Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Upstream Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Upstream/GlobalPID_Proton_Upstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Upstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Upstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Upstream/NB.txt Training Host = lxplus436.cern.ch Particle type = proton Background types = all Training Mix = NaturalMix Track type = Upstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Proton_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAboveMuThres 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 24 nodes, hidden layer has 27 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 24 Your number of nodes in the hidden layer is: 27 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You do not want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function global preprocessing flag: 621 You want to use the global preprocessing flag 21 You use momentum: 0.0000000 Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackCloneDist PreproFlag 34 Input 10 TrackFitVeloChi2 PreproFlag 14 Input 11 TrackFitVeloNDoF PreproFlag 19 Input 12 RichUsedAero PreproFlag 18 Input 13 RichUsedR1Gas PreproFlag 18 Input 14 RichAbovePiThres PreproFlag 18 Input 15 RichAboveKaThres PreproFlag 18 Input 16 RichAbovePrThres PreproFlag 18 Input 17 RichDLLe PreproFlag 34 Input 18 RichDLLmu PreproFlag 34 Input 19 RichDLLk PreproFlag 34 Input 20 RichDLLp PreproFlag 34 Input 21 RichDLLbt PreproFlag 34 Input 22 InAccBrem PreproFlag 19 Input 23 BremPIDe PreproFlag 34 Input 24 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. = 15.3957% Selected 772320 tracks for input to NN training ghost percentage = 31.254% electron percentage = 4.90095% muon percentage = 0.306868% pion percentage = 53.4443% kaon percentage = 7.06508% Unknown Particle type 411 percentage = 0.00038844% Unknown Particle type 431 percentage = 0.00012948% Unknown Particle type 521 percentage = 0.00012948% proton percentage = 2.93674% Unknown Particle type 3112 percentage = 0.0337943% Unknown Particle type 3222 percentage = 0.0280972% Unknown Particle type 3312 percentage = 0.0130775% Unknown Particle type 3334 percentage = 0.00077688% Unknown Particle type 1000010020 percentage = 0.00246012% Unknown Particle type 1000010030 percentage = 0.00297804% Unknown Particle type 1000020040 percentage = 0.0102289% 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= 772320 NB_MAXNODE = 150 ----------------------------------- preprocessing flags/parameters: individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 3 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 4 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 5 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 6 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 7 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 8 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 9 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 10 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 11 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 12 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 13 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 14 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 15 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 16 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 17 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 18 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 19 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 20 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 21 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 22 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 23 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 24 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 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: 2.9367361 % ------------------------------ 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 25.000000 29.000000 33.000000 35.000000 37.000000 39.000000 41.000000 43.000000 44.000000 46.000000 47.000000 49.000000 50.000000 51.000000 52.000000 53.000000 55.000000 56.000000 57.000000 58.000000 59.000000 60.000000 61.000000 62.000000 63.000000 64.000000 65.000000 66.000000 67.000000 68.000000 69.000000 70.000000 71.000000 72.000000 73.000000 74.000000 75.000000 76.000000 77.000000 78.000000 79.000000 80.000000 81.000000 81.000000 82.000000 83.000000 84.000000 85.000000 86.000000 87.000000 88.000000 89.000000 90.000000 91.000000 92.000000 93.000000 94.000000 95.000000 96.000000 97.000000 98.000000 99.000000 101.00000 102.00000 103.00000 104.00000 105.00000 106.00000 108.00000 109.00000 110.00000 111.00000 113.00000 114.00000 115.00000 117.00000 118.00000 120.00000 121.00000 123.00000 125.00000 126.00000 128.00000 130.00000 132.00000 135.00000 137.00000 139.00000 142.00000 145.00000 149.00000 152.00000 156.00000 161.00000 166.00000 173.00000 181.00000 191.00000 209.00000 407.00000 build map for variable # 2 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 300.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 302.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 303.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 304.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 305.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 306.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 307.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 345.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 347.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 356.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 358.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 360.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 387.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 390.00000 Unregularised mean is returned ------------------------------ Transdef: Tab for variable 3 226.37000 514.89502 567.52002 607.59998 640.98499 670.82001 698.53003 724.23999 748.34998 771.37000 793.32001 814.52002 835.53003 856.29999 876.76501 896.95001 916.78998 936.46997 956.15997 975.45001 995.06000 1014.5350 1034.2500 1053.8800 1073.6851 1093.2300 1112.8300 1132.8101 1152.7800 1173.1899 1193.1550 1213.2300 1233.1899 1254.0000 1274.9900 1295.9650 1317.4700 1339.4200 1361.8700 1383.6899 1406.3149 1429.4550 1452.9750 1476.8450 1501.2400 1525.8900 1551.4700 1577.5601 1604.3199 1631.2300 1659.3600 1687.8600 1717.4800 1747.9301 1778.6300 1810.3300 1842.8700 1876.9050 1910.9850 1947.4399 1984.9150 2023.9700 2064.2300 2106.4500 2150.2000 2196.1348 2243.0701 2294.2300 2347.0400 2403.9751 2464.4551 2527.4199 2595.6548 2669.1499 2749.4099 2833.5049 2924.7000 3025.0801 3135.4448 3253.9299 3388.4751 3536.7949 3711.7200 3906.8799 4129.6201 4388.4648 4688.2998 5046.8550 5474.4102 5988.2646 6607.2148 7349.1299 8275.8398 9423.2793 10873.075 12690.450 15085.064 18350.871 23629.789 35141.703 4840366.5 do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 0.71040547 18.998266 25.029394 29.817083 34.086815 38.072899 41.942284 45.705200 49.357372 52.998123 56.581856 60.127853 63.595406 67.075806 70.571953 74.110985 77.641495 81.217491 84.853622 88.536903 92.305420 96.042892 99.765694 103.59299 107.45895 111.32054 115.20042 119.09923 123.19179 127.20603 131.27023 135.38664 139.47900 143.71446 147.91742 152.23279 156.59637 160.95825 165.40314 169.93593 174.51526 179.09683 183.72760 188.37357 193.06277 197.90239 202.71222 207.66299 212.73906 217.93939 223.17793 228.46497 233.81461 239.26770 244.82269 250.54233 256.52286 262.50067 268.62689 274.97107 281.52341 288.17010 294.92975 301.88824 309.08896 316.53198 324.11035 332.10022 340.21954 348.55649 357.18561 366.26111 375.77228 385.39844 395.55188 405.84048 416.58121 427.91010 439.94193 452.57166 465.98080 479.58655 494.59448 510.24969 527.57861 546.09033 566.93030 589.25049 614.06323 641.27209 672.12543 708.62927 750.16937 799.88269 860.72363 939.30994 1044.4626 1200.3441 1469.8967 2150.4204 994541.06 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 3.05519532E-03 0.15486994 0.20630372 0.24315959 0.27337432 0.30026203 0.32476443 0.34690422 0.36744100 0.38692361 0.40532398 0.42251408 0.43935937 0.45539698 0.47130072 0.48649335 0.50127321 0.51580238 0.52980244 0.54394293 0.55775058 0.57140785 0.58497971 0.59820473 0.61115426 0.62423861 0.63698518 0.64974916 0.66250730 0.67516017 0.68795729 0.70060635 0.71337962 0.72582728 0.73843944 0.75074714 0.76312411 0.77558237 0.78797734 0.80024803 0.81322563 0.82592976 0.83863592 0.85121268 0.86405885 0.87689495 0.89006507 0.90322769 0.91643733 0.92956924 0.94292152 0.95671916 0.97080553 0.98476946 0.99893004 1.0130451 1.0276854 1.0421243 1.0569758 1.0720754 1.0874982 1.1033230 1.1195015 1.1359428 1.1526418 1.1695535 1.1868864 1.2045417 1.2229257 1.2419071 1.2612002 1.2809125 1.3014629 1.3222556 1.3435241 1.3660579 1.3888900 1.4124186 1.4369431 1.4627891 1.4903271 1.5190074 1.5488577 1.5800207 1.6137779 1.6482010 1.6853607 1.7257160 1.7679839 1.8142285 1.8633366 1.9160552 1.9744887 2.0399737 2.1100893 2.1905642 2.2802866 2.3865786 2.5134978 2.6797657 2.9985514 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 4.0000000 4.0000000 4.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 6.0000000 6.0000000 6.0000000 6.0000000 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 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 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 11.000000 12.000000 12.000000 12.000000 12.000000 12.000000 12.000000 12.000000 13.000000 13.000000 13.000000 13.000000 13.000000 13.000000 13.000000 14.000000 14.000000 14.000000 14.000000 15.000000 15.000000 15.000000 15.000000 16.000000 17.000000 18.000000 29.000000 build map for variable # 6 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 6 for key 26.