Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Electron/Downstream Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Electron/Downstream/GlobalPID_Electron_Downstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Electron/Downstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Electron/Downstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/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/MC12-Binc-nu2.5/Reco13d.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13a.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 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/MC12-Binc-nu2.5/Reco13d.root Found 5016459 training data points Read entry 501645 (9.99998%) Read entry 1003290 (20%) Read entry 1504935 (29.9999%) Read entry 2006580 (39.9999%) Read entry 2508225 (49.9999%) Read entry 3009870 (59.9999%) Read entry 3511515 (69.9999%) Read entry 4013160 (79.9999%) Read entry 4514805 (89.9998%) Read entry 5016450 (99.9998%) Considered 5016459 tracks for input to NN training Sel. Eff. = 19.8074% Selected 993629 tracks for input to NN training ghost percentage = 66.8556% electron percentage = 11.0857% muon percentage = 0.696739% pion percentage = 17.4238% kaon percentage = 1.03238% proton percentage = 2.89182% Unknown Particle type 3112 percentage = 0.00362308% Unknown Particle type 3222 percentage = 0.0051327% Unknown Particle type 3312 percentage = 0.00110705% Unknown Particle type 1000010020 percentage = 0.000100641% Unknown Particle type 1000020040 percentage = 0.00392501% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\\\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T GmbH 2001-2011 Copyright Phi-T GmbH Version 20120322 Library compiled with: Number of Events= 993629 NB_MAXNODE = 150 ----------------------------------- preprocessing flags/parameters: individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 3 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 4 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 5 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 6 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 7 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 8 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 9 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 10 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 11 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 12 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 13 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 14 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 15 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 16 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 17 : PreproFlag = 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: 11.085727 % ------------------------------ Transdef: Tab for variable 1 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 ------------------------------ Transdef: Tab for variable 2 6.0000000 28.000000 34.000000 37.000000 40.000000 43.000000 45.000000 48.000000 50.000000 51.000000 53.000000 55.000000 57.000000 58.000000 60.000000 61.000000 63.000000 64.000000 65.000000 67.000000 68.000000 69.000000 71.000000 72.000000 73.000000 74.000000 76.000000 77.000000 78.000000 79.000000 80.000000 81.000000 82.000000 84.000000 85.000000 86.000000 87.000000 88.000000 89.000000 91.000000 92.000000 93.000000 94.000000 95.000000 96.000000 98.000000 99.000000 100.000000 101.00000 102.00000 103.00000 105.00000 106.00000 107.00000 108.00000 109.00000 111.00000 112.00000 113.00000 115.00000 116.00000 117.00000 118.00000 120.00000 121.00000 123.00000 124.00000 125.00000 127.00000 128.00000 130.00000 131.00000 133.00000 135.00000 136.00000 138.00000 140.00000 142.00000 144.00000 146.00000 148.00000 150.00000 153.00000 155.00000 157.00000 160.00000 162.00000 166.00000 169.00000 172.00000 175.00000 179.00000 183.00000 188.00000 193.00000 198.00000 206.00000 215.00000 231.00000 259.00000 407.00000 build map for variable # 2 ------------------------------ Transdef: Tab for variable 3 1118.6899 1495.3101 1619.6500 1709.7100 1777.7600 1835.2900 1884.4600 1931.4150 1974.7550 2017.3500 2057.9800 2097.6499 2137.0752 2175.4700 2214.1899 2252.8701 2291.5300 2329.7700 2369.2251 2409.0952 2449.4448 2491.5850 2534.5249 2577.4500 2621.2200 2666.3149 2711.6948 2757.9900 2805.3201 2853.4900 2903.6851 2954.2600 3006.0601 3057.9351 3111.6348 3166.6799 3222.3701 3278.8149 3337.5952 3396.6899 3458.0100 3520.6948 3585.4900 3651.3799 3719.2400 3790.0701 3861.0400 3933.5352 4008.7651 4087.4448 4167.4502 4249.8096 4334.0801 4422.7695 4512.8047 4606.8799 4706.1299 4806.9902 4910.1450 5019.3701 5131.1450 5248.7549 5370.9951 5498.4453 5630.9600 5770.2803 5920.2598 6071.4302 6233.3501 6400.2749 6576.1348 6758.2949 6953.3652 7157.3301 7373.0098 7603.5801 7850.1050 8112.5947 8397.8555 8698.8701 9028.8701 9380.7852 9763.2500 10177.975 10639.580 11139.165 11694.920 12329.495 13043.840 13855.255 14780.766 15892.975 17210.045 18811.865 20821.561 23461.285 27129.977 32763.475 42823.906 69038.484 4967408.5 do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 1.4897628 38.830879 47.835911 54.208580 59.543945 64.281998 68.654190 72.835152 76.930649 80.948792 84.951332 88.861649 92.749039 96.747147 100.76178 104.76697 108.83839 112.93660 117.01167 121.02647 125.17828 129.27229 133.36449 137.52939 141.67064 145.81984 149.99567 154.17683 158.43027 162.79510 167.08707 171.46808 175.97650 180.49301 185.08835 189.75493 194.47990 199.24915 204.18274 209.24188 214.27632 219.44598 224.64845 229.88678 235.28200 240.87402 246.49748 252.11102 257.98730 263.92004 269.89099 276.09314 282.20325 288.59052 295.13293 301.78107 308.49579 315.42273 322.50656 329.80676 337.28510 344.85858 352.70178 360.94312 369.27051 377.96350 386.87503 396.09000 405.74188 416.01837 426.41650 437.41840 449.11902 461.31238 474.26465 487.80948 502.20599 517.25391 533.33582 550.40173 568.77942 587.90601 608.62384 630.84631 654.92334 681.20044 710.17505 741.99774 777.10480 817.10120 862.85022 916.93091 980.34180 1058.1537 1156.9572 1283.8633 1463.7505 1743.7322 2243.8223 3489.3872 618320.94 do regularised spline fit for input variable # 4 build map for variable # 4 warning: map is empty for variable 4 ------------------------------ Transdef: Tab for variable 5 2.36118659E-02 0.43161404 0.49806422 0.54336035 0.57935715 0.61099279 0.63785326 0.66211426 0.68513155 0.70684671 0.72701538 0.74633682 0.76482928 0.78287816 0.80019236 0.81726778 0.83386827 0.85007375 0.86582714 0.88183975 0.89747804 0.91289186 0.92823499 0.94316947 0.95848709 0.97356457 0.98879349 1.0039178 1.0193715 1.0342653 1.0496984 1.0649021 1.0799310 1.0953667 1.1109762 1.1265309 1.1421726 1.1582420 1.1743391 1.1903710 1.2067652 1.2229648 1.2399275 1.2566206 1.2737052 1.2911702 1.3092202 1.3271576 1.3452516 1.3639169 1.3825388 1.4013500 1.4205261 1.4397857 1.4596241 1.4797086 1.5001863 1.5205953 1.5417721 1.5631585 1.5850301 1.6072543 1.6299815 1.6528920 1.6763008 1.7000788 1.7239735 1.7482004 1.7731538 1.7990885 1.8252838 1.8518888 1.8788688 1.9063172 1.9343157 1.9630244 1.9930407 2.0229034 2.0536120 2.0857272 2.1177988 2.1510553 2.1850405 2.2196314 2.2560954 2.2925091 2.3309999 2.3692765 2.4096692 2.4511881 2.4936895 2.5368776 2.5819626 2.6281629 2.6753349 2.7252111 2.7766063 2.8295457 2.8844862 2.9412866 2.9999700 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 4.0000000 7.0000000 8.0000000 9.0000000 9.0000000 10.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 12.000000 13.000000 14.000000 14.000000 14.000000 15.000000 15.000000 15.000000 16.000000 16.000000 16.000000 16.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 20.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 21.000000 22.000000 22.000000 22.000000 22.000000 22.000000 22.000000 22.000000 22.000000 22.000000 22.000000 22.000000 23.000000 23.000000 23.000000 23.000000 23.000000 23.000000 23.000000 23.000000 24.000000 24.000000 24.000000 25.000000 31.000000 build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -97.838760 -39.017036 -31.492588 -27.705509 -25.434307 -23.818310 -22.557022 -21.527424 -20.605574 -19.828674 -19.138884 -18.514029 -17.922977 -17.378450 -16.893406 -16.430470 -16.003965 -15.605038 -15.233541 -14.867874 -14.517526 -14.186558 -13.864222 -13.554886 -13.255470 -12.968292 -12.687624 -12.411497 -12.142681 -11.883286 -11.630823 -11.382265 -11.144033 -10.910302 -10.684340 -10.459286 -10.237375 -10.020405 -9.8086834 -9.6043129 -9.4028034 -9.2074089 -9.0158224 -8.8234253 -8.6391754 -8.4520588 -8.2710667 -8.0941181 -7.9206214 -7.7471018 -7.5786076 -7.4106436 -7.2469091 -7.0865464 -6.9254866 -6.7696848 -6.6180120 -6.4698529 -6.3243551 -6.1776829 -6.0361366 -5.8976240 -5.7587147 -5.6241741 -5.4889579 -5.3564024 -5.2241621 -5.0923347 -4.9589615 -4.8283396 -4.7029471 -4.5775638 -4.4557738 -4.3324251 -4.2077603 -4.0838881 -3.9623713 -3.8418441 -3.7249169 -3.6133082 -3.5038896 -3.3975213 -3.2939658 -3.1961293 -3.0993714 -3.0060725 -2.9125710 -2.8111367 -2.7102690 -2.6117263 -2.5161633 -2.4226465 -2.3303976 -2.2386074 -2.1332364 -1.9998324 -1.8403513 -1.6701789 -1.4844872 -1.2737780 0.80645549 do regularised spline fit for input variable # 7 build map for variable # 7 warning: map is empty for variable 7 ------------------------------ Transdef: Tab for variable 8 1.49208699E-05 4.98227477E-02 6.61817640E-02 7.71536529E-02 8.58594924E-02 9.33598429E-02 0.10044692 0.10715189 0.11372542 0.11990464 0.12598570 0.13167435 0.13716665 0.14232939 0.14731885 0.15214494 0.15689102 0.16170675 0.16657479 0.17164667 0.17712954 0.18274640 0.18868548 0.19501464 0.20190839 0.20919418 0.21704763 0.22559223 0.23446491 0.24380168 0.25365645 0.26388562 0.27439421 0.28520590 0.29634285 0.30765140 0.31903118 0.33063790 0.34238285 0.35410044 0.36633891 0.37867677 0.39099059 0.40361050 0.41638640 0.42937148 0.44281015 0.45674980 0.47151700 0.48706859 0.50435257 0.52399880 0.54603708 0.56972075 0.59411728 0.61877322 0.64244854 0.66464138 0.68535781 0.70444918 0.72209626 0.73807436 0.75224566 0.76529008 0.77712637 0.78759867 0.79692346 0.80537605 0.81296480 0.81996948 0.82642817 0.83234382 0.83776057 0.84284490 0.84754872 0.85194117 0.85594964 0.86010283 0.86440003 0.86870676 0.87291312 0.87700140 0.88110107 0.88513720 0.88937390 0.89348340 0.89778906 0.90210962 0.90637183 0.91126847 0.91653943 0.92245162 0.92950988 0.93821204 0.94656467 0.95410240 0.96083844 0.96675527 0.97309524 0.98217583 0.99999690 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 2.0529613 4.7632871 7.7985048 10.427423 11.474788 13.916170 14.874575 15.986809 16.952881 17.481949 18.116230 18.860771 20.716949 21.821913 22.780460 23.484198 25.433254 27.397152 27.966814 29.256817 30.840797 31.977243 33.763809 35.938339 38.331955 40.329494 41.752304 44.122204 46.666275 49.808361 51.372677 54.408459 57.162476 60.249298 64.226143 66.075745 72.455765 76.568420 81.868210 85.796318 90.371017 98.983490 111.64272 121.50085 131.42316 139.36220 151.78888 172.73160 183.39935 201.57297 221.33975 237.54495 253.08092 272.72339 288.60626 304.15588 320.36118 344.80701 373.25992 387.86026 423.23425 459.02435 520.20813 569.61011 638.50610 680.24701 722.46619 791.43341 905.13556 1032.0724 1144.9983 1236.0348 1363.0642 1482.0658 1541.6025 1658.6277 1734.2446 1854.2415 1992.8442 2230.1099 2334.1428 2568.6038 2842.3489 2946.4529 3039.3113 3196.9700 3386.8069 3502.2378 3593.8 Only one class left for trimmed mean or sigma very small -> take "normal" mean 843 3754.1484 3896.5349 4021.8640 4122.5205 4227.1826 4347.6196 4465.6318 4554.6973 4641.1699 4754.6313 4927.4707 4979.5933 do regularised spline fit for input variable # 9 build map for variable # 9 ------------------------------ Transdef: Tab for variable 10 7.82910269E-04 1.5542427 2.4760783 3.2092857 3.8651161 4.4420619 4.9821477 5.4755673 5.9219294 6.3382120 6.7267666 7.0887403 7.4233189 7.7339344 8.0311365 8.3170328 8.5825901 8.8371258 9.0859871 9.3268938 9.5624676 9.7873230 10.008390 10.220507 10.426497 10.631931 10.836145 11.030523 11.223476 11.409895 11.596197 11.784149 11.967179 12.148588 12.327082 12.505519 12.682041 12.857731 13.032722 13.207028 13.379044 13.552105 13.723446 13.892552 14.063118 14.236313 14.407993 14.579605 14.753315 14.927513 15.103539 15.279586 15.455801 15.634827 15.812555 15.991632 16.174887 16.360954 16.548153 16.732779 16.922592 17.115406 17.308960 17.506786 17.702450 17.905403 18.111521 18.320374 18.536297 18.756586 18.979012 19.212399 19.446232 19.681742 19.926746 20.180573 20.445198 20.712624 20.994526 21.283241 21.586979 21.901125 22.229599 22.566992 22.926611 23.302067 23.697575 24.124161 24.584312 25.069641 25.593201 26.164627 26.813690 27.529045 28.346436 29.294468 30.446104 31.902470 33.894203 37.085518 65.343445 do regularised spline fit for input variable # 10 ------------------------------ Transdef: Tab for variable 11 1.00000000 3.0000000 4.0000000 5.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 8.0000000 9.0000000 10.0000000 11.000000 11.000000 11.000000 12.000000 12.000000 12.000000 12.000000 13.000000 13.000000 13.000000 13.000000 13.000000 13.