4 build map for variable # 4 warning: map is empty for variable 4 ------------------------------ Transdef: Tab for variable 5 2.08988003E-02 0.39386559 0.46404797 0.51042926 0.54752696 0.57857579 0.60596055 0.63078690 0.65372837 0.67543870 0.69557071 0.71490008 0.73382419 0.75201124 0.76989859 0.78703713 0.80386734 0.82046199 0.83705312 0.85294902 0.86911178 0.88513267 0.90089250 0.91662461 0.93220627 0.94820738 0.96397257 0.97993255 0.99574375 1.0115994 1.0277755 1.0442309 1.0609524 1.0774982 1.0943507 1.1115794 1.1290386 1.1474807 1.1661667 1.1851336 1.2039359 1.2238550 1.2439219 1.2646048 1.2857338 1.3079770 1.3307216 1.3542280 1.3782601 1.4034396 1.4292265 1.4556081 1.4832613 1.5120200 1.5421505 1.5726233 1.6055034 1.6392113 1.6745704 1.7115376 1.7504911 1.7913667 1.8337524 1.8782833 1.9249252 1.9742150 2.0263433 2.0796368 2.1359296 2.1953511 2.2577820 2.3237176 2.3916879 2.4645493 2.5415623 2.6222148 2.7080615 2.7961578 2.8903153 2.9875607 3.0929408 3.2034090 3.3187466 3.4429603 3.5711980 3.7066050 3.8520539 4.0073805 4.1669569 4.3351078 4.5118594 4.7000465 4.8949642 5.0987735 5.3169942 5.5505657 5.8087587 6.1332026 6.5993290 7.4019823 9.9995384 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 4.0000000 5.0000000 6.0000000 7.0000000 7.0000000 8.0000000 8.0000000 9.0000000 9.0000000 9.0000000 10.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 12.000000 12.000000 13.000000 13.000000 14.000000 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 18.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 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 23.000000 23.000000 23.000000 23.000000 23.000000 24.000000 24.000000 25.000000 31.000000 build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -99.664322 -52.990082 -46.264069 -42.488747 -39.756737 -37.696739 -35.951466 -34.419529 -32.978527 -31.609440 -30.302509 -29.058714 -27.887524 -26.773590 -25.711567 -24.694740 -23.749643 -22.878963 -22.033844 -21.229870 -20.474993 -19.757523 -19.071415 -18.405773 -17.763527 -17.147291 -16.562763 -16.005209 -15.464771 -14.947065 -14.459124 -13.989040 -13.535672 -13.098486 -12.680748 -12.287521 -11.908943 -11.546144 -11.198183 -10.862911 -10.539431 -10.221809 -9.9264145 -9.6436052 -9.3669758 -9.1069918 -8.8514156 -8.6064844 -8.3637018 -8.1309910 -7.9069576 -7.6934004 -7.4835386 -7.2777567 -7.0817533 -6.8876667 -6.7051077 -6.5272331 -6.3594322 -6.1919069 -6.0300617 -5.8734188 -5.7170691 -5.5640869 -5.4184265 -5.2771549 -5.1315670 -4.9902401 -4.8509588 -4.7158632 -4.5862904 -4.4581313 -4.3281231 -4.1984906 -4.0696287 -3.9448390 -3.8212283 -3.7038088 -3.5889361 -3.4778655 -3.3719511 -3.2677579 -3.1674843 -3.0723920 -2.9823008 -2.8889220 -2.7903423 -2.6934981 -2.5972624 -2.5051570 -2.4131546 -2.3262534 -2.2403216 -2.1437280 -2.0244753 -1.8843284 -1.7338202 -1.5728465 -1.4033647 -1.1984468 0.53583872 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 1.03333150E-05 3.28767374E-02 4.76453304E-02 5.81738353E-02 6.65088296E-02 7.37259835E-02 8.02021921E-02 8.61845762E-02 9.17124897E-02 9.70583260E-02 0.10228609 0.10729548 0.11222340 0.11705899 0.12176563 0.12647846 0.13120376 0.13578895 0.14040974 0.14502406 0.14988807 0.15483339 0.16004691 0.16557539 0.17158568 0.17815807 0.18545501 0.19347709 0.20218617 0.21174031 0.22201061 0.23288223 0.24454397 0.25686187 0.26998597 0.28387585 0.29839140 0.31371713 0.33048856 0.34776476 0.36592263 0.38527972 0.40587199 0.42848265 0.45282483 0.47963768 0.50816798 0.53781784 0.56711984 0.59370697 0.61881441 0.64228761 0.66426516 0.68445575 0.70317459 0.72032988 0.73610687 0.75043243 0.76362538 0.77538908 0.78593147 0.79550135 0.80398142 0.81167412 0.81887108 0.82541460 0.83135676 0.83688784 0.84210646 0.84701216 0.85171008 0.85621977 0.86068559 0.86505800 0.86918545 0.87324148 0.87713814 0.88067454 0.88433254 0.88779283 0.89166617 0.89530826 0.89915276 0.90327972 0.90722120 0.91209054 0.91747367 0.92342973 0.93063867 0.93910885 0.94667214 0.95314825 0.95838583 0.96292543 0.96647394 0.96899819 0.97173917 0.97596991 0.98139465 0.98875600 0.99999940 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 1.4956818 22.446913 37.300468 51.662811 66.329865 76.394226 85.580185 95.291710 105.15347 116.33012 124.78894 133.15144 143.58722 155.14854 166.44330 177.18933 188.59351 202.23470 214.36508 227.37875 241.98885 257.84778 273.99731 288.20654 305.38086 323.89703 342.34137 365.75217 389.38147 413.42139 437.66223 463.94916 495.37885 519.12244 553.64716 582.22449 614.20612 651.60828 687.45630 722.74756 767.63770 811.79993 856.12830 898.64282 941.19873 984.47498 1024.6005 1067.1062 1114.6833 1154.4293 1194.7225 1241.0009 1289.4336 1341.1018 1385.7791 1434.8124 1489.2908 1540.8381 1599.7197 1666.5637 1725.9958 1778.4500 1837.7439 1899.7625 1957.5132 2014.0922 2074.1428 2145.0842 2221.5298 2281.3872 2356.6226 2427.0913 2493.8267 2561.4819 2635.4956 2700.2896 2779.5803 2851.3101 2938.7153 3004.6113 3092.9238 3168.6921 3262.8467 3357.7705 3452.8442 3541.0020 3632.0098 3725.7036 3821.8 Only one class left for trimmed mean or sigma very small -> take "normal" mean 984 3923.2070 4018.6726 4124.7617 4212.2168 4303.3848 4407.0571 4493.0547 4574.8193 4671.6265 4777.2017 4887.0283 4993.5684 do regularised spline fit for input variable # 9 build map for variable # 9 ------------------------------ Transdef: Tab for variable 10 5.41377289E-04 0.94175518 1.6070991 2.1813385 2.7209752 3.2283297 3.7212648 4.1983733 4.6573095 5.1058598 5.5292377 5.9306107 6.3157148 6.6705117 7.0174050 7.3469868 7.6674304 7.9716749 8.2652245 8.5552235 8.8257160 9.0889807 9.3447456 9.5959778 9.8409309 10.083127 10.322914 10.552227 10.782606 11.010876 11.230756 11.450219 11.667133 11.885894 12.101350 12.313806 12.519989 12.728666 12.939306 13.151207 13.361765 13.573772 13.784546 13.997040 14.212053 14.424460 14.640316 14.857074 15.075434 15.296003 15.517189 15.737696 15.964458 16.190720 16.421875 16.656345 16.897842 17.143217 17.390240 17.641384 17.902569 18.164412 18.430086 18.705576 18.989758 19.279919 19.576286 19.885695 20.210678 20.542809 20.882561 21.232254 21.601818 21.995131 22.394852 22.820263 23.268581 23.746632 24.249149 24.778065 25.345787 25.962025 26.626995 27.359301 28.146526 29.027931 29.983263 31.086941 32.315788 33.688236 35.280785 37.114376 39.220764 41.713276 44.649555 48.174568 52.417839 57.852982 65.103088 76.447189 122.14289 do regularised spline fit for input variable # 10 ------------------------------ Transdef: Tab for variable 11 1.00000000 3.0000000 3.0000000 3.0000000 4.0000000 5.0000000 5.0000000 6.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 8.0000000 9.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 12.000000 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 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 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 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 20.000000 20.000000 20.000000 21.000000 27.000000 build map for variable # 11 ------------------------------ Transdef: Tab for variable 12 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 build map for variable # 13 ------------------------------ Transdef: Tab for variable 14 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 -133.12590 -48.190498 -38.372902 -34.128300 -31.428501 -29.476650 -27.921551 -26.599100 -25.454901 -24.432650 -23.518950 -22.683151 -21.911449 -21.172400 -20.478350 -19.827900 -19.202850 -18.606550 -18.039600 -17.483650 -16.954300 -16.441551 -15.942650 -15.460700 -14.989150 -14.533900 -14.079500 -13.647350 -13.231400 -12.828200 -12.426350 -12.027600 -11.639500 -11.260750 -10.886049 -10.517050 -10.155400 -9.8070507 -9.4518995 -9.1050997 -8.7652998 -8.4331999 -8.1033001 -7.7784500 -7.4563498 -7.1402502 -6.8234000 -6.5152998 -6.2129998 -5.9144001 -5.6173501 -5.3203001 -5.0279999 -4.7414999 -4.4614000 -4.1770000 -3.9020000 -3.6287999 -3.3582001 -3.0888000 -2.8263500 -2.5658500 -2.3085999 -2.0515001 -1.8004000 -1.5544000 -1.3104000 -1.0698000 -0.83420002 -0.60110003 -0.37760001 -0.15530001 0.0000000 0.20050000 0.46285000 0.75470001 1.0724499 1.4188000 1.7953000 2.1968999 2.6299500 3.1022999 3.6104500 4.1694498 4.7774501 5.4320498 6.1546001 6.9645500 7.8807001 8.9126492 10.088350 11.486300 13.090900 15.023451 17.331450 20.237900 23.982300 28.698250 35.484352 46.566200 155.03110 do regularised spline fit for input variable # 17 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -82.113899 -26.227350 -20.102551 -16.926498 -14.923750 -13.495649 -12.395700 -11.501700 -10.747900 -10.098450 -9.5317497 -9.0314503 -8.5630493 -8.1402998 -7.7523999 -7.3942499 -7.0595999 -6.7495999 -6.4517999 -6.1750002 -5.9116998 -5.6592999 -5.4172001 -5.1911001 -4.9709001 -4.7620001 -4.5577998 -4.3625498 -4.1739502 -3.9942000 -3.8224502 -3.6564000 -3.4937000 -3.3355999 -3.1835001 -3.0362501 -2.8954000 -2.7591500 -2.6250999 -2.4930999 -2.3692000 -2.2465999 -2.1278999 -2.0127501 -1.8990999 -1.7899499 -1.6808000 -1.5759000 -1.4725499 -1.3710001 -1.2716000 -1.1738000 -1.0769000 -0.98089999 -0.88830000 -0.79785001 -0.70850003 -0.61820000 -0.52850002 -0.44125000 -0.35769999 -0.27190000 -0.18910000 -0.10610000 -3.18999998E-02 0.0000000 0.0000000 0.0000000 4.83499989E-02 0.13510001 0.23010001 0.32690001 0.42989999 0.54079998 0.65499997 0.77460003 0.90300000 1.0377001 1.1779000 1.3255000 1.4842000 1.6526999 1.8355501 2.0315001 2.2407999 2.4681001 2.7155001 2.9890001 3.2911999 3.6267500 3.9981499 4.4252501 4.9182000 5.4802999 6.1758003 7.0063500 8.0368500 9.4511499 11.506900 15.429900 77.564400 do regularised spline fit for input variable # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -175.85249 -44.771202 -34.668549 -28.423950 -23.822651 -20.285450 -17.299850 -14.856251 -12.799601 -11.086700 -9.6082001 -8.3473492 -7.2841501 -6.3319502 -5.5002003 -4.7602000 -4.1072001 -3.5271001 -3.0076499 -2.5374000 -2.1185000 -1.7359999 -1.3868001 -1.0658500 -0.77520001 -0.50669998 -0.25290000 -3.13000008E-02 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 3.00000003E-03 0.19815001 0.39579999 0.59429997 0.79514998 0.99290001 1.1909000 1.3943000 1.5914000 1.7908000 1.9864000 2.1839001 2.3831000 2.5829999 2.7795999 2.9760001 3.1705000 3.3694999 3.5688000 3.7660499 3.9646502 4.1609998 4.3620000 4.5595002 4.7613001 4.9633999 5.1691999 5.3794999 5.5885000 5.7992001 6.0091000 6.2247000 6.4461002 6.6700001 6.8924499 7.1198001 7.3516002 7.5879002 7.8332000 8.0922508 8.3551998 8.6352997 8.9340496 9.2335997 9.5555496 9.9012003 10.272900 10.671749 11.105700 11.581800 12.093050 12.648600 13.255550 13.905200 14.615749 15.383249 16.229401 17.162350 18.213400 19.413050 20.865349 22.617451 24.961300 28.879801 99.697899 do regularised spline fit for input variable # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -164.87300 -41.865551 -32.419399 -26.523651 -22.221802 -18.839849 -16.072550 -13.669750 -11.658300 -9.9510002 -8.4862995 -7.2230000 -6.1105003 -5.1290503 -4.2624502 -3.4838500 -2.7765000 -2.1429999 -1.5786500 -1.0515000 -0.58980000 -0.17320000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.21460000 0.52900004 0.84845001 1.1726501 1.5045500 1.8377000 2.1651001 2.4888999 2.8070500 3.1152000 3.4131999 3.6938000 3.9565001 4.2097502 4.4479499 4.6780000 4.9010000 5.1157999 5.3209500 5.5208001 5.7127500 5.8966999 6.0758500 6.2543998 6.4303999 6.6031499 6.7739000 6.9461999 7.1170998 7.2862501 7.4542999 7.6262002 7.7958999 7.9684000 8.1484509 8.3288002 8.5123997 8.7036495 8.8985004 9.1004000 9.3081999 9.5244999 9.7511997 9.9882002 10.242900 10.520050 10.806800 11.112900 11.443649 11.808200 12.195700 12.616800 13.072600 13.560850 14.078300 14.626000 15.204700 15.839000 16.515751 17.247499 18.048100 18.943199 19.940399 21.059799 22.364050 23.936899 25.877050 28.547050 32.827900 111.53040 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -153.44310 -38.980949 -30.060499 -24.561300 -20.645050 -17.482750 -14.853350 -12.609600 -10.676950 -9.0062504 -7.5441499 -6.2516499 -5.1207500 -4.1407003 -3.2891998 -2.5140500 -1.8383000 -1.2242501 -0.68169999 -0.19915000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.26494998 0.61680001 0.97315001 1.3348000 1.6901000 2.0448000 2.3974500 2.7409000 3.0757000 3.3924499 3.6967502 3.9766500 4.2429500 4.4916501 4.7355499 4.9657998 5.1890497 5.3997002 5.6028500 5.8021002 5.9899001 6.1767502 6.3627000 6.5427499 6.7203999 6.8982000 7.0760999 7.2515497 7.4253001 7.6022000 7.7778001 7.9550500 8.1406002 8.3259001 8.5150995 8.7131004 8.9153996 9.1248999 9.3417997 9.5672998 9.8067999 10.061050 10.332200 10.624900 10.923200 11.248000 11.609150 11.990300 12.400700 12.847800 13.323450 13.820500 14.343600 14.889250 15.471600 16.084150 16.726801 17.388901 18.102100 18.861149 19.671350 20.541801 21.472549 22.489799 23.621950 24.876400 26.328300 28.051399 30.177050 32.915298 37.148048 69.789703 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -8.1052999 -5.1310000 -4.6498003 -4.3199997 -4.0991497 -3.8890500 -3.7195501 -3.5737000 -3.4362500 -3.2924500 -3.1665499 -3.0504999 -2.9419000 -2.8470500 -2.7525501 -2.6479502 -2.5480001 -2.4485500 -2.3565500 -2.2709501 -2.1865001 -2.1040502 -2.0281000 -1.9524000 -1.8753500 -1.7971001 -1.7258000 -1.6589501 -1.5951999 -1.5371499 -1.4797000 -1.4217501 -1.3633000 -1.3104000 -1.2598500 -1.2131500 -1.1612500 -1.1214000 -1.0708499 -1.0276999 -0.98900002 -0.94825000 -0.91135001 -0.87505001 -0.83965003 -0.80535001 -0.77410001 -0.74440002 -0.71134996 -0.68199998 -0.65410000 -0.62664998 -0.59995002 -0.57590002 -0.55145001 -0.52859998 -0.50725001 -0.48640001 -0.46669999 -0.44714999 -0.43030000 -0.41365001 -0.39625001 -0.37990001 -0.36435002 -0.34935001 -0.33370000 -0.32060000 -0.30599999 -0.29115000 -0.27840000 -0.26635000 -0.25475001 -0.24300000 -0.23195000 -0.22100000 -0.21050000 -0.20070000 -0.19059999 -0.18130000 -0.17180000 -0.16220000 -0.15390000 -0.14510000 -0.13660000 -0.12819999 -0.11990000 -0.11195000 -0.10320000 -9.51000005E-02 -8.61999989E-02 -7.72999972E-02 -6.87000006E-02 -5.96500002E-02 -5.05999997E-02 -4.17999998E-02 -3.33499983E-02 -2.49000005E-02 -1.67500004E-02 -7.69999996E-03 2.21999995E-02 do regularised spline fit for input variable # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -69.077599 -3.0178001 -2.3137000 -1.9477000 -1.6430000 -1.4130000 -1.2634000 -1.1348000 -1.0258000 -0.93120003 -0.85329998 -0.78039998 -0.72430003 -0.66495001 -0.61530000 -0.56849998 -0.52410001 -0.48820001 -0.45480001 -0.42359999 -0.39820001 -0.36910000 -0.34689999 -0.32130000 -0.30230001 -0.28400001 -0.26690000 -0.24789999 -0.23090000 -0.21730000 -0.20379999 -0.19145000 -0.17950000 -0.16769999 -0.15899999 -0.14910001 -0.14000000 -0.13030000 -0.12150000 -0.11360000 -0.10560000 -9.92500037E-02 -9.51000005E-02 -8.91999975E-02 -8.38499963E-02 -7.80000016E-02 -7.22500011E-02 -6.80000037E-02 -6.44000024E-02 -6.03000000E-02 -5.68000004E-02 -5.42000011E-02 -5.15000001E-02 -4.80999984E-02 -4.50999998E-02 -4.25999984E-02 -4.03000005E-02 -3.75999995E-02 -3.51000018E-02 -3.31000015E-02 -3.09999995E-02 -2.89999992E-02 -2.71000005E-02 -2.51000002E-02 -2.33999994E-02 -2.25000009E-02 -2.03000009E-02 -1.83000006E-02 -1.70000009E-02 -1.57999992E-02 -1.42999999E-02 -1.31999999E-02 -1.21999998E-02 -1.11999996E-02 -1.02000004E-02 -9.10000037E-03 -8.50000046E-03 -8.00000038E-03 -7.19999988E-03 -6.59999996E-03 -5.70000010E-03 -5.29999984E-03 -4.69999993E-03 -4.49999981E-03 -3.29999998E-03 -2.49999994E-03 -2.09999993E-03 -1.79999997E-03 -5.00000024E-04 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 do regularised spline fit for input variable # 24 build map for variable # 24 ------------------------------ Transdef: Tab for variable 25 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 build map for variable # 25 ------------------------------ Transdef: Tab for variable 26 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Only one class left for trimmed mean or sigma very small -> take "normal" mean 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 26 ------------------------------ Transdef: Tab for variable 27 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 2.0000000 3.0000000 5.0000000 59.000000 build map for variable # 27 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 32.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 33.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 34.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 35.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 36.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 37.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 38.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 39.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 40.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 41.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 42.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 43.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 44.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 45.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 46.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 47.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 48.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 49.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 51.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 52.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 53.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 54.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 57.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 58.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 59.000000 Unregularised mean is returned ------------------------------ Transdef: Tab for variable 28 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 -4.3863544 -4.1307454 -4.0765858 -3.9330125 -3.9330125 -3.9330125 -3.9330125 -3.9330125 -3.7603717 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.5377660 -3.3337913 -3.0829568 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0281768 -2.9252164 -2.7659941 -2.7432518 -2.6575236 -2.5845909 -2.5024815 -2.4600601 -2.3098278 -2.1814570 -2.0071721 -1.8335214 -1.7276869 -1.5213380 -1.3740358 -1.1462870 -1.1113949 -0.94654036 -0.82925606 -0.63025045 -0.52200556 -0.40808344 -0.29977798 -0.23862457 -0.16436386 -5.10306358E-02 4.65059280E-02 7.84716606E-02 0.19837093 0.28780723 0.49068570 0.49068570 0.54376960 0.82774353 0.82774353 0.97938871 1.5052533 1.5052533 1.5052533 1.5052533 1.8548682 2.1915348 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0500343 3.7110219 3.7110219 3.7110219 3.7110219 3.7110219 4.4049802 4.4049802 6.1036863 do regularised spline fit for input variable # 29 build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 -4.8324714 -4.1377926 -4.0722370 -3.9469793 -3.8548357 -3.7216883 -3.6901307 -3.6540115 -3.5613883 -3.4688251 -3.4035544 -3.3156612 -3.2762868 -3.1227622 -3.1129444 -3.0233133 -2.9277537 -2.8717694 -2.8616889 -2.8483469 -2.7985513 -2.7737186 -2.7151830 -2.5481944 -2.5481944 -2.4761035 -2.3759270 -2.3444719 -2.3047781 -2.2751393 -2.2684097 -2.2349508 -2.2349508 -2.1311119 -2.1126010 -2.0755880 -2.0679872 -2.0127788 -1.9498398 -1.8602047 -1.8380480 -1.7067165 -1.6331468 -1.5791516 -1.5119047 -1.3643970 -1.2701159 -1.2354825 -1.1669405 -1.1394401 -0.96950150 -0.87277412 -0.72676611 -0.45419049 -0.38309383 -0.26591444 -0.18086052 -3.21698189E-02 0.0000000 1.90546513E-02 4.43530083E-02 7.23441839E-02 7.23441839E-02 0.10237217 0.19524574 0.27904201 0.47978878 0.51010108 0.60976481 0.65527546 0.65527546 0.65527546 0.65527546 0.65545607 0.69970095 0.71321970 0.77126431 0.77837193 0.84649152 0.84649152 0.86126065 0.86126065 0.86666292 0.88641596 0.88641596 0.88641596 0.88977361 0.88977361 0.88977361 0.96465135 1.0736730 1.1600920 1.2832069 1.5579073 1.7133206 1.7163923 1.7237350 1.7300398 1.8836702 2.0871987 2.6451731 do regularised spline fit for input variable # 30 build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 -2.8887122 -2.0102201 -1.8175809 -1.7738843 -1.7505450 -1.6611724 -1.6222577 -1.5792360 -1.5685563 -1.5099697 -1.4691801 -1.4421711 -1.4358206 -1.4286466 -1.4200268 -1.3852901 -1.3458419 -1.2837305 -1.2697222 -1.1961756 -1.1620746 -1.1262302 -1.1262302 -1.0316782 -0.96975088 -0.95185232 -0.91056156 -0.87442732 -0.83783197 -0.81795216 -0.75038099 -0.67661333 -0.57494950 -0.55563831 -0.55290556 -0.49599266 -0.44749880 -0.37597609 -0.33365798 -0.30016804 -0.24811530 -0.24811530 -0.20545602 -0.16671777 -0.14513803 -7.77530670E-02 -6.48195744E-02 -3.60507965E-02 -3.60507965E-02 5.60710430E-02 9.18183327E-02 9.99355316E-02 0.16183639 0.27294445 0.27294445 0.37266183 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45958924 0.66929126 0.68501657 0.68501657 0.68501657 0.68501657 0.68501657 0.68501657 0.68501657 0.68501657 0.68501657 0.68501657 0.68501657 0.68501657 0.68501657 0.88366079 0.94239360 0.94239360 1.2772486 3.6230531 do regularised spline fit for input variable # 32 build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -3.8879209 -3.3770566 -3.2072668 -3.2072668 -3.0499897 -2.9874904 -2.9874904 -2.9874904 -2.9874904 -2.8793216 -2.8793216 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.6540856 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.5218642 -2.4129329 -2.2763278 -2.0515110 -2.0515110 -2.0515110 -2.0150704 -1.9580922 -1.8548338 -1.7282255 -1.6048305 -1.4867454 -1.4286971 -1.3417513 -1.2968421 -1.2212930 -1.0933785 -1.0933785 -0.95520544 -0.90734959 -0.75143337 -0.71046734 -0.57169962 -0.52478766 -0.40847445 -0.30447292 -0.26362920 -0.20418787 -0.16914225 -5.01103401E-02 3.18894386E-02 0.10953355 0.11896658 0.18174410 0.29163027 0.31772876 0.44489288 0.60291839 0.69006920 0.73477364 0.78404927 0.85979271 0.92869329 1.0097303 1.1159520 1.2297819 1.3975170 1.5305753 1.5485663 1.6007292 1.6720245 1.7513372 1.9802508 2.0720465 2.1614599 2.1829371 2.6101637 do regularised spline fit for input variable # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -5.5033407 -4.5521011 -4.5521011 -4.4529171 -4.0035930 -4.0035930 -4.0035930 -4.0035930 -3.5034342 -3.4116206 -3.4116206 -3.4116206 -3.4116206 -3.4116206 -3.4116206 -3.4116206 -3.3883536 -3.3883536 -3.3883536 -3.3883536 -3.3617053 -3.3529949 -3.3529949 -3.1556253 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9632115 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -1.9328086 -1.3152862 -1.3152862 -1.0172853 -0.56790590 -0.55326295 -0.13828564 -5.80744743E-02 0.33651018 0.34018087 0.57020664 0.68409252 0.85964179 0.95265818 0.98848081 1.1818390 1.2042098 1.4810479 1.5087616 1.6333356 1.6831248 1.7986484 1.8886952 1.9969025 2.0789220 2.2624300 2.2641602 2.3080022 2.3558536 2.4594340 2.4890084 2.6025229 2.6376896 2.7846568 2.8851328 2.9299622 3.0117006 3.0604258 3.3028963 4.8262496 do regularised spline fit for input variable # 34 build map for variable # 34 TOTAL CORRELATION OF ALL VARIABLES 67.707002323497960 ROUND 1 : MAX CORR ( 67.707002323485611 ) AFTER KILLING INPUT VARIABLE 24 CONTR 4.08858320431251866E-005 ROUND 2 : MAX CORR ( 67.707002319993038 ) AFTER KILLING INPUT VARIABLE 23 CONTR 6.87708958342724387E-004 ROUND 3 : MAX CORR ( 67.707002031939396 ) AFTER KILLING INPUT VARIABLE 21 CONTR 6.24551815229316444E-003 ROUND 4 : MAX CORR ( 67.707000602335228 ) AFTER KILLING INPUT VARIABLE 26 CONTR 1.39136056763495344E-002 ROUND 5 : MAX CORR ( 67.706772315340658 ) AFTER KILLING INPUT VARIABLE 15 CONTR 0.17582150961290915 ROUND 6 : MAX CORR ( 67.706405452905486 ) AFTER KILLING INPUT VARIABLE 31 CONTR 0.22288563917465559 ROUND 7 : MAX CORR ( 67.706031707913880 ) AFTER KILLING INPUT VARIABLE 25 CONTR 0.22496604230538980 ROUND 8 : MAX CORR ( 67.705988463881795 ) AFTER KILLING INPUT VARIABLE 27 CONTR 7.65229491387837274E-002 ROUND 9 : MAX CORR ( 67.705384206590253 ) AFTER KILLING INPUT VARIABLE 3 CONTR 0.28604773953522733 ROUND 10 : MAX CORR ( 67.703393884319624 ) AFTER KILLING INPUT VARIABLE 7 CONTR 0.51914073879218925 ROUND 11 : MAX CORR ( 67.701456590064865 ) AFTER KILLING INPUT VARIABLE 14 CONTR 0.51217090789147934 ROUND 12 : MAX CORR ( 67.699397450395907 ) AFTER KILLING INPUT VARIABLE 20 CONTR 0.52802392916002239 ROUND 13 : MAX CORR ( 67.695528496566439 ) AFTER KILLING INPUT VARIABLE 22 CONTR 0.72376565076851396 ROUND 14 : MAX CORR ( 67.690660599780685 ) AFTER KILLING INPUT VARIABLE 4 CONTR 0.81181647848410610 ROUND 15 : MAX CORR ( 67.686614578670088 ) AFTER KILLING INPUT VARIABLE 16 CONTR 0.74009412459963642 ROUND 16 : MAX CORR ( 67.677944187317991 ) AFTER KILLING INPUT VARIABLE 28 CONTR 1.0833576047200553 ROUND 17 : MAX CORR ( 67.667148535412906 ) AFTER KILLING INPUT VARIABLE 33 CONTR 1.2087756235530875 ROUND 18 : MAX CORR ( 67.655245681395087 ) AFTER KILLING INPUT VARIABLE 10 CONTR 1.2691425072483373 ROUND 19 : MAX CORR ( 67.645957961843578 ) AFTER KILLING INPUT VARIABLE 5 CONTR 1.1209993909097478 ROUND 20 : MAX CORR ( 67.628465056445506 ) AFTER KILLING INPUT VARIABLE 9 CONTR 1.5382921324110896 ROUND 21 : MAX CORR ( 67.610808694816512 ) AFTER KILLING INPUT VARIABLE 32 CONTR 1.5452616360325984 ROUND 22 : MAX CORR ( 67.590508645968967 ) AFTER KILLING INPUT VARIABLE 13 CONTR 1.6566814257033393 ROUND 23 : MAX CORR ( 67.562762119130312 ) AFTER KILLING INPUT VARIABLE 2 CONTR 1.9365004143082565 ROUND 24 : MAX CORR ( 67.521062864339044 ) AFTER KILLING INPUT VARIABLE 19 CONTR 2.3733720391386552 ROUND 25 : MAX CORR ( 67.478760081314533 ) AFTER KILLING INPUT VARIABLE 18 CONTR 2.3897422912140738 ROUND 26 : MAX CORR ( 67.344819247858766 ) AFTER KILLING INPUT VARIABLE 30 CONTR 4.2495155706078913 ROUND 27 : MAX CORR ( 67.100032168528585 ) AFTER KILLING INPUT VARIABLE 11 CONTR 5.7367553991082376 ROUND 28 : MAX CORR ( 66.958610112739791 ) AFTER KILLING INPUT VARIABLE 6 CONTR 4.3541760170750727 ROUND 29 : MAX CORR ( 66.613806051725376 ) AFTER KILLING INPUT VARIABLE 12 CONTR 6.7864800547128334 ROUND 30 : MAX CORR ( 65.677546741040999 ) AFTER KILLING INPUT VARIABLE 29 CONTR 11.129196322073705 ROUND 31 : MAX CORR ( 63.132747274889709 ) AFTER KILLING INPUT VARIABLE 8 CONTR 18.105147540037649 ROUND 32 : MAX CORR ( 57.671497101860204 ) AFTER KILLING INPUT VARIABLE 34 CONTR 25.685447251415031 LAST REMAINING VARIABLE: 17 total correlation to target: 67.707002323497960 % total significance: 677.07002323497954 sigma correlations of single variables to target: variable 2 : 10.764569568114936 % , in sigma: 107.64569568114936 variable 3 : 9.9511836266488540 % , in sigma: 99.511836266488544 variable 4 : 7.8187046231258277 % , in sigma: 78.187046231258279 variable 5 : 24.328067230515103 % , in sigma: 243.28067230515103 variable 6 : 20.166516727951858 % , in sigma: 201.66516727951858 variable 7 : 24.409227121866913 % , in sigma: 244.09227121866914 variable 8 : 28.922092575894656 % , in sigma: 289.22092575894652 variable 9 : 1.5075836229310029 % , in sigma: 15.075836229310029 variable 10 : 14.255642653895688 % , in sigma: 142.55642653895686 variable 11 : 13.793498938604106 % , in sigma: 137.93498938604108 variable 12 : 4.30981614637467036E-002 % , in sigma: 0.43098161463746704 variable 13 : 4.9705307621022294 % , in sigma: 49.705307621022293 variable 14 : 6.6276378666599083 % , in sigma: 66.276378666599072 variable 15 : 3.7746467875923808 % , in sigma: 37.746467875923813 variable 16 : 2.7092732477083250 % , in sigma: 27.092732477083249 variable 17 : 57.671497101860211 % , in sigma: 576.71497101860211 variable 18 : 28.561559712005494 % , in sigma: 285.61559712005493 variable 19 : 7.6176132894533666 % , in sigma: 76.176132894533666 variable 20 : 8.6597507751148033 % , in sigma: 86.597507751148044 variable 21 : 9.3862900982353032 % , in sigma: 93.862900982353025 variable 22 : 1.7124381807232700 % , in sigma: 17.124381807232702 variable 23 : 4.2381798647434161 % , in sigma: 42.381798647434159 variable 24 : 4.1705216008198995 % , in sigma: 41.705216008198995 variable 25 : 3.5860767468167012 % , in sigma: 35.860767468167012 variable 26 : 3.7742573819803305 % , in sigma: 37.742573819803305 variable 27 : 