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 6 for key 28.000000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 6 for key 29.000000 Unregularised mean is returned ------------------------------ Transdef: Tab for variable 7 -99.187744 -27.266464 -20.046114 -15.731812 -13.380541 -11.984915 -11.009474 -10.259741 -9.6652985 -9.1762085 -8.7625189 -8.3921413 -8.0755653 -7.7974043 -7.5282917 -7.2755928 -7.0408688 -6.8192844 -6.6155849 -6.4304142 -6.2515001 -6.0819473 -5.9281950 -5.7788062 -5.6394486 -5.5060825 -5.3835254 -5.2641950 -5.1482034 -5.0292120 -4.9103227 -4.8016701 -4.6987820 -4.6043777 -4.5160208 -4.4351606 -4.3553858 -4.2796073 -4.2049952 -4.1300001 -4.0513115 -3.9675169 -3.8804135 -3.7928441 -3.7067008 -3.6243744 -3.5439773 -3.4647288 -3.3862047 -3.3064830 -3.2245917 -3.1432848 -3.0647554 -2.9937158 -2.9256425 -2.8614259 -2.8001866 -2.7393394 -2.6804075 -2.6209617 -2.5617986 -2.5028248 -2.4462311 -2.3928640 -2.3419566 -2.2939243 -2.2476139 -2.2043509 -2.1611900 -2.1189251 -2.0770741 -2.0357213 -1.9946733 -1.9518496 -1.9105344 -1.8695724 -1.8275788 -1.7872380 -1.7441918 -1.7018530 -1.6601105 -1.6176342 -1.5765326 -1.5359625 -1.4971771 -1.4596143 -1.4227855 -1.3874848 -1.3535397 -1.3197353 -1.2855923 -1.2532527 -1.2210244 -1.1848173 -1.1502988 -1.1164100 -1.0746772 -1.0355000 -0.98853946 -0.92018878 -0.32560724 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 3.63154449E-02 8.18078369E-02 9.07289013E-02 9.67641175E-02 0.10149342 0.10547756 0.10895796 0.11207633 0.11496192 0.11765009 0.12020374 0.12261231 0.12487165 0.12704608 0.12912017 0.13113794 0.13309544 0.13499880 0.13689144 0.13872489 0.14056955 0.14235207 0.14415494 0.14595461 0.14772221 0.14953151 0.15129697 0.15309390 0.15489116 0.15670386 0.15849975 0.16035163 0.16219620 0.16405040 0.16596648 0.16789414 0.16988753 0.17187987 0.17394674 0.17603061 0.17822528 0.18043828 0.18274054 0.18512790 0.18762021 0.19018272 0.19285876 0.19562569 0.19858569 0.20167726 0.20486522 0.20815679 0.21171716 0.21543467 0.21942458 0.22366284 0.22820657 0.23306689 0.23825935 0.24378374 0.24969476 0.25607640 0.26299632 0.27044523 0.27857143 0.28683674 0.29592073 0.30513144 0.31473631 0.32433611 0.33401260 0.34353340 0.35300383 0.36235642 0.37145567 0.38071653 0.38967049 0.39851546 0.40753442 0.41639581 0.42548072 0.43507990 0.44481048 0.45499930 0.46538335 0.47652495 0.48840731 0.50092816 0.51400805 0.52817369 0.54333872 0.55914283 0.57663459 0.59573150 0.61678767 0.64013350 0.66789353 0.69970506 0.73912346 0.79538292 0.99986547 do regularised spline fit for input variable # 8 build map for variable # 8 warning: map is empty for variable 8 ------------------------------ Transdef: Tab for variable 9 2.2737811 33.404442 58.123322 80.774399 100.05792 121.34120 138.80321 159.85948 180.46027 199.52338 220.36038 240.98761 261.43091 283.30823 310.45160 334.90228 361.51050 392.50977 422.16190 450.42505 485.75958 521.31128 555.50189 593.92847 634.05115 677.15112 720.93311 765.18872 812.04401 858.35706 901.84619 949.66785 996.15588 1039.1780 1079.4380 1124.0852 1168.3096 1216.8497 1262.0879 1308.3550 1353.1465 1395.1035 1439.3914 1486.4800 1530.3530 1576.0990 1622.4873 1667.9174 1713.6528 1758.1792 1805.7356 1857.1125 1905.7891 1948. Only one class left for trimmed mean or sigma very small -> take "normal" mean 6799 1997.3103 2049.1909 2104.8845 2151.8218 2205.8579 2254.9727 2308.3706 2367.6553 2425.7158 2487.6084 2543.0371 2601.8223 2656.8818 2719.6021 2772.9517 2827.1387 2893.1919 2961.3787 3025.2935 3083.8970 3142.5059 3211.7539 3266.4583 3343.2192 3408.5522 3471.1370 3544.3318 3619.3164 3686.0386 3761.5156 3833.4548 3908.6104 3983.9521 4053.8555 4123.9395 4199.4785 4271.3896 4335.5127 4409.0977 4482.5444 4555.0405 4622.3662 4711.6445 4779.1362 4847.2383 4921.6904 4999.4873 do regularised spline fit for input variable # 9 build map for variable # 9 ------------------------------ Transdef: Tab for variable 10 5.74890291E-05 0.12881958 0.24534276 0.35734957 0.46685642 0.57293761 0.67726338 0.77559114 0.87346166 0.97296906 1.0692642 1.1651018 1.2602211 1.3551965 1.4524658 1.5457470 1.6401057 1.7322466 1.8245221 1.9182050 2.0115001 2.1033077 2.1958101 2.2903755 2.3837748 2.4763179 2.5709383 2.6679668 2.7623343 2.8573651 2.9524863 3.0498266 3.1464190 3.2426679 3.3404722 3.4389796 3.5366771 3.6358407 3.7355866 3.8373220 3.9394701 4.0418634 4.1461611 4.2489924 4.3528337 4.4589095 4.5656271 4.6756597 4.7866726 4.8967099 5.0103006 5.1258640 5.2421160 5.3612309 5.4796147 5.5997915 5.7217531 5.8467445 5.9722385 6.0984678 6.2274876 6.3575368 6.4925642 6.6297779 6.7697182 6.9116678 7.0563555 7.2065811 7.3573732 7.5071726 7.6662107 7.8269424 7.9911675 8.1615734 8.3335533 8.5152206 8.7001419 8.8956127 9.0946732 9.3038635 9.5201674 9.7447453 9.9737606 10.213985 10.467916 10.731649 11.018169 11.317972 11.647563 11.989166 12.359715 12.773058 13.222935 13.735571 14.320901 14.990686 15.798859 16.817493 18.195459 20.523954 48.505966 do regularised spline fit for input variable # 10 ------------------------------ Transdef: Tab for variable 11 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 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 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 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 11.000000 11.000000 11.000000 11.000000 12.000000 12.000000 13.000000 14.000000 26.000000 build map for variable # 11 ------------------------------ Transdef: Tab for variable 12 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 build map for variable # 13 ------------------------------ Transdef: Tab for variable 14 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 build map for variable # 15 ------------------------------ Transdef: Tab for variable 16 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 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 build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 -112.46980 -39.830147 -35.898350 -33.940399 -32.550751 -31.435501 -30.527750 -29.720100 -28.994949 -28.333549 -27.723301 -27.156849 -26.630501 -26.130400 -25.657700 -25.195101 -24.750750 -24.323950 -23.912151 -23.514200 -23.134449 -22.759251 -22.398750 -22.040150 -21.693501 -21.345501 -21.003599 -20.667700 -20.336050 -20.005100 -19.686850 -19.369650 -19.059200 -18.750750 -18.454201 -18.149099 -17.849701 -17.547249 -17.248749 -16.944750 -16.644699 -16.340851 -16.049751 -15.757500 -15.452300 -15.158649 -14.871450 -14.571700 -14.272850 -13.976450 -13.673300 -13.377350 -13.071600 -12.765200 -12.458200 -12.149100 -11.844900 -11.535049 -11.213350 -10.905600 -10.580250 -10.256550 -9.9278507 -9.5841503 -9.2444000 -8.8998508 -8.5509005 -8.1975498 -7.8309002 -7.4580002 -7.0717502 -6.6898999 -6.3039999 -5.9007502 -5.4896002 -5.0763001 -4.6608000 -4.2245998 -3.7867999 -3.3491502 -2.9069500 -2.4723501 -2.0267999 -1.6016001 -1.1772000 -0.77749997 -0.37729999 -2.34999992E-02 0.36750001 0.92479998 1.6281500 2.5096002 3.5696499 4.8692002 6.4819002 8.5262003 11.074950 14.532650 19.843349 29.335350 129.78270 do regularised spline fit for input variable # 17 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -73.042801 -18.728401 -14.874650 -12.911400 -11.575550 -10.530800 -9.6646996 -8.9336500 -8.2918491 -7.7326999 -7.2321501 -6.7756000 -6.3673000 -5.9922500 -5.6499500 -5.3423500 -5.0579000 -4.7995000 -4.5609999 -4.3379498 -4.1276999 -3.9347999 -3.7537999 -3.5826001 -3.4231000 -3.2679999 -3.1246500 -2.9871500 -2.8562000 -2.7335501 -2.6138999 -2.5005000 -2.3903999 -2.2830000 -2.1787000 -2.0804000 -1.9834000 -1.8890001 -1.7972500 -1.7091000 -1.6224000 -1.5393000 -1.4559500 -1.3731000 -1.2934000 -1.2165000 -1.1392000 -1.0635000 -0.98909998 -0.91630000 -0.84280002 -0.77120000 -0.70069999 -0.63104999 -0.56160003 -0.49325001 -0.42500001 -0.35720000 -0.28895000 -0.22250000 -0.15560000 -9.17000026E-02 -2.88999993E-02 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 4.67999987E-02 0.11580000 0.18979999 0.26609999 0.34380001 0.42449999 0.50870001 0.59549999 0.68580002 0.78109998 0.87889999 0.97899997 1.0865000 1.1989000 1.3168000 1.4413000 1.5775000 1.7244000 1.8833499 2.0599999 2.2535000 2.4777000 2.7267499 3.0342000 3.4099998 3.8999000 4.6008501 5.7753000 8.3580999 78.829399 do regularised spline fit for input variable # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -120.61550 -26.543550 -16.559500 -11.238100 -8.1070004 -6.0731001 -4.6255999 -3.5512500 -2.7072999 -2.0172999 -1.4335001 -0.94739997 -0.52329999 -0.15369999 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.19780000 0.49579999 0.78490001 1.0604000 1.3292501 1.5958500 1.8530999 2.1020498 2.3432000 2.5764000 2.7997999 3.0021999 3.2073500 3.3998499 3.5846000 3.7579498 3.9249501 4.0871000 4.2456999 4.3962002 4.5413499 4.6782498 4.8097501 4.9354000 5.0598998 5.1824002 5.3028998 5.4189000 5.5300999 5.6420002 5.7501998 5.8586998 5.9633002 6.0665998 6.1697001 6.2704000 6.3688998 6.4664001 6.5634499 6.6612000 6.7589998 6.8538499 6.9516001 7.0489001 7.1441002 7.2440000 7.3428998 7.4440999 7.5439000 7.6458001 7.7491999 7.8534498 7.9617000 8.0726004 8.1878500 8.3058500 8.4280996 8.5536003 8.6840000 8.8239002 8.9699497 9.1241493 9.2858000 9.4670000 9.6613503 9.8748493 10.114800 10.399200 10.721600 11.114201 11.624200 12.362700 13.459650 15.174600 17.548700 21.188301 105.46610 do regularised spline fit for input variable # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -108.54280 -25.882099 -16.314150 -11.172400 -7.7307501 -5.2227001 -3.2182002 -1.5490000 -0.27950001 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.60115004 1.3302000 1.9888999 2.5210500 2.9557500 3.3131001 3.6148000 3.8727000 