Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/NOBFGS/621/Muon/Downstream Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/NOBFGS/621/Muon/Downstream/GlobalPID_Muon_Downstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/NOBFGS/621/Muon/Downstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/NOBFGS/621/Muon/Downstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/NOBFGS/621/Muon/Downstream/NB.txt Training Host = lxplus436.cern.ch Particle type = muon Background types = all Training Mix = NaturalMix Track type = Downstream Track PresSel = TrackPreSelIsMuon Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Muon_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 32 nodes, hidden layer has 37 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 32 Your number of nodes in the hidden layer is: 37 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You do not want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function global preprocessing flag: 621 You want to use the global preprocessing flag 21 You use momentum: 0.0000000 Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackCloneDist PreproFlag 34 Input 10 TrackFitTChi2 PreproFlag 14 Input 11 TrackFitTNDoF PreproFlag 19 Input 12 RichUsedAero PreproFlag 18 Input 13 RichUsedR1Gas PreproFlag 18 Input 14 RichUsedR2Gas PreproFlag 18 Input 15 RichAboveMuThres PreproFlag 18 Input 16 RichAboveKaThres PreproFlag 18 Input 17 RichDLLe PreproFlag 34 Input 18 RichDLLmu PreproFlag 34 Input 19 RichDLLk PreproFlag 34 Input 20 RichDLLp PreproFlag 34 Input 21 RichDLLbt PreproFlag 34 Input 22 MuonBkgLL PreproFlag 34 Input 23 MuonMuLL PreproFlag 34 Input 24 MuonNShared PreproFlag 19 Input 25 InAccEcal PreproFlag 19 Input 26 EcalPIDe PreproFlag 34 Input 27 EcalPIDmu PreproFlag 34 Input 28 InAccHcal PreproFlag 19 Input 29 HcalPIDe PreproFlag 34 Input 30 HcalPIDmu PreproFlag 34 Input 31 InAccPrs PreproFlag 19 Input 32 PrsPIDe PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Read entry 5892912 (60%) Read entry 6875064 (70%) Read entry 7857216 (79.9999%) Read entry 8839368 (89.9999%) Read entry 9821520 (99.9999%) Considered 9821527 tracks for input to NN training Sel. Eff. = 0.625249% Selected 61409 tracks for input to NN training ghost percentage = 63.6112% electron percentage = 6.0154% muon percentage = 9.9448% pion percentage = 16.1686% kaon percentage = 2.77972% proton percentage = 1.47535% Unknown Particle type 3112 percentage = 0.00162843% Unknown Particle type 3222 percentage = 0.00162843% Unknown Particle type 3312 percentage = 0.00162843% 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= 61409 NB_MAXNODE = 150 ----------------------------------- preprocessing flags/parameters: individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 3 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 4 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 5 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 6 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 7 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 8 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 9 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 10 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 11 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 12 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 13 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 14 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 15 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 16 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 17 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 18 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 19 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 20 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 21 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 22 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 23 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 24 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 25 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 26 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 27 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 28 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 29 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 30 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 31 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 32 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 Using weight factor: 1.00000000000000000 now perform preprocessing *** called with option 21 *** This will do for you: *** input variable equalisation *** to flat distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node Signal fraction: 9.9447966 % ------------------------------ 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 4.0000000 20.000000 25.000000 28.500000 31.000000 34.000000 36.000000 38.000000 39.500000 41.000000 43.000000 44.000000 46.000000 47.000000 48.000000 50.000000 51.000000 53.000000 54.000000 55.000000 56.000000 57.000000 58.000000 59.000000 61.000000 62.000000 63.000000 64.000000 65.000000 66.000000 67.000000 68.000000 69.000000 70.000000 71.000000 73.000000 74.000000 75.000000 76.000000 77.000000 78.000000 79.000000 80.000000 81.000000 82.000000 83.000000 84.000000 85.000000 86.000000 87.000000 88.000000 90.000000 91.000000 92.000000 93.000000 94.000000 95.000000 97.000000 98.000000 99.000000 100.000000 102.00000 103.00000 104.00000 106.00000 107.00000 108.00000 110.00000 111.00000 113.00000 114.00000 116.00000 117.00000 119.00000 121.00000 122.00000 124.00000 126.00000 127.00000 130.00000 131.00000 133.00000 136.00000 138.00000 140.00000 143.00000 145.00000 148.00000 151.00000 154.00000 158.00000 162.00000 166.00000 171.00000 177.00000 183.00000 192.00000 203.00000 219.00000 247.00000 435.00000 build map for variable # 2 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 242.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 256.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 257.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 258.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 268.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 269.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 270.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 271.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 273.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 274.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 275.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 276.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 278.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 279.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 280.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 281.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 282.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 283.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 284.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 285.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 286.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 287.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 288.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 289.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 290.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 293.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 294.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 295.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 305.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 325.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 329.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 332.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 333.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 334.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 336.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 341.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 344.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 348.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 352.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 353.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 354.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 358.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 370.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 381.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 382.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 386.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 402.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 422.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 435.00000 Unregularised mean is returned ------------------------------ Transdef: Tab for variable 3 2799.1499 3044.3501 3100.0200 3145.6851 3198.1599 3247.6699 3292.9048 3334.3350 3378.5249 3419.9751 3459.6201 3496.2300 3535.7700 3573.1350 3611.5698 3649.2651 3687.0801 3723.8149 3762.0200 3800.9800 3837.7451 3871.8650 3910.1851 3947.6899 3983.8398 4019.1499 4055.3101 4090.6350 4130.6748 4169.1797 4207.0498 4245.7197 4286.2549 4329.7402 4371.4199 4413.3052 4455.1699 4498.3901 4540.5249 4583.4102 4628.0947 4674.4404 4719.4102 4764.1802 4813.7598 4857.5947 4906.1348 4953.1802 5001.3848 5046.8652 5095.4102 5144.0303 5193.3950 5247.8950 5302.4697 5356.2349 5414.8101 5474.1797 5532.1201 5595.2002 5653.1748 5716.5151 5774.5400 5838.8203 5902.6953 5966.3701 6042.3550 6124.6748 6216.2803 6306.1846 6402.3652 6506.8901 6615.6499 6720.3496 6834.7651 6945.1650 7066.2051 7191.2754 7320.0947 7463.1201 7606.9697 7766.6401 7921.4600 8101.0752 8303.3750 8511.3691 8726.5293 8950.7051 9196.9355 9473.1504 9745.0742 10068.415 10544.585 11087.516 11740.631 12577.945 13613.234 15174.855 17515.100 22535.719 269769.84 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 1.3344294 53.833809 66.575653 75.597778 83.088081 89.004776 94.328369 99.762192 104.75735 109.80837 114.42258 118.85907 123.03207 127.00627 130.97574 135.17532 139.43332 143.27319 147.46939 151.33374 155.44531 159.24542 163.08173 167.01596 170.85342 175.00754 178.93369 183.07115 187.37543 191.38467 195.37402 199.47342 203.94536 208.03465 212.13835 216.76794 221.46808 226.14041 230.37724 234.74149 239.25958 243.72458 248.67369 253.53961 258.57043 263.17310 267.79889 272.65289 277.65152 282.85388 288.04437 293.08987 297.92792 303.67410 309.37451 315.10944 321.05585 326.72614 332.69452 338.79706 344.90533 351.27808 357.71521 364.30487 371.21439 377.93848 384.82440 391.93958 399.83313 408.34839 417.83276 426.89679 436.64981 447.33185 458.08163 469.84125 480.97513 492.72452 506.09299 519.48804 532.91089 545.77899 560.22827 574.60132 590.19653 607.21472 626.50830 648.03302 672.42755 699.39874 726.35138 757.55603 788.88409 825.27966 867.79749 918.73358 979.04401 1055.7422 1177.2070 1436.0420 12327.859 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 1.29887434E-02 0.36667341 0.44490659 0.49741757 0.54003638 0.57569402 0.60746676 0.63494468 0.66079724 0.68573534 0.70762283 0.72766984 0.74906927 0.76941115 0.78986025 0.80920494 0.82801259 0.84710860 0.86450291 0.88225466 0.90037465 0.91761786 0.93422246 0.95131302 0.96780121 0.98701715 1.0060081 1.0229371 1.0403857 1.0591121 1.0766748 1.0941807 1.1118803 1.1307871 1.1495417 1.1694481 1.1886051 1.2075839 1.2269777 1.2480667 1.2705154 1.2900448 1.3124020 1.3331406 1.3564824 1.3814689 1.4058527 1.4315474 1.4571912 1.4838889 1.5110066 1.5386982 1.5684366 1.6009551 1.6329111 1.6641924 1.6986351 1.7344226 1.7714932 1.8093581 1.8486967 1.8900516 1.9323027 1.9745162 2.0191963 2.0675728 2.1177220 2.1690254 2.2258098 2.2860577 2.3474112 2.4098747 2.4805765 2.5522499 2.6259189 2.7012286 2.7805924 2.8663383 2.9568655 3.0500278 3.1474810 3.2554445 3.3736205 3.5003548 3.6239891 3.7647941 3.9039688 4.0644302 4.2307920 4.3880887 4.5622463 4.7412820 4.9357352 5.1411161 5.3447294 5.5760412 5.8233261 6.1137447 6.5333872 7.3638234 9.9910707 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 4.0000000 5.0000000 6.0000000 6.0000000 7.0000000 7.0000000 8.0000000 8.0000000 8.0000000 9.0000000 9.0000000 9.0000000 10.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 11.000000 12.000000 13.000000 13.000000 14.000000 14.000000 14.000000 15.000000 15.000000 15.000000 15.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 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 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 23.000000 23.000000 23.000000 27.000000 build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -99.582626 -49.788818 -43.361721 -39.998447 -37.698639 -35.892326 -34.458069 -33.037857 -31.609394 -30.276888 -28.993011 -27.828773 -26.723505 -25.743866 -24.655235 -23.776064 -22.887939 -22.079090 -21.283195 -20.512947 -19.749336 -19.063726 -18.393951 -17.687706 -17.039173 -16.404959 -15.877059 -15.338286 -14.816555 -14.320956 -13.871003 -13.389195 -12.974384 -12.568241 -12.166466 -11.783556 -11.410943 -11.067438 -10.734997 -10.411377 -10.110132 -9.8290863 -9.5466862 -9.2634697 -9.0003471 -8.7348232 -8.4999809 -8.2709227 -8.0530529 -7.8359747 -7.6051235 -7.4114037 -7.2086902 -7.0172148 -6.8327131 -6.6568832 -6.4680319 -6.3035302 -6.1388168 -5.9925947 -5.8457012 -5.6895933 -5.5480280 -5.4022923 -5.2653990 -5.1261382 -4.9777489 -4.8446703 -4.7178936 -4.5874591 -4.4672451 -4.3456244 -4.2213526 -4.0942068 -3.9716811 -3.8520298 -3.7325602 -3.6174502 -3.5127037 -3.4096837 -3.3100185 -3.2055843 -3.1052301 -3.0055957 -2.9118063 -2.8193479 -2.7249484 -2.6232929 -2.5291228 -2.4388142 -2.3476775 -2.2602134 -2.1749163 -2.0671926 -1.9473621 -1.8157458 -1.6675661 -1.5122092 -1.3546624 -1.1752417 0.11767938 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 1.73730630E-04 4.35580388E-02 5.89453988E-02 7.02690482E-02 7.93022513E-02 8.72031897E-02 9.43830907E-02 0.10098113 0.10731167 0.11393312 0.11975351 0.12554400 0.13147068 0.13671502 0.14203094 0.14746845 0.15222946 0.15793626 0.16354635 0.16973147 0.17638317 0.18387344 0.19215463 0.20153940 0.21162722 0.22134671 0.23221254 0.24399270 0.25562567 0.26838779 0.28141394 0.29406464 0.30684608 0.32158944 0.33496395 0.34936225 0.36443108 0.38074470 0.39735514 0.41388416 0.43086830 0.44823012 0.46971720 0.49138570 0.51725626 0.54480886 0.57339215 0.60112488 0.62621057 0.65032744 0.67336404 0.69359517 0.71077114 0.72672015 0.74186480 0.75601721 0.76886189 0.77988368 0.79049492 0.79939067 0.80762100 0.81444788 0.82188451 0.82812679 0.83366263 0.83903742 0.84406662 0.84895182 0.85324305 0.85740554 0.86194903 0.86615324 0.86962962 0.87344313 0.87692261 0.88004506 0.88299572 0.88601089 0.88892192 0.89214885 0.89514899 0.89854455 0.90159631 0.90507448 0.90860349 0.91243833 0.91752934 0.92282057 0.92969704 0.93859518 0.94656348 0.95254362 0.95806342 0.96270239 0.96642673 0.96916819 0.97245479 0.97663087 0.98152435 0.98899895 0.99999374 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 3.7495780 16.244623 18.861404 29.256905 32.701225 43.863075 49.990700 70.118423 99.502853 118.91315 127.30011 149.56296 175.70471 211.95013 259.46423 290.31314 313.07318 346.15851 388.78632 411.27670 444.05939 504.84674 527.95020 574.17065 590.44598 623.65405 666.11670 681.74017 707.57294 721.50494 749.93677 797.31970 815.33716 840.32916 867.14050 913.24634 966.34045 977.78802 1049.0203 1077.7065 1114.3467 1156.4758 1177.7000 1193.8646 1218.1589 1251.7632 1297.8181 1322.5437 1357.5251 1399.7701 1424.3267 1528.4043 1589.1055 1633.1418 1710.3995 1756.7219 1817.5427 1870.8766 1899.5144 1965.2803 2024.4373 2090. Only one class left for trimmed mean or sigma very small -> take "normal" mean 1035 2117.3179 2154.6230 2171.1406 2273.7371 2290.8525 2340.6631 2380.0332 2418.8438 2496.1553 2547.1340 2588.9033 2688.5898 2742.7925 2810.9277 2875.1174 2921.8960 3014.7305 3081.9038 3183.2283 3289.0688 3441.6934 3516.5078 3606.6392 3740.2295 3800.9570 3851.3291 3921.6753 3937.6638 4015.5654 4076.8281 4180.5386 4356.6270 4503.0713 4558.6328 4684.1025 4779.1963 4843.1572 4924.1133 4992.8555 do regularised spline fit for input variable # 9 build map for variable # 9 ------------------------------ Transdef: Tab for variable 10 6.49250625E-03 0.66528368 1.1891079 1.6182141 2.0302222 2.4659176 2.8772173 3.2740278 3.6798623 4.1018500 4.4978294 4.8837280 5.2509656 5.6235313 5.9865742 6.3497248 6.7015858 7.0095434 7.3332233 7.6433225 7.9435930 8.2347202 8.5165548 8.7773266 9.0379047 9.3056202 9.5861492 9.8345890 10.074879 10.322382 10.555397 10.790504 11.029184 11.264681 11.481856 11.701504 11.930012 12.169091 12.383910 12.605766 12.817394 13.026061 13.238004 13.463978 13.676747 13.904902 14.123246 14.327596 14.568261 14.800348 15.027477 15.257429 15.484196 15.710133 15.951229 16.173527 16.406574 16.656918 16.909962 17.169506 17.436970 17.709465 17.980021 18.268593 18.555012 18.848223 19.140882 19.439848 19.744381 20.089943 20.448147 20.811527 21.187698 21.578693 21.985107 22.426853 22.882389 23.349510 23.844675 24.367603 24.931759 25.500408 26.138000 26.833891 27.639149 28.426712 29.356709 30.431904 31.586279 32.904602 34.446072 36.310997 38.382675 40.713795 43.645718 46.893089 50.902409 56.239983 63.778111 75.640518 113.80345 do regularised spline fit for input variable # 10 ------------------------------ Transdef: Tab for variable 11 1.00000000 3.0000000 3.0000000 3.0000000 3.0000000 4.0000000 5.0000000 5.0000000 5.0000000 6.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 8.0000000 9.0000000 10.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 12.000000 12.000000 12.000000 12.000000 12.000000 13.000000 13.000000 13.000000 13.000000 13.000000 13.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 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 21.000000 build map for variable # 11 ------------------------------ Transdef: Tab for variable 12 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 13 ------------------------------ Transdef: Tab for variable 14 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 15 ------------------------------ Transdef: Tab for variable 16 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 -110.81280 -47.652298 -37.872299 -32.545349 -29.332150 -26.815950 -24.921501 -23.290199 -21.943901 -20.889851 -19.893799 -19.030600 -18.254000 -17.543850 -16.868149 -16.234150 -15.658850 -15.122150 -14.620900 -14.105100 -13.649250 -13.246700 -12.849000 -12.471050 -12.076150 -11.694250 -11.342100 -10.985451 -10.651000 -10.309150 -10.012700 -9.7331505 -9.4208498 -9.1294498 -8.8472996 -8.5592499 -8.2888498 -7.9914503 -7.7191501 -7.4561000 -7.1997499 -6.9402499 -6.6957998 -6.4444504 -6.2003002 -5.9407997 -5.7067499 -5.4776502 -5.2455502 -5.0111499 -4.7969503 -4.5640001 -4.3573999 -4.1428003 -3.9308500 -3.7098498 -3.4807501 -3.2441502 -3.0281501 -2.8182001 -2.6037998 -2.3857501 -2.1596498 -1.9192500 -1.7114501 -1.4981000 -1.2738500 -1.0467000 -0.82810003 -0.59755003 -0.36774999 -0.10165000 0.13330001 0.38129997 0.64380002 0.92465001 1.1973500 1.4756000 1.7903500 2.1146002 2.4370999 2.7841501 3.1345000 3.4968500 3.9272499 4.3768001 4.8452001 5.3409500 5.8959498 6.4790502 7.1732502 7.9744997 8.8901501 9.9013004 11.199750 12.828400 14.885850 18.105000 23.083199 33.186401 144.17149 do regularised spline fit for input variable # 17 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -70.342400 -26.694300 -20.575550 -17.435450 -15.433399 -14.001400 -12.852449 -11.895300 -11.130899 -10.458799 -9.9036503 -9.3962002 -8.9442997 -8.5370502 -8.1671000 -7.8219500 -7.4876499 -7.1892500 -6.8986502 -6.6321001 -6.3641000 -6.1182499 -5.8893499 -5.6585999 -5.4486499 -5.2412000 -5.0622001 -4.8599501 -4.6689501 -4.4824500 -4.3000002 -4.1269999 -3.9449501 -3.7846999 -3.6160998 -3.4656000 -3.3199000 -3.1700501 -3.0118999 -2.8658500 -2.7213500 -2.5927000 -2.4457500 -2.3082500 -2.1724501 -2.0286999 -1.8847499 -1.7558501 -1.6308501 -1.5085000 -1.3818001 -1.2626500 -1.1403999 -1.0096000 -0.87804997 -0.76139998 -0.63705003 -0.51400000 -0.39855000 -0.27980000 -0.16100000 -3.70500013E-02 4.78999987E-02 0.17385000 0.30785000 0.44714999 0.59015000 0.73045003 0.87274998 1.0244501 1.1667500 1.3208001 1.4809000 1.6532500 1.8267500 2.0035999 2.1903000 2.3972001 2.6033001 2.8203001 3.0434499 3.2690501 3.5064502 3.7563000 4.0489998 4.3575001 4.6807003 5.0344000 5.4040003 5.8265500 6.3377504 6.8666000 7.4730997 8.1979504 9.0586500 10.131550 11.576050 13.564301 16.967548 23.841450 76.871696 do regularised spline fit for input variable # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -123.23300 -39.027248 -30.633150 -25.305649 -21.567299 -18.616199 -16.278999 -14.449600 -12.916900 -11.609000 -10.430700 -9.3585997 -8.4686508 -7.6730003 -6.9720001 -6.3153000 -5.7052498 -5.1598501 -4.6644502 -4.2112999 -3.7358999 -3.3342500 -2.9001000 -2.4888501 -2.1180501 -1.7752500 -1.4589000 -1.1164999 -0.78565001 -0.49515000 -0.20570000 0.0000000 0.18629999 0.45910001 0.72984999 0.99679995 1.2695501 1.5014501 1.7504500 1.9909501 2.2218499 2.4556999 2.6666999 2.8903999 3.1138501 3.3397999 3.5718000 3.8024001 4.0279999 4.2617502 4.4767504 4.7029500 4.9489999 5.1830502 5.4248500 5.6702003 5.9009500 6.1277499 6.3906002 6.6166000 6.8559999 7.0993004 7.3573999 7.5901003 7.8517499 8.0976496 8.3729496 8.6461000 8.9151993 9.1742496 9.4570007 9.7313499 10.013100 10.300600 10.610300 10.903900 11.216000 11.526350 11.841650 12.178949 12.541150 12.901900 13.261749 13.653650 14.073750 14.512700 14.960600 15.420000 15.913800 16.433300 16.987949 17.617800 18.314400 19.022701 19.895100 20.860699 21.975300 23.374149 25.443399 28.564751 62.034401 do regularised spline fit for input variable # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -113.37080 -37.659149 -28.929249 -23.730751 -20.435799 -17.537300 -15.315599 -13.481000 -11.951349 -10.688650 -9.4814501 -8.4770498 -7.6299500 -6.7909002 -6.0436497 -5.3750501 -4.7442503 -4.1809998 -3.6428499 -3.1139002 -2.5883999 -2.1229000 -1.7318001 -1.3203499 -0.90059996 -0.53849995 -0.17910001 0.0000000 0.28630000 0.60850000 0.92900002 1.2708000 1.5774000 1.8692501 2.1393499 2.4194498 2.6966000 2.9727998 3.2224002 3.5002499 3.7621000 