3.9081618461745351 % , in sigma: 39.081618461745350 variable 28 : 0.31872844976303677 % , in sigma: 3.1872844976303676 variable 29 : 43.543606423399154 % , in sigma: 435.43606423399154 variable 30 : 34.546764729688007 % , in sigma: 345.46764729688005 variable 31 : 0.75784826238391356 % , in sigma: 7.5784826238391361 variable 32 : 16.870112181598532 % , in sigma: 168.70112181598532 variable 33 : 15.264131491102518 % , in sigma: 152.64131491102518 variable 34 : 43.720070945652779 % , in sigma: 437.20070945652776 variables sorted by significance: 1 most relevant variable 17 corr 57.671497 , in sigma: 576.71497344970703 2 most relevant variable 34 corr 25.685448 , in sigma: 256.85447692871094 3 most relevant variable 8 corr 18.105148 , in sigma: 181.05148315429688 4 most relevant variable 29 corr 11.129196 , in sigma: 111.29196166992188 5 most relevant variable 12 corr 6.7864799 , in sigma: 67.864799499511719 6 most relevant variable 6 corr 4.3541760 , in sigma: 43.541760444641113 7 most relevant variable 11 corr 5.7367554 , in sigma: 57.367553710937500 8 most relevant variable 30 corr 4.2495155 , in sigma: 42.495155334472656 9 most relevant variable 18 corr 2.3897424 , in sigma: 23.897423744201660 10 most relevant variable 19 corr 2.3733721 , in sigma: 23.733720779418945 11 most relevant variable 2 corr 1.9365004 , in sigma: 19.365004301071167 12 most relevant variable 13 corr 1.6566814 , in sigma: 16.566814184188843 13 most relevant variable 32 corr 1.5452616 , in sigma: 15.452616214752197 14 most relevant variable 9 corr 1.5382922 , in sigma: 15.382921695709229 15 most relevant variable 5 corr 1.1209993 , in sigma: 11.209993362426758 16 most relevant variable 10 corr 1.2691425 , in sigma: 12.691425085067749 17 most relevant variable 33 corr 1.2087756 , in sigma: 12.087756395339966 18 most relevant variable 28 corr 1.0833576 , in sigma: 10.833575725555420 19 most relevant variable 16 corr 0.74009413 , in sigma: 7.4009412527084351 20 most relevant variable 4 corr 0.81181645 , in sigma: 8.1181645393371582 21 most relevant variable 22 corr 0.72376567 , in sigma: 7.2376567125320435 22 most relevant variable 20 corr 0.52802396 , in sigma: 5.2802395820617676 23 most relevant variable 14 corr 0.51217091 , in sigma: 5.1217091083526611 24 most relevant variable 7 corr 0.51914072 , in sigma: 5.1914072036743164 25 most relevant variable 3 corr 0.28604773 , in sigma: 2.8604772686958313 26 most relevant variable 27 corr 7.65229464E-02 , in sigma: 0.76522946357727051 27 most relevant variable 25 corr 0.22496605 , in sigma: 2.2496604919433594 28 most relevant variable 31 corr 0.22288564 , in sigma: 2.2288563847541809 29 most relevant variable 15 corr 0.17582151 , in sigma: 1.7582151293754578 30 most relevant variable 26 corr 1.39136054E-02 , in sigma: 0.13913605362176895 31 most relevant variable 21 corr 6.24551810E-03 , in sigma: 6.24551810324192047E-002 32 most relevant variable 23 corr 6.87708962E-04 , in sigma: 6.87708961777389050E-003 33 most relevant variable 24 corr 4.08858323E-05 , in sigma: 4.08858322771266103E-004 global correlations between input variables: variable 2 : 40.572401589841519 % variable 3 : 72.745856958209714 % variable 4 : 56.994209166453736 % variable 5 : 87.401866700986744 % variable 6 : 90.275434394667869 % variable 7 : 83.366186827673133 % variable 8 : 88.510124330818257 % variable 9 : 11.208509864623652 % variable 10 : 50.563506594799200 % variable 11 : 89.350617889424043 % variable 12 : 82.006901731724639 % variable 13 : 70.641535456574161 % variable 14 : 80.253026771619702 % variable 15 : 77.962287256431409 % variable 16 : 82.122644350657936 % variable 17 : 58.192191508161763 % variable 18 : 54.446544896519946 % variable 19 : 88.727138575973797 % variable 20 : 94.756140666894353 % variable 21 : 92.910647887505121 % variable 22 : 92.666613980654361 % variable 23 : 96.899991555026361 % variable 24 : 97.050466272051096 % variable 25 : 93.624620934467217 % variable 26 : 84.615147051050997 % variable 27 : 92.968836340445151 % variable 28 : 84.251779770959672 % variable 29 : 72.682720003409642 % variable 30 : 61.184651701532701 % variable 31 : 93.357478647809955 % variable 32 : 80.462770555239288 % variable 33 : 80.693639190199988 % variable 34 : 70.237960281572526 % significance loss when removing single variables: variable 2 : corr = 2.0002221281119521 % , sigma = 20.002221281119521 variable 3 : corr = 0.25333374497938843 % , sigma = 2.5333374497938843 variable 4 : corr = 0.54165136103564926 % , sigma = 5.4165136103564926 variable 5 : corr = 1.2057546389516207 % , sigma = 12.057546389516206 variable 6 : corr = 7.0386649207379097 % , sigma = 70.386649207379094 variable 7 : corr = 0.49804632590406339 % , sigma = 4.9804632590406337 variable 8 : corr = 5.7746012154509110 % , sigma = 57.746012154509110 variable 9 : corr = 1.4519364958028231 % , sigma = 14.519364958028230 variable 10 : corr = 1.2717703616069846 % , sigma = 12.717703616069846 variable 11 : corr = 5.8933966254982550 % , sigma = 58.933966254982550 variable 12 : corr = 2.6063454326720246 % , sigma = 26.063454326720244 variable 13 : corr = 1.0819869815140937 % , sigma = 10.819869815140937 variable 14 : corr = 0.37174033456512634 % , sigma = 3.7174033456512636 variable 15 : corr = 0.17372509317233784 % , sigma = 1.7372509317233784 variable 16 : corr = 1.2726057595484248 % , sigma = 12.726057595484248 variable 17 : corr = 36.189686434209904 % , sigma = 361.89686434209898 variable 18 : corr = 2.6175268115359649 % , sigma = 26.175268115359650 variable 19 : corr = 0.53572324539719629 % , sigma = 5.3572324539719620 variable 20 : corr = 0.35356584651669654 % , sigma = 3.5356584651669656 variable 21 : corr = 6.24333816777724541E-003 % , sigma = 6.24333816777724523E-002 variable 22 : corr = 0.65707371282841331 % , sigma = 6.5707371282841338 variable 23 : corr = 3.36731625672421640E-004 % , sigma = 3.36731625672421608E-003 variable 24 : corr = 4.08900461614496795E-005 % , sigma = 4.08900461614496809E-004 variable 25 : corr = 0.19648287637490633 % , sigma = 1.9648287637490631 variable 26 : corr = 1.28138279440776076E-002 % , sigma = 0.12813827944077608 variable 27 : corr = 0.22727272465083223 % , sigma = 2.2727272465083224 variable 28 : corr = 0.87922961542185507 % , sigma = 8.7922961542185512 variable 29 : corr = 9.1655050551779276 % , sigma = 91.655050551779283 variable 30 : corr = 4.2781054748909648 % , sigma = 42.781054748909646 variable 31 : corr = 0.23056535192179822 % , sigma = 2.3056535192179823 variable 32 : corr = 1.8846795838812345 % , sigma = 18.846795838812344 variable 33 : corr = 1.0750672171826761 % , sigma = 10.750672171826761 variable 34 : corr = 11.108457797289999 % , sigma = 111.08457797289999 Keep only 24 most significant input variables Sum of Weights for output node 2 1000000.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -1.4987404 NVar: 25.000000 4322 --------- Entering internal boost mode: --------- Starting analysis with 48 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.8977981 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.5871599 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.1472750 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.0180240 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.7829766 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.5717520 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.5465317 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.3828198 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.2458413 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.1733009 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.1164496 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.0102537 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.99984539 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.99207836 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.92700922 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.88598335 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.80284113 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.76248604 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.69970006 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.67410147 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.64081639 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.61035699 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.59713078 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.56479496 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.52489525 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.49250141 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.47015810 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.42778850 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.41529581 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.39805612 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.37034175 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.33022723 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.30999604 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.28778315 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.26844776 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.17371379 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.16851145 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.10620538 PREPRO: (sigma of derived input)/eigenvalue # 39 : 4.32756293E-04 PREPRO: (sigma of derived input)/eigenvalue # 40 : 3.66213062E-04 PREPRO: (sigma of derived input)/eigenvalue # 41 : 3.08514602E-04 PREPRO: (sigma of derived input)/eigenvalue # 42 : 2.62900518E-04 PREPRO: (sigma of derived input)/eigenvalue # 43 : 2.41866379E-04 PREPRO: (sigma of derived input)/eigenvalue # 44 : 2.55473307E-04 PREPRO: (sigma of derived input)/eigenvalue # 45 : 2.69241573E-04 PREPRO: (sigma of derived input)/eigenvalue # 46 : 3.13495169E-04 PREPRO: (sigma of derived input)/eigenvalue # 47 : 4.00079560E-04 PREPRO: (sigma of derived input)/eigenvalue # 48 : 4.37001640E-04 Using 38 variables out of 48 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 39.0 0 0.7 2.9 2.6 2.1 2.0 1.8 1.6 1.5 1.4 1.2 1.2 1.1 1.0 1.0 1.0 0.9 0.9 0.8 0.8 0.7 0.7 0.6 0.6 0.6 0.6 0.5 0.5 0.5 0.4 0.4 0.4 0.4 0.3 0.3 0.3 0.3 0.2 0.2 0.1 1 100.0 5.3 -0.3 20.2 -35.2 38.5 -6.0 -3.3 -4.4 0.5 -0.4 13.6 5.6 0.8 -2.2 -8.8 9.5 0.5 -3.3 -5.0 13.1 7.7 -3.7 -6.1 -0.5 -5.8 -0.2 7.6 0.3 4.1 0.2 -0.6 -1.3 -3.5 1.9 -0.6 6.6 -9.7 -0.4 2 5.3 100.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 3 -0.3 -0.0 100.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 4 20.2 0.0 -0.0 100.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 5 -35.2 -0.0 -0.0 0.0 100.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 6 38.5 -0.0 0.0 -0.0 0.0 100.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 7 -6.0 0.0 0.0 -0.0 -0.0 -0.0 100.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 8 -3.3 -0.0 0.0 -0.0 0.0 -0.0 -0.0 100.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 9 -4.4 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 100.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 10 0.5 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 100.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 11 -0.4 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 100.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 12 13.6 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 100.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 13 5.6 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 100.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 14 0.8 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 100.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 15 -2.2 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 100.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 16 -8.8 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 100.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 17 9.5 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 100.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 18 0.5 -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 -0.0 -0.0 -0.0 -0.0 19 -3.3 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 100.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 20 -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 0.0 100.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 21 13.1 -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 0.0 -0.0 0.0 0.0 22 7.7 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 100.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 23 -3.7 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 100.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 24 -6.1 -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 0.0 100.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 25 -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 0.0 100.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 26 -5.8 -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 -0.0 100.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 27 -0.2 -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 -0.0 -0.0 -0.0 0.0 28 7.6 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 100.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 29 0.3 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 100.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 30 4.1 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 100.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 31 0.2 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 100.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 32 -0.6 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 100.