Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Muon/Long Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Muon/Long/GlobalPID_Muon_Long_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Muon/Long/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Muon/Long/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Muon/Long/NB.txt Training Host = lxplus432.cern.ch Particle type = muon Background types = all Training Mix = NaturalMix Track type = Long 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_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13a.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 38 Your number of nodes in the hidden layer is: 44 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function global preprocessing flag: 621 You want to use the global preprocessing flag 21 You use momentum: 0.0000000 Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackFitMatchChi2 PreproFlag 34 Input 10 TrackCloneDist PreproFlag 34 Input 11 TrackFitVeloChi2 PreproFlag 14 Input 12 TrackFitVeloNDoF PreproFlag 19 Input 13 TrackFitTChi2 PreproFlag 14 Input 14 TrackFitTNDoF PreproFlag 19 Input 15 RichUsedAero PreproFlag 18 Input 16 RichUsedR1Gas PreproFlag 18 Input 17 RichUsedR2Gas PreproFlag 18 Input 18 RichAboveMuThres PreproFlag 18 Input 19 RichAboveKaThres PreproFlag 18 Input 20 RichDLLe PreproFlag 34 Input 21 RichDLLmu PreproFlag 34 Input 22 RichDLLk PreproFlag 34 Input 23 RichDLLp PreproFlag 34 Input 24 RichDLLbt PreproFlag 34 Input 25 MuonBkgLL PreproFlag 34 Input 26 MuonMuLL PreproFlag 34 Input 27 MuonNShared PreproFlag 19 Input 28 InAccEcal PreproFlag 19 Input 29 EcalPIDe PreproFlag 34 Input 30 EcalPIDmu PreproFlag 34 Input 31 InAccHcal PreproFlag 19 Input 32 HcalPIDe PreproFlag 34 Input 33 HcalPIDmu PreproFlag 34 Input 34 InAccPrs PreproFlag 19 Input 35 PrsPIDe PreproFlag 34 Input 36 InAccBrem PreproFlag 19 Input 37 BremPIDe PreproFlag 34 Input 38 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Found 5016459 training data points Read entry 501645 (9.99998%) Read entry 1003290 (20%) Read entry 1504935 (29.9999%) Read entry 2006580 (39.9999%) Read entry 2508225 (49.9999%) Read entry 3009870 (59.9999%) Read entry 3511515 (69.9999%) Read entry 4013160 (79.9999%) Read entry 4514805 (89.9998%) Read entry 5016450 (99.9998%) Considered 5016459 tracks for input to NN training Sel. Eff. = 3.30339% Selected 165713 tracks for input to NN training ghost percentage = 20.1125% electron percentage = 1.44527% muon percentage = 24.3173% pion percentage = 45.0152% kaon percentage = 6.87574% Unknown Particle type 411 percentage = 0.00603453% Unknown Particle type 521 percentage = 0.00301726% proton percentage = 2.21105% Unknown Particle type 3112 percentage = 0.00181036% Unknown Particle type 3222 percentage = 0.0114656% Unknown Particle type 3312 percentage = 0.000603453% 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= 165713 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 = 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 # 11 : 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 # 12 : 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 # 13 : 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 # 14 : 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 # 15 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 16 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 17 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 18 : PreproFlag = 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 # 19 : 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 # 20 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 21 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 22 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 23 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 24 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 25 : PreproFlag = 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 # 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 = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 28 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 29 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 30 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 31 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 32 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 33 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 34 : PreproFlag = 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 # 35 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 36 : 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 # 37 : 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 # 38 : 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: 24.317343 % ------------------------------ 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 23.000000 28.000000 32.000000 35.000000 38.000000 40.000000 43.000000 45.000000 47.000000 49.000000 51.000000 52.000000 54.000000 56.000000 57.000000 59.000000 60.000000 62.000000 63.000000 65.000000 66.000000 68.000000 69.000000 70.000000 72.000000 73.000000 74.000000 76.000000 77.000000 78.000000 80.000000 81.000000 82.000000 83.000000 85.000000 86.000000 87.000000 88.000000 90.000000 91.000000 92.000000 94.000000 95.000000 96.000000 97.000000 99.000000 100.000000 101.00000 102.00000 104.00000 105.00000 106.00000 108.00000 109.00000 110.00000 112.00000 113.00000 114.00000 116.00000 117.00000 118.00000 120.00000 122.00000 123.00000 125.00000 126.00000 128.00000 129.00000 131.00000 133.00000 134.00000 136.00000 138.00000 140.00000 142.00000 144.00000 146.00000 148.00000 151.00000 153.00000 155.00000 158.00000 160.00000 163.00000 166.00000 169.00000 172.00000 175.00000 179.00000 183.00000 187.00000 191.00000 196.00000 202.00000 209.00000 218.00000 232.00000 249.00000 287.00000 407.00000 build map for variable # 2 ------------------------------ Transdef: Tab for variable 3 3000.0200 3098.0952 3185.4502 3265.7200 3346.4951 3421.1299 3494.2600 3564.6899 3632.3301 3699.2749 3763.3850 3828.9448 3893.2100 3958.8201 4020.8301 4082.3750 4143.7900 4204.6050 4263.2402 4322.7451 4385.9751 4448.0898 4511.5698 4574.9399 4638.8198 4702.7051 4765.4648 4831.2349 4895.4854 4961.8550 5027.1553 5090.8750 5158.8203 5228.6851 5297.4302 5366.0996 5435.7852 5508.8047 5583.6401 5655.4849 5732.0850 5807.5801 5886.0601 5961.5249 6048.3096 6143.4502 6243.5254 6348.0303 6456.6450 6564.1201 6676.0049 6790.1201 6912.6548 7036.7900 7155.4751 7289.2100 7418.7002 7554.4351 7700.8203 7854.6904 8010.9102 8170.9453 8337.2695 8507.6250 8686.8203 8867.1553 9060.4043 9265.5391 9474.8604 9691.6152 9929.4805 10225.370 10558.766 10915.770 11307.395 11719.300 12164.744 12631.350 13160.695 13739.215 14383.744 15075.404 15845.725 16692.270 17674.324 18727.164 19872.789 21186.385 22639.750 24404.039 26402.090 28721.346 31597.080 34886.629 38912.977 43928.703 50484.023 59554.891 72951.313 98608.000 4613328.0 do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 9.2136765 79.649597 89.790756 97.963303 106.11298 114.14066 122.12586 130.09232 137.59259 145.15303 152.34015 159.71829 167.07712 174.36385 181.27933 188.11198 195.18179 202.04143 208.80582 215.58521 222.35666 229.14276 236.08139 242.88611 249.84958 256.47601 263.56616 270.67145 277.59570 285.05792 292.15680 299.79733 307.12036 314.47260 322.45856 330.10858 338.43036 347.15027 356.12006 365.18414 374.50165 382.95215 392.23383 402.14606 412.44348 423.05603 433.77771 444.50433 456.31281 467.90643 479.89429 492.48932 505.41852 519.26782 533.09570 545.71393 560.30334 574.22546 588.93860 603.98175 620.32751 636.66284 654.65179 673.33801 692.74335 712.14508 732.57043 753.41052 773.99060 795.25085 819.23492 844.11450 870.80115 897.99487 930.65100 965.96619 1006.4181 1046.5334 1094.8884 1151.9657 1221.0935 1312.8635 1404.6370 1507.8838 1616.6282 1724.4720 1832.2046 1941.4321 2056.4297 2188.1387 2333.8052 2488.7659 2662.0986 2866.3711 3108.9360 3407.9146 3794.1333 4315.0918 5071.8247 6588.5781 391572.97 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 0.15672818 0.54775268 0.60354990 0.64067155 0.66935790 0.69339418 0.71422172 0.73301876 0.75032222 0.76548612 0.78039753 0.79396057 0.80723977 0.81960809 0.83175468 0.84369266 0.85496610 0.86625123 0.87725294 0.88776529 0.89801341 0.90824044 0.91808116 0.92763901 0.93717206 0.94666862 0.95612919 0.96504736 0.97429168 0.98360640 0.99282122 1.0020945 1.0111525 1.0202843 1.0297172 1.0388169 1.0481851 1.0572784 1.0666943 1.0762873 1.0855266 1.0948908 1.1047254 1.1145732 1.1250420 1.1352898 1.1455406 1.1557034 1.1662327 1.1775231 1.1891782 1.2008344 1.2122688 1.2240510 1.2362094 1.2483566 1.2604609 1.2735677 1.2866569 1.3005486 1.3146849 1.3295704 1.3448229 1.3618150 1.3788220 1.3966340 1.4152391 1.4349653 1.4555893 1.4778597 1.5015793 1.5258555 1.5519437 1.5794880 1.6087347 1.6386735 1.6720269 1.7064104 1.7435951 1.7821491 1.8233905 1.8645518 1.9078801 1.9527653 1.9998536 2.0487981 2.0996907 2.1507497 2.2035041 2.2576571 2.3144128 2.3742542 2.4320626 2.4931645 2.5555456 2.6222720 2.6937380 2.7683773 2.8421721 2.9218357 2.9999812 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 7.0000000 14.000000 15.000000 16.000000 17.000000 18.000000 18.000000 19.000000 20.000000 20.000000 21.000000 21.000000 21.000000 22.000000 22.000000 23.000000 23.000000 24.000000 24.000000 24.000000 25.000000 25.000000 25.000000 26.000000 26.000000 26.000000 27.000000 27.000000 27.000000 28.000000 28.000000 28.000000 28.000000 29.000000 29.000000 29.000000 29.000000 29.000000 30.000000 30.000000 30.000000 30.000000 30.000000 30.000000 31.000000 31.000000 31.000000 31.000000 31.000000 31.000000 31.000000 32.000000 32.000000 32.000000 32.000000 32.000000 32.000000 32.000000 33.000000 33.000000 33.000000 33.000000 33.000000 33.000000 33.000000 33.000000 34.000000 34.000000 34.000000 34.000000 34.000000 34.000000 34.000000 35.000000 35.000000 35.000000 35.000000 35.000000 35.000000 35.000000 36.000000 36.000000 36.000000 36.000000 36.000000 36.000000 37.000000 37.000000 37.000000 37.000000 37.000000 38.000000 38.000000 38.000000 39.000000 39.000000 39.000000 40.000000 41.000000 42.000000 49.000000 build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -99.850807 -58.181450 -52.093094 -48.924637 -46.262527 -43.912102 -41.544052 -38.991234 -36.387714 -33.803009 -31.273483 -28.943390 -26.761728 -24.924133 -23.290852 -21.805115 -20.417480 -19.020517 -17.777634 -16.647699 -15.625443 -14.638681 -13.729935 -12.943058 -12.268500 -11.650004 -11.094992 -10.612061 -10.160805 -9.7670488 -9.4179745 -9.0911293 -8.7869892 -8.5185137 -8.2699108 -8.0322876 -7.8177090 -7.6170020 -7.4289398 -7.2555156 -7.0802422 -6.9253559 -6.7754192 -6.6335487 -6.4942846 -6.3681459 -6.2439923 -6.1284804 -6.0149283 -5.9047785 -5.7997255 -5.6943207 -5.5913873 -5.4951510 -5.4025040 -5.3081312 -5.2205753 -5.1364827 -5.0541487 -4.9702959 -4.8859644 -4.8053761 -4.7278337 -4.6484985 -4.5740547 -4.5024939 -4.4309192 -4.3595648 -4.2893052 -4.2193918 -4.1527891 -4.0827608 -4.0175505 -3.9518430 -3.8813918 -3.8165717 -3.7531443 -3.6894143 -3.6242964 -3.5603399 -3.4949718 -3.4303985 -3.3667393 -3.3027859 -3.2356653 -3.1688023 -3.1027465 -3.0371201 -2.9728484 -2.9035501 -2.8294859 -2.7539215 -2.6682115 -2.5769534 -2.4775643 -2.3659186 -2.2431865 -2.1085901 -1.9525726 -1.7196292 -0.26870215 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 1.18915141E-05 5.11453487E-04 9.83512728E-04 1.47682219E-03 1.97372027E-03 2.46182852E-03 2.94788554E-03 3.41083435E-03 3.89685249E-03 4.35793446E-03 4.82533965E-03 5.32638934E-03 5.78089477E-03 6.26295991E-03 6.73789531E-03 7.23230001E-03 7.70612061E-03 8.18216614E-03 8.65290128E-03 9.10158455E-03 9.58052650E-03 1.00644035E-02 1.05607267E-02 1.11110359E-02 1.17126703E-02 1.23369545E-02 1.30634699E-02 1.38087962E-02 1.45959994E-02 1.54397190E-02 1.62865222E-02 1.72273926E-02 1.82094760E-02 1.92646179E-02 2.04441343E-02 2.16991380E-02 2.30431221E-02 2.45008133E-02 2.59926934E-02 2.76935175E-02 2.94913221E-02 3.14060561E-02 3.35481577E-02 3.57982740E-02 3.83310020E-02 4.09754552E-02 4.38813493E-02 4.69466820E-02 4.99498732E-02 5.29607683E-02 5.62104434E-02 5.97858652E-02 6.38711452E-02 6.84829056E-02 7.34918788E-02 7.95787871E-02 8.60415995E-02 9.27369595E-02 0.10033241 0.10884199 0.11780763 0.12784281 0.13946170 0.15200904 0.16516784 0.17931989 0.19324245 0.20801407 0.22318704 0.23828048 0.25415456 0.26998189 0.28687310 0.30384991 0.32030517 0.33710933 0.35319617 0.37070256 0.38979143 0.41129437 0.43281943 0.45555097 0.48140007 0.50777817 0.53658211 0.56849915 0.60298383 0.63739157 0.66957331 0.70185304 0.73120654 0.75888121 0.78206909 0.80217582 0.82112843 0.83862799 0.85698903 0.87670135 0.89656508 0.92235816 0.99997878 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 6.97121723E-03 0.67509854 0.93027699 1.1243474 1.2832191 1.4319469 1.5725698 1.7019473 1.8294122 1.9413288 2.0576348 2.1656566 2.2757497 2.3807197 2.4875124 2.5905035 2.6958065 2.8010058 2.9064617 3.0086932 3.1111662 3.2139406 3.3173196 3.4166069 3.5170016 3.6223607 3.7172897 3.8213716 3.9263787 4.0307035 4.1341529 4.2413034 4.3500385 4.4575911 4.5689116 4.6803641 4.8018379 4.9214239 5.0405998 5.1643362 5.2866678 5.4076672 5.5328550 5.6641979 5.7979431 5.9310937 6.0725098 6.2169695 6.3703127 6.5161548 6.6712737 6.8279128 7.0028114 7.1680403 7.3342848 7.5224481 7.7088575 7.9042912 8.1094151 8.3197231 8.5357685 8.7718010 9.0049028 9.2595959 9.5210247 9.7915573 10.083857 10.387331 10.715406 11.062197 11.413822 11.789068 12.200722 12.618603 13.109982 13.617336 14.139993 14.719647 15.337442 15.990962 16.682142 17.442501 18.242271 19.072670 19.958628 20.900173 21.922079 23.047173 24.237103 25.531731 26.908993 28.455101 30.147079 32.022800 34.175453 36.604301 39.509834 43.128647 47.954468 55.032505 101.79853 do regularised spline fit for input variable # 9 build map for variable # 9 warning: map is empty for variable 9 ------------------------------ Transdef: Tab for variable 10 5.2204218 18.700863 46.150978 95.761368 128.76227 160.79176 189.86447 236.97789 277.00400 312.15979 343.56964 374.05328 407.28378 443.72443 459.03503 489.68512 536.73535 570.46576 611.50061 647.22290 674.02307 706.47961 755.69482 789.70837 808.37000 840.43073 879.96375 902.27979 942.52448 997.44897 1044.0809 1084.9384 1153.4995 1192.9449 1249.0164 1269.1040 1322.7574 1376.9392 1404.3071 1472.2904 1514.8900 1542.5186 1573.3904 1635.0568 1695.4290 1744 Only one class left for trimmed mean or sigma very small -> take "normal" mean .9009 1787.8174 1856.8851 1889.8572 1951.9983 2010.7107 2039.1497 2105.3457 2180.9385 2212.3420 2274.5481 2321.8311 2381.1443 2432.9780 2492.1401 2543.4658 2583.0986 2628.3296 2688.0947 2759.2063 2803.6614 2863.0015 2923.8252 2985.9741 3039.2544 3084.6279 3149.1611 3202.9902 3285.1685 3343.1318 3391.5752 3457.9082 3520.8132 3590.4141 3625.1052 3685.5088 3752.2632 3810.8438 3869.5415 3925.0696 4012.8477 4113.6855 4172.7119 4199.6484 4257.3838 4305.8535 4388.1396 4474.8799 4524.5283 4593.0537 4667.9531 4717.5581 4774.4258 4831.6230 4890.6597 4997.2134 do regularised spline fit for input variable # 10 build map for variable # 10 ------------------------------ Transdef: Tab for variable 11 2.86267023E-04 0.23902495 0.50495112 0.75002849 0.96610916 1.1714423 1.3711181 1.5564624 1.7417123 1.9202168 2.0862112 2.2469659 2.4084315 2.5634656 2.7173672 2.8655863 3.0105348 3.1551006 3.2996192 3.4418921 3.5886922 3.7247882 3.8693111 4.0032110 4.1377296 4.2763472 4.4135985 4.5515480 4.6785684 4.8138738 4.9498949 5.0801201 5.2150912 5.3470731 5.4846134 5.6238365 5.7570500 5.8881721 6.0249906 6.1620045 6.2906747 6.4247828 6.5613875 6.6993036 6.8371301 6.9745369 7.1107016 7.2555256 7.3964849 7.5344038 7.6779633 7.8199692 7.9608903 8.1113472 8.2571030 8.4078579 8.5638580 8.7150946 8.8725700 9.0237055 9.1777630 9.3339214 9.4965315 9.6571693 9.8212547 9.9943829 10.168312 10.345852 10.524234 10.703756 10.889376 11.074645 11.276882 11.474724 11.674448 11.884443 12.107338 12.333608 12.566040 12.807445 13.056591 13.321368 13.589199 13.866098 14.166805 14.472689 14.795813 15.129999 15.493366 15.897377 16.329544 16.789598 17.303904 17.868502 18.522350 19.279179 20.181904 21.358425 22.962128 25.752636 83.749855 do regularised spline fit for input variable # 11 ------------------------------ Transdef: Tab for variable 12 1.00000000 1.00000000 1.00000000 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 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 10.0000000 10.0000000 10.