4.0297003 4.2771001 4.5290003 4.7932501 5.0783501 5.3481498 5.6027002 5.8694501 6.1188498 6.3941998 6.6449499 6.8765497 7.1385498 7.3952999 7.6450500 7.8769503 8.1401005 8.4113503 8.6457005 8.9109993 9.1626501 9.4154501 9.6650000 9.9165001 10.170000 10.420851 10.681700 10.949699 11.207150 11.481050 11.754650 12.030251 12.319000 12.630301 12.930950 13.220100 13.531851 13.855450 14.183500 14.511550 14.867200 15.246950 15.643700 16.038950 16.441299 16.876801 17.323952 17.801399 18.326750 18.851400 19.412951 20.052401 20.812649 21.674648 22.659649 23.796951 25.235001 27.240749 30.524950 58.661701 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -109.15340 -34.256599 -26.671551 -21.908850 -18.438549 -16.133049 -14.024600 -12.382750 -10.994450 -9.6995497 -8.6496506 -7.6789999 -6.8044500 -5.9792004 -5.2217999 -4.5703497 -3.9261999 -3.3553500 -2.7453001 -2.2129998 -1.7642500 -1.3060501 -0.84740001 -0.43360001 -2.81000007E-02 0.10325000 0.48345000 0.85099995 1.2220500 1.5651500 1.8931999 2.2031000 2.5174499 2.8220501 3.1173999 3.3982999 3.7039499 4.0126500 4.3161001 4.5983500 4.9055004 5.2072496 5.5194998 5.8101501 6.0905499 6.4083996 6.6781502 6.9490499 7.2445002 7.5285501 7.8104501 8.0857506 8.3933506 8.6743002 8.9675503 9.2548504 9.5348501 9.8077497 10.092450 10.396549 10.686550 10.959650 11.230949 11.519950 11.819950 12.113050 12.440450 12.739950 13.055350 13.359400 13.671900 13.993950 14.320650 14.627900 14.969151 15.351500 15.697850 16.059950 16.417702 16.775650 17.184502 17.557098 17.987650 18.405251 18.886051 19.354099 19.876801 20.380100 20.958950 21.555950 22.187801 22.860950 23.625700 24.433800 25.363300 26.494150 27.794149 29.390200 31.479500 34.912849 63.420601 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -8.6669998 -5.3568501 -4.9142499 -4.6250000 -4.3874998 -4.2239499 -4.0715504 -3.9299500 -3.8079500 -3.6926000 -3.5884500 -3.4875000 -3.3947501 -3.2983999 -3.2089500 -3.1275501 -3.0442500 -2.9658999 -2.8917999 -2.8242500 -2.7544999 -2.6817498 -2.6136000 -2.5455000 -2.4731998 -2.4030001 -2.3376000 -2.2776999 -2.2179499 -2.1571999 -2.0979500 -2.0366001 -1.9794000 -1.9247501 -1.8643000 -1.8061500 -1.7536500 -1.6968501 -1.6434500 -1.5943999 -1.5452000 -1.4947000 -1.4456501 -1.3954000 -1.3460000 -1.2949500 -1.2486000 -1.2029999 -1.1592000 -1.1190500 -1.0710499 -1.0298500 -0.99000001 -0.95165002 -0.91135001 -0.87349999 -0.83605003 -0.80155003 -0.76810002 -0.73135000 -0.69540000 -0.66485000 -0.63419998 -0.60444999 -0.57569999 -0.54825002 -0.52034998 -0.49390000 -0.46904999 -0.44610000 -0.42465001 -0.40340000 -0.38134998 -0.36179999 -0.34265000 -0.32470000 -0.30645001 -0.28830001 -0.27239999 -0.25729999 -0.24140000 -0.22710000 -0.21320000 -0.19925001 -0.18680000 -0.17380001 -0.16100000 -0.14910001 -0.13720000 -0.12549999 -0.11380000 -0.10280000 -9.11500007E-02 -7.92500004E-02 -6.71499968E-02 -5.42500019E-02 -4.23999988E-02 -3.11999992E-02 -1.97499990E-02 -8.70000012E-03 2.23999992E-02 do regularised spline fit for input variable # 22 build map for variable # 22 warning: map is empty for variable 22 ------------------------------ Transdef: Tab for variable 23 -69.077599 -3.4593999 -2.7239001 -2.3137000 -2.0257001 -1.7958000 -1.6015000 -1.4662000 -1.3532000 -1.2381999 -1.1539000 -1.0727000 -1.0008000 -0.94260001 -0.88309997 -0.82969999 -0.78039998 -0.74110001 -0.69940001 -0.66479999 -0.62419999 -0.59039998 -0.56000000 -0.52679998 -0.50269997 -0.47580001 -0.44850001 -0.42739999 -0.40529999 -0.38380000 -0.36210001 -0.34320000 -0.32530001 -0.30800000 -0.29220000 -0.27810001 -0.26240000 -0.24779999 -0.23270001 -0.21950001 -0.20850000 -0.19760001 -0.18709999 -0.17670000 -0.16720000 -0.15899999 -0.15009999 -0.14090000 -0.13220000 -0.12350000 -0.11550000 -0.10750000 -0.10090000 -9.57000032E-02 -8.98000002E-02 -8.41000006E-02 -7.80000016E-02 -7.24999979E-02 -6.79000020E-02 -6.39000013E-02 -5.90999983E-02 -5.59000000E-02 -5.26000001E-02 -4.89999987E-02 -4.52000014E-02 -4.23000008E-02 -3.95999998E-02 -3.63000035E-02 -3.40000018E-02 -3.18000019E-02 -2.94000003E-02 -2.73000002E-02 -2.45999992E-02 -2.29000002E-02 -2.09999997E-02 -1.86999999E-02 -1.71000008E-02 -1.57999992E-02 -1.42000001E-02 -1.30000003E-02 -1.14000002E-02 -1.04999999E-02 -9.10000037E-03 -8.39999970E-03 -7.49999983E-03 -6.59999996E-03 -5.70000010E-03 -4.90000006E-03 -4.60000010E-03 -3.29999998E-03 -2.40000011E-03 -1.59999996E-03 -1.99999995E-04 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 do regularised spline fit for input variable # 23 build map for variable # 23 warning: map is empty for variable 23 ------------------------------ Transdef: Tab for variable 24 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 6.0000000 6.0000000 6.0000000 7.0000000 7.0000000 8.0000000 8.0000000 9.0000000 10.0000000 11.000000 12.000000 15.000000 18.000000 60.000000 build map for variable # 24 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 27.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 28.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 29.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 30.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 31.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 32.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 33.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 34.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 35.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 36.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 37.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 38.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 39.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 40.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 41.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 42.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 43.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 44.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 45.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 46.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 47.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 49.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 50.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 51.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 52.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 53.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 54.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 56.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 57.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 58.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 59.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 60.000000 Unregularised mean is returned ------------------------------ Transdef: Tab for variable 25 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 Only one class left for trimmed mean or sigma very small -> take "normal" mean 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 25 ------------------------------ Transdef: Tab for variable 26 -4.3863544 -4.0765858 -3.9330125 -3.9330125 -3.9330125 -3.7603717 -3.7603717 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.7509978 -3.5377660 -3.3337913 -3.1971724 -3.0701356 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0526769 -3.0281768 -2.9252164 -2.7860804 -2.7432518 -2.7351327 -2.6575236 -2.5953627 -2.5815015 -2.4864931 -2.4714518 -2.3424063 -2.2232380 -2.1795626 -2.0375142 -1.9175816 -1.7602601 -1.6861963 -1.5213380 -1.3740358 -1.1462870 -1.1269350 -0.98188686 -0.84984159 -0.68869829 -0.56294727 -0.43499517 -0.32466412 -0.29977798 -0.23862457 -9.70249176E-02 -2.64768600E-02 4.65059280E-02 9.47120190E-02 0.28780723 0.49068570 0.49068570 0.82774353 0.82774353 0.97938871 1.5052533 1.5052533 1.8548682 1.8548682 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.7110219 3.7110219 3.7110219 3.7110219 6.1036863 do regularised spline fit for input variable # 26 build map for variable # 26 ------------------------------ Transdef: Tab for variable 27 -4.8324714 -4.1377926 -3.9186516 -3.8239813 -3.6734138 -3.4877763 -3.4035544 -3.2918425 -3.1470327 -3.0676553 -2.9277537 -2.8641829 -2.8278000 -2.7985513 -2.7517200 -2.5481944 -2.4565845 -2.3444719 -2.2751393 -2.2532692 -2.1311119 -2.0755880 -2.0250802 -1.8602047 -1.6998367 -1.5791516 -1.5119047 -1.2701159 -1.2122664 -1.1253653 -0.92034626 -0.76653528 -0.45419049 -0.38309383 -0.21603489 -3.21698189E-02 0.0000000 1.90546513E-02 4.43530083E-02 8.17759037E-02 0.13488388 0.19524574 0.44480014 0.54478431 0.60976481 0.64885318 0.65527546 0.65527546 0.65527546 0.65527546 0.66108704 0.68579167 0.71321970 0.77440667 0.77837193 0.84649152 0.84649152 0.86126065 0.86126065 0.86126065 0.86126065 0.86126065 0.86666292 0.86666292 0.86666292 0.88641596 0.88641596 0.88641596 0.88641596 0.88641596 0.88641596 0.88641596 0.88641596 0.88977361 0.88977361 0.88977361 0.88977361 0.88977361 0.88977361 0.88977361 0.88977361 0.88988662 1.0736730 1.0736730 1.2832069 1.5235622 1.5786772 1.5786772 1.6834868 1.7163923 1.7163923 1.7163923 1.7237350 1.8836702 1.8836702 1.8836702 1.8836702 1.9527507 1.9527507 2.0871987 2.5060930 do regularised spline fit for input variable # 27 build map for variable # 27 ------------------------------ Transdef: Tab for variable 28 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 Only one class left for trimmed mean or sigma very small -> take "normal" mean 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 28 ------------------------------ Transdef: Tab for variable 29 -2.8887122 -1.9046955 -1.7505450 -1.7431402 -1.6611724 -1.6468568 -1.5852666 -1.5134726 -1.4846025 -1.4691801 -1.4421711 -1.4421711 -1.4421711 -1.4396033 -1.4396033 -1.4396033 -1.4300308 -1.4286466 -1.4207485 -1.4207485 -1.4200268 -1.4200268 -1.4200268 -1.4058008 -1.4058008 -1.3620729 -1.3458419 -1.2867479 -1.2837305 -1.2711539 -1.2711539 -1.2697222 -1.2551131 -1.2518497 -1.1961756 -1.1882741 -1.1620746 -1.1552691 -1.1262302 -1.0316782 -1.0152380 -0.96536350 -0.96536350 -0.96239042 -0.95185232 -0.93274260 -0.93274260 -0.91319323 -0.89202547 -0.86087847 -0.86087847 -0.83783197 -0.82850456 -0.82850456 -0.81795216 -0.78380299 -0.78380299 -0.74874640 -0.67661333 -0.65201616 -0.59484911 -0.57494950 -0.55563831 -0.53986263 -0.52204657 -0.48603106 -0.43495703 -0.35004282 -0.33365798 -0.30016804 -0.27580881 -0.24811530 -0.20545602 -0.16671777 -0.14513803 -6.48195744E-02 -3.60507965E-02 -3.60507965E-02 5.60710430E-02 9.99355316E-02 0.27294445 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.45197770 0.68501657 0.68501657 0.68501657 0.68501657 0.68501657 0.68501657 0.68501657 2.2564487 do regularised spline fit for input variable # 29 build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 -3.8879209 -3.0499897 -2.9874904 -2.9874904 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.8707969 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.7077684 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.0150704 -1.8552909 -1.5779681 -1.3417513 -1.3417513 -1.2728095 -1.0933785 -1.0401139 -0.95520544 -0.81416702 -0.75143337 -0.66257143 -0.51543379 -0.37881756 -0.26362920 -0.22993207 -0.17664289 -0.11448383 -4.55679893E-02 1.96938515E-02 6.94074631E-02 0.11721087 0.11896658 0.16273785 0.18174410 0.23109579 0.29763794 0.36792588 0.41144514 0.51680517 0.60291839 0.61015081 0.67196512 0.69256651 0.72834873 0.74209356 0.78404927 0.81111670 0.89161921 0.89161921 0.93841028 1.0045943 1.0045943 1.0097303 1.0642388 1.1159520 1.1835198 1.1835198 1.2297819 1.2297819 1.3313694 1.4540920 1.5085313 1.5377817 1.5377817 1.5377817 1.5377817 1.5485663 1.6007292 1.6029325 1.6029325 1.6720245 1.6720245 1.7009699 1.7444947 1.9300410 2.0223627 2.0407128 2.0407128 2.0720465 2.0720465 2.0936751 2.1244841 2.1692882 2.1698451 2.1829371 2.3023243 2.6101637 do regularised spline fit for input variable # 30 build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.000000 Only one class left for trimmed mean or sigma very small -> take "normal" mean 00 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 -5.5033407 -4.5521011 -4.4529171 -4.0035930 -4.0035930 -4.0035930 -4.0035930 -4.0035930 -4.0035930 -4.0035930 -4.0035930 -3.4116206 -3.4116206 -3.4116206 -3.4116206 -3.4116206 -3.4116206 -3.4116206 -3.4116206 -3.4116206 -3.3883536 -3.3883536 -3.3883536 -3.3883536 -3.2746658 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.9788554 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -2.3135247 -1.9328086 -1.9328086 -1.3152862 -1.3152862 -1.0172853 -0.56790590 -0.44060826 -5.80744743E-02 0.34018087 0.57020664 0.85964179 0.98848081 1.1818390 1.4810479 1.5548630 1.7986484 1.9388981 2.0789220 2.2641602 2.3080022 2.4594340 2.6025229 2.6721249 2.8919032 2.9763625 3.0604258 4.8262496 do regularised spline fit for input variable # 32 build map for variable # 32 TOTAL CORRELATION OF ALL VARIABLES 55.039484143859340 ROUND 1 : MAX CORR ( 55.039284070925177 ) AFTER KILLING INPUT VARIABLE 13 CONTR 0.14840411768505454 ROUND 2 : MAX CORR ( 55.038957910960420 ) AFTER KILLING INPUT VARIABLE 31 CONTR 0.18948117459352870 ROUND 3 : MAX CORR ( 55.038182944194425 ) AFTER KILLING INPUT VARIABLE 25 CONTR 0.29207212441202129 ROUND 4 : MAX CORR ( 55.036820577333387 ) AFTER KILLING INPUT VARIABLE 23 CONTR 0.38724996710924697 ROUND 5 : MAX CORR ( 55.034996557013230 ) AFTER KILLING INPUT VARIABLE 19 CONTR 0.44807726022407685 ROUND 6 : MAX CORR ( 55.031675932259915 ) AFTER KILLING INPUT VARIABLE 20 CONTR 0.60455778647091862 ROUND 7 : MAX CORR ( 55.025457111675117 ) AFTER KILLING INPUT VARIABLE 10 CONTR 0.82730016588769395 ROUND 8 : MAX CORR ( 55.014824514074924 ) AFTER KILLING INPUT VARIABLE 29 CONTR 1.0816718699948877 ROUND 9 : MAX CORR ( 55.002648797718543 ) AFTER KILLING INPUT VARIABLE 16 CONTR 1.1573856527925603 ROUND 10 : MAX CORR ( 54.985807698259535 ) AFTER KILLING INPUT VARIABLE 3 CONTR 1.3610020335001058 ROUND 11 : MAX CORR ( 54.961762681879968 ) AFTER KILLING INPUT VARIABLE 28 CONTR 1.6259431511231095 ROUND 12 : MAX CORR ( 54.932629404770019 ) AFTER KILLING INPUT VARIABLE 7 CONTR 1.7892970065055602 ROUND 13 : MAX CORR ( 54.899565459675792 ) AFTER KILLING INPUT VARIABLE 26 CONTR 1.9056457332297627 ROUND 14 : MAX CORR ( 54.858344917144855 ) AFTER KILLING INPUT VARIABLE 24 CONTR 2.1270356397565200 ROUND 15 : MAX CORR ( 54.804604226401366 ) AFTER KILLING INPUT VARIABLE 12 CONTR 2.4276248960541946 ROUND 16 : MAX CORR ( 54.748270095146914 ) AFTER KILLING INPUT VARIABLE 21 CONTR 2.4842636738744930 ROUND 17 : MAX CORR ( 54.657311053600651 ) AFTER KILLING INPUT VARIABLE 9 CONTR 3.1545882141893125 ROUND 18 : MAX CORR ( 54.563754008203432 ) AFTER KILLING INPUT VARIABLE 2 CONTR 3.1966232405962001 ROUND 19 : MAX CORR ( 54.466171092327961 ) AFTER KILLING INPUT VARIABLE 32 CONTR 3.2618182060001590 ROUND 20 : MAX CORR ( 54.370897525150909 ) AFTER KILLING INPUT VARIABLE 5 CONTR 3.2201390914494770 ROUND 21 : MAX CORR ( 54.185067762851432 ) AFTER KILLING INPUT VARIABLE 14 CONTR 4.4914284170695158 ROUND 22 : MAX CORR ( 53.982287695085141 ) AFTER KILLING INPUT VARIABLE 11 CONTR 4.6833944602030781 ROUND 23 : MAX CORR ( 53.668327582836540 ) AFTER KILLING INPUT VARIABLE 6 CONTR 5.8136046697627553 ROUND 24 : MAX CORR ( 53.124611846030604 ) AFTER KILLING INPUT VARIABLE 30 CONTR 7.6200394846246073 ROUND 25 : MAX CORR ( 52.173707065852824 ) AFTER KILLING INPUT VARIABLE 15 CONTR 10.006431671579751 ROUND 26 : MAX CORR ( 51.487547754367156 ) AFTER KILLING INPUT VARIABLE 4 CONTR 8.4337497730951512 ROUND 27 : MAX CORR ( 50.309299561366217 ) AFTER KILLING INPUT VARIABLE 17 CONTR 10.951801285768269 ROUND 28 : MAX CORR ( 48.129286981012932 ) AFTER KILLING INPUT VARIABLE 22 CONTR 14.649141853862364 ROUND 29 : MAX CORR ( 43.627152421402734 ) AFTER KILLING INPUT VARIABLE 8 CONTR 20.324857610827053 ROUND 30 : MAX CORR ( 38.033610617326033 ) AFTER KILLING INPUT VARIABLE 27 CONTR 21.372245829812336 LAST REMAINING VARIABLE: 18 total correlation to target: 55.039484143859340 % total significance: 136.39246157079688 sigma correlations of single variables to target: variable 2 : 15.306968663089737 % , in sigma: 37.931953171817405 variable 3 : 4.7607059118910415 % , in sigma: 11.797428850174068 variable 4 : 19.193508531699024 % , in sigma: 47.563125191655530 variable 5 : 22.522377272350120 % , in sigma: 55.812341347038718 variable 6 : 17.564827146796400 % , in sigma: 43.527116012848801 variable 7 : 22.191420026350308 % , in sigma: 54.992201511813860 variable 8 : 26.854604814056568 % , in sigma: 66.547964830604172 variable 9 : 3.9692994194822533 % , in sigma: 9.8362571335095037 variable 10 : 11.862230499657457 % , in sigma: 29.395602861023047 variable 11 : 12.685861270461665 % , in sigma: 31.436629044368409 variable 12 : 9.7152360483976885 % , in sigma: 24.075170398015796 variable 13 : 4.9065744249899268 % , in sigma: 12.158903269433296 variable 14 : 0.56217866025268237 % , in sigma: 1.3931259078304927 variable 15 : 4.9062593542768802 % , in sigma: 12.158122497760202 variable 16 : 10.850391751585470 % , in sigma: 26.888181512350233 variable 17 : 9.5296820184460831 % , in sigma: 23.615351936902830 variable 18 : 38.033610617326026 % , in sigma: 94.250479545983396 variable 19 : 11.248653858824998 % , in sigma: 27.875108443111309 variable 20 : 10.684000692613639 % , in sigma: 26.475850501812019 variable 21 : 9.7900499062778596 % , in sigma: 24.260565417511501 variable 22 : 24.688362896064767 % , in sigma: 61.179835529455737 variable 23 : 23.325468203016392 % , in sigma: 57.802468082464813 variable 24 : 20.821008226095937 % , in sigma: 51.596206042201260 variable 25 : 1.5962121846165134 % , in sigma: 3.9555477751227288 variable 26 : 20.511672904999759 % , in sigma: 50.829647151772271 variable 27 : 23.448137485182688 % , in sigma: 58.106452860193698 variable 28 : 0.56367710733299614 % , in sigma: 1.3968391854710205 variable 29 : 19.479068636253309 % , in sigma: 48.270767099867683 variable 30 : 21.871906429004113 % , in sigma: 54.200419998500927 variable 31 : 1.4664624006352858 % , in sigma: 3.6340169195786691 variable 32 : 17.026545661816169 % , in sigma: 42.193209311206353 variables sorted by significance: 1 most relevant variable 18 corr 38.033611 , in sigma: 94.250481231777798 2 most relevant variable 27 corr 21.372246 , in sigma: 52.962218991381249 3 most relevant variable 8 corr 20.324858 , in sigma: 50.366703422251973 4 most relevant variable 22 corr 14.649142 , in sigma: 36.301804142012244 5 most relevant variable 17 corr 10.951801 , in sigma: 27.139482885479900 6 most relevant variable 4 corr 8.4337502 , in sigma: 20.899540783811709 7 most relevant variable 15 corr 10.006432 , in sigma: 24.796777366458741 8 most relevant variable 30 corr 7.6200395 , in sigma: 18.883097394491692 9 most relevant variable 6 corr 5.8136048 , in sigma: 14.406600750877519 10 most relevant variable 11 corr 4.6833944 , in sigma: 11.605844513860122 11 most relevant variable 14 corr 4.4914284 , in sigma: 11.130136511950202 12 most relevant variable 5 corr 3.2201390 , in sigma: 7.9797747975963231 13 most relevant variable 32 corr 3.2618182 , in sigma: 8.0830592146267453 14 most relevant variable 2 corr 3.1966233 , in sigma: 7.9215009159468961 15 most relevant variable 9 corr 3.1545882 , in sigma: 7.8173344027884157 16 most relevant variable 21 corr 2.4842637 , in sigma: 6.1562138680528502 17 most relevant variable 12 corr 2.4276249 , in sigma: 6.0158583716152041 18 most relevant variable 24 corr 2.1270356 , in sigma: 5.2709727984748795 19 most relevant variable 26 corr 1.9056457 , in sigma: 4.7223500688999023 20 most relevant variable 7 corr 1.7892970 , in sigma: 4.4340281166665125 21 most relevant variable 28 corr 1.6259432 , in sigma: 4.0292236868825277 22 most relevant variable 3 corr 1.3610021 , in sigma: 3.3726774118126208 23 most relevant variable 16 corr 1.1573857 , in sigma: 2.8680989294622830 24 most relevant variable 29 corr 1.0816718 , in sigma: 2.6804735971790121 25 most relevant variable 10 corr 0.82730019 , in sigma: 2.0501193144071581 26 most relevant variable 20 corr 0.60455781 , in sigma: 1.4981450035793744 27 most relevant variable 19 corr 0.44807726 , in sigma: 1.1103730642359211 28 most relevant variable 23 corr 0.38724998 , in sigma: 0.95963794620434695 29 most relevant variable 25 corr 0.29207212 , in sigma: 0.72377922246738224 30 most relevant variable 31 corr 0.18948117 , in sigma: 0.46955024127183181 31 most relevant variable 13 corr 0.14840412 , in sigma: 0.36775786945868633 global correlations between input variables: variable 2 : 49.103373712725414 % variable 3 : 76.476957363043979 % variable 4 : 66.217099268738139 % variable 5 : 85.363281134386682 % variable 6 : 87.264797218362020 % variable 7 : 82.053671338296013 % variable 8 : 86.443806487355502 % variable 9 : 8.4973098740305932 % variable 10 : 47.062209581303136 % variable 11 : 86.687355439643682 % variable 12 : 93.698392448588635 % variable 13 : 83.084944581981972 % variable 14 : 64.177868763711786 % variable 15 : 86.262605522680829 % variable 16 : 93.975256968780101 % variable 17 : 60.313656371212822 % variable 18 : 33.186473693940584 % variable 19 : 97.006931850257033 % variable 20 : 98.462929179751185 % variable 21 : 96.246581147125070 % variable 22 : 93.433139071772700 % variable 23 : 92.584433219657356 % variable 24 : 56.603290917948037 % variable 25 : 76.357202167505775 % variable 26 : 67.019679537701634 % variable 27 : 59.997222108801310 % variable 28 : 57.359744493309293 % variable 29 : 80.294347328963426 % variable 30 : 80.193834480701696 % variable 31 : 70.630610264165909 % variable 32 : 63.795543758791887 % significance loss when removing single variables: variable 2 : corr = 2.3679517468314870 % , sigma = 5.8679831879792106 variable 3 : corr = 1.4528777788430411 % , sigma = 3.6003530865218463 variable 4 : corr = 7.4821042578267187 % , sigma = 18.541282378064988 variable 5 : corr = 2.5565636974200716 % , sigma = 6.3353794331040234 variable 6 : corr = 7.2091764935581653 % , sigma = 17.864944469404641 variable 7 : corr = 1.7891739498621002 % , sigma = 4.4337232260790245 variable 8 : corr = 4.0227823134476877 % , sigma = 9.9687922339622812 variable 