4.0969501 4.2972999 4.4828000 4.6494002 4.8024001 4.9454498 5.0798998 5.2104502 5.3350000 5.4537001 5.5665002 5.6774001 5.7839999 5.8875999 5.9872999 6.0854998 6.1833000 6.2770000 6.3677001 6.4572001 6.5462499 6.6352000 6.7220001 6.8081999 6.8927002 6.9779000 7.0622001 7.1433501 7.2298999 7.3140497 7.3962998 7.4805002 7.5643001 7.6483998 7.7333999 7.8182998 7.9032998 7.9930000 8.0827999 8.1732998 8.2664003 8.3583002 8.4523001 8.5493002 8.6474495 8.7512999 8.8558502 8.9641495 9.0746002 9.1906996 9.3097000 9.4401999 9.5697002 9.7109003 9.8554001 10.011450 10.178800 10.356800 10.549900 10.766100 11.003800 11.268300 11.568100 11.923349 12.343900 12.861851 13.510000 14.328400 15.339550 16.603802 18.178900 20.260201 23.456051 73.494202 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -101.92670 -23.095749 -14.950700 -10.248450 -6.8500500 -4.0966001 -1.8659000 -0.26805001 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.74409997 1.5451500 2.2165000 2.7448502 3.1602001 3.4971001 3.7773499 4.0210500 4.2349000 4.4305000 4.6062999 4.7655001 4.9137497 5.0540500 5.1859503 5.3132000 5.4347000 5.5493002 5.6622000 5.7708998 5.8761001 5.9783001 6.0765500 6.1763000 6.2705002 6.3629999 6.4535999 6.5440001 6.6334000 6.7209001 6.8077998 6.8927498 6.9783001 7.0632000 7.1445999 7.2319999 7.3174000 7.4001002 7.4858999 7.5699000 7.6546998 7.7407999 7.8270998 7.9137001 8.0033998 8.0948000 8.1861000 8.2789001 8.3734999 8.4675999 8.5671501 8.6672001 8.7728004 8.8781004 8.9888000 9.1002998 9.2185001 9.3413000 9.4717999 9.6056004 9.7489996 9.8962002 10.055700 10.227600 10.410300 10.610950 10.833400 11.081249 11.361200 11.681900 12.066000 12.514299 13.071400 13.776100 14.620550 15.652600 16.855301 18.201450 19.800800 21.750301 24.229650 28.027300 49.999199 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -1.5698276 -0.63897610 -0.62506574 -0.62138510 -0.61883551 -0.60750651 -0.60750651 -0.60750651 -0.58125848 -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 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.46140027 -0.37355232 -0.26047993 -0.19755149 -0.19755149 -0.19324017 -0.19324017 -0.19324017 -0.15976000 -0.15976000 -0.10151577 -9.30809975E-02 -8.66560936E-02 -8.20565224E-02 -7.13868141E-02 -7.13868141E-02 -5.93438148E-02 -2.68115997E-02 -2.88772583E-03 1.47328377E-02 1.48792267E-02 9.56082344E-02 0.12159824 0.13534212 0.14300680 0.20615196 0.30152416 0.37100029 0.41030312 0.51227760 0.57777882 0.75469494 1.0924029 1.2763481 1.5115242 2.2675354 3.0176537 4.7914839 do regularised spline fit for input variable # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 0.47191012 0.82865167 0.84971911 0.86454433 0.87546819 0.88282502 0.88951313 0.89632279 0.90288925 0.90823972 0.91292137 0.91643256 0.92134833 0.92415732 0.92696631 0.93164796 0.93632960 0.93820226 0.94101125 0.94484168 0.94803369 0.95037454 0.95505619 0.95505619 0.95973784 0.96129841 0.96441948 0.96709472 0.96910113 0.97191012 0.97378278 0.97752810 0.97913325 0.98314607 0.98314607 0.98665732 0.98876405 0.99117178 0.99367976 0.99563044 0.99719101 1.0007023 1.0018727 1.0056180 1.0072231 1.0112360 1.0112360 1.0147471 1.0168539 1.0192616 1.0217696 1.0237204 1.0252810 1.0287921 1.0308989 1.0337079 1.0358146 1.0393258 1.0393258 1.0440075 1.0463483 1.0486891 1.0518103 1.0533708 1.0572013 1.0603932 1.0627341 1.0674157 1.0674157 1.0720974 1.0767790 1.0786517 1.0814607 1.0861423 1.0898876 1.0955056 1.0980593 1.1011236 1.1067415 1.1111112 1.1165730 1.1204745 1.1271068 1.1329588 1.1376405 1.1460674 1.1516854 1.1610487 1.1704119 1.1797752 1.1938202 1.2078651 1.2219101 1.2421973 1.2687266 1.3014982 1.3483146 1.4138577 1.5125067 1.7078651 4.9775281 do regularised spline fit for input variable # 24 build map for variable # 24 warning: map is empty for variable 24 TOTAL CORRELATION OF ALL VARIABLES 21.615092800938054 ROUND 1 : MAX CORR ( 21.614751048991330 ) AFTER KILLING INPUT VARIABLE 23 CONTR 0.12154786420280755 ROUND 2 : MAX CORR ( 21.614002925166879 ) AFTER KILLING INPUT VARIABLE 12 CONTR 0.17983453714296369 ROUND 3 : MAX CORR ( 21.611417346474202 ) AFTER KILLING INPUT VARIABLE 19 CONTR 0.33430932627787635 ROUND 4 : MAX CORR ( 21.605299043016256 ) AFTER KILLING INPUT VARIABLE 22 CONTR 0.51421103189924378 ROUND 5 : MAX CORR ( 21.599081999427760 ) AFTER KILLING INPUT VARIABLE 10 CONTR 0.51826973686955780 ROUND 6 : MAX CORR ( 21.588414308665833 ) AFTER KILLING INPUT VARIABLE 11 CONTR 0.67875684556154237 ROUND 7 : MAX CORR ( 21.570927742636883 ) AFTER KILLING INPUT VARIABLE 13 CONTR 0.86873971046921228 ROUND 8 : MAX CORR ( 21.549152353064464 ) AFTER KILLING INPUT VARIABLE 8 CONTR 0.96899769993421403 ROUND 9 : MAX CORR ( 21.524862193298276 ) AFTER KILLING INPUT VARIABLE 9 CONTR 1.0228756987543910 ROUND 10 : MAX CORR ( 21.495195792223580 ) AFTER KILLING INPUT VARIABLE 18 CONTR 1.1297124830925642 ROUND 11 : MAX CORR ( 21.470626561087975 ) AFTER KILLING INPUT VARIABLE 15 CONTR 1.0274420763866934 ROUND 12 : MAX CORR ( 21.433339091459349 ) AFTER KILLING INPUT VARIABLE 6 CONTR 1.2648242234465032 ROUND 13 : MAX CORR ( 21.382658670555934 ) AFTER KILLING INPUT VARIABLE 5 CONTR 1.4730691728424059 ROUND 14 : MAX CORR ( 21.312797865575625 ) AFTER KILLING INPUT VARIABLE 3 CONTR 1.7270607871803132 ROUND 15 : MAX CORR ( 21.239994331241853 ) AFTER KILLING INPUT VARIABLE 20 CONTR 1.7601118338613928 ROUND 16 : MAX CORR ( 21.110019775762069 ) AFTER KILLING INPUT VARIABLE 2 CONTR 2.3461509452975027 ROUND 17 : MAX CORR ( 20.885741900792958 ) AFTER KILLING INPUT VARIABLE 17 CONTR 3.0689933506814615 ROUND 18 : MAX CORR ( 20.652669982324625 ) AFTER KILLING INPUT VARIABLE 16 CONTR 3.1115008191748865 ROUND 19 : MAX CORR ( 20.478659450524699 ) AFTER KILLING INPUT VARIABLE 14 CONTR 2.6753101704752100 ROUND 20 : MAX CORR ( 19.843511258644472 ) AFTER KILLING INPUT VARIABLE 7 CONTR 5.0606870895773257 ROUND 21 : MAX CORR ( 18.531762798293833 ) AFTER KILLING INPUT VARIABLE 4 CONTR 7.0949775658364569 ROUND 22 : MAX CORR ( 15.922029654480847 ) AFTER KILLING INPUT VARIABLE 24 CONTR 9.4823627906793284 LAST REMAINING VARIABLE: 21 total correlation to target: 21.615092800938054 % total significance: 189.95719378852081 sigma correlations of single variables to target: variable 2 : 2.4800662118974772 % , in sigma: 21.795253083591973 variable 3 : 11.257248229556049 % , in sigma: 98.930654758718362 variable 4 : 14.174861884610653 % , in sigma: 124.57115084991210 variable 5 : 2.6485114019833951 % , in sigma: 23.275578701925951 variable 6 : 2.9043178547319286 % , in sigma: 25.523650286194073 variable 7 : 6.4047347182177532 % , in sigma: 56.285922306091500 variable 8 : 3.5447176557242672 % , in sigma: 31.151595084744859 variable 9 : 2.5778240165267183 % , in sigma: 22.654365667993705 variable 10 : 1.7406758704202532 % , in sigma: 15.297362203602125 variable 11 : 2.0204182534065214 % , in sigma: 17.755786904581388 variable 12 : 5.3882057005391051 % , in sigma: 47.352488553058642 variable 13 : 5.5740795186905920 % , in sigma: 48.985979985178787 variable 14 : 7.2742302610125176 % , in sigma: 63.927200316878128 variable 15 : 9.8040007231269719 % , in sigma: 86.159262993541560 variable 16 : 8.0571322722536305 % , in sigma: 70.807479316202929 variable 17 : 7.4478536231844528 % , in sigma: 65.453032611841834 variable 18 : 7.4847433303955055 % , in sigma: 65.777225772890290 variable 19 : 13.514721034699033 % , in sigma: 118.76971828104806 variable 20 : 15.693295397209777 % , in sigma: 137.91540857131585 variable 21 : 15.922029654480900 % , in sigma: 139.92556499463862 variable 22 : 1.0510511567523391 % , in sigma: 9.2368203136369793 variable 23 : 9.7587435421723008 % , in sigma: 85.761535018366928 variable 24 : 8.6574757228077264 % , in sigma: 76.083401942434932 variables sorted by significance: 1 most relevant variable 21 corr 15.922029 , in sigma: 139.92556359519540 2 most relevant variable 24 corr 9.4823627 , in sigma: 83.332652537272637 3 most relevant variable 4 corr 7.0949774 , in sigma: 62.351894821380668 4 most relevant variable 7 corr 5.0606871 , in sigma: 44.474197838798929 5 most relevant variable 14 corr 2.6753101 , in sigma: 23.511090626231361 6 most relevant variable 16 corr 3.1115007 , in sigma: 27.344409505629994 7 most relevant variable 17 corr 3.0689933 , in sigma: 26.970846995278020 8 most relevant variable 2 corr 2.3461509 , in sigma: 20.618381819648381 9 most relevant variable 20 corr 1.7601118 , in sigma: 15.468168609240440 10 most relevant variable 3 corr 1.7270608 , in sigma: 15.177710552040878 11 most relevant variable 5 corr 1.4730692 , in sigma: 12.945588175432427 12 most relevant variable 6 corr 1.2648243 , in sigma: 11.115495612525550 13 most relevant variable 15 corr 1.0274421 , in sigma: 9.0293397974193219 14 most relevant variable 18 corr 1.1297125 , in sigma: 9.9281095448687466 15 most relevant variable 9 corr 1.0228757 , in sigma: 8.9892092074178578 16 most relevant variable 8 corr 0.96899772 , in sigma: 8.5157204174723500 17 most relevant variable 13 corr 0.86873972 , in sigma: 7.6346357452021358 18 most relevant variable 11 corr 0.67875683 , in sigma: 5.9650330657102479 19 most relevant variable 10 corr 0.51826972 , in sigma: 4.5546443915485364 20 most relevant variable 22 corr 0.51421106 , in sigma: 4.5189761898964473 21 most relevant variable 19 corr 0.33430934 , in sigma: 2.9379686026787200 22 most relevant variable 12 corr 0.17983453 , in sigma: 1.5804171156521876 23 most relevant variable 23 corr 0.12154786 , in sigma: 1.0681837527931901 global correlations between input variables: variable 2 : 22.399739410008888 % variable 3 : 89.260629945814159 % variable 4 : 86.125737671196717 % variable 5 : 46.462711109742330 % variable 6 : 42.934743449561935 % variable 7 : 64.334548506603070 % variable 8 : 67.743958931407249 % variable 9 : 19.209382998599679 % variable 10 : 50.123526659394798 % variable 11 : 34.116879897480246 % variable 12 : 91.423886227353137 % variable 13 : 88.384803692141887 % variable 14 : 94.793013474013478 % variable 15 : 78.784797790315992 % variable 16 : 74.550231975016686 % variable 17 : 78.828952415972196 % variable 18 : 83.483736005180248 % variable 19 : 88.305247856420181 % variable 20 : 95.386468145198663 % variable 21 : 96.012147965776350 % variable 22 : 56.450573974919912 % variable 23 : 73.293189707161460 % variable 24 : 17.556928959085987 % significance loss when removing single variables: variable 2 : corr = 1.9718247281505699 % , sigma = 17.328738555591112 variable 3 : corr = 0.90598296745042739 % , sigma = 7.9619358427927382 variable 4 : corr = 4.9796646534134368 % , sigma = 43.762158797173996 variable 5 : corr = 0.85272369944791260 % , sigma = 7.4938841353048389 variable 6 : corr = 0.72812013542237819 % , sigma = 6.3988463496094843 variable 7 : corr = 2.6804255859369976 % , sigma = 23.556046099485027 variable 8 : corr = 1.1809567612356482 % , sigma = 10.378453352750277 variable 9 : corr = 0.98079879638226475 % , sigma = 8.6194303558043632 variable 10 : corr = 0.58880566023519265 % , sigma = 5.1745265188137637 variable 11 : corr = 0.70352714375678582 % , sigma = 6.1827188628259133 variable 12 : corr = 0.19834912069337449 % , sigma = 1.7431265599608665 variable 13 : corr = 0.69291504147395466 % , sigma = 6.0894578628196641 variable 14 : corr = 2.3176426413216409 % , sigma = 20.367846504502079 variable 15 : corr = 0.88872991523034317 % , sigma = 7.8103130200643633 variable 16 : corr = 2.2368388099622485 % , sigma = 19.657728385012678 variable 17 : corr = 2.7586929249943748 % , sigma = 24.243873083599983 variable 18 : corr = 1.1635489445175677 % , sigma = 10.225470432704338 variable 19 : corr = 0.30933089881133424 % , sigma = 2.7184537226567858 variable 20 : corr = 1.6160757628829390 % , sigma = 14.202354794126235 variable 21 : corr = 2.3566762460414488 % , sigma = 20.710880609620670 variable 22 : corr = 0.54035546310459948 % , sigma = 4.7487377623098492 variable 23 : corr = 0.12154786420265364 % , sigma = 1.0681837643520216 variable 24 : corr = 10.423032922074658 % , sigma = 91.599425590101703 Keep only 20 most significant input variables Sum of Weights for output node 2 772320.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -2.5644057 NVar: 21.000000 3118 --------- Entering internal boost mode: --------- Starting analysis with 31 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 3.0229263 PREPRO: (sigma of derived input)/eigenvalue # 2 : 1.7873050 PREPRO: (sigma of derived input)/eigenvalue # 3 : 1.6449859 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.5946743 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.4990625 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.3122253 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.1458839 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.0503135 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.0135185 PREPRO: (sigma of derived input)/eigenvalue # 10 : 0.99853176 PREPRO: (sigma of derived input)/eigenvalue # 11 : 0.95970631 PREPRO: (sigma of derived input)/eigenvalue # 12 : 0.82666451 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.78550744 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.76063943 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.69492662 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.61852115 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.57771212 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.52301127 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.44684675 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.41303259 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.35710147 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.33205932 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.28297988 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.18146373 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.12258334 PREPRO: (sigma of derived input)/eigenvalue # 26 : 3.08008050E-04 PREPRO: (sigma of derived input)/eigenvalue # 27 : 1.56717739E-04 PREPRO: (sigma of derived input)/eigenvalue # 28 : 7.21078166E-08 PREPRO: (sigma of derived input)/eigenvalue # 29 : 1.89621190E-07 PREPRO: (sigma of derived input)/eigenvalue # 30 : 1.88592530E-04 PREPRO: (sigma of derived input)/eigenvalue # 31 : 4.50634863E-04 Using 25 variables out of 31 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 0 0.3 3.0 1.8 1.6 1.6 1.5 1.3 1.1 1.1 1.0 1.0 1.0 0.8 0.8 0.8 0.7 0.6 0.6 0.5 0.4 0.4 0.4 0.3 0.3 0.2 0.1 1 100.0 -9.5 14.4 -3.2 3.6 1.4 -0.6 4.8 1.8 3.9 0.6 0.7 -0.2 -1.2 0.9 1.8 4.2 -0.9 -2.0 2.0 0.9 0.6 -0.5 -0.3 1.3 2.5 2 -9.5 100.0 -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 3 14.4 -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 4 -3.2 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 5 3.6 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 6 1.4 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 7 -0.6 0.0 -0.0 0.0 -0.0 0.0 100.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 8 4.8 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 9 1.8 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 100.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 10 3.9 -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 11 0.6 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 100.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 12 0.7 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 13 -0.2 -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 14 -1.2 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 100.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 15 0.9 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 100.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 16 1.8 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -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 17 4.2 -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 0.0 100.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 18 -0.9 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 100.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 19 -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 -0.0 100.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 20 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 0.0 100.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 21 0.9 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 100.0 -0.0 0.0 -0.0 0.0 -0.0 22 0.6 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 100.0 -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 24 -0.3 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 100.0 0.0 0.0 25 1.3 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 100.0 0.0 26 2.5 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 20.183300165837039 ------------------------------------- Teacher: actual network topology: Nodes(1) = 26 Nodes(2) = 27 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 196.63930 sigma out 27 active outputs RANK 2 NODE 2 --> 108.45149 sigma out 27 active outputs RANK 3 NODE 3 --> 79.091484 sigma out 27 active outputs RANK 4 NODE 6 --> 71.235481 sigma out 27 active outputs RANK 5 NODE 8 --> 65.934273 sigma out 27 active outputs RANK 6 NODE 10 --> 64.332344 sigma out 27 active outputs RANK 7 NODE 4 --> 58.908024 sigma out 27 active outputs RANK 8 NODE 7 --> 54.065182 sigma out 27 active outputs RANK 9 NODE 12 --> 51.260830 sigma out 27 active outputs RANK 10 NODE 14 --> 49.677475 sigma out 27 active outputs RANK 11 NODE 5 --> 47.612888 sigma out 27 active outputs RANK 12 NODE 15 --> 46.689953 sigma out 27 active outputs RANK 13 NODE 9 --> 44.267338 sigma out 27 active outputs RANK 14 NODE 19 --> 43.316437 sigma out 27 active outputs RANK 15 NODE 20 --> 41.625454 sigma out 27 active outputs RANK 16 NODE 11 --> 41.162098 sigma out 27 active outputs RANK 17 NODE 16 --> 39.970562 sigma out 27 active outputs RANK 18 NODE 21 --> 39.724102 sigma out 27 active outputs RANK 19 NODE 26 --> 39.240868 sigma out 27 active outputs RANK 20 NODE 25 --> 38.964569 sigma out 27 active outputs RANK 21 NODE 13 --> 38.699574 sigma out 27 active outputs RANK 22 NODE 18 --> 36.524574 sigma out 27 active outputs RANK 23 NODE 17 --> 35.288303 sigma out 27 active outputs RANK 24 NODE 23 --> 34.996071 sigma out 27 active outputs RANK 25 NODE 24 --> 30.990931 sigma out 27 active outputs RANK 26 NODE 22 --> 29.702070 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 119.27321 sigma in 26 act. ( 125.60761 sig out 1 act.) RANK 2 NODE 7 --> 100.16706 sigma in 26 act. ( 121.82369 sig out 1 act.) RANK 3 NODE 25 --> 99.340378 sigma in 26 act. ( 130.89911 sig out 1 act.) RANK 4 NODE 6 --> 98.667656 sigma in 26 act. ( 133.59056 sig out 1 act.) RANK 5 NODE 22 --> 85.318237 sigma in 26 act. ( 129.74016 sig out 1 act.) RANK 6 NODE 18 --> 82.199097 sigma in 26 act. ( 94.428055 sig out 1 act.) RANK 7 NODE 12 --> 68.746780 sigma in 26 act. ( 78.725975 sig out 1 act.) RANK 8 NODE 16 --> 66.173950 sigma in 26 act. ( 74.773483 sig out 1 act.) RANK 9 NODE 23 --> 63.586647 sigma in 26 act. ( 82.880226 sig out 1 act.) RANK 10 NODE 21 --> 61.942791 sigma in 26 act. ( 75.268784 sig out 1 act.) RANK 11 NODE 14 --> 60.599854 sigma in 26 act. ( 72.410835 sig out 1 act.) RANK 12 NODE 10 --> 55.878910 sigma in 26 act. ( 62.035706 sig out 1 act.) RANK 13 NODE 5 --> 52.390408 sigma in 26 act. ( 70.885979 sig out 1 act.) RANK 14 NODE 13 --> 52.034698 sigma in 26 act. ( 62.592983 sig out 1 act.) RANK 15 NODE 11 --> 49.766880 sigma in 26 act. ( 66.626343 sig out 1 act.) RANK 16 NODE 17 --> 48.133873 sigma in 26 act. ( 28.118105 sig out 1 act.) RANK 17 NODE 15 --> 46.584473 sigma in 26 act. ( 56.430779 sig out 1 act.) RANK 18 NODE 1 --> 44.294701 sigma in 26 act. ( 50.070145 sig out 1 act.) RANK 19 NODE 24 --> 40.679695 sigma in 26 act. ( 21.068659 sig out 1 act.) RANK 20 NODE 2 --> 40.495190 sigma in 26 act. ( 52.815346 sig out 1 act.) RANK 21 NODE 20 --> 37.135490 sigma in 26 act. ( 43.066284 sig out 1 act.) RANK 22 NODE 4 --> 36.764507 sigma in 26 act. ( 14.377420 sig out 1 act.) RANK 23 NODE 3 --> 32.335785 sigma in 26 act. ( 17.714638 sig out 1 act.) RANK 24 NODE 8 --> 32.089241 sigma in 26 act. ( 9.8050022 sig out 1 act.) RANK 25 NODE 9 --> 30.729889 sigma in 26 act. ( 7.5216947 sig out 1 act.) RANK 26 NODE 19 --> 29.877378 sigma in 26 act. ( 12.950824 sig out 1 act.) RANK 27 NODE 26 --> 28.743938 sigma in 26 act. ( 18.274618 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 133.59056 sigma out 1 act.