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 20.000000 20.000000 20.000000 21.000000 21.000000 27.000000 build map for variable # 11 ------------------------------ Transdef: Tab for variable 12 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 13 ------------------------------ Transdef: Tab for variable 14 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 15 ------------------------------ Transdef: Tab for variable 16 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 -124.54160 -41.015598 -33.510201 -30.021450 -27.680851 -25.909500 -24.448000 -23.192900 -22.102400 -21.149250 -20.280050 -19.476650 -18.745899 -18.046150 -17.397400 -16.788300 -16.218151 -15.685249 -15.163400 -14.672200 -14.190700 -13.734449 -13.290100 -12.865049 -12.450300 -12.050250 -11.659149 -11.288900 -10.919700 -10.562000 -10.209600 -9.8680496 -9.5292997 -9.1982498 -8.8748493 -8.5640001 -8.2568493 -7.9556999 -7.6517501 -7.3599000 -7.0710001 -6.7851000 -6.5047998 -6.2291498 -5.9566002 -5.6830001 -5.4159999 -5.1507502 -4.8896999 -4.6329999 -4.3773999 -4.1304998 -3.8843999 -3.6377001 -3.3982000 -3.1594999 -2.9258001 -2.6898000 -2.4605999 -2.2349000 -2.0130501 -1.7946501 -1.5786999 -1.3671000 -1.1618000 -0.95714998 -0.75660002 -0.55129999 -0.35224998 -0.15730000 -2.19999999E-03 0.17610000 0.40270001 0.65055001 0.92100000 1.2100000 1.5232000 1.8506000 2.1998999 2.5667500 2.9670501 3.3926001 3.8454499 4.3257999 4.8502002 5.4317002 6.0513501 6.7430000 7.5086498 8.3578501 9.3270493 10.415951 11.685450 13.167400 14.973000 17.136002 19.928249 23.700600 29.249100 38.799553 153.12320 do regularised spline fit for input variable # 17 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -84.621597 -22.225550 -17.166950 -14.619550 -12.967250 -11.764500 -10.843550 -10.087700 -9.4341507 -8.8836002 -8.3948002 -7.9557500 -7.5563002 -7.1919999 -6.8555999 -6.5381498 -6.2492499 -5.9675002 -5.7052002 -5.4530501 -5.2209001 -5.0015998 -4.7922001 -4.5875001 -4.3917999 -4.2048998 -4.0268002 -3.8566000 -3.6880000 -3.5288000 -3.3706999 -3.2216001 -3.0755999 -2.9368999 -2.8027999 -2.6721001 -2.5422502 -2.4193001 -2.2975500 -2.1789999 -2.0655000 -1.9540000 -1.8461000 -1.7424999 -1.6381000 -1.5381501 -1.4407001 -1.3430500 -1.2482001 -1.1546000 -1.0625000 -0.97450000 -0.88650000 -0.79930001 -0.71370000 -0.62739998 -0.54320002 -0.45950001 -0.37750000 -0.29589999 -0.21500000 -0.13580000 -6.21999986E-02 -2.09999993E-03 0.0000000 0.0000000 3.29000019E-02 0.11220000 0.20070000 0.29449999 0.39060000 0.49160001 0.59909999 0.70880002 0.82510000 0.94819999 1.0773000 1.2119501 1.3524499 1.5023000 1.6583000 1.8248000 2.0049000 2.1914999 2.3942001 2.6142001 2.8553500 3.1202500 3.3984499 3.7084000 4.0510998 4.4418001 4.8861499 5.4004498 5.9998002 6.7239499 7.6290002 8.8472500 10.624599 13.896900 82.087402 do regularised spline fit for input variable # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -145.22729 -40.025253 -30.325750 -24.529949 -20.427799 -17.338100 -14.908251 -12.907800 -11.295400 -9.9316006 -8.7532997 -7.7478499 -6.8596001 -6.0864501 -5.3873000 -4.7726998 -4.2159500 -3.7100501 -3.2460999 -2.8301001 -2.4375000 -2.0792999 -1.7535000 -1.4531000 -1.1632500 -0.89800000 -0.65030003 -0.41830000 -0.19620000 -4.80000023E-03 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 7.72000030E-02 0.26550001 0.45600000 0.64520001 0.83555001 1.0233001 1.2138000 1.4053000 1.6036501 1.7976000 1.9934000 2.1882000 2.3823500 2.5761001 2.7778001 2.9751000 3.1719999 3.3701999 3.5701001 3.7751000 3.9812000 4.1859002 4.3882999 4.5982499 4.8069000 5.0191002 5.2352500 5.4534998 5.6770000 5.9032998 6.1313000 6.3621001 6.5971999 6.8334999 7.0723000 7.3175998 7.5697498 7.8276000 8.0958996 8.3647003 8.6509495 8.9459000 9.2503996 9.5734997 9.9132500 10.280750 10.672300 11.089849 11.543000 12.052500 12.591600 13.180250 13.832951 14.547750 15.325100 16.193899 17.207451 18.376801 19.734600 21.427502 23.760000 27.472099 102.24890 do regularised spline fit for input variable # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -152.46820 -37.588200 -28.649900 -23.168400 -19.303850 -16.344000 -13.992849 -12.047750 -10.440850 -9.0281506 -7.8127999 -6.7299500 -5.7825499 -4.9369001 -4.1634502 -3.4757500 -2.8449500 -2.2572498 -1.7322000 -1.2557000 -0.81585002 -0.41830000 -6.49000034E-02 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 6.15999997E-02 0.35810000 0.65715003 0.96050000 1.2703000 1.5887500 1.9135000 2.2321000 2.5486000 2.8720000 3.1789498 3.4816000 3.7744000 4.0590501 4.3281002 4.5827498 4.8284001 5.0679998 5.2962999 5.5177999 5.7335000 5.9365001 6.1367002 6.3304000 6.5235500 6.7126002 6.8958001 7.0769000 7.2556500 7.4334002 7.6085000 7.7810001 7.9545002 8.1314507 8.3059998 8.4848003 8.6674004 8.8512497 9.0377998 9.2314997 9.4248505 9.6251001 9.8325005 10.046850 10.276100 10.515200 10.770800 11.029900 11.307950 11.608100 11.933750 12.282000 12.659050 13.065250 13.502500 13.990150 14.513100 15.088500 15.706800 16.385849 17.139000 17.983500 18.919950 19.990101 21.238050 22.728550 24.582951 27.144199 31.236351 113.90170 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -136.16960 -34.381901 -26.277300 -21.211849 -17.692101 -14.964750 -12.720000 -10.873051 -9.2708998 -7.8680000 -6.6491499 -5.5706501 -4.6143498 -3.7721000 -3.0144501 -2.3271499 -1.7165000 -1.1701500 -0.68910003 -0.24675000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.27030000 0.60635000 0.95080000 1.2984000 1.6612000 2.0240500 2.3779500 2.7395501 3.0850000 3.4215000 3.7539999 4.0687499 4.3607001 4.6434498 4.9102998 5.1697001 5.4106998 5.6456499 5.8687501 6.0853000 6.2948999 6.5001998 6.7011499 6.8943000 7.0822001 7.2713499 7.4598999 7.6439500 7.8262501 8.0113001 8.1969995 8.3837500 8.5685997 8.7608004 8.9570503 9.1539001 9.3549995 9.5624504 9.7767000 9.9995003 10.233100 10.478000 10.738900 11.006200 11.286449 11.587400 11.915800 12.260750 12.632650 13.033000 13.451300 13.903000 14.379100 14.888350 15.431950 15.997000 16.595600 17.230700 17.895300 18.601601 19.359699 20.180649 21.050049 22.008900 23.093000 24.276051 25.661600 27.261700 29.221350 31.786949 35.754097 68.718903 do regularised spline fit for input variable # 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 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 -7.9299998 -5.0558500 -4.5693502 -4.2125502 -3.9787002 -3.7667499 -3.5646000 -3.4032500 -3.2481000 -3.1040502 -2.9590502 -2.8327000 -2.7192500 -2.6037500 -2.4966002 -2.3950500 -2.2937000 -2.1971002 -2.1014500 -2.0135000 -1.9270500 -1.8441501 -1.7632999 -1.6856501 -1.6162500 -1.5487000 -1.4870000 -1.4291999 -1.3730500 -1.3183501 -1.2646000 -1.2129500 -1.1647000 -1.1167001 -1.0722499 -1.0297000 -0.98989999 -0.95274997 -0.91635001 -0.87940001 -0.84359998 -0.80904996 -0.77754998 -0.74654996 -0.72060001 -0.69340003 -0.66579998 -0.64090002 -0.61580002 -0.59399998 -0.57050002 -0.54930001 -0.53009999 -0.50954998 -0.49110001 -0.47139999 -0.45350000 -0.43500000 -0.41780001 -0.40149999 -0.38650000 -0.37130001 -0.35654998 -0.34340000 -0.33010000 -0.31650001 -0.30309999 -0.29165000 -0.27970001 -0.26760000 -0.25680000 -0.24690001 -0.23625001 -0.22584999 -0.21610001 -0.20690000 -0.19820000 -0.18895000 -0.17970000 -0.17090000 -0.16180000 -0.15369999 -0.14560001 -0.13750000 -0.13030000 -0.12250000 -0.11510000 -0.10730000 -9.96999964E-02 -9.17000026E-02 -8.39999989E-02 -7.53500015E-02 -6.63499981E-02 -5.79999983E-02 -4.89999987E-02 -4.06000018E-02 -3.28000002E-02 -2.50000004E-02 -1.74500011E-02 -8.50000046E-03 2.36000009E-02 do regularised spline fit for input variable # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -69.077599 -2.6375000 -2.0069001 -1.6634001 -1.4081000 -1.2237999 -1.0662000 -0.95580000 -0.85939997 -0.77240002 -0.70099998 -0.63540000 -0.58090001 -0.52749997 -0.48820001 -0.44749999 -0.41319999 -0.38284999 -0.35470000 -0.32670000 -0.30230001 -0.28290001 -0.26490000 -0.24550000 -0.22880000 -0.21529999 -0.20150000 -0.18970001 -0.17730001 -0.16570000 -0.15740000 -0.14760000 -0.13810000 -0.12920000 -0.12060000 -0.11370000 -0.10560000 -9.92999971E-02 -9.44000036E-02 -8.82999972E-02 -8.26999992E-02 -7.68000036E-02 -7.15000033E-02 -6.71999976E-02 -6.35000020E-02 -5.90999983E-02 -5.66999987E-02 -5.35000004E-02 -5.00999987E-02 -4.71000001E-02 -4.45000008E-02 -4.23000008E-02 -3.99999991E-02 -3.73999998E-02 -3.48999985E-02 -3.31000015E-02 -3.10999993E-02 -2.89999992E-02 -2.74999999E-02 -2.53999997E-02 -2.40000002E-02 -2.27000006E-02 -2.09999997E-02 -1.91500001E-02 -1.75000001E-02 -1.64000001E-02 -1.52000003E-02 -1.42000001E-02 -1.30000003E-02 -1.20999999E-02 -1.11999996E-02 -1.04999999E-02 -9.39999986E-03 -8.60000029E-03 -8.10000021E-03 -7.49999983E-03 -7.10000005E-03 -6.59999996E-03 -5.70000010E-03 -5.29999984E-03 -4.69999993E-03 -4.60000010E-03 -3.80000006E-03 -2.60000001E-03 -2.19999999E-03 -2.00000009E-03 -7.99999980E-04 -1.99999995E-04 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 do regularised spline fit for input variable # 24 build map for variable # 24 ------------------------------ Transdef: Tab for variable 25 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 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 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 26 ------------------------------ Transdef: Tab for variable 27 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 2.0000000 2.0000000 3.0000000 5.0000000 7.0000000 66.000000 build map for variable # 27 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 32.000000 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 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 28 ------------------------------ Transdef: Tab for variable 29 -3.2836368 -3.2836368 -3.2836368 -3.2836368 -3.2836368 -3.2416029 -3.1598654 -3.0006466 -2.9665823 -2.9638019 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.8636007 -2.8500438 -2.7301669 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7015171 -2.6652036 -2.6621716 -2.6492343 -2.6414051 -2.5708981 -2.5582221 -2.5057201 -2.4791608 -2.4158869 -2.3532672 -2.2951789 -2.2304449 -2.0871358 -2.0048461 -1.9001684 -1.8318677 -1.7156448 -1.5959754 -1.4612932 -1.3825698 -1.2694049 -1.1768911 -1.0840259 -0.93432784 -0.88146687 -0.75733376 -0.75323105 -0.63203812 -0.58984900 -0.42862391 -0.25674987 -0.23297453 -0.14474916 1.03287697E-02 0.21431684 0.21431684 0.59185934 0.64902687 0.64956951 0.90547585 0.90547585 1.3494213 1.6953181 1.6953181 1.6953181 1.7799428 1.8643425 1.8643425 1.8643425 1.8643425 1.8643425 1.8643425 1.8643425 1.8643425 1.8643425 2.1494761 2.1494761 2.6256306 2.6444986 2.6444986 2.6444986 2.6444986 2.6444986 3.4520102 4.3412738 do regularised spline fit for input variable # 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 -3.5819726 -3.4877763 -3.4035544 -3.3156612 -3.2762868 -3.1227622 -3.1129444 -3.0676553 -2.9342611 -2.8717694 -2.8585019 -2.8278000 -2.7985513 -2.7611344 -2.5863218 -2.5481944 -2.5368838 -2.4073286 -2.3682473 -2.3444719 -2.2751393 -2.2684097 -2.2535644 -2.2349508 -2.1311119 -2.1311119 -2.0755880 -2.0755880 -2.0415928 -1.9645176 -1.9013529 -1.8581429 -1.7313380 -1.6487052 -1.5791516 -1.5366139 -1.4354496 -1.2869172 -1.2701159 -1.2122664 -1.1669405 -1.0367861 -0.87449789 -0.76653528 -0.54530334 -0.38309383 -0.35869169 -0.21225476 -0.10286713 0.0000000 0.0000000 3.20253372E-02 7.23441839E-02 7.23441839E-02 8.17759037E-02 0.14709520 0.21033049 0.39260340 0.51010108 0.54478431 0.64885318 0.65527546 0.65527546 0.65527546 0.65527546 0.66108704 0.69970095 0.74414581 0.77837193 0.79806852 0.84649152 0.86126065 0.86126065 0.86666292 0.86666292 0.88641596 0.88641596 0.88977361 0.88977361 0.88977361 0.88977361 0.96465135 1.0906565 1.1774752 1.3487828 1.5786772 1.7163923 1.7163923 1.7237350 1.8836702 1.8836702 2.0871987 2.6451731 do regularised spline fit for input variable # 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 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 -3.1926537 -2.0605624 -1.8411021 -1.7985225 -1.7730842 -1.7550488 -1.7256160 -1.7021904 -1.6852517 -1.6627269 -1.6081314 -1.6066461 -1.5762410 -1.5410547 -1.5041552 -1.4818558 -1.4457445 -1.4325185 -1.4058123 -1.3941150 -1.3536515 -1.3375854 -1.2731457 -1.2223697 -1.1772490 -1.1556296 -1.1286817 -1.0980473 -1.0806141 -1.0483208 -1.0245690 -1.0194507 -0.97017646 -0.93798351 -0.93143892 -0.92451262 -0.91134548 -0.86666012 -0.82600498 -0.82501554 -0.78168583 -0.70444059 -0.62359834 -0.59771204 -0.59771204 -0.56451273 -0.56213856 -0.52588367 -0.44237638 -0.41666985 -0.41666985 -0.35737491 -0.27961063 -0.17378473 -0.14164352 -0.14164352 -0.12792969 1.12497807E-02 1.16307735E-02 0.18401551 0.18401551 0.27674794 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.77041048 0.77041048 0.96187180 3.1279697 do regularised spline fit for input variable # 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 -2.8793216 -2.8793216 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.6540856 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.5104802 -2.3546145 -2.1707349 -2.0515110 -2.0515110 -2.0266201 -2.0150704 -1.8854430 -1.7282255 -1.6129189 -1.5593157 -1.4635510 -1.3417513 -1.3417513 -1.2946343 -1.1813216 -1.0933785 -1.0933785 -0.95520544 -0.92387915 -0.78444052 -0.75143337 -0.64439392 -0.56170201 -0.49504757 -0.37255573 -0.28498650 -0.26362920 -0.20418787 -0.16914225 -8.23669434E-02 1.96938515E-02 8.18400383E-02 0.11721087 0.13046575 0.21033478 