9 : corr = 3.2293853068594185 % , sigma = 8.0026878560826962 variable 10 : corr = 0.82950622969635102 % , sigma = 2.0555860636498866 variable 11 : corr = 5.7979548434588351 % , sigma = 14.367818766410126 variable 12 : corr = 2.1349361102304321 % , sigma = 5.2905508817927069 variable 13 : corr = 0.14840411768470144 % , sigma = 0.36775786025452667 variable 14 : corr = 3.7909991540066619 % , sigma = 9.3944141096290608 variable 15 : corr = 6.6045377132118572 % , sigma = 16.366598819996909 variable 16 : corr = 1.1666019245845574 % , sigma = 2.8909374904646370 variable 17 : corr = 12.083986900591896 % , sigma = 29.945133836158522 variable 18 : corr = 32.489699121589069 % , sigma = 80.512201518925181 variable 19 : corr = 0.46961880450302701 % , sigma = 1.1637548160641491 variable 20 : corr = 0.74721694644708891 % , sigma = 1.8516663126230120 variable 21 : corr = 1.5270955724250190 % , sigma = 3.7842710086546365 variable 22 : corr = 4.9687524763349922 % , sigma = 12.312985699720299 variable 23 : corr = 0.36818568760866699 % , sigma = 0.91239503838418945 variable 24 : corr = 2.1111521647778200 % , sigma = 5.2316122686024302 variable 25 : corr = 0.34681441219045672 % , sigma = 0.85943522405202033 variable 26 : corr = 1.8091202275894718 % , sigma = 4.4831517765229245 variable 27 : corr = 6.2834189122960922 % , sigma = 15.570839477502229 variable 28 : corr = 1.3343753875949063 % , sigma = 3.3066942142454785 variable 29 : corr = 1.1205586656234574 % , sigma = 2.7768384300150180 variable 30 : corr = 3.3401515824308365 % , sigma = 8.2771759843639732 variable 31 : corr = 0.19056918206187559 % , sigma = 0.47224642900023378 variable 32 : corr = 1.7858647354035333 % , sigma = 4.4255227148843721 Keep only 22 most significant input variables Sum of Weights for output node 2 61409.000000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -2.2804778 NVar: 23.000000 4022 --------- Entering internal boost mode: --------- Starting analysis with 44 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.7125278 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.3729134 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.0947914 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.8987201 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.6432031 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.5551517 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.4655173 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.3122411 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.2276090 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.1170286 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.0958216 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.0217799 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.0009059 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.99776608 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.97525740 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.91940928 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.82670420 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.75711626 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.73087782 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.70751905 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.67143983 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.64409423 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.61861056 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.57343674 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.55847210 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.49948820 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.49125382 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.42725953 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.35355639 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.29960415 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.27847049 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.20506239 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.18735899 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.11435775 PREPRO: (sigma of derived input)/eigenvalue # 35 : 5.21497917E-04 PREPRO: (sigma of derived input)/eigenvalue # 36 : 2.94736208E-04 PREPRO: (sigma of derived input)/eigenvalue # 37 : 2.94736179E-04 PREPRO: (sigma of derived input)/eigenvalue # 38 : 2.85057060E-04 PREPRO: (sigma of derived input)/eigenvalue # 39 : 8.00931161E-08 PREPRO: (sigma of derived input)/eigenvalue # 40 : 1.48646834E-07 PREPRO: (sigma of derived input)/eigenvalue # 41 : 1.65120509E-04 PREPRO: (sigma of derived input)/eigenvalue # 42 : 1.65120538E-04 PREPRO: (sigma of derived input)/eigenvalue # 43 : 2.77979561E-04 PREPRO: (sigma of derived input)/eigenvalue # 44 : 5.25304698E-04 Using 34 variables out of 44 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 0 0.6 2.7 2.4 2.1 1.9 1.6 1.6 1.5 1.3 1.2 1.1 1.1 1.0 1.0 1.0 1.0 0.9 0.8 0.8 0.7 0.7 0.7 0.6 0.6 0.6 0.6 0.5 0.5 0.4 0.4 0.3 0.3 0.2 0.2 0.1 1 100.0 -10.2 -4.6 39.6 -10.0 7.4 -6.6 5.0 -3.9 -7.5 8.4 -6.4 -16.7 0.8 -2.4 7.6 -0.9 -0.1 4.7 5.6 6.0 -6.6 -12.1 4.8 2.3 0.1 0.7 -0.4 0.8 0.4 -3.6 2.0 10.9 -0.8 -1.0 2 -10.2 100.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 3 -4.6 -0.0 100.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 4 39.6 0.0 -0.0 100.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 5 -10.0 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 6 7.4 0.0 0.0 -0.0 -0.0 100.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 7 -6.6 0.0 0.0 0.0 -0.0 -0.0 100.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 8 5.0 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 9 -3.9 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 100.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 10 -7.5 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 100.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 11 8.4 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 100.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 12 -6.4 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 100.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 13 -16.7 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 100.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 14 0.8 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 100.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 15 -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 -0.0 100.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 16 7.6 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 100.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 17 -0.9 -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 18 -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 -0.0 100.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 19 4.7 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 100.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 20 5.6 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 -0.0 100.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 21 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 -0.0 100.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 22 -6.6 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 100.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 23 -12.1 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 100.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 24 4.8 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 100.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 25 2.3 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 100.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 26 0.1 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 100.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 27 0.7 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 100.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 28 -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 -0.0 100.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 29 0.8 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 100.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 30 0.4 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 100.0 -0.0 0.0 -0.0 0.0 0.0 31 -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 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 100.0 -0.0 -0.0 0.0 0.0 32 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 -0.0 100.0 0.0 0.0 0.0 33 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 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 100.0 0.0 0.0 34 -0.8 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 100.0 0.0 35 -1.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 53.736602804387239 ------------------------------------- Teacher: actual network topology: Nodes(1) = 35 Nodes(2) = 37 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 4 --> 59.036282 sigma out 37 active outputs RANK 2 NODE 18 --> 57.963539 sigma out 37 active outputs RANK 3 NODE 31 --> 56.734283 sigma out 37 active outputs RANK 4 NODE 17 --> 56.319710 sigma out 37 active outputs RANK 5 NODE 10 --> 55.765469 sigma out 37 active outputs RANK 6 NODE 23 --> 54.975052 sigma out 37 active outputs RANK 7 NODE 8 --> 54.485359 sigma out 37 active outputs RANK 8 NODE 9 --> 53.236652 sigma out 37 active outputs RANK 9 NODE 3 --> 51.157883 sigma out 37 active outputs RANK 10 NODE 26 --> 49.237667 sigma out 37 active outputs RANK 11 NODE 32 --> 48.441940 sigma out 37 active outputs RANK 12 NODE 22 --> 48.024982 sigma out 37 active outputs RANK 13 NODE 30 --> 48.019287 sigma out 37 active outputs RANK 14 NODE 14 --> 47.648155 sigma out 37 active outputs RANK 15 NODE 6 --> 47.097496 sigma out 37 active outputs RANK 16 NODE 11 --> 46.743752 sigma out 37 active outputs RANK 17 NODE 13 --> 46.553642 sigma out 37 active outputs RANK 18 NODE 16 --> 45.973904 sigma out 37 active outputs RANK 19 NODE 29 --> 45.854958 sigma out 37 active outputs RANK 20 NODE 2 --> 45.133492 sigma out 37 active outputs RANK 21 NODE 15 --> 45.080284 sigma out 37 active outputs RANK 22 NODE 19 --> 45.004932 sigma out 37 active outputs RANK 23 NODE 28 --> 44.698055 sigma out 37 active outputs RANK 24 NODE 33 --> 44.692371 sigma out 37 active outputs RANK 25 NODE 20 --> 44.328781 sigma out 37 active outputs RANK 26 NODE 27 --> 44.163513 sigma out 37 active outputs RANK 27 NODE 35 --> 43.787304 sigma out 37 active outputs RANK 28 NODE 12 --> 43.549950 sigma out 37 active outputs RANK 29 NODE 25 --> 42.069466 sigma out 37 active outputs RANK 30 NODE 21 --> 40.775631 sigma out 37 active outputs RANK 31 NODE 34 --> 40.277534 sigma out 37 active outputs RANK 32 NODE 7 --> 39.153107 sigma out 37 active outputs RANK 33 NODE 24 --> 39.015438 sigma out 37 active outputs RANK 34 NODE 5 --> 35.598499 sigma out 37 active outputs RANK 35 NODE 1 --> 9.0205154 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 33 --> 59.593124 sigma in 35 act. ( 28.058022 sig out 1 act.) RANK 2 NODE 21 --> 54.399036 sigma in 35 act. ( 15.530653 sig out 1 act.) RANK 3 NODE 19 --> 51.647850 sigma in 35 act. ( 35.533634 sig out 1 act.) RANK 4 NODE 17 --> 51.533440 sigma in 35 act. ( 0.81759596 sig out 1 act.) RANK 5 NODE 24 --> 51.253242 sigma in 35 act. ( 30.123741 sig out 1 act.) RANK 6 NODE 36 --> 50.565075 sigma in 35 act. ( 0.17096838 sig out 1 act.) RANK 7 NODE 2 --> 50.287727 sigma in 35 act. ( 8.5341520 sig out 1 act.) RANK 8 NODE 32 --> 49.498833 sigma in 35 act. ( 2.6073692 sig out 1 act.) RANK 9 NODE 28 --> 49.373394 sigma in 35 act. ( 16.003134 sig out 1 act.) RANK 10 NODE 34 --> 48.951351 sigma in 35 act. ( 27.340864 sig out 1 act.) RANK 11 NODE 26 --> 48.526924 sigma in 35 act. ( 11.609659 sig out 1 act.) RANK 12 NODE 18 --> 48.085541 sigma in 35 act. ( 10.854049 sig out 1 act.) RANK 13 NODE 8 --> 47.796146 sigma in 35 act. ( 27.666574 sig out 1 act.) RANK 14 NODE 37 --> 47.702301 sigma in 35 act. ( 12.074772 sig out 1 act.) RANK 15 NODE 13 --> 46.577904 sigma in 35 act. ( 15.767406 sig out 1 act.) RANK 16 NODE 30 --> 46.238037 sigma in 35 act. ( 32.093494 sig out 1 act.) RANK 17 NODE 16 --> 45.998539 sigma in 35 act. ( 15.396618 sig out 1 act.) RANK 18 NODE 29 --> 45.964989 sigma in 35 act. ( 24.303701 sig out 1 act.) RANK 19 NODE 10 --> 45.704346 sigma in 35 act. ( 7.1872044 sig out 1 act.) RANK 20 NODE 9 --> 45.245380 sigma in 35 act. ( 7.2207136 sig out 1 act.) RANK 21 NODE 12 --> 45.234932 sigma in 35 act. ( 16.711311 sig out 1 act.) RANK 22 NODE 14 --> 44.639530 sigma in 35 act. ( 6.4452920 sig out 1 act.) RANK 23 NODE 35 --> 44.192303 sigma in 35 act. ( 12.487853 sig out 1 act.) RANK 24 NODE 15 --> 42.808540 sigma in 35 act. ( 2.7749240 sig out 1 act.) RANK 25 NODE 20 --> 42.185596 sigma in 35 act. ( 9.4459190 sig out 1 act.) RANK 26 NODE 4 --> 42.144100 sigma in 35 act. ( 9.0161257 sig out 1 act.) RANK 27 NODE 22 --> 42.106777 sigma in 35 act. ( 9.3783474 sig out 1 act.) RANK 28 NODE 3 --> 42.009548 sigma in 35 act. ( 9.4168520 sig out 1 act.) RANK 29 NODE 1 --> 41.818729 sigma in 35 act. ( 4.7413673 sig out 1 act.) RANK 30 NODE 31 --> 41.747654 sigma in 35 act. ( 7.2372298 sig out 1 act.) RANK 31 NODE 23 --> 41.622849 sigma in 35 act. ( 5.5164528 sig out 1 act.) RANK 32 NODE 27 --> 41.351158 sigma in 35 act. ( 7.4230056 sig out 1 act.) RANK 33 NODE 5 --> 40.292912 sigma in 35 act. ( 16.359438 sig out 1 act.) RANK 34 NODE 25 --> 39.425663 sigma in 35 act. ( 8.5443325 sig out 1 act.) RANK 35 NODE 7 --> 38.243397 sigma in 35 act. ( 4.9650764 sig out 1 act.) RANK 36 NODE 11 --> 34.994843 sigma in 35 act. ( 10.153571 sig out 1 act.) RANK 37 NODE 6 --> 32.544762 sigma in 35 act. ( 3.2887039 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 35.533634 sigma out 1 act.( 51.647850 sig in 35 act.) RANK 2 NODE 30 --> 32.093494 sigma out 1 act.( 46.238037 sig in 35 act.) RANK 3 NODE 24 --> 30.123741 sigma out 1 act.( 51.253242 sig in 35 act.) RANK 4 NODE 33 --> 28.058022 sigma out 1 act.( 59.593124 sig in 35 act.) RANK 5 NODE 8 --> 27.666574 sigma out 1 act.( 47.796146 sig in 35 act.) RANK 6 NODE 34 --> 27.340864 sigma out 1 act.( 48.951351 sig in 35 act.) RANK 7 NODE 29 --> 24.303701 sigma out 1 act.( 45.964989 sig in 35 act.) RANK 8 NODE 12 --> 16.711311 sigma out 1 act.( 45.234932 sig in 35 act.) RANK 9 NODE 5 --> 16.359438 sigma out 1 act.( 40.292912 sig in 35 act.) RANK 10 NODE 28 --> 16.003134 sigma out 1 act.( 49.373394 sig in 35 act.) RANK 11 NODE 13 --> 15.767406 sigma out 1 act.( 46.577904 sig in 35 act.) RANK 12 NODE 21 --> 15.530653 sigma out 1 act.( 54.399036 sig in 35 act.) RANK 13 NODE 16 --> 15.396618 sigma out 1 act.( 45.998539 sig in 35 act.) RANK 14 NODE 35 --> 12.487853 sigma out 1 act.( 44.192303 sig in 35 act.) RANK 15 NODE 37 --> 12.074772 sigma out 1 act.( 47.702301 sig in 35 act.) RANK 16 NODE 26 --> 11.609659 sigma out 1 act.( 48.526924 sig in 35 act.) RANK 17 NODE 18 --> 10.854049 sigma out 1 act.( 48.085541 sig in 35 act.) RANK 18 NODE 11 --> 10.153571 sigma out 1 act.( 34.994843 sig in 35 act.) RANK 19 NODE 20 --> 9.4459190 sigma out 1 act.( 42.185596 sig in 35 act.) RANK 20 NODE 3 --> 9.4168520 sigma out 1 act.( 42.009548 sig in 35 act.) RANK 21 NODE 22 --> 9.3783474 sigma out 1 act.( 42.106777 sig in 35 act.) RANK 22 NODE 4 --> 9.0161257 sigma out 1 act.( 42.144100 sig in 35 act.) RANK 23 NODE 25 --> 8.5443325 sigma out 1 act.( 39.425663 sig in 35 act.) RANK 24 NODE 2 --> 8.5341520 sigma out 1 act.( 50.287727 sig in 35 act.) RANK 25 NODE 27 --> 7.4230056 sigma out 1 act.( 41.351158 sig in 35 act.) RANK 26 NODE 31 --> 7.2372298 sigma out 1 act.( 41.747654 sig in 35 act.) RANK 27 NODE 9 --> 7.2207136 sigma out 1 act.( 45.245380 sig in 35 act.) RANK 28 NODE 10 --> 7.1872044 sigma out 1 act.( 45.704346 sig in 35 act.) RANK 29 NODE 14 --> 6.4452920 sigma out 1 act.( 44.639530 sig in 35 act.) RANK 30 NODE 23 --> 5.5164528 sigma out 1 act.( 41.622849 sig in 35 act.) RANK 31 NODE 7 --> 4.9650764 sigma out 1 act.( 38.243397 sig in 35 act.) RANK 32 NODE 1 --> 4.7413673 sigma out 1 act.( 41.818729 sig in 35 act.) RANK 33 NODE 6 --> 3.2887039 sigma out 1 act.( 32.544762 sig in 35 act.) RANK 34 NODE 15 --> 2.7749240 sigma out 1 act.( 42.808540 sig in 35 act.) RANK 35 NODE 32 --> 2.6073692 sigma out 1 act.( 49.498833 sig in 35 act.) RANK 36 NODE 17 --> 0.81759596 sigma out 1 act.( 51.533440 sig in 35 act.) RANK 37 NODE 36 --> 0.17096838 sigma out 1 act.( 50.565075 sig in 35 act.) RANK 1 NODE 1 --> 95.538651 sigma in 37 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 4 --> 28.123425 sigma out 37 active outputs RANK 2 NODE 1 --> 27.896957 sigma out 37 active outputs RANK 3 NODE 3 --> 20.656260 sigma out 37 active outputs RANK 4 NODE 8 --> 18.701019 sigma out 37 active outputs RANK 5 NODE 2 --> 17.865419 sigma out 37 active outputs RANK 6 NODE 10 --> 16.839462 sigma out 37 active outputs RANK 7 NODE 6 --> 16.327906 sigma out 37 active outputs RANK 8 NODE 5 --> 15.159767 sigma out 37 active outputs RANK 9 NODE 7 --> 14.438890 sigma out 37 active outputs RANK 10 NODE 9 --> 14.358665 sigma out 37 active outputs RANK 11 NODE 17 --> 12.291386 sigma out 37 active outputs RANK 12 NODE 13 --> 10.635680 sigma out 37 active outputs RANK 13 NODE 12 --> 9.9684734 sigma out 37 active outputs RANK 14 NODE 16 --> 9.6241980 sigma out 37 active outputs RANK 15 NODE 18 --> 9.4193563 sigma out 37 active outputs RANK 16 NODE 11 --> 9.1847382 sigma out 37 active outputs RANK 17 NODE 19 --> 8.7068777 sigma out 37 active outputs RANK 18 NODE 22 --> 8.2806253 sigma out 37 active outputs RANK 19 NODE 20 --> 8.2133808 sigma out 37 active outputs RANK 20 NODE 21 --> 7.8545918 sigma out 37 active outputs RANK 21 NODE 23 --> 7.0950265 sigma out 37 active outputs RANK 22 NODE 14 --> 6.9107928 sigma out 37 active outputs RANK 23 NODE 26 --> 6.2759223 sigma out 37 active outputs RANK 24 NODE 25 --> 6.2336574 sigma out 37 active outputs RANK 25 NODE 24 --> 5.7516232 sigma out 37 active outputs RANK 26 NODE 31 --> 5.1644697 sigma out 37 active outputs RANK 27 NODE 15 --> 5.0093236 sigma out 37 active outputs RANK 28 NODE 27 --> 4.6824946 sigma out 37 active outputs RANK 29 NODE 29 --> 4.4949870 sigma out 37 active outputs RANK 30 NODE 30 --> 4.0227165 sigma out 37 active outputs RANK 31 NODE 32 --> 3.7501915 sigma out 37 active outputs RANK 32 NODE 28 --> 3.4312921 sigma out 37 active outputs RANK 33 NODE 33 --> 2.2062075 sigma out 37 active outputs RANK 34 NODE 34 --> 1.6650132 sigma out 37 active outputs RANK 35 NODE 35 --> 1.1585847 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 19 --> 26.294437 sigma in 35 act. ( 25.478975 sig out 1 act.) RANK 2 NODE 33 --> 22.673895 sigma in 35 act. ( 19.290096 sig out 1 act.) RANK 3 NODE 30 --> 21.484354 sigma in 35 act. ( 22.654076 sig out 1 act.) RANK 4 NODE 24 --> 20.225487 sigma in 35 act. ( 22.398191 sig out 1 act.) RANK 5 NODE 34 --> 19.202574 sigma in 35 act. ( 20.053238 sig out 1 act.) RANK 6 NODE 29 --> 17.967482 sigma in 35 act. ( 17.741701 sig out 1 act.) RANK 7 NODE 8 --> 17.769547 sigma in 35 act. ( 19.687363 sig out 1 act.) RANK 8 NODE 21 --> 12.796081 sigma in 35 act. ( 11.514144 sig out 1 act.) RANK 9 NODE 28 --> 12.036372 sigma in 35 act. ( 11.852706 sig out 1 act.) RANK 10 NODE 12 --> 11.976760 sigma in 35 act. ( 11.942469 sig out 1 act.) RANK 11 NODE 13 --> 11.395962 sigma in 35 act. ( 10.423635 sig out 1 act.) RANK 12 NODE 16 --> 10.750230 sigma in 35 act. ( 10.772738 sig out 1 act.) RANK 13 NODE 5 --> 10.221842 sigma in 35 act. ( 9.6047974 sig out 1 act.) RANK 14 NODE 35 --> 9.3549471 sigma in 35 act. ( 8.6475725 sig out 1 act.) RANK 15 NODE 23 --> 9.0830393 sigma in 35 act. ( 4.0112557 sig out 1 act.) RANK 16 NODE 26 --> 8.8906651 sigma in 35 act. ( 8.2802525 sig out 1 act.) RANK 17 NODE 37 --> 8.8584356 sigma in 35 act. ( 8.2672710 sig out 1 act.) RANK 18 NODE 18 --> 8.4353285 sigma in 35 act. ( 7.8946190 sig out 1 act.) RANK 19 NODE 25 --> 8.1661453 sigma in 35 act. ( 6.2130260 sig out 1 act.) RANK 20 NODE 4 --> 7.7090111 sigma in 35 act. ( 6.4346538 sig out 1 act.) RANK 21 NODE 20 --> 7.6710544 sigma in 35 act. ( 6.4827900 sig out 1 act.) RANK 22 NODE 31 --> 7.6469388 sigma in 35 act. ( 4.9702792 sig out 1 act.) RANK 23 NODE 2 --> 7.4264965 sigma in 35 act. ( 6.1966944 sig out 1 act.) RANK 24 NODE 22 --> 7.3739228 sigma in 35 act. ( 6.5485625 sig out 1 act.) RANK 25 NODE 11 --> 7.2905865 sigma in 35 act. ( 6.4285502 sig out 1 act.) RANK 26 NODE 14 --> 7.2501087 sigma in 35 act. ( 4.4770827 sig out 1 act.) RANK 27 NODE 3 --> 7.2216182 sigma in 35 act. ( 6.5890760 sig out 1 act.) RANK 28 NODE 9 --> 7.1804137 sigma in 35 act. ( 5.2946501 sig out 1 act.) RANK 29 NODE 10 --> 6.6560388 sigma in 35 act. ( 5.0783210 sig out 1 act.) RANK 30 NODE 32 --> 6.5234585 sigma in 35 act. ( 2.0227594 sig out 1 act.) RANK 31 NODE 27 --> 6.1513214 sigma in 35 act. ( 5.1839352 sig out 1 act.) RANK 32 NODE 15 --> 6.1470456 sigma in 35 act. ( 2.0655224 sig out 1 act.) RANK 33 NODE 1 --> 5.9564018 sigma in 35 act. ( 3.1597905 sig out 1 act.) RANK 34 NODE 7 --> 5.5026803 sigma in 35 act. ( 3.4473596 sig out 1 act.) RANK 35 NODE 6 --> 4.8969736 sigma in 35 act. ( 2.1204896 sig out 1 act.) RANK 36 NODE 17 --> 3.5371163 sigma in 35 act. ( 0.65088618 sig out 1 act.) RANK 37 NODE 36 --> 2.2922456 sigma in 35 act. ( 0.11030722 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 25.478975 sigma out 1 act.( 26.294437 sig in 35 act.) RANK 2 NODE 30 --> 22.654076 sigma out 1 act.( 21.484354 sig in 35 act.) RANK 3 NODE 24 --> 22.398191 sigma out 1 act.( 20.225487 sig in 35 act.) RANK 4 NODE 34 --> 20.053238 sigma out 1 act.( 19.202574 sig in 35 act.) RANK 5 NODE 8 --> 19.687363 sigma out 1 act.( 17.769547 sig in 35 act.) RANK 6 NODE 33 --> 19.290096 sigma out 1 act.( 22.673895 sig in 35 act.) RANK 7 NODE 29 --> 17.741701 sigma out 1 act.( 17.967482 sig in 35 act.) RANK 8 NODE 12 --> 11.942469 sigma out 1 act.( 11.976760 sig in 35 act.) RANK 9 NODE 28 --> 11.852706 sigma out 1 act.( 12.036372 sig in 35 act.) RANK 10 NODE 21 --> 11.514144 sigma out 1 act.( 12.796081 sig in 35 act.) RANK 11 NODE 16 --> 10.772738 sigma out 1 act.( 10.750230 sig in 35 act.) RANK 12 NODE 13 --> 10.423635 sigma out 1 act.