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 33 -1.3 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 100.0 -0.0 -0.0 0.0 0.0 0.0 0.0 34 -3.5 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 100.0 0.0 0.0 -0.0 -0.0 0.0 35 1.9 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 100.0 0.0 0.0 0.0 -0.0 36 -0.6 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 -0.0 37 6.6 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 100.0 -0.0 -0.0 38 -9.7 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 100.0 -0.0 39 -0.4 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 64.783347570700400 ------------------------------------- Teacher: actual network topology: Nodes(1) = 39 Nodes(2) = 39 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 244.89471 sigma out 39 active outputs RANK 2 NODE 3 --> 138.65858 sigma out 39 active outputs RANK 3 NODE 2 --> 137.74727 sigma out 39 active outputs RANK 4 NODE 6 --> 131.52991 sigma out 39 active outputs RANK 5 NODE 5 --> 128.59338 sigma out 39 active outputs RANK 6 NODE 4 --> 100.02417 sigma out 39 active outputs RANK 7 NODE 12 --> 96.209099 sigma out 39 active outputs RANK 8 NODE 8 --> 89.274208 sigma out 39 active outputs RANK 9 NODE 10 --> 77.177803 sigma out 39 active outputs RANK 10 NODE 21 --> 74.088539 sigma out 39 active outputs RANK 11 NODE 16 --> 71.594444 sigma out 39 active outputs RANK 12 NODE 13 --> 69.409225 sigma out 39 active outputs RANK 13 NODE 17 --> 67.648392 sigma out 39 active outputs RANK 14 NODE 9 --> 66.990189 sigma out 39 active outputs RANK 15 NODE 7 --> 65.872101 sigma out 39 active outputs RANK 16 NODE 19 --> 59.755512 sigma out 39 active outputs RANK 17 NODE 38 --> 59.134079 sigma out 39 active outputs RANK 18 NODE 34 --> 58.760208 sigma out 39 active outputs RANK 19 NODE 24 --> 58.578320 sigma out 39 active outputs RANK 20 NODE 11 --> 57.597279 sigma out 39 active outputs RANK 21 NODE 18 --> 57.496254 sigma out 39 active outputs RANK 22 NODE 28 --> 57.205536 sigma out 39 active outputs RANK 23 NODE 15 --> 56.217937 sigma out 39 active outputs RANK 24 NODE 23 --> 55.589485 sigma out 39 active outputs RANK 25 NODE 22 --> 53.118633 sigma out 39 active outputs RANK 26 NODE 20 --> 52.196873 sigma out 39 active outputs RANK 27 NODE 36 --> 52.070976 sigma out 39 active outputs RANK 28 NODE 39 --> 51.517673 sigma out 39 active outputs RANK 29 NODE 37 --> 51.497623 sigma out 39 active outputs RANK 30 NODE 26 --> 50.166882 sigma out 39 active outputs RANK 31 NODE 30 --> 49.930756 sigma out 39 active outputs RANK 32 NODE 32 --> 47.339409 sigma out 39 active outputs RANK 33 NODE 35 --> 47.211430 sigma out 39 active outputs RANK 34 NODE 29 --> 46.424492 sigma out 39 active outputs RANK 35 NODE 33 --> 46.333866 sigma out 39 active outputs RANK 36 NODE 14 --> 46.122143 sigma out 39 active outputs RANK 37 NODE 25 --> 45.170422 sigma out 39 active outputs RANK 38 NODE 27 --> 43.540234 sigma out 39 active outputs RANK 39 NODE 31 --> 39.470242 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 201.55779 sigma in 39 act. ( 212.87076 sig out 1 act.) RANK 2 NODE 10 --> 174.65231 sigma in 39 act. ( 172.19135 sig out 1 act.) RANK 3 NODE 16 --> 139.44455 sigma in 39 act. ( 160.58258 sig out 1 act.) RANK 4 NODE 17 --> 114.61739 sigma in 39 act. ( 117.63414 sig out 1 act.) RANK 5 NODE 13 --> 110.04533 sigma in 39 act. ( 135.82396 sig out 1 act.) RANK 6 NODE 25 --> 104.69744 sigma in 39 act. ( 115.46521 sig out 1 act.) RANK 7 NODE 7 --> 96.711800 sigma in 39 act. ( 123.95341 sig out 1 act.) RANK 8 NODE 39 --> 96.115265 sigma in 39 act. ( 101.23485 sig out 1 act.) RANK 9 NODE 33 --> 91.475281 sigma in 39 act. ( 112.35674 sig out 1 act.) RANK 10 NODE 23 --> 91.063522 sigma in 39 act. ( 106.12335 sig out 1 act.) RANK 11 NODE 4 --> 85.513863 sigma in 39 act. ( 96.483101 sig out 1 act.) RANK 12 NODE 29 --> 83.860619 sigma in 39 act. ( 93.008636 sig out 1 act.) RANK 13 NODE 31 --> 75.060478 sigma in 39 act. ( 86.779953 sig out 1 act.) RANK 14 NODE 28 --> 68.146545 sigma in 39 act. ( 58.993820 sig out 1 act.) RANK 15 NODE 36 --> 64.495026 sigma in 39 act. ( 47.546322 sig out 1 act.) RANK 16 NODE 37 --> 63.427444 sigma in 39 act. ( 78.223640 sig out 1 act.) RANK 17 NODE 34 --> 62.734417 sigma in 39 act. ( 61.482674 sig out 1 act.) RANK 18 NODE 21 --> 62.448811 sigma in 39 act. ( 34.837517 sig out 1 act.) RANK 19 NODE 27 --> 60.438328 sigma in 39 act. ( 40.470760 sig out 1 act.) RANK 20 NODE 3 --> 60.200409 sigma in 39 act. ( 32.789780 sig out 1 act.) RANK 21 NODE 20 --> 58.919407 sigma in 39 act. ( 49.961716 sig out 1 act.) RANK 22 NODE 35 --> 58.556564 sigma in 39 act. ( 56.850006 sig out 1 act.) RANK 23 NODE 24 --> 57.286816 sigma in 39 act. ( 53.395245 sig out 1 act.) RANK 24 NODE 2 --> 56.767159 sigma in 39 act. ( 59.602825 sig out 1 act.) RANK 25 NODE 14 --> 55.573200 sigma in 39 act. ( 27.101076 sig out 1 act.) RANK 26 NODE 18 --> 54.584507 sigma in 39 act. ( 46.153278 sig out 1 act.) RANK 27 NODE 38 --> 52.230530 sigma in 39 act. ( 23.902063 sig out 1 act.) RANK 28 NODE 32 --> 51.468513 sigma in 39 act. ( 0.61378586 sig out 1 act.) RANK 29 NODE 26 --> 50.628201 sigma in 39 act. ( 45.401478 sig out 1 act.) RANK 30 NODE 8 --> 49.890499 sigma in 39 act. ( 20.702982 sig out 1 act.) RANK 31 NODE 15 --> 49.360970 sigma in 39 act. ( 32.961800 sig out 1 act.) RANK 32 NODE 5 --> 48.147449 sigma in 39 act. ( 22.647238 sig out 1 act.) RANK 33 NODE 11 --> 47.937119 sigma in 39 act. ( 27.868727 sig out 1 act.) RANK 34 NODE 6 --> 47.710388 sigma in 39 act. ( 11.605789 sig out 1 act.) RANK 35 NODE 19 --> 45.789726 sigma in 39 act. ( 24.125082 sig out 1 act.) RANK 36 NODE 30 --> 45.390499 sigma in 39 act. ( 12.427485 sig out 1 act.) RANK 37 NODE 12 --> 45.229870 sigma in 39 act. ( 17.984308 sig out 1 act.) RANK 38 NODE 9 --> 43.251461 sigma in 39 act. ( 23.379362 sig out 1 act.) RANK 39 NODE 1 --> 42.913391 sigma in 39 act. ( 22.964962 sig out 1 act.) sorted by output significance RANK 1 NODE 22 --> 212.87076 sigma out 1 act.( 201.55779 sig in 39 act.) RANK 2 NODE 10 --> 172.19135 sigma out 1 act.( 174.65231 sig in 39 act.) RANK 3 NODE 16 --> 160.58258 sigma out 1 act.( 139.44455 sig in 39 act.) RANK 4 NODE 13 --> 135.82396 sigma out 1 act.( 110.04533 sig in 39 act.) RANK 5 NODE 7 --> 123.95341 sigma out 1 act.( 96.711800 sig in 39 act.) RANK 6 NODE 17 --> 117.63414 sigma out 1 act.( 114.61739 sig in 39 act.) RANK 7 NODE 25 --> 115.46521 sigma out 1 act.( 104.69744 sig in 39 act.) RANK 8 NODE 33 --> 112.35674 sigma out 1 act.( 91.475281 sig in 39 act.) RANK 9 NODE 23 --> 106.12335 sigma out 1 act.( 91.063522 sig in 39 act.) RANK 10 NODE 39 --> 101.23485 sigma out 1 act.( 96.115265 sig in 39 act.) RANK 11 NODE 4 --> 96.483101 sigma out 1 act.( 85.513863 sig in 39 act.) RANK 12 NODE 29 --> 93.008636 sigma out 1 act.( 83.860619 sig in 39 act.) RANK 13 NODE 31 --> 86.779953 sigma out 1 act.( 75.060478 sig in 39 act.) RANK 14 NODE 37 --> 78.223640 sigma out 1 act.( 63.427444 sig in 39 act.) RANK 15 NODE 34 --> 61.482674 sigma out 1 act.( 62.734417 sig in 39 act.) RANK 16 NODE 2 --> 59.602825 sigma out 1 act.( 56.767159 sig in 39 act.) RANK 17 NODE 28 --> 58.993820 sigma out 1 act.( 68.146545 sig in 39 act.) RANK 18 NODE 35 --> 56.850006 sigma out 1 act.( 58.556564 sig in 39 act.) RANK 19 NODE 24 --> 53.395245 sigma out 1 act.( 57.286816 sig in 39 act.) RANK 20 NODE 20 --> 49.961716 sigma out 1 act.( 58.919407 sig in 39 act.) RANK 21 NODE 36 --> 47.546322 sigma out 1 act.( 64.495026 sig in 39 act.) RANK 22 NODE 18 --> 46.153278 sigma out 1 act.( 54.584507 sig in 39 act.) RANK 23 NODE 26 --> 45.401478 sigma out 1 act.( 50.628201 sig in 39 act.) RANK 24 NODE 27 --> 40.470760 sigma out 1 act.( 60.438328 sig in 39 act.) RANK 25 NODE 21 --> 34.837517 sigma out 1 act.( 62.448811 sig in 39 act.) RANK 26 NODE 15 --> 32.961800 sigma out 1 act.( 49.360970 sig in 39 act.) RANK 27 NODE 3 --> 32.789780 sigma out 1 act.( 60.200409 sig in 39 act.) RANK 28 NODE 11 --> 27.868727 sigma out 1 act.( 47.937119 sig in 39 act.) RANK 29 NODE 14 --> 27.101076 sigma out 1 act.( 55.573200 sig in 39 act.) RANK 30 NODE 19 --> 24.125082 sigma out 1 act.( 45.789726 sig in 39 act.) RANK 31 NODE 38 --> 23.902063 sigma out 1 act.( 52.230530 sig in 39 act.) RANK 32 NODE 9 --> 23.379362 sigma out 1 act.( 43.251461 sig in 39 act.) RANK 33 NODE 1 --> 22.964962 sigma out 1 act.( 42.913391 sig in 39 act.) RANK 34 NODE 5 --> 22.647238 sigma out 1 act.( 48.147449 sig in 39 act.) RANK 35 NODE 8 --> 20.702982 sigma out 1 act.( 49.890499 sig in 39 act.) RANK 36 NODE 12 --> 17.984308 sigma out 1 act.( 45.229870 sig in 39 act.) RANK 37 NODE 30 --> 12.427485 sigma out 1 act.( 45.390499 sig in 39 act.) RANK 38 NODE 6 --> 11.605789 sigma out 1 act.( 47.710388 sig in 39 act.) RANK 39 NODE 32 --> 0.61378586 sigma out 1 act.( 51.468513 sig in 39 act.) RANK 1 NODE 1 --> 513.44659 sigma in 39 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 280.45374 sigma out 39 active outputs RANK 2 NODE 2 --> 147.73601 sigma out 39 active outputs RANK 3 NODE 3 --> 143.58688 sigma out 39 active outputs RANK 4 NODE 6 --> 141.66255 sigma out 39 active outputs RANK 5 NODE 5 --> 134.93546 sigma out 39 active outputs RANK 6 NODE 4 --> 97.728165 sigma out 39 active outputs RANK 7 NODE 12 --> 93.852638 sigma out 39 active outputs RANK 8 NODE 8 --> 86.998253 sigma out 39 active outputs RANK 9 NODE 10 --> 63.711319 sigma out 39 active outputs RANK 10 NODE 7 --> 59.181721 sigma out 39 active outputs RANK 11 NODE 21 --> 58.437607 sigma out 39 active outputs RANK 12 NODE 17 --> 57.596104 sigma out 39 active outputs RANK 13 NODE 16 --> 55.605431 sigma out 39 active outputs RANK 14 NODE 9 --> 45.931496 sigma out 39 active outputs RANK 15 NODE 13 --> 45.323212 sigma out 39 active outputs RANK 16 NODE 11 --> 44.945801 sigma out 39 active outputs RANK 17 NODE 18 --> 40.010345 sigma out 39 active outputs RANK 18 NODE 15 --> 37.861286 sigma out 39 active outputs RANK 19 NODE 19 --> 33.397076 sigma out 39 active outputs RANK 20 NODE 28 --> 32.544392 sigma out 39 active outputs RANK 21 NODE 24 --> 31.735764 sigma out 39 active outputs RANK 22 NODE 22 --> 31.036547 sigma out 39 active outputs RANK 23 NODE 23 --> 29.286131 sigma out 39 active outputs RANK 24 NODE 26 --> 27.416616 sigma out 39 active outputs RANK 25 NODE 25 --> 26.717482 sigma out 39 active outputs RANK 26 NODE 30 --> 25.752354 sigma out 39 active outputs RANK 27 NODE 20 --> 25.726919 sigma out 39 active outputs RANK 28 NODE 14 --> 25.518564 sigma out 39 active outputs RANK 29 NODE 34 --> 20.876123 sigma out 39 active outputs RANK 30 NODE 29 --> 20.795303 sigma out 39 active outputs RANK 31 NODE 27 --> 20.650221 sigma out 39 active outputs RANK 32 NODE 32 --> 18.324472 sigma out 39 active outputs RANK 33 NODE 35 --> 17.084436 sigma out 39 active outputs RANK 34 NODE 33 --> 15.613208 sigma out 39 active outputs RANK 35 NODE 38 --> 14.446729 sigma out 39 active outputs RANK 36 NODE 36 --> 14.394824 sigma out 39 active outputs RANK 37 NODE 31 --> 9.6307220 sigma out 39 active outputs RANK 38 NODE 37 --> 8.8212528 sigma out 39 active outputs RANK 39 NODE 39 --> 4.8483491 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 218.38838 sigma in 39 act. ( 167.64024 sig out 1 act.) RANK 2 NODE 10 --> 195.94725 sigma in 39 act. ( 131.96277 sig out 1 act.) RANK 3 NODE 16 --> 144.62001 sigma in 39 act. ( 122.75233 sig out 1 act.) RANK 4 NODE 17 --> 124.34721 sigma in 39 act. ( 79.431236 sig out 1 act.) RANK 5 NODE 13 --> 108.20994 sigma in 39 act. ( 102.61962 sig out 1 act.) RANK 6 NODE 25 --> 101.87434 sigma in 39 act. ( 82.250481 sig out 1 act.) RANK 7 NODE 7 --> 99.026344 sigma in 39 act. ( 94.778870 sig out 1 act.) RANK 8 NODE 23 --> 95.945992 sigma in 39 act. ( 73.033859 sig out 1 act.) RANK 9 NODE 39 --> 94.037422 sigma in 39 act. ( 75.238602 sig out 1 act.) RANK 10 NODE 33 --> 89.062889 sigma in 39 act. ( 81.569687 sig out 1 act.) RANK 11 NODE 4 --> 87.523781 sigma in 39 act. ( 65.198128 sig out 1 act.) RANK 12 NODE 29 --> 77.541412 sigma in 39 act. ( 63.714348 sig out 1 act.) RANK 13 NODE 31 --> 67.131691 sigma in 39 act. ( 65.335930 sig out 1 act.) RANK 14 NODE 34 --> 53.678379 sigma in 39 act. ( 43.529354 sig out 1 act.) RANK 15 NODE 37 --> 50.107079 sigma in 39 act. ( 59.829063 sig out 1 act.) RANK 16 NODE 2 --> 49.982437 sigma in 39 act. ( 44.558037 sig out 1 act.) RANK 17 NODE 28 --> 46.510029 sigma in 39 act. ( 44.861847 sig out 1 act.) RANK 18 NODE 35 --> 42.988800 sigma in 39 act. ( 41.361084 sig out 1 act.) RANK 19 NODE 24 --> 41.334011 sigma in 39 act. ( 40.159557 sig out 1 act.) RANK 20 NODE 36 --> 40.131084 sigma in 39 act. ( 34.886967 sig out 1 act.) RANK 21 NODE 20 --> 38.136486 sigma in 39 act. ( 35.294121 sig out 1 act.) RANK 22 NODE 18 --> 33.086773 sigma in 39 act. ( 33.869701 sig out 1 act.) RANK 23 NODE 26 --> 29.224699 sigma in 39 act. ( 35.119267 sig out 1 act.) RANK 24 NODE 27 --> 29.033850 sigma in 39 act. ( 30.372591 sig out 1 act.) RANK 25 NODE 21 --> 26.704044 sigma in 39 act. ( 25.153681 sig out 1 act.) RANK 26 NODE 15 --> 26.135124 sigma in 39 act. ( 21.796825 sig out 1 act.) RANK 27 NODE 3 --> 23.913193 sigma in 39 act. ( 25.155306 sig out 1 act.) RANK 28 NODE 14 --> 21.224382 sigma in 39 act. ( 19.853285 sig out 1 act.) RANK 29 NODE 11 --> 20.158783 sigma in 39 act. ( 20.959782 sig out 1 act.) RANK 30 NODE 38 --> 18.598692 sigma in 39 act. ( 18.910995 sig out 1 act.) RANK 31 NODE 19 --> 18.185448 sigma in 39 act. ( 18.022993 sig out 1 act.) RANK 32 NODE 9 --> 17.848509 sigma in 39 act. ( 17.505819 sig out 1 act.) RANK 33 NODE 8 --> 17.224197 sigma in 39 act. ( 14.738945 sig out 1 act.) RANK 34 NODE 5 --> 17.130993 sigma in 39 act. ( 16.547771 sig out 1 act.) RANK 35 NODE 1 --> 15.970934 sigma in 39 act. ( 15.882707 sig out 1 act.) RANK 36 NODE 12 --> 14.694694 sigma in 39 act. ( 12.645375 sig out 1 act.) RANK 37 NODE 6 --> 10.801806 sigma in 39 act. ( 8.5271416 sig out 1 act.) RANK 38 NODE 30 --> 9.5325537 sigma in 39 act. ( 9.2640553 sig out 1 act.) RANK 39 NODE 32 --> 7.0458765 sigma in 39 act. ( 0.47772437 sig out 1 act.) sorted by output significance RANK 1 NODE 22 --> 167.64024 sigma out 1 act.( 218.38838 sig in 39 act.) RANK 2 NODE 10 --> 131.96277 sigma out 1 act.