( 98.667656 sig in 26 act.) RANK 2 NODE 25 --> 130.89911 sigma out 1 act.( 99.340378 sig in 26 act.) RANK 3 NODE 22 --> 129.74016 sigma out 1 act.( 85.318237 sig in 26 act.) RANK 4 NODE 27 --> 125.60761 sigma out 1 act.( 119.27321 sig in 26 act.) RANK 5 NODE 7 --> 121.82369 sigma out 1 act.( 100.16706 sig in 26 act.) RANK 6 NODE 18 --> 94.428055 sigma out 1 act.( 82.199097 sig in 26 act.) RANK 7 NODE 23 --> 82.880226 sigma out 1 act.( 63.586647 sig in 26 act.) RANK 8 NODE 12 --> 78.725975 sigma out 1 act.( 68.746780 sig in 26 act.) RANK 9 NODE 21 --> 75.268784 sigma out 1 act.( 61.942791 sig in 26 act.) RANK 10 NODE 16 --> 74.773483 sigma out 1 act.( 66.173950 sig in 26 act.) RANK 11 NODE 14 --> 72.410835 sigma out 1 act.( 60.599854 sig in 26 act.) RANK 12 NODE 5 --> 70.885979 sigma out 1 act.( 52.390408 sig in 26 act.) RANK 13 NODE 11 --> 66.626343 sigma out 1 act.( 49.766880 sig in 26 act.) RANK 14 NODE 13 --> 62.592983 sigma out 1 act.( 52.034698 sig in 26 act.) RANK 15 NODE 10 --> 62.035706 sigma out 1 act.( 55.878910 sig in 26 act.) RANK 16 NODE 15 --> 56.430779 sigma out 1 act.( 46.584473 sig in 26 act.) RANK 17 NODE 2 --> 52.815346 sigma out 1 act.( 40.495190 sig in 26 act.) RANK 18 NODE 1 --> 50.070145 sigma out 1 act.( 44.294701 sig in 26 act.) RANK 19 NODE 20 --> 43.066284 sigma out 1 act.( 37.135490 sig in 26 act.) RANK 20 NODE 17 --> 28.118105 sigma out 1 act.( 48.133873 sig in 26 act.) RANK 21 NODE 24 --> 21.068659 sigma out 1 act.( 40.679695 sig in 26 act.) RANK 22 NODE 26 --> 18.274618 sigma out 1 act.( 28.743938 sig in 26 act.) RANK 23 NODE 3 --> 17.714638 sigma out 1 act.( 32.335785 sig in 26 act.) RANK 24 NODE 4 --> 14.377420 sigma out 1 act.( 36.764507 sig in 26 act.) RANK 25 NODE 19 --> 12.950824 sigma out 1 act.( 29.877378 sig in 26 act.) RANK 26 NODE 8 --> 9.8050022 sigma out 1 act.( 32.089241 sig in 26 act.) RANK 27 NODE 9 --> 7.5216947 sigma out 1 act.( 30.729889 sig in 26 act.) RANK 1 NODE 1 --> 388.44614 sigma in 27 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 208.98677 sigma out 27 active outputs RANK 2 NODE 2 --> 101.62557 sigma out 27 active outputs RANK 3 NODE 3 --> 79.223106 sigma out 27 active outputs RANK 4 NODE 6 --> 64.975937 sigma out 27 active outputs RANK 5 NODE 10 --> 63.084282 sigma out 27 active outputs RANK 6 NODE 8 --> 56.172119 sigma out 27 active outputs RANK 7 NODE 4 --> 55.821602 sigma out 27 active outputs RANK 8 NODE 7 --> 46.458839 sigma out 27 active outputs RANK 9 NODE 5 --> 44.923985 sigma out 27 active outputs RANK 10 NODE 14 --> 41.189522 sigma out 27 active outputs RANK 11 NODE 15 --> 36.954247 sigma out 27 active outputs RANK 12 NODE 12 --> 33.657734 sigma out 27 active outputs RANK 13 NODE 9 --> 31.859041 sigma out 27 active outputs RANK 14 NODE 16 --> 29.781372 sigma out 27 active outputs RANK 15 NODE 13 --> 27.720493 sigma out 27 active outputs RANK 16 NODE 19 --> 25.003050 sigma out 27 active outputs RANK 17 NODE 18 --> 23.041973 sigma out 27 active outputs RANK 18 NODE 17 --> 22.914368 sigma out 27 active outputs RANK 19 NODE 20 --> 20.013594 sigma out 27 active outputs RANK 20 NODE 21 --> 19.622917 sigma out 27 active outputs RANK 21 NODE 22 --> 17.203651 sigma out 27 active outputs RANK 22 NODE 23 --> 15.040168 sigma out 27 active outputs RANK 23 NODE 11 --> 14.466673 sigma out 27 active outputs RANK 24 NODE 24 --> 12.257758 sigma out 27 active outputs RANK 25 NODE 25 --> 11.342502 sigma out 27 active outputs RANK 26 NODE 26 --> 5.9836373 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 125.10993 sigma in 26 act. ( 75.898079 sig out 1 act.) RANK 2 NODE 6 --> 98.804688 sigma in 26 act. ( 90.192390 sig out 1 act.) RANK 3 NODE 7 --> 98.421272 sigma in 26 act. ( 84.861412 sig out 1 act.) RANK 4 NODE 25 --> 97.673973 sigma in 26 act. ( 84.516167 sig out 1 act.) RANK 5 NODE 18 --> 88.675835 sigma in 26 act. ( 57.831337 sig out 1 act.) RANK 6 NODE 22 --> 86.539177 sigma in 26 act. ( 82.293640 sig out 1 act.) RANK 7 NODE 12 --> 67.679840 sigma in 26 act. ( 37.907333 sig out 1 act.) RANK 8 NODE 16 --> 56.566006 sigma in 26 act. ( 51.841381 sig out 1 act.) RANK 9 NODE 23 --> 52.579662 sigma in 26 act. ( 57.673866 sig out 1 act.) RANK 10 NODE 13 --> 49.742428 sigma in 26 act. ( 39.997803 sig out 1 act.) RANK 11 NODE 21 --> 48.273777 sigma in 26 act. ( 48.025005 sig out 1 act.) RANK 12 NODE 5 --> 47.701023 sigma in 26 act. ( 38.629616 sig out 1 act.) RANK 13 NODE 14 --> 47.525784 sigma in 26 act. ( 51.281540 sig out 1 act.) RANK 14 NODE 11 --> 42.428326 sigma in 26 act. ( 45.307911 sig out 1 act.) RANK 15 NODE 10 --> 42.380222 sigma in 26 act. ( 43.884785 sig out 1 act.) RANK 16 NODE 15 --> 40.922272 sigma in 26 act. ( 33.727039 sig out 1 act.) RANK 17 NODE 1 --> 39.466820 sigma in 26 act. ( 30.937830 sig out 1 act.) RANK 18 NODE 2 --> 24.901802 sigma in 26 act. ( 37.043781 sig out 1 act.) RANK 19 NODE 20 --> 23.010530 sigma in 26 act. ( 29.957890 sig out 1 act.) RANK 20 NODE 17 --> 22.826227 sigma in 26 act. ( 17.797365 sig out 1 act.) RANK 21 NODE 24 --> 14.680204 sigma in 26 act. ( 14.064057 sig out 1 act.) RANK 22 NODE 3 --> 13.365842 sigma in 26 act. ( 10.865853 sig out 1 act.) RANK 23 NODE 4 --> 12.448798 sigma in 26 act. ( 8.5516024 sig out 1 act.) RANK 24 NODE 26 --> 12.032733 sigma in 26 act. ( 11.775719 sig out 1 act.) RANK 25 NODE 19 --> 10.425499 sigma in 26 act. ( 7.0195622 sig out 1 act.) RANK 26 NODE 8 --> 8.7993708 sigma in 26 act. ( 5.9214330 sig out 1 act.) RANK 27 NODE 9 --> 7.0866456 sigma in 26 act. ( 4.8267789 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 90.192390 sigma out 1 act.( 98.804688 sig in 26 act.) RANK 2 NODE 7 --> 84.861412 sigma out 1 act.( 98.421272 sig in 26 act.) RANK 3 NODE 25 --> 84.516167 sigma out 1 act.( 97.673973 sig in 26 act.) RANK 4 NODE 22 --> 82.293640 sigma out 1 act.( 86.539177 sig in 26 act.) RANK 5 NODE 27 --> 75.898079 sigma out 1 act.( 125.10993 sig in 26 act.) RANK 6 NODE 18 --> 57.831337 sigma out 1 act.( 88.675835 sig in 26 act.) RANK 7 NODE 23 --> 57.673866 sigma out 1 act.( 52.579662 sig in 26 act.) RANK 8 NODE 16 --> 51.841381 sigma out 1 act.( 56.566006 sig in 26 act.) RANK 9 NODE 14 --> 51.281540 sigma out 1 act.( 47.525784 sig in 26 act.) RANK 10 NODE 21 --> 48.025005 sigma out 1 act.( 48.273777 sig in 26 act.) RANK 11 NODE 11 --> 45.307911 sigma out 1 act.( 42.428326 sig in 26 act.) RANK 12 NODE 10 --> 43.884785 sigma out 1 act.( 42.380222 sig in 26 act.) RANK 13 NODE 13 --> 39.997803 sigma out 1 act.( 49.742428 sig in 26 act.) RANK 14 NODE 5 --> 38.629616 sigma out 1 act.( 47.701023 sig in 26 act.) RANK 15 NODE 12 --> 37.907333 sigma out 1 act.( 67.679840 sig in 26 act.) RANK 16 NODE 2 --> 37.043781 sigma out 1 act.( 24.901802 sig in 26 act.) RANK 17 NODE 15 --> 33.727039 sigma out 1 act.( 40.922272 sig in 26 act.) RANK 18 NODE 1 --> 30.937830 sigma out 1 act.( 39.466820 sig in 26 act.) RANK 19 NODE 20 --> 29.957890 sigma out 1 act.( 23.010530 sig in 26 act.) RANK 20 NODE 17 --> 17.797365 sigma out 1 act.( 22.826227 sig in 26 act.) RANK 21 NODE 24 --> 14.064057 sigma out 1 act.( 14.680204 sig in 26 act.) RANK 22 NODE 26 --> 11.775719 sigma out 1 act.( 12.032733 sig in 26 act.) RANK 23 NODE 3 --> 10.865853 sigma out 1 act.( 13.365842 sig in 26 act.) RANK 24 NODE 4 --> 8.5516024 sigma out 1 act.( 12.448798 sig in 26 act.) RANK 25 NODE 19 --> 7.0195622 sigma out 1 act.( 10.425499 sig in 26 act.) RANK 26 NODE 8 --> 5.9214330 sigma out 1 act.( 8.7993708 sig in 26 act.) RANK 27 NODE 9 --> 4.8267789 sigma out 1 act.