( 11.395962 sig in 35 act.) RANK 13 NODE 5 --> 9.6047974 sigma out 1 act.( 10.221842 sig in 35 act.) RANK 14 NODE 35 --> 8.6475725 sigma out 1 act.( 9.3549471 sig in 35 act.) RANK 15 NODE 26 --> 8.2802525 sigma out 1 act.( 8.8906651 sig in 35 act.) RANK 16 NODE 37 --> 8.2672710 sigma out 1 act.( 8.8584356 sig in 35 act.) RANK 17 NODE 18 --> 7.8946190 sigma out 1 act.( 8.4353285 sig in 35 act.) RANK 18 NODE 3 --> 6.5890760 sigma out 1 act.( 7.2216182 sig in 35 act.) RANK 19 NODE 22 --> 6.5485625 sigma out 1 act.( 7.3739228 sig in 35 act.) RANK 20 NODE 20 --> 6.4827900 sigma out 1 act.( 7.6710544 sig in 35 act.) RANK 21 NODE 4 --> 6.4346538 sigma out 1 act.( 7.7090111 sig in 35 act.) RANK 22 NODE 11 --> 6.4285502 sigma out 1 act.( 7.2905865 sig in 35 act.) RANK 23 NODE 25 --> 6.2130260 sigma out 1 act.( 8.1661453 sig in 35 act.) RANK 24 NODE 2 --> 6.1966944 sigma out 1 act.( 7.4264965 sig in 35 act.) RANK 25 NODE 9 --> 5.2946501 sigma out 1 act.( 7.1804137 sig in 35 act.) RANK 26 NODE 27 --> 5.1839352 sigma out 1 act.( 6.1513214 sig in 35 act.) RANK 27 NODE 10 --> 5.0783210 sigma out 1 act.( 6.6560388 sig in 35 act.) RANK 28 NODE 31 --> 4.9702792 sigma out 1 act.( 7.6469388 sig in 35 act.) RANK 29 NODE 14 --> 4.4770827 sigma out 1 act.( 7.2501087 sig in 35 act.) RANK 30 NODE 23 --> 4.0112557 sigma out 1 act.( 9.0830393 sig in 35 act.) RANK 31 NODE 7 --> 3.4473596 sigma out 1 act.( 5.5026803 sig in 35 act.) RANK 32 NODE 1 --> 3.1597905 sigma out 1 act.( 5.9564018 sig in 35 act.) RANK 33 NODE 6 --> 2.1204896 sigma out 1 act.( 4.8969736 sig in 35 act.) RANK 34 NODE 15 --> 2.0655224 sigma out 1 act.( 6.1470456 sig in 35 act.) RANK 35 NODE 32 --> 2.0227594 sigma out 1 act.( 6.5234585 sig in 35 act.) RANK 36 NODE 17 --> 0.65088618 sigma out 1 act.( 3.5371163 sig in 35 act.) RANK 37 NODE 36 --> 0.11030722 sigma out 1 act.( 2.2922456 sig in 35 act.) RANK 1 NODE 1 --> 67.912239 sigma in 37 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.10338946 *** contribution from regularisation: 7.78203830E-03 *** contribution from error: -0.11117150 *** contribution from DIAG: 2.06740783E-03 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.17390150 *** contribution from regularisation: 3.12439688E-02 *** contribution from error: -0.20514546 *** contribution from DIAG: 8.59488733E-04 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.28460106 *** contribution from regularisation: 1.23494929E-02 *** contribution from error: -0.29695055 *** contribution from DIAG: 1.40626333E-03 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.33163363 *** contribution from regularisation: 2.07800586E-02 *** contribution from error: -0.35241368 *** contribution from DIAG: 1.39910937E-03 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.38300690 *** contribution from regularisation: 1.48717267E-02 *** contribution from error: -0.39787862 *** contribution from DIAG: 1.46012951E-03 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.41265568 *** contribution from regularisation: 1.76561326E-02 *** contribution from error: -0.43031180 *** contribution from DIAG: 1.48694252E-03 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.43728632 *** contribution from regularisation: 1.56262703E-02 *** contribution from error: -0.45291260 *** contribution from DIAG: 1.58693374E-03 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.45085856 *** contribution from regularisation: 1.69122946E-02 *** contribution from error: -0.46777084 *** contribution from DIAG: 1.54242583E-03 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.46142927 *** contribution from regularisation: 1.60867255E-02 *** contribution from error: -0.47751600 *** contribution from DIAG: 1.70088874E-03 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 38.394073 sigma out 37 active outputs RANK 2 NODE 4 --> 30.174408 sigma out 37 active outputs RANK 3 NODE 6 --> 15.137376 sigma out 37 active outputs RANK 4 NODE 2 --> 14.900063 sigma out 37 active outputs RANK 5 NODE 8 --> 14.460390 sigma out 37 active outputs RANK 6 NODE 3 --> 14.118215 sigma out 37 active outputs RANK 7 NODE 10 --> 13.734253 sigma out 37 active outputs RANK 8 NODE 5 --> 13.526625 sigma out 37 active outputs RANK 9 NODE 13 --> 12.908793 sigma out 37 active outputs RANK 10 NODE 7 --> 12.728834 sigma out 37 active outputs RANK 11 NODE 9 --> 12.147383 sigma out 37 active outputs RANK 12 NODE 16 --> 11.404129 sigma out 37 active outputs RANK 13 NODE 17 --> 11.263892 sigma out 37 active outputs RANK 14 NODE 12 --> 10.495139 sigma out 37 active outputs RANK 15 NODE 11 --> 10.293514 sigma out 37 active outputs RANK 16 NODE 23 --> 10.080785 sigma out 37 active outputs RANK 17 NODE 19 --> 9.3263302 sigma out 37 active outputs RANK 18 NODE 14 --> 9.3173475 sigma out 37 active outputs RANK 19 NODE 22 --> 9.2617321 sigma out 37 active outputs RANK 20 NODE 20 --> 9.1999979 sigma out 37 active outputs RANK 21 NODE 18 --> 9.1338453 sigma out 37 active outputs RANK 22 NODE 21 --> 8.6295671 sigma out 37 active outputs RANK 23 NODE 15 --> 8.1725712 sigma out 37 active outputs RANK 24 NODE 26 --> 7.6689115 sigma out 37 active outputs RANK 25 NODE 24 --> 7.4008746 sigma out 37 active outputs RANK 26 NODE 25 --> 7.2600513 sigma out 37 active outputs RANK 27 NODE 27 --> 6.8780317 sigma out 37 active outputs RANK 28 NODE 28 --> 6.5110021 sigma out 37 active outputs RANK 29 NODE 31 --> 6.3026428 sigma out 37 active outputs RANK 30 NODE 29 --> 6.2016053 sigma out 37 active outputs RANK 31 NODE 30 --> 5.8164201 sigma out 37 active outputs RANK 32 NODE 33 --> 5.7158008 sigma out 37 active outputs RANK 33 NODE 32 --> 5.6168556 sigma out 37 active outputs RANK 34 NODE 34 --> 4.3668580 sigma out 37 active outputs RANK 35 NODE 35 --> 3.5546119 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 19 --> 22.474665 sigma in 35 act. ( 17.933485 sig out 1 act.) RANK 2 NODE 33 --> 18.755888 sigma in 35 act. ( 13.072004 sig out 1 act.) RANK 3 NODE 34 --> 17.181208 sigma in 35 act. ( 13.572236 sig out 1 act.) RANK 4 NODE 29 --> 16.761766 sigma in 35 act. ( 11.036005 sig out 1 act.) RANK 5 NODE 24 --> 16.321764 sigma in 35 act. ( 12.890749 sig out 1 act.) RANK 6 NODE 28 --> 15.308026 sigma in 35 act. ( 8.9472294 sig out 1 act.) RANK 7 NODE 30 --> 14.987448 sigma in 35 act. ( 17.598343 sig out 1 act.) RANK 8 NODE 21 --> 14.632730 sigma in 35 act. ( 8.5562153 sig out 1 act.) RANK 9 NODE 8 --> 14.532340 sigma in 35 act. ( 13.089158 sig out 1 act.) RANK 10 NODE 13 --> 13.062935 sigma in 35 act. ( 8.8386946 sig out 1 act.) RANK 11 NODE 12 --> 12.710069 sigma in 35 act. ( 8.9187994 sig out 1 act.) RANK 12 NODE 5 --> 12.527798 sigma in 35 act. ( 9.6331310 sig out 1 act.) RANK 13 NODE 35 --> 12.163383 sigma in 35 act. ( 8.0471296 sig out 1 act.) RANK 14 NODE 2 --> 12.056248 sigma in 35 act. ( 6.3774400 sig out 1 act.) RANK 15 NODE 10 --> 11.754807 sigma in 35 act. ( 6.5317526 sig out 1 act.) RANK 16 NODE 14 --> 11.747704 sigma in 35 act. ( 7.0221896 sig out 1 act.) RANK 17 NODE 16 --> 11.559277 sigma in 35 act. ( 9.0119705 sig out 1 act.) RANK 18 NODE 22 --> 11.552967 sigma in 35 act. ( 7.1868782 sig out 1 act.) RANK 19 NODE 4 --> 11.529093 sigma in 35 act. ( 6.6228518 sig out 1 act.) RANK 20 NODE 11 --> 11.505248 sigma in 35 act. ( 7.6243200 sig out 1 act.) RANK 21 NODE 25 --> 11.399299 sigma in 35 act. ( 6.7633362 sig out 1 act.) RANK 22 NODE 31 --> 11.193410 sigma in 35 act. ( 6.5779362 sig out 1 act.) RANK 23 NODE 23 --> 11.059399 sigma in 35 act. ( 6.7982664 sig out 1 act.) RANK 24 NODE 18 --> 10.928288 sigma in 35 act. ( 6.9330492 sig out 1 act.) RANK 25 NODE 20 --> 10.923071 sigma in 35 act. ( 7.0213194 sig out 1 act.) RANK 26 NODE 26 --> 10.903399 sigma in 35 act. ( 7.4686451 sig out 1 act.) RANK 27 NODE 37 --> 10.690557 sigma in 35 act. ( 7.5774856 sig out 1 act.) RANK 28 NODE 1 --> 10.464116 sigma in 35 act. ( 5.4624314 sig out 1 act.) RANK 29 NODE 32 --> 9.2556458 sigma in 35 act. ( 2.5081282 sig out 1 act.) RANK 30 NODE 9 --> 8.7645912 sigma in 35 act. ( 6.0137849 sig out 1 act.) RANK 31 NODE 17 --> 8.3600788 sigma in 35 act. ( 2.0859437 sig out 1 act.) RANK 32 NODE 3 --> 8.1469975 sigma in 35 act. ( 6.0467639 sig out 1 act.) RANK 33 NODE 7 --> 8.1444960 sigma in 35 act. ( 5.2387180 sig out 1 act.) RANK 34 NODE 27 --> 7.6533942 sigma in 35 act. ( 5.7856321 sig out 1 act.) RANK 35 NODE 15 --> 7.1647682 sigma in 35 act. ( 3.0590456 sig out 1 act.) RANK 36 NODE 36 --> 6.8518343 sigma in 35 act. ( 0.36019471 sig out 1 act.) RANK 37 NODE 6 --> 6.6245556 sigma in 35 act. ( 5.1985650 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 17.933485 sigma out 1 act.( 22.474665 sig in 35 act.) RANK 2 NODE 30 --> 17.598343 sigma out 1 act.( 14.987448 sig in 35 act.) RANK 3 NODE 34 --> 13.572236 sigma out 1 act.( 17.181208 sig in 35 act.) RANK 4 NODE 8 --> 13.089158 sigma out 1 act.( 14.532340 sig in 35 act.) RANK 5 NODE 33 --> 13.072004 sigma out 1 act.( 18.755888 sig in 35 act.) RANK 6 NODE 24 --> 12.890749 sigma out 1 act.( 16.321764 sig in 35 act.) RANK 7 NODE 29 --> 11.036005 sigma out 1 act.( 16.761766 sig in 35 act.) RANK 8 NODE 5 --> 9.6331310 sigma out 1 act.( 12.527798 sig in 35 act.) RANK 9 NODE 16 --> 9.0119705 sigma out 1 act.( 11.559277 sig in 35 act.) RANK 10 NODE 28 --> 8.9472294 sigma out 1 act.( 15.308026 sig in 35 act.) RANK 11 NODE 12 --> 8.9187994 sigma out 1 act.( 12.710069 sig in 35 act.) RANK 12 NODE 13 --> 8.8386946 sigma out 1 act.( 13.062935 sig in 35 act.) RANK 13 NODE 21 --> 8.5562153 sigma out 1 act.( 14.632730 sig in 35 act.) RANK 14 NODE 35 --> 8.0471296 sigma out 1 act.( 12.163383 sig in 35 act.) RANK 15 NODE 11 --> 7.6243200 sigma out 1 act.( 11.505248 sig in 35 act.) RANK 16 NODE 37 --> 7.5774856 sigma out 1 act.( 10.690557 sig in 35 act.) RANK 17 NODE 26 --> 7.4686451 sigma out 1 act.( 10.903399 sig in 35 act.) RANK 18 NODE 22 --> 7.1868782 sigma out 1 act.( 11.552967 sig in 35 act.) RANK 19 NODE 14 --> 7.0221896 sigma out 1 act.( 11.747704 sig in 35 act.) RANK 20 NODE 20 --> 7.0213194 sigma out 1 act.( 10.923071 sig in 35 act.) RANK 21 NODE 18 --> 6.9330492 sigma out 1 act.( 10.928288 sig in 35 act.) RANK 22 NODE 23 --> 6.7982664 sigma out 1 act.( 11.059399 sig in 35 act.) RANK 23 NODE 25 --> 6.7633362 sigma out 1 act.( 11.399299 sig in 35 act.) RANK 24 NODE 4 --> 6.6228518 sigma out 1 act.( 11.529093 sig in 35 act.) RANK 25 NODE 31 --> 6.5779362 sigma out 1 act.( 11.193410 sig in 35 act.) RANK 26 NODE 10 --> 6.5317526 sigma out 1 act.( 11.754807 sig in 35 act.) RANK 27 NODE 2 --> 6.3774400 sigma out 1 act.( 12.056248 sig in 35 act.) RANK 28 NODE 3 --> 6.0467639 sigma out 1 act.( 8.1469975 sig in 35 act.) RANK 29 NODE 9 --> 6.0137849 sigma out 1 act.( 8.7645912 sig in 35 act.) RANK 30 NODE 27 --> 5.7856321 sigma out 1 act.( 7.6533942 sig in 35 act.) RANK 31 NODE 1 --> 5.4624314 sigma out 1 act.( 10.464116 sig in 35 act.) RANK 32 NODE 7 --> 5.2387180 sigma out 1 act.( 8.1444960 sig in 35 act.) RANK 33 NODE 6 --> 5.1985650 sigma out 1 act.( 6.6245556 sig in 35 act.) RANK 34 NODE 15 --> 3.0590456 sigma out 1 act.( 7.1647682 sig in 35 act.) RANK 35 NODE 32 --> 2.5081282 sigma out 1 act.( 9.2556458 sig in 35 act.) RANK 36 NODE 17 --> 2.0859437 sigma out 1 act.( 8.3600788 sig in 35 act.) RANK 37 NODE 36 --> 0.36019471 sigma out 1 act.( 6.8518343 sig in 35 act.) RANK 1 NODE 1 --> 53.273884 sigma in 37 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.46760696 *** contribution from regularisation: 1.68050658E-02 *** contribution from error: -0.48441201 *** contribution from DIAG: 1.90552289E-03 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.47295132 *** contribution from regularisation: 1.63776726E-02 *** contribution from error: -0.48932898 *** contribution from DIAG: 2.09051906E-03 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.47591728 *** contribution from regularisation: 1.70762558E-02 *** contribution from error: -0.49299353 *** contribution from DIAG: 2.26799585E-03 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.47882369 *** contribution from regularisation: 1.69914998E-02 *** contribution from error: -0.49581519 *** contribution from DIAG: 2.22775713E-03 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.48087466 *** contribution from regularisation: 1.71990581E-02 *** contribution from error: -0.49807373 *** contribution from DIAG: 2.49320222E-03 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.48275000 *** contribution from regularisation: 1.71018019E-02 *** contribution from error: -0.49985179 *** contribution from DIAG: 2.80338782E-03 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.48393658 *** contribution from regularisation: 1.74691789E-02 *** contribution from error: -0.50140578 *** contribution from DIAG: 2.62952363E-03 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.48522812 *** contribution from regularisation: 1.73852518E-02 *** contribution from error: -0.50261337 *** contribution from DIAG: 2.89063971E-03 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.48597527 *** contribution from regularisation: 1.76527929E-02 *** contribution from error: -0.50362808 *** contribution from DIAG: 2.76504573E-03 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.48707339 *** contribution from regularisation: 1.74199026E-02 *** contribution from error: -0.50449330 *** contribution from DIAG: 2.94594746E-03 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 49.123535 sigma out 37 active outputs RANK 2 NODE 4 --> 37.387630 sigma out 37 active outputs RANK 3 NODE 6 --> 16.828503 sigma out 37 active outputs RANK 4 NODE 2 --> 16.000322 sigma out 37 active outputs RANK 5 NODE 5 --> 15.487131 sigma out 37 active outputs RANK 6 NODE 8 --> 14.874468 sigma out 37 active outputs RANK 7 NODE 10 --> 14.637418 sigma out 37 active outputs RANK 8 NODE 3 --> 14.562970 sigma out 37 active outputs RANK 9 NODE 13 --> 13.729092 sigma out 37 active outputs RANK 10 NODE 7 --> 13.548784 sigma out 37 active outputs RANK 11 NODE 9 --> 12.617543 sigma out 37 active outputs RANK 12 NODE 16 --> 11.729834 sigma out 37 active outputs RANK 13 NODE 17 --> 11.684660 sigma out 37 active outputs RANK 14 NODE 11 --> 11.271242 sigma out 37 active outputs RANK 15 NODE 12 --> 11.102677 sigma out 37 active outputs RANK 16 NODE 23 --> 11.008567 sigma out 37 active outputs RANK 17 NODE 22 --> 10.142579 sigma out 37 active outputs RANK 18 NODE 19 --> 10.109127 sigma out 37 active outputs RANK 19 NODE 20 --> 9.8557491 sigma out 37 active outputs RANK 20 NODE 18 --> 9.3904915 sigma out 37 active outputs RANK 21 NODE 14 --> 9.0943775 sigma out 37 active outputs RANK 22 NODE 21 --> 8.9410276 sigma out 37 active outputs RANK 23 NODE 26 --> 8.1201696 sigma out 37 active outputs RANK 24 NODE 15 --> 8.0743065 sigma out 37 active outputs RANK 25 NODE 25 --> 7.9816766 sigma out 37 active outputs RANK 26 NODE 24 --> 7.9682097 sigma out 37 active outputs RANK 27 NODE 33 --> 7.5478592 sigma out 37 active outputs RANK 28 NODE 27 --> 7.0032248 sigma out 37 active outputs RANK 29 NODE 28 --> 6.8660059 sigma out 37 active outputs RANK 30 NODE 29 --> 6.3344064 sigma out 37 active outputs RANK 31 NODE 31 --> 6.1370125 sigma out 37 active outputs RANK 32 NODE 30 --> 5.8775053 sigma out 37 active outputs RANK 33 NODE 32 --> 5.6571922 sigma out 37 active outputs RANK 34 NODE 34 --> 3.9822884 sigma out 37 active outputs RANK 35 NODE 35 --> 2.9065826 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 19 --> 24.908438 sigma in 35 act. ( 18.479481 sig out 1 act.) RANK 2 NODE 33 --> 20.252134 sigma in 35 act. ( 13.802899 sig out 1 act.) RANK 3 NODE 34 --> 19.599718 sigma in 35 act. ( 14.245914 sig out 1 act.) RANK 4 NODE 29 --> 18.807201 sigma in 35 act. ( 11.938457 sig out 1 act.) RANK 5 NODE 28 --> 18.734383 sigma in 35 act. ( 10.828485 sig out 1 act.) RANK 6 NODE 24 --> 17.808472 sigma in 35 act. ( 12.883568 sig out 1 act.) RANK 7 NODE 21 --> 16.703152 sigma in 35 act. ( 9.6454582 sig out 1 act.) RANK 8 NODE 8 --> 15.332343 sigma in 35 act. ( 12.999552 sig out 1 act.) RANK 9 NODE 2 --> 15.316854 sigma in 35 act. ( 8.2401133 sig out 1 act.) RANK 10 NODE 13 --> 15.199330 sigma in 35 act. ( 9.8190317 sig out 1 act.) RANK 11 NODE 30 --> 14.881928 sigma in 35 act. ( 16.957569 sig out 1 act.) RANK 12 NODE 35 --> 14.752766 sigma in 35 act. ( 9.2632523 sig out 1 act.) RANK 13 NODE 14 --> 14.727151 sigma in 35 act. ( 8.4243708 sig out 1 act.) RANK 14 NODE 11 --> 14.714765 sigma in 35 act. ( 9.1682653 sig out 1 act.) RANK 15 NODE 4 --> 14.681232 sigma in 35 act. ( 8.1608534 sig out 1 act.) RANK 16 NODE 5 --> 14.616014 sigma in 35 act. ( 10.654593 sig out 1 act.) RANK 17 NODE 22 --> 14.563588 sigma in 35 act. ( 8.5943413 sig out 1 act.) RANK 18 NODE 12 --> 14.487882 sigma in 35 act. ( 10.053393 sig out 1 act.) RANK 19 NODE 10 --> 14.370781 sigma in 35 act. ( 8.0522013 sig out 1 act.) RANK 20 NODE 1 --> 14.005866 sigma in 35 act. ( 7.0257301 sig out 1 act.) RANK 21 NODE 25 --> 13.861602 sigma in 35 act. ( 7.9553366 sig out 1 act.) RANK 22 NODE 23 --> 13.725387 sigma in 35 act. ( 8.0942402 sig out 1 act.) RANK 23 NODE 31 --> 13.384154 sigma in 35 act. ( 7.4915438 sig out 1 act.) RANK 24 NODE 20 --> 13.370457 sigma in 35 act. ( 8.3754759 sig out 1 act.) RANK 25 NODE 16 --> 12.815562 sigma in 35 act. ( 9.5077047 sig out 1 act.) RANK 26 NODE 18 --> 12.480711 sigma in 35 act. ( 7.8717136 sig out 1 act.) RANK 27 NODE 26 --> 12.263180 sigma in 35 act. ( 8.3140144 sig out 1 act.) RANK 28 NODE 37 --> 11.674078 sigma in 35 act. ( 8.1159172 sig out 1 act.) RANK 29 NODE 32 --> 10.065062 sigma in 35 act. ( 3.4936407 sig out 1 act.) RANK 30 NODE 9 --> 9.3826780 sigma in 35 act. ( 6.5100670 sig out 1 act.) RANK 31 NODE 7 --> 9.2078180 sigma in 35 act. ( 6.0882382 sig out 1 act.) RANK 32 NODE 17 --> 8.8416481 sigma in 35 act. ( 2.9318748 sig out 1 act.) RANK 33 NODE 3 --> 8.6925306 sigma in 35 act. ( 6.4000540 sig out 1 act.) RANK 34 NODE 27 --> 8.1181173 sigma in 35 act. ( 6.2627301 sig out 1 act.) RANK 35 NODE 15 --> 7.7692776 sigma in 35 act. ( 3.6524436 sig out 1 act.) RANK 36 NODE 6 --> 7.5835958 sigma in 35 act. ( 5.8794913 sig out 1 act.) RANK 37 NODE 36 --> 6.9471035 sigma in 35 act. ( 0.82510436 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 18.479481 sigma out 1 act.( 24.908438 sig in 35 act.) RANK 2 NODE 30 --> 16.957569 sigma out 1 act.( 14.881928 sig in 35 act.) RANK 3 NODE 34 --> 14.245914 sigma out 1 act.( 19.599718 sig in 35 act.) RANK 4 NODE 33 --> 13.802899 sigma out 1 act.( 20.252134 sig in 35 act.) RANK 5 NODE 8 --> 12.999552 sigma out 1 act.( 15.332343 sig in 35 act.) RANK 6 NODE 24 --> 12.883568 sigma out 1 act.( 17.808472 sig in 35 act.) RANK 7 NODE 29 --> 11.938457 sigma out 1 act.( 18.807201 sig in 35 act.) RANK 8 NODE 28 --> 10.828485 sigma out 1 act.( 18.734383 sig in 35 act.) RANK 9 NODE 5 --> 10.654593 sigma out 1 act.( 14.616014 sig in 35 act.) RANK 10 NODE 12 --> 10.053393 sigma out 1 act.( 14.487882 sig in 35 act.) RANK 11 NODE 13 --> 9.8190317 sigma out 1 act.( 15.199330 sig in 35 act.) RANK 12 NODE 21 --> 9.6454582 sigma out 1 act.( 16.703152 sig in 35 act.) RANK 13 NODE 16 --> 9.5077047 sigma out 1 act.( 12.815562 sig in 35 act.) RANK 14 NODE 35 --> 9.2632523 sigma out 1 act.( 14.752766 sig in 35 act.) RANK 15 NODE 11 --> 9.1682653 sigma out 1 act.( 14.714765 sig in 35 act.) RANK 16 NODE 22 --> 8.5943413 sigma out 1 act.( 14.563588 sig in 35 act.) RANK 17 NODE 14 --> 8.4243708 sigma out 1 act.( 14.727151 sig in 35 act.) RANK 18 NODE 20 --> 8.3754759 sigma out 1 act.( 13.370457 sig in 35 act.) RANK 19 NODE 26 --> 8.3140144 sigma out 1 act.( 12.263180 sig in 35 act.) RANK 20 NODE 2 --> 8.2401133 sigma out 1 act.( 15.316854 sig in 35 act.) RANK 21 NODE 4 --> 8.1608534 sigma out 1 act.( 14.681232 sig in 35 act.) RANK 22 NODE 37 --> 8.1159172 sigma out 1 act.( 11.674078 sig in 35 act.) RANK 23 NODE 23 --> 8.0942402 sigma out 1 act.( 13.725387 sig in 35 act.) RANK 24 NODE 10 --> 8.0522013 sigma out 1 act.( 14.370781 sig in 35 act.) RANK 25 NODE 25 --> 7.9553366 sigma out 1 act.( 13.861602 sig in 35 act.) RANK 26 NODE 18 --> 7.8717136 sigma out 1 act.( 12.480711 sig in 35 act.) RANK 27 NODE 31 --> 7.4915438 sigma out 1 act.( 13.384154 sig in 35 act.) RANK 28 NODE 1 --> 7.0257301 sigma out 1 act.( 14.005866 sig in 35 act.) RANK 29 NODE 9 --> 6.5100670 sigma out 1 act.( 9.3826780 sig in 35 act.) RANK 30 NODE 3 --> 6.4000540 sigma out 1 act.( 8.6925306 sig in 35 act.) RANK 31 NODE 27 --> 6.2627301 sigma out 1 act.( 8.1181173 sig in 35 act.) RANK 32 NODE 7 --> 6.0882382 sigma out 1 act.( 9.2078180 sig in 35 act.) RANK 33 NODE 6 --> 5.8794913 sigma out 1 act.( 7.5835958 sig in 35 act.) RANK 34 NODE 15 --> 3.6524436 sigma out 1 act.( 7.7692776 sig in 35 act.) RANK 35 NODE 32 --> 3.4936407 sigma out 1 act.( 10.065062 sig in 35 act.) RANK 36 NODE 17 --> 2.9318748 sigma out 1 act.( 8.8416481 sig in 35 act.) RANK 37 NODE 36 --> 0.82510436 sigma out 1 act.