( 195.94725 sig in 39 act.) RANK 3 NODE 16 --> 122.75233 sigma out 1 act.( 144.62001 sig in 39 act.) RANK 4 NODE 13 --> 102.61962 sigma out 1 act.( 108.20994 sig in 39 act.) RANK 5 NODE 7 --> 94.778870 sigma out 1 act.( 99.026344 sig in 39 act.) RANK 6 NODE 25 --> 82.250481 sigma out 1 act.( 101.87434 sig in 39 act.) RANK 7 NODE 33 --> 81.569687 sigma out 1 act.( 89.062889 sig in 39 act.) RANK 8 NODE 17 --> 79.431236 sigma out 1 act.( 124.34721 sig in 39 act.) RANK 9 NODE 39 --> 75.238602 sigma out 1 act.( 94.037422 sig in 39 act.) RANK 10 NODE 23 --> 73.033859 sigma out 1 act.( 95.945992 sig in 39 act.) RANK 11 NODE 31 --> 65.335930 sigma out 1 act.( 67.131691 sig in 39 act.) RANK 12 NODE 4 --> 65.198128 sigma out 1 act.( 87.523781 sig in 39 act.) RANK 13 NODE 29 --> 63.714348 sigma out 1 act.( 77.541412 sig in 39 act.) RANK 14 NODE 37 --> 59.829063 sigma out 1 act.( 50.107079 sig in 39 act.) RANK 15 NODE 28 --> 44.861847 sigma out 1 act.( 46.510029 sig in 39 act.) RANK 16 NODE 2 --> 44.558037 sigma out 1 act.( 49.982437 sig in 39 act.) RANK 17 NODE 34 --> 43.529354 sigma out 1 act.( 53.678379 sig in 39 act.) RANK 18 NODE 35 --> 41.361084 sigma out 1 act.( 42.988800 sig in 39 act.) RANK 19 NODE 24 --> 40.159557 sigma out 1 act.( 41.334011 sig in 39 act.) RANK 20 NODE 20 --> 35.294121 sigma out 1 act.( 38.136486 sig in 39 act.) RANK 21 NODE 26 --> 35.119267 sigma out 1 act.( 29.224699 sig in 39 act.) RANK 22 NODE 36 --> 34.886967 sigma out 1 act.( 40.131084 sig in 39 act.) RANK 23 NODE 18 --> 33.869701 sigma out 1 act.( 33.086773 sig in 39 act.) RANK 24 NODE 27 --> 30.372591 sigma out 1 act.( 29.033850 sig in 39 act.) RANK 25 NODE 3 --> 25.155306 sigma out 1 act.( 23.913193 sig in 39 act.) RANK 26 NODE 21 --> 25.153681 sigma out 1 act.( 26.704044 sig in 39 act.) RANK 27 NODE 15 --> 21.796825 sigma out 1 act.( 26.135124 sig in 39 act.) RANK 28 NODE 11 --> 20.959782 sigma out 1 act.( 20.158783 sig in 39 act.) RANK 29 NODE 14 --> 19.853285 sigma out 1 act.( 21.224382 sig in 39 act.) RANK 30 NODE 38 --> 18.910995 sigma out 1 act.( 18.598692 sig in 39 act.) RANK 31 NODE 19 --> 18.022993 sigma out 1 act.( 18.185448 sig in 39 act.) RANK 32 NODE 9 --> 17.505819 sigma out 1 act.( 17.848509 sig in 39 act.) RANK 33 NODE 5 --> 16.547771 sigma out 1 act.( 17.130993 sig in 39 act.) RANK 34 NODE 1 --> 15.882707 sigma out 1 act.( 15.970934 sig in 39 act.) RANK 35 NODE 8 --> 14.738945 sigma out 1 act.( 17.224197 sig in 39 act.) RANK 36 NODE 12 --> 12.645375 sigma out 1 act.( 14.694694 sig in 39 act.) RANK 37 NODE 30 --> 9.2640553 sigma out 1 act.( 9.5325537 sig in 39 act.) RANK 38 NODE 6 --> 8.5271416 sigma out 1 act.( 10.801806 sig in 39 act.) RANK 39 NODE 32 --> 0.47772437 sigma out 1 act.( 7.0458765 sig in 39 act.) RANK 1 NODE 1 --> 382.86804 sigma in 39 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.48077881 *** contribution from regularisation: 9.64329462E-04 *** contribution from error: -0.48174316 *** contribution from DIAG: 6.03552035E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.52334511 *** contribution from regularisation: 2.66887737E-03 *** contribution from error: -0.52601397 *** contribution from DIAG: 6.14173332E-05 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.52623475 *** contribution from regularisation: 1.96327385E-03 *** contribution from error: -0.52819800 *** contribution from DIAG: 9.51894399E-05 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.49183041 *** contribution from regularisation: 2.18200730E-03 *** contribution from error: -0.49401242 *** contribution from DIAG: 1.29873119E-03 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.52563334 *** contribution from regularisation: 2.20801402E-03 *** contribution from error: -0.52784133 *** contribution from DIAG: 1.25294100E-04 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.52697855 *** contribution from regularisation: 2.21899920E-03 *** contribution from error: -0.52919757 *** contribution from DIAG: 8.09265839E-05 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.52822280 *** contribution from regularisation: 2.24300963E-03 *** contribution from error: -0.53046578 *** contribution from DIAG: 7.99954942E-05 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.52924883 *** contribution from regularisation: 2.29134341E-03 *** contribution from error: -0.53154016 *** contribution from DIAG: 1.47718223E-04 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.52966166 *** contribution from regularisation: 2.33416469E-03 *** contribution from error: -0.53199583 *** contribution from DIAG: 1.82820862E-04 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 340.57135 sigma out 39 active outputs RANK 2 NODE 6 --> 163.26775 sigma out 39 active outputs RANK 3 NODE 2 --> 161.67130 sigma out 39 active outputs RANK 4 NODE 5 --> 160.41922 sigma out 39 active outputs RANK 5 NODE 3 --> 156.71664 sigma out 39 active outputs RANK 6 NODE 12 --> 105.16430 sigma out 39 active outputs RANK 7 NODE 4 --> 103.08379 sigma out 39 active outputs RANK 8 NODE 8 --> 95.584488 sigma out 39 active outputs RANK 9 NODE 10 --> 73.097527 sigma out 39 active outputs RANK 10 NODE 21 --> 69.270935 sigma out 39 active outputs RANK 11 NODE 17 --> 63.527397 sigma out 39 active outputs RANK 12 NODE 7 --> 62.727592 sigma out 39 active outputs RANK 13 NODE 16 --> 61.640839 sigma out 39 active outputs RANK 14 NODE 11 --> 51.871769 sigma out 39 active outputs RANK 15 NODE 13 --> 50.521732 sigma out 39 active outputs RANK 16 NODE 9 --> 48.232643 sigma out 39 active outputs RANK 17 NODE 18 --> 44.366261 sigma out 39 active outputs RANK 18 NODE 15 --> 42.431496 sigma out 39 active outputs RANK 19 NODE 22 --> 38.646111 sigma out 39 active outputs RANK 20 NODE 24 --> 37.941242 sigma out 39 active outputs RANK 21 NODE 28 --> 37.854927 sigma out 39 active outputs RANK 22 NODE 19 --> 37.621338 sigma out 39 active outputs RANK 23 NODE 23 --> 34.246548 sigma out 39 active outputs RANK 24 NODE 20 --> 31.873198 sigma out 39 active outputs RANK 25 NODE 25 --> 31.292175 sigma out 39 active outputs RANK 26 NODE 26 --> 30.953236 sigma out 39 active outputs RANK 27 NODE 30 --> 30.871193 sigma out 39 active outputs RANK 28 NODE 14 --> 28.760153 sigma out 39 active outputs RANK 29 NODE 38 --> 25.514471 sigma out 39 active outputs RANK 30 NODE 34 --> 25.146814 sigma out 39 active outputs RANK 31 NODE 29 --> 24.412077 sigma out 39 active outputs RANK 32 NODE 27 --> 23.527977 sigma out 39 active outputs RANK 33 NODE 32 --> 21.959341 sigma out 39 active outputs RANK 34 NODE 35 --> 20.768673 sigma out 39 active outputs RANK 35 NODE 33 --> 19.065378 sigma out 39 active outputs RANK 36 NODE 36 --> 17.940901 sigma out 39 active outputs RANK 37 NODE 37 --> 13.218513 sigma out 39 active outputs RANK 38 NODE 31 --> 13.100921 sigma out 39 active outputs RANK 39 NODE 39 --> 8.3351049 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 247.32297 sigma in 39 act. ( 184.07289 sig out 1 act.) RANK 2 NODE 10 --> 231.91563 sigma in 39 act. ( 155.92427 sig out 1 act.) RANK 3 NODE 16 --> 164.73247 sigma in 39 act. ( 132.72981 sig out 1 act.) RANK 4 NODE 17 --> 146.77464 sigma in 39 act. ( 88.918396 sig out 1 act.) RANK 5 NODE 13 --> 124.12334 sigma in 39 act. ( 112.26083 sig out 1 act.) RANK 6 NODE 25 --> 121.73715 sigma in 39 act. ( 88.926346 sig out 1 act.) RANK 7 NODE 23 --> 114.47366 sigma in 39 act. ( 92.825378 sig out 1 act.) RANK 8 NODE 7 --> 111.31752 sigma in 39 act. ( 101.02892 sig out 1 act.) RANK 9 NODE 39 --> 104.56051 sigma in 39 act. ( 81.331375 sig out 1 act.) RANK 10 NODE 33 --> 103.78067 sigma in 39 act. ( 88.028717 sig out 1 act.) RANK 11 NODE 4 --> 100.15803 sigma in 39 act. ( 67.249100 sig out 1 act.) RANK 12 NODE 29 --> 88.061249 sigma in 39 act. ( 63.417637 sig out 1 act.) RANK 13 NODE 31 --> 74.332199 sigma in 39 act. ( 70.259254 sig out 1 act.) RANK 14 NODE 34 --> 62.550907 sigma in 39 act. ( 48.319500 sig out 1 act.) RANK 15 NODE 2 --> 60.281197 sigma in 39 act. ( 50.912273 sig out 1 act.) RANK 16 NODE 37 --> 59.428890 sigma in 39 act. ( 68.372284 sig out 1 act.) RANK 17 NODE 28 --> 52.308315 sigma in 39 act. ( 49.038700 sig out 1 act.) RANK 18 NODE 35 --> 52.192577 sigma in 39 act. ( 47.399414 sig out 1 act.) RANK 19 NODE 36 --> 47.463150 sigma in 39 act. ( 39.761883 sig out 1 act.) RANK 20 NODE 24 --> 47.272591 sigma in 39 act. ( 44.210400 sig out 1 act.) RANK 21 NODE 20 --> 46.471779 sigma in 39 act. ( 39.955765 sig out 1 act.) RANK 22 NODE 18 --> 37.300701 sigma in 39 act. ( 36.330929 sig out 1 act.) RANK 23 NODE 15 --> 35.230427 sigma in 39 act. ( 27.279556 sig out 1 act.) RANK 24 NODE 27 --> 35.183647 sigma in 39 act. ( 34.672012 sig out 1 act.) RANK 25 NODE 26 --> 33.537220 sigma in 39 act. ( 38.994228 sig out 1 act.) RANK 26 NODE 3 --> 29.651913 sigma in 39 act. ( 29.178299 sig out 1 act.) RANK 27 NODE 21 --> 28.487450 sigma in 39 act. ( 24.822491 sig out 1 act.) RANK 28 NODE 14 --> 26.873533 sigma in 39 act. ( 23.791075 sig out 1 act.) RANK 29 NODE 38 --> 25.120453 sigma in 39 act. ( 24.960295 sig out 1 act.) RANK 30 NODE 11 --> 23.896395 sigma in 39 act. ( 23.835705 sig out 1 act.) RANK 31 NODE 5 --> 23.191458 sigma in 39 act. ( 21.479456 sig out 1 act.) RANK 32 NODE 8 --> 22.016232 sigma in 39 act. ( 17.302895 sig out 1 act.) RANK 33 NODE 19 --> 21.734499 sigma in 39 act. ( 20.258753 sig out 1 act.) RANK 34 NODE 9 --> 21.609734 sigma in 39 act. ( 19.873621 sig out 1 act.) RANK 35 NODE 1 --> 17.979490 sigma in 39 act. ( 16.087591 sig out 1 act.) RANK 36 NODE 12 --> 17.412663 sigma in 39 act. ( 13.496236 sig out 1 act.) RANK 37 NODE 6 --> 15.581770 sigma in 39 act. ( 11.671840 sig out 1 act.) RANK 38 NODE 30 --> 12.757649 sigma in 39 act. ( 10.040168 sig out 1 act.) RANK 39 NODE 32 --> 11.164319 sigma in 39 act. ( 2.6304152 sig out 1 act.) sorted by output significance RANK 1 NODE 22 --> 184.07289 sigma out 1 act.( 247.32297 sig in 39 act.) RANK 2 NODE 10 --> 155.92427 sigma out 1 act.( 231.91563 sig in 39 act.) RANK 3 NODE 16 --> 132.72981 sigma out 1 act.( 164.73247 sig in 39 act.) RANK 4 NODE 13 --> 112.26083 sigma out 1 act.( 124.12334 sig in 39 act.) RANK 5 NODE 7 --> 101.02892 sigma out 1 act.( 111.31752 sig in 39 act.) RANK 6 NODE 23 --> 92.825378 sigma out 1 act.( 114.47366 sig in 39 act.) RANK 7 NODE 25 --> 88.926346 sigma out 1 act.( 121.73715 sig in 39 act.) RANK 8 NODE 17 --> 88.918396 sigma out 1 act.( 146.77464 sig in 39 act.) RANK 9 NODE 33 --> 88.028717 sigma out 1 act.( 103.78067 sig in 39 act.) RANK 10 NODE 39 --> 81.331375 sigma out 1 act.( 104.56051 sig in 39 act.) RANK 11 NODE 31 --> 70.259254 sigma out 1 act.( 74.332199 sig in 39 act.) RANK 12 NODE 37 --> 68.372284 sigma out 1 act.( 59.428890 sig in 39 act.) RANK 13 NODE 4 --> 67.249100 sigma out 1 act.( 100.15803 sig in 39 act.) RANK 14 NODE 29 --> 63.417637 sigma out 1 act.( 88.061249 sig in 39 act.) RANK 15 NODE 2 --> 50.912273 sigma out 1 act.( 60.281197 sig in 39 act.) RANK 16 NODE 28 --> 49.038700 sigma out 1 act.( 52.308315 sig in 39 act.) RANK 17 NODE 34 --> 48.319500 sigma out 1 act.( 62.550907 sig in 39 act.) RANK 18 NODE 35 --> 47.399414 sigma out 1 act.( 52.192577 sig in 39 act.) RANK 19 NODE 24 --> 44.210400 sigma out 1 act.( 47.272591 sig in 39 act.) RANK 20 NODE 20 --> 39.955765 sigma out 1 act.( 46.471779 sig in 39 act.) RANK 21 NODE 36 --> 39.761883 sigma out 1 act.( 47.463150 sig in 39 act.) RANK 22 NODE 26 --> 38.994228 sigma out 1 act.( 33.537220 sig in 39 act.) RANK 23 NODE 18 --> 36.330929 sigma out 1 act.( 37.300701 sig in 39 act.) RANK 24 NODE 27 --> 34.672012 sigma out 1 act.( 35.183647 sig in 39 act.) RANK 25 NODE 3 --> 29.178299 sigma out 1 act.( 29.651913 sig in 39 act.) RANK 26 NODE 15 --> 27.279556 sigma out 1 act.( 35.230427 sig in 39 act.) RANK 27 NODE 38 --> 24.960295 sigma out 1 act.( 25.120453 sig in 39 act.) RANK 28 NODE 21 --> 24.822491 sigma out 1 act.( 28.487450 sig in 39 act.) RANK 29 NODE 11 --> 23.835705 sigma out 1 act.( 23.896395 sig in 39 act.) RANK 30 NODE 14 --> 23.791075 sigma out 1 act.( 26.873533 sig in 39 act.) RANK 31 NODE 5 --> 21.479456 sigma out 1 act.( 23.191458 sig in 39 act.) RANK 32 NODE 19 --> 20.258753 sigma out 1 act.( 21.734499 sig in 39 act.) RANK 33 NODE 9 --> 19.873621 sigma out 1 act.( 21.609734 sig in 39 act.) RANK 34 NODE 8 --> 17.302895 sigma out 1 act.( 22.016232 sig in 39 act.) RANK 35 NODE 1 --> 16.087591 sigma out 1 act.( 17.979490 sig in 39 act.) RANK 36 NODE 12 --> 13.496236 sigma out 1 act.( 17.412663 sig in 39 act.) RANK 37 NODE 6 --> 11.671840 sigma out 1 act.( 15.581770 sig in 39 act.) RANK 38 NODE 30 --> 10.040168 sigma out 1 act.( 12.757649 sig in 39 act.) RANK 39 NODE 32 --> 2.6304152 sigma out 1 act.