0.29467106 0.31365824 0.41712570 0.60003614 0.66135263 0.72366047 0.74946880 0.81111670 0.87327552 0.93841028 1.0097303 1.1102796 1.2297819 1.3416772 1.4858966 1.5377817 1.5608014 1.6029325 1.7009699 1.8744731 2.0406375 2.0936751 2.1692882 2.1829371 2.6101637 do regularised spline fit for input variable # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -3.5034723 -3.3279939 -3.2977571 -3.0626965 -3.0626965 -3.0626965 -3.0626965 -3.0626965 -3.0363460 -3.0363460 -3.0119004 -3.0119004 -3.0119004 -3.0119004 -2.9361010 -2.8354864 -2.7662055 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.6041896 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3336854 -2.0427854 -2.0427854 -1.3310790 -1.2311485 -1.2311485 -0.88224268 -0.45402503 -0.39974451 -7.08549023E-02 9.34786797E-02 0.29570436 0.50771618 0.57883716 0.59408331 0.86048388 1.0334673 1.0467730 1.0829203 1.2952318 1.4029589 1.4461563 1.5203202 1.5257449 1.5257449 1.7708294 1.7738092 1.8519020 1.9606419 1.9626997 1.9687705 2.0001750 2.0520911 2.0902431 2.2623706 2.3021309 2.3756006 2.5256820 2.7266114 3.4631350 do regularised spline fit for input variable # 34 build map for variable # 34 TOTAL CORRELATION OF ALL VARIABLES 65.847469162931873 ROUND 1 : MAX CORR ( 65.847455018876360 ) AFTER KILLING INPUT VARIABLE 27 CONTR 4.31590120168438493E-002 ROUND 2 : MAX CORR ( 65.847437543339922 ) AFTER KILLING INPUT VARIABLE 26 CONTR 4.79733143986534397E-002 ROUND 3 : MAX CORR ( 65.847398329810375 ) AFTER KILLING INPUT VARIABLE 21 CONTR 7.18625030007310900E-002 ROUND 4 : MAX CORR ( 65.847237896251158 ) AFTER KILLING INPUT VARIABLE 23 CONTR 0.14535556136333949 ROUND 5 : MAX CORR ( 65.847067936488131 ) AFTER KILLING INPUT VARIABLE 24 CONTR 0.14960859938853716 ROUND 6 : MAX CORR ( 65.847034228441885 ) AFTER KILLING INPUT VARIABLE 25 CONTR 6.66269531522753339E-002 ROUND 7 : MAX CORR ( 65.846847322263002 ) AFTER KILLING INPUT VARIABLE 15 CONTR 0.15688977080439115 ROUND 8 : MAX CORR ( 65.846457241572850 ) AFTER KILLING INPUT VARIABLE 14 CONTR 0.22665174857619116 ROUND 9 : MAX CORR ( 65.845623948646519 ) AFTER KILLING INPUT VARIABLE 9 CONTR 0.33126738401045741 ROUND 10 : MAX CORR ( 65.844312920347747 ) AFTER KILLING INPUT VARIABLE 20 CONTR 0.41551081080928826 ROUND 11 : MAX CORR ( 65.842683989068377 ) AFTER KILLING INPUT VARIABLE 28 CONTR 0.46315123701833866 ROUND 12 : MAX CORR ( 65.838228524350427 ) AFTER KILLING INPUT VARIABLE 31 CONTR 0.76596322348497503 ROUND 13 : MAX CORR ( 65.836898520845310 ) AFTER KILLING INPUT VARIABLE 22 CONTR 0.41848342919042336 ROUND 14 : MAX CORR ( 65.829246899581847 ) AFTER KILLING INPUT VARIABLE 3 CONTR 1.0037228093338997 ROUND 15 : MAX CORR ( 65.820451193062539 ) AFTER KILLING INPUT VARIABLE 13 CONTR 1.0760818313577869 ROUND 16 : MAX CORR ( 65.808354305790942 ) AFTER KILLING INPUT VARIABLE 33 CONTR 1.2618632341955440 ROUND 17 : MAX CORR ( 65.785147900682873 ) AFTER KILLING INPUT VARIABLE 32 CONTR 1.7475159861338239 ROUND 18 : MAX CORR ( 65.758572740801810 ) AFTER KILLING INPUT VARIABLE 18 CONTR 1.8697046310572838 ROUND 19 : MAX CORR ( 65.729849358725829 ) AFTER KILLING INPUT VARIABLE 10 CONTR 1.9433970738200865 ROUND 20 : MAX CORR ( 65.688028110077795 ) AFTER KILLING INPUT VARIABLE 5 CONTR 2.3443676611017739 ROUND 21 : MAX CORR ( 65.638279225126226 ) AFTER KILLING INPUT VARIABLE 19 CONTR 2.5560393883376884 ROUND 22 : MAX CORR ( 65.579821163759874 ) AFTER KILLING INPUT VARIABLE 6 CONTR 2.7696129269104914 ROUND 23 : MAX CORR ( 65.556961938979214 ) AFTER KILLING INPUT VARIABLE 11 CONTR 1.7313824539824008 ROUND 24 : MAX CORR ( 65.487999372348526 ) AFTER KILLING INPUT VARIABLE 16 CONTR 3.0061930869537066 ROUND 25 : MAX CORR ( 65.425235077309424 ) AFTER KILLING INPUT VARIABLE 4 CONTR 2.8664746417021529 ROUND 26 : MAX CORR ( 65.358956630063005 ) AFTER KILLING INPUT VARIABLE 2 CONTR 2.9441761412562268 ROUND 27 : MAX CORR ( 65.258948693297341 ) AFTER KILLING INPUT VARIABLE 7 CONTR 3.6142533414305675 ROUND 28 : MAX CORR ( 65.090783657803627 ) AFTER KILLING INPUT VARIABLE 30 CONTR 4.6819085176260122 ROUND 29 : MAX CORR ( 64.660376204703539 ) AFTER KILLING INPUT VARIABLE 12 CONTR 7.4730091832677346 ROUND 30 : MAX CORR ( 63.318617403486613 ) AFTER KILLING INPUT VARIABLE 29 CONTR 13.104081083566069 ROUND 31 : MAX CORR ( 60.499642102638326 ) AFTER KILLING INPUT VARIABLE 8 CONTR 18.682628705345238 ROUND 32 : MAX CORR ( 53.611599231355079 ) AFTER KILLING INPUT VARIABLE 34 CONTR 28.035747223926371 LAST REMAINING VARIABLE: 17 total correlation to target: 65.847469162931873 % total significance: 656.37376890769167 sigma correlations of single variables to target: variable 2 : 13.052528119257854 % , in sigma: 130.10882854452655 variable 3 : 8.1314288649038815 % , in sigma: 81.054848098342802 variable 4 : 6.6031573673552497 % , in sigma: 65.820893999391771 variable 5 : 24.087951017759259 % , in sigma: 240.11096243758109 variable 6 : 13.560965871476707 % , in sigma: 135.17698390298202 variable 7 : 24.164849476124445 % , in sigma: 240.87749350676242 variable 8 : 28.032503033854056 % , in sigma: 279.43062811903877 variable 9 : 0.58613555593605193 % , in sigma: 5.8426543773246156 variable 10 : 6.8694050204004258 % , in sigma: 68.474875659031127 variable 11 : 9.4974366863978190 % , in sigma: 94.671342605258459 variable 12 : 1.5053444132242118 % , in sigma: 15.005414764950999 variable 13 : 4.7194087508809481 % , in sigma: 47.043510528351248 variable 14 : 5.5121842784186912 % , in sigma: 54.945971587563243 variable 15 : 4.2433456486340368 % , in sigma: 42.298068727292659 variable 16 : 1.0458652863703857 % , in sigma: 10.425283591174042 variable 17 : 53.611599231355086 % , in sigma: 534.40546602606037 variable 18 : 26.192674077608313 % , in sigma: 261.09103995402637 variable 19 : 7.4270295796403962 % , in sigma: 74.033329738385035 variable 20 : 8.1930917648173338 % , in sigma: 81.669509687200872 variable 21 : 8.7187340745962185 % , in sigma: 86.909161694375271 variable 22 : 1.8781037130441238 % , in sigma: 18.721114542459258 variable 23 : 4.1193023114726550 % , in sigma: 41.061593069905705 variable 24 : 3.9651243417212481 % , in sigma: 39.524732559171973 variable 25 : 3.4259259567835043 % , in sigma: 34.149952319178169 variable 26 : 3.4655659447693554 % , in sigma: 34.545087449570936 variable 27 : 3.6793074001913206 % , in sigma: 36.675682390433266 variable 28 : 0.84117317548342840 % , in sigma: 8.3848933681861428 variable 29 : 42.973290969786213 % , in sigma: 428.36180820270647 variable 30 : 33.332215961426073 % , in sigma: 332.25866528766386 variable 31 : 1.2470271009713167 % , in sigma: 12.430483488579551 variable 32 : 15.352493715875950 % , in sigma: 153.03510203994105 variable 33 : 13.330711443851079 % , in sigma: 132.88178610131166 variable 34 : 43.268598573950790 % , in sigma: 431.30546218966515 variables sorted by significance: 1 most relevant variable 17 corr 53.611599 , in sigma: 534.40546340595449 2 most relevant variable 34 corr 28.035748 , in sigma: 279.46296954275391 3 most relevant variable 8 corr 18.682629 , in sigma: 186.23020024775477 4 most relevant variable 29 corr 13.104081 , in sigma: 130.62271404471232 5 most relevant variable 12 corr 7.4730091 , in sigma: 74.491658018701358 6 most relevant variable 30 corr 4.6819086 , in sigma: 46.669705570170628 7 most relevant variable 7 corr 3.6142533 , in sigma: 36.027216824117978 8 most relevant variable 2 corr 2.9441762 , in sigma: 29.347825381194852 9 most relevant variable 4 corr 2.8664746 , in sigma: 28.573288833584613 10 most relevant variable 16 corr 3.0061932 , in sigma: 29.966016313774020 11 most relevant variable 11 corr 1.7313825 , in sigma: 17.258583576658108 12 most relevant variable 6 corr 2.7696130 , in sigma: 27.607763281311641 13 most relevant variable 19 corr 2.5560393 , in sigma: 25.478840599805977 14 most relevant variable 5 corr 2.3443677 , in sigma: 23.368878264220694 15 most relevant variable 10 corr 1.9433970 , in sigma: 19.371964620892989 16 most relevant variable 18 corr 1.8697046 , in sigma: 18.637391434629464 17 most relevant variable 32 corr 1.7475160 , in sigma: 17.419404289629529 18 most relevant variable 33 corr 1.2618632 , in sigma: 12.578371435363714 19 most relevant variable 13 corr 1.0760819 , in sigma: 10.726485359995600 20 most relevant variable 3 corr 1.0037228 , in sigma: 10.005203190849109 21 most relevant variable 22 corr 0.41848344 , in sigma: 4.1714822706965773 22 most relevant variable 31 corr 0.76596320 , in sigma: 7.6351932229056443 23 most relevant variable 28 corr 0.46315125 , in sigma: 4.6167352060578626 24 most relevant variable 20 corr 0.41551080 , in sigma: 4.1418507887489087 25 most relevant variable 9 corr 0.33126739 , in sigma: 3.3021044828613721 26 most relevant variable 14 corr 0.22665174 , in sigma: 2.2592859028491739 27 most relevant variable 15 corr 0.15688977 , in sigma: 1.5638919554540349 28 most relevant variable 25 corr 6.66269511E-02 , in sigma: 0.66414371819063722 29 most relevant variable 24 corr 0.14960860 , in sigma: 1.4913125747553975 30 most relevant variable 23 corr 0.14535557 , in sigma: 1.4489179732637150 31 most relevant variable 21 corr 7.18625039E-02 , in sigma: 0.71633220104831030 32 most relevant variable 26 corr 4.79733162E-02 , in sigma: 0.47820252983268119 33 most relevant variable 27 corr 4.31590118E-02 , in sigma: 0.43021309043041744 global correlations between input variables: variable 2 : 40.864908882861393 % variable 3 : 69.255482434557010 % variable 4 : 42.243873077597158 % variable 5 : 83.827190287920232 % variable 6 : 92.868845897191889 % variable 7 : 78.552146648728112 % variable 8 : 86.462428570467324 % variable 9 : 2.1641446620676952 % variable 10 : 36.219028604516183 % variable 11 : 91.998124885678806 % variable 12 : 81.856901934904698 % variable 13 : 72.180908316049852 % variable 14 : 79.081235723912641 % variable 15 : 79.387300170090185 % variable 16 : 81.992324890967296 % variable 17 : 56.055206409091838 % variable 18 : 52.648874197893960 % variable 19 : 88.205273889869346 % variable 20 : 93.461958969580621 % variable 21 : 91.569711522639551 % variable 22 : 92.650505178534630 % variable 23 : 96.374873272832744 % variable 24 : 96.946456281178101 % variable 25 : 94.779865735831777 % variable 26 : 82.029443356613186 % variable 27 : 93.626812683080132 % variable 28 : 84.232961025749660 % variable 29 : 69.530031560389659 % variable 30 : 58.960452873013978 % variable 31 : 93.220126856954010 % variable 32 : 82.643740828966159 % variable 33 : 82.324075862444616 % variable 34 : 67.277393387760327 % significance loss when removing single variables: variable 2 : corr = 3.6109425172448564 % , sigma = 35.994214804040972 variable 3 : corr = 0.81211212048103942 % , sigma = 8.0952100372573099 variable 4 : corr = 3.8074963330739049 % , sigma = 37.953481736072547 variable 5 : corr = 2.5078889009071319 % , sigma = 24.998872558291797 variable 6 : corr = 2.4788975793115302 % , sigma = 24.709884336523775 variable 7 : corr = 3.0893838619766214 % , sigma = 30.795269049303386 variable 8 : corr = 4.9924982925111943 % , sigma = 49.765692777232950 variable 9 : corr = 0.33025214077732595 % , sigma = 3.2919844162192144 variable 10 : corr = 1.9183074352226857 % , sigma = 19.121869028332735 variable 11 : corr = 2.9720255699337272 % , sigma = 29.625430550724801 variable 12 : corr = 2.7716617897892903 % , sigma = 27.628185535877208 variable 13 : corr = 0.73448733029122037 % , sigma = 7.3214388240996966 variable 14 : corr = 0.16394285142630100 % , sigma = 1.6341977701510746 variable 15 : corr = 0.14830260324329664 % , sigma = 1.4782943045049068 variable 16 : corr = 2.2657356993039937 % , sigma = 22.585066657930916 variable 17 : corr = 33.643920836538832 % , sigma = 335.36576881442841 variable 18 : corr = 1.9334241695855643 % , sigma = 19.272554058956885 variable 19 : corr = 0.77853051261751438 % , sigma = 7.7604654100215749 variable 20 : corr = 0.24740962587220602 % , sigma = 2.4662024321080409 variable 21 : corr = 7.18444091492441150E-002 % , sigma = 0.71615183100737934 variable 22 : corr = 0.96371709629288071 % , sigma = 9.6064227022809714 variable 23 : corr = 0.15264184397724068 % , sigma = 1.5215482644663623 variable 24 : corr = 0.19468599045105062 % , sigma = 1.9406482729000489 variable 25 : corr = 0.14435265122511662 % , sigma = 1.4389208110945197 variable 26 : corr = 4.63558386197781697E-002 % , sigma = 0.46207936147785833 variable 27 : corr = 4.31590120251681419E-002 % , sigma = 0.43021309315923101 variable 28 : corr = 0.44368895214197368 % , sigma = 4.4227332263830448 variable 29 : corr = 10.617038195290277 % , sigma = 105.83163580116116 variable 30 : corr = 4.3929411186612626 % , sigma = 43.789250449559418 variable 31 : corr = 0.53201920637036715 % , sigma = 5.3032175124686072 variable 32 : corr = 2.0335929301454745 % , sigma = 20.271045690166495 variable 33 : corr = 1.1522665176338205 % , sigma = 11.485901076836113 variable 34 : corr = 12.968858161838156 % , sigma = 129.27479853556716 Keep only 25 most significant input variables Sum of Weights for output node 2 993629.