( 6.9471035 sig in 35 act.) RANK 1 NODE 1 --> 57.932350 sigma in 37 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.48748720 *** contribution from regularisation: 1.77101735E-02 *** contribution from error: -0.50519735 *** contribution from DIAG: 3.02173849E-03 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.48804805 *** contribution from regularisation: 1.77293271E-02 *** contribution from error: -0.50577736 *** contribution from DIAG: 3.16335098E-03 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.48833111 *** contribution from regularisation: 1.79160628E-02 *** contribution from error: -0.50624716 *** contribution from DIAG: 3.23922839E-03 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.48859015 *** contribution from regularisation: 1.79520044E-02 *** contribution from error: -0.50654215 *** contribution from DIAG: 3.33733857E-03 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.48892999 *** contribution from regularisation: 1.78278070E-02 *** contribution from error: -0.50675780 *** contribution from DIAG: 3.44459992E-03 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.48897788 *** contribution from regularisation: 1.79542881E-02 *** contribution from error: -0.50693214 *** contribution from DIAG: 3.47635709E-03 *********************************************** --------------------------------------------------- Iteration : 26 kill weight from layer 1 knot 32 to knot 1 *********************************************** *** Learn Path 26 *** loss function: -0.48895800 *** contribution from regularisation: 1.81084704E-02 *** contribution from error: -0.50706649 *** contribution from DIAG: 3.46147385E-03 *********************************************** --------------------------------------------------- Iteration : 27 kill weight from layer 1 knot 29 to knot 34 *********************************************** *** Learn Path 27 *** loss function: -0.48929456 *** contribution from regularisation: 1.78804398E-02 *** contribution from error: -0.50717497 *** contribution from DIAG: 3.43590998E-03 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.48939845 *** contribution from regularisation: 1.78883020E-02 *** contribution from error: -0.50728673 *** contribution from DIAG: 3.49212391E-03 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.48947489 *** contribution from regularisation: 1.79058164E-02 *** contribution from error: -0.50738072 *** contribution from DIAG: 3.47012165E-03 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 52.273750 sigma out 37 active outputs RANK 2 NODE 4 --> 39.578545 sigma out 37 active outputs RANK 3 NODE 6 --> 16.995520 sigma out 37 active outputs RANK 4 NODE 2 --> 16.388128 sigma out 37 active outputs RANK 5 NODE 5 --> 16.158733 sigma out 37 active outputs RANK 6 NODE 8 --> 15.263535 sigma out 37 active outputs RANK 7 NODE 10 --> 15.030614 sigma out 37 active outputs RANK 8 NODE 3 --> 14.792459 sigma out 37 active outputs RANK 9 NODE 13 --> 14.056932 sigma out 37 active outputs RANK 10 NODE 7 --> 13.652843 sigma out 37 active outputs RANK 11 NODE 9 --> 12.854497 sigma out 37 active outputs RANK 12 NODE 16 --> 12.018077 sigma out 37 active outputs RANK 13 NODE 17 --> 11.793087 sigma out 37 active outputs RANK 14 NODE 11 --> 11.534682 sigma out 37 active outputs RANK 15 NODE 12 --> 11.196918 sigma out 37 active outputs RANK 16 NODE 23 --> 11.022644 sigma out 37 active outputs RANK 17 NODE 22 --> 10.363661 sigma out 37 active outputs RANK 18 NODE 19 --> 10.194066 sigma out 37 active outputs RANK 19 NODE 20 --> 9.9210978 sigma out 37 active outputs RANK 20 NODE 18 --> 9.6819839 sigma out 37 active outputs RANK 21 NODE 14 --> 9.0771837 sigma out 37 active outputs RANK 22 NODE 33 --> 8.9959068 sigma out 37 active outputs RANK 23 NODE 21 --> 8.9125776 sigma out 37 active outputs RANK 24 NODE 25 --> 8.5006771 sigma out 37 active outputs RANK 25 NODE 15 --> 8.2459879 sigma out 37 active outputs RANK 26 NODE 26 --> 8.1826000 sigma out 37 active outputs RANK 27 NODE 24 --> 8.0990915 sigma out 37 active outputs RANK 28 NODE 27 --> 7.1392760 sigma out 37 active outputs RANK 29 NODE 28 --> 6.9179821 sigma out 37 active outputs RANK 30 NODE 29 --> 6.4620347 sigma out 36 active outputs RANK 31 NODE 30 --> 6.0113239 sigma out 37 active outputs RANK 32 NODE 31 --> 5.9621654 sigma out 37 active outputs RANK 33 NODE 32 --> 5.5544615 sigma out 36 active outputs RANK 34 NODE 34 --> 4.0254741 sigma out 37 active outputs RANK 35 NODE 35 --> 2.7770216 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 19 --> 25.652700 sigma in 35 act. ( 18.800257 sig out 1 act.) RANK 2 NODE 33 --> 20.789232 sigma in 35 act. ( 13.959579 sig out 1 act.) RANK 3 NODE 34 --> 20.295881 sigma in 34 act. ( 14.679928 sig out 1 act.) RANK 4 NODE 28 --> 19.731554 sigma in 35 act. ( 11.579556 sig out 1 act.) RANK 5 NODE 29 --> 19.359137 sigma in 35 act. ( 12.200657 sig out 1 act.) RANK 6 NODE 24 --> 18.536766 sigma in 35 act. ( 12.857240 sig out 1 act.) RANK 7 NODE 21 --> 17.342272 sigma in 35 act. ( 9.9421692 sig out 1 act.) RANK 8 NODE 2 --> 16.316093 sigma in 35 act. ( 8.6500015 sig out 1 act.) RANK 9 NODE 13 --> 15.866558 sigma in 35 act. ( 10.314647 sig out 1 act.) RANK 10 NODE 11 --> 15.776159 sigma in 35 act. ( 9.7222643 sig out 1 act.) RANK 11 NODE 4 --> 15.747189 sigma in 35 act. ( 8.7410955 sig out 1 act.) RANK 12 NODE 8 --> 15.739845 sigma in 35 act. ( 12.862176 sig out 1 act.) RANK 13 NODE 35 --> 15.502387 sigma in 35 act. ( 9.8363953 sig out 1 act.) RANK 14 NODE 14 --> 15.502032 sigma in 35 act. ( 8.7375526 sig out 1 act.) RANK 15 NODE 5 --> 15.370730 sigma in 35 act. ( 11.042227 sig out 1 act.) RANK 16 NODE 22 --> 15.340073 sigma in 35 act. ( 9.0231829 sig out 1 act.) RANK 17 NODE 12 --> 15.140489 sigma in 35 act. ( 10.423498 sig out 1 act.) RANK 18 NODE 30 --> 15.107425 sigma in 35 act. ( 16.590014 sig out 1 act.) RANK 19 NODE 1 --> 15.102126 sigma in 34 act. ( 7.4820595 sig out 1 act.) RANK 20 NODE 10 --> 15.087395 sigma in 35 act. ( 8.4179335 sig out 1 act.) RANK 21 NODE 25 --> 14.467192 sigma in 35 act. ( 8.2004862 sig out 1 act.) RANK 22 NODE 23 --> 14.431643 sigma in 35 act. ( 8.4559221 sig out 1 act.) RANK 23 NODE 20 --> 14.324208 sigma in 35 act. ( 8.7897606 sig out 1 act.) RANK 24 NODE 31 --> 13.988742 sigma in 35 act. ( 7.7637057 sig out 1 act.) RANK 25 NODE 16 --> 13.191934 sigma in 35 act. ( 9.7449036 sig out 1 act.) RANK 26 NODE 18 --> 13.063806 sigma in 35 act. ( 8.1408911 sig out 1 act.) RANK 27 NODE 26 --> 12.734707 sigma in 35 act. ( 8.3649521 sig out 1 act.) RANK 28 NODE 37 --> 11.902264 sigma in 35 act. ( 8.1757793 sig out 1 act.) RANK 29 NODE 32 --> 10.282159 sigma in 35 act. ( 3.7663267 sig out 1 act.) RANK 30 NODE 7 --> 9.5957832 sigma in 35 act. ( 6.3152623 sig out 1 act.) RANK 31 NODE 9 --> 9.5807219 sigma in 35 act. ( 6.5775604 sig out 1 act.) RANK 32 NODE 3 --> 8.8936949 sigma in 35 act. ( 6.4935207 sig out 1 act.) RANK 33 NODE 17 --> 8.8753786 sigma in 35 act. ( 3.0649183 sig out 1 act.) RANK 34 NODE 27 --> 8.2196827 sigma in 35 act. ( 6.3020396 sig out 1 act.) RANK 35 NODE 15 --> 7.9700980 sigma in 35 act. ( 3.7959752 sig out 1 act.) RANK 36 NODE 6 --> 7.8527269 sigma in 35 act. ( 6.0097275 sig out 1 act.) RANK 37 NODE 36 --> 6.9437470 sigma in 35 act. ( 1.0635959 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 18.800257 sigma out 1 act.( 25.652700 sig in 35 act.) RANK 2 NODE 30 --> 16.590014 sigma out 1 act.( 15.107425 sig in 35 act.) RANK 3 NODE 34 --> 14.679928 sigma out 1 act.( 20.295881 sig in 34 act.) RANK 4 NODE 33 --> 13.959579 sigma out 1 act.( 20.789232 sig in 35 act.) RANK 5 NODE 8 --> 12.862176 sigma out 1 act.( 15.739845 sig in 35 act.) RANK 6 NODE 24 --> 12.857240 sigma out 1 act.( 18.536766 sig in 35 act.) RANK 7 NODE 29 --> 12.200657 sigma out 1 act.( 19.359137 sig in 35 act.) RANK 8 NODE 28 --> 11.579556 sigma out 1 act.( 19.731554 sig in 35 act.) RANK 9 NODE 5 --> 11.042227 sigma out 1 act.( 15.370730 sig in 35 act.) RANK 10 NODE 12 --> 10.423498 sigma out 1 act.( 15.140489 sig in 35 act.) RANK 11 NODE 13 --> 10.314647 sigma out 1 act.( 15.866558 sig in 35 act.) RANK 12 NODE 21 --> 9.9421692 sigma out 1 act.( 17.342272 sig in 35 act.) RANK 13 NODE 35 --> 9.8363953 sigma out 1 act.( 15.502387 sig in 35 act.) RANK 14 NODE 16 --> 9.7449036 sigma out 1 act.( 13.191934 sig in 35 act.) RANK 15 NODE 11 --> 9.7222643 sigma out 1 act.( 15.776159 sig in 35 act.) RANK 16 NODE 22 --> 9.0231829 sigma out 1 act.( 15.340073 sig in 35 act.) RANK 17 NODE 20 --> 8.7897606 sigma out 1 act.( 14.324208 sig in 35 act.) RANK 18 NODE 4 --> 8.7410955 sigma out 1 act.( 15.747189 sig in 35 act.) RANK 19 NODE 14 --> 8.7375526 sigma out 1 act.( 15.502032 sig in 35 act.) RANK 20 NODE 2 --> 8.6500015 sigma out 1 act.( 16.316093 sig in 35 act.) RANK 21 NODE 23 --> 8.4559221 sigma out 1 act.( 14.431643 sig in 35 act.) RANK 22 NODE 10 --> 8.4179335 sigma out 1 act.( 15.087395 sig in 35 act.) RANK 23 NODE 26 --> 8.3649521 sigma out 1 act.( 12.734707 sig in 35 act.) RANK 24 NODE 25 --> 8.2004862 sigma out 1 act.( 14.467192 sig in 35 act.) RANK 25 NODE 37 --> 8.1757793 sigma out 1 act.( 11.902264 sig in 35 act.) RANK 26 NODE 18 --> 8.1408911 sigma out 1 act.( 13.063806 sig in 35 act.) RANK 27 NODE 31 --> 7.7637057 sigma out 1 act.( 13.988742 sig in 35 act.) RANK 28 NODE 1 --> 7.4820595 sigma out 1 act.( 15.102126 sig in 34 act.) RANK 29 NODE 9 --> 6.5775604 sigma out 1 act.( 9.5807219 sig in 35 act.) RANK 30 NODE 3 --> 6.4935207 sigma out 1 act.( 8.8936949 sig in 35 act.) RANK 31 NODE 7 --> 6.3152623 sigma out 1 act.( 9.5957832 sig in 35 act.) RANK 32 NODE 27 --> 6.3020396 sigma out 1 act.( 8.2196827 sig in 35 act.) RANK 33 NODE 6 --> 6.0097275 sigma out 1 act.( 7.8527269 sig in 35 act.) RANK 34 NODE 15 --> 3.7959752 sigma out 1 act.( 7.9700980 sig in 35 act.) RANK 35 NODE 32 --> 3.7663267 sigma out 1 act.( 10.282159 sig in 35 act.) RANK 36 NODE 17 --> 3.0649183 sigma out 1 act.( 8.8753786 sig in 35 act.) RANK 37 NODE 36 --> 1.0635959 sigma out 1 act.( 6.9437470 sig in 35 act.) RANK 1 NODE 1 --> 59.416065 sigma in 37 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.48933575 *** contribution from regularisation: 1.81340333E-02 *** contribution from error: -0.50746977 *** contribution from DIAG: 3.41472868E-03 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.48954904 *** contribution from regularisation: 1.79965142E-02 *** contribution from error: -0.50754553 *** contribution from DIAG: 3.38158314E-03 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.48948324 *** contribution from regularisation: 1.81373619E-02 *** contribution from error: -0.50762057 *** contribution from DIAG: 3.36243585E-03 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.48982158 *** contribution from regularisation: 1.78653058E-02 *** contribution from error: -0.50768691 *** contribution from DIAG: 3.31810839E-03 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.48981896 *** contribution from regularisation: 1.79268587E-02 *** contribution from error: -0.50774580 *** contribution from DIAG: 3.37536703E-03 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.48988962 *** contribution from regularisation: 1.79108437E-02 *** contribution from error: -0.50780046 *** contribution from DIAG: 3.39846127E-03 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.48992410 *** contribution from regularisation: 1.79239847E-02 *** contribution from error: -0.50784808 *** contribution from DIAG: 3.42102698E-03 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.48987737 *** contribution from regularisation: 1.80162936E-02 *** contribution from error: -0.50789368 *** contribution from DIAG: 3.47055122E-03 *********************************************** --------------------------------------------------- Iteration : 38 kill weight from layer 1 knot 34 to knot 32 *********************************************** *** Learn Path 38 *** loss function: -0.48987269 *** contribution from regularisation: 1.80607811E-02 *** contribution from error: -0.50793350 *** contribution from DIAG: 3.45501211E-03 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.48994058 *** contribution from regularisation: 1.80291757E-02 *** contribution from error: -0.50796974 *** contribution from DIAG: 3.46176000E-03 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 52.402206 sigma out 37 active outputs RANK 2 NODE 4 --> 39.818966 sigma out 37 active outputs RANK 3 NODE 6 --> 17.054012 sigma out 37 active outputs RANK 4 NODE 2 --> 16.415876 sigma out 37 active outputs RANK 5 NODE 5 --> 16.252195 sigma out 37 active outputs RANK 6 NODE 8 --> 14.993632 sigma out 37 active outputs RANK 7 NODE 10 --> 14.768234 sigma out 37 active outputs RANK 8 NODE 3 --> 14.610731 sigma out 37 active outputs RANK 9 NODE 13 --> 13.955779 sigma out 37 active outputs RANK 10 NODE 7 --> 13.469695 sigma out 37 active outputs RANK 11 NODE 9 --> 12.535794 sigma out 37 active outputs RANK 12 NODE 16 --> 12.086389 sigma out 37 active outputs RANK 13 NODE 17 --> 11.640766 sigma out 37 active outputs RANK 14 NODE 11 --> 11.571470 sigma out 37 active outputs RANK 15 NODE 12 --> 11.149109 sigma out 37 active outputs RANK 16 NODE 23 --> 11.096803 sigma out 37 active outputs RANK 17 NODE 22 --> 10.393141 sigma out 37 active outputs RANK 18 NODE 19 --> 10.133853 sigma out 37 active outputs RANK 19 NODE 20 --> 9.8327436 sigma out 37 active outputs RANK 20 NODE 14 --> 9.4336586 sigma out 37 active outputs RANK 21 NODE 33 --> 9.2244759 sigma out 37 active outputs RANK 22 NODE 18 --> 9.1897669 sigma out 37 active outputs RANK 23 NODE 21 --> 8.7410355 sigma out 37 active outputs RANK 24 NODE 25 --> 8.4788914 sigma out 37 active outputs RANK 25 NODE 15 --> 8.4577436 sigma out 37 active outputs RANK 26 NODE 26 --> 8.3062105 sigma out 37 active outputs RANK 27 NODE 24 --> 8.1344233 sigma out 37 active outputs RANK 28 NODE 27 --> 7.0892668 sigma out 37 active outputs RANK 29 NODE 28 --> 6.9056182 sigma out 37 active outputs RANK 30 NODE 29 --> 6.3718863 sigma out 36 active outputs RANK 31 NODE 30 --> 5.9803376 sigma out 37 active outputs RANK 32 NODE 31 --> 5.8162136 sigma out 37 active outputs RANK 33 NODE 32 --> 5.3558178 sigma out 36 active outputs RANK 34 NODE 34 --> 3.9499652 sigma out 36 active outputs RANK 35 NODE 35 --> 2.6365123 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 19 --> 25.587509 sigma in 35 act. ( 18.493031 sig out 1 act.) RANK 2 NODE 33 --> 20.624008 sigma in 35 act. ( 13.696732 sig out 1 act.) RANK 3 NODE 34 --> 20.341972 sigma in 34 act. ( 14.489420 sig out 1 act.) RANK 4 NODE 28 --> 19.872692 sigma in 35 act. ( 11.518315 sig out 1 act.) RANK 5 NODE 29 --> 19.359058 sigma in 35 act. ( 12.026151 sig out 1 act.) RANK 6 NODE 24 --> 18.412762 sigma in 35 act. ( 12.993933 sig out 1 act.) RANK 7 NODE 21 --> 17.358061 sigma in 35 act. ( 9.7106075 sig out 1 act.) RANK 8 NODE 2 --> 16.343412 sigma in 35 act. ( 8.6273365 sig out 1 act.) RANK 9 NODE 4 --> 15.944172 sigma in 35 act. ( 8.5942822 sig out 1 act.) RANK 10 NODE 11 --> 15.926308 sigma in 35 act. ( 9.5944834 sig out 1 act.) RANK 11 NODE 13 --> 15.917402 sigma in 35 act. ( 10.029231 sig out 1 act.) RANK 12 NODE 35 --> 15.621463 sigma in 35 act. ( 9.5631065 sig out 1 act.) RANK 13 NODE 8 --> 15.603281 sigma in 35 act. ( 12.682369 sig out 1 act.) RANK 14 NODE 14 --> 15.490039 sigma in 35 act. ( 8.7069969 sig out 1 act.) RANK 15 NODE 5 --> 15.417164 sigma in 35 act. ( 10.909475 sig out 1 act.) RANK 16 NODE 22 --> 15.297726 sigma in 35 act. ( 9.0449791 sig out 1 act.) RANK 17 NODE 10 --> 15.188949 sigma in 35 act. ( 8.1255560 sig out 1 act.) RANK 18 NODE 12 --> 15.158305 sigma in 35 act. ( 10.101887 sig out 1 act.) RANK 19 NODE 1 --> 15.157214 sigma in 34 act. ( 7.4749112 sig out 1 act.) RANK 20 NODE 30 --> 15.003274 sigma in 35 act. ( 16.207750 sig out 1 act.) RANK 21 NODE 25 --> 14.439407 sigma in 35 act. ( 8.1156702 sig out 1 act.) RANK 22 NODE 23 --> 14.413260 sigma in 35 act. ( 8.4162617 sig out 1 act.) RANK 23 NODE 20 --> 14.390242 sigma in 35 act. ( 8.8626976 sig out 1 act.) RANK 24 NODE 31 --> 13.955756 sigma in 35 act. ( 7.7360277 sig out 1 act.) RANK 25 NODE 16 --> 13.229484 sigma in 35 act. ( 9.5663891 sig out 1 act.) RANK 26 NODE 18 --> 13.016644 sigma in 35 act. ( 8.1310778 sig out 1 act.) RANK 27 NODE 26 --> 12.770650 sigma in 35 act. ( 8.1491423 sig out 1 act.) RANK 28 NODE 37 --> 11.753718 sigma in 35 act. ( 8.0466862 sig out 1 act.) RANK 29 NODE 32 --> 10.279704 sigma in 34 act. ( 3.7820561 sig out 1 act.) RANK 30 NODE 7 --> 9.6118050 sigma in 35 act. ( 6.1633921 sig out 1 act.) RANK 31 NODE 9 --> 9.4288511 sigma in 35 act. ( 6.5583467 sig out 1 act.) RANK 32 NODE 3 --> 8.7912445 sigma in 35 act. ( 6.5382204 sig out 1 act.) RANK 33 NODE 17 --> 8.7744255 sigma in 35 act. ( 2.9937124 sig out 1 act.) RANK 34 NODE 27 --> 8.1299410 sigma in 35 act. ( 6.2361732 sig out 1 act.) RANK 35 NODE 15 --> 7.9053569 sigma in 35 act. ( 3.8212893 sig out 1 act.) RANK 36 NODE 6 --> 7.8433442 sigma in 35 act. ( 5.8878641 sig out 1 act.) RANK 37 NODE 36 --> 6.8659515 sigma in 35 act. ( 1.1354133 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 18.493031 sigma out 1 act.( 25.587509 sig in 35 act.) RANK 2 NODE 30 --> 16.207750 sigma out 1 act.( 15.003274 sig in 35 act.) RANK 3 NODE 34 --> 14.489420 sigma out 1 act.( 20.341972 sig in 34 act.) RANK 4 NODE 33 --> 13.696732 sigma out 1 act.( 20.624008 sig in 35 act.) RANK 5 NODE 24 --> 12.993933 sigma out 1 act.( 18.412762 sig in 35 act.) RANK 6 NODE 8 --> 12.682369 sigma out 1 act.( 15.603281 sig in 35 act.) RANK 7 NODE 29 --> 12.026151 sigma out 1 act.( 19.359058 sig in 35 act.) RANK 8 NODE 28 --> 11.518315 sigma out 1 act.( 19.872692 sig in 35 act.) RANK 9 NODE 5 --> 10.909475 sigma out 1 act.( 15.417164 sig in 35 act.) RANK 10 NODE 12 --> 10.101887 sigma out 1 act.( 15.158305 sig in 35 act.) RANK 11 NODE 13 --> 10.029231 sigma out 1 act.( 15.917402 sig in 35 act.) RANK 12 NODE 21 --> 9.7106075 sigma out 1 act.( 17.358061 sig in 35 act.) RANK 13 NODE 11 --> 9.5944834 sigma out 1 act.( 15.926308 sig in 35 act.) RANK 14 NODE 16 --> 9.5663891 sigma out 1 act.( 13.229484 sig in 35 act.) RANK 15 NODE 35 --> 9.5631065 sigma out 1 act.( 15.621463 sig in 35 act.) RANK 16 NODE 22 --> 9.0449791 sigma out 1 act.( 15.297726 sig in 35 act.) RANK 17 NODE 20 --> 8.8626976 sigma out 1 act.( 14.390242 sig in 35 act.) RANK 18 NODE 14 --> 8.7069969 sigma out 1 act.( 15.490039 sig in 35 act.) RANK 19 NODE 2 --> 8.6273365 sigma out 1 act.( 16.343412 sig in 35 act.) RANK 20 NODE 4 --> 8.5942822 sigma out 1 act.( 15.944172 sig in 35 act.) RANK 21 NODE 23 --> 8.4162617 sigma out 1 act.( 14.413260 sig in 35 act.) RANK 22 NODE 26 --> 8.1491423 sigma out 1 act.( 12.770650 sig in 35 act.) RANK 23 NODE 18 --> 8.1310778 sigma out 1 act.( 13.016644 sig in 35 act.) RANK 24 NODE 10 --> 8.1255560 sigma out 1 act.( 15.188949 sig in 35 act.) RANK 25 NODE 25 --> 8.1156702 sigma out 1 act.( 14.439407 sig in 35 act.) RANK 26 NODE 37 --> 8.0466862 sigma out 1 act.( 11.753718 sig in 35 act.) RANK 27 NODE 31 --> 7.7360277 sigma out 1 act.( 13.955756 sig in 35 act.) RANK 28 NODE 1 --> 7.4749112 sigma out 1 act.( 15.157214 sig in 34 act.) RANK 29 NODE 9 --> 6.5583467 sigma out 1 act.( 9.4288511 sig in 35 act.) RANK 30 NODE 3 --> 6.5382204 sigma out 1 act.( 8.7912445 sig in 35 act.) RANK 31 NODE 27 --> 6.2361732 sigma out 1 act.( 8.1299410 sig in 35 act.) RANK 32 NODE 7 --> 6.1633921 sigma out 1 act.( 9.6118050 sig in 35 act.) RANK 33 NODE 6 --> 5.8878641 sigma out 1 act.( 7.8433442 sig in 35 act.) RANK 34 NODE 15 --> 3.8212893 sigma out 1 act.( 7.9053569 sig in 35 act.) RANK 35 NODE 32 --> 3.7820561 sigma out 1 act.( 10.279704 sig in 34 act.) RANK 36 NODE 17 --> 2.9937124 sigma out 1 act.( 8.7744255 sig in 35 act.) RANK 37 NODE 36 --> 1.1354133 sigma out 1 act.( 6.8659515 sig in 35 act.) RANK 1 NODE 1 --> 58.624413 sigma in 37 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.48993757 *** contribution from regularisation: 1.80664323E-02 *** contribution from error: -0.50800401 *** contribution from DIAG: 3.38909868E-03 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.49013025 *** contribution from regularisation: 1.79108158E-02 *** contribution from error: -0.50804108 *** contribution from DIAG: 3.37261939E-03 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.49020648 *** contribution from regularisation: 1.78674515E-02 *** contribution from error: -0.50807393 *** contribution from DIAG: 3.39065935E-03 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.49003044 *** contribution from regularisation: 1.80719625E-02 *** contribution from error: -0.50810242 *** contribution from DIAG: 3.34344339E-03 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.49024808 *** contribution from regularisation: 1.78848021E-02 *** contribution from error: -0.50813287 *** contribution from DIAG: 3.36708315E-03 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.49011621 *** contribution from regularisation: 1.80422999E-02 *** contribution from error: -0.50815850 *** contribution from DIAG: 3.40630068E-03 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.49021333 *** contribution from regularisation: 1.79726202E-02 *** contribution from error: -0.50818598 *** contribution from DIAG: 3.43238143E-03 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.49022543 *** contribution from regularisation: 1.79849155E-02 *** contribution from error: -0.50821036 *** contribution from DIAG: 3.42211057E-03 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.49022913 *** contribution from regularisation: 1.80040430E-02 *** contribution from error: -0.50823319 *** contribution from DIAG: 3.37473280E-03 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.49033991 *** contribution from regularisation: 1.79190636E-02 *** contribution from error: -0.50825894 *** contribution from DIAG: 3.36079276E-03 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 52.860851 sigma out 37 active outputs RANK 2 NODE 4 --> 39.897884 sigma out 37 active outputs RANK 3 NODE 6 --> 16.898119 sigma out 37 active outputs RANK 4 NODE 5 --> 16.342642 sigma out 37 active outputs RANK 5 NODE 2 --> 16.341990 sigma out 37 active outputs RANK 6 NODE 10 --> 14.923304 sigma out 37 active outputs RANK 7 NODE 8 --> 14.882161 sigma out 37 active outputs RANK 8 NODE 3 --> 14.530726 sigma out 37 active outputs RANK 9 NODE 13 --> 13.884371 sigma out 37 active outputs RANK 10 NODE 7 --> 13.420585 sigma out 37 active outputs RANK 11 NODE 9 --> 12.483756 sigma out 37 active outputs RANK 12 NODE 16 --> 11.882740 sigma out 37 active outputs RANK 13 NODE 17 --> 11.621350 sigma out 37 active outputs RANK 14 NODE 11 --> 11.511568 sigma out 37 active outputs RANK 15 NODE 23 --> 11.018218 sigma out 37 active outputs RANK 16 NODE 12 --> 11.014620 sigma out 37 active outputs RANK 17 NODE 22 --> 10.460385 sigma out 37 active outputs RANK 18 NODE 19 --> 10.097370 sigma out 37 active outputs RANK 19 NODE 20 --> 9.8604622 sigma out 37 active outputs RANK 20 NODE 33 --> 9.4420261 sigma out 37 active outputs RANK 21 NODE 14 --> 9.0370941 sigma out 37 active outputs RANK 22 NODE 18 --> 8.9911652 sigma out 37 active outputs RANK 23 NODE 21 --> 8.6721916 sigma out 37 active outputs RANK 24 NODE 25 --> 8.5863209 sigma out 37 active