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 12.000000 12.000000 12.000000 13.000000 13.000000 13.000000 13.000000 13.000000 14.000000 15.000000 15.000000 23.000000 build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 2.50379578E-03 1.6660657 2.6200829 3.4018474 4.0758982 4.6888766 5.2432470 5.7185283 6.1870947 6.6021605 6.9849281 7.3576088 7.6987338 8.0136395 8.3118343 8.6136684 8.8882055 9.1524086 9.4114513 9.6590261 9.9030571 10.133939 10.358204 10.585005 10.810892 11.019925 11.220649 11.419506 11.616650 11.819057 12.010735 12.186569 12.374100 12.567910 12.763553 12.947138 13.137939 13.316991 13.497400 13.677158 13.852846 14.025146 14.197571 14.380447 14.557608 14.734948 14.914154 15.086268 15.268732 15.449236 15.621777 15.803747 15.987343 16.173597 16.357674 16.546761 16.734610 16.929941 17.124554 17.312733 17.509243 17.707516 17.910725 18.111507 18.314537 18.526375 18.739347 18.949478 19.172140 19.392155 19.618582 19.851551 20.093998 20.328442 20.572823 20.825661 21.094742 21.376591 21.659039 21.948097 22.248955 22.576565 22.894251 23.239786 23.619469 24.007822 24.413300 24.850540 25.322134 25.818554 26.369328 26.966099 27.626011 28.353434 29.177330 30.190830 31.467453 33.072281 35.205330 38.969513 90.606598 do regularised spline fit for input variable # 13 ------------------------------ Transdef: Tab for variable 14 1.00000000 3.0000000 5.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 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 12.000000 12.000000 12.000000 13.000000 13.000000 13.000000 13.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 14.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 15.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 16.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 17.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 18.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 20.000000 20.000000 30.000000 build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 # 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 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 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 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -133.43640 -58.638649 -49.653297 -44.169250 -40.243950 -37.276852 -34.915600 -32.915600 -31.243950 -29.774601 -28.465698 -27.259701 -26.175449 -25.175850 -24.259399 -23.437550 -22.628250 -21.860750 -21.141300 -20.421650 -19.763599 -19.157600 -18.555401 -17.989849 -17.439251 -16.888451 -16.364901 -15.834600 -15.325800 -14.853251 -14.382900 -13.907500 -13.473800 -13.032351 -12.623450 -12.212250 -11.811550 -11.423800 -11.023200 -10.643950 -10.255550 -9.8829002 -9.5262003 -9.1606998 -8.8162003 -8.4505997 -8.1072998 -7.7790499 -7.4581499 -7.1321001 -6.8045502 -6.4946003 -6.1885500 -5.8915501 -5.5930996 -5.2964501 -5.0109501 -4.7382998 -4.4663501 -4.1890497 -3.9187000 -3.6532500 -3.4049501 -3.1640000 -2.9246001 -2.6929002 -2.4627500 -2.2458999 -2.0304999 -1.8000000 -1.5957999 -1.4036000 -1.2215000 -1.0401499 -0.87005001 -0.70475000 -0.54785001 -0.39725000 -0.24955000 -0.11295000 2.54999986E-03 0.13210000 0.30419999 0.50134999 0.72210002 0.98185003 1.2714000 1.6055000 1.9516001 2.3622499 2.7993000 3.3085999 3.8923998 4.5832500 5.3547001 6.3557000 7.5084000 9.0980997 11.420600 15.825650 107.08990 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -83.519997 -36.102600 -29.638802 -25.922400 -23.431351 -21.518501 -19.968399 -18.649750 -17.492950 -16.493099 -15.603750 -14.793550 -14.023800 -13.317699 -12.677050 -12.090300 -11.519000 -11.007000 -10.492750 -10.012199 -9.5837002 -9.1520996 -8.7351999 -8.3607502 -7.9836001 -7.6228499 -7.2779999 -6.9567499 -6.6222000 -6.3217001 -6.0092001 -5.7027998 -5.4180999 -5.1432500 -4.8870001 -4.6332998 -4.3832502 -4.1463499 -3.9152501 -3.6918502 -3.4769001 -3.2665000 -3.0669000 -2.8710001 -2.6794500 -2.4870501 -2.3051500 -2.1265500 -1.9584000 -1.8107001 -1.6582000 -1.5108500 -1.3811500 -1.2492499 -1.1216000 -1.0056500 -0.89569998 -0.78865004 -0.68529999 -0.58440000 -0.48934999 -0.39820001 -0.31375000 -0.22900000 -0.14895001 -7.93000013E-02 -2.01999992E-02 2.08999999E-02 9.05499980E-02 0.17735000 0.27350000 0.37959999 0.49255002 0.62444997 0.75999999 0.90085000 1.0599500 1.2286000 1.4078500 1.5986000 1.8054500 2.0195999 2.2568998 2.5267000 2.8020999 3.1050000 3.4246001 3.7905500 4.1795998 4.6192002 5.1381502 5.6949000 6.3651500 7.1114998 8.0497999 9.2318497 10.778300 12.989050 16.557400 23.359400 88.201797 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -209.18629 -80.850754 -69.568451 -62.146202 -56.464500 -51.932602 -48.126152 -44.796997 -41.849751 -39.104900 -36.747200 -34.487503 -32.571404 -30.693550 -28.937550 -27.266300 -25.762600 -24.391350 -23.113899 -21.931599 -20.780750 -19.680099 -18.659199 -17.687099 -16.717201 -15.866800 -15.005600 -14.211100 -13.495501 -12.830750 -12.177500 -11.522449 -10.936501 -10.359350 -9.8435497 -9.3376503 -8.8334999 -8.3520002 -7.8956499 -7.4809504 -7.0740499 -6.6608000 -6.2578502 -5.8571000 -5.4905500 -5.1286998 -4.7660999 -4.3940496 -4.0486498 -3.7031498 -3.3773999 -3.0581498 -2.7289000 -2.4098001 -2.0932500 -1.7745500 -1.4736000 -1.1762000 -0.86110002 -0.54929996 -0.23045000 0.0000000 0.24670000 0.54130000 0.83920002 1.1223500 1.4244500 1.7158999 2.0188000 2.3186002 2.6319499 2.9475000 3.2644000 3.5902500 3.9200001 4.2784500 4.6384501 5.0092497 5.4040003 5.7967000 6.2156000 6.6503496 7.1259999 7.6181502 8.1170998 8.6386995 9.2042503 9.8155499 10.452500 11.147750 11.867701 12.712950 13.597450 14.624599 15.740900 17.114950 18.688900 20.692600 23.543301 28.437799 106.93850 do regularised spline fit for input variable # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -176.52679 -81.119797 -69.571548 -62.054298 -56.611351 -52.080849 -48.353699 -45.095501 -42.181450 -39.624100 -37.340698 -35.116901 -33.111252 -31.214849 -29.593899 -27.961100 -26.452900 -25.006300 -23.662201 -22.450600 -21.246000 -20.107000 -19.041401 -18.017950 -17.039650 -16.114500 -15.237801 -14.356501 -13.528100 -12.785950 -12.070700 -11.357800 -10.691401 -10.077600 -9.4883499 -8.9132996 -8.3739500 -7.8511000 -7.3751998 -6.8635998 -6.3747997 -5.9113998 -5.4631500 -5.0305004 -4.5960999 -4.1715498 -3.7606001 -3.3534999 -2.9590001 -2.5804501 -2.2110500 -1.8298000 -1.4720000 -1.1034000 -0.72640002 -0.35500002 0.0000000 0.21670000 0.57179999 0.90490001 1.2265000 1.5383999 1.8630500 2.1804500 2.4974499 2.8234501 3.1508999 3.4832501 3.8139501 4.1566000 4.4941998 4.8395500 5.1893997 5.5668001 5.9417000 6.3119497 6.6925001 7.0901999 7.4863000 7.9036503 8.3143501 8.7544498 9.2073498 9.6929493 10.170150 10.684050 11.234850 11.760349 12.359950 12.982700 13.685850 14.449551 15.239901 16.160751 17.233349 18.405550 19.829151 21.578548 23.887199 27.487900 70.964401 do regularised spline fit for input variable # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -171.74310 -71.194901 -60.344002 -53.964149 -48.893700 -45.013451 -41.720352 -38.874249 -36.422050 -34.136551 -32.074051 -30.242851 -28.453751 -26.896351 -25.333649 -23.943150 -22.672150 -21.362801 -20.177401 -19.057949 -17.981350 -16.988850 -15.996150 -15.074350 -14.141750 -13.278200 -12.492750 -11.674450 -10.914700 -10.198800 -9.4951000 -8.7819996 -8.1447506 -7.5369997 -6.9364500 -6.3239498 -5.7526002 -5.2076998 -4.6660500 -4.1553497 -3.6600499 -3.2022500 -2.7371500 -2.2990499 -1.8606501 -1.4352000 -0.99484998 -0.58279997 -0.16080001 9.54999998E-02 0.48675001 0.85165000 1.1822500 1.5093000 1.8351001 2.1414001 2.4542999 2.7603500 3.0739000 3.3856499 3.7047000 4.0185003 4.3269000 4.6520000 4.9578500 5.2876000 5.6222000 5.9505000 6.2877998 6.6355500 6.9874496 7.3431501 7.7117996 8.0836000 8.4681997 8.8665504 9.2677002 9.7096500 10.137400 10.608100 11.086300 11.563900 12.073400 12.585550 13.165951 13.756300 14.396549 15.026550 15.732250 16.519150 17.345051 18.254150 19.253151 20.291451 21.461300 22.861250 24.411701 26.359800 28.887899 32.786751 62.771400 do regularised spline fit for input variable # 24 build map for variable # 24 ------------------------------ Transdef: Tab for variable 25 -9.0553999 -6.3644500 -6.0085001 -5.7696500 -5.5911503 -5.4349999 -5.2941499 -5.1740999 -5.0669999 -4.9584498 -4.8559499 -4.7572498 -4.6595001 -4.5658002 -4.4713998 -4.3760500 -4.2838998 -4.1914001 -4.1018000 -4.0123501 -3.9224000 -3.8322001 -3.7406001 -3.6463499 -3.5585499 -3.4653001 -3.3696001 -3.2788000 -3.1854000 -3.0950999 -3.0042500 -2.9150000 -2.8257000 -2.7407498 -2.6540000 -2.5704000 -2.4855499 -2.3989000 -2.3180001 -2.2325001 -2.1549001 -2.0762000 -1.9973000 -1.9220999 -1.8478000 -1.7756500 -1.7031000 -1.6332000 -1.5657001 -1.5013000 -1.4354000 -1.3734000 -1.3111000 -1.2502000 -1.1933000 -1.1372000 -1.0840000 -1.0320499 -0.98049998 -0.93314999 -0.88609999 -0.84254998 -0.79939997 -0.75680000 -0.71880001 -0.68129998 -0.64440000 -0.60970002 -0.57784998 -0.54729998 -0.51630002 -0.48705000 -0.45969999 -0.43390000 -0.40869999 -0.38455001 -0.36179999 -0.33960000 -0.31979999 -0.30080000 -0.28070000 -0.26284999 -0.24540000 -0.22910000 -0.21300000 -0.19730000 -0.18215001 -0.16760001 -0.15390000 -0.14070000 -0.12800001 -0.11550000 -0.10330000 -9.12000015E-02 -7.86999986E-02 -6.59999996E-02 -5.35000004E-02 -4.08000015E-02 -2.81000007E-02 -1.46000003E-02 2.38000005E-02 do regularised spline fit for input variable # 25 build map for variable # 25 warning: map is empty for variable 25 ------------------------------ Transdef: Tab for variable 26 -69.077599 -3.6149001 -2.9512999 -2.5969999 -2.3137000 -2.0818000 -1.9085000 -1.7579000 -1.6430000 -1.5223000 -1.4135000 -1.3348000 -1.2514000 -1.1760000 -1.1102000 -1.0438000 -0.98430002 -0.92960000 -0.87970001 -0.82969999 -0.78680003 -0.74470001 -0.70679998 -0.66750002 -0.63209999 -0.59780002 -0.56879997 -0.53820002 -0.50980002 -0.48429999 -0.45760000 -0.43305001 -0.41080001 -0.39039999 -0.36890000 -0.34799999 -0.32890001 -0.31099999 -0.29460001 -0.28009999 -0.26490000 -0.24959999 -0.23549999 -0.22300000 -0.21160001 -0.19980000 -0.18870001 -0.17780000 -0.16720000 -0.15860000 -0.14920001 -0.14030001 -0.13110000 -0.12260000 -0.11500000 -0.10660000 -9.95000005E-02 -9.39999968E-02 -8.75499994E-02 -8.10000002E-02 -7.47999996E-02 -6.94999993E-02 -6.49999976E-02 -6.03000000E-02 -5.66000007E-02 -5.26000001E-02 -4.87999991E-02 -4.49000001E-02 -4.21999991E-02 -3.92000005E-02 -3.59000005E-02 -3.35000008E-02 -3.09999995E-02 -2.85999998E-02 -2.61000004E-02 -2.40000002E-02 -2.22500004E-02 -1.95000004E-02 -1.75000001E-02 -1.60000008E-02 -1.42999999E-02 -1.29000004E-02 -1.13000004E-02 -1.00999996E-02 -8.70000012E-03 -8.00000038E-03 -6.89999992E-03 -5.70000010E-03 -4.80000023E-03 -4.30000015E-03 -3.00000003E-03 -2.24999990E-03 -1.70000002E-03 -6.00000028E-04 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 do regularised spline fit for input variable # 26 build map for variable # 26 warning: map is empty for variable 26 ------------------------------ Transdef: Tab for variable 27 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 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 5.0000000 5.0000000 5.0000000 5.0000000 6.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 8.0000000 9.0000000 9.0000000 10.0000000 12.000000 14.000000 17.000000 71.000000 build map for variable # 27 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 30.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 31.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 32.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 33.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 34.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 35.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 36.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 37.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 38.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 39.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 40.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 41.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 42.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 43.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 44.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 45.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 46.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 47.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 48.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 49.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 50.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 52.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 54.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 66.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 70.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 71.000000 Unregularised mean is returned ------------------------------ Transdef: Tab for variable 28 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 1.00000 Only one class left for trimmed mean or sigma very small -> take "normal" mean 000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 28 ------------------------------ Transdef: Tab for variable 29 -3.2836368 -3.2836368 -3.2836368 -3.2836368 -3.2836368 -3.2836368 -3.2836368 -3.2416029 -3.2416029 -3.2416029 -3.2416029 -3.0278540 -3.0006466 -3.0006466 -3.0006466 -2.9665823 -2.9665823 -2.9638019 -2.9638019 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9475605 -2.9112346 -2.8636007 -2.8636007 -2.8500438 -2.7844329 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7234268 -2.7015171 -2.6652036 -2.6652036 -2.6621716 -2.6605377 -2.6492343 -2.6414051 -2.6265717 -2.6057148 -2.5658543 -2.5582221 -2.5057201 -2.4791608 -2.4506893 -2.4105682 -2.3761711 -2.2973280 -2.2613974 -2.1752832 -2.0872750 -2.0374799 -1.9932265 -1.8962865 -1.8451862 -1.7701936 -1.5959754 -1.4709072 -1.3825698 -1.3297725 -1.2038183 -1.0773206 -0.93432784 -0.88146687 -0.75528240 -0.73889875 -0.58984900 -0.36451364 -0.25674987 -0.14474916 0.15571213 0.35203838 0.64902687 0.90547585 1.3494213 1.6953181 1.8643425 1.8643425 2.1494761 2.6444986 4.0547905 do regularised spline fit for input variable # 29 build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 -4.9908690 -3.3975606 -3.1812568 -3.0144472 -2.9360871 -2.8543921 -2.7849298 -2.7238116 -2.5901527 -2.5088406 -2.4691846 -2.3947723 -2.3621249 -2.2589910 -2.2286015 -2.1973548 -2.1089072 -2.0055549 -1.9560757 -1.8766716 -1.7929778 -1.6685507 -1.5773020 -1.4271748 -1.2885895 -1.2086654 -1.1077185 -0.91869926 -0.80130887 -0.64679742 -0.50117159 -0.44068789 -0.37761950 -0.34639144 -0.19116163 -0.10526705 -5.54685593E-02 0.0000000 8.38327408E-03 0.13983512 0.25521398 0.30881739 0.30881739 0.30881739 0.36177742 0.36177742 0.36177742 0.36177742 0.38269866 0.38269866 0.38970459 0.38970459 0.38970459 0.38970459 0.39750934 0.43395531 0.45790577 0.45790577 0.49473286 0.49473286 0.49473286 0.49473286 0.49473286 0.49473286 0.50177789 0.50177789 0.50177789 0.50177789 0.50177789 0.52569431 0.57975560 0.62812686 0.65696144 0.67813468 0.68958461 0.75018501 0.83325982 0.92563963 0.93648684 1.0250947 1.0756021 1.0881913 1.1239086 1.1921762 1.1921762 1.2094169 1.2622266 1.2622266 1.2820680 1.2820680 1.2820680 1.4788733 1.4788733 1.6325785 1.7647532 1.7927129 1.9299583 2.0054815 2.1063986 2.1431389 2.1529760 do regularised spline fit for input variable # 30 build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 -3.1926537 -2.3643312 -1.9077065 -1.8392668 -1.7914021 -1.7566428 -1.7342567 -1.7332025 -1.7167993 -1.7107959 -1.7021904 -1.7009969 -1.6852517 -1.6630359 -1.6390419 -1.6071992 -1.5979056 -1.5979056 -1.5762410 -1.5762410 -1.5410547 -1.5041552 -1.4924545 -1.4924545 -1.4608579 -1.4410310 -1.4325185 -1.4058123 -1.4058123 -1.3941150 -1.3705502 -1.3536515 -1.3423362 -1.3129438 -1.2731457 -1.2731457 -1.2308407 -1.2223697 -1.2098389 -1.1772490 -1.1772490 -1.1556296 -1.1353855 -1.1286817 -1.1031413 -1.0980473 -1.0681882 -1.0483208 -1.0399394 -1.0314713 -1.0245690 -1.0106759 -1.0000229 -0.97017646 -0.94406319 -0.93798351 -0.92451262 -0.91554308 -0.90954638 -0.88349724 -0.86666012 -0.86546898 -0.82600498 -0.81352711 -0.79127312 -0.77481318 -0.73570013 -0.70785904 -0.70166683 -0.66757822 -0.62359834 -0.60076523 -0.59771204 -0.56428695 -0.52830601 -0.51463795 -0.45051861 -0.41666985 -0.37956309 -0.33284903 -0.27961063 -0.17378473 -0.14164352 -0.12792969 1.16307735E-02 0.11428642 0.18401551 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.43491560 0.59689927 0.59689927 0.59689927 0.59689927 0.59689927 0.73186183 3.1279697 do regularised