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -1.5492045 NVar: 26.000000 4373 --------- Entering internal boost mode: --------- Starting analysis with 48 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.9338794 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.5738082 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.1129224 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.9810287 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.7308239 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.5682343 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.5317087 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.3864986 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.2811373 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.1986550 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.1195823 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.0078797 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.99993044 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.99674577 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.95257801 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.92343390 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.81226021 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.75962675 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.69690043 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.67780125 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.64386123 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.61682314 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.57547754 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.56579828 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.54682672 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.52753448 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.48723558 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.43233365 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.41735554 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.40156451 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.36898777 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.33387202 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.32043213 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.29521903 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.28901628 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.19038634 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.12707978 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.12569395 PREPRO: (sigma of derived input)/eigenvalue # 39 : 2.94852216E-04 PREPRO: (sigma of derived input)/eigenvalue # 40 : 2.67735333E-04 PREPRO: (sigma of derived input)/eigenvalue # 41 : 2.20605943E-04 PREPRO: (sigma of derived input)/eigenvalue # 42 : 2.10546263E-04 PREPRO: (sigma of derived input)/eigenvalue # 43 : 9.39930032E-05 PREPRO: (sigma of derived input)/eigenvalue # 44 : 1.64758399E-04 PREPRO: (sigma of derived input)/eigenvalue # 45 : 1.74489236E-04 PREPRO: (sigma of derived input)/eigenvalue # 46 : 2.10816448E-04 PREPRO: (sigma of derived input)/eigenvalue # 47 : 2.20605987E-04 PREPRO: (sigma of derived input)/eigenvalue # 48 : 2.67873664E-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 0.6 2.9 2.6 2.1 2.0 1.7 1.6 1.5 1.4 1.3 1.2 1.1 1.0 1.0 1.0 1.0 0.9 0.8 0.8 0.7 0.7 0.6 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 0.1 0.1 1 100.0 4.9 -2.7 14.2 -38.7 33.5 -14.0 1.9 -4.8 0.4 3.5 11.6 3.6 -0.1 -1.2 3.6 -10.9 0.2 3.6 -2.5 14.4 -4.3 2.4 -7.0 1.7 1.4 0.1 -7.5 -1.4 -3.8 -0.4 -0.1 0.6 -4.5 -2.2 2.6 2.2 -1.2 7.2 2 4.9 100.0 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 -2.7 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 14.2 -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 -38.7 0.0 -0.0 0.0 100.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 6 33.5 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 -14.0 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 1.9 -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 -4.8 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 100.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 10 0.4 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 3.5 -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 11.6 -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 3.6 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 -0.1 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 100.0 -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 -1.2 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 100.0 -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 3.6 -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 -0.0 100.0 -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 -10.9 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 100.0 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 0.2 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 100.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 19 3.6 -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 -0.0 100.0 -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 -2.5 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 100.0 -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 14.4 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 -0.0 100.0 -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 -4.3 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -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 2.4 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 100.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 24 -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 -0.0 100.0 -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 1.7 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 100.0 -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 1.4 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 100.0 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 0.1 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 100.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 28 -7.5 -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 0.0 100.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 29 -1.4 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 100.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 30 -3.8 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 100.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 31 -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 -0.0 100.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 32 -0.1 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 100.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 33 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 -0.0 100.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 34 -4.5 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 -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 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 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 2.6 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 100.0 0.0 0.0 -0.0 37 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 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 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 -1.2 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 100.0 0.0 39 7.2 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 61.948338198378742 ------------------------------------- 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 --> 200.76759 sigma out 39 active outputs RANK 2 NODE 2 --> 159.33748 sigma out 39 active outputs RANK 3 NODE 5 --> 148.93639 sigma out 39 active outputs RANK 4 NODE 3 --> 148.54112 sigma out 39 active outputs RANK 5 NODE 4 --> 117.10273 sigma out 39 active outputs RANK 6 NODE 6 --> 107.16568 sigma out 39 active outputs RANK 7 NODE 7 --> 98.489319 sigma out 39 active outputs RANK 8 NODE 17 --> 74.072411 sigma out 39 active outputs RANK 9 NODE 8 --> 71.991882 sigma out 39 active outputs RANK 10 NODE 29 --> 68.989494 sigma out 39 active outputs RANK 11 NODE 9 --> 68.136703 sigma out 39 active outputs RANK 12 NODE 12 --> 68.102699 sigma out 39 active outputs RANK 13 NODE 10 --> 67.414780 sigma out 39 active outputs RANK 14 NODE 11 --> 64.310066 sigma out 39 active outputs RANK 15 NODE 21 --> 63.151226 sigma out 39 active outputs RANK 16 NODE 28 --> 61.963482 sigma out 39 active outputs RANK 17 NODE 20 --> 61.885773 sigma out 39 active outputs RANK 18 NODE 16 --> 61.673111 sigma out 39 active outputs RANK 19 NODE 13 --> 61.662090 sigma out 39 active outputs RANK 20 NODE 30 --> 61.063507 sigma out 39 active outputs RANK 21 NODE 31 --> 60.052174 sigma out 39 active outputs RANK 22 NODE 33 --> 59.458469 sigma out 39 active outputs RANK 23 NODE 18 --> 57.931725 sigma out 39 active outputs RANK 24 NODE 23 --> 57.644451 sigma out 39 active outputs RANK 25 NODE 22 --> 57.584015 sigma out 39 active outputs RANK 26 NODE 38 --> 55.481430 sigma out 39 active outputs RANK 27 NODE 19 --> 55.202507 sigma out 39 active outputs RANK 28 NODE 15 --> 52.158150 sigma out 39 active outputs RANK 29 NODE 24 --> 51.594921 sigma out 39 active outputs RANK 30 NODE 25 --> 51.337788 sigma out 39 active outputs RANK 31 NODE 27 --> 50.181122 sigma out 39 active outputs RANK 32 NODE 36 --> 47.981102 sigma out 39 active outputs RANK 33 NODE 14 --> 47.804996 sigma out 39 active outputs RANK 34 NODE 26 --> 47.710831 sigma out 39 active outputs RANK 35 NODE 34 --> 46.676083 sigma out 39 active outputs RANK 36 NODE 35 --> 45.673130 sigma out 39 active outputs RANK 37 NODE 37 --> 45.554760 sigma out 39 active outputs RANK 38 NODE 39 --> 43.945484 sigma out 39 active outputs RANK 39 NODE 32 --> 41.029457 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 28 --> 145.60109 sigma in 39 act. ( 212.04639 sig out 1 act.) RANK 2 NODE 10 --> 144.78847 sigma in 39 act. ( 151.64784 sig out 1 act.) RANK 3 NODE 9 --> 127.14605 sigma in 39 act. ( 155.27992 sig out 1 act.) RANK 4 NODE 21 --> 117.95774 sigma in 39 act. ( 138.19431 sig out 1 act.) RANK 5 NODE 32 --> 105.28648 sigma in 39 act. ( 135.21794 sig out 1 act.) RANK 6 NODE 7 --> 104.81401 sigma in 39 act. ( 122.39251 sig out 1 act.) RANK 7 NODE 29 --> 102.07030 sigma in 39 act. ( 112.21481 sig out 1 act.) RANK 8 NODE 13 --> 99.252029 sigma in 39 act. ( 113.71194 sig out 1 act.) RANK 9 NODE 31 --> 97.469719 sigma in 39 act. ( 112.47818 sig out 1 act.) RANK 10 NODE 23 --> 87.497131 sigma in 39 act. ( 98.511978 sig out 1 act.) RANK 11 NODE 17 --> 85.975960 sigma in 39 act. ( 105.70434 sig out 1 act.) RANK 12 NODE 16 --> 85.441711 sigma in 39 act. ( 95.078659 sig out 1 act.) RANK 13 NODE 25 --> 81.970215 sigma in 39 act. ( 85.961212 sig out 1 act.) RANK 14 NODE 33 --> 81.072311 sigma in 39 act. ( 87.405785 sig out 1 act.) RANK 15 NODE 27 --> 80.045525 sigma in 39 act. ( 83.650101 sig out 1 act.) RANK 16 NODE 22 --> 78.287659 sigma in 39 act. ( 99.711845 sig out 1 act.) RANK 17 NODE 3 --> 73.327805 sigma in 39 act. ( 77.369682 sig out 1 act.) RANK 18 NODE 36 --> 72.164116 sigma in 39 act. ( 87.297142 sig out 1 act.) RANK 19 NODE 30 --> 70.340698 sigma in 39 act. ( 69.999573 sig out 1 act.) RANK 20 NODE 37 --> 69.514992 sigma in 39 act. ( 63.934940 sig out 1 act.) RANK 21 NODE 20 --> 67.476349 sigma in 39 act. ( 95.175201 sig out 1 act.) RANK 22 NODE 34 --> 65.567780 sigma in 39 act. ( 65.108208 sig out 1 act.) RANK 23 NODE 14 --> 65.007172 sigma in 39 act. ( 56.314281 sig out 1 act.) RANK 24 NODE 2 --> 64.103401 sigma in 39 act. ( 59.381542 sig out 1 act.) RANK 25 NODE 19 --> 59.011471 sigma in 39 act. ( 6.5579743 sig out 1 act.) RANK 26 NODE 8 --> 58.894215 sigma in 39 act. ( 34.780888 sig out 1 act.) RANK 27 NODE 38 --> 57.722332 sigma in 39 act. ( 40.974533 sig out 1 act.) RANK 28 NODE 15 --> 57.309612 sigma in 39 act. ( 38.107586 sig out 1 act.) RANK 29 NODE 18 --> 56.136944 sigma in 39 act. ( 44.369774 sig out 1 act.) RANK 30 NODE 6 --> 55.551449 sigma in 39 act. ( 29.617758 sig out 1 act.) RANK 31 NODE 39 --> 55.049183 sigma in 39 act. ( 71.517075 sig out 1 act.) RANK 32 NODE 4 --> 53.577572 sigma in 39 act. ( 42.758488 sig out 1 act.) RANK 33 NODE 1 --> 53.286224 sigma in 39 act. ( 18.451605 sig out 1 act.) RANK 34 NODE 11 --> 52.635693 sigma in 39 act. ( 31.896639 sig out 1 act.) RANK 35 NODE 5 --> 51.904942 sigma in 39 act. ( 35.407932 sig out 1 act.) RANK 36 NODE 24 --> 47.892616 sigma in 39 act. ( 45.227432 sig out 1 act.) RANK 37 NODE 26 --> 47.177525 sigma in 39 act. ( 18.426384 sig out 1 act.) RANK 38 NODE 35 --> 43.485767 sigma in 39 act. ( 1.7563375 sig out 1 act.) RANK 39 NODE 12 --> 40.081638 sigma in 39 act. ( 0.41399771 sig out 1 act.) sorted by output significance RANK 1 NODE 28 --> 212.04639 sigma out 1 act.( 145.60109 sig in 39 act.) RANK 2 NODE 9 --> 155.27992 sigma out 1 act.( 127.14605 sig in 39 act.) RANK 3 NODE 10 --> 151.64784 sigma out 1 act.( 144.78847 sig in 39 act.) RANK 4 NODE 21 --> 138.19431 sigma out 1 act.( 117.95774 sig in 39 act.) RANK 5 NODE 32 --> 135.21794 sigma out 1 act.( 105.28648 sig in 39 act.) RANK 6 NODE 7 --> 122.39251 sigma out 1 act.( 104.81401 sig in 39 act.) RANK 7 NODE 13 --> 113.71194 sigma out 1 act.( 99.252029 sig in 39 act.) RANK 8 NODE 31 --> 112.47818 sigma out 1 act.( 97.469719 sig in 39 act.) RANK 9 NODE 29 --> 112.21481 sigma out 1 act.( 102.07030 sig in 39 act.) RANK 10 NODE 17 --> 105.70434 sigma out 1 act.( 85.975960 sig in 39 act.) RANK 11 NODE 22 --> 99.711845 sigma out 1 act.