outputs RANK 25 NODE 15 --> 8.1939459 sigma out 37 active outputs RANK 26 NODE 24 --> 8.0719938 sigma out 37 active outputs RANK 27 NODE 26 --> 8.0510960 sigma out 37 active outputs RANK 28 NODE 27 --> 7.0950313 sigma out 37 active outputs RANK 29 NODE 28 --> 6.8492212 sigma out 37 active outputs RANK 30 NODE 29 --> 6.3785958 sigma out 36 active outputs RANK 31 NODE 30 --> 6.0719604 sigma out 37 active outputs RANK 32 NODE 31 --> 5.8457260 sigma out 37 active outputs RANK 33 NODE 32 --> 5.2856550 sigma out 36 active outputs RANK 34 NODE 34 --> 4.2503095 sigma out 36 active outputs RANK 35 NODE 35 --> 2.8007519 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 19 --> 25.597401 sigma in 35 act. ( 18.364189 sig out 1 act.) RANK 2 NODE 33 --> 20.593697 sigma in 35 act. ( 13.675599 sig out 1 act.) RANK 3 NODE 34 --> 20.414654 sigma in 34 act. ( 14.580111 sig out 1 act.) RANK 4 NODE 28 --> 19.925838 sigma in 35 act. ( 11.614972 sig out 1 act.) RANK 5 NODE 29 --> 19.274527 sigma in 35 act. ( 12.090135 sig out 1 act.) RANK 6 NODE 24 --> 18.502468 sigma in 35 act. ( 12.782564 sig out 1 act.) RANK 7 NODE 21 --> 17.359114 sigma in 35 act. ( 9.6113834 sig out 1 act.) RANK 8 NODE 2 --> 16.401882 sigma in 35 act. ( 8.6038465 sig out 1 act.) RANK 9 NODE 11 --> 16.074415 sigma in 35 act. ( 9.6012840 sig out 1 act.) RANK 10 NODE 4 --> 16.008848 sigma in 35 act. ( 8.6885815 sig out 1 act.) RANK 11 NODE 13 --> 15.985507 sigma in 35 act. ( 9.9620209 sig out 1 act.) RANK 12 NODE 35 --> 15.712552 sigma in 35 act. ( 9.5614204 sig out 1 act.) RANK 13 NODE 8 --> 15.643991 sigma in 35 act. ( 12.451379 sig out 1 act.) RANK 14 NODE 14 --> 15.502163 sigma in 35 act. ( 8.7198792 sig out 1 act.) RANK 15 NODE 5 --> 15.459289 sigma in 35 act. ( 10.958879 sig out 1 act.) RANK 16 NODE 22 --> 15.424994 sigma in 35 act. ( 8.9176044 sig out 1 act.) RANK 17 NODE 1 --> 15.240280 sigma in 34 act. ( 7.4454551 sig out 1 act.) RANK 18 NODE 12 --> 15.153972 sigma in 35 act. ( 10.227952 sig out 1 act.) RANK 19 NODE 10 --> 15.134383 sigma in 35 act. ( 8.2015791 sig out 1 act.) RANK 20 NODE 30 --> 14.940140 sigma in 35 act. ( 16.277845 sig out 1 act.) RANK 21 NODE 20 --> 14.528763 sigma in 35 act. ( 8.8961630 sig out 1 act.) RANK 22 NODE 23 --> 14.444357 sigma in 35 act. ( 8.4125013 sig out 1 act.) RANK 23 NODE 25 --> 14.415601 sigma in 35 act. ( 8.0831766 sig out 1 act.) RANK 24 NODE 31 --> 14.003904 sigma in 35 act. ( 7.6452069 sig out 1 act.) RANK 25 NODE 16 --> 13.253158 sigma in 35 act. ( 9.4616995 sig out 1 act.) RANK 26 NODE 18 --> 13.068470 sigma in 35 act. ( 8.0766411 sig out 1 act.) RANK 27 NODE 26 --> 12.651645 sigma in 35 act. ( 8.3348160 sig out 1 act.) RANK 28 NODE 37 --> 11.748635 sigma in 35 act. ( 7.9859862 sig out 1 act.) RANK 29 NODE 32 --> 10.219857 sigma in 34 act. ( 3.7942126 sig out 1 act.) RANK 30 NODE 7 --> 9.6031981 sigma in 35 act. ( 6.2458181 sig out 1 act.) RANK 31 NODE 9 --> 9.4015217 sigma in 35 act. ( 6.5095544 sig out 1 act.) RANK 32 NODE 3 --> 8.8206062 sigma in 35 act. ( 6.4327812 sig out 1 act.) RANK 33 NODE 17 --> 8.6630754 sigma in 35 act. ( 2.9808264 sig out 1 act.) RANK 34 NODE 27 --> 8.0718594 sigma in 35 act. ( 6.1478539 sig out 1 act.) RANK 35 NODE 6 --> 7.8481898 sigma in 35 act. ( 5.8977919 sig out 1 act.) RANK 36 NODE 15 --> 7.8451147 sigma in 35 act. ( 3.7920489 sig out 1 act.) RANK 37 NODE 36 --> 6.7499852 sigma in 35 act. ( 1.1693993 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 18.364189 sigma out 1 act.( 25.597401 sig in 35 act.) RANK 2 NODE 30 --> 16.277845 sigma out 1 act.( 14.940140 sig in 35 act.) RANK 3 NODE 34 --> 14.580111 sigma out 1 act.( 20.414654 sig in 34 act.) RANK 4 NODE 33 --> 13.675599 sigma out 1 act.( 20.593697 sig in 35 act.) RANK 5 NODE 24 --> 12.782564 sigma out 1 act.( 18.502468 sig in 35 act.) RANK 6 NODE 8 --> 12.451379 sigma out 1 act.( 15.643991 sig in 35 act.) RANK 7 NODE 29 --> 12.090135 sigma out 1 act.( 19.274527 sig in 35 act.) RANK 8 NODE 28 --> 11.614972 sigma out 1 act.( 19.925838 sig in 35 act.) RANK 9 NODE 5 --> 10.958879 sigma out 1 act.( 15.459289 sig in 35 act.) RANK 10 NODE 12 --> 10.227952 sigma out 1 act.( 15.153972 sig in 35 act.) RANK 11 NODE 13 --> 9.9620209 sigma out 1 act.( 15.985507 sig in 35 act.) RANK 12 NODE 21 --> 9.6113834 sigma out 1 act.( 17.359114 sig in 35 act.) RANK 13 NODE 11 --> 9.6012840 sigma out 1 act.( 16.074415 sig in 35 act.) RANK 14 NODE 35 --> 9.5614204 sigma out 1 act.( 15.712552 sig in 35 act.) RANK 15 NODE 16 --> 9.4616995 sigma out 1 act.( 13.253158 sig in 35 act.) RANK 16 NODE 22 --> 8.9176044 sigma out 1 act.( 15.424994 sig in 35 act.) RANK 17 NODE 20 --> 8.8961630 sigma out 1 act.( 14.528763 sig in 35 act.) RANK 18 NODE 14 --> 8.7198792 sigma out 1 act.( 15.502163 sig in 35 act.) RANK 19 NODE 4 --> 8.6885815 sigma out 1 act.( 16.008848 sig in 35 act.) RANK 20 NODE 2 --> 8.6038465 sigma out 1 act.( 16.401882 sig in 35 act.) RANK 21 NODE 23 --> 8.4125013 sigma out 1 act.( 14.444357 sig in 35 act.) RANK 22 NODE 26 --> 8.3348160 sigma out 1 act.( 12.651645 sig in 35 act.) RANK 23 NODE 10 --> 8.2015791 sigma out 1 act.( 15.134383 sig in 35 act.) RANK 24 NODE 25 --> 8.0831766 sigma out 1 act.( 14.415601 sig in 35 act.) RANK 25 NODE 18 --> 8.0766411 sigma out 1 act.( 13.068470 sig in 35 act.) RANK 26 NODE 37 --> 7.9859862 sigma out 1 act.( 11.748635 sig in 35 act.) RANK 27 NODE 31 --> 7.6452069 sigma out 1 act.( 14.003904 sig in 35 act.) RANK 28 NODE 1 --> 7.4454551 sigma out 1 act.( 15.240280 sig in 34 act.) RANK 29 NODE 9 --> 6.5095544 sigma out 1 act.( 9.4015217 sig in 35 act.) RANK 30 NODE 3 --> 6.4327812 sigma out 1 act.( 8.8206062 sig in 35 act.) RANK 31 NODE 7 --> 6.2458181 sigma out 1 act.( 9.6031981 sig in 35 act.) RANK 32 NODE 27 --> 6.1478539 sigma out 1 act.( 8.0718594 sig in 35 act.) RANK 33 NODE 6 --> 5.8977919 sigma out 1 act.( 7.8481898 sig in 35 act.) RANK 34 NODE 32 --> 3.7942126 sigma out 1 act.( 10.219857 sig in 34 act.) RANK 35 NODE 15 --> 3.7920489 sigma out 1 act.( 7.8451147 sig in 35 act.) RANK 36 NODE 17 --> 2.9808264 sigma out 1 act.( 8.6630754 sig in 35 act.) RANK 37 NODE 36 --> 1.1693993 sigma out 1 act.( 6.7499852 sig in 35 act.) RANK 1 NODE 1 --> 58.524429 sigma in 37 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.49037647 *** contribution from regularisation: 1.79032385E-02 *** contribution from error: -0.50827968 *** contribution from DIAG: 3.38329305E-03 *********************************************** --------------------------------------------------- Iteration : 51 kill weight from layer 1 knot 32 to knot 3 *********************************************** *** Learn Path 51 *** loss function: -0.49036524 *** contribution from regularisation: 1.79360267E-02 *** contribution from error: -0.50830126 *** contribution from DIAG: 3.36083001E-03 *********************************************** --------------------------------------------------- Iteration : 52 kill weight from layer 1 knot 31 to knot 23 *********************************************** *** Learn Path 52 *** loss function: -0.49042419 *** contribution from regularisation: 1.78992283E-02 *** contribution from error: -0.50832343 *** contribution from DIAG: 3.35823395E-03 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.49033359 *** contribution from regularisation: 1.80102848E-02 *** contribution from error: -0.50834388 *** contribution from DIAG: 3.34445457E-03 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.49040395 *** contribution from regularisation: 1.79580562E-02 *** contribution from error: -0.50836200 *** contribution from DIAG: 3.31236213E-03 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.49026388 *** contribution from regularisation: 1.81173068E-02 *** contribution from error: -0.50838119 *** contribution from DIAG: 3.33195017E-03 *********************************************** --------------------------------------------------- Iteration : 56 kill weight from layer 1 knot 31 to knot 11 kill weight from layer 1 knot 29 to knot 25 *********************************************** *** Learn Path 56 *** loss function: -0.49048904 *** contribution from regularisation: 1.79097839E-02 *** contribution from error: -0.50839883 *** contribution from DIAG: 3.32036754E-03 *********************************************** --------------------------------------------------- Iteration : 57 kill weight from layer 1 knot 31 to knot 32 *********************************************** *** Learn Path 57 *** loss function: -0.49055281 *** contribution from regularisation: 1.78655349E-02 *** contribution from error: -0.50841832 *** contribution from DIAG: 3.29043460E-03 *********************************************** --------------------------------------------------- Iteration : 58 kill weight from layer 1 knot 17 to knot 4 *********************************************** *** Learn Path 58 *** loss function: -0.49044007 *** contribution from regularisation: 1.79958008E-02 *** contribution from error: -0.50843585 *** contribution from DIAG: 3.32081271E-03 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.49048740 *** contribution from regularisation: 1.79641899E-02 *** contribution from error: -0.50845158 *** contribution from DIAG: 3.31171416E-03 *********************************************** --------------------------------------------------- Iteration : 60 kill weight from layer 1 knot 28 to knot 31 kill weight from layer 1 knot 35 to knot 32 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 53.284477 sigma out 37 active outputs RANK 2 NODE 4 --> 40.705685 sigma out 37 active outputs RANK 3 NODE 6 --> 16.947489 sigma out 37 active outputs RANK 4 NODE 5 --> 16.320103 sigma out 37 active outputs RANK 5 NODE 2 --> 16.305113 sigma out 37 active outputs RANK 6 NODE 10 --> 15.134664 sigma out 37 active outputs RANK 7 NODE 8 --> 15.025413 sigma out 37 active outputs RANK 8 NODE 3 --> 14.639669 sigma out 37 active outputs RANK 9 NODE 13 --> 13.971498 sigma out 37 active outputs RANK 10 NODE 7 --> 13.474167 sigma out 37 active outputs RANK 11 NODE 9 --> 12.692803 sigma out 37 active outputs RANK 12 NODE 16 --> 11.882693 sigma out 37 active outputs RANK 13 NODE 11 --> 11.616593 sigma out 37 active outputs RANK 14 NODE 17 --> 11.549778 sigma out 36 active outputs RANK 15 NODE 12 --> 11.084431 sigma out 37 active outputs RANK 16 NODE 23 --> 10.937791 sigma out 37 active outputs RANK 17 NODE 22 --> 10.377234 sigma out 37 active outputs RANK 18 NODE 19 --> 10.156084 sigma out 37 active outputs RANK 19 NODE 20 --> 9.7963972 sigma out 37 active outputs RANK 20 NODE 33 --> 9.7294874 sigma out 37 active outputs RANK 21 NODE 18 --> 9.5607214 sigma out 37 active outputs RANK 22 NODE 14 --> 9.1041412 sigma out 37 active outputs RANK 23 NODE 21 --> 8.7000637 sigma out 37 active outputs RANK 24 NODE 25 --> 8.6118431 sigma out 37 active outputs RANK 25 NODE 26 --> 8.2419491 sigma out 37 active outputs RANK 26 NODE 15 --> 8.1442795 sigma out 37 active outputs RANK 27 NODE 24 --> 8.1295729 sigma out 37 active outputs RANK 28 NODE 27 --> 6.9819283 sigma out 37 active outputs RANK 29 NODE 28 --> 6.8682442 sigma out 36 active outputs RANK 30 NODE 29 --> 6.3474751 sigma out 35 active outputs RANK 31 NODE 30 --> 6.1246939 sigma out 37 active outputs RANK 32 NODE 31 --> 5.7003541 sigma out 34 active outputs RANK 33 NODE 32 --> 5.4081078 sigma out 35 active outputs RANK 34 NODE 34 --> 3.9921782 sigma out 36 active outputs RANK 35 NODE 35 --> 2.4760773 sigma out 36 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 19 --> 25.928726 sigma in 35 act. ( 18.542301 sig out 1 act.) RANK 2 NODE 33 --> 20.827547 sigma in 35 act. ( 13.997963 sig out 1 act.) RANK 3 NODE 34 --> 20.729202 sigma in 34 act. ( 14.522426 sig out 1 act.) RANK 4 NODE 28 --> 20.212420 sigma in 35 act. ( 11.781245 sig out 1 act.) RANK 5 NODE 29 --> 19.517391 sigma in 35 act. ( 12.200105 sig out 1 act.) RANK 6 NODE 24 --> 18.686342 sigma in 35 act. ( 12.858275 sig out 1 act.) RANK 7 NODE 21 --> 17.457411 sigma in 35 act. ( 9.8287048 sig out 1 act.) RANK 8 NODE 2 --> 16.540735 sigma in 35 act. ( 8.8543453 sig out 1 act.) RANK 9 NODE 4 --> 16.235762 sigma in 34 act. ( 8.7899094 sig out 1 act.) RANK 10 NODE 11 --> 16.218588 sigma in 34 act. ( 9.9199924 sig out 1 act.) RANK 11 NODE 13 --> 16.091593 sigma in 35 act. ( 10.006798 sig out 1 act.) RANK 12 NODE 35 --> 15.871200 sigma in 35 act. ( 9.6341858 sig out 1 act.) RANK 13 NODE 8 --> 15.687487 sigma in 35 act. ( 12.567051 sig out 1 act.) RANK 14 NODE 5 --> 15.635938 sigma in 35 act. ( 11.108382 sig out 1 act.) RANK 15 NODE 14 --> 15.615815 sigma in 35 act. ( 8.8056631 sig out 1 act.) RANK 16 NODE 22 --> 15.520281 sigma in 35 act. ( 8.9304562 sig out 1 act.) RANK 17 NODE 1 --> 15.374408 sigma in 34 act. ( 7.5287852 sig out 1 act.) RANK 18 NODE 10 --> 15.268977 sigma in 35 act. ( 8.2962971 sig out 1 act.) RANK 19 NODE 12 --> 15.229741 sigma in 35 act. ( 10.463465 sig out 1 act.) RANK 20 NODE 30 --> 15.051918 sigma in 35 act. ( 16.296593 sig out 1 act.) RANK 21 NODE 20 --> 14.677685 sigma in 35 act. ( 9.0837669 sig out 1 act.) RANK 22 NODE 23 --> 14.611946 sigma in 34 act. ( 8.4116240 sig out 1 act.) RANK 23 NODE 25 --> 14.555624 sigma in 34 act. ( 8.1021204 sig out 1 act.) RANK 24 NODE 31 --> 14.116385 sigma in 34 act. ( 7.6890039 sig out 1 act.) RANK 25 NODE 16 --> 13.320499 sigma in 35 act. ( 9.5814705 sig out 1 act.) RANK 26 NODE 18 --> 13.139041 sigma in 35 act. ( 8.2809458 sig out 1 act.) RANK 27 NODE 26 --> 12.714783 sigma in 35 act. ( 8.3148909 sig out 1 act.) RANK 28 NODE 37 --> 11.775534 sigma in 35 act. ( 8.0535498 sig out 1 act.) RANK 29 NODE 32 --> 10.233962 sigma in 32 act. ( 3.8195632 sig out 1 act.) RANK 30 NODE 7 --> 9.6817827 sigma in 35 act. ( 6.2950325 sig out 1 act.) RANK 31 NODE 9 --> 9.4348927 sigma in 35 act. ( 6.4742970 sig out 1 act.) RANK 32 NODE 3 --> 8.8242807 sigma in 34 act. ( 6.4688821 sig out 1 act.) RANK 33 NODE 17 --> 8.6061077 sigma in 35 act. ( 2.9720900 sig out 1 act.) RANK 34 NODE 27 --> 8.0530033 sigma in 35 act. ( 6.1882262 sig out 1 act.) RANK 35 NODE 15 --> 7.8859978 sigma in 35 act. ( 3.8030863 sig out 1 act.) RANK 36 NODE 6 --> 7.8758087 sigma in 35 act. ( 5.9083095 sig out 1 act.) RANK 37 NODE 36 --> 6.7510161 sigma in 35 act. ( 1.2088904 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 18.542301 sigma out 1 act.( 25.928726 sig in 35 act.) RANK 2 NODE 30 --> 16.296593 sigma out 1 act.( 15.051918 sig in 35 act.) RANK 3 NODE 34 --> 14.522426 sigma out 1 act.( 20.729202 sig in 34 act.) RANK 4 NODE 33 --> 13.997963 sigma out 1 act.( 20.827547 sig in 35 act.) RANK 5 NODE 24 --> 12.858275 sigma out 1 act.( 18.686342 sig in 35 act.) RANK 6 NODE 8 --> 12.567051 sigma out 1 act.( 15.687487 sig in 35 act.) RANK 7 NODE 29 --> 12.200105 sigma out 1 act.( 19.517391 sig in 35 act.) RANK 8 NODE 28 --> 11.781245 sigma out 1 act.( 20.212420 sig in 35 act.) RANK 9 NODE 5 --> 11.108382 sigma out 1 act.( 15.635938 sig in 35 act.) RANK 10 NODE 12 --> 10.463465 sigma out 1 act.( 15.229741 sig in 35 act.) RANK 11 NODE 13 --> 10.006798 sigma out 1 act.( 16.091593 sig in 35 act.) RANK 12 NODE 11 --> 9.9199924 sigma out 1 act.( 16.218588 sig in 34 act.) RANK 13 NODE 21 --> 9.8287048 sigma out 1 act.( 17.457411 sig in 35 act.) RANK 14 NODE 35 --> 9.6341858 sigma out 1 act.( 15.871200 sig in 35 act.) RANK 15 NODE 16 --> 9.5814705 sigma out 1 act.( 13.320499 sig in 35 act.) RANK 16 NODE 20 --> 9.0837669 sigma out 1 act.( 14.677685 sig in 35 act.) RANK 17 NODE 22 --> 8.9304562 sigma out 1 act.( 15.520281 sig in 35 act.) RANK 18 NODE 2 --> 8.8543453 sigma out 1 act.( 16.540735 sig in 35 act.) RANK 19 NODE 14 --> 8.8056631 sigma out 1 act.( 15.615815 sig in 35 act.) RANK 20 NODE 4 --> 8.7899094 sigma out 1 act.( 16.235762 sig in 34 act.) RANK 21 NODE 23 --> 8.4116240 sigma out 1 act.( 14.611946 sig in 34 act.) RANK 22 NODE 26 --> 8.3148909 sigma out 1 act.( 12.714783 sig in 35 act.) RANK 23 NODE 10 --> 8.2962971 sigma out 1 act.( 15.268977 sig in 35 act.) RANK 24 NODE 18 --> 8.2809458 sigma out 1 act.( 13.139041 sig in 35 act.) RANK 25 NODE 25 --> 8.1021204 sigma out 1 act.( 14.555624 sig in 34 act.) RANK 26 NODE 37 --> 8.0535498 sigma out 1 act.( 11.775534 sig in 35 act.) RANK 27 NODE 31 --> 7.6890039 sigma out 1 act.( 14.116385 sig in 34 act.) RANK 28 NODE 1 --> 7.5287852 sigma out 1 act.( 15.374408 sig in 34 act.) RANK 29 NODE 9 --> 6.4742970 sigma out 1 act.( 9.4348927 sig in 35 act.) RANK 30 NODE 3 --> 6.4688821 sigma out 1 act.( 8.8242807 sig in 34 act.) RANK 31 NODE 7 --> 6.2950325 sigma out 1 act.( 9.6817827 sig in 35 act.) RANK 32 NODE 27 --> 6.1882262 sigma out 1 act.( 8.0530033 sig in 35 act.) RANK 33 NODE 6 --> 5.9083095 sigma out 1 act.( 7.8758087 sig in 35 act.) RANK 34 NODE 32 --> 3.8195632 sigma out 1 act.( 10.233962 sig in 32 act.) RANK 35 NODE 15 --> 3.8030863 sigma out 1 act.( 7.8859978 sig in 35 act.) RANK 36 NODE 17 --> 2.9720900 sigma out 1 act.( 8.6061077 sig in 35 act.) RANK 37 NODE 36 --> 1.2088904 sigma out 1 act.( 6.7510161 sig in 35 act.) RANK 1 NODE 1 --> 59.116886 sigma in 37 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.49044445 *** contribution from regularisation: 1.80230271E-02 *** contribution from error: -0.50846750 *** contribution from DIAG: 3.31335771E-03 *********************************************** --------------------------------------------------- Iteration : 61 kill weight from layer 1 knot 20 to knot 32 kill weight from layer 1 knot 13 to knot 35 *********************************************** *** Learn Path 61 *** loss function: -0.49056283 *** contribution from regularisation: 1.79171599E-02 *** contribution from error: -0.50848001 *** contribution from DIAG: 3.28392326E-03 *********************************************** --------------------------------------------------- Iteration : 62 kill weight from layer 1 knot 25 to knot 17 *********************************************** *** Learn Path 62 *** loss function: -0.49075609 *** contribution from regularisation: 1.77424494E-02 *** contribution from error: -0.50849855 *** contribution from DIAG: 3.28007410E-03 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.49051383 *** contribution from regularisation: 1.79981608E-02 *** contribution from error: -0.50851202 *** contribution from DIAG: 3.30715301E-03 *********************************************** --------------------------------------------------- Iteration : 64 kill weight from layer 1 knot 24 to knot 1 *********************************************** *** Learn Path 64 *** loss function: -0.49054942 *** contribution from regularisation: 1.79757122E-02 *** contribution from error: -0.50852513 *** contribution from DIAG: 3.31381941E-03 *********************************************** --------------------------------------------------- Iteration : 65 kill weight from layer 1 knot 29 to knot 12 kill weight from layer 1 knot 35 to knot 18 *********************************************** *** Learn Path 65 *** loss function: -0.49084902 *** contribution from regularisation: 1.76905617E-02 *** contribution from error: -0.50853956 *** contribution from DIAG: 3.30438092E-03 *********************************************** --------------------------------------------------- Iteration : 66 kill weight from layer 1 knot 25 to knot 13 kill weight from layer 1 knot 31 to knot 18 *********************************************** *** Learn Path 66 *** loss function: -0.49057949 *** contribution from regularisation: 1.79721992E-02 *** contribution from error: -0.50855166 *** contribution from DIAG: 3.30864172E-03 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.49094376 *** contribution from regularisation: 1.76225509E-02 *** contribution from error: -0.50856632 *** contribution from DIAG: 3.30847525E-03 *********************************************** --------------------------------------------------- Iteration : 68 kill weight from layer 1 knot 28 to knot 29 *********************************************** *** Learn Path 68 *** loss function: -0.49075380 *** contribution from regularisation: 1.78258345E-02 *** contribution from error: -0.50857961 *** contribution from DIAG: 3.30039999E-03 *********************************************** --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.49068862 *** contribution from regularisation: 1.79006271E-02 *** contribution from error: -0.50858927 *** contribution from DIAG: 3.33673623E-03 *********************************************** --------------------------------------------------- Iteration : 70 kill weight from layer 1 knot 25 to knot 4 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 52.830841 sigma out 37 active outputs RANK 2 NODE 4 --> 40.199005 sigma out 37 active outputs RANK 3 NODE 6 --> 16.790497 sigma out 37 active outputs RANK 4 NODE 2 --> 16.277060 sigma out 37 active outputs RANK 5 NODE 5 --> 16.225300 sigma out 37 active outputs RANK 6 NODE 8 --> 14.856681 sigma out 37 active outputs RANK 7 NODE 10 --> 14.740606 sigma out 37 active outputs RANK 8 NODE 3 --> 14.681614 sigma out 37 active outputs RANK 9 NODE 13 --> 13.573480 sigma out 36 active outputs RANK 10 NODE 7 --> 13.316013 sigma out 37 active outputs RANK 11 NODE 9 --> 12.485562 sigma out 37 active outputs RANK 12 NODE 16 --> 11.617131 sigma out 37 active outputs RANK 13 NODE 11 --> 11.509356 sigma out 37 active outputs RANK 14 NODE 17 --> 11.391440 sigma out 36 active outputs RANK 15 NODE 12 --> 10.903703 sigma out 37 active outputs RANK 16 NODE 23 --> 10.819466 sigma out 37 active outputs RANK 17 NODE 22 --> 10.314247 sigma out 37 active outputs RANK 18 NODE 19 --> 10.074991 sigma out 37 active outputs RANK 19 NODE 20 --> 9.8074617 sigma out 36 active outputs RANK 20 NODE 33 --> 9.7549267 sigma out 37 active outputs RANK 21 NODE 18 --> 8.9828777 sigma out 37 active outputs RANK 22 NODE 14 --> 8.9108944 sigma out 37 active outputs RANK 23 NODE 21 --> 8.5678511 sigma out 37 active outputs RANK 24 NODE 25 --> 8.4711809 sigma out 34 active outputs RANK 25 NODE 26 --> 8.0788765 sigma out 37 active outputs RANK 26 NODE 15 --> 8.0554152 sigma out 37 active outputs RANK 27 NODE 24 --> 