spline fit for input variable # 32 build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -3.3695576 -2.6745715 -2.4936838 -2.4818461 -2.4818461 -2.4818461 -2.4818461 -2.4636617 -2.4636617 -2.4636617 -2.4636617 -2.4529772 -2.3946366 -2.3946366 -2.3946366 -2.3650813 -2.1508331 -1.9526534 -1.7905447 -1.7455347 -1.5637963 -1.5525770 -1.4119682 -1.3904824 -1.3077793 -1.2020998 -1.1327777 -1.0740657 -1.0074320 -0.92447329 -0.86592340 -0.81308937 -0.72055483 -0.68109894 -0.63069105 -0.53992033 -0.48301744 -0.44053793 -0.39219332 -0.37369537 -0.32123756 -0.28167033 -0.23851228 -0.17009425 -0.15246916 -6.48026466E-02 -1.01547241E-02 2.50110626E-02 6.72984123E-02 0.18565822 0.20403075 0.24388790 0.33315063 0.36164427 0.36607599 0.41177273 0.42515659 0.46508455 0.53110528 0.56238794 0.60951042 0.61929226 0.63296819 0.68547010 0.68547010 0.72381520 0.74155164 0.77861118 0.82508326 0.89694953 0.97750425 1.0153425 1.0587668 1.0803671 1.0940375 1.1798480 1.1907508 1.2854478 1.2854478 1.3447130 1.3628285 1.3679631 1.3974032 1.4199166 1.4393320 1.4542763 1.6392522 1.6454380 1.6454380 1.7528987 1.7947079 1.8035198 1.8496109 1.8726374 1.9125702 1.9625862 2.0388768 2.0496337 2.1210971 2.3957462 2.8733890 do regularised spline fit for input variable # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 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 1.0 Only one class left for trimmed mean or sigma very small -> take "normal" mean 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 build map for variable # 34 ------------------------------ Transdef: Tab for variable 35 -3.5034723 -3.3279939 -3.3279939 -3.2977571 -3.2977571 -3.0626965 -3.0626965 -3.0626965 -3.0626965 -3.0626965 -3.0626965 -3.0531051 -3.0363460 -3.0363460 -3.0363460 -3.0119004 -3.0119004 -3.0119004 -3.0119004 -3.0119004 -3.0119004 -3.0119004 -3.0119004 -3.0119004 -3.0119004 -2.9107666 -2.8354864 -2.8053331 -2.8053331 -2.7308207 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.7306631 -2.6041896 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.4605131 -2.3825381 -2.3723817 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3422017 -2.3336854 -2.3213069 -2.1250319 -2.0427854 -2.0427854 -2.0350676 -1.5521219 -1.3310790 -1.2311485 -1.1370869 -0.80606842 -0.39974451 9.34786797E-02 0.29570436 0.57883716 0.99268341 1.2952318 1.5203202 1.8519020 1.9840109 2.2638903 3.3360031 do regularised spline fit for input variable # 35 build map for variable # 35 ------------------------------ Transdef: Tab for variable 36 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 build map for variable # 36 ------------------------------ Transdef: Tab for variable 37 -1.5698276 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.63897610 -0.62506574 -0.62506574 -0.62506574 -0.62506574 -0.62138510 -0.62138510 -0.62138510 -0.62138510 -0.62138510 -0.61883551 -0.61883551 -0.61883551 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.60750651 -0.59140563 -0.59140563 -0.58125848 -0.58125848 -0.55781031 -0.55434102 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.54240912 -0.52834558 -0.52545106 -0.52067155 -0.49242735 -0.46140027 -0.43876219 -0.40677673 -0.38882208 -0.35775280 -0.32426023 -0.25654748 -0.21020126 -8.03221166E-02 -1.60512924E-02 4.34017181E-03 1.81312561E-02 0.22397804 0.57510185 1.1462216 2.0366011 4.7914839 do regularised spline fit for input variable # 37 build map for variable # 37 ------------------------------ Transdef: Tab for variable 38 0.66292137 0.86454433 0.88483149 0.89887643 0.90690207 0.91448188 0.92134833 0.92696631 0.93164796 0.93632960 0.94101125 0.94569290 0.94881397 0.95193505 0.95505619 0.95906901 0.96207863 0.96441948 0.96754056 0.97066170 0.97378278 0.97612357 0.97846442 0.98033708 0.98314607 0.98595506 0.98782772 0.99016851 0.99250937 0.99438202 0.99719101 0.99919742 1.0018727 1.0035751 1.0056180 1.0077248 1.0112360 1.0112360 1.0140450 1.0159177 1.0174781 1.0205992 1.0217696 1.0237204 1.0252810 1.0280899 1.0299625 1.0323033 1.0337079 1.0358146 1.0393258 1.0393258 1.0424470 1.0440075 1.0463483 1.0486891 1.0505618 1.0533708 1.0549313 1.0572013 1.0593901 1.0617977 1.0639045 1.0674157 1.0674157 1.0717373 1.0736579 1.0767790 1.0786517 1.0814607 1.0842696 1.0870787 1.0898876 1.0926967 1.0955056 1.0995184 1.1025281 1.1060393 1.1095506 1.1130618 1.1173533 1.1204745 1.1235955 1.1298378 1.1348314 1.1404494 1.1460674 1.1516854 1.1587079 1.1657304 1.1750937 1.1853932 1.1966292 1.2109863 1.2279294 1.2500000 1.2865169 1.3360531 1.4185393 1.5858018 4.6910114 do regularised spline fit for input variable # 38 build map for variable # 38 warning: map is empty for variable 38 TOTAL CORRELATION OF ALL VARIABLES 77.006336154391562 ROUND 1 : MAX CORR ( 77.006325326714418 ) AFTER KILLING INPUT VARIABLE 5 CONTR 4.08362507429521210E-002 ROUND 2 : MAX CORR ( 77.006179078662910 ) AFTER KILLING INPUT VARIABLE 24 CONTR 0.15008007421790950 ROUND 3 : MAX CORR ( 77.005993437830327 ) AFTER KILLING INPUT VARIABLE 12 CONTR 0.16908858014185935 ROUND 4 : MAX CORR ( 77.005888449679645 ) AFTER KILLING INPUT VARIABLE 11 CONTR 0.12715904475000125 ROUND 5 : MAX CORR ( 77.005483008554933 ) AFTER KILLING INPUT VARIABLE 32 CONTR 0.24988506090331855 ROUND 6 : MAX CORR ( 77.005085677266720 ) AFTER KILLING INPUT VARIABLE 28 CONTR 0.24737262915359745 ROUND 7 : MAX CORR ( 77.004966495307443 ) AFTER KILLING INPUT VARIABLE 34 CONTR 0.13548143697904985 ROUND 8 : MAX CORR ( 77.004454662245678 ) AFTER KILLING INPUT VARIABLE 35 CONTR 0.28076166685022258 ROUND 9 : MAX CORR ( 77.003631994074297 ) AFTER KILLING INPUT VARIABLE 37 CONTR 0.35594599453718262 ROUND 10 : MAX CORR ( 77.002384806696128 ) AFTER KILLING INPUT VARIABLE 10 CONTR 0.43826288950346692 ROUND 11 : MAX CORR ( 76.999461063414415 ) AFTER KILLING INPUT VARIABLE 13 CONTR 0.67101554544927167 ROUND 12 : MAX CORR ( 76.996406810832184 ) AFTER KILLING INPUT VARIABLE 16 CONTR 0.68581504584486386 ROUND 13 : MAX CORR ( 76.992252430471453 ) AFTER KILLING INPUT VARIABLE 29 CONTR 0.79982964544175839 ROUND 14 : MAX CORR ( 76.986407153349731 ) AFTER KILLING INPUT VARIABLE 3 CONTR 0.94870856225630074 ROUND 15 : MAX CORR ( 76.985018649299619 ) AFTER KILLING INPUT VARIABLE 19 CONTR 0.46237425136859361 ROUND 16 : MAX CORR ( 76.979557422934235 ) AFTER KILLING INPUT VARIABLE 23 CONTR 0.91697077498754320 ROUND 17 : MAX CORR ( 76.972387863148825 ) AFTER KILLING INPUT VARIABLE 14 CONTR 1.0506034817231189 ROUND 18 : MAX CORR ( 76.965586753832937 ) AFTER KILLING INPUT VARIABLE 7 CONTR 1.0232052546955490 ROUND 19 : MAX CORR ( 76.959353895501835 ) AFTER KILLING INPUT VARIABLE 36 CONTR 0.97948575726756570 ROUND 20 : MAX CORR ( 76.951307847622829 ) AFTER KILLING INPUT VARIABLE 20 CONTR 1.1128218875788789 ROUND 21 : MAX CORR ( 76.942646835072438 ) AFTER KILLING INPUT VARIABLE 31 CONTR 1.1545031281621376 ROUND 22 : MAX CORR ( 76.934899226358738 ) AFTER KILLING INPUT VARIABLE 26 CONTR 1.0918713370669828 ROUND 23 : MAX CORR ( 76.917352308419623 ) AFTER KILLING INPUT VARIABLE 9 CONTR 1.6430559431831333 ROUND 24 : MAX CORR ( 76.899522985562811 ) AFTER KILLING INPUT VARIABLE 17 CONTR 1.6560346404716946 ROUND 25 : MAX CORR ( 76.877395975438105 ) AFTER KILLING INPUT VARIABLE 2 CONTR 1.8446201350943856 ROUND 26 : MAX CORR ( 76.855117315527323 ) AFTER KILLING INPUT VARIABLE 38 CONTR 1.8506632272888424 ROUND 27 : MAX CORR ( 76.806585942445963 ) AFTER KILLING INPUT VARIABLE 15 CONTR 2.7308265139203551 ROUND 28 : MAX CORR ( 76.719019322993631 ) AFTER KILLING INPUT VARIABLE 6 CONTR 3.6665676391508160 ROUND 29 : MAX CORR ( 76.598291312665296 ) AFTER KILLING INPUT VARIABLE 33 CONTR 4.3022893744998676 ROUND 30 : MAX CORR ( 76.429103152257028 ) AFTER KILLING INPUT VARIABLE 30 CONTR 5.0882632952305409 ROUND 31 : MAX CORR ( 76.200626823049262 ) AFTER KILLING INPUT VARIABLE 27 CONTR 5.9052756440940071 ROUND 32 : MAX CORR ( 75.891328404760273 ) AFTER KILLING INPUT VARIABLE 18 CONTR 6.8587025876940650 ROUND 33 : MAX CORR ( 75.515320905892949 ) AFTER KILLING INPUT VARIABLE 8 CONTR 7.5451995016156346 ROUND 34 : MAX CORR ( 74.586498357770324 ) AFTER KILLING INPUT VARIABLE 22 CONTR 11.807538026460808 ROUND 35 : MAX CORR ( 72.868013707769592 ) AFTER KILLING INPUT VARIABLE 21 CONTR 15.918489738602029 ROUND 36 : MAX CORR ( 68.079381166993031 ) AFTER KILLING INPUT VARIABLE 25 CONTR 25.979709036765044 LAST REMAINING VARIABLE: 4 total correlation to target: 77.006336154391562 % total significance: 313.47632782370817 sigma correlations of single variables to target: variable 2 : 32.789726157056869 % , in sigma: 133.47996358963238 variable 3 : 60.331966287850939 % , in sigma: 245.59853366326800 variable 4 : 68.079381166993031 % , in sigma: 277.13660296669536 variable 5 : 22.639036535408319 % , in sigma: 92.158676714056909 variable 6 : 19.944877429946555 % , in sigma: 81.191331101616726 variable 7 : 25.017867211638539 % , in sigma: 101.84238771939489 variable 8 : 28.892605534338518 % , in sigma: 117.61561887588738 variable 9 : 18.197311475065682 % , in sigma: 74.077363790310656 variable 10 : 4.6418001532113005 % , in sigma: 18.895775843728703 variable 11 : 7.1867218892556481 % , in sigma: 29.255608037464654 variable 12 : 12.566182853140715 % , in sigma: 51.154243303642119 variable 13 : 10.531548731322122 % , in sigma: 42.871682869994814 variable 14 : 17.999999547228775 % , in sigma: 73.274149124310696 variable 15 : 13.533173733058202 % , in sigma: 55.090656399154177 variable 16 : 11.906151746892951 % , in sigma: 48.467397807952750 variable 17 : 25.572382877159168 % , in sigma: 104.09970241879334 variable 18 : 11.560334606617705 % , in sigma: 47.059650177749489 variable 19 : 29.598025071562891 % , in sigma: 120.48723096844095 variable 20 : 41.266782955021817 % , in sigma: 167.98824912150428 variable 21 : 49.204119805466874 % , in sigma: 200.29945015811424 variable 22 : 46.951402525960759 % , in sigma: 191.12911982336402 variable 23 : 51.244868465971471 % , in sigma: 208.60690157124904 variable 24 : 48.776529179525639 % , in sigma: 198.55882015380968 variable 25 : 66.210301305691928 % , in sigma: 269.52797852629595 variable 26 : 48.222508537989171 % , in sigma: 196.30352059119721 variable 27 : 47.379100731019022 % , in sigma: 192.87018775924986 variable 28 : 3.8299870733243671 % , in sigma: 15.591058389674144 variable 29 : 44.721005010945674 % , in sigma: 182.04964847710676 variable 30 : 47.389719027167438 % , in sigma: 192.91341257230516 variable 31 : 6.3684997762105091 % , in sigma: 25.924800779899556 variable 32 : 25.262877611400686 % , in sigma: 102.83977266499299 variable 33 : 35.847316394833932 % , in sigma: 145.92675962738039 variable 34 : 1.9684717238012848 % , in sigma: 8.0132274591646162 variable 35 : 48.614037512813717 % , in sigma: 197.89735132505405 variable 36 : 12.030276281167540 % , in sigma: 48.972682244797198 variable 37 : 51.203990455509789 % , in sigma: 208.44049593181470 variable 38 : 10.753078574747173 % , in sigma: 43.773483491712689 variables sorted by significance: 1 most relevant variable 4 corr 68.079384 , in sigma: 277.13661388904052 2 most relevant variable 25 corr 25.979710 , in sigma: 105.75784250947429 3 most relevant variable 21 corr 15.918489 , in sigma: 64.800766643643655 4 most relevant variable 22 corr 11.807538 , in sigma: 48.065962463865866 5 most relevant variable 8 corr 7.5451994 , in sigma: 30.714893305111108 6 most relevant variable 18 corr 6.8587027 , in sigma: 27.920311895603259 7 most relevant variable 27 corr 5.9052758 , in sigma: 24.039115114589482 8 most relevant variable 30 corr 5.0882635 , in sigma: 20.713232706408444 9 most relevant variable 33 corr 4.3022895 , in sigma: 17.513700516543935 10 most relevant variable 6 corr 3.6665676 , in sigma: 14.925812512091845 11 most relevant variable 15 corr 2.7308266 , in sigma: 11.116611208208280 12 most relevant variable 38 corr 1.8506632 , in sigma: 7.5336540897971824 13 most relevant variable 2 corr 1.8446201 , in sigma: 7.5090540175259379 14 most relevant variable 17 corr 1.6560346 , in sigma: 6.7413626926695907 15 most relevant variable 9 corr 1.6430559 , in sigma: 6.6885292902592512 16 most relevant variable 26 corr 1.0918714 , in sigma: 4.4447749107894339 17 most relevant variable 31 corr 1.1545031 , in sigma: 4.6997352755499859 18 most relevant variable 20 corr 1.1128219 , in sigma: 4.5300601434918262 19 most relevant variable 36 corr 0.97948575 , in sigma: 3.9872770405831437 20 most relevant variable 7 corr 1.0232053 , in sigma: 4.1652498988710791 21 most relevant variable 14 corr 1.0506035 , in sigma: 4.2767822289820856 22 most relevant variable 23 corr 0.91697079 , in sigma: 3.7327920032009216 23 most relevant variable 19 corr 0.46237424 , in sigma: 1.8822266598300503 24 most relevant variable 3 corr 0.94870853 , in sigma: 3.8619895756699272 25 most relevant variable 29 corr 0.79982966 , in sigma: 3.2559355216864727 26 most relevant variable 16 corr 0.68581504 , in sigma: 2.7918063614088400 27 most relevant variable 13 corr 0.67101556 , in sigma: 2.7315608606048172 28 most relevant variable 10 corr 0.43826288 , in sigma: 1.7840744678580547 29 most relevant variable 37 corr 0.35594600 , in sigma: 1.4489800701102442 30 most relevant variable 35 corr 0.28076166 , in sigma: 1.1429206776715137 31 most relevant variable 34 corr 0.13548143 , in sigma: 0.55151593930751885 32 most relevant variable 28 corr 0.24737263 , in sigma: 1.0070010686076869 33 most relevant variable 32 corr 0.24988507 , in sigma: 1.0172286749474133 34 most relevant variable 11 corr 0.12715904 , in sigma: 0.51763727764830447 35 most relevant variable 12 corr 0.16908859 , in sigma: 0.68832348126618925 36 most relevant variable 24 corr 0.15008007 , in sigma: 0.61094387216805923 37 most relevant variable 5 corr 4.08362523E-02 , in sigma: 0.16623565077403754 global correlations between input variables: variable 2 : 55.567293753548874 % variable 3 : 96.215911438559402 % variable 4 : 88.718936877838956 % variable 5 : 90.142979920509092 % variable 6 : 83.447541401595586 % variable 7 : 86.492969744097920 % variable 8 : 87.395336124722064 % variable 9 : 76.944554626699059 % variable 10 : 12.909879720953640 % variable 11 : 54.880195515888211 % variable 12 : 74.334996747017129 % variable 13 : 40.056211929625277 % variable 14 : 74.156070644422087 % variable 15 : 93.564535225715630 % variable 16 : 87.957797221606313 % variable 17 : 66.026998043898061 % variable 18 : 78.069052463668569 % variable 19 : 93.093740879529236 % variable 20 : 77.918849925079030 % variable 21 : 67.877153577445640 % variable 22 : 94.272579434506881 % variable 23 : 97.440019373079068 % variable 24 : 96.477097615622696 % variable 25 : 94.929245230399260 % variable 26 : 89.735962466816346 % variable 27 : 62.708715960848153 % variable 28 : 78.441046910045941 % variable 29 : 76.459169026719991 % variable 30 : 61.146017390168673 % variable 31 : 67.857439649762270 % variable 32 : 55.393409070629993 % variable 33 : 58.589906819666524 % variable 34 : 68.146007239615415 % variable 35 : 82.107666975894773 % variable 36 : 83.200627809253689 % variable 37 : 82.225633390580853 % variable 38 : 16.505333400014592 % significance loss when removing single variables: variable 2 : corr = 2.1937043303168737 % , sigma = 8.9301012376431999 variable 3 : corr = 1.1064167490623871 % , sigma = 4.5039859946504253 variable 4 : corr = 12.221604957618570 % , sigma = 49.751540373834665 variable 5 : corr = 4.08362507492378013E-002 % , sigma = 0.16623564457467285 variable 6 : corr = 2.1998625034424202 % , sigma = 8.9551698436034766 variable 7 : corr = 1.1637754364395394 % , sigma = 4.7374809456597573 variable 8 : corr = 1.7240081216899281 % , sigma = 7.0180684098783335 variable 9 : corr = 1.2503183298070863 % , sigma = 5.0897785586471560 variable 10 : corr = 0.44474370706086747 % , sigma = 1.8104565296110764 variable 11 : corr = 0.18509824861101576 % , sigma = 0.75349538958518525 variable 12 : corr = 0.17193246102858481 % , sigma = 0.69990028364516499 variable 13 : corr = 0.63666230010064506 % , sigma = 2.5917160829364327 variable 14 : corr = 0.89992468130321446 % , sigma = 3.6634009420634470 variable 15 : corr = 1.8647408438264963 % , sigma = 7.5909612280946925 variable 16 : corr = 0.71173027031305836 % , sigma = 2.8973017375011030 variable 17 : corr = 1.3977442202351462 % , sigma = 5.6899178337435856 variable 18 : corr = 6.1566048753174423 % , sigma = 25.062221948940081 variable 19 : corr = 1.1905342404385779 % , sigma = 4.8464103147671924 variable 20 : corr = 1.0817729391109940 % , sigma = 4.4036663140509029 variable 21 : corr = 16.008087081532004 % , sigma = 65.165499417343923 variable 22 : corr = 5.1228100853017526 % , sigma = 20.853864420441845 variable 23 : corr = 0.53294205272416373 % , sigma = 2.1694931349005939 variable 24 : corr = 0.14968248780071614 % , sigma = 0.60932540046069439 variable 25 : corr = 6.1128401768699065 % , sigma = 24.884065219990667 variable 26 : corr = 1.3611717502368286 % , sigma = 5.5410391288597465 variable 27 : corr = 4.2903719449794488 % , sigma = 17.465186755717614 variable 28 : corr = 0.25088458424845389 % , sigma = 1.0212974945347788 variable 29 : corr = 0.88003758346889716 % , sigma = 3.5824448193403291 variable 30 : corr = 4.0713094171782513 % , sigma = 16.573430048305660 variable 31 : corr = 1.0878216241664604 % , sigma = 4.4282892174902795 variable 32 : corr = 0.25040646340000922 % , sigma = 1.0193511667998001 variable 33 : corr = 3.6644787941325543 % , sigma = 14.917309576570643 variable 34 : corr = 0.24914493305824931 % , sigma = 1.0142157465380151 variable 35 : corr = 0.28626648419359491 % , sigma = 1.1653296433178519 variable 36 : corr = 0.82428840754918598 % , sigma = 3.3555018453041292 variable 37 : corr = 0.31924665203444375 % , sigma = 1.2995848542790769 variable 38 : corr = 1.9061992538901422 % , sigma = 7.7597295501987960 Keep only 25 most significant input variables Sum of Weights for output node 2 165713.