( 78.287659 sig in 39 act.) RANK 12 NODE 23 --> 98.511978 sigma out 1 act.( 87.497131 sig in 39 act.) RANK 13 NODE 20 --> 95.175201 sigma out 1 act.( 67.476349 sig in 39 act.) RANK 14 NODE 16 --> 95.078659 sigma out 1 act.( 85.441711 sig in 39 act.) RANK 15 NODE 33 --> 87.405785 sigma out 1 act.( 81.072311 sig in 39 act.) RANK 16 NODE 36 --> 87.297142 sigma out 1 act.( 72.164116 sig in 39 act.) RANK 17 NODE 25 --> 85.961212 sigma out 1 act.( 81.970215 sig in 39 act.) RANK 18 NODE 27 --> 83.650101 sigma out 1 act.( 80.045525 sig in 39 act.) RANK 19 NODE 3 --> 77.369682 sigma out 1 act.( 73.327805 sig in 39 act.) RANK 20 NODE 39 --> 71.517075 sigma out 1 act.( 55.049183 sig in 39 act.) RANK 21 NODE 30 --> 69.999573 sigma out 1 act.( 70.340698 sig in 39 act.) RANK 22 NODE 34 --> 65.108208 sigma out 1 act.( 65.567780 sig in 39 act.) RANK 23 NODE 37 --> 63.934940 sigma out 1 act.( 69.514992 sig in 39 act.) RANK 24 NODE 2 --> 59.381542 sigma out 1 act.( 64.103401 sig in 39 act.) RANK 25 NODE 14 --> 56.314281 sigma out 1 act.( 65.007172 sig in 39 act.) RANK 26 NODE 24 --> 45.227432 sigma out 1 act.( 47.892616 sig in 39 act.) RANK 27 NODE 18 --> 44.369774 sigma out 1 act.( 56.136944 sig in 39 act.) RANK 28 NODE 4 --> 42.758488 sigma out 1 act.( 53.577572 sig in 39 act.) RANK 29 NODE 38 --> 40.974533 sigma out 1 act.( 57.722332 sig in 39 act.) RANK 30 NODE 15 --> 38.107586 sigma out 1 act.( 57.309612 sig in 39 act.) RANK 31 NODE 5 --> 35.407932 sigma out 1 act.( 51.904942 sig in 39 act.) RANK 32 NODE 8 --> 34.780888 sigma out 1 act.( 58.894215 sig in 39 act.) RANK 33 NODE 11 --> 31.896639 sigma out 1 act.( 52.635693 sig in 39 act.) RANK 34 NODE 6 --> 29.617758 sigma out 1 act.( 55.551449 sig in 39 act.) RANK 35 NODE 1 --> 18.451605 sigma out 1 act.( 53.286224 sig in 39 act.) RANK 36 NODE 26 --> 18.426384 sigma out 1 act.( 47.177525 sig in 39 act.) RANK 37 NODE 19 --> 6.5579743 sigma out 1 act.( 59.011471 sig in 39 act.) RANK 38 NODE 35 --> 1.7563375 sigma out 1 act.( 43.485767 sig in 39 act.) RANK 39 NODE 12 --> 0.41399771 sigma out 1 act.( 40.081638 sig in 39 act.) RANK 1 NODE 1 --> 553.40472 sigma in 39 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 230.01279 sigma out 39 active outputs RANK 2 NODE 2 --> 163.80110 sigma out 39 active outputs RANK 3 NODE 5 --> 160.11145 sigma out 39 active outputs RANK 4 NODE 3 --> 146.25316 sigma out 39 active outputs RANK 5 NODE 4 --> 111.64018 sigma out 39 active outputs RANK 6 NODE 6 --> 108.30524 sigma out 39 active outputs RANK 7 NODE 7 --> 91.269608 sigma out 39 active outputs RANK 8 NODE 8 --> 69.367012 sigma out 39 active outputs RANK 9 NODE 12 --> 59.834084 sigma out 39 active outputs RANK 10 NODE 17 --> 57.386536 sigma out 39 active outputs RANK 11 NODE 10 --> 56.266289 sigma out 39 active outputs RANK 12 NODE 11 --> 53.670742 sigma out 39 active outputs RANK 13 NODE 9 --> 50.671326 sigma out 39 active outputs RANK 14 NODE 16 --> 50.499119 sigma out 39 active outputs RANK 15 NODE 18 --> 46.448082 sigma out 39 active outputs RANK 16 NODE 21 --> 46.251034 sigma out 39 active outputs RANK 17 NODE 20 --> 39.203777 sigma out 39 active outputs RANK 18 NODE 22 --> 37.479050 sigma out 39 active outputs RANK 19 NODE 19 --> 34.722408 sigma out 39 active outputs RANK 20 NODE 28 --> 34.192513 sigma out 39 active outputs RANK 21 NODE 23 --> 31.842180 sigma out 39 active outputs RANK 22 NODE 29 --> 31.391687 sigma out 39 active outputs RANK 23 NODE 13 --> 31.249483 sigma out 39 active outputs RANK 24 NODE 25 --> 30.289389 sigma out 39 active outputs RANK 25 NODE 24 --> 27.008528 sigma out 39 active outputs RANK 26 NODE 26 --> 26.144321 sigma out 39 active outputs RANK 27 NODE 30 --> 24.862749 sigma out 39 active outputs RANK 28 NODE 33 --> 23.257437 sigma out 39 active outputs RANK 29 NODE 27 --> 22.638489 sigma out 39 active outputs RANK 30 NODE 15 --> 18.398472 sigma out 39 active outputs RANK 31 NODE 31 --> 17.799940 sigma out 39 active outputs RANK 32 NODE 36 --> 16.848009 sigma out 39 active outputs RANK 33 NODE 32 --> 15.818238 sigma out 39 active outputs RANK 34 NODE 34 --> 13.267468 sigma out 39 active outputs RANK 35 NODE 35 --> 12.884523 sigma out 39 active outputs RANK 36 NODE 37 --> 9.9005432 sigma out 39 active outputs RANK 37 NODE 14 --> 9.4586687 sigma out 39 active outputs RANK 38 NODE 39 --> 6.5443225 sigma out 39 active outputs RANK 39 NODE 38 --> 6.4189425 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 162.08727 sigma in 39 act. ( 89.988052 sig out 1 act.) RANK 2 NODE 28 --> 142.50235 sigma in 39 act. ( 174.38765 sig out 1 act.) RANK 3 NODE 9 --> 128.13882 sigma in 39 act. ( 127.10895 sig out 1 act.) RANK 4 NODE 21 --> 111.07267 sigma in 39 act. ( 104.83195 sig out 1 act.) RANK 5 NODE 32 --> 111.02188 sigma in 39 act. ( 97.122955 sig out 1 act.) RANK 6 NODE 13 --> 100.08097 sigma in 39 act. ( 79.530052 sig out 1 act.) RANK 7 NODE 29 --> 99.582245 sigma in 39 act. ( 76.214111 sig out 1 act.) RANK 8 NODE 7 --> 95.134605 sigma in 39 act. ( 95.896240 sig out 1 act.) RANK 9 NODE 31 --> 95.125229 sigma in 39 act. ( 74.772964 sig out 1 act.) RANK 10 NODE 17 --> 86.124992 sigma in 39 act. ( 69.830620 sig out 1 act.) RANK 11 NODE 23 --> 85.763596 sigma in 39 act. ( 62.717255 sig out 1 act.) RANK 12 NODE 16 --> 73.833023 sigma in 39 act. ( 72.056793 sig out 1 act.) RANK 13 NODE 25 --> 73.083382 sigma in 39 act. ( 59.797955 sig out 1 act.) RANK 14 NODE 33 --> 72.697372 sigma in 39 act. ( 59.100407 sig out 1 act.) RANK 15 NODE 27 --> 72.162163 sigma in 39 act. ( 57.972870 sig out 1 act.) RANK 16 NODE 22 --> 71.571259 sigma in 39 act. ( 63.278111 sig out 1 act.) RANK 17 NODE 20 --> 64.575584 sigma in 39 act. ( 63.627277 sig out 1 act.) RANK 18 NODE 3 --> 64.466141 sigma in 39 act. ( 54.521595 sig out 1 act.) RANK 19 NODE 36 --> 64.424187 sigma in 39 act. ( 62.509727 sig out 1 act.) RANK 20 NODE 30 --> 62.237823 sigma in 39 act. ( 46.950180 sig out 1 act.) RANK 21 NODE 34 --> 51.241802 sigma in 39 act. ( 45.802887 sig out 1 act.) RANK 22 NODE 14 --> 48.040428 sigma in 39 act. ( 36.212830 sig out 1 act.) RANK 23 NODE 37 --> 46.314262 sigma in 39 act. ( 44.454208 sig out 1 act.) RANK 24 NODE 2 --> 41.021008 sigma in 39 act. ( 43.404427 sig out 1 act.) RANK 25 NODE 39 --> 39.731201 sigma in 39 act. ( 58.186749 sig out 1 act.) RANK 26 NODE 18 --> 38.080849 sigma in 39 act. ( 31.772409 sig out 1 act.) RANK 27 NODE 24 --> 27.258942 sigma in 39 act. ( 35.367886 sig out 1 act.) RANK 28 NODE 38 --> 26.608482 sigma in 39 act. ( 32.529945 sig out 1 act.) RANK 29 NODE 4 --> 26.118856 sigma in 39 act. ( 32.490326 sig out 1 act.) RANK 30 NODE 15 --> 25.726194 sigma in 39 act. ( 27.131819 sig out 1 act.) RANK 31 NODE 5 --> 24.770258 sigma in 39 act. ( 26.333364 sig out 1 act.) RANK 32 NODE 8 --> 23.635904 sigma in 39 act. ( 26.513634 sig out 1 act.) RANK 33 NODE 6 --> 22.215706 sigma in 39 act. ( 20.691032 sig out 1 act.) RANK 34 NODE 11 --> 21.720802 sigma in 39 act. ( 24.417673 sig out 1 act.) RANK 35 NODE 26 --> 15.280703 sigma in 39 act. ( 13.280765 sig out 1 act.) RANK 36 NODE 1 --> 14.846344 sigma in 39 act. ( 13.179794 sig out 1 act.) RANK 37 NODE 19 --> 8.2431564 sigma in 39 act. ( 4.7793374 sig out 1 act.) RANK 38 NODE 12 --> 5.5891871 sigma in 39 act. ( 0.26348811 sig out 1 act.) RANK 39 NODE 35 --> 5.4160686 sigma in 39 act. ( 1.1977246 sig out 1 act.) sorted by output significance RANK 1 NODE 28 --> 174.38765 sigma out 1 act.( 142.50235 sig in 39 act.) RANK 2 NODE 9 --> 127.10895 sigma out 1 act.( 128.13882 sig in 39 act.) RANK 3 NODE 21 --> 104.83195 sigma out 1 act.( 111.07267 sig in 39 act.) RANK 4 NODE 32 --> 97.122955 sigma out 1 act.( 111.02188 sig in 39 act.) RANK 5 NODE 7 --> 95.896240 sigma out 1 act.( 95.134605 sig in 39 act.) RANK 6 NODE 10 --> 89.988052 sigma out 1 act.( 162.08727 sig in 39 act.) RANK 7 NODE 13 --> 79.530052 sigma out 1 act.( 100.08097 sig in 39 act.) RANK 8 NODE 29 --> 76.214111 sigma out 1 act.( 99.582245 sig in 39 act.) RANK 9 NODE 31 --> 74.772964 sigma out 1 act.( 95.125229 sig in 39 act.) RANK 10 NODE 16 --> 72.056793 sigma out 1 act.( 73.833023 sig in 39 act.) RANK 11 NODE 17 --> 69.830620 sigma out 1 act.( 86.124992 sig in 39 act.) RANK 12 NODE 20 --> 63.627277 sigma out 1 act.( 64.575584 sig in 39 act.) RANK 13 NODE 22 --> 63.278111 sigma out 1 act.( 71.571259 sig in 39 act.) RANK 14 NODE 23 --> 62.717255 sigma out 1 act.( 85.763596 sig in 39 act.) RANK 15 NODE 36 --> 62.509727 sigma out 1 act.( 64.424187 sig in 39 act.) RANK 16 NODE 25 --> 59.797955 sigma out 1 act.( 73.083382 sig in 39 act.) RANK 17 NODE 33 --> 59.100407 sigma out 1 act.( 72.697372 sig in 39 act.) RANK 18 NODE 39 --> 58.186749 sigma out 1 act.( 39.731201 sig in 39 act.) RANK 19 NODE 27 --> 57.972870 sigma out 1 act.( 72.162163 sig in 39 act.) RANK 20 NODE 3 --> 54.521595 sigma out 1 act.( 64.466141 sig in 39 act.) RANK 21 NODE 30 --> 46.950180 sigma out 1 act.( 62.237823 sig in 39 act.) RANK 22 NODE 34 --> 45.802887 sigma out 1 act.( 51.241802 sig in 39 act.) RANK 23 NODE 37 --> 44.454208 sigma out 1 act.( 46.314262 sig in 39 act.) RANK 24 NODE 2 --> 43.404427 sigma out 1 act.( 41.021008 sig in 39 act.) RANK 25 NODE 14 --> 36.212830 sigma out 1 act.( 48.040428 sig in 39 act.) RANK 26 NODE 24 --> 35.367886 sigma out 1 act.( 27.258942 sig in 39 act.) RANK 27 NODE 38 --> 32.529945 sigma out 1 act.( 26.608482 sig in 39 act.) RANK 28 NODE 4 --> 32.490326 sigma out 1 act.( 26.118856 sig in 39 act.) RANK 29 NODE 18 --> 31.772409 sigma out 1 act.( 38.080849 sig in 39 act.) RANK 30 NODE 15 --> 27.131819 sigma out 1 act.( 25.726194 sig in 39 act.) RANK 31 NODE 8 --> 26.513634 sigma out 1 act.( 23.635904 sig in 39 act.) RANK 32 NODE 5 --> 26.333364 sigma out 1 act.( 24.770258 sig in 39 act.) RANK 33 NODE 11 --> 24.417673 sigma out 1 act.( 21.720802 sig in 39 act.) RANK 34 NODE 6 --> 20.691032 sigma out 1 act.( 22.215706 sig in 39 act.) RANK 35 NODE 26 --> 13.280765 sigma out 1 act.( 15.280703 sig in 39 act.) RANK 36 NODE 1 --> 13.179794 sigma out 1 act.( 14.846344 sig in 39 act.) RANK 37 NODE 19 --> 4.7793374 sigma out 1 act.( 8.2431564 sig in 39 act.) RANK 38 NODE 35 --> 1.1977246 sigma out 1 act.( 5.4160686 sig in 39 act.) RANK 39 NODE 12 --> 0.26348811 sigma out 1 act.( 5.5891871 sig in 39 act.) RANK 1 NODE 1 --> 402.66354 sigma in 39 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.48901874 *** contribution from regularisation: 9.92635381E-04 *** contribution from error: -0.49001136 *** contribution from DIAG: 5.48371645E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.53201014 *** contribution from regularisation: 2.66950810E-03 *** contribution from error: -0.53467965 *** contribution from DIAG: 6.24174791E-05 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.53391415 *** contribution from regularisation: 2.01921561E-03 *** contribution from error: -0.53593338 *** contribution from DIAG: 8.90995580E-05 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.48762974 *** contribution from regularisation: 2.23520747E-03 *** contribution from error: -0.48986495 *** contribution from DIAG: 1.43312081E-03 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.53222287 *** contribution from regularisation: 2.23844475E-03 *** contribution from error: -0.53446132 *** contribution from DIAG: 1.40910095E-04 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.53437692 *** contribution from regularisation: 2.24633375E-03 *** contribution from error: -0.53662324 *** contribution from DIAG: 7.57418675E-05 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.53539360 *** contribution from regularisation: 2.26841797E-03 *** contribution from error: -0.53766203 *** contribution from DIAG: 8.16628963E-05 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.53706139 *** contribution from regularisation: 2.31254403E-03 *** contribution from error: -0.53937393 *** contribution from DIAG: 1.17479991E-04 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.53719860 *** contribution from regularisation: 2.33883201E-03 *** contribution from error: -0.53953743 *** contribution from DIAG: 1.29802400E-04 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 286.45026 sigma out 39 active outputs RANK 2 NODE 5 --> 193.07033 sigma out 39 active outputs RANK 3 NODE 2 --> 177.84270 sigma out 39 active outputs RANK 4 NODE 3 --> 157.11108 sigma out 39 active outputs RANK 5 NODE 6 --> 127.84321 sigma out 39 active outputs RANK 6 NODE 4 --> 117.49661 sigma out 39 active outputs RANK 7 NODE 7 --> 99.338730 sigma out 39 active outputs RANK 8 NODE 8 --> 76.426895 sigma out 39 active outputs RANK 9 NODE 12 --> 69.861954 sigma out 39 active outputs RANK 10 NODE 10 --> 63.225315 sigma out 39 active outputs RANK 11 NODE 17 --> 62.521580 sigma out 39 active outputs RANK 12 NODE 11 --> 59.107113 sigma out 39 active outputs RANK 13 NODE 21 --> 58.591156 sigma out 39 active outputs RANK 14 NODE 9 --> 55.754028 sigma out 39 active outputs RANK 15 NODE 16 --> 55.413189 sigma out 39 active outputs RANK 16 NODE 18 --> 50.934124 sigma out 39 active outputs RANK 17 NODE 22 --> 47.890675 sigma out 39 active outputs RANK 18 NODE 20 --> 43.297325 sigma out 39 active outputs RANK 19 NODE 19 --> 40.216099 sigma out 39 active outputs RANK 20 NODE 28 --> 39.344730 sigma out 39 active outputs RANK 21 NODE 29 --> 37.573334 sigma out 39 active outputs RANK 22 NODE 13 --> 36.336105 sigma out 39 active outputs RANK 23 NODE 23 --> 35.763588 sigma out 39 active outputs RANK 24 NODE 25 --> 34.746292 sigma out 39 active outputs RANK 25 NODE 24 --> 31.631176 sigma out 39 active outputs RANK 26 NODE 26 --> 30.550291 sigma out 39 active outputs RANK 27 NODE 30 --> 29.833771 sigma out 39 active outputs RANK 28 NODE 33 --> 26.978382 sigma out 39 active outputs RANK 29 NODE 27 --> 26.341705 sigma out 39 active outputs RANK 30 NODE 31 --> 22.353249 sigma out 39 active outputs RANK 31 NODE 15 --> 21.639994 sigma out 39 active outputs RANK 32 NODE 36 --> 21.482012 sigma out 39 active outputs RANK 33 NODE 32 --> 19.707397 sigma out 39 active outputs RANK 34 NODE 34 --> 17.212143 sigma out 39 active outputs RANK 35 NODE 35 --> 16.833477 sigma out 39 active outputs RANK 36 NODE 14 --> 13.696073 sigma out 39 active outputs RANK 37 NODE 37 --> 13.610497 sigma out 39 active outputs RANK 38 NODE 39 --> 11.341382 sigma out 39 active outputs RANK 39 NODE 38 --> 10.315661 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 195.50655 sigma in 39 act. ( 93.823753 sig out 1 act.) RANK 2 NODE 28 --> 155.88055 sigma in 39 act. ( 190.03699 sig out 1 act.) RANK 3 NODE 9 --> 142.01839 sigma in 39 act. ( 137.64941 sig out 1 act.) RANK 4 NODE 32 --> 132.32787 sigma in 39 act. ( 109.66576 sig out 1 act.) RANK 5 NODE 21 --> 126.47554 sigma in 39 act. ( 116.87943 sig out 1 act.) RANK 6 NODE 29 --> 119.41948 sigma in 39 act. ( 78.208275 sig out 1 act.) RANK 7 NODE 13 --> 117.21700 sigma in 39 act. ( 84.853859 sig out 1 act.) RANK 8 NODE 31 --> 111.69380 sigma in 39 act. ( 81.879539 sig out 1 act.) RANK 9 NODE 7 --> 111.50960 sigma in 39 act. ( 111.22055 sig out 1 act.) RANK 10 NODE 17 --> 104.22301 sigma in 39 act. ( 77.053566 sig out 1 act.) RANK 11 NODE 23 --> 96.603256 sigma in 39 act. ( 63.919277 sig out 1 act.) RANK 12 NODE 33 --> 87.116943 sigma in 39 act. ( 67.698494 sig out 1 act.) RANK 13 NODE 16 --> 86.151054 sigma in 39 act. ( 81.748230 sig out 1 act.) RANK 14 NODE 27 --> 83.351303 sigma in 39 act. ( 62.134804 sig out 1 act.) RANK 15 NODE 22 --> 82.090485 sigma in 39 act. ( 66.539215 sig out 1 act.) RANK 16 NODE 25 --> 80.870064 sigma in 39 act. ( 63.811295 sig out 1 act.) RANK 17 NODE 36 --> 76.835510 sigma in 39 act. ( 70.936134 sig out 1 act.) RANK 18 NODE 3 --> 72.475662 sigma in 39 act. ( 56.714317 sig out 1 act.) RANK 19 NODE 20 --> 71.972160 sigma in 39 act. ( 64.862679 sig out 1 act.) RANK 20 NODE 30 --> 70.828888 sigma in 39 act. ( 51.001923 sig out 1 act.) RANK 21 NODE 14 --> 60.452171 sigma in 39 act. ( 43.408806 sig out 1 act.) RANK 22 NODE 34 --> 59.736183 sigma in 39 act. ( 50.096310 sig out 1 act.) RANK 23 NODE 37 --> 50.742077 sigma in 39 act. ( 46.670094 sig out 1 act.) RANK 24 NODE 2 --> 48.904507 sigma in 39 act. ( 50.074711 sig out 1 act.) RANK 25 NODE 39 --> 43.807537 sigma in 39 act. ( 61.437923 sig out 1 act.) RANK 26 NODE 18 --> 42.427494 sigma in 39 act. ( 34.843719 sig out 1 act.) RANK 27 NODE 24 --> 31.771431 sigma in 39 act. ( 40.486935 sig out 1 act.) RANK 28 NODE 38 --> 31.284632 sigma in 39 act. ( 36.601799 sig out 1 act.) RANK 29 NODE 8 --> 30.300058 sigma in 39 act. ( 32.581837 sig out 1 act.) RANK 30 NODE 15 --> 29.915628 sigma in 39 act. ( 29.673172 sig out 1 act.) RANK 31 NODE 6 --> 29.379242 sigma in 39 act. ( 26.001627 sig out 1 act.) RANK 32 NODE 5 --> 28.962648 sigma in 39 act. ( 29.284245 sig out 1 act.) RANK 33 NODE 4 --> 28.705526 sigma in 39 act. ( 34.740376 sig out 1 act.) RANK 34 NODE 11 --> 23.907507 sigma in 39 act. ( 24.831394 sig out 1 act.) RANK 35 NODE 1 --> 20.339693 sigma in 39 act. ( 16.808392 sig out 1 act.) RANK 36 NODE 26 --> 18.835846 sigma in 39 act. ( 15.421025 sig out 1 act.) RANK 37 NODE 19 --> 13.041837 sigma in 39 act. ( 5.7183847 sig out 1 act.) RANK 38 NODE 35 --> 8.8818464 sigma in 39 act. ( 0.80651581 sig out 1 act.) RANK 39 NODE 12 --> 8.4869385 sigma in 39 act. ( 0.37202653 sig out 1 act.) sorted by output significance RANK 1 NODE 28 --> 190.03699 sigma out 1 act.( 155.88055 sig in 39 act.) RANK 2 NODE 9 --> 137.64941 sigma out 1 act.( 142.01839 sig in 39 act.) RANK 3 NODE 21 --> 116.87943 sigma out 1 act.( 126.47554 sig in 39 act.) RANK 4 NODE 7 --> 111.22055 sigma out 1 act.( 111.50960 sig in 39 act.) RANK 5 NODE 32 --> 109.66576 sigma out 1 act.( 132.32787 sig in 39 act.) RANK 6 NODE 10 --> 93.823753 sigma out 1 act.( 195.50655 sig in 39 act.) RANK 7 NODE 13 --> 84.853859 sigma out 1 act.( 117.21700 sig in 39 act.) RANK 8 NODE 31 --> 81.879539 sigma out 1 act.( 111.69380 sig in 39 act.) RANK 9 NODE 16 --> 81.748230 sigma out 1 act.( 86.151054 sig in 39 act.) RANK 10 NODE 29 --> 78.208275 sigma out 1 act.( 119.41948 sig in 39 act.) RANK 11 NODE 17 --> 77.053566 sigma out 1 act.( 104.22301 sig in 39 act.) RANK 12 NODE 36 --> 70.936134 sigma out 1 act.( 76.835510 sig in 39 act.) RANK 13 NODE 33 --> 67.698494 sigma out 1 act.( 87.116943 sig in 39 act.) RANK 14 NODE 22 --> 66.539215 sigma out 1 act.( 82.090485 sig in 39 act.) RANK 15 NODE 20 --> 64.862679 sigma out 1 act.( 71.972160 sig in 39 act.) RANK 16 NODE 23 --> 63.919277 sigma out 1 act.( 96.603256 sig in 39 act.) RANK 17 NODE 25 --> 63.811295 sigma out 1 act.( 80.870064 sig in 39 act.) RANK 18 NODE 27 --> 62.134804 sigma out 1 act.( 83.351303 sig in 39 act.) RANK 19 NODE 39 --> 61.437923 sigma out 1 act.( 43.807537 sig in 39 act.) RANK 20 NODE 3 --> 56.714317 sigma out 1 act.( 72.475662 sig in 39 act.) RANK 21 NODE 30 --> 51.001923 sigma out 1 act.( 70.828888 sig in 39 act.) RANK 22 NODE 34 --> 50.096310 sigma out 1 act.( 59.736183 sig in 39 act.) RANK 23 NODE 2 --> 50.074711 sigma out 1 act.( 48.904507 sig in 39 act.) RANK 24 NODE 37 --> 46.670094 sigma out 1 act.( 50.742077 sig in 39 act.) RANK 25 NODE 14 --> 43.408806 sigma out 1 act.( 60.452171 sig in 39 act.) RANK 26 NODE 24 --> 40.486935 sigma out 1 act.( 31.771431 sig in 39 act.) RANK 27 NODE 38 --> 36.601799 sigma out 1 act.( 31.284632 sig in 39 act.) RANK 28 NODE 18 --> 34.843719 sigma out 1 act.( 42.427494 sig in 39 act.) RANK 29 NODE 4 --> 34.740376 sigma out 1 act.( 28.705526 sig in 39 act.) RANK 30 NODE 8 --> 32.581837 sigma out 1 act.( 30.300058 sig in 39 act.) RANK 31 NODE 15 --> 29.673172 sigma out 1 act.( 29.915628 sig in 39 act.) RANK 32 NODE 5 --> 29.284245 sigma out 1 act.( 28.962648 sig in 39 act.) RANK 33 NODE 6 --> 26.001627 sigma out 1 act.( 29.379242 sig in 39 act.) RANK 34 NODE 11 --> 24.831394 sigma out 1 act.( 23.907507 sig in 39 act.) RANK 35 NODE 1 --> 16.808392 sigma out 1 act.( 20.339693 sig in 39 act.) RANK 36 NODE 26 --> 15.421025 sigma out 1 act.( 18.835846 sig in 39 act.) RANK 37 NODE 19 --> 5.7183847 sigma out 1 act.( 13.041837 sig in 39 act.) RANK 38 NODE 35 --> 0.80651581 sigma out 1 act.( 8.8818464 sig in 39 act.) RANK 39 NODE 12 --> 0.37202653 sigma out 1 act.( 8.4869385 sig in 39 act.) RANK 1 NODE 1 --> 439.94150 sigma in 39 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.53740370 *** contribution from regularisation: 2.34471145E-03 *** contribution from error: -0.53974843 *** contribution from DIAG: 1.42064062E-04 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.53762043 *** contribution from regularisation: 2.34837178E-03 *** contribution from error: -0.53996879 *** contribution from DIAG: 1.39910873E-04 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.53789175 *** contribution from regularisation: 2.34129000E-03 *** contribution from error: -0.54023302 *** contribution from DIAG: 1.35573282E-04 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.53832871 *** contribution from regularisation: 2.35204212E-03 *** contribution from error: -0.54068077 *** contribution from DIAG: 1.23919745E-04 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.53878599 *** contribution from regularisation: 2.35437602E-03 *** contribution from error: -0.54114038 *** contribution from DIAG: 1.22898025E-04 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.53931314 *** contribution from regularisation: 2.34455708E-03 *** contribution from error: -0.54165769 *** contribution from DIAG: 1.10125176E-04 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.53991979 *** contribution from regularisation: 2.34588282E-03 *** contribution from error: -0.54226565 *** contribution from DIAG: 1.15105242E-04 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.54061931 *** contribution from regularisation: 2.34715873E-03 *** contribution from error: -0.54296649 *** contribution from DIAG: 1.15472423E-04 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.54107898 *** contribution from regularisation: 2.39045219E-03 *** contribution from error: -0.54346943 *** contribution from DIAG: 1.05383609E-04 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.54204947 *** contribution from regularisation: 2.33629718E-03 *** contribution from error: -0.54438579 *** contribution from DIAG: 1.01674777E-04 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 273.96329 sigma out 39 active outputs RANK 2 NODE 2 --> 209.23309 sigma out 39 active outputs RANK 3 NODE 5 --> 200.65398 sigma out 39 active outputs RANK 4 NODE 3 --> 157.46132 sigma out 39 active outputs RANK 5 NODE 6 --> 131.98193 sigma out 39 active outputs RANK 6 NODE 4 --> 106.75716 sigma out 39 active outputs RANK 7 NODE 7 --> 102.39326 sigma out 39 active outputs RANK 8 NODE 8 --> 88.735710 sigma out 39 active outputs RANK 9 NODE 12 --> 70.331657 sigma out 39 active outputs RANK 10 NODE 10 --> 65.601555 sigma out 39 active outputs RANK 11 NODE 17 --> 61.991566 sigma out 39 active outputs RANK 12 NODE 11 --> 55.464668 sigma out 39 active outputs RANK 13 NODE 16 --> 52.963722 sigma out 39 active outputs RANK 14 NODE 9 --> 52.644489 sigma out 39 active outputs RANK 15 NODE 21 --> 49.660202 sigma out 39 active outputs RANK 16 NODE 18 --> 46.478020 sigma out 39 active outputs RANK 17 NODE 22 --> 46.453743 sigma out 39 active outputs RANK 18 NODE 20 --> 39.584999 sigma out 39 active outputs RANK 19 NODE 29 --> 38.988964 sigma out 39 active outputs RANK 20 NODE 28 --> 37.741566 sigma out 39 active outputs RANK 21 NODE 19 --> 37.699818 sigma out 39 active outputs RANK 22 NODE 23 --> 35.489960 sigma out 39 active outputs RANK 23 NODE 13 --> 34.634438 sigma out 39 active outputs RANK 24 NODE 25 --> 32.195751 sigma out 39 active outputs RANK 25 NODE 24 --> 30.934437 sigma out 39 active outputs RANK 26 NODE 26 --> 29.474337 sigma out 39 active outputs RANK 27 NODE 30 --> 27.346123 sigma out 39 active outputs RANK 28 NODE 27 --> 24.907965 sigma out 39 active outputs RANK 29 NODE 33 --> 24.414480 sigma out 39 active outputs RANK 30 NODE 36 --> 23.112877 sigma out 39 active outputs RANK 31 NODE 31 --> 21.585253 sigma out 39 active outputs RANK 32 NODE 39 --> 19.387911 sigma out 39 active outputs RANK 33 NODE 32 --> 17.960409 sigma out 39 active outputs RANK 34 NODE 35 --> 17.005703 sigma out 39 active outputs RANK 35 NODE 15 --> 16.608007 sigma out 39 active outputs RANK 36 NODE 34 --> 15.964836 sigma out 39 active outputs RANK 37 NODE 37 --> 13.845324 sigma out 39 active outputs RANK 38 NODE 14 --> 11.966446 sigma out 39 active outputs RANK 39 NODE 38 --> 10.452578 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 193.08154 sigma in 39 act. ( 87.997726 sig out 1 act.) RANK 2 NODE 21 --> 156.02466 sigma in 39 act. ( 148.91255 sig out 1 act.) RANK 3 NODE 28 --> 148.20546 sigma in 39 act. ( 208.86597 sig out 1 act.) RANK 4 NODE 32 --> 141.27551 sigma in 39 act. ( 182.98503 sig out 1 act.) RANK 5 NODE 7 --> 120.88627 sigma in 39 act. ( 144.26544 sig out 1 act.) RANK 6 NODE 31 --> 117.00684 sigma in 39 act. ( 99.921532 sig out 1 act.) RANK 7 NODE 9 --> 113.05752 sigma in 39 act. ( 145.38882 sig out 1 act.) RANK 8 NODE 29 --> 112.42760 sigma in 39 act. ( 78.717819 sig out 1 act.) RANK 9 NODE 36 --> 110.33459 sigma in 39 act. ( 106.95747 sig out 1 act.) RANK 10 NODE 17 --> 108.14415 sigma in 39 act. ( 92.287231 sig out 1 act.) RANK 11 NODE 13 --> 105.47166 sigma in 39 act. ( 94.707932 sig out 1 act.) RANK 12 NODE 33 --> 99.037682 sigma in 39 act. ( 81.151680 sig out 1 act.) RANK 13 NODE 16 --> 89.276230 sigma in 39 act. ( 106.27504 sig out 1 act.) RANK 14 NODE 22 --> 87.339729 sigma in 39 act. ( 70.045418 sig out 1 act.) RANK 15 NODE 25 --> 85.723495 sigma in 39 act. ( 67.062050 sig out 1 act.) RANK 16 NODE 23 --> 80.774750 sigma in 39 act. ( 59.460056 sig out 1 act.) RANK 17 NODE 27 --> 79.782211 sigma in 39 act. ( 65.297188 sig out 1 act.) RANK 18 NODE 14 --> 69.541771 sigma in 39 act. ( 55.866570 sig out 1 act.) RANK 19 NODE 3 --> 66.800858 sigma in 39 act. ( 51.852623 sig out 1 act.) RANK 20 NODE 20 --> 66.519981 sigma in 39 act. ( 52.800770 sig out 1 act.) RANK 21 NODE 30 --> 63.737610 sigma in 39 act. ( 49.079891 sig out 1 act.) RANK 22 NODE 34 --> 61.994320 sigma in 39 act. ( 48.765427 sig out 1 act.) RANK 23 NODE 2 --> 52.656136 sigma in 39 act. ( 56.753437 sig out 1 act.) RANK 24 NODE 39 --> 44.225975 sigma in 39 act. ( 56.327564 sig out 1 act.) RANK 25 NODE 37 --> 43.322693 sigma in 39 act. ( 40.758167 sig out 1 act.) RANK 26 NODE 6 --> 40.946743 sigma in 39 act. ( 39.986034 sig out 1 act.) RANK 27 NODE 24 --> 37.214069 sigma in 39 act. ( 43.994995 sig out 1 act.) RANK 28 NODE 38 --> 34.721466 sigma in 39 act. ( 39.419621 sig out 1 act.) RANK 29 NODE 8 --> 33.692566 sigma in 39 act. ( 38.058884 sig out 1 act.) RANK 30 NODE 5 --> 30.171688 sigma in 39 act. ( 29.976305 sig out 1 act.) RANK 31 NODE 18 --> 27.282583 sigma in 39 act. ( 22.678936 sig out 1 act.) RANK 32 NODE 15 --> 24.766981 sigma in 39 act. ( 22.831116 sig out 1 act.) RANK 33 NODE 4 --> 24.150131 sigma in 39 act. ( 29.671879 sig out 1 act.) RANK 34 NODE 1 --> 22.943495 sigma in 39 act. ( 20.725910 sig out 1 act.) RANK 35 NODE 26 --> 16.901068 sigma in 39 act. ( 13.803940 sig out 1 act.) RANK 36 NODE 11 --> 16.762434 sigma in 39 act. ( 16.258694 sig out 1 act.) RANK 37 NODE 19 --> 11.779558 sigma in 39 act. ( 3.1835670 sig out 1 act.) RANK 38 NODE 35 --> 8.9638071 sigma in 39 act. ( 2.2164614 sig out 1 act.) RANK 39 NODE 12 --> 7.9998379 sigma in 39 act. ( 0.37090418 sig out 1 act.) sorted by output significance RANK 1 NODE 28 --> 208.86597 sigma out 1 act.