7.9828463 sigma out 36 active outputs RANK 28 NODE 27 --> 6.9541764 sigma out 37 active outputs RANK 29 NODE 28 --> 6.6863794 sigma out 35 active outputs RANK 30 NODE 29 --> 6.2426295 sigma out 34 active outputs RANK 31 NODE 30 --> 6.0548878 sigma out 37 active outputs RANK 32 NODE 31 --> 5.5998468 sigma out 33 active outputs RANK 33 NODE 32 --> 5.3545599 sigma out 35 active outputs RANK 34 NODE 34 --> 3.8605661 sigma out 36 active outputs RANK 35 NODE 35 --> 2.5727563 sigma out 35 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 19 --> 25.495092 sigma in 35 act. ( 18.229940 sig out 1 act.) RANK 2 NODE 33 --> 20.579357 sigma in 35 act. ( 13.462220 sig out 1 act.) RANK 3 NODE 34 --> 20.385571 sigma in 34 act. ( 14.490069 sig out 1 act.) RANK 4 NODE 28 --> 19.967676 sigma in 35 act. ( 11.707994 sig out 1 act.) RANK 5 NODE 29 --> 19.245480 sigma in 34 act. ( 11.997694 sig out 1 act.) RANK 6 NODE 24 --> 18.520414 sigma in 35 act. ( 12.553023 sig out 1 act.) RANK 7 NODE 21 --> 17.260553 sigma in 35 act. ( 9.6327400 sig out 1 act.) RANK 8 NODE 2 --> 16.390532 sigma in 35 act. ( 8.6482573 sig out 1 act.) RANK 9 NODE 4 --> 16.105270 sigma in 33 act. ( 8.6251764 sig out 1 act.) RANK 10 NODE 11 --> 16.075993 sigma in 34 act. ( 9.7640371 sig out 1 act.) RANK 11 NODE 13 --> 15.955739 sigma in 34 act. ( 9.8554506 sig out 1 act.) RANK 12 NODE 35 --> 15.703750 sigma in 34 act. ( 9.6444254 sig out 1 act.) RANK 13 NODE 8 --> 15.546736 sigma in 35 act. ( 12.339203 sig out 1 act.) RANK 14 NODE 5 --> 15.459455 sigma in 35 act. ( 10.937712 sig out 1 act.) RANK 15 NODE 14 --> 15.445293 sigma in 35 act. ( 8.5974445 sig out 1 act.) RANK 16 NODE 22 --> 15.356443 sigma in 35 act. ( 8.8558817 sig out 1 act.) RANK 17 NODE 1 --> 15.187083 sigma in 33 act. ( 7.4609308 sig out 1 act.) RANK 18 NODE 12 --> 15.150815 sigma in 34 act. ( 10.125587 sig out 1 act.) RANK 19 NODE 10 --> 15.099458 sigma in 35 act. ( 8.1138287 sig out 1 act.) RANK 20 NODE 30 --> 14.855452 sigma in 35 act. ( 15.978365 sig out 1 act.) RANK 21 NODE 20 --> 14.527622 sigma in 35 act. ( 8.9516201 sig out 1 act.) RANK 22 NODE 23 --> 14.488890 sigma in 34 act. ( 8.2809887 sig out 1 act.) RANK 23 NODE 25 --> 14.402180 sigma in 34 act. ( 7.9145060 sig out 1 act.) RANK 24 NODE 31 --> 13.953881 sigma in 34 act. ( 7.6063714 sig out 1 act.) RANK 25 NODE 16 --> 13.204195 sigma in 35 act. ( 9.3773060 sig out 1 act.) RANK 26 NODE 18 --> 13.021270 sigma in 33 act. ( 8.0758505 sig out 1 act.) RANK 27 NODE 26 --> 12.597841 sigma in 35 act. ( 8.1188250 sig out 1 act.) RANK 28 NODE 37 --> 11.616708 sigma in 35 act. ( 7.9017463 sig out 1 act.) RANK 29 NODE 32 --> 10.147220 sigma in 31 act. ( 3.7479672 sig out 1 act.) RANK 30 NODE 7 --> 9.6043615 sigma in 35 act. ( 6.1864223 sig out 1 act.) RANK 31 NODE 9 --> 9.2847643 sigma in 35 act. ( 6.4385915 sig out 1 act.) RANK 32 NODE 3 --> 8.7174301 sigma in 34 act. ( 6.4043102 sig out 1 act.) RANK 33 NODE 17 --> 8.5133743 sigma in 34 act. ( 2.9081175 sig out 1 act.) RANK 34 NODE 27 --> 7.9541521 sigma in 35 act. ( 6.0339103 sig out 1 act.) RANK 35 NODE 6 --> 7.8132472 sigma in 35 act. ( 5.7904720 sig out 1 act.) RANK 36 NODE 15 --> 7.7833266 sigma in 35 act. ( 3.7307582 sig out 1 act.) RANK 37 NODE 36 --> 6.6171513 sigma in 35 act. ( 1.2115567 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 18.229940 sigma out 1 act.( 25.495092 sig in 35 act.) RANK 2 NODE 30 --> 15.978365 sigma out 1 act.( 14.855452 sig in 35 act.) RANK 3 NODE 34 --> 14.490069 sigma out 1 act.( 20.385571 sig in 34 act.) RANK 4 NODE 33 --> 13.462220 sigma out 1 act.( 20.579357 sig in 35 act.) RANK 5 NODE 24 --> 12.553023 sigma out 1 act.( 18.520414 sig in 35 act.) RANK 6 NODE 8 --> 12.339203 sigma out 1 act.( 15.546736 sig in 35 act.) RANK 7 NODE 29 --> 11.997694 sigma out 1 act.( 19.245480 sig in 34 act.) RANK 8 NODE 28 --> 11.707994 sigma out 1 act.( 19.967676 sig in 35 act.) RANK 9 NODE 5 --> 10.937712 sigma out 1 act.( 15.459455 sig in 35 act.) RANK 10 NODE 12 --> 10.125587 sigma out 1 act.( 15.150815 sig in 34 act.) RANK 11 NODE 13 --> 9.8554506 sigma out 1 act.( 15.955739 sig in 34 act.) RANK 12 NODE 11 --> 9.7640371 sigma out 1 act.( 16.075993 sig in 34 act.) RANK 13 NODE 35 --> 9.6444254 sigma out 1 act.( 15.703750 sig in 34 act.) RANK 14 NODE 21 --> 9.6327400 sigma out 1 act.( 17.260553 sig in 35 act.) RANK 15 NODE 16 --> 9.3773060 sigma out 1 act.( 13.204195 sig in 35 act.) RANK 16 NODE 20 --> 8.9516201 sigma out 1 act.( 14.527622 sig in 35 act.) RANK 17 NODE 22 --> 8.8558817 sigma out 1 act.( 15.356443 sig in 35 act.) RANK 18 NODE 2 --> 8.6482573 sigma out 1 act.( 16.390532 sig in 35 act.) RANK 19 NODE 4 --> 8.6251764 sigma out 1 act.( 16.105270 sig in 33 act.) RANK 20 NODE 14 --> 8.5974445 sigma out 1 act.( 15.445293 sig in 35 act.) RANK 21 NODE 23 --> 8.2809887 sigma out 1 act.( 14.488890 sig in 34 act.) RANK 22 NODE 26 --> 8.1188250 sigma out 1 act.( 12.597841 sig in 35 act.) RANK 23 NODE 10 --> 8.1138287 sigma out 1 act.( 15.099458 sig in 35 act.) RANK 24 NODE 18 --> 8.0758505 sigma out 1 act.( 13.021270 sig in 33 act.) RANK 25 NODE 25 --> 7.9145060 sigma out 1 act.( 14.402180 sig in 34 act.) RANK 26 NODE 37 --> 7.9017463 sigma out 1 act.( 11.616708 sig in 35 act.) RANK 27 NODE 31 --> 7.6063714 sigma out 1 act.( 13.953881 sig in 34 act.) RANK 28 NODE 1 --> 7.4609308 sigma out 1 act.( 15.187083 sig in 33 act.) RANK 29 NODE 9 --> 6.4385915 sigma out 1 act.( 9.2847643 sig in 35 act.) RANK 30 NODE 3 --> 6.4043102 sigma out 1 act.( 8.7174301 sig in 34 act.) RANK 31 NODE 7 --> 6.1864223 sigma out 1 act.( 9.6043615 sig in 35 act.) RANK 32 NODE 27 --> 6.0339103 sigma out 1 act.( 7.9541521 sig in 35 act.) RANK 33 NODE 6 --> 5.7904720 sigma out 1 act.( 7.8132472 sig in 35 act.) RANK 34 NODE 32 --> 3.7479672 sigma out 1 act.( 10.147220 sig in 31 act.) RANK 35 NODE 15 --> 3.7307582 sigma out 1 act.( 7.7833266 sig in 35 act.) RANK 36 NODE 17 --> 2.9081175 sigma out 1 act.( 8.5133743 sig in 34 act.) RANK 37 NODE 36 --> 1.2115567 sigma out 1 act.( 6.6171513 sig in 35 act.) RANK 1 NODE 1 --> 58.072613 sigma in 37 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.49078172 *** contribution from regularisation: 1.78207457E-02 *** contribution from error: -0.50860250 *** contribution from DIAG: 3.29725700E-03 *********************************************** --------------------------------------------------- Iteration : 71 kill weight from layer 1 knot 31 to knot 1 *********************************************** *** Learn Path 71 *** loss function: -0.49101892 *** contribution from regularisation: 1.75954457E-02 *** contribution from error: -0.50861436 *** contribution from DIAG: 3.27458465E-03 *********************************************** --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.49078640 *** contribution from regularisation: 1.78385582E-02 *** contribution from error: -0.50862497 *** contribution from DIAG: 3.28827766E-03 *********************************************** --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.49079835 *** contribution from regularisation: 1.78387370E-02 *** contribution from error: -0.50863707 *** contribution from DIAG: 3.28768929E-03 *********************************************** --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.49081886 *** contribution from regularisation: 1.78290997E-02 *** contribution from error: -0.50864798 *** contribution from DIAG: 3.28102033E-03 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.49110684 *** contribution from regularisation: 1.75516624E-02 *** contribution from error: -0.50865853 *** contribution from DIAG: 3.31623293E-03 *********************************************** --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.49072579 *** contribution from regularisation: 1.79440826E-02 *** contribution from error: -0.50866985 *** contribution from DIAG: 3.25352512E-03 *********************************************** --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.49091539 *** contribution from regularisation: 1.77625399E-02 *** contribution from error: -0.50867790 *** contribution from DIAG: 3.25490674E-03 *********************************************** --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.49088851 *** contribution from regularisation: 1.77994724E-02 *** contribution from error: -0.50868797 *** contribution from DIAG: 3.23920557E-03 *********************************************** --------------------------------------------------- Iteration : 79 kill weight from layer 1 knot 7 to knot 32 *********************************************** *** Learn Path 79 *** loss function: -0.49094868 *** contribution from regularisation: 1.77489370E-02 *** contribution from error: -0.50869763 *** contribution from DIAG: 3.40174511E-03 *********************************************** --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 53.858349 sigma out 37 active outputs RANK 2 NODE 4 --> 40.535206 sigma out 37 active outputs RANK 3 NODE 6 --> 16.934204 sigma out 37 active outputs RANK 4 NODE 2 --> 16.488073 sigma out 37 active outputs RANK 5 NODE 5 --> 16.307777 sigma out 37 active outputs RANK 6 NODE 10 --> 15.029680 sigma out 37 active outputs RANK 7 NODE 8 --> 14.941787 sigma out 37 active outputs RANK 8 NODE 3 --> 14.828732 sigma out 37 active outputs RANK 9 NODE 13 --> 13.660804 sigma out 36 active outputs RANK 10 NODE 7 --> 13.361654 sigma out 36 active outputs RANK 11 NODE 9 --> 12.679375 sigma out 37 active outputs RANK 12 NODE 16 --> 11.716599 sigma out 37 active outputs RANK 13 NODE 11 --> 11.498017 sigma out 37 active outputs RANK 14 NODE 17 --> 11.426307 sigma out 36 active outputs RANK 15 NODE 12 --> 10.981096 sigma out 37 active outputs RANK 16 NODE 23 --> 10.909172 sigma out 37 active outputs RANK 17 NODE 22 --> 10.334939 sigma out 37 active outputs RANK 18 NODE 19 --> 10.020479 sigma out 37 active outputs RANK 19 NODE 33 --> 9.7811604 sigma out 37 active outputs RANK 20 NODE 20 --> 9.7146635 sigma out 36 active outputs RANK 21 NODE 18 --> 9.5853481 sigma out 37 active outputs RANK 22 NODE 14 --> 9.0333138 sigma out 37 active outputs RANK 23 NODE 25 --> 8.5153456 sigma out 34 active outputs RANK 24 NODE 21 --> 8.4812927 sigma out 37 active outputs RANK 25 NODE 15 --> 8.0669661 sigma out 37 active outputs RANK 26 NODE 26 --> 7.9920673 sigma out 37 active outputs RANK 27 NODE 24 --> 7.8904138 sigma out 36 active outputs RANK 28 NODE 27 --> 6.9901528 sigma out 37 active outputs RANK 29 NODE 28 --> 6.6550684 sigma out 35 active outputs RANK 30 NODE 29 --> 6.3606472 sigma out 34 active outputs RANK 31 NODE 30 --> 6.0419130 sigma out 37 active outputs RANK 32 NODE 31 --> 5.4931297 sigma out 32 active outputs RANK 33 NODE 32 --> 5.2510009 sigma out 35 active outputs RANK 34 NODE 34 --> 3.9440053 sigma out 36 active outputs RANK 35 NODE 35 --> 2.5784476 sigma out 35 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 19 --> 25.917042 sigma in 35 act. ( 18.186344 sig out 1 act.) RANK 2 NODE 33 --> 20.865511 sigma in 35 act. ( 13.679666 sig out 1 act.) RANK 3 NODE 34 --> 20.786516 sigma in 34 act. ( 14.694764 sig out 1 act.) RANK 4 NODE 28 --> 20.260929 sigma in 35 act. ( 11.819920 sig out 1 act.) RANK 5 NODE 29 --> 19.471296 sigma in 34 act. ( 12.123223 sig out 1 act.) RANK 6 NODE 24 --> 18.603794 sigma in 35 act. ( 12.890999 sig out 1 act.) RANK 7 NODE 21 --> 17.482254 sigma in 35 act. ( 9.6585970 sig out 1 act.) RANK 8 NODE 2 --> 16.570555 sigma in 35 act. ( 8.6858473 sig out 1 act.) RANK 9 NODE 11 --> 16.338472 sigma in 34 act. ( 9.8979378 sig out 1 act.) RANK 10 NODE 4 --> 16.275173 sigma in 33 act. ( 8.8722172 sig out 1 act.) RANK 11 NODE 13 --> 16.082151 sigma in 34 act. ( 10.136417 sig out 1 act.) RANK 12 NODE 35 --> 15.991571 sigma in 34 act. ( 9.5969610 sig out 1 act.) RANK 13 NODE 8 --> 15.763333 sigma in 35 act. ( 12.384115 sig out 1 act.) RANK 14 NODE 5 --> 15.693471 sigma in 35 act. ( 11.124496 sig out 1 act.) RANK 15 NODE 14 --> 15.620712 sigma in 35 act. ( 8.6920481 sig out 1 act.) RANK 16 NODE 22 --> 15.541027 sigma in 35 act. ( 9.0062227 sig out 1 act.) RANK 17 NODE 1 --> 15.384168 sigma in 32 act. ( 7.4530663 sig out 1 act.) RANK 18 NODE 12 --> 15.308317 sigma in 34 act. ( 10.424357 sig out 1 act.) RANK 19 NODE 10 --> 15.217097 sigma in 35 act. ( 8.3404226 sig out 1 act.) RANK 20 NODE 30 --> 15.045389 sigma in 35 act. ( 16.033995 sig out 1 act.) RANK 21 NODE 20 --> 14.753072 sigma in 35 act. ( 9.0563583 sig out 1 act.) RANK 22 NODE 23 --> 14.605226 sigma in 34 act. ( 8.4795160 sig out 1 act.) RANK 23 NODE 25 --> 14.542654 sigma in 34 act. ( 7.9762497 sig out 1 act.) RANK 24 NODE 31 --> 14.111889 sigma in 34 act. ( 7.6638227 sig out 1 act.) RANK 25 NODE 16 --> 13.328325 sigma in 35 act. ( 9.5304956 sig out 1 act.) RANK 26 NODE 18 --> 13.116594 sigma in 33 act. ( 8.3651075 sig out 1 act.) RANK 27 NODE 26 --> 12.650066 sigma in 35 act. ( 8.3339043 sig out 1 act.) RANK 28 NODE 37 --> 11.713313 sigma in 35 act. ( 7.9682412 sig out 1 act.) RANK 29 NODE 32 --> 10.129539 sigma in 30 act. ( 3.8335843 sig out 1 act.) RANK 30 NODE 7 --> 9.7073355 sigma in 35 act. ( 6.2527480 sig out 1 act.) RANK 31 NODE 9 --> 9.3185930 sigma in 35 act. ( 6.4893298 sig out 1 act.) RANK 32 NODE 3 --> 8.7496538 sigma in 34 act. ( 6.5302901 sig out 1 act.) RANK 33 NODE 17 --> 8.4430580 sigma in 34 act. ( 2.9287400 sig out 1 act.) RANK 34 NODE 27 --> 7.9329925 sigma in 35 act. ( 6.1674399 sig out 1 act.) RANK 35 NODE 6 --> 7.8638349 sigma in 35 act. ( 5.9033513 sig out 1 act.) RANK 36 NODE 15 --> 7.7786403 sigma in 35 act. ( 3.8272750 sig out 1 act.) RANK 37 NODE 36 --> 6.6041451 sigma in 35 act. ( 1.2422463 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 18.186344 sigma out 1 act.( 25.917042 sig in 35 act.) RANK 2 NODE 30 --> 16.033995 sigma out 1 act.( 15.045389 sig in 35 act.) RANK 3 NODE 34 --> 14.694764 sigma out 1 act.( 20.786516 sig in 34 act.) RANK 4 NODE 33 --> 13.679666 sigma out 1 act.( 20.865511 sig in 35 act.) RANK 5 NODE 24 --> 12.890999 sigma out 1 act.( 18.603794 sig in 35 act.) RANK 6 NODE 8 --> 12.384115 sigma out 1 act.( 15.763333 sig in 35 act.) RANK 7 NODE 29 --> 12.123223 sigma out 1 act.( 19.471296 sig in 34 act.) RANK 8 NODE 28 --> 11.819920 sigma out 1 act.( 20.260929 sig in 35 act.) RANK 9 NODE 5 --> 11.124496 sigma out 1 act.( 15.693471 sig in 35 act.) RANK 10 NODE 12 --> 10.424357 sigma out 1 act.( 15.308317 sig in 34 act.) RANK 11 NODE 13 --> 10.136417 sigma out 1 act.( 16.082151 sig in 34 act.) RANK 12 NODE 11 --> 9.8979378 sigma out 1 act.( 16.338472 sig in 34 act.) RANK 13 NODE 21 --> 9.6585970 sigma out 1 act.( 17.482254 sig in 35 act.) RANK 14 NODE 35 --> 9.5969610 sigma out 1 act.( 15.991571 sig in 34 act.) RANK 15 NODE 16 --> 9.5304956 sigma out 1 act.( 13.328325 sig in 35 act.) RANK 16 NODE 20 --> 9.0563583 sigma out 1 act.( 14.753072 sig in 35 act.) RANK 17 NODE 22 --> 9.0062227 sigma out 1 act.( 15.541027 sig in 35 act.) RANK 18 NODE 4 --> 8.8722172 sigma out 1 act.( 16.275173 sig in 33 act.) RANK 19 NODE 14 --> 8.6920481 sigma out 1 act.( 15.620712 sig in 35 act.) RANK 20 NODE 2 --> 8.6858473 sigma out 1 act.( 16.570555 sig in 35 act.) RANK 21 NODE 23 --> 8.4795160 sigma out 1 act.( 14.605226 sig in 34 act.) RANK 22 NODE 18 --> 8.3651075 sigma out 1 act.( 13.116594 sig in 33 act.) RANK 23 NODE 10 --> 8.3404226 sigma out 1 act.( 15.217097 sig in 35 act.) RANK 24 NODE 26 --> 8.3339043 sigma out 1 act.( 12.650066 sig in 35 act.) RANK 25 NODE 25 --> 7.9762497 sigma out 1 act.( 14.542654 sig in 34 act.) RANK 26 NODE 37 --> 7.9682412 sigma out 1 act.( 11.713313 sig in 35 act.) RANK 27 NODE 31 --> 7.6638227 sigma out 1 act.( 14.111889 sig in 34 act.) RANK 28 NODE 1 --> 7.4530663 sigma out 1 act.( 15.384168 sig in 32 act.) RANK 29 NODE 3 --> 6.5302901 sigma out 1 act.( 8.7496538 sig in 34 act.) RANK 30 NODE 9 --> 6.4893298 sigma out 1 act.( 9.3185930 sig in 35 act.) RANK 31 NODE 7 --> 6.2527480 sigma out 1 act.( 9.7073355 sig in 35 act.) RANK 32 NODE 27 --> 6.1674399 sigma out 1 act.( 7.9329925 sig in 35 act.) RANK 33 NODE 6 --> 5.9033513 sigma out 1 act.( 7.8638349 sig in 35 act.) RANK 34 NODE 32 --> 3.8335843 sigma out 1 act.( 10.129539 sig in 30 act.) RANK 35 NODE 15 --> 3.8272750 sigma out 1 act.( 7.7786403 sig in 35 act.) RANK 36 NODE 17 --> 2.9287400 sigma out 1 act.( 8.4430580 sig in 34 act.) RANK 37 NODE 36 --> 1.2422463 sigma out 1 act.( 6.6041451 sig in 35 act.) RANK 1 NODE 1 --> 58.803257 sigma in 37 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.49098530 *** contribution from regularisation: 1.77220348E-02 *** contribution from error: -0.50870734 *** contribution from DIAG: 3.38015123E-03 *********************************************** --------------------------------------------------- Iteration : 81 kill weight from layer 1 knot 35 to knot 12 kill weight from layer 1 knot 30 to knot 29 kill weight from layer 1 knot 31 to knot 34 *********************************************** *** Learn Path 81 *** loss function: -0.49086982 *** contribution from regularisation: 1.78465918E-02 *** contribution from error: -0.50871640 *** contribution from DIAG: 3.39793647E-03 *********************************************** --------------------------------------------------- Iteration : 82 kill weight from layer 1 knot 25 to knot 1 kill weight from layer 1 knot 32 to knot 4 kill weight from layer 1 knot 30 to knot 14 *********************************************** *** Learn Path 82 *** loss function: -0.49123386 *** contribution from regularisation: 1.74930505E-02 *** contribution from error: -0.50872689 *** contribution from DIAG: 3.39657790E-03 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 13 to knot 2 kill weight from layer 1 knot 32 to knot 28 kill weight from layer 1 knot 34 to knot 33 *********************************************** *** Learn Path 83 *** loss function: -0.49087629 *** contribution from regularisation: 1.78617202E-02 *** contribution from error: -0.50873798 *** contribution from DIAG: 3.39739490E-03 *********************************************** --------------------------------------------------- Iteration : 84 *********************************************** *** Learn Path 84 *** loss function: -0.49117482 *** contribution from regularisation: 1.75702870E-02 *** contribution from error: -0.50874507 *** contribution from DIAG: 3.38676968E-03 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 13 to knot 9 kill weight from layer 1 knot 28 to knot 19 *********************************************** *** Learn Path 85 *** loss function: -0.49085614 *** contribution from regularisation: 1.78978741E-02 *** contribution from error: -0.50875401 *** contribution from DIAG: 3.37229786E-03 *********************************************** --------------------------------------------------- Iteration : 86 kill weight from layer 1 knot 3 to knot 7 kill weight from layer 1 knot 35 to knot 27 kill weight from layer 1 knot 29 to knot 32 *********************************************** *** Learn Path 86 *** loss function: -0.49121866 *** contribution from regularisation: 1.75440479E-02 *** contribution from error: -0.50876272 *** contribution from DIAG: 3.36070079E-03 *********************************************** --------------------------------------------------- Iteration : 87 kill weight from layer 1 knot 20 to knot 29 *********************************************** *** Learn Path 87 *** loss function: -0.49107164 *** contribution from regularisation: 1.77018736E-02 *** contribution from error: -0.50877351 *** contribution from DIAG: 3.36997746E-03 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 21 to knot 5 kill weight from layer 1 knot 18 to knot 17 kill weight from layer 1 knot 6 to knot 20 kill weight from layer 1 knot 31 to knot 26 *********************************************** *** Learn Path 88 *** loss function: -0.49100196 *** contribution from regularisation: 1.77788846E-02 *** contribution from error: -0.50878084 *** contribution from DIAG: 3.33575159E-03 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 14 to knot 3 kill weight from layer 1 knot 11 to knot 28 kill weight from layer 1 knot 2 to knot 36 *********************************************** *** Learn Path 89 *** loss function: -0.49119934 *** contribution from regularisation: 1.75903495E-02 *** contribution from error: -0.50878972 *** contribution from DIAG: 3.33407195E-03 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 29 to knot 1 kill weight from layer 1 knot 35 to knot 1 kill weight from layer 1 knot 9 to knot 7 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 52.854542 sigma out 37 active outputs RANK 2 NODE 4 --> 39.950287 sigma out 37 active outputs RANK 3 NODE 6 --> 16.561302 sigma out 36 active outputs RANK 4 NODE 5 --> 16.241938 sigma out 37 active outputs RANK 5 NODE 2 --> 16.016256 sigma out 36 active outputs RANK 6 NODE 10 --> 14.800801 sigma out 37 active outputs RANK 7 NODE 8 --> 14.790843 sigma out 37 active outputs RANK 8 NODE 3 --> 14.380146 sigma out 36 active outputs RANK 9 NODE 13 --> 13.492537 sigma out 34 active outputs RANK 10 NODE 7 --> 13.225787 sigma out 36 active outputs RANK 11 NODE 9 --> 12.295862 sigma out 36 active outputs RANK 12 NODE 16 --> 11.562929 sigma out 37 active outputs RANK 13 NODE 11 --> 11.295554 sigma out 36 active outputs RANK 14 NODE 17 --> 11.208469 sigma out 36 active outputs RANK 15 NODE 23 --> 10.714016 sigma out 37 active outputs RANK 16 NODE 12 --> 10.691690 sigma out 37 active outputs RANK 17 NODE 22 --> 10.367244 sigma out 37 active outputs RANK 18 NODE 19 --> 9.8272467 sigma out 37 active outputs RANK 19 NODE 33 --> 9.7236347 sigma out 37 active outputs RANK 20 NODE 20 --> 9.4654922 sigma out 35 active outputs RANK 21 NODE 18 --> 9.2637205 sigma out 36 active outputs RANK 22 NODE 14 --> 8.7559881 sigma out 36 active outputs RANK 23 NODE 25 --> 8.3645964 sigma out 33 active outputs RANK 24 NODE 21 --> 8.3123894 sigma out 36 active outputs RANK 25 NODE 15 --> 8.0200233 sigma out 37 active outputs RANK 26 NODE 26 --> 7.9876671 sigma out 37 active outputs RANK 27 NODE 24 --> 7.9020090 sigma