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -1.5056329 NVar: 26.000000 4781 --------- Entering internal boost mode: --------- Starting analysis with 51 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 3.0413857 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.5067945 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.3924644 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.8283082 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.6364172 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.4513323 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.3762540 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.3072467 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.2386231 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.1673241 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.1208662 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.0446585 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.0298783 PREPRO: (sigma of derived input)/eigenvalue # 14 : 1.0000770 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.99251395 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.96125329 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.93830454 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.91135699 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.88859838 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.86727124 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.82686585 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.80838674 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.76678449 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.75322908 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.67926836 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.59556997 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.59208220 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.57667023 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.53465617 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.49759436 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.46820715 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.46056989 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.36495313 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.34213567 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.30440480 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.28410181 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.24169359 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.22457822 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.18561995 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.14687505 PREPRO: (sigma of derived input)/eigenvalue # 41 : 5.21497917E-04 PREPRO: (sigma of derived input)/eigenvalue # 42 : 3.37636040E-04 PREPRO: (sigma of derived input)/eigenvalue # 43 : 2.85057118E-04 PREPRO: (sigma of derived input)/eigenvalue # 44 : 2.68597156E-04 PREPRO: (sigma of derived input)/eigenvalue # 45 : 6.50235066E-08 PREPRO: (sigma of derived input)/eigenvalue # 46 : 1.72035413E-07 PREPRO: (sigma of derived input)/eigenvalue # 47 : 1.11980858E-04 PREPRO: (sigma of derived input)/eigenvalue # 48 : 2.33224055E-04 PREPRO: (sigma of derived input)/eigenvalue # 49 : 2.77979561E-04 PREPRO: (sigma of derived input)/eigenvalue # 50 : 3.34111799E-04 PREPRO: (sigma of derived input)/eigenvalue # 51 : 5.25304757E-04 Using 40 variables out of 51 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 39.0 40.0 41.0 0 0.9 3.0 2.5 2.4 1.8 1.6 1.5 1.4 1.3 1.2 1.2 1.1 1.0 1.0 1.0 1.0 1.0 0.9 0.9 0.9 0.9 0.8 0.8 0.8 0.8 0.7 0.6 0.6 0.6 0.5 0.5 0.5 0.5 0.4 0.3 0.3 0.3 0.2 0.2 0.2 0.1 1 100.0 -42.6 30.9 -43.9 15.0 15.8 5.4 -1.3 -19.2 -5.9 0.8 -7.3 0.6 -3.6 0.9 4.2 -6.5 -3.9 1.5 3.5 5.6 0.4 -0.5 1.4 -0.4 2.7 -1.4 1.2 0.6 -2.2 8.9 1.1 -1.3 1.4 -8.4 -0.1 -2.6 0.4 -2.0 0.0 1.5 2 -42.6 100.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 3 30.9 -0.0 100.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 4 -43.9 0.0 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0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 20 3.5 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 100.0 -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 21 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 -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 22 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 0.0 100.0 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 23 -0.5 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 100.0 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 24 1.4 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 100.0 -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 25 -0.4 -0.0 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-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 36 -0.1 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 100.0 0.0 0.0 0.0 -0.0 -0.0 37 -2.6 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 100.0 -0.0 -0.0 0.0 -0.0 38 0.4 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 100.0 0.0 0.0 -0.0 39 -2.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 100.0 -0.0 0.0 40 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -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 41 1.5 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 77.321383966289105 ------------------------------------- Teacher: actual network topology: Nodes(1) = 41 Nodes(2) = 44 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 2 --> 78.968346 sigma out 44 active outputs RANK 2 NODE 3 --> 76.212448 sigma out 44 active outputs RANK 3 NODE 5 --> 67.475761 sigma out 44 active outputs RANK 4 NODE 9 --> 64.836258 sigma out 44 active outputs RANK 5 NODE 6 --> 63.990593 sigma out 44 active outputs RANK 6 NODE 11 --> 62.118858 sigma out 44 active outputs RANK 7 NODE 25 --> 61.781109 sigma out 44 active outputs RANK 8 NODE 8 --> 61.736580 sigma out 44 active outputs RANK 9 NODE 18 --> 61.353073 sigma out 44 active outputs RANK 10 NODE 19 --> 61.038853 sigma out 44 active outputs RANK 11 NODE 12 --> 60.895584 sigma out 44 active outputs RANK 12 NODE 26 --> 60.720947 sigma out 44 active outputs RANK 13 NODE 4 --> 60.407745 sigma out 44 active outputs RANK 14 NODE 15 --> 58.723972 sigma out 44 active outputs RANK 15 NODE 35 --> 58.640686 sigma out 44 active outputs RANK 16 NODE 17 --> 58.005787 sigma out 44 active outputs RANK 17 NODE 10 --> 57.616364 sigma out 44 active outputs RANK 18 NODE 41 --> 57.387142 sigma out 44 active outputs RANK 19 NODE 24 --> 57.262886 sigma out 44 active outputs RANK 20 NODE 28 --> 56.985668 sigma out 44 active outputs RANK 21 NODE 30 --> 56.839432 sigma out 44 active outputs RANK 22 NODE 16 --> 56.711262 sigma out 44 active outputs RANK 23 NODE 33 --> 55.726700 sigma out 44 active outputs RANK 24 NODE 21 --> 55.687889 sigma out 44 active outputs RANK 25 NODE 20 --> 55.008759 sigma out 44 active outputs RANK 26 NODE 14 --> 54.046883 sigma out 44 active outputs RANK 27 NODE 40 --> 53.324215 sigma out 44 active outputs RANK 28 NODE 39 --> 53.278538 sigma out 44 active outputs RANK 29 NODE 36 --> 52.098248 sigma out 44 active outputs RANK 30 NODE 27 --> 52.026546 sigma out 44 active outputs RANK 31 NODE 13 --> 51.640118 sigma out 44 active outputs RANK 32 NODE 34 --> 50.334354 sigma out 44 active outputs RANK 33 NODE 22 --> 49.757793 sigma out 44 active outputs RANK 34 NODE 32 --> 49.429508 sigma out 44 active outputs RANK 35 NODE 7 --> 48.997009 sigma out 44 active outputs RANK 36 NODE 31 --> 48.489151 sigma out 44 active outputs RANK 37 NODE 29 --> 48.299801 sigma out 44 active outputs RANK 38 NODE 23 --> 47.447613 sigma out 44 active outputs RANK 39 NODE 38 --> 47.121510 sigma out 44 active outputs RANK 40 NODE 37 --> 47.030773 sigma out 44 active outputs RANK 41 NODE 1 --> 22.125423 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 43 --> 78.975571 sigma in 41 act. ( 68.768600 sig out 1 act.) RANK 2 NODE 26 --> 68.334633 sigma in 41 act. ( 67.416351 sig out 1 act.) RANK 3 NODE 18 --> 64.790375 sigma in 41 act. ( 52.939327 sig out 1 act.) RANK 4 NODE 3 --> 64.611107 sigma in 41 act. ( 35.158527 sig out 1 act.) RANK 5 NODE 32 --> 64.491997 sigma in 41 act. ( 44.753052 sig out 1 act.) RANK 6 NODE 11 --> 62.638687 sigma in 41 act. ( 13.416758 sig out 1 act.) RANK 7 NODE 40 --> 62.364574 sigma in 41 act. ( 20.478382 sig out 1 act.) RANK 8 NODE 33 --> 62.145840 sigma in 41 act. ( 41.392536 sig out 1 act.) RANK 9 NODE 17 --> 61.561211 sigma in 41 act. ( 34.722519 sig out 1 act.) RANK 10 NODE 38 --> 61.526192 sigma in 41 act. ( 13.895609 sig out 1 act.) RANK 11 NODE 27 --> 61.514919 sigma in 41 act. ( 39.464172 sig out 1 act.) RANK 12 NODE 28 --> 60.435314 sigma in 41 act. ( 28.433022 sig out 1 act.) RANK 13 NODE 14 --> 60.113319 sigma in 41 act. ( 9.1405411 sig out 1 act.) RANK 14 NODE 7 --> 59.346313 sigma in 41 act. ( 39.147911 sig out 1 act.) RANK 15 NODE 37 --> 58.343010 sigma in 41 act. ( 36.082260 sig out 1 act.) RANK 16 NODE 34 --> 57.731945 sigma in 41 act. ( 15.500690 sig out 1 act.) RANK 17 NODE 1 --> 57.545876 sigma in 41 act. ( 13.917084 sig out 1 act.) RANK 18 NODE 4 --> 56.758713 sigma in 41 act. ( 13.701836 sig out 1 act.) RANK 19 NODE 44 --> 55.185463 sigma in 41 act. ( 16.924997 sig out 1 act.) RANK 20 NODE 16 --> 54.682278 sigma in 41 act. ( 22.806879 sig out 1 act.) RANK 21 NODE 22 --> 53.764069 sigma in 41 act. ( 20.366564 sig out 1 act.) RANK 22 NODE 23 --> 53.732975 sigma in 41 act. ( 12.299136 sig out 1 act.) RANK 23 NODE 8 --> 52.063751 sigma in 41 act. ( 25.445963 sig out 1 act.) RANK 24 NODE 10 --> 51.544865 sigma in 41 act. ( 22.022039 sig out 1 act.) RANK 25 NODE 41 --> 51.478966 sigma in 41 act. ( 30.548479 sig out 1 act.) RANK 26 NODE 19 --> 51.260406 sigma in 41 act. ( 0.99731570 sig out 1 act.) RANK 27 NODE 5 --> 51.112019 sigma in 41 act. ( 9.6428528 sig out 1 act.) RANK 28 NODE 20 --> 51.019508 sigma in 41 act. ( 12.189709 sig out 1 act.) RANK 29 NODE 9 --> 50.261288 sigma in 41 act. ( 10.357558 sig out 1 act.) RANK 30 NODE 2 --> 49.605816 sigma in 41 act. ( 9.3170280 sig out 1 act.) RANK 31 NODE 6 --> 48.047245 sigma in 41 act. ( 18.855814 sig out 1 act.) RANK 32 NODE 39 --> 47.820133 sigma in 41 act. ( 11.093049 sig out 1 act.) RANK 33 NODE 30 --> 47.274910 sigma in 41 act. ( 9.2642727 sig out 1 act.) RANK 34 NODE 15 --> 47.046940 sigma in 41 act. ( 14.143254 sig out 1 act.) RANK 35 NODE 25 --> 46.872261 sigma in 41 act. ( 2.7968767 sig out 1 act.) RANK 36 NODE 42 --> 46.782082 sigma in 41 act. ( 19.114374 sig out 1 act.) RANK 37 NODE 35 --> 46.599308 sigma in 41 act. ( 5.6842585 sig out 1 act.) RANK 38 NODE 13 --> 46.233677 sigma in 41 act. ( 13.130833 sig out 1 act.) RANK 39 NODE 24 --> 45.815907 sigma in 41 act. ( 15.625559 sig out 1 act.) RANK 40 NODE 29 --> 45.723431 sigma in 41 act. ( 5.6107988 sig out 1 act.) RANK 41 NODE 21 --> 45.070980 sigma in 41 act. ( 18.881062 sig out 1 act.) RANK 42 NODE 36 --> 43.516090 sigma in 41 act. ( 2.7830729 sig out 1 act.) RANK 43 NODE 12 --> 42.479828 sigma in 41 act. ( 24.542423 sig out 1 act.) RANK 44 NODE 31 --> 39.243801 sigma in 41 act. ( 21.906294 sig out 1 act.) sorted by output significance RANK 1 NODE 43 --> 68.768600 sigma out 1 act.( 78.975571 sig in 41 act.) RANK 2 NODE 26 --> 67.416351 sigma out 1 act.( 68.334633 sig in 41 act.) RANK 3 NODE 18 --> 52.939327 sigma out 1 act.( 64.790375 sig in 41 act.) RANK 4 NODE 32 --> 44.753052 sigma out 1 act.( 64.491997 sig in 41 act.) RANK 5 NODE 33 --> 41.392536 sigma out 1 act.( 62.145840 sig in 41 act.) RANK 6 NODE 27 --> 39.464172 sigma out 1 act.( 61.514919 sig in 41 act.) RANK 7 NODE 7 --> 39.147911 sigma out 1 act.( 59.346313 sig in 41 act.) RANK 8 NODE 37 --> 36.082260 sigma out 1 act.( 58.343010 sig in 41 act.) RANK 9 NODE 3 --> 35.158527 sigma out 1 act.( 64.611107 sig in 41 act.) RANK 10 NODE 17 --> 34.722519 sigma out 1 act.( 61.561211 sig in 41 act.) RANK 11 NODE 41 --> 30.548479 sigma out 1 act.( 51.478966 sig in 41 act.) RANK 12 NODE 28 --> 28.433022 sigma out 1 act.( 60.435314 sig in 41 act.) RANK 13 NODE 8 --> 25.445963 sigma out 1 act.( 52.063751 sig in 41 act.) RANK 14 NODE 12 --> 24.542423 sigma out 1 act.( 42.479828 sig in 41 act.) RANK 15 NODE 16 --> 22.806879 sigma out 1 act.( 54.682278 sig in 41 act.) RANK 16 NODE 10 --> 22.022039 sigma out 1 act.( 51.544865 sig in 41 act.) RANK 17 NODE 31 --> 21.906294 sigma out 1 act.( 39.243801 sig in 41 act.) RANK 18 NODE 40 --> 20.478382 sigma out 1 act.( 62.364574 sig in 41 act.) RANK 19 NODE 22 --> 20.366564 sigma out 1 act.( 53.764069 sig in 41 act.) RANK 20 NODE 42 --> 19.114374 sigma out 1 act.( 46.782082 sig in 41 act.) RANK 21 NODE 21 --> 18.881062 sigma out 1 act.( 45.070980 sig in 41 act.) RANK 22 NODE 6 --> 18.855814 sigma out 1 act.( 48.047245 sig in 41 act.) RANK 23 NODE 44 --> 16.924997 sigma out 1 act.( 55.185463 sig in 41 act.) RANK 24 NODE 24 --> 15.625559 sigma out 1 act.( 45.815907 sig in 41 act.) RANK 25 NODE 34 --> 15.500690 sigma out 1 act.( 57.731945 sig in 41 act.) RANK 26 NODE 15 --> 14.143254 sigma out 1 act.( 47.046940 sig in 41 act.) RANK 27 NODE 1 --> 13.917084 sigma out 1 act.( 57.545876 sig in 41 act.) RANK 28 NODE 38 --> 13.895609 sigma out 1 act.( 61.526192 sig in 41 act.) RANK 29 NODE 4 --> 13.701836 sigma out 1 act.( 56.758713 sig in 41 act.) RANK 30 NODE 11 --> 13.416758 sigma out 1 act.( 62.638687 sig in 41 act.) RANK 31 NODE 13 --> 13.130833 sigma out 1 act.( 46.233677 sig in 41 act.) RANK 32 NODE 23 --> 12.299136 sigma out 1 act.( 53.732975 sig in 41 act.) RANK 33 NODE 20 --> 12.189709 sigma out 1 act.( 51.019508 sig in 41 act.) RANK 34 NODE 39 --> 11.093049 sigma out 1 act.( 47.820133 sig in 41 act.) RANK 35 NODE 9 --> 10.357558 sigma out 1 act.( 50.261288 sig in 41 act.) RANK 36 NODE 5 --> 9.6428528 sigma out 1 act.( 51.112019 sig in 41 act.) RANK 37 NODE 2 --> 9.3170280 sigma out 1 act.( 49.605816 sig in 41 act.) RANK 38 NODE 30 --> 9.2642727 sigma out 1 act.( 47.274910 sig in 41 act.) RANK 39 NODE 14 --> 9.1405411 sigma out 1 act.( 60.113319 sig in 41 act.) RANK 40 NODE 35 --> 5.6842585 sigma out 1 act.( 46.599308 sig in 41 act.) RANK 41 NODE 29 --> 5.6107988 sigma out 1 act.( 45.723431 sig in 41 act.) RANK 42 NODE 25 --> 2.7968767 sigma out 1 act.( 46.872261 sig in 41 act.) RANK 43 NODE 36 --> 2.7830729 sigma out 1 act.( 43.516090 sig in 41 act.) RANK 44 NODE 19 --> 0.99731570 sigma out 1 act.