( 7.0866456 sig in 26 act.) RANK 1 NODE 1 --> 251.25778 sigma in 27 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.52361673 *** contribution from regularisation: 7.77897483E-04 *** contribution from error: -0.52439463 *** contribution from DIAG: 9.65877098E-06 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.57627815 *** contribution from regularisation: 1.56705186E-03 *** contribution from error: -0.57784522 *** contribution from DIAG: 2.40267364E-05 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.57852286 *** contribution from regularisation: 1.25302980E-03 *** contribution from error: -0.57977587 *** contribution from DIAG: 3.89658489E-05 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.57910401 *** contribution from regularisation: 1.44736178E-03 *** contribution from error: -0.58055139 *** contribution from DIAG: 4.23038182E-05 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.57958311 *** contribution from regularisation: 1.40053965E-03 *** contribution from error: -0.58098364 *** contribution from DIAG: 5.51478843E-05 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.57988566 *** contribution from regularisation: 1.42227276E-03 *** contribution from error: -0.58130795 *** contribution from DIAG: 5.40827677E-05 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.58013946 *** contribution from regularisation: 1.42172887E-03 *** contribution from error: -0.58156121 *** contribution from DIAG: 6.45687105E-05 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.58033973 *** contribution from regularisation: 1.42430153E-03 *** contribution from error: -0.58176404 *** contribution from DIAG: 7.04718841E-05 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.58050621 *** contribution from regularisation: 1.42458337E-03 *** contribution from error: -0.58193082 *** contribution from DIAG: 7.16224677E-05 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 231.41557 sigma out 27 active outputs RANK 2 NODE 2 --> 107.92633 sigma out 27 active outputs RANK 3 NODE 3 --> 89.158371 sigma out 27 active outputs RANK 4 NODE 10 --> 72.899887 sigma out 27 active outputs RANK 5 NODE 6 --> 68.083084 sigma out 27 active outputs RANK 6 NODE 4 --> 58.136562 sigma out 27 active outputs RANK 7 NODE 8 --> 57.578869 sigma out 27 active outputs RANK 8 NODE 5 --> 48.952431 sigma out 27 active outputs RANK 9 NODE 7 --> 47.682701 sigma out 27 active outputs RANK 10 NODE 14 --> 43.607235 sigma out 27 active outputs RANK 11 NODE 15 --> 38.987335 sigma out 27 active outputs RANK 12 NODE 12 --> 35.362003 sigma out 27 active outputs RANK 13 NODE 9 --> 34.224152 sigma out 27 active outputs RANK 14 NODE 16 --> 31.409496 sigma out 27 active outputs RANK 15 NODE 13 --> 29.835794 sigma out 27 active outputs RANK 16 NODE 19 --> 26.760515 sigma out 27 active outputs RANK 17 NODE 17 --> 25.792465 sigma out 27 active outputs RANK 18 NODE 18 --> 24.895929 sigma out 27 active outputs RANK 19 NODE 21 --> 21.868462 sigma out 27 active outputs RANK 20 NODE 20 --> 21.847868 sigma out 27 active outputs RANK 21 NODE 23 --> 18.644047 sigma out 27 active outputs RANK 22 NODE 22 --> 18.231995 sigma out 27 active outputs RANK 23 NODE 11 --> 15.681681 sigma out 27 active outputs RANK 24 NODE 24 --> 13.050374 sigma out 27 active outputs RANK 25 NODE 25 --> 12.803033 sigma out 27 active outputs RANK 26 NODE 26 --> 9.7434273 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 137.29022 sigma in 26 act. ( 78.764259 sig out 1 act.) RANK 2 NODE 6 --> 104.64713 sigma in 26 act. ( 90.664505 sig out 1 act.) RANK 3 NODE 25 --> 103.71855 sigma in 26 act. ( 85.982445 sig out 1 act.) RANK 4 NODE 7 --> 103.67564 sigma in 26 act. ( 85.793205 sig out 1 act.) RANK 5 NODE 18 --> 100.39840 sigma in 26 act. ( 62.174480 sig out 1 act.) RANK 6 NODE 22 --> 92.408180 sigma in 26 act. ( 84.193535 sig out 1 act.) RANK 7 NODE 12 --> 82.713699 sigma in 26 act. ( 42.834465 sig out 1 act.) RANK 8 NODE 23 --> 56.967197 sigma in 26 act. ( 60.786591 sig out 1 act.) RANK 9 NODE 13 --> 56.892738 sigma in 26 act. ( 43.657108 sig out 1 act.) RANK 10 NODE 16 --> 56.815311 sigma in 26 act. ( 51.991863 sig out 1 act.) RANK 11 NODE 5 --> 54.371391 sigma in 26 act. ( 41.829979 sig out 1 act.) RANK 12 NODE 21 --> 53.146080 sigma in 26 act. ( 53.554901 sig out 1 act.) RANK 13 NODE 1 --> 48.715012 sigma in 26 act. ( 34.491138 sig out 1 act.) RANK 14 NODE 11 --> 46.315014 sigma in 26 act. ( 47.996124 sig out 1 act.) RANK 15 NODE 10 --> 45.932793 sigma in 26 act. ( 46.866993 sig out 1 act.) RANK 16 NODE 14 --> 45.701241 sigma in 26 act. ( 51.948948 sig out 1 act.) RANK 17 NODE 15 --> 44.911480 sigma in 26 act. ( 34.919682 sig out 1 act.) RANK 18 NODE 2 --> 24.005573 sigma in 26 act. ( 36.354755 sig out 1 act.) RANK 19 NODE 17 --> 22.573589 sigma in 26 act. ( 17.256773 sig out 1 act.) RANK 20 NODE 20 --> 22.315660 sigma in 26 act. ( 29.322624 sig out 1 act.) RANK 21 NODE 4 --> 18.944210 sigma in 26 act. ( 11.760078 sig out 1 act.) RANK 22 NODE 24 --> 18.142311 sigma in 26 act. ( 16.488708 sig out 1 act.) RANK 23 NODE 19 --> 18.043949 sigma in 26 act. ( 10.989133 sig out 1 act.) RANK 24 NODE 8 --> 16.770071 sigma in 26 act. ( 10.309816 sig out 1 act.) RANK 25 NODE 26 --> 16.757471 sigma in 26 act. ( 14.443099 sig out 1 act.) RANK 26 NODE 3 --> 15.915110 sigma in 26 act. ( 11.473061 sig out 1 act.) RANK 27 NODE 9 --> 9.6720390 sigma in 26 act. ( 5.4099321 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 90.664505 sigma out 1 act.( 104.64713 sig in 26 act.) RANK 2 NODE 25 --> 85.982445 sigma out 1 act.( 103.71855 sig in 26 act.) RANK 3 NODE 7 --> 85.793205 sigma out 1 act.( 103.67564 sig in 26 act.) RANK 4 NODE 22 --> 84.193535 sigma out 1 act.( 92.408180 sig in 26 act.) RANK 5 NODE 27 --> 78.764259 sigma out 1 act.( 137.29022 sig in 26 act.) RANK 6 NODE 18 --> 62.174480 sigma out 1 act.( 100.39840 sig in 26 act.) RANK 7 NODE 23 --> 60.786591 sigma out 1 act.( 56.967197 sig in 26 act.) RANK 8 NODE 21 --> 53.554901 sigma out 1 act.( 53.146080 sig in 26 act.) RANK 9 NODE 16 --> 51.991863 sigma out 1 act.( 56.815311 sig in 26 act.) RANK 10 NODE 14 --> 51.948948 sigma out 1 act.( 45.701241 sig in 26 act.) RANK 11 NODE 11 --> 47.996124 sigma out 1 act.( 46.315014 sig in 26 act.) RANK 12 NODE 10 --> 46.866993 sigma out 1 act.( 45.932793 sig in 26 act.) RANK 13 NODE 13 --> 43.657108 sigma out 1 act.( 56.892738 sig in 26 act.) RANK 14 NODE 12 --> 42.834465 sigma out 1 act.( 82.713699 sig in 26 act.) RANK 15 NODE 5 --> 41.829979 sigma out 1 act.( 54.371391 sig in 26 act.) RANK 16 NODE 2 --> 36.354755 sigma out 1 act.( 24.005573 sig in 26 act.) RANK 17 NODE 15 --> 34.919682 sigma out 1 act.( 44.911480 sig in 26 act.) RANK 18 NODE 1 --> 34.491138 sigma out 1 act.( 48.715012 sig in 26 act.) RANK 19 NODE 20 --> 29.322624 sigma out 1 act.( 22.315660 sig in 26 act.) RANK 20 NODE 17 --> 17.256773 sigma out 1 act.( 22.573589 sig in 26 act.) RANK 21 NODE 24 --> 16.488708 sigma out 1 act.( 18.142311 sig in 26 act.) RANK 22 NODE 26 --> 14.443099 sigma out 1 act.( 16.757471 sig in 26 act.) RANK 23 NODE 4 --> 11.760078 sigma out 1 act.( 18.944210 sig in 26 act.) RANK 24 NODE 3 --> 11.473061 sigma out 1 act.( 15.915110 sig in 26 act.) RANK 25 NODE 19 --> 10.989133 sigma out 1 act.( 18.043949 sig in 26 act.) RANK 26 NODE 8 --> 10.309816 sigma out 1 act.( 16.770071 sig in 26 act.) RANK 27 NODE 9 --> 5.4099321 sigma out 1 act.( 9.6720390 sig in 26 act.) RANK 1 NODE 1 --> 260.73392 sigma in 27 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.58063978 *** contribution from regularisation: 1.42857432E-03 *** contribution from error: -0.58206832 *** contribution from DIAG: 1.00296376E-04 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.58075917 *** contribution from regularisation: 1.42771984E-03 *** contribution from error: -0.58218688 *** contribution from DIAG: 8.69682990E-05 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.58085489 *** contribution from regularisation: 1.43313059E-03 *** contribution from error: -0.58228803 *** contribution from DIAG: 1.03521990E-04 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.58094674 *** contribution from regularisation: 1.43111066E-03 *** contribution from error: -0.58237785 *** contribution from DIAG: 8.82533059E-05 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.58102107 *** contribution from regularisation: 1.43621711E-03 *** contribution from error: -0.58245730 *** contribution from DIAG: 1.05115723E-04 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.58109355 *** contribution from regularisation: 1.43771805E-03 *** contribution from error: -0.58253127 *** contribution from DIAG: 8.79560539E-05 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.58116472 *** contribution from regularisation: 1.43570406E-03 *** contribution from error: -0.58260041 *** contribution from DIAG: 1.09308137E-04 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.58122849 *** contribution from regularisation: 1.43744226E-03 *** contribution from error: -0.58266592 *** contribution from DIAG: 1.07914966E-04 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.58128971 *** contribution from regularisation: 1.43791956E-03 *** contribution from error: -0.58272761 *** contribution from DIAG: 1.06754938E-04 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.58135229 *** contribution from regularisation: 1.43500150E-03 *** contribution from error: -0.58278728 *** contribution from DIAG: 1.18613265E-04 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 239.90262 sigma out 27 active outputs RANK 2 NODE 2 --> 111.28307 sigma out 27 active outputs RANK 3 NODE 3 --> 92.612892 sigma out 27 active outputs RANK 4 NODE 10 --> 78.393326 sigma out 27 active outputs RANK 5 NODE 6 --> 69.616707 sigma out 27 active outputs RANK 6 NODE 4 --> 59.730072 sigma out 27 active outputs RANK 7 NODE 8 --> 58.416302 sigma out 27 active outputs RANK 8 NODE 5 --> 51.115383 sigma out 27 active outputs RANK 9 NODE 7 --> 48.030910 sigma out 27 active outputs RANK 10 NODE 14 --> 44.198139 sigma out 27 active outputs RANK 11 NODE 15 --> 39.917294 sigma out 27 active outputs RANK 12 NODE 12 --> 36.765034 sigma out 27 active outputs RANK 13 NODE 9 --> 35.492905 sigma out 27 active outputs RANK 14 NODE 16 --> 31.621790 sigma out 27 active outputs RANK 15 NODE 13 --> 29.982311 sigma out 27 active outputs RANK 16 NODE 19 --> 26.834948 sigma out 27 active outputs RANK 17 NODE 17 --> 26.375517 sigma out 27 active outputs RANK 18 NODE 18 --> 25.101269 sigma out 27 active outputs RANK 19 NODE 21 --> 22.300224 sigma out 27 active outputs RANK 20 NODE 20 --> 21.984247 sigma out 27 active outputs RANK 21 NODE 23 --> 19.937469 sigma out 27 active outputs RANK 22 NODE 22 --> 18.749830 sigma out 27 active outputs RANK 23 NODE 11 --> 16.486771 sigma out 27 active outputs RANK 24 NODE 24 --> 13.106376 sigma out 27 active outputs RANK 25 NODE 25 --> 12.857449 sigma out 27 active outputs RANK 26 NODE 26 --> 10.573997 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 141.25075 sigma in 26 act. ( 81.468613 sig out 1 act.) RANK 2 NODE 6 --> 107.08521 sigma in 26 