( 148.20546 sig in 39 act.) RANK 2 NODE 32 --> 182.98503 sigma out 1 act.( 141.27551 sig in 39 act.) RANK 3 NODE 21 --> 148.91255 sigma out 1 act.( 156.02466 sig in 39 act.) RANK 4 NODE 9 --> 145.38882 sigma out 1 act.( 113.05752 sig in 39 act.) RANK 5 NODE 7 --> 144.26544 sigma out 1 act.( 120.88627 sig in 39 act.) RANK 6 NODE 36 --> 106.95747 sigma out 1 act.( 110.33459 sig in 39 act.) RANK 7 NODE 16 --> 106.27504 sigma out 1 act.( 89.276230 sig in 39 act.) RANK 8 NODE 31 --> 99.921532 sigma out 1 act.( 117.00684 sig in 39 act.) RANK 9 NODE 13 --> 94.707932 sigma out 1 act.( 105.47166 sig in 39 act.) RANK 10 NODE 17 --> 92.287231 sigma out 1 act.( 108.14415 sig in 39 act.) RANK 11 NODE 10 --> 87.997726 sigma out 1 act.( 193.08154 sig in 39 act.) RANK 12 NODE 33 --> 81.151680 sigma out 1 act.( 99.037682 sig in 39 act.) RANK 13 NODE 29 --> 78.717819 sigma out 1 act.( 112.42760 sig in 39 act.) RANK 14 NODE 22 --> 70.045418 sigma out 1 act.( 87.339729 sig in 39 act.) RANK 15 NODE 25 --> 67.062050 sigma out 1 act.( 85.723495 sig in 39 act.) RANK 16 NODE 27 --> 65.297188 sigma out 1 act.( 79.782211 sig in 39 act.) RANK 17 NODE 23 --> 59.460056 sigma out 1 act.( 80.774750 sig in 39 act.) RANK 18 NODE 2 --> 56.753437 sigma out 1 act.( 52.656136 sig in 39 act.) RANK 19 NODE 39 --> 56.327564 sigma out 1 act.( 44.225975 sig in 39 act.) RANK 20 NODE 14 --> 55.866570 sigma out 1 act.( 69.541771 sig in 39 act.) RANK 21 NODE 20 --> 52.800770 sigma out 1 act.( 66.519981 sig in 39 act.) RANK 22 NODE 3 --> 51.852623 sigma out 1 act.( 66.800858 sig in 39 act.) RANK 23 NODE 30 --> 49.079891 sigma out 1 act.( 63.737610 sig in 39 act.) RANK 24 NODE 34 --> 48.765427 sigma out 1 act.( 61.994320 sig in 39 act.) RANK 25 NODE 24 --> 43.994995 sigma out 1 act.( 37.214069 sig in 39 act.) RANK 26 NODE 37 --> 40.758167 sigma out 1 act.( 43.322693 sig in 39 act.) RANK 27 NODE 6 --> 39.986034 sigma out 1 act.( 40.946743 sig in 39 act.) RANK 28 NODE 38 --> 39.419621 sigma out 1 act.( 34.721466 sig in 39 act.) RANK 29 NODE 8 --> 38.058884 sigma out 1 act.( 33.692566 sig in 39 act.) RANK 30 NODE 5 --> 29.976305 sigma out 1 act.( 30.171688 sig in 39 act.) RANK 31 NODE 4 --> 29.671879 sigma out 1 act.( 24.150131 sig in 39 act.) RANK 32 NODE 15 --> 22.831116 sigma out 1 act.( 24.766981 sig in 39 act.) RANK 33 NODE 18 --> 22.678936 sigma out 1 act.( 27.282583 sig in 39 act.) RANK 34 NODE 1 --> 20.725910 sigma out 1 act.( 22.943495 sig in 39 act.) RANK 35 NODE 11 --> 16.258694 sigma out 1 act.( 16.762434 sig in 39 act.) RANK 36 NODE 26 --> 13.803940 sigma out 1 act.( 16.901068 sig in 39 act.) RANK 37 NODE 19 --> 3.1835670 sigma out 1 act.( 11.779558 sig in 39 act.) RANK 38 NODE 35 --> 2.2164614 sigma out 1 act.( 8.9638071 sig in 39 act.) RANK 39 NODE 12 --> 0.37090418 sigma out 1 act.( 7.9998379 sig in 39 act.) RANK 1 NODE 1 --> 510.74280 sigma in 39 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.54249454 *** contribution from regularisation: 2.31106416E-03 *** contribution from error: -0.54480559 *** contribution from DIAG: 9.94114016E-05 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.54291505 *** contribution from regularisation: 2.34256382E-03 *** contribution from error: -0.54525763 *** contribution from DIAG: 9.43407649E-05 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.54354209 *** contribution from regularisation: 2.37945607E-03 *** contribution from error: -0.54592156 *** contribution from DIAG: 9.20552047E-05 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.54424101 *** contribution from regularisation: 2.40367488E-03 *** contribution from error: -0.54664469 *** contribution from DIAG: 9.81044650E-05 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.54493397 *** contribution from regularisation: 2.44687730E-03 *** contribution from error: -0.54738086 *** contribution from DIAG: 9.94665752E-05 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.54518825 *** contribution from regularisation: 2.47558719E-03 *** contribution from error: -0.54766381 *** contribution from DIAG: 1.02881844E-04 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.54577428 *** contribution from regularisation: 2.36619893E-03 *** contribution from error: -0.54814047 *** contribution from DIAG: 9.17959260E-05 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.54599005 *** contribution from regularisation: 2.35821167E-03 *** contribution from error: -0.54834825 *** contribution from DIAG: 8.73494791E-05 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.54628444 *** contribution from regularisation: 2.38389545E-03 *** contribution from error: -0.54866832 *** contribution from DIAG: 8.33874437E-05 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.54618216 *** contribution from regularisation: 2.40488211E-03 *** contribution from error: -0.54858702 *** contribution from DIAG: 1.22941128E-04 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 303.59253 sigma out 39 active outputs RANK 2 NODE 2 --> 255.12746 sigma out 39 active outputs RANK 3 NODE 5 --> 238.98450 sigma out 39 active outputs RANK 4 NODE 3 --> 197.72029 sigma out 39 active outputs RANK 5 NODE 6 --> 167.07881 sigma out 39 active outputs RANK 6 NODE 8 --> 130.85474 sigma out 39 active outputs RANK 7 NODE 7 --> 122.19297 sigma out 39 active outputs RANK 8 NODE 4 --> 115.74844 sigma out 39 active outputs RANK 9 NODE 10 --> 85.375847 sigma out 39 active outputs RANK 10 NODE 12 --> 84.230164 sigma out 39 active outputs RANK 11 NODE 17 --> 70.072968 sigma out 39 active outputs RANK 12 NODE 16 --> 61.704185 sigma out 39 active outputs RANK 13 NODE 11 --> 59.317539 sigma out 39 active outputs RANK 14 NODE 9 --> 55.970806 sigma out 39 active outputs RANK 15 NODE 21 --> 53.512444 sigma out 39 active outputs RANK 16 NODE 22 --> 47.299755 sigma out 39 active outputs RANK 17 NODE 18 --> 42.786839 sigma out 39 active outputs RANK 18 NODE 20 --> 41.938324 sigma out 39 active outputs RANK 19 NODE 28 --> 40.549118 sigma out 39 active outputs RANK 20 NODE 29 --> 40.472939 sigma out 39 active outputs RANK 21 NODE 23 --> 40.207222 sigma out 39 active outputs RANK 22 NODE 19 --> 37.215824 sigma out 39 active outputs RANK 23 NODE 24 --> 35.539429 sigma out 39 active outputs RANK 24 NODE 13 --> 35.267483 sigma out 39 active outputs RANK 25 NODE 39 --> 32.600395 sigma out 39 active outputs RANK 26 NODE 26 --> 32.204681 sigma out 39 active outputs RANK 27 NODE 25 --> 31.407049 sigma out 39 active outputs RANK 28 NODE 30 --> 26.714052 sigma out 39 active outputs RANK 29 NODE 27 --> 24.244650 sigma out 39 active outputs RANK 30 NODE 36 --> 23.689564 sigma out 39 active outputs RANK 31 NODE 33 --> 23.551041 sigma out 39 active outputs RANK 32 NODE 31 --> 21.079479 sigma out 39 active outputs RANK 33 NODE 35 --> 17.646397 sigma out 39 active outputs RANK 34 NODE 32 --> 17.536135 sigma out 39 active outputs RANK 35 NODE 15 --> 17.350872 sigma out 39 active outputs RANK 36 NODE 34 --> 15.932446 sigma out 39 active outputs RANK 37 NODE 37 --> 14.985277 sigma out 39 active outputs RANK 38 NODE 14 --> 13.915854 sigma out 39 active outputs RANK 39 NODE 38 --> 10.946228 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 209.56850 sigma in 39 act. ( 110.26749 sig out 1 act.) RANK 2 NODE 21 --> 200.32632 sigma in 39 act. ( 180.49997 sig out 1 act.) RANK 3 NODE 32 --> 171.09465 sigma in 39 act. ( 259.27850 sig out 1 act.) RANK 4 NODE 36 --> 166.12563 sigma in 39 act. ( 168.85083 sig out 1 act.) RANK 5 NODE 28 --> 163.80898 sigma in 39 act. ( 218.77711 sig out 1 act.) RANK 6 NODE 7 --> 156.17047 sigma in 39 act. ( 182.56020 sig out 1 act.) RANK 7 NODE 9 --> 132.55981 sigma in 39 act. ( 160.67802 sig out 1 act.) RANK 8 NODE 31 --> 129.57149 sigma in 39 act. ( 119.89607 sig out 1 act.) RANK 9 NODE 17 --> 126.39002 sigma in 39 act. ( 110.14207 sig out 1 act.) RANK 10 NODE 29 --> 125.81509 sigma in 39 act. ( 85.865410 sig out 1 act.) RANK 11 NODE 33 --> 117.61839 sigma in 39 act. ( 99.640442 sig out 1 act.) RANK 12 NODE 13 --> 116.35839 sigma in 39 act. ( 118.93058 sig out 1 act.) RANK 13 NODE 16 --> 113.13124 sigma in 39 act. ( 137.00497 sig out 1 act.) RANK 14 NODE 22 --> 107.63660 sigma in 39 act. ( 86.804459 sig out 1 act.) RANK 15 NODE 25 --> 104.40150 sigma in 39 act. ( 81.420395 sig out 1 act.) RANK 16 NODE 27 --> 85.656281 sigma in 39 act. ( 81.816170 sig out 1 act.) RANK 17 NODE 14 --> 82.874321 sigma in 39 act. ( 70.510918 sig out 1 act.) RANK 18 NODE 23 --> 82.379036 sigma in 39 act. ( 79.888359 sig out 1 act.) RANK 19 NODE 20 --> 74.919083 sigma in 39 act. ( 54.836517 sig out 1 act.) RANK 20 NODE 3 --> 70.457428 sigma in 39 act. ( 56.776932 sig out 1 act.) RANK 21 NODE 34 --> 68.100060 sigma in 39 act. ( 51.018101 sig out 1 act.) RANK 22 NODE 6 --> 60.503853 sigma in 39 act. ( 64.671829 sig out 1 act.) RANK 23 NODE 30 --> 59.528130 sigma in 39 act. ( 48.470181 sig out 1 act.) RANK 24 NODE 2 --> 57.999447 sigma in 39 act. ( 66.006630 sig out 1 act.) RANK 25 NODE 39 --> 51.961990 sigma in 39 act. ( 63.073486 sig out 1 act.) RANK 26 NODE 24 --> 49.110462 sigma in 39 act. ( 53.881737 sig out 1 act.) RANK 27 NODE 37 --> 43.034428 sigma in 39 act. ( 42.165806 sig out 1 act.) RANK 28 NODE 38 --> 39.046581 sigma in 39 act. ( 42.860683 sig out 1 act.) RANK 29 NODE 8 --> 37.109554 sigma in 39 act. ( 46.548782 sig out 1 act.) RANK 30 NODE 5 --> 34.470875 sigma in 39 act. ( 35.621883 sig out 1 act.) RANK 31 NODE 1 --> 28.931446 sigma in 39 act. ( 27.917006 sig out 1 act.) RANK 32 NODE 4 --> 22.424625 sigma in 39 act. ( 28.015415 sig out 1 act.) RANK 33 NODE 18 --> 20.817286 sigma in 39 act. ( 16.943007 sig out 1 act.) RANK 34 NODE 15 --> 19.276651 sigma in 39 act. ( 16.234884 sig out 1 act.) RANK 35 NODE 26 --> 16.713871 sigma in 39 act. ( 14.519192 sig out 1 act.) RANK 36 NODE 19 --> 13.374426 sigma in 39 act. ( 7.9209566 sig out 1 act.) RANK 37 NODE 11 --> 13.039615 sigma in 39 act. ( 11.245691 sig out 1 act.) RANK 38 NODE 35 --> 10.118080 sigma in 39 act. ( 5.5083742 sig out 1 act.) RANK 39 NODE 12 --> 7.5468092 sigma in 39 act. ( 1.3229055 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 259.27850 sigma out 1 act.( 171.09465 sig in 39 act.) RANK 2 NODE 28 --> 218.77711 sigma out 1 act.( 163.80898 sig in 39 act.) RANK 3 NODE 7 --> 182.56020 sigma out 1 act.( 156.17047 sig in 39 act.) RANK 4 NODE 21 --> 180.49997 sigma out 1 act.( 200.32632 sig in 39 act.) RANK 5 NODE 36 --> 168.85083 sigma out 1 act.( 166.12563 sig in 39 act.) RANK 6 NODE 9 --> 160.67802 sigma out 1 act.( 132.55981 sig in 39 act.) RANK 7 NODE 16 --> 137.00497 sigma out 1 act.( 113.13124 sig in 39 act.) RANK 8 NODE 31 --> 119.89607 sigma out 1 act.( 129.57149 sig in 39 act.) RANK 9 NODE 13 --> 118.93058 sigma out 1 act.( 116.35839 sig in 39 act.) RANK 10 NODE 10 --> 110.26749 sigma out 1 act.( 209.56850 sig in 39 act.) RANK 11 NODE 17 --> 110.14207 sigma out 1 act.( 126.39002 sig in 39 act.) RANK 12 NODE 33 --> 99.640442 sigma out 1 act.( 117.61839 sig in 39 act.) RANK 13 NODE 22 --> 86.804459 sigma out 1 act.( 107.63660 sig in 39 act.) RANK 14 NODE 29 --> 85.865410 sigma out 1 act.( 125.81509 sig in 39 act.) RANK 15 NODE 27 --> 81.816170 sigma out 1 act.( 85.656281 sig in 39 act.) RANK 16 NODE 25 --> 81.420395 sigma out 1 act.( 104.40150 sig in 39 act.) RANK 17 NODE 23 --> 79.888359 sigma out 1 act.( 82.379036 sig in 39 act.) RANK 18 NODE 14 --> 70.510918 sigma out 1 act.( 82.874321 sig in 39 act.) RANK 19 NODE 2 --> 66.006630 sigma out 1 act.( 57.999447 sig in 39 act.) RANK 20 NODE 6 --> 64.671829 sigma out 1 act.( 60.503853 sig in 39 act.) RANK 21 NODE 39 --> 63.073486 sigma out 1 act.( 51.961990 sig in 39 act.) RANK 22 NODE 3 --> 56.776932 sigma out 1 act.( 70.457428 sig in 39 act.) RANK 23 NODE 20 --> 54.836517 sigma out 1 act.( 74.919083 sig in 39 act.) RANK 24 NODE 24 --> 53.881737 sigma out 1 act.( 49.110462 sig in 39 act.) RANK 25 NODE 34 --> 51.018101 sigma out 1 act.( 68.100060 sig in 39 act.) RANK 26 NODE 30 --> 48.470181 sigma out 1 act.( 59.528130 sig in 39 act.) RANK 27 NODE 8 --> 46.548782 sigma out 1 act.( 37.109554 sig in 39 act.) RANK 28 NODE 38 --> 42.860683 sigma out 1 act.( 39.046581 sig in 39 act.) RANK 29 NODE 37 --> 42.165806 sigma out 1 act.