( 51.260406 sig in 41 act.) RANK 1 NODE 1 --> 178.52768 sigma in 44 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 49.726486 sigma out 44 active outputs RANK 2 NODE 3 --> 49.449757 sigma out 44 active outputs RANK 3 NODE 4 --> 40.344448 sigma out 44 active outputs RANK 4 NODE 5 --> 35.938198 sigma out 44 active outputs RANK 5 NODE 1 --> 32.854462 sigma out 44 active outputs RANK 6 NODE 6 --> 31.936775 sigma out 44 active outputs RANK 7 NODE 9 --> 25.928782 sigma out 44 active outputs RANK 8 NODE 11 --> 23.272345 sigma out 44 active outputs RANK 9 NODE 7 --> 22.307032 sigma out 44 active outputs RANK 10 NODE 10 --> 21.354712 sigma out 44 active outputs RANK 11 NODE 18 --> 20.884071 sigma out 44 active outputs RANK 12 NODE 8 --> 19.315060 sigma out 44 active outputs RANK 13 NODE 12 --> 18.557762 sigma out 44 active outputs RANK 14 NODE 20 --> 18.264278 sigma out 44 active outputs RANK 15 NODE 14 --> 18.241053 sigma out 44 active outputs RANK 16 NODE 21 --> 17.167730 sigma out 44 active outputs RANK 17 NODE 19 --> 16.708839 sigma out 44 active outputs RANK 18 NODE 17 --> 16.472654 sigma out 44 active outputs RANK 19 NODE 24 --> 15.318336 sigma out 44 active outputs RANK 20 NODE 22 --> 14.546302 sigma out 44 active outputs RANK 21 NODE 25 --> 14.258970 sigma out 44 active outputs RANK 22 NODE 23 --> 13.588245 sigma out 44 active outputs RANK 23 NODE 13 --> 13.490006 sigma out 44 active outputs RANK 24 NODE 16 --> 12.078619 sigma out 44 active outputs RANK 25 NODE 26 --> 11.668246 sigma out 44 active outputs RANK 26 NODE 30 --> 10.398871 sigma out 44 active outputs RANK 27 NODE 28 --> 10.340597 sigma out 44 active outputs RANK 28 NODE 27 --> 9.4100666 sigma out 44 active outputs RANK 29 NODE 31 --> 9.3519106 sigma out 44 active outputs RANK 30 NODE 15 --> 8.8431530 sigma out 44 active outputs RANK 31 NODE 29 --> 8.3430986 sigma out 44 active outputs RANK 32 NODE 34 --> 8.1886015 sigma out 44 active outputs RANK 33 NODE 32 --> 7.9078755 sigma out 44 active outputs RANK 34 NODE 33 --> 7.6702852 sigma out 44 active outputs RANK 35 NODE 35 --> 6.9504986 sigma out 44 active outputs RANK 36 NODE 37 --> 5.1105762 sigma out 44 active outputs RANK 37 NODE 36 --> 5.0697398 sigma out 44 active outputs RANK 38 NODE 38 --> 3.5276797 sigma out 44 active outputs RANK 39 NODE 39 --> 3.3161120 sigma out 44 active outputs RANK 40 NODE 40 --> 2.9779398 sigma out 44 active outputs RANK 41 NODE 41 --> 2.6117756 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 43 --> 51.245007 sigma in 41 act. ( 49.466515 sig out 1 act.) RANK 2 NODE 26 --> 47.577774 sigma in 41 act. ( 47.999836 sig out 1 act.) RANK 3 NODE 18 --> 38.968456 sigma in 41 act. ( 36.251465 sig out 1 act.) RANK 4 NODE 32 --> 35.546463 sigma in 41 act. ( 30.509079 sig out 1 act.) RANK 5 NODE 33 --> 32.600060 sigma in 41 act. ( 29.098654 sig out 1 act.) RANK 6 NODE 27 --> 28.963699 sigma in 41 act. ( 27.272741 sig out 1 act.) RANK 7 NODE 7 --> 28.474096 sigma in 41 act. ( 26.047398 sig out 1 act.) RANK 8 NODE 37 --> 26.379704 sigma in 41 act. ( 23.683048 sig out 1 act.) RANK 9 NODE 3 --> 26.126776 sigma in 41 act. ( 24.289745 sig out 1 act.) RANK 10 NODE 17 --> 23.255600 sigma in 41 act. ( 24.558043 sig out 1 act.) RANK 11 NODE 41 --> 21.791006 sigma in 41 act. ( 19.957239 sig out 1 act.) RANK 12 NODE 8 --> 19.732601 sigma in 41 act. ( 16.724987 sig out 1 act.) RANK 13 NODE 28 --> 19.293446 sigma in 41 act. ( 19.313057 sig out 1 act.) RANK 14 NODE 12 --> 16.228081 sigma in 41 act. ( 15.924257 sig out 1 act.) RANK 15 NODE 10 --> 15.322989 sigma in 41 act. ( 13.962873 sig out 1 act.) RANK 16 NODE 16 --> 14.822198 sigma in 41 act. ( 15.287532 sig out 1 act.) RANK 17 NODE 40 --> 14.717272 sigma in 41 act. ( 13.380904 sig out 1 act.) RANK 18 NODE 22 --> 14.537612 sigma in 41 act. ( 13.873980 sig out 1 act.) RANK 19 NODE 42 --> 13.302605 sigma in 41 act. ( 12.542579 sig out 1 act.) RANK 20 NODE 21 --> 13.049161 sigma in 41 act. ( 12.334144 sig out 1 act.) RANK 21 NODE 31 --> 12.679076 sigma in 41 act. ( 13.616140 sig out 1 act.) RANK 22 NODE 6 --> 12.332796 sigma in 41 act. ( 12.072911 sig out 1 act.) RANK 23 NODE 44 --> 11.997254 sigma in 41 act. ( 11.031552 sig out 1 act.) RANK 24 NODE 34 --> 11.416919 sigma in 41 act. ( 10.602709 sig out 1 act.) RANK 25 NODE 11 --> 10.722207 sigma in 41 act. ( 9.5698738 sig out 1 act.) RANK 26 NODE 4 --> 10.481411 sigma in 41 act. ( 9.3424711 sig out 1 act.) RANK 27 NODE 1 --> 10.284557 sigma in 41 act. ( 9.5886049 sig out 1 act.) RANK 28 NODE 15 --> 10.266671 sigma in 41 act. ( 9.1347771 sig out 1 act.) RANK 29 NODE 24 --> 9.9791832 sigma in 41 act. ( 9.8336325 sig out 1 act.) RANK 30 NODE 38 --> 9.9619045 sigma in 41 act. ( 9.2063999 sig out 1 act.) RANK 31 NODE 13 --> 8.9820280 sigma in 41 act. ( 8.4700680 sig out 1 act.) RANK 32 NODE 20 --> 8.4657297 sigma in 41 act. ( 7.8885140 sig out 1 act.) RANK 33 NODE 39 --> 8.3208475 sigma in 41 act. ( 7.3454995 sig out 1 act.) RANK 34 NODE 23 --> 8.2784195 sigma in 41 act. ( 8.3766165 sig out 1 act.) RANK 35 NODE 9 --> 8.2374992 sigma in 41 act. ( 6.9285054 sig out 1 act.) RANK 36 NODE 14 --> 8.0695610 sigma in 41 act. ( 6.7550321 sig out 1 act.) RANK 37 NODE 2 --> 7.6636500 sigma in 41 act. ( 5.9804239 sig out 1 act.) RANK 38 NODE 30 --> 7.5107946 sigma in 41 act. ( 6.3986764 sig out 1 act.) RANK 39 NODE 5 --> 6.7679458 sigma in 41 act. ( 6.1235719 sig out 1 act.) RANK 40 NODE 35 --> 5.1877580 sigma in 41 act. ( 3.6891418 sig out 1 act.) RANK 41 NODE 29 --> 5.0661116 sigma in 41 act. ( 3.5110009 sig out 1 act.) RANK 42 NODE 36 --> 4.1901126 sigma in 41 act. ( 1.5327218 sig out 1 act.) RANK 43 NODE 19 --> 3.5647132 sigma in 41 act. ( 0.68798900 sig out 1 act.) RANK 44 NODE 25 --> 3.4994764 sigma in 41 act. ( 1.7844669 sig out 1 act.) sorted by output significance RANK 1 NODE 43 --> 49.466515 sigma out 1 act.( 51.245007 sig in 41 act.) RANK 2 NODE 26 --> 47.999836 sigma out 1 act.( 47.577774 sig in 41 act.) RANK 3 NODE 18 --> 36.251465 sigma out 1 act.( 38.968456 sig in 41 act.) RANK 4 NODE 32 --> 30.509079 sigma out 1 act.( 35.546463 sig in 41 act.) RANK 5 NODE 33 --> 29.098654 sigma out 1 act.( 32.600060 sig in 41 act.) RANK 6 NODE 27 --> 27.272741 sigma out 1 act.( 28.963699 sig in 41 act.) RANK 7 NODE 7 --> 26.047398 sigma out 1 act.( 28.474096 sig in 41 act.) RANK 8 NODE 17 --> 24.558043 sigma out 1 act.( 23.255600 sig in 41 act.) RANK 9 NODE 3 --> 24.289745 sigma out 1 act.( 26.126776 sig in 41 act.) RANK 10 NODE 37 --> 23.683048 sigma out 1 act.( 26.379704 sig in 41 act.) RANK 11 NODE 41 --> 19.957239 sigma out 1 act.( 21.791006 sig in 41 act.) RANK 12 NODE 28 --> 19.313057 sigma out 1 act.( 19.293446 sig in 41 act.) RANK 13 NODE 8 --> 16.724987 sigma out 1 act.( 19.732601 sig in 41 act.) RANK 14 NODE 12 --> 15.924257 sigma out 1 act.( 16.228081 sig in 41 act.) RANK 15 NODE 16 --> 15.287532 sigma out 1 act.( 14.822198 sig in 41 act.) RANK 16 NODE 10 --> 13.962873 sigma out 1 act.( 15.322989 sig in 41 act.) RANK 17 NODE 22 --> 13.873980 sigma out 1 act.( 14.537612 sig in 41 act.) RANK 18 NODE 31 --> 13.616140 sigma out 1 act.( 12.679076 sig in 41 act.) RANK 19 NODE 40 --> 13.380904 sigma out 1 act.( 14.717272 sig in 41 act.) RANK 20 NODE 42 --> 12.542579 sigma out 1 act.( 13.302605 sig in 41 act.) RANK 21 NODE 21 --> 12.334144 sigma out 1 act.( 13.049161 sig in 41 act.) RANK 22 NODE 6 --> 12.072911 sigma out 1 act.( 12.332796 sig in 41 act.) RANK 23 NODE 44 --> 11.031552 sigma out 1 act.( 11.997254 sig in 41 act.) RANK 24 NODE 34 --> 10.602709 sigma out 1 act.( 11.416919 sig in 41 act.) RANK 25 NODE 24 --> 9.8336325 sigma out 1 act.( 9.9791832 sig in 41 act.) RANK 26 NODE 1 --> 9.5886049 sigma out 1 act.( 10.284557 sig in 41 act.) RANK 27 NODE 11 --> 9.5698738 sigma out 1 act.( 10.722207 sig in 41 act.) RANK 28 NODE 4 --> 9.3424711 sigma out 1 act.( 10.481411 sig in 41 act.) RANK 29 NODE 38 --> 9.2063999 sigma out 1 act.( 9.9619045 sig in 41 act.) RANK 30 NODE 15 --> 9.1347771 sigma out 1 act.( 10.266671 sig in 41 act.) RANK 31 NODE 13 --> 8.4700680 sigma out 1 act.( 8.9820280 sig in 41 act.) RANK 32 NODE 23 --> 8.3766165 sigma out 1 act.( 8.2784195 sig in 41 act.) RANK 33 NODE 20 --> 7.8885140 sigma out 1 act.( 8.4657297 sig in 41 act.) RANK 34 NODE 39 --> 7.3454995 sigma out 1 act.( 8.3208475 sig in 41 act.) RANK 35 NODE 9 --> 6.9285054 sigma out 1 act.( 8.2374992 sig in 41 act.) RANK 36 NODE 14 --> 6.7550321 sigma out 1 act.( 8.0695610 sig in 41 act.) RANK 37 NODE 30 --> 6.3986764 sigma out 1 act.( 7.5107946 sig in 41 act.) RANK 38 NODE 5 --> 6.1235719 sigma out 1 act.( 6.7679458 sig in 41 act.) RANK 39 NODE 2 --> 5.9804239 sigma out 1 act.( 7.6636500 sig in 41 act.) RANK 40 NODE 35 --> 3.6891418 sigma out 1 act.( 5.1877580 sig in 41 act.) RANK 41 NODE 29 --> 3.5110009 sigma out 1 act.( 5.0661116 sig in 41 act.) RANK 42 NODE 25 --> 1.7844669 sigma out 1 act.( 3.4994764 sig in 41 act.) RANK 43 NODE 36 --> 1.5327218 sigma out 1 act.( 4.1901126 sig in 41 act.) RANK 44 NODE 19 --> 0.68798900 sigma out 1 act.( 3.5647132 sig in 41 act.) RANK 1 NODE 1 --> 122.60493 sigma in 44 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.31360361 *** contribution from regularisation: 2.84714694E-03 *** contribution from error: -0.31645074 *** contribution from DIAG: 6.62994047E-04 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.37367752 *** contribution from regularisation: 1.80208739E-02 *** contribution from error: -0.39169839 *** contribution from DIAG: 5.53621678E-04 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.39937866 *** contribution from regularisation: 7.84010906E-03 *** contribution from error: -0.40721875 *** contribution from DIAG: 6.00533676E-04 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.44009247 *** contribution from regularisation: 1.01800859E-02 *** contribution from error: -0.45027256 *** contribution from DIAG: 3.56023549E-04 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.43958545 *** contribution from regularisation: 1.15112308E-02 *** contribution from error: -0.45109668 *** contribution from DIAG: 8.78175138E-04 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.44393668 *** contribution from regularisation: 1.31069068E-02 *** contribution from error: -0.45704359 *** contribution from DIAG: 6.65404659E-04 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.44725490 *** contribution from regularisation: 1.31735243E-02 *** contribution from error: -0.46042842 *** contribution from DIAG: 1.06352661E-03 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.44994703 *** contribution from regularisation: 1.30862473E-02 *** contribution from error: -0.46303329 *** contribution from DIAG: 1.08722842E-03 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.45144868 *** contribution from regularisation: 1.31027317E-02 *** contribution from error: -0.46455142 *** contribution from DIAG: 1.07364426E-03 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 70.392128 sigma out 44 active outputs RANK 2 NODE 2 --> 61.728718 sigma out 44 active outputs RANK 3 NODE 3 --> 58.640049 sigma out 44 active outputs RANK 4 NODE 4 --> 49.902134 sigma out 44 active outputs RANK 5 NODE 6 --> 42.676937 sigma out 44 active outputs RANK 6 NODE 5 --> 40.813595 sigma out 44 active outputs RANK 7 NODE 11 --> 31.974421 sigma out 44 active outputs RANK 8 NODE 9 --> 31.445902 sigma out 44 active outputs RANK 9 NODE 7 --> 30.593893 sigma out 44 active outputs RANK 10 NODE 18 --> 26.824604 sigma out 44 active outputs RANK 11 NODE 12 --> 26.576456 sigma out 44 active outputs RANK 12 NODE 21 --> 25.534388 sigma out 44 active outputs RANK 13 NODE 8 --> 25.372253 sigma out 44 active outputs RANK 14 NODE 10 --> 25.297956 sigma out 44 active outputs RANK 15 NODE 20 --> 23.595179 sigma out 44 active outputs RANK 16 NODE 14 --> 23.438799 sigma out 44 active outputs RANK 17 NODE 19 --> 22.842186 sigma out 44 active outputs RANK 18 NODE 24 --> 20.789186 sigma out 44 active outputs RANK 19 NODE 17 --> 20.708384 sigma out 44 active outputs RANK 20 NODE 13 --> 19.664045 sigma out 44 active outputs RANK 21 NODE 25 --> 19.048733 sigma out 44 active outputs RANK 22 NODE 23 --> 18.963158 sigma out 44 active outputs RANK 23 NODE 22 --> 18.538816 sigma out 44 active outputs RANK 24 NODE 31 --> 17.914557 sigma out 44 active outputs RANK 25 NODE 26 --> 17.328033 sigma out 44 active outputs RANK 26 NODE 28 --> 16.580574 sigma out 44 active outputs RANK 27 NODE 16 --> 15.242517 sigma out 44 active outputs RANK 28 NODE 27 --> 15.167137 sigma out 44 active outputs RANK 29 NODE 30 --> 14.397436 sigma out 44 active outputs RANK 30 NODE 29 --> 13.560139 sigma out 44 active outputs RANK 31 NODE 33 --> 13.136511 sigma out 44 active outputs RANK 32 NODE 32 --> 12.824851 sigma out 44 active outputs RANK 33 NODE 34 --> 12.384183 sigma out 44 active outputs RANK 34 NODE 35 --> 12.294111 sigma out 44 active outputs RANK 35 NODE 15 --> 11.215932 sigma out 44 active outputs RANK 36 NODE 36 --> 9.6099434 sigma out 44 active outputs RANK 37 NODE 37 --> 9.3033733 sigma out 44 active outputs RANK 38 NODE 38 --> 8.2227621 sigma out 44 active outputs RANK 39 NODE 39 --> 7.9397535 sigma out 44 active outputs RANK 40 NODE 40 --> 7.0691381 sigma out 44 active outputs RANK 41 NODE 41 --> 6.8760796 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 43 --> 66.802887 sigma in 41 act. ( 58.278233 sig out 1 act.) RANK 2 NODE 26 --> 57.542976 sigma in 41 act. ( 49.519100 sig out 1 act.) RANK 3 NODE 18 --> 48.443756 sigma in 41 act. ( 42.525650 sig out 1 act.) RANK 4 NODE 33 --> 46.542992 sigma in 41 act. ( 37.356365 sig out 1 act.) RANK 5 NODE 32 --> 41.370792 sigma in 41 act. ( 31.726967 sig out 1 act.) RANK 6 NODE 7 --> 40.322796 sigma in 41 act. ( 30.723089 sig out 1 act.) RANK 7 NODE 27 --> 39.144817 sigma in 41 act. ( 31.770153 sig out 1 act.) RANK 8 NODE 41 --> 30.080700 sigma in 41 act. ( 27.330093 sig out 1 act.) RANK 9 NODE 37 --> 29.887039 sigma in 41 act. ( 24.454397 sig out 1 act.) RANK 10 NODE 8 --> 29.711832 sigma in 41 act. ( 23.672745 sig out 1 act.) RANK 11 NODE 3 --> 28.181408 sigma in 41 act. ( 23.983408 sig out 1 act.) RANK 12 NODE 17 --> 26.695621 sigma in 41 act. ( 24.560551 sig out 1 act.) RANK 13 NODE 12 --> 24.916121 sigma in 41 act. ( 21.704393 sig out 1 act.) RANK 14 NODE 21 --> 24.411261 sigma in 41 act. ( 19.845718 sig out 1 act.) RANK 15 NODE 22 --> 23.783985 sigma in 41 act. ( 19.129963 sig out 1 act.) RANK 16 NODE 28 --> 23.248676 sigma in 41 act. ( 19.437332 sig out 1 act.) RANK 17 NODE 40 --> 23.093868 sigma in 41 act. ( 17.992374 sig out 1 act.) RANK 18 NODE 6 --> 21.169939 sigma in 41 act. ( 17.983955 sig out 1 act.) RANK 19 NODE 34 --> 20.943031 sigma in 41 act. ( 16.630428 sig out 1 act.) RANK 20 NODE 13 --> 20.580196 sigma in 41 act. ( 17.440596 sig out 1 act.) RANK 21 NODE 16 --> 20.223171 sigma in 41 act. ( 18.146088 sig out 1 act.) RANK 22 NODE 2 --> 19.470146 sigma in 41 act. ( 14.914900 sig out 1 act.) RANK 23 NODE 10 --> 19.185583 sigma in 41 act. ( 14.617732 sig out 1 act.) RANK 24 NODE 15 --> 17.413153 sigma in 41 act. ( 14.117299 sig out 1 act.) RANK 25 NODE 30 --> 17.331142 sigma in 41 act. ( 14.703366 sig out 1 act.) RANK 26 NODE 38 --> 17.208467 sigma in 41 act. ( 12.608015 sig out 1 act.) RANK 27 NODE 4 --> 17.197508 sigma in 41 act. ( 12.940844 sig out 1 act.) RANK 28 NODE 42 --> 17.123297 sigma in 41 act. ( 13.271837 sig out 1 act.) RANK 29 NODE 11 --> 17.033447 sigma in 41 act. ( 12.592562 sig out 1 act.) RANK 30 NODE 20 --> 16.824234 sigma in 41 act. ( 12.904940 sig out 1 act.) RANK 31 NODE 1 --> 16.561543 sigma in 41 act. ( 13.090776 sig out 1 act.) RANK 32 NODE 31 --> 16.441093 sigma in 41 act. ( 16.630348 sig out 1 act.) RANK 33 NODE 39 --> 16.329021 sigma in 41 act. ( 13.725991 sig out 1 act.) RANK 34 NODE 44 --> 16.284180 sigma in 41 act. ( 11.592129 sig out 1 act.) RANK 35 NODE 9 --> 15.557280 sigma in 41 act. ( 12.438429 sig out 1 act.) RANK 36 NODE 5 --> 14.996202 sigma in 41 act. ( 11.876313 sig out 1 act.) RANK 37 NODE 23 --> 13.850255 sigma in 41 act. ( 10.031422 sig out 1 act.) RANK 38 NODE 24 --> 13.591530 sigma in 41 act. ( 11.338902 sig out 1 act.) RANK 39 NODE 14 --> 13.125666 sigma in 41 act. ( 10.095322 sig out 1 act.) RANK 40 NODE 29 --> 11.845715 sigma in 41 act. ( 8.7281170 sig out 1 act.) RANK 41 NODE 35 --> 10.739740 sigma in 41 act. ( 6.3167357 sig out 1 act.) RANK 42 NODE 25 --> 10.132004 sigma in 41 act. ( 5.7035642 sig out 1 act.) RANK 43 NODE 36 --> 9.5809631 sigma in 41 act. ( 5.4122810 sig out 1 act.) RANK 44 NODE 19 --> 9.1947727 sigma in 41 act. ( 0.62089711 sig out 1 act.) sorted by output significance RANK 1 NODE 43 --> 58.278233 sigma out 1 act.( 66.802887 sig in 41 act.) RANK 2 NODE 26 --> 49.519100 sigma out 1 act.( 57.542976 sig in 41 act.) RANK 3 NODE 18 --> 42.525650 sigma out 1 act.( 48.443756 sig in 41 act.) RANK 4 NODE 33 --> 37.356365 sigma out 1 act.( 46.542992 sig in 41 act.) RANK 5 NODE 27 --> 31.770153 sigma out 1 act.( 39.144817 sig in 41 act.) RANK 6 NODE 32 --> 31.726967 sigma out 1 act.( 41.370792 sig in 41 act.) RANK 7 NODE 7 --> 30.723089 sigma out 1 act.( 40.322796 sig in 41 act.) RANK 8 NODE 41 --> 27.330093 sigma out 1 act.( 30.080700 sig in 41 act.) RANK 9 NODE 17 --> 24.560551 sigma out 1 act.