act. ( 90.756592 sig out 1 act.) RANK 3 NODE 25 --> 105.99619 sigma in 26 act. ( 87.768913 sig out 1 act.) RANK 4 NODE 7 --> 105.10197 sigma in 26 act. ( 87.869141 sig out 1 act.) RANK 5 NODE 18 --> 104.44680 sigma in 26 act. ( 65.056465 sig out 1 act.) RANK 6 NODE 22 --> 95.075760 sigma in 26 act. ( 85.900108 sig out 1 act.) RANK 7 NODE 12 --> 88.196793 sigma in 26 act. ( 45.781597 sig out 1 act.) RANK 8 NODE 23 --> 60.563110 sigma in 26 act. ( 64.444679 sig out 1 act.) RANK 9 NODE 13 --> 59.263676 sigma in 26 act. ( 45.587090 sig out 1 act.) RANK 10 NODE 16 --> 58.842125 sigma in 26 act. ( 52.977150 sig out 1 act.) RANK 11 NODE 5 --> 57.129059 sigma in 26 act. ( 43.079823 sig out 1 act.) RANK 12 NODE 21 --> 55.862812 sigma in 26 act. ( 57.280537 sig out 1 act.) RANK 13 NODE 1 --> 52.438732 sigma in 26 act. ( 36.839268 sig out 1 act.) RANK 14 NODE 11 --> 47.952057 sigma in 26 act. ( 49.945606 sig out 1 act.) RANK 15 NODE 10 --> 47.705666 sigma in 26 act. ( 49.536381 sig out 1 act.) RANK 16 NODE 15 --> 46.429089 sigma in 26 act. ( 35.446304 sig out 1 act.) RANK 17 NODE 14 --> 44.902031 sigma in 26 act. ( 53.225494 sig out 1 act.) RANK 18 NODE 2 --> 24.286854 sigma in 26 act. ( 36.758793 sig out 1 act.) RANK 19 NODE 20 --> 22.839930 sigma in 26 act. ( 28.974173 sig out 1 act.) RANK 20 NODE 17 --> 21.679504 sigma in 26 act. ( 17.409765 sig out 1 act.) RANK 21 NODE 8 --> 21.157961 sigma in 26 act. ( 13.684619 sig out 1 act.) RANK 22 NODE 4 --> 20.958954 sigma in 26 act. ( 13.194675 sig out 1 act.) RANK 23 NODE 19 --> 20.860134 sigma in 26 act. ( 12.625482 sig out 1 act.) RANK 24 NODE 24 --> 19.065502 sigma in 26 act. ( 18.608047 sig out 1 act.) RANK 25 NODE 26 --> 18.570597 sigma in 26 act. ( 15.803605 sig out 1 act.) RANK 26 NODE 3 --> 16.884928 sigma in 26 act. ( 12.327732 sig out 1 act.) RANK 27 NODE 9 --> 10.534100 sigma in 26 act. ( 6.1422405 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 90.756592 sigma out 1 act.( 107.08521 sig in 26 act.) RANK 2 NODE 7 --> 87.869141 sigma out 1 act.( 105.10197 sig in 26 act.) RANK 3 NODE 25 --> 87.768913 sigma out 1 act.( 105.99619 sig in 26 act.) RANK 4 NODE 22 --> 85.900108 sigma out 1 act.( 95.075760 sig in 26 act.) RANK 5 NODE 27 --> 81.468613 sigma out 1 act.( 141.25075 sig in 26 act.) RANK 6 NODE 18 --> 65.056465 sigma out 1 act.( 104.44680 sig in 26 act.) RANK 7 NODE 23 --> 64.444679 sigma out 1 act.( 60.563110 sig in 26 act.) RANK 8 NODE 21 --> 57.280537 sigma out 1 act.( 55.862812 sig in 26 act.) RANK 9 NODE 14 --> 53.225494 sigma out 1 act.( 44.902031 sig in 26 act.) RANK 10 NODE 16 --> 52.977150 sigma out 1 act.( 58.842125 sig in 26 act.) RANK 11 NODE 11 --> 49.945606 sigma out 1 act.( 47.952057 sig in 26 act.) RANK 12 NODE 10 --> 49.536381 sigma out 1 act.( 47.705666 sig in 26 act.) RANK 13 NODE 12 --> 45.781597 sigma out 1 act.( 88.196793 sig in 26 act.) RANK 14 NODE 13 --> 45.587090 sigma out 1 act.( 59.263676 sig in 26 act.) RANK 15 NODE 5 --> 43.079823 sigma out 1 act.( 57.129059 sig in 26 act.) RANK 16 NODE 1 --> 36.839268 sigma out 1 act.( 52.438732 sig in 26 act.) RANK 17 NODE 2 --> 36.758793 sigma out 1 act.( 24.286854 sig in 26 act.) RANK 18 NODE 15 --> 35.446304 sigma out 1 act.( 46.429089 sig in 26 act.) RANK 19 NODE 20 --> 28.974173 sigma out 1 act.( 22.839930 sig in 26 act.) RANK 20 NODE 24 --> 18.608047 sigma out 1 act.( 19.065502 sig in 26 act.) RANK 21 NODE 17 --> 17.409765 sigma out 1 act.( 21.679504 sig in 26 act.) RANK 22 NODE 26 --> 15.803605 sigma out 1 act.( 18.570597 sig in 26 act.) RANK 23 NODE 8 --> 13.684619 sigma out 1 act.( 21.157961 sig in 26 act.) RANK 24 NODE 4 --> 13.194675 sigma out 1 act.( 20.958954 sig in 26 act.) RANK 25 NODE 19 --> 12.625482 sigma out 1 act.( 20.860134 sig in 26 act.) RANK 26 NODE 3 --> 12.327732 sigma out 1 act.( 16.884928 sig in 26 act.) RANK 27 NODE 9 --> 6.1422405 sigma out 1 act.( 10.534100 sig in 26 act.) RANK 1 NODE 1 --> 269.02682 sigma in 27 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.58140290 *** contribution from regularisation: 1.44206476E-03 *** contribution from error: -0.58284497 *** contribution from DIAG: 1.20872835E-04 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.58145821 *** contribution from regularisation: 1.44184520E-03 *** contribution from error: -0.58290005 *** contribution from DIAG: 1.50715481E-04 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.58151382 *** contribution from regularisation: 1.43925485E-03 *** contribution from error: -0.58295310 *** contribution from DIAG: 1.27928302E-04 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.58155060 *** contribution from regularisation: 1.44325150E-03 *** contribution from error: -0.58299387 *** contribution from DIAG: 1.34861941E-04 *********************************************** --------------------------------------------------- Iteration : 24 kill weight from layer 1 knot 25 to knot 6 *********************************************** *** Learn Path 24 *** loss function: -0.58158630 *** contribution from regularisation: 1.43967534E-03 *** contribution from error: -0.58302599 *** contribution from DIAG: 1.63470948E-04 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.58161348 *** contribution from regularisation: 1.43983285E-03 *** contribution from error: -0.58305329 *** contribution from DIAG: 1.71758351E-04 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.58163565 *** contribution from regularisation: 1.44200318E-03 *** contribution from error: -0.58307767 *** contribution from DIAG: 1.31042121E-04 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.58166164 *** contribution from regularisation: 1.43792690E-03 *** contribution from error: -0.58309954 *** contribution from DIAG: 1.60212410E-04 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.58168215 *** contribution from regularisation: 1.43774715E-03 *** contribution from error: -0.58311987 *** contribution from DIAG: 1.38071977E-04 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.58169687 *** contribution from regularisation: 1.44196057E-03 *** contribution from error: -0.58313882 *** contribution from DIAG: 1.24354992E-04 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 239.98872 sigma out 27 active outputs RANK 2 NODE 2 --> 111.13364 sigma out 27 active outputs RANK 3 NODE 3 --> 92.788422 sigma out 27 active outputs RANK 4 NODE 10 --> 80.082901 sigma out 27 active outputs RANK 5 NODE 6 --> 69.186302 sigma out 27 active outputs RANK 6 NODE 4 --> 58.914562 sigma out 27 active outputs RANK 7 NODE 8 --> 57.651588 sigma out 27 active outputs RANK 8 NODE 5 --> 51.378044 sigma out 27 active outputs RANK 9 NODE 7 --> 47.504879 sigma out 27 active outputs RANK 10 NODE 14 --> 43.903454 sigma out 27 active outputs RANK 11 NODE 15 --> 39.624840 sigma out 27 active outputs RANK 12 NODE 12 --> 36.547638 sigma out 27 active outputs RANK 13 NODE 9 --> 35.526703 sigma out 27 active outputs RANK 14 NODE 16 --> 31.164532 sigma out 27 active outputs RANK 15 NODE 13 --> 29.444374 sigma out 27 active outputs RANK 16 NODE 19 --> 26.448761 sigma out 27 active outputs RANK 17 NODE 17 --> 26.286554 sigma out 27 active outputs RANK 18 NODE 18 --> 25.028543 sigma out 27 active outputs RANK 19 NODE 21 --> 22.539415 sigma out 27 active outputs RANK 20 NODE 20 --> 21.429398 sigma out 27 active outputs RANK 21 NODE 23 --> 19.693216 sigma out 27 active outputs RANK 22 NODE 22 --> 18.376245 sigma out 27 active outputs RANK 23 NODE 11 --> 16.600098 sigma out 27 active outputs RANK 24 NODE 24 --> 12.982471 sigma out 27 active outputs RANK 25 NODE 25 --> 12.313083 sigma out 26 active outputs RANK 26 NODE 26 --> 10.624720 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 140.80371 sigma in 26 act. ( 80.848007 sig out 1 act.) RANK 2 NODE 6 --> 106.20765 sigma in 25 act. ( 89.993279 sig out 1 act.) RANK 3 NODE 25 --> 105.35059 sigma in 26 act. ( 87.406487 sig out 1 act.) RANK 4 NODE 7 --> 104.69279 sigma in 26 act. ( 86.822014 sig out 1 act.) RANK 5 NODE 18 --> 104.40196 sigma in 26 act. ( 65.432449 sig out 1 act.) RANK 6 NODE 22 --> 94.739494 sigma in 26 act. ( 85.170288 sig out 1 act.) RANK 7 NODE 12 --> 88.849686 sigma in 26 act. ( 45.490669 sig out 1 act.) RANK 8 NODE 23 --> 61.425468 sigma in 26 act. ( 66.317650 sig out 1 act.) RANK 9 NODE 16 --> 59.928001 sigma in 26 act. ( 52.998264 sig out 1 act.) RANK 10 NODE 13 --> 59.120979 sigma in 26 act. ( 46.095203 sig out 1 act.) RANK 11 NODE 5 --> 57.138363 sigma in 26 act. ( 42.999477 sig out 1 act.) RANK 12 NODE 21 --> 55.842110 sigma in 26 act. ( 58.638706 sig out 1 act.) RANK 13 NODE 1 --> 52.899059 sigma in 26 act. ( 37.477871 sig out 1 act.) RANK 14 NODE 11 --> 48.211395 sigma in 26 act. ( 50.213963 sig out 1 act.) RANK 15 NODE 10 --> 47.938572 sigma in 26 act. ( 50.647430 sig out 1 act.) RANK 16 NODE 15 --> 46.153072 sigma in 26 act. ( 35.144867 sig out 1 act.) RANK 17 NODE 14 --> 43.810226 sigma in 26 act. ( 53.509232 sig out 1 act.) RANK 18 NODE 2 --> 24.491739 sigma in 26 act. ( 37.003132 sig out 1 act.) RANK 19 NODE 8 --> 23.233685 sigma in 26 act. ( 15.375053 sig out 1 act.) RANK 20 NODE 20 --> 23.161526 sigma in 26 act. ( 28.603176 sig out 1 act.) RANK 21 NODE 19 --> 21.350136 sigma in 26 act. ( 13.006776 sig out 1 act.) RANK 22 NODE 4 --> 21.157368 sigma in 26 act. ( 13.376210 sig out 1 act.) RANK 23 NODE 17 --> 20.784632 sigma in 26 act. ( 17.440840 sig out 1 act.) RANK 24 NODE 24 --> 19.074574 sigma in 26 act. ( 19.495790 sig out 1 act.) RANK 25 NODE 26 --> 19.026634 sigma in 26 act. ( 16.169394 sig out 1 act.) RANK 26 NODE 3 --> 17.169968 sigma in 26 act. ( 12.429953 sig out 1 act.) RANK 27 NODE 9 --> 10.865761 sigma in 26 act. ( 6.4457498 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 89.993279 sigma out 1 act.