( 11.164319 sig in 39 act.) RANK 1 NODE 1 --> 424.90564 sigma in 39 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.52983904 *** contribution from regularisation: 2.33380729E-03 *** contribution from error: -0.53217286 *** contribution from DIAG: 1.67621183E-04 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.53019136 *** contribution from regularisation: 2.32704938E-03 *** contribution from error: -0.53251839 *** contribution from DIAG: 1.50609179E-04 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.53055280 *** contribution from regularisation: 2.33095628E-03 *** contribution from error: -0.53288376 *** contribution from DIAG: 1.37770345E-04 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.53143382 *** contribution from regularisation: 2.34045275E-03 *** contribution from error: -0.53377426 *** contribution from DIAG: 1.26398780E-04 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.53212845 *** contribution from regularisation: 2.35527381E-03 *** contribution from error: -0.53448373 *** contribution from DIAG: 1.46192324E-04 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.53315818 *** contribution from regularisation: 2.35407497E-03 *** contribution from error: -0.53551227 *** contribution from DIAG: 1.23917198E-04 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.53377646 *** contribution from regularisation: 2.35419977E-03 *** contribution from error: -0.53613067 *** contribution from DIAG: 1.19049662E-04 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.53445107 *** contribution from regularisation: 2.36248551E-03 *** contribution from error: -0.53681356 *** contribution from DIAG: 1.23714228E-04 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.53468615 *** contribution from regularisation: 2.39371113E-03 *** contribution from error: -0.53707987 *** contribution from DIAG: 1.35708658E-04 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.53565454 *** contribution from regularisation: 2.34643044E-03 *** contribution from error: -0.53800100 *** contribution from DIAG: 1.33816677E-04 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 311.64621 sigma out 39 active outputs RANK 2 NODE 2 --> 187.22697 sigma out 39 active outputs RANK 3 NODE 3 --> 177.32294 sigma out 39 active outputs RANK 4 NODE 5 --> 156.77675 sigma out 39 active outputs RANK 5 NODE 6 --> 151.83284 sigma out 39 active outputs RANK 6 NODE 8 --> 113.29088 sigma out 39 active outputs RANK 7 NODE 4 --> 108.03141 sigma out 39 active outputs RANK 8 NODE 12 --> 107.10162 sigma out 39 active outputs RANK 9 NODE 10 --> 70.643150 sigma out 39 active outputs RANK 10 NODE 17 --> 68.136063 sigma out 39 active outputs RANK 11 NODE 21 --> 66.685875 sigma out 39 active outputs RANK 12 NODE 7 --> 64.671288 sigma out 39 active outputs RANK 13 NODE 16 --> 63.009670 sigma out 39 active outputs RANK 14 NODE 9 --> 50.338902 sigma out 39 active outputs RANK 15 NODE 13 --> 48.509758 sigma out 39 active outputs RANK 16 NODE 11 --> 47.208557 sigma out 39 active outputs RANK 17 NODE 15 --> 44.090225 sigma out 39 active outputs RANK 18 NODE 18 --> 42.555325 sigma out 39 active outputs RANK 19 NODE 38 --> 40.432381 sigma out 39 active outputs RANK 20 NODE 22 --> 40.008347 sigma out 39 active outputs RANK 21 NODE 20 --> 39.329460 sigma out 39 active outputs RANK 22 NODE 24 --> 38.867630 sigma out 39 active outputs RANK 23 NODE 28 --> 37.885303 sigma out 39 active outputs RANK 24 NODE 19 --> 35.786987 sigma out 39 active outputs RANK 25 NODE 23 --> 35.698391 sigma out 39 active outputs RANK 26 NODE 30 --> 30.935682 sigma out 39 active outputs RANK 27 NODE 25 --> 30.238583 sigma out 39 active outputs RANK 28 NODE 26 --> 29.654133 sigma out 39 active outputs RANK 29 NODE 14 --> 27.820257 sigma out 39 active outputs RANK 30 NODE 34 --> 27.745018 sigma out 39 active outputs RANK 31 NODE 29 --> 24.183973 sigma out 39 active outputs RANK 32 NODE 35 --> 24.013664 sigma out 39 active outputs RANK 33 NODE 27 --> 23.290581 sigma out 39 active outputs RANK 34 NODE 32 --> 21.673714 sigma out 39 active outputs RANK 35 NODE 33 --> 18.899029 sigma out 39 active outputs RANK 36 NODE 37 --> 18.623291 sigma out 39 active outputs RANK 37 NODE 36 --> 18.128359 sigma out 39 active outputs RANK 38 NODE 31 --> 13.549994 sigma out 39 active outputs RANK 39 NODE 39 --> 8.3903017 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 228.93474 sigma in 39 act. ( 229.49649 sig out 1 act.) RANK 2 NODE 22 --> 226.59457 sigma in 39 act. ( 199.76770 sig out 1 act.) RANK 3 NODE 16 --> 164.67708 sigma in 39 act. ( 160.46768 sig out 1 act.) RANK 4 NODE 25 --> 141.11584 sigma in 39 act. ( 116.05302 sig out 1 act.) RANK 5 NODE 17 --> 138.52213 sigma in 39 act. ( 110.79128 sig out 1 act.) RANK 6 NODE 13 --> 137.89940 sigma in 39 act. ( 159.23247 sig out 1 act.) RANK 7 NODE 23 --> 129.32791 sigma in 39 act. ( 166.54326 sig out 1 act.) RANK 8 NODE 33 --> 113.25049 sigma in 39 act. ( 106.87903 sig out 1 act.) RANK 9 NODE 7 --> 104.60431 sigma in 39 act. ( 101.92569 sig out 1 act.) RANK 10 NODE 39 --> 92.653557 sigma in 39 act. ( 81.948708 sig out 1 act.) RANK 11 NODE 29 --> 90.156723 sigma in 39 act. ( 55.909988 sig out 1 act.) RANK 12 NODE 4 --> 83.308678 sigma in 39 act. ( 57.323631 sig out 1 act.) RANK 13 NODE 31 --> 75.298981 sigma in 39 act. ( 78.782471 sig out 1 act.) RANK 14 NODE 2 --> 65.232574 sigma in 39 act. ( 58.400684 sig out 1 act.) RANK 15 NODE 37 --> 65.074837 sigma in 39 act. ( 78.731720 sig out 1 act.) RANK 16 NODE 34 --> 63.865971 sigma in 39 act. ( 51.282139 sig out 1 act.) RANK 17 NODE 35 --> 58.279377 sigma in 39 act. ( 53.030613 sig out 1 act.) RANK 18 NODE 36 --> 54.907665 sigma in 39 act. ( 49.435108 sig out 1 act.) RANK 19 NODE 28 --> 54.403114 sigma in 39 act. ( 53.044044 sig out 1 act.) RANK 20 NODE 20 --> 51.224682 sigma in 39 act. ( 44.612892 sig out 1 act.) RANK 21 NODE 15 --> 46.266758 sigma in 39 act. ( 37.270168 sig out 1 act.) RANK 22 NODE 24 --> 39.541893 sigma in 39 act. ( 38.066200 sig out 1 act.) RANK 23 NODE 18 --> 35.876305 sigma in 39 act. ( 35.132061 sig out 1 act.) RANK 24 NODE 5 --> 35.537849 sigma in 39 act. ( 35.827671 sig out 1 act.) RANK 25 NODE 27 --> 35.068752 sigma in 39 act. ( 34.926575 sig out 1 act.) RANK 26 NODE 26 --> 32.908085 sigma in 39 act. ( 38.090103 sig out 1 act.) RANK 27 NODE 38 --> 32.130005 sigma in 39 act. ( 33.799942 sig out 1 act.) RANK 28 NODE 21 --> 30.154081 sigma in 39 act. ( 27.403740 sig out 1 act.) RANK 29 NODE 14 --> 28.817965 sigma in 39 act. ( 25.974699 sig out 1 act.) RANK 30 NODE 3 --> 27.586905 sigma in 39 act. ( 27.231466 sig out 1 act.) RANK 31 NODE 19 --> 24.356197 sigma in 39 act. ( 22.844568 sig out 1 act.) RANK 32 NODE 11 --> 22.615936 sigma in 39 act. ( 23.203989 sig out 1 act.) RANK 33 NODE 8 --> 21.372318 sigma in 39 act. ( 16.800491 sig out 1 act.) RANK 34 NODE 9 --> 19.404453 sigma in 39 act. ( 17.426634 sig out 1 act.) RANK 35 NODE 1 --> 16.813931 sigma in 39 act. ( 14.824974 sig out 1 act.) RANK 36 NODE 6 --> 16.713032 sigma in 39 act. ( 13.704082 sig out 1 act.) RANK 37 NODE 12 --> 14.082058 sigma in 39 act. ( 9.6500998 sig out 1 act.) RANK 38 NODE 32 --> 10.288724 sigma in 39 act. ( 0.58995247 sig out 1 act.) RANK 39 NODE 30 --> 9.6380949 sigma in 39 act. ( 3.8351412 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 229.49649 sigma out 1 act.( 228.93474 sig in 39 act.) RANK 2 NODE 22 --> 199.76770 sigma out 1 act.( 226.59457 sig in 39 act.) RANK 3 NODE 23 --> 166.54326 sigma out 1 act.( 129.32791 sig in 39 act.) RANK 4 NODE 16 --> 160.46768 sigma out 1 act.( 164.67708 sig in 39 act.) RANK 5 NODE 13 --> 159.23247 sigma out 1 act.( 137.89940 sig in 39 act.) RANK 6 NODE 25 --> 116.05302 sigma out 1 act.( 141.11584 sig in 39 act.) RANK 7 NODE 17 --> 110.79128 sigma out 1 act.( 138.52213 sig in 39 act.) RANK 8 NODE 33 --> 106.87903 sigma out 1 act.( 113.25049 sig in 39 act.) RANK 9 NODE 7 --> 101.92569 sigma out 1 act.( 104.60431 sig in 39 act.) RANK 10 NODE 39 --> 81.948708 sigma out 1 act.( 92.653557 sig in 39 act.) RANK 11 NODE 31 --> 78.782471 sigma out 1 act.( 75.298981 sig in 39 act.) RANK 12 NODE 37 --> 78.731720 sigma out 1 act.( 65.074837 sig in 39 act.) RANK 13 NODE 2 --> 58.400684 sigma out 1 act.( 65.232574 sig in 39 act.) RANK 14 NODE 4 --> 57.323631 sigma out 1 act.( 83.308678 sig in 39 act.) RANK 15 NODE 29 --> 55.909988 sigma out 1 act.( 90.156723 sig in 39 act.) RANK 16 NODE 28 --> 53.044044 sigma out 1 act.( 54.403114 sig in 39 act.) RANK 17 NODE 35 --> 53.030613 sigma out 1 act.( 58.279377 sig in 39 act.) RANK 18 NODE 34 --> 51.282139 sigma out 1 act.( 63.865971 sig in 39 act.) RANK 19 NODE 36 --> 49.435108 sigma out 1 act.( 54.907665 sig in 39 act.) RANK 20 NODE 20 --> 44.612892 sigma out 1 act.( 51.224682 sig in 39 act.) RANK 21 NODE 26 --> 38.090103 sigma out 1 act.( 32.908085 sig in 39 act.) RANK 22 NODE 24 --> 38.066200 sigma out 1 act.( 39.541893 sig in 39 act.) RANK 23 NODE 15 --> 37.270168 sigma out 1 act.( 46.266758 sig in 39 act.) RANK 24 NODE 5 --> 35.827671 sigma out 1 act.( 35.537849 sig in 39 act.) RANK 25 NODE 18 --> 35.132061 sigma out 1 act.( 35.876305 sig in 39 act.) RANK 26 NODE 27 --> 34.926575 sigma out 1 act.( 35.068752 sig in 39 act.) RANK 27 NODE 38 --> 33.799942 sigma out 1 act.( 32.130005 sig in 39 act.) RANK 28 NODE 21 --> 27.403740 sigma out 1 act.( 30.154081 sig in 39 act.) RANK 29 NODE 3 --> 27.231466 sigma out 1 act.( 27.586905 sig in 39 act.) RANK 30 NODE 14 --> 25.974699 sigma out 1 act.( 28.817965 sig in 39 act.) RANK 31 NODE 11 --> 23.203989 sigma out 1 act.( 22.615936 sig in 39 act.) RANK 32 NODE 19 --> 22.844568 sigma out 1 act.( 24.356197 sig in 39 act.) RANK 33 NODE 9 --> 17.426634 sigma out 1 act.( 19.404453 sig in 39 act.) RANK 34 NODE 8 --> 16.800491 sigma out 1 act.( 21.372318 sig in 39 act.) RANK 35 NODE 1 --> 14.824974 sigma out 1 act.( 16.813931 sig in 39 act.) RANK 36 NODE 6 --> 13.704082 sigma out 1 act.( 16.713032 sig in 39 act.) RANK 37 NODE 12 --> 9.6500998 sigma out 1 act.( 14.082058 sig in 39 act.) RANK 38 NODE 30 --> 3.8351412 sigma out 1 act.( 9.6380949 sig in 39 act.) RANK 39 NODE 32 --> 0.58995247 sigma out 1 act.( 10.288724 sig in 39 act.) RANK 1 NODE 1 --> 523.54944 sigma in 39 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.53592819 *** contribution from regularisation: 2.34407070E-03 *** contribution from error: -0.53827226 *** contribution from DIAG: 1.37792304E-04 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.53629810 *** contribution from regularisation: 2.36077607E-03 *** contribution from error: -0.53865886 *** contribution from DIAG: 1.40212927E-04 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.53688055 *** contribution from regularisation: 2.37647910E-03 *** contribution from error: -0.53925705 *** contribution from DIAG: 1.54374779E-04 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.53742301 *** contribution from regularisation: 2.41240277E-03 *** contribution from error: -0.53983539 *** contribution from DIAG: 1.79340379E-04 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.53794605 *** contribution from regularisation: 2.38887314E-03 *** contribution from error: -0.54033494 *** contribution from DIAG: 1.83531258E-04 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.53839219 *** contribution from regularisation: 2.39422219E-03 *** contribution from error: -0.54078639 *** contribution from DIAG: 1.87573605E-04 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.53885365 *** contribution from regularisation: 2.40742904E-03 *** contribution from error: -0.54126108 *** contribution from DIAG: 1.89009865E-04 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.53929037 *** contribution from regularisation: 2.47289217E-03 *** contribution from error: -0.54176325 *** contribution from DIAG: 1.73613153E-04 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.54025370 *** contribution from regularisation: 2.43085809E-03 *** contribution from error: -0.54268456 *** contribution from DIAG: 1.77370690E-04 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.54059106 *** contribution from regularisation: 2.40850798E-03 *** contribution from error: -0.54299957 *** contribution from DIAG: 1.63870820E-04 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 354.84503 sigma out 39 active outputs RANK 2 NODE 2 --> 253.52258 sigma out 39 active outputs RANK 3 NODE 3 --> 224.57233 sigma out 39 active outputs RANK 4 NODE 6 --> 205.86296 sigma out 39 active outputs RANK 5 NODE 5 --> 180.39091 sigma out 39 active outputs RANK 6 NODE 8 --> 165.83606 sigma out 39 active outputs RANK 7 NODE 12 --> 123.95657 sigma out 39 active outputs RANK 8 NODE 4 --> 101.96220 sigma out 39 active outputs RANK 9 NODE 10 --> 88.376671 sigma out 39 active outputs RANK 10 NODE 17 --> 86.404388 sigma out 39 active outputs RANK 11 NODE 21 --> 76.237556 sigma out 39 active outputs RANK 12 NODE 16 --> 69.276253 sigma out 39 active outputs RANK 13 NODE 7 --> 66.959396 sigma out 39 active outputs RANK 14 NODE 11 --> 62.896126 sigma out 39 active outputs RANK 15 NODE 20 --> 56.880325 sigma out 39 active outputs RANK 16 NODE 13 --> 55.659241 sigma out 39 active outputs RANK 17 NODE 38 --> 52.103745 sigma out 39 active outputs RANK 18 NODE 22 --> 51.932125 sigma out 39 active outputs RANK 19 NODE 9 --> 47.700867 sigma out 39 active outputs RANK 20 NODE 15 --> 45.344021 sigma out 39 active outputs RANK 21 NODE 24 --> 43.809242 sigma out 39 active outputs RANK 22 NODE 18 --> 43.465454 sigma out 39 active outputs RANK 23 NODE 28 --> 39.474068 sigma out 39 active outputs RANK 24 NODE 23 --> 38.921535 sigma out 39 active outputs RANK 25 NODE 19 --> 36.286041 sigma out 39 active outputs RANK 26 NODE 25 --> 33.912098 sigma out 39 active outputs RANK 27 NODE 30 --> 33.327511 sigma out 39 active outputs RANK 28 NODE 26 --> 29.401491 sigma out 39 active outputs RANK 29 NODE 29 --> 28.476400 sigma out 39 active outputs RANK 30 NODE 14 --> 27.379797 sigma out 39 active outputs RANK 31 NODE 34 --> 27.018078 sigma out 39 active outputs RANK 32 NODE 35 --> 26.655052 sigma out 39 active outputs RANK 33 NODE 37 --> 26.016266 sigma out 39 active outputs RANK 34 NODE 27 --> 22.487980 sigma out 39 active outputs RANK 35 NODE 32 --> 21.730242 sigma out 39 active outputs RANK 36 NODE 33 --> 19.830383 sigma out 39 active outputs RANK 37 NODE 36 --> 18.958124 sigma out 39 active outputs RANK 38 NODE 31 --> 14.238317 sigma out 39 active outputs RANK 39 NODE 39 --> 8.6487265 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 304.92639 sigma in 39 act. ( 210.49016 sig out 1 act.) RANK 2 NODE 10 --> 265.24863 sigma in 39 act. ( 278.73553 sig out 1 act.) RANK 3 NODE 16 --> 191.78781 sigma in 39 act. ( 212.05571 sig out 1 act.) RANK 4 NODE 23 --> 185.08197 sigma in 39 act. ( 255.75183 sig out 1 act.) RANK 5 NODE 13 --> 175.88736 sigma in 39 act. ( 237.76521 sig out 1 act.) RANK 6 NODE 17 --> 168.91446 sigma in 39 act. ( 133.64246 sig out 1 act.) RANK 7 NODE 25 --> 168.64886 sigma in 39 act. ( 151.79849 sig out 1 act.) RANK 8 NODE 33 --> 122.01181 sigma in 39 act. ( 115.06100 sig out 1 act.) RANK 9 NODE 7 --> 114.86549 sigma in 39 act. ( 108.87946 sig out 1 act.) RANK 10 NODE 29 --> 103.74808 sigma in 39 act. ( 67.080994 sig out 1 act.) RANK 11 NODE 39 --> 90.449463 sigma in 39 act. ( 