( 26.695621 sig in 41 act.) RANK 10 NODE 37 --> 24.454397 sigma out 1 act.( 29.887039 sig in 41 act.) RANK 11 NODE 3 --> 23.983408 sigma out 1 act.( 28.181408 sig in 41 act.) RANK 12 NODE 8 --> 23.672745 sigma out 1 act.( 29.711832 sig in 41 act.) RANK 13 NODE 12 --> 21.704393 sigma out 1 act.( 24.916121 sig in 41 act.) RANK 14 NODE 21 --> 19.845718 sigma out 1 act.( 24.411261 sig in 41 act.) RANK 15 NODE 28 --> 19.437332 sigma out 1 act.( 23.248676 sig in 41 act.) RANK 16 NODE 22 --> 19.129963 sigma out 1 act.( 23.783985 sig in 41 act.) RANK 17 NODE 16 --> 18.146088 sigma out 1 act.( 20.223171 sig in 41 act.) RANK 18 NODE 40 --> 17.992374 sigma out 1 act.( 23.093868 sig in 41 act.) RANK 19 NODE 6 --> 17.983955 sigma out 1 act.( 21.169939 sig in 41 act.) RANK 20 NODE 13 --> 17.440596 sigma out 1 act.( 20.580196 sig in 41 act.) RANK 21 NODE 34 --> 16.630428 sigma out 1 act.( 20.943031 sig in 41 act.) RANK 22 NODE 31 --> 16.630348 sigma out 1 act.( 16.441093 sig in 41 act.) RANK 23 NODE 2 --> 14.914900 sigma out 1 act.( 19.470146 sig in 41 act.) RANK 24 NODE 30 --> 14.703366 sigma out 1 act.( 17.331142 sig in 41 act.) RANK 25 NODE 10 --> 14.617732 sigma out 1 act.( 19.185583 sig in 41 act.) RANK 26 NODE 15 --> 14.117299 sigma out 1 act.( 17.413153 sig in 41 act.) RANK 27 NODE 39 --> 13.725991 sigma out 1 act.( 16.329021 sig in 41 act.) RANK 28 NODE 42 --> 13.271837 sigma out 1 act.( 17.123297 sig in 41 act.) RANK 29 NODE 1 --> 13.090776 sigma out 1 act.( 16.561543 sig in 41 act.) RANK 30 NODE 4 --> 12.940844 sigma out 1 act.( 17.197508 sig in 41 act.) RANK 31 NODE 20 --> 12.904940 sigma out 1 act.( 16.824234 sig in 41 act.) RANK 32 NODE 38 --> 12.608015 sigma out 1 act.( 17.208467 sig in 41 act.) RANK 33 NODE 11 --> 12.592562 sigma out 1 act.( 17.033447 sig in 41 act.) RANK 34 NODE 9 --> 12.438429 sigma out 1 act.( 15.557280 sig in 41 act.) RANK 35 NODE 5 --> 11.876313 sigma out 1 act.( 14.996202 sig in 41 act.) RANK 36 NODE 44 --> 11.592129 sigma out 1 act.( 16.284180 sig in 41 act.) RANK 37 NODE 24 --> 11.338902 sigma out 1 act.( 13.591530 sig in 41 act.) RANK 38 NODE 14 --> 10.095322 sigma out 1 act.( 13.125666 sig in 41 act.) RANK 39 NODE 23 --> 10.031422 sigma out 1 act.( 13.850255 sig in 41 act.) RANK 40 NODE 29 --> 8.7281170 sigma out 1 act.( 11.845715 sig in 41 act.) RANK 41 NODE 35 --> 6.3167357 sigma out 1 act.( 10.739740 sig in 41 act.) RANK 42 NODE 25 --> 5.7035642 sigma out 1 act.( 10.132004 sig in 41 act.) RANK 43 NODE 36 --> 5.4122810 sigma out 1 act.( 9.5809631 sig in 41 act.) RANK 44 NODE 19 --> 0.62089711 sigma out 1 act.( 9.1947727 sig in 41 act.) RANK 1 NODE 1 --> 146.68709 sigma in 44 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.45260397 *** contribution from regularisation: 1.31169194E-02 *** contribution from error: -0.46572089 *** contribution from DIAG: 1.05304620E-03 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.45362392 *** contribution from regularisation: 1.32299634E-02 *** contribution from error: -0.46685389 *** contribution from DIAG: 1.07274856E-03 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.45538309 *** contribution from regularisation: 1.30245807E-02 *** contribution from error: -0.46840766 *** contribution from DIAG: 1.08312664E-03 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.45592415 *** contribution from regularisation: 1.29257431E-02 *** contribution from error: -0.46884990 *** contribution from DIAG: 1.19027426E-03 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.45672831 *** contribution from regularisation: 1.31194787E-02 *** contribution from error: -0.46984780 *** contribution from DIAG: 1.16172468E-03 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.45752347 *** contribution from regularisation: 1.29108513E-02 *** contribution from error: -0.47043431 *** contribution from DIAG: 1.14885275E-03 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.45827949 *** contribution from regularisation: 1.28236143E-02 *** contribution from error: -0.47110310 *** contribution from DIAG: 1.17631769E-03 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.46045104 *** contribution from regularisation: 1.25898663E-02 *** contribution from error: -0.47304091 *** contribution from DIAG: 1.23790943E-03 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.46201488 *** contribution from regularisation: 1.26807820E-02 *** contribution from error: -0.47469565 *** contribution from DIAG: 1.11618894E-03 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.46343529 *** contribution from regularisation: 1.26175117E-02 *** contribution from error: -0.47605279 *** contribution from DIAG: 1.16450770E-03 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 80.635834 sigma out 44 active outputs RANK 2 NODE 1 --> 80.275833 sigma out 44 active outputs RANK 3 NODE 6 --> 64.837517 sigma out 44 active outputs RANK 4 NODE 7 --> 58.641968 sigma out 44 active outputs RANK 5 NODE 4 --> 56.926598 sigma out 44 active outputs RANK 6 NODE 2 --> 54.417500 sigma out 44 active outputs RANK 7 NODE 5 --> 53.933540 sigma out 44 active outputs RANK 8 NODE 12 --> 40.900555 sigma out 44 active outputs RANK 9 NODE 9 --> 31.870522 sigma out 44 active outputs RANK 10 NODE 11 --> 29.635067 sigma out 44 active outputs RANK 11 NODE 10 --> 28.652897 sigma out 44 active outputs RANK 12 NODE 14 --> 25.873713 sigma out 44 active outputs RANK 13 NODE 8 --> 25.115683 sigma out 44 active outputs RANK 14 NODE 18 --> 24.204601 sigma out 44 active outputs RANK 15 NODE 21 --> 24.144316 sigma out 44 active outputs RANK 16 NODE 17 --> 22.137838 sigma out 44 active outputs RANK 17 NODE 25 --> 20.283350 sigma out 44 active outputs RANK 18 NODE 24 --> 20.243696 sigma out 44 active outputs RANK 19 NODE 20 --> 18.839266 sigma out 44 active outputs RANK 20 NODE 13 --> 18.496634 sigma out 44 active outputs RANK 21 NODE 19 --> 18.211220 sigma out 44 active outputs RANK 22 NODE 22 --> 16.886759 sigma out 44 active outputs RANK 23 NODE 28 --> 16.717785 sigma out 44 active outputs RANK 24 NODE 31 --> 16.438494 sigma out 44 active outputs RANK 25 NODE 35 --> 16.373886 sigma out 44 active outputs RANK 26 NODE 26 --> 15.844609 sigma out 44 active outputs RANK 27 NODE 16 --> 15.581978 sigma out 44 active outputs RANK 28 NODE 23 --> 14.867076 sigma out 44 active outputs RANK 29 NODE 27 --> 14.650598 sigma out 44 active outputs RANK 30 NODE 30 --> 13.189575 sigma out 44 active outputs RANK 31 NODE 32 --> 11.872161 sigma out 44 active outputs RANK 32 NODE 29 --> 11.825655 sigma out 44 active outputs RANK 33 NODE 33 --> 11.570868 sigma out 44 active outputs RANK 34 NODE 34 --> 11.217946 sigma out 44 active outputs RANK 35 NODE 15 --> 11.161489 sigma out 44 active outputs RANK 36 NODE 37 --> 10.767479 sigma out 44 active outputs RANK 37 NODE 36 --> 9.7532501 sigma out 44 active outputs RANK 38 NODE 39 --> 8.3911142 sigma out 44 active outputs RANK 39 NODE 38 --> 7.5517807 sigma out 44 active outputs RANK 40 NODE 40 --> 6.7293720 sigma out 44 active outputs RANK 41 NODE 41 --> 6.6296239 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 43 --> 106.42020 sigma in 41 act. ( 102.06785 sig out 1 act.) RANK 2 NODE 18 --> 80.978378 sigma in 41 act. ( 74.824768 sig out 1 act.) RANK 3 NODE 26 --> 74.130280 sigma in 41 act. ( 83.755844 sig out 1 act.) RANK 4 NODE 7 --> 44.023788 sigma in 41 act. ( 35.867722 sig out 1 act.) RANK 5 NODE 41 --> 43.340218 sigma in 41 act. ( 44.328373 sig out 1 act.) RANK 6 NODE 33 --> 38.657959 sigma in 41 act. ( 38.484550 sig out 1 act.) RANK 7 NODE 27 --> 38.125679 sigma in 41 act. ( 36.087307 sig out 1 act.) RANK 8 NODE 12 --> 35.324856 sigma in 41 act. ( 33.229706 sig out 1 act.) RANK 9 NODE 17 --> 29.249002 sigma in 41 act. ( 24.815275 sig out 1 act.) RANK 10 NODE 16 --> 28.081984 sigma in 41 act. ( 26.591896 sig out 1 act.) RANK 11 NODE 3 --> 25.185085 sigma in 41 act. ( 20.423641 sig out 1 act.) RANK 12 NODE 32 --> 24.725908 sigma in 41 act. ( 21.253021 sig out 1 act.) RANK 13 NODE 13 --> 23.627203 sigma in 41 act. ( 21.556509 sig out 1 act.) RANK 14 NODE 37 --> 22.974869 sigma in 41 act. ( 19.602104 sig out 1 act.) RANK 15 NODE 8 --> 22.892204 sigma in 41 act. ( 18.024891 sig out 1 act.) RANK 16 NODE 21 --> 22.810350 sigma in 41 act. ( 20.269402 sig out 1 act.) RANK 17 NODE 2 --> 21.503193 sigma in 41 act. ( 16.956381 sig out 1 act.) RANK 18 NODE 34 --> 20.872515 sigma in 41 act. ( 18.425850 sig out 1 act.) RANK 19 NODE 6 --> 20.304976 sigma in 41 act. ( 17.288750 sig out 1 act.) RANK 20 NODE 22 --> 18.347652 sigma in 41 act. ( 14.906443 sig out 1 act.) RANK 21 NODE 23 --> 17.938158 sigma in 41 act. ( 14.203785 sig out 1 act.) RANK 22 NODE 10 --> 16.545961 sigma in 41 act. ( 12.050074 sig out 1 act.) RANK 23 NODE 30 --> 16.206455 sigma in 41 act. ( 13.976540 sig out 1 act.) RANK 24 NODE 44 --> 15.781433 sigma in 41 act. ( 11.021152 sig out 1 act.) RANK 25 NODE 31 --> 15.647110 sigma in 41 act. ( 14.231394 sig out 1 act.) RANK 26 NODE 9 --> 15.528363 sigma in 41 act. ( 13.034726 sig out 1 act.) RANK 27 NODE 28 --> 15.468481 sigma in 41 act. ( 10.838083 sig out 1 act.) RANK 28 NODE 38 --> 14.749565 sigma in 41 act. ( 9.9168644 sig out 1 act.) RANK 29 NODE 4 --> 14.448002 sigma in 41 act. ( 11.112145 sig out 1 act.) RANK 30 NODE 15 --> 14.208920 sigma in 41 act. ( 11.219466 sig out 1 act.) RANK 31 NODE 39 --> 13.887582 sigma in 41 act. ( 11.654967 sig out 1 act.) RANK 32 NODE 20 --> 13.297400 sigma in 41 act. ( 8.9078760 sig out 1 act.) RANK 33 NODE 1 --> 12.674602 sigma in 41 act. ( 8.9464178 sig out 1 act.) RANK 34 NODE 24 --> 12.223654 sigma in 41 act. ( 8.7821875 sig out 1 act.) RANK 35 NODE 5 --> 11.900156 sigma in 41 act. ( 8.2348566 sig out 1 act.) RANK 36 NODE 40 --> 11.484333 sigma in 41 act. ( 6.5242171 sig out 1 act.) RANK 37 NODE 14 --> 11.017182 sigma in 41 act. ( 6.7421885 sig out 1 act.) RANK 38 NODE 11 --> 10.176187 sigma in 41 act. ( 0.19090798 sig out 1 act.) RANK 39 NODE 36 --> 10.159409 sigma in 41 act. ( 6.6783118 sig out 1 act.) RANK 40 NODE 42 --> 9.4128714 sigma in 41 act. ( 5.5015259 sig out 1 act.) RANK 41 NODE 29 --> 9.1995125 sigma in 41 act. ( 5.5290713 sig out 1 act.) RANK 42 NODE 19 --> 8.9560261 sigma in 41 act. ( 4.7441459 sig out 1 act.) RANK 43 NODE 35 --> 8.5207272 sigma in 41 act. ( 3.6528385 sig out 1 act.) RANK 44 NODE 25 --> 8.3871880 sigma in 41 act. ( 3.5062230 sig out 1 act.) sorted by output significance RANK 1 NODE 43 --> 102.06785 sigma out 1 act.( 106.42020 sig in 41 act.) RANK 2 NODE 26 --> 83.755844 sigma out 1 act.( 74.130280 sig in 41 act.) RANK 3 NODE 18 --> 74.824768 sigma out 1 act.( 80.978378 sig in 41 act.) RANK 4 NODE 41 --> 44.328373 sigma out 1 act.( 43.340218 sig in 41 act.) RANK 5 NODE 33 --> 38.484550 sigma out 1 act.( 38.657959 sig in 41 act.) RANK 6 NODE 27 --> 36.087307 sigma out 1 act.( 38.125679 sig in 41 act.) RANK 7 NODE 7 --> 35.867722 sigma out 1 act.( 44.023788 sig in 41 act.) RANK 8 NODE 12 --> 33.229706 sigma out 1 act.( 35.324856 sig in 41 act.) RANK 9 NODE 16 --> 26.591896 sigma out 1 act.( 28.081984 sig in 41 act.) RANK 10 NODE 17 --> 24.815275 sigma out 1 act.( 29.249002 sig in 41 act.) RANK 11 NODE 13 --> 21.556509 sigma out 1 act.( 23.627203 sig in 41 act.) RANK 12 NODE 32 --> 21.253021 sigma out 1 act.( 24.725908 sig in 41 act.) RANK 13 NODE 3 --> 20.423641 sigma out 1 act.( 25.185085 sig in 41 act.) RANK 14 NODE 21 --> 20.269402 sigma out 1 act.( 22.810350 sig in 41 act.) RANK 15 NODE 37 --> 19.602104 sigma out 1 act.( 22.974869 sig in 41 act.) RANK 16 NODE 34 --> 18.425850 sigma out 1 act.( 20.872515 sig in 41 act.) RANK 17 NODE 8 --> 18.024891 sigma out 1 act.( 22.892204 sig in 41 act.) RANK 18 NODE 6 --> 17.288750 sigma out 1 act.( 20.304976 sig in 41 act.) RANK 19 NODE 2 --> 16.956381 sigma out 1 act.( 21.503193 sig in 41 act.) RANK 20 NODE 22 --> 14.906443 sigma out 1 act.( 18.347652 sig in 41 act.) RANK 21 NODE 31 --> 14.231394 sigma out 1 act.( 15.647110 sig in 41 act.) RANK 22 NODE 23 --> 14.203785 sigma out 1 act.( 17.938158 sig in 41 act.) RANK 23 NODE 30 --> 13.976540 sigma out 1 act.( 16.206455 sig in 41 act.) RANK 24 NODE 9 --> 13.034726 sigma out 1 act.( 15.528363 sig in 41 act.) RANK 25 NODE 10 --> 12.050074 sigma out 1 act.( 16.545961 sig in 41 act.) RANK 26 NODE 39 --> 11.654967 sigma out 1 act.( 13.887582 sig in 41 act.) RANK 27 NODE 15 --> 11.219466 sigma out 1 act.( 14.208920 sig in 41 act.) RANK 28 NODE 4 --> 11.112145 sigma out 1 act.( 14.448002 sig in 41 act.) RANK 29 NODE 44 --> 11.021152 sigma out 1 act.( 15.781433 sig in 41 act.) RANK 30 NODE 28 --> 10.838083 sigma out 1 act.( 15.468481 sig in 41 act.) RANK 31 NODE 38 --> 9.9168644 sigma out 1 act.( 14.749565 sig in 41 act.) RANK 32 NODE 1 --> 8.9464178 sigma out 1 act.( 12.674602 sig in 41 act.) RANK 33 NODE 20 --> 8.9078760 sigma out 1 act.( 13.297400 sig in 41 act.) RANK 34 NODE 24 --> 8.7821875 sigma out 1 act.( 12.223654 sig in 41 act.) RANK 35 NODE 5 --> 8.2348566 sigma out 1 act.( 11.900156 sig in 41 act.) RANK 36 NODE 14 --> 6.7421885 sigma out 1 act.( 11.017182 sig in 41 act.) RANK 37 NODE 36 --> 6.6783118 sigma out 1 act.( 10.159409 sig in 41 act.) RANK 38 NODE 40 --> 6.5242171 sigma out 1 act.( 11.484333 sig in 41 act.) RANK 39 NODE 29 --> 5.5290713 sigma out 1 act.( 9.1995125 sig in 41 act.) RANK 40 NODE 42 --> 5.5015259 sigma out 1 act.( 9.4128714 sig in 41 act.) RANK 41 NODE 19 --> 4.7441459 sigma out 1 act.( 8.9560261 sig in 41 act.) RANK 42 NODE 35 --> 3.6528385 sigma out 1 act.( 8.5207272 sig in 41 act.) RANK 43 NODE 25 --> 3.5062230 sigma out 1 act.( 8.3871880 sig in 41 act.) RANK 44 NODE 11 --> 0.19090798 sigma out 1 act.( 10.176187 sig in 41 act.) RANK 1 NODE 1 --> 193.07617 sigma in 44 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.46444884 *** contribution from regularisation: 1.24210939E-02 *** contribution from error: -0.47686994 *** contribution from DIAG: 1.21894036E-03 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.46652302 *** contribution from regularisation: 1.25113335E-02 *** contribution from error: -0.47903436 *** contribution from DIAG: 1.22265820E-03 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.46751815 *** contribution from regularisation: 1.27717061E-02 *** contribution from error: -0.48028985 *** contribution from DIAG: 1.24664488E-03 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.46889070 *** contribution from regularisation: 1.30404709E-02 *** contribution from error: -0.48193118 *** contribution from DIAG: 1.28948002E-03 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.46952406 *** contribution from regularisation: 1.28326761E-02 *** contribution from error: -0.48235673 *** contribution from DIAG: 1.18342414E-03 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.47053191 *** contribution from regularisation: 1.22527480E-02 *** contribution from error: -0.48278466 *** contribution from DIAG: 1.26816379E-03 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.47110847 *** contribution from regularisation: 1.24257803E-02 *** contribution from error: -0.48353425 *** contribution from DIAG: 1.30289770E-03 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.47150195 *** contribution from regularisation: 1.23982830E-02 *** contribution from error: -0.48390022 *** contribution from DIAG: 1.29150448E-03 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.47219986 *** contribution from regularisation: 1.23566436E-02 *** contribution from error: -0.48455650 *** contribution from DIAG: 1.24404905E-03 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.47335276 *** contribution from regularisation: 1.23416958E-02 *** contribution from error: -0.48569447 *** contribution from DIAG: 1.20547309E-03 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 134.48442 sigma out 44 active outputs RANK 2 NODE 3 --> 128.10226 sigma out 44 active outputs RANK 3 NODE 6 --> 99.158707 sigma out 44 active outputs RANK 4 NODE 7 --> 97.727371 sigma out 44 active outputs RANK 5 NODE 4 --> 93.521202 sigma out 44 active outputs RANK 6 NODE 5 --> 86.689171 sigma out 44 active outputs RANK 7 NODE 12 --> 76.546448 sigma out 44 active outputs RANK 8 NODE 2 --> 76.504662 sigma out 44 active outputs RANK 9 NODE 9 --> 48.816120 sigma out 44 active outputs RANK 10 NODE 8 --> 37.530701 sigma out 44 active outputs RANK 11 NODE 17 --> 37.249786 sigma out 44 active outputs RANK 12 NODE 10 --> 33.094879 sigma out 44 active outputs RANK 13 NODE 11 --> 32.597309 sigma out 44 active outputs RANK 