out 36 active outputs RANK 28 NODE 27 --> 6.8736582 sigma out 37 active outputs RANK 29 NODE 28 --> 6.5400472 sigma out 34 active outputs RANK 30 NODE 29 --> 6.1621575 sigma out 32 active outputs RANK 31 NODE 30 --> 5.8057160 sigma out 35 active outputs RANK 32 NODE 31 --> 5.2740102 sigma out 30 active outputs RANK 33 NODE 32 --> 5.1461163 sigma out 33 active outputs RANK 34 NODE 34 --> 3.8525689 sigma out 35 active outputs RANK 35 NODE 35 --> 2.4657295 sigma out 32 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 19 --> 25.411036 sigma in 34 act. ( 17.843479 sig out 1 act.) RANK 2 NODE 34 --> 20.449041 sigma in 33 act. ( 14.247461 sig out 1 act.) RANK 3 NODE 33 --> 20.352043 sigma in 34 act. ( 13.473126 sig out 1 act.) RANK 4 NODE 28 --> 19.984316 sigma in 33 act. ( 11.484761 sig out 1 act.) RANK 5 NODE 29 --> 19.085285 sigma in 32 act. ( 11.882293 sig out 1 act.) RANK 6 NODE 24 --> 18.323112 sigma in 35 act. ( 12.433184 sig out 1 act.) RANK 7 NODE 21 --> 17.149805 sigma in 35 act. ( 9.5554352 sig out 1 act.) RANK 8 NODE 2 --> 16.276287 sigma in 34 act. ( 8.4718275 sig out 1 act.) RANK 9 NODE 11 --> 16.067209 sigma in 34 act. ( 9.6384907 sig out 1 act.) RANK 10 NODE 4 --> 16.024136 sigma in 32 act. ( 8.5847883 sig out 1 act.) RANK 11 NODE 13 --> 15.832091 sigma in 34 act. ( 9.8791275 sig out 1 act.) RANK 12 NODE 35 --> 15.673511 sigma in 34 act. ( 9.4888325 sig out 1 act.) RANK 13 NODE 8 --> 15.431727 sigma in 35 act. ( 12.023254 sig out 1 act.) RANK 14 NODE 5 --> 15.426183 sigma in 34 act. ( 10.853337 sig out 1 act.) RANK 15 NODE 14 --> 15.361212 sigma in 34 act. ( 8.4341135 sig out 1 act.) RANK 16 NODE 22 --> 15.274661 sigma in 35 act. ( 8.7024307 sig out 1 act.) RANK 17 NODE 1 --> 15.088723 sigma in 29 act. ( 7.2734609 sig out 1 act.) RANK 18 NODE 12 --> 15.033448 sigma in 33 act. ( 10.230639 sig out 1 act.) RANK 19 NODE 10 --> 15.006935 sigma in 35 act. ( 7.9888167 sig out 1 act.) RANK 20 NODE 30 --> 14.778729 sigma in 35 act. ( 15.629436 sig out 1 act.) RANK 21 NODE 20 --> 14.555919 sigma in 34 act. ( 8.9090929 sig out 1 act.) RANK 22 NODE 23 --> 14.349408 sigma in 34 act. ( 8.1807852 sig out 1 act.) RANK 23 NODE 25 --> 14.283665 sigma in 34 act. ( 7.7362475 sig out 1 act.) RANK 24 NODE 31 --> 13.832643 sigma in 34 act. ( 7.4817524 sig out 1 act.) RANK 25 NODE 16 --> 13.126472 sigma in 35 act. ( 9.2187986 sig out 1 act.) RANK 26 NODE 18 --> 12.900782 sigma in 33 act. ( 8.1431694 sig out 1 act.) RANK 27 NODE 26 --> 12.433449 sigma in 34 act. ( 8.0756874 sig out 1 act.) RANK 28 NODE 37 --> 11.493124 sigma in 35 act. ( 7.7885485 sig out 1 act.) RANK 29 NODE 32 --> 10.010920 sigma in 29 act. ( 3.7067971 sig out 1 act.) RANK 30 NODE 7 --> 9.5603876 sigma in 33 act. ( 6.1518970 sig out 1 act.) RANK 31 NODE 9 --> 9.1825981 sigma in 34 act. ( 6.2939363 sig out 1 act.) RANK 32 NODE 3 --> 8.6002741 sigma in 33 act. ( 6.3319845 sig out 1 act.) RANK 33 NODE 17 --> 8.3093243 sigma in 33 act. ( 2.8504083 sig out 1 act.) RANK 34 NODE 27 --> 7.8153410 sigma in 34 act. ( 5.9655390 sig out 1 act.) RANK 35 NODE 6 --> 7.7511468 sigma in 35 act. ( 5.7135448 sig out 1 act.) RANK 36 NODE 15 --> 7.6755838 sigma in 35 act. ( 3.6595986 sig out 1 act.) RANK 37 NODE 36 --> 6.5013661 sigma in 34 act. ( 1.2230803 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 17.843479 sigma out 1 act.( 25.411036 sig in 34 act.) RANK 2 NODE 30 --> 15.629436 sigma out 1 act.( 14.778729 sig in 35 act.) RANK 3 NODE 34 --> 14.247461 sigma out 1 act.( 20.449041 sig in 33 act.) RANK 4 NODE 33 --> 13.473126 sigma out 1 act.( 20.352043 sig in 34 act.) RANK 5 NODE 24 --> 12.433184 sigma out 1 act.( 18.323112 sig in 35 act.) RANK 6 NODE 8 --> 12.023254 sigma out 1 act.( 15.431727 sig in 35 act.) RANK 7 NODE 29 --> 11.882293 sigma out 1 act.( 19.085285 sig in 32 act.) RANK 8 NODE 28 --> 11.484761 sigma out 1 act.( 19.984316 sig in 33 act.) RANK 9 NODE 5 --> 10.853337 sigma out 1 act.( 15.426183 sig in 34 act.) RANK 10 NODE 12 --> 10.230639 sigma out 1 act.( 15.033448 sig in 33 act.) RANK 11 NODE 13 --> 9.8791275 sigma out 1 act.( 15.832091 sig in 34 act.) RANK 12 NODE 11 --> 9.6384907 sigma out 1 act.( 16.067209 sig in 34 act.) RANK 13 NODE 21 --> 9.5554352 sigma out 1 act.( 17.149805 sig in 35 act.) RANK 14 NODE 35 --> 9.4888325 sigma out 1 act.( 15.673511 sig in 34 act.) RANK 15 NODE 16 --> 9.2187986 sigma out 1 act.( 13.126472 sig in 35 act.) RANK 16 NODE 20 --> 8.9090929 sigma out 1 act.( 14.555919 sig in 34 act.) RANK 17 NODE 22 --> 8.7024307 sigma out 1 act.( 15.274661 sig in 35 act.) RANK 18 NODE 4 --> 8.5847883 sigma out 1 act.( 16.024136 sig in 32 act.) RANK 19 NODE 2 --> 8.4718275 sigma out 1 act.( 16.276287 sig in 34 act.) RANK 20 NODE 14 --> 8.4341135 sigma out 1 act.( 15.361212 sig in 34 act.) RANK 21 NODE 23 --> 8.1807852 sigma out 1 act.( 14.349408 sig in 34 act.) RANK 22 NODE 18 --> 8.1431694 sigma out 1 act.( 12.900782 sig in 33 act.) RANK 23 NODE 26 --> 8.0756874 sigma out 1 act.( 12.433449 sig in 34 act.) RANK 24 NODE 10 --> 7.9888167 sigma out 1 act.( 15.006935 sig in 35 act.) RANK 25 NODE 37 --> 7.7885485 sigma out 1 act.( 11.493124 sig in 35 act.) RANK 26 NODE 25 --> 7.7362475 sigma out 1 act.( 14.283665 sig in 34 act.) RANK 27 NODE 31 --> 7.4817524 sigma out 1 act.( 13.832643 sig in 34 act.) RANK 28 NODE 1 --> 7.2734609 sigma out 1 act.( 15.088723 sig in 29 act.) RANK 29 NODE 3 --> 6.3319845 sigma out 1 act.( 8.6002741 sig in 33 act.) RANK 30 NODE 9 --> 6.2939363 sigma out 1 act.( 9.1825981 sig in 34 act.) RANK 31 NODE 7 --> 6.1518970 sigma out 1 act.( 9.5603876 sig in 33 act.) RANK 32 NODE 27 --> 5.9655390 sigma out 1 act.( 7.8153410 sig in 34 act.) RANK 33 NODE 6 --> 5.7135448 sigma out 1 act.( 7.7511468 sig in 35 act.) RANK 34 NODE 32 --> 3.7067971 sigma out 1 act.( 10.010920 sig in 29 act.) RANK 35 NODE 15 --> 3.6595986 sigma out 1 act.( 7.6755838 sig in 35 act.) RANK 36 NODE 17 --> 2.8504083 sigma out 1 act.( 8.3093243 sig in 33 act.) RANK 37 NODE 36 --> 1.2230803 sigma out 1 act.( 6.5013661 sig in 34 act.) RANK 1 NODE 1 --> 57.311592 sigma in 37 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.49134630 *** contribution from regularisation: 1.74510777E-02 *** contribution from error: -0.50879741 *** contribution from DIAG: 3.34095908E-03 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 24 to knot 7 kill weight from layer 1 knot 24 to knot 28 *********************************************** *** Learn Path 91 *** loss function: -0.49140662 *** contribution from regularisation: 1.73996668E-02 *** contribution from error: -0.50880629 *** contribution from DIAG: 3.32092727E-03 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 7 to knot 8 kill weight from layer 1 knot 27 to knot 10 kill weight from layer 1 knot 10 to knot 14 kill weight from layer 1 knot 27 to knot 15 kill weight from layer 1 knot 35 to knot 19 kill weight from layer 1 knot 6 to knot 25 kill weight from layer 1 knot 13 to knot 32 *********************************************** *** Learn Path 92 *** loss function: -0.49144718 *** contribution from regularisation: 1.73675530E-02 *** contribution from error: -0.50881475 *** contribution from DIAG: 3.34495585E-03 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 34 to knot 20 *********************************************** *** Learn Path 93 *** loss function: -0.49120945 *** contribution from regularisation: 1.76147129E-02 *** contribution from error: -0.50882417 *** contribution from DIAG: 3.31617915E-03 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 28 to knot 10 kill weight from layer 1 knot 20 to knot 16 kill weight from layer 1 knot 29 to knot 21 kill weight from layer 1 knot 35 to knot 33 kill weight from layer 1 knot 2 to knot 37 *********************************************** *** Learn Path 94 *** loss function: -0.49114951 *** contribution from regularisation: 1.76807158E-02 *** contribution from error: -0.50883025 *** contribution from DIAG: 3.32761882E-03 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 31 to knot 6 kill weight from layer 1 knot 35 to knot 7 kill weight from layer 1 knot 21 to knot 9 kill weight from layer 1 knot 16 to knot 15 kill weight from layer 1 knot 14 to knot 27 kill weight from layer 1 knot 21 to knot 31 *********************************************** *** Learn Path 95 *** loss function: -0.49140406 *** contribution from regularisation: 1.74329486E-02 *** contribution from error: -0.50883698 *** contribution from DIAG: 3.31216003E-03 *********************************************** --------------------------------------------------- Iteration : 96 *********************************************** *** Learn Path 96 *** loss function: -0.49128920 *** contribution from regularisation: 1.75535325E-02 *** contribution from error: -0.50884271 *** contribution from DIAG: 3.33975139E-03 *********************************************** --------------------------------------------------- Iteration : 97 kill weight from layer 1 knot 34 to knot 24 *********************************************** *** Learn Path 97 *** loss function: -0.49151152 *** contribution from regularisation: 1.73374396E-02 *** contribution from error: -0.50884897 *** contribution from DIAG: 3.34557053E-03 *********************************************** --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.49147815 *** contribution from regularisation: 1.73762180E-02 *** contribution from error: -0.50885439 *** contribution from DIAG: 3.34711629E-03 *********************************************** --------------------------------------------------- Iteration : 99 kill weight from layer 1 knot 5 to knot 10 *********************************************** *** Learn Path 99 *** loss function: -0.49151281 *** contribution from regularisation: 1.73489079E-02 *** contribution from error: -0.50886172 *** contribution from DIAG: 3.34166409E-03 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 53.712280 sigma out 37 active outputs RANK 2 NODE 4 --> 40.262321 sigma out 37 active outputs RANK 3 NODE 6 --> 16.696480 sigma out 35 active outputs RANK 4 NODE 5 --> 16.270214 sigma out 36 active outputs RANK 5 NODE 2 --> 16.178289 sigma out 35 active outputs RANK 6 NODE 10 --> 14.864990 sigma out 36 active outputs RANK 7 NODE 8 --> 14.688741 sigma out 37 active outputs RANK 8 NODE 3 --> 14.311947 sigma out 36 active outputs RANK 9 NODE 13 --> 13.572991 sigma out 33 active outputs RANK 10 NODE 7 --> 13.222483 sigma out 35 active outputs RANK 11 NODE 9 --> 12.343889 sigma out 36 active outputs RANK 12 NODE 16 --> 11.555374 sigma out 36 active outputs RANK 13 NODE 11 --> 11.443323 sigma out 36 active outputs RANK 14 NODE 17 --> 11.329700 sigma out 36 active outputs RANK 15 NODE 12 --> 10.706117 sigma out 37 active outputs RANK 16 NODE 23 --> 10.687394 sigma out 37 active outputs RANK 17 NODE 22 --> 10.329566 sigma out 37 active outputs RANK 18 NODE 19 --> 9.9394941 sigma out 37 active outputs RANK 19 NODE 33 --> 9.7944174 sigma out 37 active outputs RANK 20 NODE 20 --> 9.5460596 sigma out 34 active outputs RANK 21 NODE 18 --> 9.0589333 sigma out 36 active outputs RANK 22 NODE 14 --> 8.7368212 sigma out 35 active outputs RANK 23 NODE 25 --> 8.4207716 sigma out 33 active outputs RANK 24 NODE 21 --> 8.2973785 sigma out 34 active outputs RANK 25 NODE 15 --> 8.1949778 sigma out 37 active outputs RANK 26 NODE 26 --> 7.9580712 sigma out 37 active outputs RANK 27 NODE 24 --> 7.9439788 sigma out 34 active outputs RANK 28 NODE 27 --> 6.7825136 sigma out 35 active outputs RANK 29 NODE 28 --> 6.5240574 sigma out 33 active outputs RANK 30 NODE 29 --> 6.1450515 sigma out 31 active outputs RANK 31 NODE 30 --> 5.9339237 sigma out 35 active outputs RANK 32 NODE 31 --> 5.3248453 sigma out 29 active outputs RANK 33 NODE 32 --> 5.1103315 sigma out 33 active outputs RANK 34 NODE 34 --> 3.6973393 sigma out 33 active outputs RANK 35 NODE 35 --> 2.5616829 sigma out 29 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 19 --> 25.604956 sigma in 33 act. ( 18.153116 sig out 1 act.) RANK 2 NODE 34 --> 20.650124 sigma in 33 act. ( 14.510646 sig out 1 act.) RANK 3 NODE 33 --> 20.594784 sigma in 33 act. ( 13.514423 sig out 1 act.) RANK 4 NODE 28 --> 20.105791 sigma in 32 act. ( 11.828091 sig out 1 act.) RANK 5 NODE 29 --> 19.299383 sigma in 32 act. ( 12.064793 sig out 1 act.) RANK 6 NODE 24 --> 18.451136 sigma in 34 act. ( 12.691362 sig out 1 act.) RANK 7 NODE 21 --> 17.310415 sigma in 34 act. ( 9.5938520 sig out 1 act.) RANK 8 NODE 2 --> 16.425787 sigma in 34 act. ( 8.6341257 sig out 1 act.) RANK 9 NODE 11 --> 16.305605 sigma in 34 act. ( 9.7601624 sig out 1 act.) RANK 10 NODE 4 --> 16.174931 sigma in 32 act. ( 8.8586168 sig out 1 act.) RANK 11 NODE 13 --> 16.017071 sigma in 34 act. ( 9.9093542 sig out 1 act.) RANK 12 NODE 35 --> 15.912140 sigma in 34 act. ( 9.5824223 sig out 1 act.) RANK 13 NODE 5 --> 15.575037 sigma in 34 act. ( 11.016762 sig out 1 act.) RANK 14 NODE 8 --> 15.531036 sigma in 34 act. ( 12.250390 sig out 1 act.) RANK 15 NODE 14 --> 15.457471 sigma in 33 act. ( 8.6631689 sig out 1 act.) RANK 16 NODE 22 --> 15.442235 sigma in 35 act. ( 8.7585955 sig out 1 act.) RANK 17 NODE 1 --> 15.264338 sigma in 29 act. ( 7.3119812 sig out 1 act.) RANK 18 NODE 12 --> 15.237844 sigma in 33 act. ( 10.224793 sig out 1 act.) RANK 19 NODE 10 --> 15.074721 sigma in 32 act. ( 8.2628937 sig out 1 act.) RANK 20 NODE 30 --> 14.839538 sigma in 35 act. ( 15.955328 sig out 1 act.) RANK 21 NODE 20 --> 14.743484 sigma in 33 act. ( 8.9513693 sig out 1 act.) RANK 22 NODE 23 --> 14.430449 sigma in 34 act. ( 8.4890537 sig out 1 act.) RANK 23 NODE 25 --> 14.346593 sigma in 33 act. ( 7.9696240 sig out 1 act.) RANK 24 NODE 31 --> 14.007807 sigma in 33 act. ( 7.6078229 sig out 1 act.) RANK 25 NODE 16 --> 13.186346 sigma in 34 act. ( 9.4549618 sig out 1 act.) RANK 26 NODE 18 --> 13.002049 sigma in 33 act. ( 8.2869139 sig out 1 act.) RANK 27 NODE 26 --> 12.538157 sigma in 34 act. ( 8.1175413 sig out 1 act.) RANK 28 NODE 37 --> 11.556185 sigma in 34 act. ( 7.9077806 sig out 1 act.) RANK 29 NODE 32 --> 9.9469080 sigma in 28 act. ( 3.8198888 sig out 1 act.) RANK 30 NODE 7 --> 9.6151724 sigma in 31 act. ( 6.2760053 sig out 1 act.) RANK 31 NODE 9 --> 9.1853600 sigma in 33 act. ( 6.3875494 sig out 1 act.) RANK 32 NODE 3 --> 8.6570053 sigma in 33 act. ( 6.4317760 sig out 1 act.) RANK 33 NODE 17 --> 8.2632952 sigma in 33 act. ( 2.8358805 sig out 1 act.) RANK 34 NODE 27 --> 7.8263044 sigma in 33 act. ( 6.0291791 sig out 1 act.) RANK 35 NODE 6 --> 7.7914329 sigma in 34 act. ( 5.8252301 sig out 1 act.) RANK 36 NODE 15 --> 7.6690941 sigma in 33 act. ( 3.7653379 sig out 1 act.) RANK 37 NODE 36 --> 6.4438534 sigma in 34 act. ( 1.2571067 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 18.153116 sigma out 1 act.( 25.604956 sig in 33 act.) RANK 2 NODE 30 --> 15.955328 sigma out 1 act.( 14.839538 sig in 35 act.) RANK 3 NODE 34 --> 14.510646 sigma out 1 act.( 20.650124 sig in 33 act.) RANK 4 NODE 33 --> 13.514423 sigma out 1 act.( 20.594784 sig in 33 act.) RANK 5 NODE 24 --> 12.691362 sigma out 1 act.( 18.451136 sig in 34 act.) RANK 6 NODE 8 --> 12.250390 sigma out 1 act.( 15.531036 sig in 34 act.) RANK 7 NODE 29 --> 12.064793 sigma out 1 act.( 19.299383 sig in 32 act.) RANK 8 NODE 28 --> 11.828091 sigma out 1 act.( 20.105791 sig in 32 act.) RANK 9 NODE 5 --> 11.016762 sigma out 1 act.( 15.575037 sig in 34 act.) RANK 10 NODE 12 --> 10.224793 sigma out 1 act.( 15.237844 sig in 33 act.) RANK 11 NODE 13 --> 9.9093542 sigma out 1 act.( 16.017071 sig in 34 act.) RANK 12 NODE 11 --> 9.7601624 sigma out 1 act.( 16.305605 sig in 34 act.) RANK 13 NODE 21 --> 9.5938520 sigma out 1 act.( 17.310415 sig in 34 act.) RANK 14 NODE 35 --> 9.5824223 sigma out 1 act.( 15.912140 sig in 34 act.) RANK 15 NODE 16 --> 9.4549618 sigma out 1 act.( 13.186346 sig in 34 act.) RANK 16 NODE 20 --> 8.9513693 sigma out 1 act.( 14.743484 sig in 33 act.) RANK 17 NODE 4 --> 8.8586168 sigma out 1 act.( 16.174931 sig in 32 act.) RANK 18 NODE 22 --> 8.7585955 sigma out 1 act.( 15.442235 sig in 35 act.) RANK 19 NODE 14 --> 8.6631689 sigma out 1 act.( 15.457471 sig in 33 act.) RANK 20 NODE 2 --> 8.6341257 sigma out 1 act.( 16.425787 sig in 34 act.) RANK 21 NODE 23 --> 8.4890537 sigma out 1 act.( 14.430449 sig in 34 act.) RANK 22 NODE 18 --> 8.2869139 sigma out 1 act.( 13.002049 sig in 33 act.) RANK 23 NODE 10 --> 8.2628937 sigma out 1 act.( 15.074721 sig in 32 act.) RANK 24 NODE 26 --> 8.1175413 sigma out 1 act.( 12.538157 sig in 34 act.) RANK 25 NODE 25 --> 7.9696240 sigma out 1 act.( 14.346593 sig in 33 act.) RANK 26 NODE 37 --> 7.9077806 sigma out 1 act.( 11.556185 sig in 34 act.) RANK 27 NODE 31 --> 7.6078229 sigma out 1 act.( 14.007807 sig in 33 act.) RANK 28 NODE 1 --> 7.3119812 sigma out 1 act.( 15.264338 sig in 29 act.) RANK 29 NODE 3 --> 6.4317760 sigma out 1 act.( 8.6570053 sig in 33 act.) RANK 30 NODE 9 --> 6.3875494 sigma out 1 act.( 9.1853600 sig in 33 act.) RANK 31 NODE 7 --> 6.2760053 sigma out 1 act.( 9.6151724 sig in 31 act.) RANK 32 NODE 27 --> 6.0291791 sigma out 1 act.( 7.8263044 sig in 33 act.) RANK 33 NODE 6 --> 5.8252301 sigma out 1 act.( 7.7914329 sig in 34 act.) RANK 34 NODE 32 --> 3.8198888 sigma out 1 act.( 9.9469080 sig in 28 act.) RANK 35 NODE 15 --> 3.7653379 sigma out 1 act.( 7.6690941 sig in 33 act.) RANK 36 NODE 17 --> 2.8358805 sigma out 1 act.( 8.2632952 sig in 33 act.) RANK 37 NODE 36 --> 1.2571067 sigma out 1 act.( 6.4438534 sig in 34 act.) RANK 1 NODE 1 --> 58.257969 sigma in 37 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.49154195 *** contribution from regularisation: 1.73275825E-02 *** contribution from error: -0.50886953 *** contribution from DIAG: 3.36523866E-03 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 194477 Training Complete :) *** Break *** segmentation violation =========================================================== There was a crash. This is the entire stack trace of all threads: =========================================================== #0 0x00002af3b54b74d5 in waitpid () from /lib64/libc.so.6 #1 0x00002af3b5459481 in do_system () from /lib64/libc.so.6 #2 0x00002af3b37af676 in TUnixSystem::StackTrace() () from /afs/cern.ch/sw/lcg/app/nightlies/dev/Thu/ROOT/ROOT_today/x86_64-slc5-gcc43-opt/root/lib/libCore.so #3 0x00002af3b37aef4c in TUnixSystem::DispatchSignals(ESignals) () from /afs/cern.ch/sw/lcg/app/nightlies/dev/Thu/ROOT/ROOT_today/x86_64-slc5-gcc43-opt/root/lib/libCore.so #4 #5 0x00002af3a49c0ec8 in _NeuroBayesTeacher_destructor() () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #6 0x00002af3a49c0fdc in global destructors keyed to _ZN17NeuroBayesTeacher15instanceCounterE () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #7 0x00002af3a49c0e4f in __do_global_dtors_aux () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #8 0x0000000000000000 in ?? () =========================================================== The lines below might hint at the cause of the crash. If they do not help you then please submit a bug report at http://root.cern.ch/bugs. Please post the ENTIRE stack trace from above as an attachment in addition to anything else that might help us fixing this issue. =========================================================== #5 0x00002af3a49c0ec8 in _NeuroBayesTeacher_destructor() () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #6 0x00002af3a49c0fdc in global destructors keyed to _ZN17NeuroBayesTeacher15instanceCounterE () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #7 0x00002af3a49c0e4f in __do_global_dtors_aux () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #8 0x0000000000000000 in ?? () =========================================================== Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/NOBFGS/621/Muon/Downstream/GlobalPID_Muon_Downstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/NOBFGS/621/Muon/Downstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/NOBFGS/621/Muon/Downstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/NOBFGS/621/Muon/Downstream/NB.txt Training Host = lxplus436.cern.ch Particle type = muon Background types = all Training Mix = NaturalMix Track type = Downstream Track PresSel = TrackPreSelIsMuon Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Muon_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 32 nodes, hidden layer has 37 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Read entry 5892912 (60%) Read entry 6875064 (70%) Read entry 7857216 (79.9999%) Read entry 8839368 (89.9999%) Read entry 9821520 (99.9999%) Considered 9821527 tracks for input to NN training Sel. Eff. = 0.625249% Selected 61409 tracks for input to NN training ghost percentage = 63.6112% electron percentage = 6.0154% muon percentage = 9.9448% pion percentage = 16.1686% kaon percentage = 2.77972% proton percentage = 1.47535% Unknown Particle type 3112 percentage = 0.00162843% Unknown Particle type 3222 percentage = 0.00162843% Unknown Particle type 3312 percentage = 0.00162843% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackCloneDist Making plots for input TrackFitTChi2 Making plots for input TrackFitTNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichUsedR2Gas Making plots for input RichAboveMuThres Making plots for input RichAboveKaThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonNShared Making plots for input InAccEcal Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input InAccHcal Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input InAccPrs Making plots for input PrsPIDe Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Found 9023704 evaluation data points Read entry 902370 (10%) Read entry 1804740 (20%) Read entry 2707110 (30%) Read entry 3609480 (40%) Read entry 4511850 (50%) Read entry 5414220 (60%) Read entry 6316590 (70%) Read entry 7218960 (80%) Read entry 8121330 (90%) Read entry 9023700 (100%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 31 input variables. ***************Training results***************** number of nodes in the 1st layer: 35 number of nodes in the 2nd layer: 37 number of nodes in the 3rd layer: 1 number of iterations: 100