80.216362 sig out 1 act.) RANK 12 NODE 4 --> 88.160446 sigma in 39 act. ( 64.482437 sig out 1 act.) RANK 13 NODE 31 --> 87.070107 sigma in 39 act. ( 105.00517 sig out 1 act.) RANK 14 NODE 2 --> 79.546944 sigma in 39 act. ( 68.769951 sig out 1 act.) RANK 15 NODE 37 --> 77.525887 sigma in 39 act. ( 101.93595 sig out 1 act.) RANK 16 NODE 34 --> 70.268776 sigma in 39 act. ( 55.810760 sig out 1 act.) RANK 17 NODE 36 --> 63.708729 sigma in 39 act. ( 60.642548 sig out 1 act.) RANK 18 NODE 35 --> 61.724201 sigma in 39 act. ( 60.262283 sig out 1 act.) RANK 19 NODE 15 --> 61.551888 sigma in 39 act. ( 51.018902 sig out 1 act.) RANK 20 NODE 28 --> 59.364452 sigma in 39 act. ( 60.809338 sig out 1 act.) RANK 21 NODE 20 --> 56.272411 sigma in 39 act. ( 50.761703 sig out 1 act.) RANK 22 NODE 5 --> 49.025581 sigma in 39 act. ( 51.777016 sig out 1 act.) RANK 23 NODE 24 --> 42.232239 sigma in 39 act. ( 41.719635 sig out 1 act.) RANK 24 NODE 38 --> 37.655811 sigma in 39 act. ( 40.977524 sig out 1 act.) RANK 25 NODE 18 --> 36.752190 sigma in 39 act. ( 36.632793 sig out 1 act.) RANK 26 NODE 26 --> 36.339046 sigma in 39 act. ( 42.670486 sig out 1 act.) RANK 27 NODE 21 --> 35.818802 sigma in 39 act. ( 34.041691 sig out 1 act.) RANK 28 NODE 27 --> 34.267166 sigma in 39 act. ( 32.098297 sig out 1 act.) RANK 29 NODE 19 --> 31.275604 sigma in 39 act. ( 29.933994 sig out 1 act.) RANK 30 NODE 3 --> 27.410021 sigma in 39 act. ( 27.095221 sig out 1 act.) RANK 31 NODE 14 --> 27.363300 sigma in 39 act. ( 24.595961 sig out 1 act.) RANK 32 NODE 8 --> 25.104830 sigma in 39 act. ( 20.628950 sig out 1 act.) RANK 33 NODE 11 --> 24.786186 sigma in 39 act. ( 27.097841 sig out 1 act.) RANK 34 NODE 9 --> 24.543865 sigma in 39 act. ( 22.726320 sig out 1 act.) RANK 35 NODE 1 --> 17.371933 sigma in 39 act. ( 15.444450 sig out 1 act.) RANK 36 NODE 6 --> 14.139716 sigma in 39 act. ( 10.598204 sig out 1 act.) RANK 37 NODE 12 --> 13.726018 sigma in 39 act. ( 9.1798229 sig out 1 act.) RANK 38 NODE 32 --> 9.9343338 sigma in 39 act. ( 1.6798248 sig out 1 act.) RANK 39 NODE 30 --> 9.0416927 sigma in 39 act. ( 2.6582971 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 278.73553 sigma out 1 act.( 265.24863 sig in 39 act.) RANK 2 NODE 23 --> 255.75183 sigma out 1 act.( 185.08197 sig in 39 act.) RANK 3 NODE 13 --> 237.76521 sigma out 1 act.( 175.88736 sig in 39 act.) RANK 4 NODE 16 --> 212.05571 sigma out 1 act.( 191.78781 sig in 39 act.) RANK 5 NODE 22 --> 210.49016 sigma out 1 act.( 304.92639 sig in 39 act.) RANK 6 NODE 25 --> 151.79849 sigma out 1 act.( 168.64886 sig in 39 act.) RANK 7 NODE 17 --> 133.64246 sigma out 1 act.( 168.91446 sig in 39 act.) RANK 8 NODE 33 --> 115.06100 sigma out 1 act.( 122.01181 sig in 39 act.) RANK 9 NODE 7 --> 108.87946 sigma out 1 act.( 114.86549 sig in 39 act.) RANK 10 NODE 31 --> 105.00517 sigma out 1 act.( 87.070107 sig in 39 act.) RANK 11 NODE 37 --> 101.93595 sigma out 1 act.( 77.525887 sig in 39 act.) RANK 12 NODE 39 --> 80.216362 sigma out 1 act.( 90.449463 sig in 39 act.) RANK 13 NODE 2 --> 68.769951 sigma out 1 act.( 79.546944 sig in 39 act.) RANK 14 NODE 29 --> 67.080994 sigma out 1 act.( 103.74808 sig in 39 act.) RANK 15 NODE 4 --> 64.482437 sigma out 1 act.( 88.160446 sig in 39 act.) RANK 16 NODE 28 --> 60.809338 sigma out 1 act.( 59.364452 sig in 39 act.) RANK 17 NODE 36 --> 60.642548 sigma out 1 act.( 63.708729 sig in 39 act.) RANK 18 NODE 35 --> 60.262283 sigma out 1 act.( 61.724201 sig in 39 act.) RANK 19 NODE 34 --> 55.810760 sigma out 1 act.( 70.268776 sig in 39 act.) RANK 20 NODE 5 --> 51.777016 sigma out 1 act.( 49.025581 sig in 39 act.) RANK 21 NODE 15 --> 51.018902 sigma out 1 act.( 61.551888 sig in 39 act.) RANK 22 NODE 20 --> 50.761703 sigma out 1 act.( 56.272411 sig in 39 act.) RANK 23 NODE 26 --> 42.670486 sigma out 1 act.( 36.339046 sig in 39 act.) RANK 24 NODE 24 --> 41.719635 sigma out 1 act.( 42.232239 sig in 39 act.) RANK 25 NODE 38 --> 40.977524 sigma out 1 act.( 37.655811 sig in 39 act.) RANK 26 NODE 18 --> 36.632793 sigma out 1 act.( 36.752190 sig in 39 act.) RANK 27 NODE 21 --> 34.041691 sigma out 1 act.( 35.818802 sig in 39 act.) RANK 28 NODE 27 --> 32.098297 sigma out 1 act.( 34.267166 sig in 39 act.) RANK 29 NODE 19 --> 29.933994 sigma out 1 act.( 31.275604 sig in 39 act.) RANK 30 NODE 11 --> 27.097841 sigma out 1 act.( 24.786186 sig in 39 act.) RANK 31 NODE 3 --> 27.095221 sigma out 1 act.( 27.410021 sig in 39 act.) RANK 32 NODE 14 --> 24.595961 sigma out 1 act.( 27.363300 sig in 39 act.) RANK 33 NODE 9 --> 22.726320 sigma out 1 act.( 24.543865 sig in 39 act.) RANK 34 NODE 8 --> 20.628950 sigma out 1 act.( 25.104830 sig in 39 act.) RANK 35 NODE 1 --> 15.444450 sigma out 1 act.( 17.371933 sig in 39 act.) RANK 36 NODE 6 --> 10.598204 sigma out 1 act.( 14.139716 sig in 39 act.) RANK 37 NODE 12 --> 9.1798229 sigma out 1 act.( 13.726018 sig in 39 act.) RANK 38 NODE 30 --> 2.6582971 sigma out 1 act.( 9.0416927 sig in 39 act.) RANK 39 NODE 32 --> 1.6798248 sigma out 1 act.( 9.9343338 sig in 39 act.) RANK 1 NODE 1 --> 656.69971 sigma in 39 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.54119706 *** contribution from regularisation: 2.43893941E-03 *** contribution from error: -0.54363602 *** contribution from DIAG: 1.49327636E-04 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.54176235 *** contribution from regularisation: 2.46497476E-03 *** contribution from error: -0.54422730 *** contribution from DIAG: 1.39782045E-04 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.54239690 *** contribution from regularisation: 2.42898730E-03 *** contribution from error: -0.54482591 *** contribution from DIAG: 1.29724838E-04 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.54318833 *** contribution from regularisation: 2.48568645E-03 *** contribution from error: -0.54567403 *** contribution from DIAG: 1.26363462E-04 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.54365969 *** contribution from regularisation: 2.46675243E-03 *** contribution from error: -0.54612643 *** contribution from DIAG: 1.26846382E-04 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.54445714 *** contribution from regularisation: 2.54634628E-03 *** contribution from error: -0.54700351 *** contribution from DIAG: 1.18725678E-04 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.54495680 *** contribution from regularisation: 2.50622397E-03 *** contribution from error: -0.54746300 *** contribution from DIAG: 1.25623148E-04 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.54546732 *** contribution from regularisation: 2.44120485E-03 *** contribution from error: -0.54790854 *** contribution from DIAG: 1.20634184E-04 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.54576820 *** contribution from regularisation: 2.39350111E-03 *** contribution from error: -0.54816169 *** contribution from DIAG: 1.13314993E-04 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.54596019 *** contribution from regularisation: 2.41276505E-03 *** contribution from error: -0.54837292 *** contribution from DIAG: 1.15406212E-04 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 361.13034 sigma out 39 active outputs RANK 2 NODE 2 --> 332.80353 sigma out 39 active outputs RANK 3 NODE 6 --> 281.73090 sigma out 39 active outputs RANK 4 NODE 3 --> 272.27328 sigma out 39 active outputs RANK 5 NODE 8 --> 245.68642 sigma out 39 active outputs RANK 6 NODE 5 --> 199.85570 sigma out 39 active outputs RANK 7 NODE 12 --> 127.26679 sigma out 39 active outputs RANK 8 NODE 17 --> 107.84013 sigma out 39 active outputs RANK 9 NODE 10 --> 105.40017 sigma out 39 active outputs RANK 10 NODE 4 --> 98.626701 sigma out 39 active outputs RANK 11 NODE 7 --> 96.221428 sigma out 39 active outputs RANK 12 NODE 11 --> 91.587334 sigma out 39 active outputs RANK 13 NODE 21 --> 88.083916 sigma out 39 active outputs RANK 14 NODE 20 --> 78.084930 sigma out 39 active outputs RANK 15 NODE 16 --> 77.281975 sigma out 39 active outputs RANK 16 NODE 22 --> 65.435654 sigma out 39 active outputs RANK 17 NODE 13 --> 64.855225 sigma out 39 active outputs RANK 18 NODE 38 --> 52.424194 sigma out 39 active outputs RANK 19 NODE 9 --> 49.209354 sigma out 39 active outputs RANK 20 NODE 15 --> 46.245754 sigma out 39 active outputs RANK 21 NODE 24 --> 44.068283 sigma out 39 active outputs RANK 22 NODE 18 --> 42.788609 sigma out 39 active outputs RANK 23 NODE 28 --> 42.295437 sigma out 39 active outputs RANK 24 NODE 23 --> 41.438293 sigma out 39 active outputs RANK 25 NODE 25 --> 40.512650 sigma out 39 active outputs RANK 26 NODE 19 --> 35.885490 sigma out 39 active outputs RANK 27 NODE 29 --> 35.841705 sigma out 39 active outputs RANK 28 NODE 30 --> 32.726734 sigma out 39 active outputs RANK 29 NODE 26 --> 30.671089 sigma out 39 active outputs RANK 30 NODE 37 --> 29.945623 sigma out 39 active outputs RANK 31 NODE 35 --> 26.626820 sigma out 39 active outputs RANK 32 NODE 14 --> 26.050377 sigma out 39 active outputs RANK 33 NODE 34 --> 25.615282 sigma out 39 active outputs RANK 34 NODE 32 --> 21.274881 sigma out 39 active outputs RANK 35 NODE 27 --> 21.234186 sigma out 39 active outputs RANK 36 NODE 33 --> 19.787153 sigma out 39 active outputs RANK 37 NODE 36 --> 17.882828 sigma out 39 active outputs RANK 38 NODE 31 --> 14.069635 sigma out 39 active outputs RANK 39 NODE 39 --> 8.3820810 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 375.47015 sigma in 39 act. ( 237.84538 sig out 1 act.) RANK 2 NODE 10 --> 309.41345 sigma in 39 act. ( 318.69522 sig out 1 act.) RANK 3 NODE 23 --> 303.25232 sigma in 39 act. ( 372.16177 sig out 1 act.) RANK 4 NODE 13 --> 247.44470 sigma in 39 act. ( 321.18210 sig out 1 act.) RANK 5 NODE 16 --> 193.30025 sigma in 39 act. ( 250.75200 sig out 1 act.) RANK 6 NODE 17 --> 186.80438 sigma in 39 act. ( 145.34628 sig out 1 act.) RANK 7 NODE 25 --> 168.83232 sigma in 39 act. ( 177.44731 sig out 1 act.) RANK 8 NODE 7 --> 126.70096 sigma in 39 act. ( 115.51222 sig out 1 act.) RANK 9 NODE 33 --> 117.51562 sigma in 39 act. ( 114.42751 sig out 1 act.) RANK 10 NODE 29 --> 108.81508 sigma in 39 act. ( 76.205421 sig out 1 act.) RANK 11 NODE 31 --> 98.828140 sigma in 39 act. ( 133.79388 sig out 1 act.) RANK 12 NODE 2 --> 90.553726 sigma in 39 act. ( 79.406631 sig out 1 act.) RANK 13 NODE 37 --> 90.250740 sigma in 39 act. ( 131.46495 sig out 1 act.) RANK 14 NODE 4 --> 85.416389 sigma in 39 act. ( 69.730209 sig out 1 act.) RANK 15 NODE 39 --> 81.573105 sigma in 39 act. ( 83.262589 sig out 1 act.) RANK 16 NODE 34 --> 69.492264 sigma in 39 act. ( 58.329617 sig out 1 act.) RANK 17 NODE 15 --> 69.148758 sigma in 39 act. ( 60.117043 sig out 1 act.) RANK 18 NODE 36 --> 64.576965 sigma in 39 act. ( 65.807129 sig out 1 act.) RANK 19 NODE 28 --> 64.451828 sigma in 39 act. ( 67.959511 sig out 1 act.) RANK 20 NODE 5 --> 59.726974 sigma in 39 act. ( 64.694641 sig out 1 act.) RANK 21 NODE 35 --> 57.485825 sigma in 39 act. ( 63.587772 sig out 1 act.) RANK 22 NODE 20 --> 56.186523 sigma in 39 act. ( 51.985821 sig out 1 act.) RANK 23 NODE 24 --> 42.535851 sigma in 39 act. ( 43.663170 sig out 1 act.) RANK 24 NODE 19 --> 41.315449 sigma in 39 act. ( 39.194077 sig out 1 act.) RANK 25 NODE 38 --> 40.257721 sigma in 39 act. ( 45.065895 sig out 1 act.) RANK 26 NODE 21 --> 39.299652 sigma in 39 act. ( 38.235786 sig out 1 act.) RANK 27 NODE 26 --> 37.505291 sigma in 39 act. ( 44.516605 sig out 1 act.) RANK 28 NODE 9 --> 34.055309 sigma in 39 act. ( 31.683638 sig out 1 act.) RANK 29 NODE 18 --> 33.657242 sigma in 39 act. ( 34.610191 sig out 1 act.) RANK 30 NODE 27 --> 31.419403 sigma in 39 act. ( 27.442556 sig out 1 act.) RANK 31 NODE 3 --> 28.480576 sigma in 39 act. ( 28.283464 sig out 1 act.) RANK 32 NODE 11 --> 26.793036 sigma in 39 act. ( 31.128551 sig out 1 act.) RANK 33 NODE 8 --> 24.260715 sigma in 39 act. ( 20.347200 sig out 1 act.) RANK 34 NODE 14 --> 23.729406 sigma in 39 act. ( 21.674500 sig out 1 act.) RANK 35 NODE 1 --> 17.743349 sigma in 39 act. ( 16.183958 sig out 1 act.) RANK 36 NODE 12 --> 14.050310 sigma in 39 act. ( 9.8598118 sig out 1 act.) RANK 37 NODE 6 --> 11.992978 sigma in 39 act. ( 8.2209215 sig out 1 act.) RANK 38 NODE 32 --> 8.7327709 sigma in 39 act. ( 0.48317629 sig out 1 act.) RANK 39 NODE 30 --> 7.9825482 sigma in 39 act. ( 5.71190119E-02 sig out 1 act.) sorted by output significance RANK 1 NODE 23 --> 372.16177 sigma out 1 act.( 303.25232 sig in 39 act.) RANK 2 NODE 13 --> 321.18210 sigma out 1 act.( 247.44470 sig in 39 act.) RANK 3 NODE 10 --> 318.69522 sigma out 1 act.( 309.41345 sig in 39 act.) RANK 4 NODE 16 --> 250.75200 sigma out 1 act.( 193.30025 sig in 39 act.) RANK 5 NODE 22 --> 237.84538 sigma out 1 act.( 375.47015 sig in 39 act.) RANK 6 NODE 25 --> 177.44731 sigma out 1 act.( 168.83232 sig in 39 act.) RANK 7 NODE 17 --> 145.34628 sigma out 1 act.( 186.80438 sig in 39 act.) RANK 8 NODE 31 --> 133.79388 sigma out 1 act.( 98.828140 sig in 39 act.) RANK 9 NODE 37 --> 131.46495 sigma out 1 act.( 90.250740 sig in 39 act.) RANK 10 NODE 7 --> 115.51222 sigma out 1 act.( 126.70096 sig in 39 act.) RANK 11 NODE 33 --> 114.42751 sigma out 1 act.( 117.51562 sig in 39 act.) RANK 12 NODE 39 --> 83.262589 sigma out 1 act.( 81.573105 sig in 39 act.) RANK 13 NODE 2 --> 79.406631 sigma out 1 act.( 90.553726 sig in 39 act.) RANK 14 NODE 29 --> 76.205421 sigma out 1 act.( 108.81508 sig in 39 act.) RANK 15 NODE 4 --> 69.730209 sigma out 1 act.( 85.416389 sig in 39 act.) RANK 16 NODE 28 --> 67.959511 sigma out 1 act.( 64.451828 sig in 39 act.) RANK 17 NODE 36 --> 65.807129 sigma out 1 act.( 64.576965 sig in 39 act.) RANK 18 NODE 5 --> 64.694641 sigma out 1 act.( 59.726974 sig in 39 act.) RANK 19 NODE 35 --> 63.587772 sigma out 1 act.( 57.485825 sig in 39 act.) RANK 20 NODE 15 --> 60.117043 sigma out 1 act.( 69.148758 sig in 39 act.) RANK 21 NODE 34 --> 58.329617 sigma out 1 act.( 69.492264 sig in 39 act.) RANK 22 NODE 20 --> 51.985821 sigma out 1 act.( 56.186523 sig in 39 act.) RANK 23 NODE 38 --> 45.065895 sigma out 1 act.