14 NODE 21 --> 29.238235 sigma out 44 active outputs RANK 15 NODE 25 --> 28.814423 sigma out 44 active outputs RANK 16 NODE 28 --> 28.579002 sigma out 44 active outputs RANK 17 NODE 14 --> 27.834171 sigma out 44 active outputs RANK 18 NODE 24 --> 25.016685 sigma out 44 active outputs RANK 19 NODE 19 --> 23.459961 sigma out 44 active outputs RANK 20 NODE 31 --> 22.547226 sigma out 44 active outputs RANK 21 NODE 13 --> 21.699389 sigma out 44 active outputs RANK 22 NODE 22 --> 20.031101 sigma out 44 active outputs RANK 23 NODE 20 --> 18.876638 sigma out 44 active outputs RANK 24 NODE 27 --> 18.324696 sigma out 44 active outputs RANK 25 NODE 18 --> 17.976305 sigma out 44 active outputs RANK 26 NODE 16 --> 16.041563 sigma out 44 active outputs RANK 27 NODE 26 --> 15.061575 sigma out 44 active outputs RANK 28 NODE 35 --> 14.620872 sigma out 44 active outputs RANK 29 NODE 29 --> 14.167668 sigma out 44 active outputs RANK 30 NODE 23 --> 11.950418 sigma out 44 active outputs RANK 31 NODE 30 --> 11.272150 sigma out 44 active outputs RANK 32 NODE 15 --> 10.931164 sigma out 44 active outputs RANK 33 NODE 33 --> 10.608043 sigma out 44 active outputs RANK 34 NODE 34 --> 10.401130 sigma out 44 active outputs RANK 35 NODE 37 --> 10.075139 sigma out 44 active outputs RANK 36 NODE 36 --> 9.8154392 sigma out 44 active outputs RANK 37 NODE 32 --> 9.5675192 sigma out 44 active outputs RANK 38 NODE 39 --> 8.5375080 sigma out 44 active outputs RANK 39 NODE 38 --> 7.6570821 sigma out 44 active outputs RANK 40 NODE 41 --> 6.4240837 sigma out 44 active outputs RANK 41 NODE 40 --> 6.2466002 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 43 --> 194.04526 sigma in 41 act. ( 163.35483 sig out 1 act.) RANK 2 NODE 26 --> 132.25995 sigma in 41 act. ( 143.96378 sig out 1 act.) RANK 3 NODE 18 --> 130.81339 sigma in 41 act. ( 111.34760 sig out 1 act.) RANK 4 NODE 41 --> 65.437637 sigma in 41 act. ( 66.269737 sig out 1 act.) RANK 5 NODE 12 --> 53.222797 sigma in 41 act. ( 48.026707 sig out 1 act.) RANK 6 NODE 7 --> 48.953522 sigma in 41 act. ( 50.205547 sig out 1 act.) RANK 7 NODE 33 --> 45.504421 sigma in 41 act. ( 45.974716 sig out 1 act.) RANK 8 NODE 27 --> 42.842850 sigma in 41 act. ( 51.141548 sig out 1 act.) RANK 9 NODE 3 --> 37.561703 sigma in 41 act. ( 25.196661 sig out 1 act.) RANK 10 NODE 16 --> 36.750744 sigma in 41 act. ( 38.964443 sig out 1 act.) RANK 11 NODE 13 --> 35.459526 sigma in 41 act. ( 38.225899 sig out 1 act.) RANK 12 NODE 17 --> 31.792566 sigma in 41 act. ( 24.609804 sig out 1 act.) RANK 13 NODE 2 --> 28.340181 sigma in 41 act. ( 26.290493 sig out 1 act.) RANK 14 NODE 34 --> 25.513834 sigma in 41 act. ( 25.704903 sig out 1 act.) RANK 15 NODE 37 --> 21.986193 sigma in 41 act. ( 22.096741 sig out 1 act.) RANK 16 NODE 6 --> 21.854246 sigma in 41 act. ( 17.974083 sig out 1 act.) RANK 17 NODE 21 --> 21.831404 sigma in 41 act. ( 21.243158 sig out 1 act.) RANK 18 NODE 22 --> 20.201138 sigma in 41 act. ( 19.791080 sig out 1 act.) RANK 19 NODE 9 --> 19.829374 sigma in 41 act. ( 17.855835 sig out 1 act.) RANK 20 NODE 8 --> 18.937191 sigma in 41 act. ( 17.382597 sig out 1 act.) RANK 21 NODE 32 --> 18.510460 sigma in 41 act. ( 19.152256 sig out 1 act.) RANK 22 NODE 23 --> 15.968694 sigma in 41 act. ( 10.942474 sig out 1 act.) RANK 23 NODE 24 --> 15.962540 sigma in 41 act. ( 10.606846 sig out 1 act.) RANK 24 NODE 31 --> 15.677510 sigma in 41 act. ( 14.378780 sig out 1 act.) RANK 25 NODE 30 --> 15.407504 sigma in 41 act. ( 14.291656 sig out 1 act.) RANK 26 NODE 44 --> 14.923484 sigma in 41 act. ( 10.453397 sig out 1 act.) RANK 27 NODE 38 --> 13.763295 sigma in 41 act. ( 9.5482101 sig out 1 act.) RANK 28 NODE 28 --> 13.461183 sigma in 41 act. ( 9.3932590 sig out 1 act.) RANK 29 NODE 15 --> 12.039696 sigma in 41 act. ( 10.875587 sig out 1 act.) RANK 30 NODE 10 --> 12.030397 sigma in 41 act. ( 8.6539555 sig out 1 act.) RANK 31 NODE 39 --> 11.437623 sigma in 41 act. ( 10.691018 sig out 1 act.) RANK 32 NODE 1 --> 10.869718 sigma in 41 act. ( 8.1530561 sig out 1 act.) RANK 33 NODE 20 --> 10.800974 sigma in 41 act. ( 6.6159425 sig out 1 act.) RANK 34 NODE 19 --> 9.5542774 sigma in 41 act. ( 7.9450779 sig out 1 act.) RANK 35 NODE 4 --> 9.4283552 sigma in 41 act. ( 6.2846165 sig out 1 act.) RANK 36 NODE 11 --> 9.3737564 sigma in 41 act. ( 5.9011536 sig out 1 act.) RANK 37 NODE 5 --> 8.8241787 sigma in 41 act. ( 4.8330040 sig out 1 act.) RANK 38 NODE 14 --> 8.0284996 sigma in 41 act. ( 3.0462165 sig out 1 act.) RANK 39 NODE 35 --> 7.9400477 sigma in 41 act. ( 4.8563609 sig out 1 act.) RANK 40 NODE 36 --> 7.7197552 sigma in 41 act. ( 4.6279712 sig out 1 act.) RANK 41 NODE 40 --> 7.1299701 sigma in 41 act. ( 1.2903544 sig out 1 act.) RANK 42 NODE 29 --> 6.6871939 sigma in 41 act. ( 2.9892368 sig out 1 act.) RANK 43 NODE 25 --> 6.4687262 sigma in 41 act. ( 2.6326885 sig out 1 act.) RANK 44 NODE 42 --> 6.0571618 sigma in 41 act. ( 2.7090747 sig out 1 act.) sorted by output significance RANK 1 NODE 43 --> 163.35483 sigma out 1 act.( 194.04526 sig in 41 act.) RANK 2 NODE 26 --> 143.96378 sigma out 1 act.( 132.25995 sig in 41 act.) RANK 3 NODE 18 --> 111.34760 sigma out 1 act.( 130.81339 sig in 41 act.) RANK 4 NODE 41 --> 66.269737 sigma out 1 act.( 65.437637 sig in 41 act.) RANK 5 NODE 27 --> 51.141548 sigma out 1 act.( 42.842850 sig in 41 act.) RANK 6 NODE 7 --> 50.205547 sigma out 1 act.( 48.953522 sig in 41 act.) RANK 7 NODE 12 --> 48.026707 sigma out 1 act.( 53.222797 sig in 41 act.) RANK 8 NODE 33 --> 45.974716 sigma out 1 act.( 45.504421 sig in 41 act.) RANK 9 NODE 16 --> 38.964443 sigma out 1 act.( 36.750744 sig in 41 act.) RANK 10 NODE 13 --> 38.225899 sigma out 1 act.( 35.459526 sig in 41 act.) RANK 11 NODE 2 --> 26.290493 sigma out 1 act.( 28.340181 sig in 41 act.) RANK 12 NODE 34 --> 25.704903 sigma out 1 act.( 25.513834 sig in 41 act.) RANK 13 NODE 3 --> 25.196661 sigma out 1 act.( 37.561703 sig in 41 act.) RANK 14 NODE 17 --> 24.609804 sigma out 1 act.( 31.792566 sig in 41 act.) RANK 15 NODE 37 --> 22.096741 sigma out 1 act.( 21.986193 sig in 41 act.) RANK 16 NODE 21 --> 21.243158 sigma out 1 act.( 21.831404 sig in 41 act.) RANK 17 NODE 22 --> 19.791080 sigma out 1 act.( 20.201138 sig in 41 act.) RANK 18 NODE 32 --> 19.152256 sigma out 1 act.( 18.510460 sig in 41 act.) RANK 19 NODE 6 --> 17.974083 sigma out 1 act.( 21.854246 sig in 41 act.) RANK 20 NODE 9 --> 17.855835 sigma out 1 act.( 19.829374 sig in 41 act.) RANK 21 NODE 8 --> 17.382597 sigma out 1 act.( 18.937191 sig in 41 act.) RANK 22 NODE 31 --> 14.378780 sigma out 1 act.( 15.677510 sig in 41 act.) RANK 23 NODE 30 --> 14.291656 sigma out 1 act.( 15.407504 sig in 41 act.) RANK 24 NODE 23 --> 10.942474 sigma out 1 act.( 15.968694 sig in 41 act.) RANK 25 NODE 15 --> 10.875587 sigma out 1 act.( 12.039696 sig in 41 act.) RANK 26 NODE 39 --> 10.691018 sigma out 1 act.( 11.437623 sig in 41 act.) RANK 27 NODE 24 --> 10.606846 sigma out 1 act.( 15.962540 sig in 41 act.) RANK 28 NODE 44 --> 10.453397 sigma out 1 act.( 14.923484 sig in 41 act.) RANK 29 NODE 38 --> 9.5482101 sigma out 1 act.( 13.763295 sig in 41 act.) RANK 30 NODE 28 --> 9.3932590 sigma out 1 act.( 13.461183 sig in 41 act.) RANK 31 NODE 10 --> 8.6539555 sigma out 1 act.( 12.030397 sig in 41 act.) RANK 32 NODE 1 --> 8.1530561 sigma out 1 act.( 10.869718 sig in 41 act.) RANK 33 NODE 19 --> 7.9450779 sigma out 1 act.( 9.5542774 sig in 41 act.) RANK 34 NODE 20 --> 6.6159425 sigma out 1 act.( 10.800974 sig in 41 act.) RANK 35 NODE 4 --> 6.2846165 sigma out 1 act.( 9.4283552 sig in 41 act.) RANK 36 NODE 11 --> 5.9011536 sigma out 1 act.( 9.3737564 sig in 41 act.) RANK 37 NODE 35 --> 4.8563609 sigma out 1 act.( 7.9400477 sig in 41 act.) RANK 38 NODE 5 --> 4.8330040 sigma out 1 act.( 8.8241787 sig in 41 act.) RANK 39 NODE 36 --> 4.6279712 sigma out 1 act.( 7.7197552 sig in 41 act.) RANK 40 NODE 14 --> 3.0462165 sigma out 1 act.( 8.0284996 sig in 41 act.) RANK 41 NODE 29 --> 2.9892368 sigma out 1 act.( 6.6871939 sig in 41 act.) RANK 42 NODE 42 --> 2.7090747 sigma out 1 act.( 6.0571618 sig in 41 act.) RANK 43 NODE 25 --> 2.6326885 sigma out 1 act.( 6.4687262 sig in 41 act.) RANK 44 NODE 40 --> 1.2903544 sigma out 1 act.( 7.1299701 sig in 41 act.) RANK 1 NODE 1 --> 289.06781 sigma in 44 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.47437292 *** contribution from regularisation: 1.22933574E-02 *** contribution from error: -0.48666629 *** contribution from DIAG: 1.21049257E-03 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.47550225 *** contribution from regularisation: 1.20721068E-02 *** contribution from error: -0.48757437 *** contribution from DIAG: 1.12815457E-03 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.47654617 *** contribution from regularisation: 1.20273568E-02 *** contribution from error: -0.48857352 *** contribution from DIAG: 1.14163931E-03 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.47734833 *** contribution from regularisation: 1.19598443E-02 *** contribution from error: -0.48930818 *** contribution from DIAG: 1.18832954E-03 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.47812369 *** contribution from regularisation: 1.18575050E-02 *** contribution from error: -0.48998120 *** contribution from DIAG: 1.20557076E-03 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.47892326 *** contribution from regularisation: 1.17958644E-02 *** contribution from error: -0.49071914 *** contribution from DIAG: 1.26527599E-03 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.47924054 *** contribution from regularisation: 1.18945064E-02 *** contribution from error: -0.49113503 *** contribution from DIAG: 1.21217896E-03 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.47977549 *** contribution from regularisation: 1.17737576E-02 *** contribution from error: -0.49154925 *** contribution from DIAG: 1.21313299E-03 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.48024318 *** contribution from regularisation: 1.17651578E-02 *** contribution from error: -0.49200833 *** contribution from DIAG: 1.16341759E-03 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.48068151 *** contribution from regularisation: 1.17153944E-02 *** contribution from error: -0.49239689 *** contribution from DIAG: 1.08635891E-03 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 164.68408 sigma out 44 active outputs RANK 2 NODE 3 --> 123.94167 sigma out 44 active outputs RANK 3 NODE 4 --> 100.55868 sigma out 44 active outputs RANK 4 NODE 2 --> 98.490425 sigma out 44 active outputs RANK 5 NODE 5 --> 93.079018 sigma out 44 active outputs RANK 6 NODE 6 --> 91.145065 sigma out 44 active outputs RANK 7 NODE 12 --> 87.023903 sigma out 44 active outputs RANK 8 NODE 7 --> 78.323792 sigma out 44 active outputs RANK 9 NODE 9 --> 49.504745 sigma out 44 active outputs RANK 10 NODE 8 --> 39.441776 sigma out 44 active outputs RANK 11 NODE 17 --> 37.959232 sigma out 44 active outputs RANK 12 NODE 11 --> 36.748421 sigma out 44 active outputs RANK 13 NODE 10 --> 34.305088 sigma out 44 active outputs RANK 14 NODE 28 --> 31.688524 sigma out 44 active outputs RANK 15 NODE 21 --> 31.664751 sigma out 44 active outputs RANK 16 NODE 25 --> 28.990717 sigma out 44 active outputs RANK 17 NODE 24 --> 27.172421 sigma out 44 active outputs RANK 18 NODE 19 --> 25.887518 sigma out 44 active outputs RANK 19 NODE 31 --> 25.011702 sigma out 44 active outputs RANK 20 NODE 13 --> 20.815222 sigma out 44 active outputs RANK 21 NODE 22 --> 20.687672 sigma out 44 active outputs RANK 22 NODE 14 --> 20.465475 sigma out 44 active outputs RANK 23 NODE 20 --> 19.607187 sigma out 44 active outputs RANK 24 NODE 27 --> 19.571642 sigma out 44 active outputs RANK 25 NODE 29 --> 16.035694 sigma out 44 active outputs RANK 26 NODE 16 --> 14.650565 sigma out 44 active outputs RANK 27 NODE 26 --> 14.284406 sigma out 44 active outputs RANK 28 NODE 35 --> 13.727621 sigma out 44 active outputs RANK 29 NODE 18 --> 13.676010 sigma out 44 active outputs RANK 30 NODE 23 --> 10.822286 sigma out 44 active outputs RANK 31 NODE 34 --> 10.817379 sigma out 44 active outputs RANK 32 NODE 15 --> 10.530927 sigma out 44 active outputs RANK 33 NODE 33 --> 9.6749983 sigma out 44 active outputs RANK 34 NODE 30 --> 9.5711823 sigma out 44 active outputs RANK 35 NODE 32 --> 9.5407476 sigma out 44 active outputs RANK 36 NODE 36 --> 9.1986609 sigma out 44 active outputs RANK 37 NODE 38 --> 8.9566545 sigma out 44 active outputs RANK 38 NODE 37 --> 8.8885908 sigma out 44 active outputs RANK 39 NODE 39 --> 8.2028399 sigma out 44 active outputs RANK 40 NODE 41 --> 6.1979976 sigma out 44 active outputs RANK 41 NODE 40 --> 6.0935812 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 43 --> 195.83276 sigma in 41 act. ( 170.31096 sig out 1 act.) RANK 2 NODE 26 --> 138.98904 sigma in 41 act. ( 167.45221 sig out 1 act.) RANK 3 NODE 18 --> 137.89464 sigma in 41 act. ( 105.96252 sig out 1 act.) RANK 4 NODE 12 --> 68.387894 sigma in 41 act. ( 55.697811 sig out 1 act.) RANK 5 NODE 41 --> 65.280670 sigma in 41 act. ( 68.938110 sig out 1 act.) RANK 6 NODE 7 --> 54.704720 sigma in 41 act. ( 56.759762 sig out 1 act.) RANK 7 NODE 3 --> 52.672543 sigma in 41 act. ( 33.893139 sig out 1 act.) RANK 8 NODE 13 --> 49.921585 sigma in 41 act. ( 57.534973 sig out 1 act.) RANK 9 NODE 16 --> 45.745911 sigma in 41 act. ( 50.784561 sig out 1 act.) RANK 10 NODE 27 --> 45.447304 sigma in 41 act. ( 61.912861 sig out 1 act.) RANK 11 NODE 33 --> 40.511379 sigma in 41 act. ( 39.017166 sig out 1 act.) RANK 12 NODE 17 --> 39.158367 sigma in 41 act. ( 27.859440 sig out 1 act.) RANK 13 NODE 2 --> 33.865681 sigma in 41 act. ( 32.823261 sig out 1 act.) RANK 14 NODE 34 --> 33.434319 sigma in 41 act. ( 33.563461 sig out 1 act.) RANK 15 NODE 9 --> 26.024216 sigma in 41 act. ( 23.863613 sig out 1 act.) RANK 16 NODE 22 --> 23.834446 sigma in 41 act. ( 26.887802 sig out 1 act.) RANK 17 NODE 6 --> 22.496971 sigma in 41 act. ( 16.215487 sig out 1 act.) RANK 18 NODE 24 --> 21.692612 sigma in 41 act. ( 13.596071 sig out 1 act.) RANK 19 NODE 37 --> 21.235680 sigma in 41 act. ( 23.165188 sig out 1 act.) RANK 20 NODE 21 --> 19.602648 sigma in 41 act. ( 18.488169 sig out 1 act.) RANK 21 NODE 30 --> 18.866005 sigma in 41 act. ( 18.915989 sig out 1 act.) RANK 22 NODE 32 --> 18.632561 sigma in 41 act. ( 20.144476 sig out 1 act.) RANK 23 NODE 8 --> 18.380007 sigma in 41 act. ( 18.235575 sig out 1 act.) RANK 24 NODE 31 --> 17.985128 sigma in 41 act. ( 17.276173 sig out 1 act.) RANK 25 NODE 23 --> 17.646391 sigma in 41 act. ( 11.219032 sig out 1 act.) RANK 26 NODE 28 --> 16.635279 sigma in 41 act. ( 13.269200 sig out 1 act.) RANK 27 NODE 44 --> 13.785616 sigma in 41 act. ( 9.5538082 sig out 1 act.) RANK 28 NODE 15 --> 12.306941 sigma in 41 act. ( 12.215652 sig out 1 act.) RANK 29 NODE 39 --> 11.508434 sigma in 41 act. ( 11.551235 sig out 1 act.) RANK 30 NODE 38 --> 11.163769 sigma in 41 act. ( 7.0453248 sig out 1 act.) RANK 31 NODE 10 --> 10.123925 sigma in 41 act. ( 7.4767780 sig out 1 act.) RANK 32 NODE 19 --> 9.6610842 sigma in 41 act. ( 8.5656385 sig out 1 act.) RANK 33 NODE 1 --> 9.6519384 sigma in 41 act. ( 7.3195090 sig out 1 act.) RANK 34 NODE 20 --> 9.0226107 sigma in 41 act. ( 5.1026959 sig out 1 act.) RANK 35 NODE 11 --> 8.9628887 sigma in 41 act. ( 6.7339859 sig out 1 act.) RANK 36 NODE 35 --> 8.3951101 sigma in 41 act. ( 6.1403489 sig out 1 act.) RANK 37 NODE 5 --> 7.5211225 sigma in 41 act. ( 3.6359243 sig out 1 act.) RANK 38 NODE 14 --> 7.5010972 sigma in 41 act. ( 3.9325135 sig out 1 act.) RANK 39 NODE 4 --> 7.2174907 sigma in 41 act. ( 3.4543047 sig out 1 act.) RANK 40 NODE 36 --> 6.2518315 sigma in 41 act. ( 3.2713964 sig out 1 act.) RANK 41 NODE 40 --> 6.1319246 sigma in 41 act. ( 6.59485385E-02 sig out 1 act.) RANK 42 NODE 29 --> 5.8587332 sigma in 41 act. ( 3.1661801 sig out 1 act.) RANK 43 NODE 42 --> 5.3124900 sigma in 41 act. ( 2.5558794 sig out 1 act.) RANK 44 NODE 25 --> 4.9328337 sigma in 41 act. ( 1.4734744 sig out 1 act.) sorted by output significance RANK 1 NODE 43 --> 170.31096 sigma out 1 act.( 195.83276 sig in 41 act.) RANK 2 NODE 26 --> 167.45221 sigma out 1 act.( 138.98904 sig in 41 act.) RANK 3 NODE 18 --> 105.96252 sigma out 1 act.( 137.89464 sig in 41 act.) RANK 4 NODE 41 --> 68.938110 sigma out 1 act.( 65.280670 sig in 41 act.) RANK 5 NODE 27 --> 61.912861 sigma out 1 act.( 45.447304 sig in 41 act.) RANK 6 NODE 13 --> 57.534973 sigma out 1 act.( 49.921585 sig in 41 act.) RANK 7 NODE 7 --> 56.759762 sigma out 1 act.