( 43.034428 sig in 39 act.) RANK 30 NODE 5 --> 35.621883 sigma out 1 act.( 34.470875 sig in 39 act.) RANK 31 NODE 4 --> 28.015415 sigma out 1 act.( 22.424625 sig in 39 act.) RANK 32 NODE 1 --> 27.917006 sigma out 1 act.( 28.931446 sig in 39 act.) RANK 33 NODE 18 --> 16.943007 sigma out 1 act.( 20.817286 sig in 39 act.) RANK 34 NODE 15 --> 16.234884 sigma out 1 act.( 19.276651 sig in 39 act.) RANK 35 NODE 26 --> 14.519192 sigma out 1 act.( 16.713871 sig in 39 act.) RANK 36 NODE 11 --> 11.245691 sigma out 1 act.( 13.039615 sig in 39 act.) RANK 37 NODE 19 --> 7.9209566 sigma out 1 act.( 13.374426 sig in 39 act.) RANK 38 NODE 35 --> 5.5083742 sigma out 1 act.( 10.118080 sig in 39 act.) RANK 39 NODE 12 --> 1.3229055 sigma out 1 act.( 7.5468092 sig in 39 act.) RANK 1 NODE 1 --> 626.59393 sigma in 39 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.54656446 *** contribution from regularisation: 2.36663502E-03 *** contribution from error: -0.54893112 *** contribution from DIAG: 9.75282164E-05 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.54691136 *** contribution from regularisation: 2.41247355E-03 *** contribution from error: -0.54932386 *** contribution from DIAG: 8.20175119E-05 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.54718167 *** contribution from regularisation: 2.41301395E-03 *** contribution from error: -0.54959470 *** contribution from DIAG: 7.95258748E-05 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.54757017 *** contribution from regularisation: 2.46614730E-03 *** contribution from error: -0.55003631 *** contribution from DIAG: 7.92896899E-05 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.54789233 *** contribution from regularisation: 2.49363179E-03 *** contribution from error: -0.55038595 *** contribution from DIAG: 8.40159191E-05 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.54830337 *** contribution from regularisation: 2.41838885E-03 *** contribution from error: -0.55072176 *** contribution from DIAG: 7.31743639E-05 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.54857635 *** contribution from regularisation: 2.42863712E-03 *** contribution from error: -0.55100501 *** contribution from DIAG: 7.35868525E-05 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.54874402 *** contribution from regularisation: 2.42543989E-03 *** contribution from error: -0.55116946 *** contribution from DIAG: 7.57005473E-05 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.54885733 *** contribution from regularisation: 2.46805954E-03 *** contribution from error: -0.55132538 *** contribution from DIAG: 1.14878247E-04 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 336.75101 sigma out 39 active outputs RANK 2 NODE 2 --> 293.98090 sigma out 39 active outputs RANK 3 NODE 5 --> 273.00806 sigma out 39 active outputs RANK 4 NODE 3 --> 247.72795 sigma out 39 active outputs RANK 5 NODE 6 --> 220.05759 sigma out 39 active outputs RANK 6 NODE 8 --> 201.16273 sigma out 39 active outputs RANK 7 NODE 7 --> 146.57010 sigma out 39 active outputs RANK 8 NODE 4 --> 132.59828 sigma out 39 active outputs RANK 9 NODE 10 --> 115.49013 sigma out 39 active outputs RANK 10 NODE 12 --> 101.69787 sigma out 39 active outputs RANK 11 NODE 17 --> 81.352036 sigma out 39 active outputs RANK 12 NODE 16 --> 76.009216 sigma out 39 active outputs RANK 13 NODE 21 --> 64.297058 sigma out 39 active outputs RANK 14 NODE 11 --> 64.105354 sigma out 39 active outputs RANK 15 NODE 9 --> 60.082150 sigma out 39 active outputs RANK 16 NODE 22 --> 51.256981 sigma out 39 active outputs RANK 17 NODE 20 --> 48.872311 sigma out 39 active outputs RANK 18 NODE 23 --> 47.543365 sigma out 39 active outputs RANK 19 NODE 29 --> 44.939449 sigma out 39 active outputs RANK 20 NODE 28 --> 44.049335 sigma out 39 active outputs RANK 21 NODE 18 --> 43.209606 sigma out 39 active outputs RANK 22 NODE 39 --> 41.871403 sigma out 39 active outputs RANK 23 NODE 24 --> 41.668816 sigma out 39 active outputs RANK 24 NODE 19 --> 38.583088 sigma out 39 active outputs RANK 25 NODE 26 --> 37.646790 sigma out 39 active outputs RANK 26 NODE 13 --> 34.562756 sigma out 39 active outputs RANK 27 NODE 25 --> 30.974009 sigma out 39 active outputs RANK 28 NODE 30 --> 27.883757 sigma out 39 active outputs RANK 29 NODE 36 --> 23.052219 sigma out 39 active outputs RANK 30 NODE 33 --> 22.769455 sigma out 39 active outputs RANK 31 NODE 27 --> 22.605900 sigma out 39 active outputs RANK 32 NODE 31 --> 20.387405 sigma out 39 active outputs RANK 33 NODE 32 --> 18.273132 sigma out 39 active outputs RANK 34 NODE 35 --> 17.211241 sigma out 39 active outputs RANK 35 NODE 34 --> 16.363859 sigma out 39 active outputs RANK 36 NODE 15 --> 15.733647 sigma out 39 active outputs RANK 37 NODE 37 --> 15.469235 sigma out 39 active outputs RANK 38 NODE 14 --> 13.250322 sigma out 39 active outputs RANK 39 NODE 38 --> 11.269047 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 21 --> 245.05669 sigma in 39 act. ( 204.03500 sig out 1 act.) RANK 2 NODE 32 --> 235.68552 sigma in 39 act. ( 317.04190 sig out 1 act.) RANK 3 NODE 36 --> 228.18123 sigma in 39 act. ( 231.94292 sig out 1 act.) RANK 4 NODE 10 --> 227.32443 sigma in 39 act. ( 143.57794 sig out 1 act.) RANK 5 NODE 7 --> 196.05835 sigma in 39 act. ( 224.24765 sig out 1 act.) RANK 6 NODE 28 --> 183.10869 sigma in 39 act. ( 222.70811 sig out 1 act.) RANK 7 NODE 16 --> 155.62836 sigma in 39 act. ( 168.28320 sig out 1 act.) RANK 8 NODE 31 --> 147.67345 sigma in 39 act. ( 140.53375 sig out 1 act.) RANK 9 NODE 9 --> 146.65451 sigma in 39 act. ( 174.25381 sig out 1 act.) RANK 10 NODE 17 --> 143.10629 sigma in 39 act. ( 126.25874 sig out 1 act.) RANK 11 NODE 29 --> 141.50929 sigma in 39 act. ( 97.453651 sig out 1 act.) RANK 12 NODE 22 --> 138.84979 sigma in 39 act. ( 116.31342 sig out 1 act.) RANK 13 NODE 33 --> 133.19110 sigma in 39 act. ( 114.14400 sig out 1 act.) RANK 14 NODE 13 --> 123.96650 sigma in 39 act. ( 138.91911 sig out 1 act.) RANK 15 NODE 25 --> 119.49381 sigma in 39 act. ( 94.845688 sig out 1 act.) RANK 16 NODE 14 --> 93.260849 sigma in 39 act. ( 76.870201 sig out 1 act.) RANK 17 NODE 27 --> 90.107307 sigma in 39 act. ( 96.109711 sig out 1 act.) RANK 18 NODE 23 --> 84.535675 sigma in 39 act. ( 96.670113 sig out 1 act.) RANK 19 NODE 20 --> 82.690262 sigma in 39 act. ( 64.210320 sig out 1 act.) RANK 20 NODE 6 --> 78.958519 sigma in 39 act. ( 91.608032 sig out 1 act.) RANK 21 NODE 3 --> 76.245880 sigma in 39 act. ( 65.729752 sig out 1 act.) RANK 22 NODE 34 --> 68.936180 sigma in 39 act. ( 52.274342 sig out 1 act.) RANK 23 NODE 2 --> 63.799889 sigma in 39 act. ( 76.074539 sig out 1 act.) RANK 24 NODE 24 --> 57.892391 sigma in 39 act. ( 61.596428 sig out 1 act.) RANK 25 NODE 30 --> 57.735550 sigma in 39 act. ( 45.806137 sig out 1 act.) RANK 26 NODE 39 --> 57.304211 sigma in 39 act. ( 70.721252 sig out 1 act.) RANK 27 NODE 37 --> 45.435551 sigma in 39 act. ( 47.240978 sig out 1 act.) RANK 28 NODE 5 --> 41.418324 sigma in 39 act. ( 46.934364 sig out 1 act.) RANK 29 NODE 8 --> 40.903091 sigma in 39 act. ( 56.026653 sig out 1 act.) RANK 30 NODE 38 --> 39.104324 sigma in 39 act. ( 42.860004 sig out 1 act.) RANK 31 NODE 1 --> 33.301769 sigma in 39 act. ( 32.527889 sig out 1 act.) RANK 32 NODE 4 --> 23.975029 sigma in 39 act. ( 31.183384 sig out 1 act.) RANK 33 NODE 18 --> 18.183472 sigma in 39 act. ( 14.737542 sig out 1 act.) RANK 34 NODE 19 --> 16.156191 sigma in 39 act. ( 12.710793 sig out 1 act.) RANK 35 NODE 26 --> 16.068254 sigma in 39 act. ( 14.799507 sig out 1 act.) RANK 36 NODE 15 --> 16.014309 sigma in 39 act. ( 12.521699 sig out 1 act.) RANK 37 NODE 35 --> 11.484959 sigma in 39 act. ( 8.1304064 sig out 1 act.) RANK 38 NODE 11 --> 9.8223543 sigma in 39 act. ( 5.7067504 sig out 1 act.) RANK 39 NODE 12 --> 7.2052298 sigma in 39 act. ( 2.3271377 sig out 1 act.) sorted by output significance RANK 1 NODE 32 --> 317.04190 sigma out 1 act.( 235.68552 sig in 39 act.) RANK 2 NODE 36 --> 231.94292 sigma out 1 act.( 228.18123 sig in 39 act.) RANK 3 NODE 7 --> 224.24765 sigma out 1 act.( 196.05835 sig in 39 act.) RANK 4 NODE 28 --> 222.70811 sigma out 1 act.( 183.10869 sig in 39 act.) RANK 5 NODE 21 --> 204.03500 sigma out 1 act.( 245.05669 sig in 39 act.) RANK 6 NODE 9 --> 174.25381 sigma out 1 act.( 146.65451 sig in 39 act.) RANK 7 NODE 16 --> 168.28320 sigma out 1 act.( 155.62836 sig in 39 act.) RANK 8 NODE 10 --> 143.57794 sigma out 1 act.( 227.32443 sig in 39 act.) RANK 9 NODE 31 --> 140.53375 sigma out 1 act.( 147.67345 sig in 39 act.) RANK 10 NODE 13 --> 138.91911 sigma out 1 act.( 123.96650 sig in 39 act.) RANK 11 NODE 17 --> 126.25874 sigma out 1 act.( 143.10629 sig in 39 act.) RANK 12 NODE 22 --> 116.31342 sigma out 1 act.( 138.84979 sig in 39 act.) RANK 13 NODE 33 --> 114.14400 sigma out 1 act.( 133.19110 sig in 39 act.) RANK 14 NODE 29 --> 97.453651 sigma out 1 act.( 141.50929 sig in 39 act.) RANK 15 NODE 23 --> 96.670113 sigma out 1 act.( 84.535675 sig in 39 act.) RANK 16 NODE 27 --> 96.109711 sigma out 1 act.( 90.107307 sig in 39 act.) RANK 17 NODE 25 --> 94.845688 sigma out 1 act.( 119.49381 sig in 39 act.) RANK 18 NODE 6 --> 91.608032 sigma out 1 act.( 78.958519 sig in 39 act.) RANK 19 NODE 14 --> 76.870201 sigma out 1 act.( 93.260849 sig in 39 act.) RANK 20 NODE 2 --> 76.074539 sigma out 1 act.( 63.799889 sig in 39 act.) RANK 21 NODE 39 --> 70.721252 sigma out 1 act.( 57.304211 sig in 39 act.) RANK 22 NODE 3 --> 65.729752 sigma out 1 act.( 76.245880 sig in 39 act.) RANK 23 NODE 20 --> 64.210320 sigma out 1 act.( 82.690262 sig in 39 act.) RANK 24 NODE 24 --> 61.596428 sigma out 1 act.( 57.892391 sig in 39 act.) RANK 25 NODE 8 --> 56.026653 sigma out 1 act.( 40.903091 sig in 39 act.) RANK 26 NODE 34 --> 52.274342 sigma out 1 act.( 68.936180 sig in 39 act.) RANK 27 NODE 37 --> 47.240978 sigma out 1 act.( 45.435551 sig in 39 act.) RANK 28 NODE 5 --> 46.934364 sigma out 1 act.( 41.418324 sig in 39 act.) RANK 29 NODE 30 --> 45.806137 sigma out 1 act.( 57.735550 sig in 39 act.) RANK 30 NODE 38 --> 42.860004 sigma out 1 act.( 39.104324 sig in 39 act.) RANK 31 NODE 1 --> 32.527889 sigma out 1 act.( 33.301769 sig in 39 act.) RANK 32 NODE 4 --> 31.183384 sigma out 1 act.( 23.975029 sig in 39 act.) RANK 33 NODE 26 --> 14.799507 sigma out 1 act.( 16.068254 sig in 39 act.) RANK 34 NODE 18 --> 14.737542 sigma out 1 act.( 18.183472 sig in 39 act.) RANK 35 NODE 19 --> 12.710793 sigma out 1 act.( 16.156191 sig in 39 act.) RANK 36 NODE 15 --> 12.521699 sigma out 1 act.( 16.014309 sig in 39 act.) RANK 37 NODE 35 --> 8.1304064 sigma out 1 act.( 11.484959 sig in 39 act.) RANK 38 NODE 11 --> 5.7067504 sigma out 1 act.( 9.8223543 sig in 39 act.) RANK 39 NODE 12 --> 2.3271377 sigma out 1 act.( 7.2052298 sig in 39 act.) RANK 1 NODE 1 --> 740.41046 sigma in 39 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.54891670 *** contribution from regularisation: 2.40872288E-03 *** contribution from error: -0.55132544 *** contribution from DIAG: 1.14733622E-04 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 143507 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Electron/Downstream/GlobalPID_Electron_Downstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Electron/Downstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Electron/Downstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/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/MC12-Binc-nu2.5/Reco13d.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13a.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 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/MC12-Binc-nu2.5/Reco13d.root Found 5016459 training data points Read entry 501645 (9.99998%) Read entry 1003290 (20%) Read entry 1504935 (29.9999%) Read entry 2006580 (39.9999%) Read entry 2508225 (49.9999%) Read entry 3009870 (59.9999%) Read entry 3511515 (69.9999%) Read entry 4013160 (79.9999%) Read entry 4514805 (89.9998%) Read entry 5016450 (99.9998%) Considered 5016459 tracks for input to NN training Sel. Eff. = 19.8074% Selected 993629 tracks for input to NN training ghost percentage = 66.8556% electron percentage = 11.0857% muon percentage = 0.696739% pion percentage = 17.4238% kaon percentage = 1.03238% proton percentage = 2.89182% Unknown Particle type 3112 percentage = 0.00362308% Unknown Particle type 3222 percentage = 0.0051327% Unknown Particle type 3312 percentage = 0.00110705% Unknown Particle type 1000010020 percentage = 0.000100641% Unknown Particle type 1000020040 percentage = 0.00392501% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackCloneDist Making plots for input TrackFitTChi2 Making plots for input TrackFitTNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichUsedR2Gas Making plots for input 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/MC12-Binc-nu2.5/Reco13a.root Found 2528565 evaluation data points Read entry 252856 (9.99998%) Read entry 505712 (20%) Read entry 758568 (29.9999%) Read entry 1011424 (39.9999%) Read entry 1264280 (49.9999%) Read entry 1517136 (59.9999%) Read entry 1769992 (69.9999%) Read entry 2022848 (79.9998%) Read entry 2275704 (89.9998%) Read entry 2528560 (99.9998%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 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