( 40.257721 sig in 39 act.) RANK 24 NODE 26 --> 44.516605 sigma out 1 act.( 37.505291 sig in 39 act.) RANK 25 NODE 24 --> 43.663170 sigma out 1 act.( 42.535851 sig in 39 act.) RANK 26 NODE 19 --> 39.194077 sigma out 1 act.( 41.315449 sig in 39 act.) RANK 27 NODE 21 --> 38.235786 sigma out 1 act.( 39.299652 sig in 39 act.) RANK 28 NODE 18 --> 34.610191 sigma out 1 act.( 33.657242 sig in 39 act.) RANK 29 NODE 9 --> 31.683638 sigma out 1 act.( 34.055309 sig in 39 act.) RANK 30 NODE 11 --> 31.128551 sigma out 1 act.( 26.793036 sig in 39 act.) RANK 31 NODE 3 --> 28.283464 sigma out 1 act.( 28.480576 sig in 39 act.) RANK 32 NODE 27 --> 27.442556 sigma out 1 act.( 31.419403 sig in 39 act.) RANK 33 NODE 14 --> 21.674500 sigma out 1 act.( 23.729406 sig in 39 act.) RANK 34 NODE 8 --> 20.347200 sigma out 1 act.( 24.260715 sig in 39 act.) RANK 35 NODE 1 --> 16.183958 sigma out 1 act.( 17.743349 sig in 39 act.) RANK 36 NODE 12 --> 9.8598118 sigma out 1 act.( 14.050310 sig in 39 act.) RANK 37 NODE 6 --> 8.2209215 sigma out 1 act.( 11.992978 sig in 39 act.) RANK 38 NODE 32 --> 0.48317629 sigma out 1 act.( 8.7327709 sig in 39 act.) RANK 39 NODE 30 --> 5.71190119E-02 sigma out 1 act.( 7.9825482 sig in 39 act.) RANK 1 NODE 1 --> 801.66449 sigma in 39 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.54635471 *** contribution from regularisation: 2.40906863E-03 *** contribution from error: -0.54876375 *** contribution from DIAG: 1.18598182E-04 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.54646534 *** contribution from regularisation: 2.49322457E-03 *** contribution from error: -0.54895854 *** contribution from DIAG: 1.50850276E-04 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 368.16049 sigma out 39 active outputs RANK 2 NODE 2 --> 341.25330 sigma out 39 active outputs RANK 3 NODE 6 --> 294.13110 sigma out 39 active outputs RANK 4 NODE 3 --> 281.17065 sigma out 39 active outputs RANK 5 NODE 8 --> 259.97052 sigma out 39 active outputs RANK 6 NODE 5 --> 202.44197 sigma out 39 active outputs RANK 7 NODE 12 --> 128.79942 sigma out 39 active outputs RANK 8 NODE 17 --> 112.05878 sigma out 39 active outputs RANK 9 NODE 10 --> 109.21939 sigma out 39 active outputs RANK 10 NODE 7 --> 104.37288 sigma out 39 active outputs RANK 11 NODE 11 --> 98.052383 sigma out 39 active outputs RANK 12 NODE 4 --> 97.069481 sigma out 39 active outputs RANK 13 NODE 21 --> 89.910934 sigma out 39 active outputs RANK 14 NODE 20 --> 83.730095 sigma out 39 active outputs RANK 15 NODE 16 --> 79.518814 sigma out 39 active outputs RANK 16 NODE 22 --> 68.114273 sigma out 39 active outputs RANK 17 NODE 13 --> 67.925713 sigma out 39 active outputs RANK 18 NODE 38 --> 51.753944 sigma out 39 active outputs RANK 19 NODE 9 --> 50.313835 sigma out 39 active outputs RANK 20 NODE 15 --> 44.994965 sigma out 39 active outputs RANK 21 NODE 24 --> 44.550465 sigma out 39 active outputs RANK 22 NODE 28 --> 43.605576 sigma out 39 active outputs RANK 23 NODE 18 --> 43.268440 sigma out 39 active outputs RANK 24 NODE 25 --> 42.260555 sigma out 39 active outputs RANK 25 NODE 23 --> 41.311401 sigma out 39 active outputs RANK 26 NODE 29 --> 37.395660 sigma out 39 active outputs RANK 27 NODE 19 --> 35.938644 sigma out 39 active outputs RANK 28 NODE 30 --> 32.504406 sigma out 39 active outputs RANK 29 NODE 26 --> 31.408077 sigma out 39 active outputs RANK 30 NODE 37 --> 29.708929 sigma out 39 active outputs RANK 31 NODE 35 --> 26.836466 sigma out 39 active outputs RANK 32 NODE 34 --> 25.893307 sigma out 39 active outputs RANK 33 NODE 14 --> 25.632502 sigma out 39 active outputs RANK 34 NODE 32 --> 21.334579 sigma out 39 active outputs RANK 35 NODE 27 --> 21.005936 sigma out 39 active outputs RANK 36 NODE 33 --> 20.199780 sigma out 39 active outputs RANK 37 NODE 36 --> 17.733103 sigma out 39 active outputs RANK 38 NODE 31 --> 13.795946 sigma out 39 active outputs RANK 39 NODE 39 --> 8.4024477 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 382.41760 sigma in 39 act. ( 244.50217 sig out 1 act.) RANK 2 NODE 23 --> 327.35950 sigma in 39 act. ( 388.18747 sig out 1 act.) RANK 3 NODE 10 --> 322.43750 sigma in 39 act. ( 325.43192 sig out 1 act.) RANK 4 NODE 13 --> 260.77866 sigma in 39 act. ( 331.69022 sig out 1 act.) RANK 5 NODE 16 --> 192.67302 sigma in 39 act. ( 257.26938 sig out 1 act.) RANK 6 NODE 17 --> 189.62943 sigma in 39 act. ( 145.83397 sig out 1 act.) RANK 7 NODE 25 --> 165.41187 sigma in 39 act. ( 179.80714 sig out 1 act.) RANK 8 NODE 7 --> 130.78906 sigma in 39 act. ( 117.43747 sig out 1 act.) RANK 9 NODE 33 --> 116.28780 sigma in 39 act. ( 113.69903 sig out 1 act.) RANK 10 NODE 29 --> 110.70238 sigma in 39 act. ( 77.593018 sig out 1 act.) RANK 11 NODE 31 --> 101.53587 sigma in 39 act. ( 140.15634 sig out 1 act.) RANK 12 NODE 37 --> 93.136185 sigma in 39 act. ( 137.53156 sig out 1 act.) RANK 13 NODE 2 --> 92.383133 sigma in 39 act. ( 81.534439 sig out 1 act.) RANK 14 NODE 4 --> 85.482697 sigma in 39 act. ( 71.076126 sig out 1 act.) RANK 15 NODE 39 --> 81.842560 sigma in 39 act. ( 85.830223 sig out 1 act.) RANK 16 NODE 15 --> 70.032219 sigma in 39 act. ( 60.789234 sig out 1 act.) RANK 17 NODE 34 --> 69.442528 sigma in 39 act. ( 58.323601 sig out 1 act.) RANK 18 NODE 28 --> 65.928596 sigma in 39 act. ( 70.061874 sig out 1 act.) RANK 19 NODE 36 --> 64.133644 sigma in 39 act. ( 65.601761 sig out 1 act.) RANK 20 NODE 5 --> 62.004879 sigma in 39 act. ( 66.964088 sig out 1 act.) RANK 21 NODE 35 --> 57.005745 sigma in 39 act. ( 64.439789 sig out 1 act.) RANK 22 NODE 20 --> 56.218246 sigma in 39 act. ( 51.735657 sig out 1 act.) RANK 23 NODE 19 --> 43.335197 sigma in 39 act. ( 40.972321 sig out 1 act.) RANK 24 NODE 24 --> 42.337193 sigma in 39 act. ( 44.004131 sig out 1 act.) RANK 25 NODE 38 --> 40.393986 sigma in 39 act. ( 45.667961 sig out 1 act.) RANK 26 NODE 21 --> 40.105244 sigma in 39 act. ( 38.857903 sig out 1 act.) RANK 27 NODE 26 --> 37.289906 sigma in 39 act. ( 44.228397 sig out 1 act.) RANK 28 NODE 9 --> 36.108986 sigma in 39 act. ( 33.506012 sig out 1 act.) RANK 29 NODE 18 --> 33.111511 sigma in 39 act. ( 34.206280 sig out 1 act.) RANK 30 NODE 27 --> 31.298162 sigma in 39 act. ( 27.066278 sig out 1 act.) RANK 31 NODE 3 --> 27.888996 sigma in 39 act. ( 27.549379 sig out 1 act.) RANK 32 NODE 11 --> 27.459232 sigma in 39 act. ( 32.278549 sig out 1 act.) RANK 33 NODE 8 --> 24.201050 sigma in 39 act. ( 20.311707 sig out 1 act.) RANK 34 NODE 14 --> 23.487173 sigma in 39 act. ( 21.521568 sig out 1 act.) RANK 35 NODE 1 --> 17.970783 sigma in 39 act. ( 16.480814 sig out 1 act.) RANK 36 NODE 12 --> 14.455344 sigma in 39 act. ( 10.361208 sig out 1 act.) RANK 37 NODE 6 --> 12.192699 sigma in 39 act. ( 8.6104755 sig out 1 act.) RANK 38 NODE 32 --> 8.6782770 sigma in 39 act. ( 1.2833483 sig out 1 act.) RANK 39 NODE 30 --> 7.8975115 sigma in 39 act. ( 0.25754422 sig out 1 act.) sorted by output significance RANK 1 NODE 23 --> 388.18747 sigma out 1 act.( 327.35950 sig in 39 act.) RANK 2 NODE 13 --> 331.69022 sigma out 1 act.( 260.77866 sig in 39 act.) RANK 3 NODE 10 --> 325.43192 sigma out 1 act.( 322.43750 sig in 39 act.) RANK 4 NODE 16 --> 257.26938 sigma out 1 act.( 192.67302 sig in 39 act.) RANK 5 NODE 22 --> 244.50217 sigma out 1 act.( 382.41760 sig in 39 act.) RANK 6 NODE 25 --> 179.80714 sigma out 1 act.( 165.41187 sig in 39 act.) RANK 7 NODE 17 --> 145.83397 sigma out 1 act.( 189.62943 sig in 39 act.) RANK 8 NODE 31 --> 140.15634 sigma out 1 act.( 101.53587 sig in 39 act.) RANK 9 NODE 37 --> 137.53156 sigma out 1 act.( 93.136185 sig in 39 act.) RANK 10 NODE 7 --> 117.43747 sigma out 1 act.( 130.78906 sig in 39 act.) RANK 11 NODE 33 --> 113.69903 sigma out 1 act.( 116.28780 sig in 39 act.) RANK 12 NODE 39 --> 85.830223 sigma out 1 act.( 81.842560 sig in 39 act.) RANK 13 NODE 2 --> 81.534439 sigma out 1 act.( 92.383133 sig in 39 act.) RANK 14 NODE 29 --> 77.593018 sigma out 1 act.( 110.70238 sig in 39 act.) RANK 15 NODE 4 --> 71.076126 sigma out 1 act.( 85.482697 sig in 39 act.) RANK 16 NODE 28 --> 70.061874 sigma out 1 act.( 65.928596 sig in 39 act.) RANK 17 NODE 5 --> 66.964088 sigma out 1 act.( 62.004879 sig in 39 act.) RANK 18 NODE 36 --> 65.601761 sigma out 1 act.( 64.133644 sig in 39 act.) RANK 19 NODE 35 --> 64.439789 sigma out 1 act.( 57.005745 sig in 39 act.) RANK 20 NODE 15 --> 60.789234 sigma out 1 act.( 70.032219 sig in 39 act.) RANK 21 NODE 34 --> 58.323601 sigma out 1 act.( 69.442528 sig in 39 act.) RANK 22 NODE 20 --> 51.735657 sigma out 1 act.( 56.218246 sig in 39 act.) RANK 23 NODE 38 --> 45.667961 sigma out 1 act.( 40.393986 sig in 39 act.) RANK 24 NODE 26 --> 44.228397 sigma out 1 act.( 37.289906 sig in 39 act.) RANK 25 NODE 24 --> 44.004131 sigma out 1 act.( 42.337193 sig in 39 act.) RANK 26 NODE 19 --> 40.972321 sigma out 1 act.( 43.335197 sig in 39 act.) RANK 27 NODE 21 --> 38.857903 sigma out 1 act.( 40.105244 sig in 39 act.) RANK 28 NODE 18 --> 34.206280 sigma out 1 act.( 33.111511 sig in 39 act.) RANK 29 NODE 9 --> 33.506012 sigma out 1 act.( 36.108986 sig in 39 act.) RANK 30 NODE 11 --> 32.278549 sigma out 1 act.( 27.459232 sig in 39 act.) RANK 31 NODE 3 --> 27.549379 sigma out 1 act.( 27.888996 sig in 39 act.) RANK 32 NODE 27 --> 27.066278 sigma out 1 act.( 31.298162 sig in 39 act.) RANK 33 NODE 14 --> 21.521568 sigma out 1 act.( 23.487173 sig in 39 act.) RANK 34 NODE 8 --> 20.311707 sigma out 1 act.( 24.201050 sig in 39 act.) RANK 35 NODE 1 --> 16.480814 sigma out 1 act.( 17.970783 sig in 39 act.) RANK 36 NODE 12 --> 10.361208 sigma out 1 act.( 14.455344 sig in 39 act.) RANK 37 NODE 6 --> 8.6104755 sigma out 1 act.( 12.192699 sig in 39 act.) RANK 38 NODE 32 --> 1.2833483 sigma out 1 act.( 8.6782770 sig in 39 act.) RANK 39 NODE 30 --> 0.25754422 sigma out 1 act.( 7.8975115 sig in 39 act.) RANK 1 NODE 1 --> 824.31287 sigma in 39 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.54652780 *** contribution from regularisation: 2.43076961E-03 *** contribution from error: -0.54895860 *** contribution from DIAG: 1.50161548E-04 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 156108 Training Complete :) *** Break *** segmentation violation =========================================================== There was a crash. This is the entire stack trace of all threads: =========================================================== #0 0x00002b66c9e5a4d5 in waitpid () from /lib64/libc.so.6 #1 0x00002b66c9dfc481 in do_system () from /lib64/libc.so.6 #2 0x00002b66c8152676 in TUnixSystem::StackTrace() () from /afs/cern.ch/sw/lcg/app/nightlies/dev/Thu/ROOT/ROOT_today/x86_64-slc5-gcc43-opt/root/lib/libCore.so #3 0x00002b66c8151f4c in TUnixSystem::DispatchSignals(ESignals) () from /afs/cern.ch/sw/lcg/app/nightlies/dev/Thu/ROOT/ROOT_today/x86_64-slc5-gcc43-opt/root/lib/libCore.so #4 #5 0x00002b66b9363ec8 in _NeuroBayesTeacher_destructor() () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #6 0x00002b66b9363fdc in global destructors keyed to _ZN17NeuroBayesTeacher15instanceCounterE () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #7 0x00002b66b9363e4f in __do_global_dtors_aux () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #8 0x0000000000000000 in ?? () =========================================================== The lines below might hint at the cause of the crash. If they do not help you then please submit a bug report at http://root.cern.ch/bugs. Please post the ENTIRE stack trace from above as an attachment in addition to anything else that might help us fixing this issue. =========================================================== #5 0x00002b66b9363ec8 in _NeuroBayesTeacher_destructor() () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #6 0x00002b66b9363fdc in global destructors keyed to _ZN17NeuroBayesTeacher15instanceCounterE () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #7 0x00002b66b9363e4f in __do_global_dtors_aux () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #8 0x0000000000000000 in ?? () =========================================================== Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Electron/Downstream/GlobalPID_Electron_Downstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Electron/Downstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Electron/Downstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Electron/Downstream/NB.txt Training Host = lxplus432.cern.ch Particle type = electron Background types = all Training Mix = NaturalMix Track type = Downstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Electron_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 34 nodes, hidden layer has 39 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5705173 tracks for input to NN training Sel. Eff. = 17.528% Selected 1000000 tracks for input to NN training ghost percentage = 63.3186% electron percentage = 12.4809% muon percentage = 0.774% pion percentage = 19.0612% kaon percentage = 1.1241% proton percentage = 3.2262% Unknown Particle type 3112 percentage = 0.0053% Unknown Particle type 3222 percentage = 0.0028% Unknown Particle type 3312 percentage = 0.0026% Unknown Particle type 1000010030 percentage = 0.0001% Unknown Particle type 1000020040 percentage = 0.0042% 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 InAccMuon Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsLooseMuon Making plots for input MuonIsMuon 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 PrsPIDe Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Found 9023704 evaluation data points Read entry 902370 (10%) Read entry 1804740 (20%) Read entry 2707110 (30%) Read entry 3609480 (40%) Read entry 4511850 (50%) Read entry 5414220 (60%) Read entry 6316590 (70%) Read entry 7218960 (80%) Read entry 8121330 (90%) Read entry 9023700 (100%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 33 input variables. ***************Training results***************** number of nodes in the 1st layer: 39 number of nodes in the 2nd layer: 39 number of nodes in the 3rd layer: 1 number of iterations: 100