( 54.704720 sig in 41 act.) RANK 8 NODE 12 --> 55.697811 sigma out 1 act.( 68.387894 sig in 41 act.) RANK 9 NODE 16 --> 50.784561 sigma out 1 act.( 45.745911 sig in 41 act.) RANK 10 NODE 33 --> 39.017166 sigma out 1 act.( 40.511379 sig in 41 act.) RANK 11 NODE 3 --> 33.893139 sigma out 1 act.( 52.672543 sig in 41 act.) RANK 12 NODE 34 --> 33.563461 sigma out 1 act.( 33.434319 sig in 41 act.) RANK 13 NODE 2 --> 32.823261 sigma out 1 act.( 33.865681 sig in 41 act.) RANK 14 NODE 17 --> 27.859440 sigma out 1 act.( 39.158367 sig in 41 act.) RANK 15 NODE 22 --> 26.887802 sigma out 1 act.( 23.834446 sig in 41 act.) RANK 16 NODE 9 --> 23.863613 sigma out 1 act.( 26.024216 sig in 41 act.) RANK 17 NODE 37 --> 23.165188 sigma out 1 act.( 21.235680 sig in 41 act.) RANK 18 NODE 32 --> 20.144476 sigma out 1 act.( 18.632561 sig in 41 act.) RANK 19 NODE 30 --> 18.915989 sigma out 1 act.( 18.866005 sig in 41 act.) RANK 20 NODE 21 --> 18.488169 sigma out 1 act.( 19.602648 sig in 41 act.) RANK 21 NODE 8 --> 18.235575 sigma out 1 act.( 18.380007 sig in 41 act.) RANK 22 NODE 31 --> 17.276173 sigma out 1 act.( 17.985128 sig in 41 act.) RANK 23 NODE 6 --> 16.215487 sigma out 1 act.( 22.496971 sig in 41 act.) RANK 24 NODE 24 --> 13.596071 sigma out 1 act.( 21.692612 sig in 41 act.) RANK 25 NODE 28 --> 13.269200 sigma out 1 act.( 16.635279 sig in 41 act.) RANK 26 NODE 15 --> 12.215652 sigma out 1 act.( 12.306941 sig in 41 act.) RANK 27 NODE 39 --> 11.551235 sigma out 1 act.( 11.508434 sig in 41 act.) RANK 28 NODE 23 --> 11.219032 sigma out 1 act.( 17.646391 sig in 41 act.) RANK 29 NODE 44 --> 9.5538082 sigma out 1 act.( 13.785616 sig in 41 act.) RANK 30 NODE 19 --> 8.5656385 sigma out 1 act.( 9.6610842 sig in 41 act.) RANK 31 NODE 10 --> 7.4767780 sigma out 1 act.( 10.123925 sig in 41 act.) RANK 32 NODE 1 --> 7.3195090 sigma out 1 act.( 9.6519384 sig in 41 act.) RANK 33 NODE 38 --> 7.0453248 sigma out 1 act.( 11.163769 sig in 41 act.) RANK 34 NODE 11 --> 6.7339859 sigma out 1 act.( 8.9628887 sig in 41 act.) RANK 35 NODE 35 --> 6.1403489 sigma out 1 act.( 8.3951101 sig in 41 act.) RANK 36 NODE 20 --> 5.1026959 sigma out 1 act.( 9.0226107 sig in 41 act.) RANK 37 NODE 14 --> 3.9325135 sigma out 1 act.( 7.5010972 sig in 41 act.) RANK 38 NODE 5 --> 3.6359243 sigma out 1 act.( 7.5211225 sig in 41 act.) RANK 39 NODE 4 --> 3.4543047 sigma out 1 act.( 7.2174907 sig in 41 act.) RANK 40 NODE 36 --> 3.2713964 sigma out 1 act.( 6.2518315 sig in 41 act.) RANK 41 NODE 29 --> 3.1661801 sigma out 1 act.( 5.8587332 sig in 41 act.) RANK 42 NODE 42 --> 2.5558794 sigma out 1 act.( 5.3124900 sig in 41 act.) RANK 43 NODE 25 --> 1.4734744 sigma out 1 act.( 4.9328337 sig in 41 act.) RANK 44 NODE 40 --> 6.59485385E-02 sigma out 1 act.( 6.1319246 sig in 41 act.) RANK 1 NODE 1 --> 315.95081 sigma in 44 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.48095152 *** contribution from regularisation: 1.17666386E-02 *** contribution from error: -0.49271816 *** contribution from DIAG: 1.11615600E-03 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.48166665 *** contribution from regularisation: 1.15774954E-02 *** contribution from error: -0.49324414 *** contribution from DIAG: 1.09252392E-03 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.48167863 *** contribution from regularisation: 1.17902420E-02 *** contribution from error: -0.49346888 *** contribution from DIAG: 1.10960531E-03 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.48149025 *** contribution from regularisation: 1.18368324E-02 *** contribution from error: -0.49332708 *** contribution from DIAG: 1.09953317E-03 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.48146152 *** contribution from regularisation: 1.17924577E-02 *** contribution from error: -0.49325398 *** contribution from DIAG: 1.09011482E-03 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.48144391 *** contribution from regularisation: 1.18004140E-02 *** contribution from error: -0.49324432 *** contribution from DIAG: 1.09222496E-03 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.48149607 *** contribution from regularisation: 1.17480932E-02 *** contribution from error: -0.49324417 *** contribution from DIAG: 1.09261728E-03 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.48145315 *** contribution from regularisation: 1.17910160E-02 *** contribution from error: -0.49324417 *** contribution from DIAG: 1.09264010E-03 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.48153311 *** contribution from regularisation: 1.17110470E-02 *** contribution from error: -0.49324417 *** contribution from DIAG: 1.09266385E-03 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.48150307 *** contribution from regularisation: 1.17410896E-02 *** contribution from error: -0.49324417 *** contribution from DIAG: 1.09268655E-03 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 166.39424 sigma out 44 active outputs RANK 2 NODE 3 --> 125.06918 sigma out 44 active outputs RANK 3 NODE 4 --> 104.67213 sigma out 44 active outputs RANK 4 NODE 2 --> 102.57351 sigma out 44 active outputs RANK 5 NODE 5 --> 95.760651 sigma out 44 active outputs RANK 6 NODE 6 --> 89.441879 sigma out 44 active outputs RANK 7 NODE 12 --> 87.201523 sigma out 44 active outputs RANK 8 NODE 7 --> 78.841202 sigma out 44 active outputs RANK 9 NODE 9 --> 48.705242 sigma out 44 active outputs RANK 10 NODE 8 --> 39.936436 sigma out 44 active outputs RANK 11 NODE 11 --> 37.373978 sigma out 44 active outputs RANK 12 NODE 17 --> 36.017292 sigma out 44 active outputs RANK 13 NODE 10 --> 32.833244 sigma out 44 active outputs RANK 14 NODE 21 --> 32.671024 sigma out 44 active outputs RANK 15 NODE 28 --> 30.260143 sigma out 44 active outputs RANK 16 NODE 25 --> 28.766558 sigma out 44 active outputs RANK 17 NODE 24 --> 27.631466 sigma out 44 active outputs RANK 18 NODE 19 --> 25.058693 sigma out 44 active outputs RANK 19 NODE 31 --> 24.738659 sigma out 44 active outputs RANK 20 NODE 22 --> 20.541792 sigma out 44 active outputs RANK 21 NODE 14 --> 20.307346 sigma out 44 active outputs RANK 22 NODE 13 --> 19.954382 sigma out 44 active outputs RANK 23 NODE 20 --> 19.371511 sigma out 44 active outputs RANK 24 NODE 27 --> 19.199636 sigma out 44 active outputs RANK 25 NODE 29 --> 15.681541 sigma out 44 active outputs RANK 26 NODE 16 --> 14.254036 sigma out 44 active outputs RANK 27 NODE 26 --> 14.167098 sigma out 44 active outputs RANK 28 NODE 35 --> 13.890122 sigma out 44 active outputs RANK 29 NODE 18 --> 12.820423 sigma out 44 active outputs RANK 30 NODE 34 --> 10.918713 sigma out 44 active outputs RANK 31 NODE 23 --> 10.730150 sigma out 44 active outputs RANK 32 NODE 15 --> 10.283697 sigma out 44 active outputs RANK 33 NODE 32 --> 9.7111893 sigma out 44 active outputs RANK 34 NODE 33 --> 9.5444078 sigma out 44 active outputs RANK 35 NODE 30 --> 9.5021172 sigma out 44 active outputs RANK 36 NODE 38 --> 9.1181793 sigma out 44 active outputs RANK 37 NODE 36 --> 9.1044645 sigma out 44 active outputs RANK 38 NODE 37 --> 8.8353319 sigma out 44 active outputs RANK 39 NODE 39 --> 8.2494707 sigma out 44 active outputs RANK 40 NODE 41 --> 6.0834861 sigma out 44 active outputs RANK 41 NODE 40 --> 6.0357113 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 43 --> 193.10835 sigma in 41 act. ( 172.57256 sig out 1 act.) RANK 2 NODE 26 --> 141.47618 sigma in 41 act. ( 169.50858 sig out 1 act.) RANK 3 NODE 18 --> 141.19478 sigma in 41 act. ( 108.16454 sig out 1 act.) RANK 4 NODE 12 --> 71.749619 sigma in 41 act. ( 58.341469 sig out 1 act.) RANK 5 NODE 41 --> 65.548347 sigma in 41 act. ( 69.876831 sig out 1 act.) RANK 6 NODE 7 --> 55.151188 sigma in 41 act. ( 57.454594 sig out 1 act.) RANK 7 NODE 3 --> 54.553539 sigma in 41 act. ( 35.904922 sig out 1 act.) RANK 8 NODE 13 --> 51.769386 sigma in 41 act. ( 59.413197 sig out 1 act.) RANK 9 NODE 16 --> 48.021236 sigma in 41 act. ( 52.722263 sig out 1 act.) RANK 10 NODE 27 --> 47.628544 sigma in 41 act. ( 64.180855 sig out 1 act.) RANK 11 NODE 33 --> 40.946796 sigma in 41 act. ( 39.683830 sig out 1 act.) RANK 12 NODE 17 --> 40.537800 sigma in 41 act. ( 29.173580 sig out 1 act.) RANK 13 NODE 34 --> 35.277634 sigma in 41 act. ( 34.813393 sig out 1 act.) RANK 14 NODE 2 --> 34.622852 sigma in 41 act. ( 33.358494 sig out 1 act.) RANK 15 NODE 9 --> 26.421247 sigma in 41 act. ( 24.710043 sig out 1 act.) RANK 16 NODE 22 --> 24.851700 sigma in 41 act. ( 28.216879 sig out 1 act.) RANK 17 NODE 6 --> 22.647156 sigma in 41 act. ( 16.478863 sig out 1 act.) RANK 18 NODE 24 --> 22.628704 sigma in 41 act. ( 14.535067 sig out 1 act.) RANK 19 NODE 37 --> 21.095535 sigma in 41 act. ( 23.182724 sig out 1 act.) RANK 20 NODE 21 --> 19.517885 sigma in 41 act. ( 18.466450 sig out 1 act.) RANK 21 NODE 30 --> 19.490978 sigma in 41 act. ( 19.519859 sig out 1 act.) RANK 22 NODE 8 --> 18.577055 sigma in 41 act. ( 18.452305 sig out 1 act.) RANK 23 NODE 32 --> 18.353643 sigma in 41 act. ( 19.861790 sig out 1 act.) RANK 24 NODE 31 --> 18.135786 sigma in 41 act. ( 17.883926 sig out 1 act.) RANK 25 NODE 23 --> 18.043518 sigma in 41 act. ( 11.677248 sig out 1 act.) RANK 26 NODE 28 --> 16.967968 sigma in 41 act. ( 13.802906 sig out 1 act.) RANK 27 NODE 44 --> 13.828609 sigma in 41 act. ( 9.7165642 sig out 1 act.) RANK 28 NODE 15 --> 12.526971 sigma in 41 act. ( 12.337290 sig out 1 act.) RANK 29 NODE 39 --> 11.494476 sigma in 41 act. ( 11.583056 sig out 1 act.) RANK 30 NODE 38 --> 10.898605 sigma in 41 act. ( 6.8783746 sig out 1 act.) RANK 31 NODE 10 --> 9.9689550 sigma in 41 act. ( 7.4777980 sig out 1 act.) RANK 32 NODE 19 --> 9.9249487 sigma in 41 act. ( 8.9176722 sig out 1 act.) RANK 33 NODE 1 --> 9.4637737 sigma in 41 act. ( 7.1834550 sig out 1 act.) RANK 34 NODE 20 --> 9.0226393 sigma in 41 act. ( 5.2673421 sig out 1 act.) RANK 35 NODE 11 --> 8.7169609 sigma in 41 act. ( 6.5899305 sig out 1 act.) RANK 36 NODE 35 --> 8.3935709 sigma in 41 act. ( 6.2983408 sig out 1 act.) RANK 37 NODE 14 --> 7.5601950 sigma in 41 act. ( 4.1983786 sig out 1 act.) RANK 38 NODE 5 --> 7.5107665 sigma in 41 act. ( 3.6585922 sig out 1 act.) RANK 39 NODE 4 --> 7.2184854 sigma in 41 act. ( 3.5440173 sig out 1 act.) RANK 40 NODE 36 --> 6.2259779 sigma in 41 act. ( 3.1869206 sig out 1 act.) RANK 41 NODE 40 --> 6.0731912 sigma in 41 act. ( 2.11018194E-02 sig out 1 act.) RANK 42 NODE 29 --> 5.9973722 sigma in 41 act. ( 3.5259042 sig out 1 act.) RANK 43 NODE 42 --> 5.2093325 sigma in 41 act. ( 2.4666255 sig out 1 act.) RANK 44 NODE 25 --> 4.7921820 sigma in 41 act. ( 1.2680448 sig out 1 act.) sorted by output significance RANK 1 NODE 43 --> 172.57256 sigma out 1 act.( 193.10835 sig in 41 act.) RANK 2 NODE 26 --> 169.50858 sigma out 1 act.( 141.47618 sig in 41 act.) RANK 3 NODE 18 --> 108.16454 sigma out 1 act.( 141.19478 sig in 41 act.) RANK 4 NODE 41 --> 69.876831 sigma out 1 act.( 65.548347 sig in 41 act.) RANK 5 NODE 27 --> 64.180855 sigma out 1 act.( 47.628544 sig in 41 act.) RANK 6 NODE 13 --> 59.413197 sigma out 1 act.( 51.769386 sig in 41 act.) RANK 7 NODE 12 --> 58.341469 sigma out 1 act.( 71.749619 sig in 41 act.) RANK 8 NODE 7 --> 57.454594 sigma out 1 act.( 55.151188 sig in 41 act.) RANK 9 NODE 16 --> 52.722263 sigma out 1 act.( 48.021236 sig in 41 act.) RANK 10 NODE 33 --> 39.683830 sigma out 1 act.( 40.946796 sig in 41 act.) RANK 11 NODE 3 --> 35.904922 sigma out 1 act.( 54.553539 sig in 41 act.) RANK 12 NODE 34 --> 34.813393 sigma out 1 act.( 35.277634 sig in 41 act.) RANK 13 NODE 2 --> 33.358494 sigma out 1 act.( 34.622852 sig in 41 act.) RANK 14 NODE 17 --> 29.173580 sigma out 1 act.( 40.537800 sig in 41 act.) RANK 15 NODE 22 --> 28.216879 sigma out 1 act.( 24.851700 sig in 41 act.) RANK 16 NODE 9 --> 24.710043 sigma out 1 act.( 26.421247 sig in 41 act.) RANK 17 NODE 37 --> 23.182724 sigma out 1 act.( 21.095535 sig in 41 act.) RANK 18 NODE 32 --> 19.861790 sigma out 1 act.( 18.353643 sig in 41 act.) RANK 19 NODE 30 --> 19.519859 sigma out 1 act.( 19.490978 sig in 41 act.) RANK 20 NODE 21 --> 18.466450 sigma out 1 act.( 19.517885 sig in 41 act.) RANK 21 NODE 8 --> 18.452305 sigma out 1 act.( 18.577055 sig in 41 act.) RANK 22 NODE 31 --> 17.883926 sigma out 1 act.( 18.135786 sig in 41 act.) RANK 23 NODE 6 --> 16.478863 sigma out 1 act.( 22.647156 sig in 41 act.) RANK 24 NODE 24 --> 14.535067 sigma out 1 act.( 22.628704 sig in 41 act.) RANK 25 NODE 28 --> 13.802906 sigma out 1 act.( 16.967968 sig in 41 act.) RANK 26 NODE 15 --> 12.337290 sigma out 1 act.( 12.526971 sig in 41 act.) RANK 27 NODE 23 --> 11.677248 sigma out 1 act.( 18.043518 sig in 41 act.) RANK 28 NODE 39 --> 11.583056 sigma out 1 act.( 11.494476 sig in 41 act.) RANK 29 NODE 44 --> 9.7165642 sigma out 1 act.( 13.828609 sig in 41 act.) RANK 30 NODE 19 --> 8.9176722 sigma out 1 act.( 9.9249487 sig in 41 act.) RANK 31 NODE 10 --> 7.4777980 sigma out 1 act.( 9.9689550 sig in 41 act.) RANK 32 NODE 1 --> 7.1834550 sigma out 1 act.( 9.4637737 sig in 41 act.) RANK 33 NODE 38 --> 6.8783746 sigma out 1 act.( 10.898605 sig in 41 act.) RANK 34 NODE 11 --> 6.5899305 sigma out 1 act.( 8.7169609 sig in 41 act.) RANK 35 NODE 35 --> 6.2983408 sigma out 1 act.( 8.3935709 sig in 41 act.) RANK 36 NODE 20 --> 5.2673421 sigma out 1 act.( 9.0226393 sig in 41 act.) RANK 37 NODE 14 --> 4.1983786 sigma out 1 act.( 7.5601950 sig in 41 act.) RANK 38 NODE 5 --> 3.6585922 sigma out 1 act.( 7.5107665 sig in 41 act.) RANK 39 NODE 4 --> 3.5440173 sigma out 1 act.( 7.2184854 sig in 41 act.) RANK 40 NODE 29 --> 3.5259042 sigma out 1 act.( 5.9973722 sig in 41 act.) RANK 41 NODE 36 --> 3.1869206 sigma out 1 act.( 6.2259779 sig in 41 act.) RANK 42 NODE 42 --> 2.4666255 sigma out 1 act.( 5.2093325 sig in 41 act.) RANK 43 NODE 25 --> 1.2680448 sigma out 1 act.( 4.7921820 sig in 41 act.) RANK 44 NODE 40 --> 2.11018194E-02 sigma out 1 act.( 6.0731912 sig in 41 act.) RANK 1 NODE 1 --> 321.87064 sigma in 44 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.48149413 *** contribution from regularisation: 1.17500117E-02 *** contribution from error: -0.49324414 *** contribution from DIAG: 1.09363324E-03 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 178868 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Muon/Long/GlobalPID_Muon_Long_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Muon/Long/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Muon/Long/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Muon/Long/NB.txt Training Host = lxplus432.cern.ch Particle type = muon Background types = all Training Mix = NaturalMix Track type = Long 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_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13a.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Found 5016459 training data points Read entry 501645 (9.99998%) Read entry 1003290 (20%) Read entry 1504935 (29.9999%) Read entry 2006580 (39.9999%) Read entry 2508225 (49.9999%) Read entry 3009870 (59.9999%) Read entry 3511515 (69.9999%) Read entry 4013160 (79.9999%) Read entry 4514805 (89.9998%) Read entry 5016450 (99.9998%) Considered 5016459 tracks for input to NN training Sel. Eff. = 3.30339% Selected 165713 tracks for input to NN training ghost percentage = 20.1125% electron percentage = 1.44527% muon percentage = 24.3173% pion percentage = 45.0152% kaon percentage = 6.87574% Unknown Particle type 411 percentage = 0.00603453% Unknown Particle type 521 percentage = 0.00301726% proton percentage = 2.21105% Unknown Particle type 3112 percentage = 0.00181036% Unknown Particle type 3222 percentage = 0.0114656% Unknown Particle type 3312 percentage = 0.000603453% 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 TrackFitMatchChi2 Making plots for input TrackCloneDist Making plots for input TrackFitVeloChi2 Making plots for input TrackFitVeloNDoF 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 Making plots for input InAccBrem Making plots for input BremPIDe Making plots for input VeloCharge Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13a.root Found 2528565 evaluation data points Read entry 252856 (9.99998%) Read entry 505712 (20%) Read entry 758568 (29.9999%) Read entry 1011424 (39.9999%) Read entry 1264280 (49.9999%) Read entry 1517136 (59.9999%) Read entry 1769992 (69.9999%) Read entry 2022848 (79.9998%) Read entry 2275704 (89.9998%) Read entry 2528560 (99.9998%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 37 input variables. ***************Training results***************** number of nodes in the 1st layer: 41 number of nodes in the 2nd layer: 44 number of nodes in the 3rd layer: 1 number of iterations: 100