( 106.20765 sig in 25 act.) RANK 2 NODE 25 --> 87.406487 sigma out 1 act.( 105.35059 sig in 26 act.) RANK 3 NODE 7 --> 86.822014 sigma out 1 act.( 104.69279 sig in 26 act.) RANK 4 NODE 22 --> 85.170288 sigma out 1 act.( 94.739494 sig in 26 act.) RANK 5 NODE 27 --> 80.848007 sigma out 1 act.( 140.80371 sig in 26 act.) RANK 6 NODE 23 --> 66.317650 sigma out 1 act.( 61.425468 sig in 26 act.) RANK 7 NODE 18 --> 65.432449 sigma out 1 act.( 104.40196 sig in 26 act.) RANK 8 NODE 21 --> 58.638706 sigma out 1 act.( 55.842110 sig in 26 act.) RANK 9 NODE 14 --> 53.509232 sigma out 1 act.( 43.810226 sig in 26 act.) RANK 10 NODE 16 --> 52.998264 sigma out 1 act.( 59.928001 sig in 26 act.) RANK 11 NODE 10 --> 50.647430 sigma out 1 act.( 47.938572 sig in 26 act.) RANK 12 NODE 11 --> 50.213963 sigma out 1 act.( 48.211395 sig in 26 act.) RANK 13 NODE 13 --> 46.095203 sigma out 1 act.( 59.120979 sig in 26 act.) RANK 14 NODE 12 --> 45.490669 sigma out 1 act.( 88.849686 sig in 26 act.) RANK 15 NODE 5 --> 42.999477 sigma out 1 act.( 57.138363 sig in 26 act.) RANK 16 NODE 1 --> 37.477871 sigma out 1 act.( 52.899059 sig in 26 act.) RANK 17 NODE 2 --> 37.003132 sigma out 1 act.( 24.491739 sig in 26 act.) RANK 18 NODE 15 --> 35.144867 sigma out 1 act.( 46.153072 sig in 26 act.) RANK 19 NODE 20 --> 28.603176 sigma out 1 act.( 23.161526 sig in 26 act.) RANK 20 NODE 24 --> 19.495790 sigma out 1 act.( 19.074574 sig in 26 act.) RANK 21 NODE 17 --> 17.440840 sigma out 1 act.( 20.784632 sig in 26 act.) RANK 22 NODE 26 --> 16.169394 sigma out 1 act.( 19.026634 sig in 26 act.) RANK 23 NODE 8 --> 15.375053 sigma out 1 act.( 23.233685 sig in 26 act.) RANK 24 NODE 4 --> 13.376210 sigma out 1 act.( 21.157368 sig in 26 act.) RANK 25 NODE 19 --> 13.006776 sigma out 1 act.( 21.350136 sig in 26 act.) RANK 26 NODE 3 --> 12.429953 sigma out 1 act.( 17.169968 sig in 26 act.) RANK 27 NODE 9 --> 6.4457498 sigma out 1 act.( 10.865761 sig in 26 act.) RANK 1 NODE 1 --> 269.33292 sigma in 27 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.58171833 *** contribution from regularisation: 1.43807428E-03 *** contribution from error: -0.58315641 *** contribution from DIAG: 1.32440851E-04 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.58173293 *** contribution from regularisation: 1.44069328E-03 *** contribution from error: -0.58317363 *** contribution from DIAG: 1.31799956E-04 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.58175611 *** contribution from regularisation: 1.43355737E-03 *** contribution from error: -0.58318967 *** contribution from DIAG: 1.33080262E-04 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.58176214 *** contribution from regularisation: 1.44253473E-03 *** contribution from error: -0.58320469 *** contribution from DIAG: 1.32360597E-04 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.58178246 *** contribution from regularisation: 1.43673574E-03 *** contribution from error: -0.58321917 *** contribution from DIAG: 1.34184869E-04 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.58179295 *** contribution from regularisation: 1.44026289E-03 *** contribution from error: -0.58323324 *** contribution from DIAG: 1.38651842E-04 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.58180809 *** contribution from regularisation: 1.43889338E-03 *** contribution from error: -0.58324701 *** contribution from DIAG: 1.39135111E-04 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.58182138 *** contribution from regularisation: 1.43892504E-03 *** contribution from error: -0.58326030 *** contribution from DIAG: 1.34814676E-04 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.58183473 *** contribution from regularisation: 1.43830955E-03 *** contribution from error: -0.58327305 *** contribution from DIAG: 1.33875408E-04 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.58184636 *** contribution from regularisation: 1.43945857E-03 *** contribution from error: -0.58328581 *** contribution from DIAG: 1.37219133E-04 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 241.88918 sigma out 27 active outputs RANK 2 NODE 2 --> 111.92314 sigma out 27 active outputs RANK 3 NODE 3 --> 93.151031 sigma out 27 active outputs RANK 4 NODE 10 --> 81.543030 sigma out 27 active outputs RANK 5 NODE 6 --> 69.176476 sigma out 27 active outputs RANK 6 NODE 4 --> 59.299522 sigma out 27 active outputs RANK 7 NODE 8 --> 57.459499 sigma out 27 active outputs RANK 8 NODE 5 --> 51.442528 sigma out 27 active outputs RANK 9 NODE 7 --> 47.632355 sigma out 27 active outputs RANK 10 NODE 14 --> 43.603962 sigma out 27 active outputs RANK 11 NODE 15 --> 39.690704 sigma out 27 active outputs RANK 12 NODE 12 --> 36.993870 sigma out 27 active outputs RANK 13 NODE 9 --> 35.756927 sigma out 27 active outputs RANK 14 NODE 16 --> 31.344528 sigma out 27 active outputs RANK 15 NODE 13 --> 29.619999 sigma out 27 active outputs RANK 16 NODE 19 --> 26.618982 sigma out 27 active outputs RANK 17 NODE 17 --> 26.140409 sigma out 27 active outputs RANK 18 NODE 18 --> 25.162373 sigma out 27 active outputs RANK 19 NODE 21 --> 22.478912 sigma out 27 active outputs RANK 20 NODE 20 --> 21.301601 sigma out 27 active outputs RANK 21 NODE 23 --> 19.670929 sigma out 27 active outputs RANK 22 NODE 22 --> 18.121820 sigma out 27 active outputs RANK 23 NODE 11 --> 16.721708 sigma out 27 active outputs RANK 24 NODE 24 --> 12.899115 sigma out 27 active outputs RANK 25 NODE 25 --> 12.237406 sigma out 26 active outputs RANK 26 NODE 26 --> 10.643945 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 141.40532 sigma in 26 act. ( 81.253960 sig out 1 act.) RANK 2 NODE 6 --> 106.70187 sigma in 25 act. ( 89.968117 sig out 1 act.) RANK 3 NODE 25 --> 105.71485 sigma in 26 act. ( 87.957893 sig out 1 act.) RANK 4 NODE 7 --> 105.07719 sigma in 26 act. ( 87.234787 sig out 1 act.) RANK 5 NODE 18 --> 105.06127 sigma in 26 act. ( 65.763519 sig out 1 act.) RANK 6 NODE 22 --> 95.440605 sigma in 26 act. ( 85.286507 sig out 1 act.) RANK 7 NODE 12 --> 89.516556 sigma in 26 act. ( 45.739815 sig out 1 act.) RANK 8 NODE 23 --> 62.446003 sigma in 26 act. ( 67.458038 sig out 1 act.) RANK 9 NODE 16 --> 60.707226 sigma in 26 act. ( 53.681538 sig out 1 act.) RANK 10 NODE 13 --> 59.503811 sigma in 26 act. ( 46.162659 sig out 1 act.) RANK 11 NODE 5 --> 57.477444 sigma in 26 act. ( 43.028774 sig out 1 act.) RANK 12 NODE 21 --> 56.687527 sigma in 26 act. ( 59.348347 sig out 1 act.) RANK 13 NODE 1 --> 53.392334 sigma in 26 act. ( 37.929424 sig out 1 act.) RANK 14 NODE 11 --> 48.508659 sigma in 26 act. ( 50.761402 sig out 1 act.) RANK 15 NODE 10 --> 48.380066 sigma in 26 act. ( 51.431114 sig out 1 act.) RANK 16 NODE 15 --> 46.376122 sigma in 26 act. ( 35.075127 sig out 1 act.) RANK 17 NODE 14 --> 43.701817 sigma in 26 act. ( 54.073120 sig out 1 act.) RANK 18 NODE 2 --> 24.887369 sigma in 26 act. ( 37.507324 sig out 1 act.) RANK 19 NODE 8 --> 24.281757 sigma in 26 act. ( 16.329357 sig out 1 act.) RANK 20 NODE 20 --> 23.443346 sigma in 26 act. ( 28.759285 sig out 1 act.) RANK 21 NODE 19 --> 21.618313 sigma in 26 act. ( 13.164845 sig out 1 act.) RANK 22 NODE 4 --> 21.264956 sigma in 26 act. ( 13.514887 sig out 1 act.) RANK 23 NODE 17 --> 20.590218 sigma in 26 act. ( 17.501778 sig out 1 act.) RANK 24 NODE 26 --> 19.326235 sigma in 26 act. ( 16.326071 sig out 1 act.) RANK 25 NODE 24 --> 19.264059 sigma in 26 act. ( 19.990246 sig out 1 act.) RANK 26 NODE 3 --> 17.327372 sigma in 26 act. ( 12.622100 sig out 1 act.) RANK 27 NODE 9 --> 11.042208 sigma in 26 act. ( 6.6871281 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 89.968117 sigma out 1 act.( 106.70187 sig in 25 act.) RANK 2 NODE 25 --> 87.957893 sigma out 1 act.( 105.71485 sig in 26 act.) RANK 3 NODE 7 --> 87.234787 sigma out 1 act.( 105.07719 sig in 26 act.) RANK 4 NODE 22 --> 85.286507 sigma out 1 act.( 95.440605 sig in 26 act.) RANK 5 NODE 27 --> 81.253960 sigma out 1 act.( 141.40532 sig in 26 act.) RANK 6 NODE 23 --> 67.458038 sigma out 1 act.( 62.446003 sig in 26 act.) RANK 7 NODE 18 --> 65.763519 sigma out 1 act.( 105.06127 sig in 26 act.) RANK 8 NODE 21 --> 59.348347 sigma out 1 act.( 56.687527 sig in 26 act.) RANK 9 NODE 14 --> 54.073120 sigma out 1 act.( 43.701817 sig in 26 act.) RANK 10 NODE 16 --> 53.681538 sigma out 1 act.( 60.707226 sig in 26 act.) RANK 11 NODE 10 --> 51.431114 sigma out 1 act.( 48.380066 sig in 26 act.) RANK 12 NODE 11 --> 50.761402 sigma out 1 act.( 48.508659 sig in 26 act.) RANK 13 NODE 13 --> 46.162659 sigma out 1 act.( 59.503811 sig in 26 act.) RANK 14 NODE 12 --> 45.739815 sigma out 1 act.( 89.516556 sig in 26 act.) RANK 15 NODE 5 --> 43.028774 sigma out 1 act.( 57.477444 sig in 26 act.) RANK 16 NODE 1 --> 37.929424 sigma out 1 act.( 53.392334 sig in 26 act.) RANK 17 NODE 2 --> 37.507324 sigma out 1 act.( 24.887369 sig in 26 act.) RANK 18 NODE 15 --> 35.075127 sigma out 1 act.( 46.376122 sig in 26 act.) RANK 19 NODE 20 --> 28.759285 sigma out 1 act.( 23.443346 sig in 26 act.) RANK 20 NODE 24 --> 19.990246 sigma out 1 act.( 19.264059 sig in 26 act.) RANK 21 NODE 17 --> 17.501778 sigma out 1 act.( 20.590218 sig in 26 act.) RANK 22 NODE 8 --> 16.329357 sigma out 1 act.( 24.281757 sig in 26 act.) RANK 23 NODE 26 --> 16.326071 sigma out 1 act.( 19.326235 sig in 26 act.) RANK 24 NODE 4 --> 13.514887 sigma out 1 act.( 21.264956 sig in 26 act.) RANK 25 NODE 19 --> 13.164845 sigma out 1 act.( 21.618313 sig in 26 act.) RANK 26 NODE 3 --> 12.622100 sigma out 1 act.( 17.327372 sig in 26 act.) RANK 27 NODE 9 --> 6.6871281 sigma out 1 act.( 11.042208 sig in 26 act.) RANK 1 NODE 1 --> 271.14279 sigma in 27 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.58185661 *** contribution from regularisation: 1.44124776E-03 *** contribution from error: -0.58329785 *** contribution from DIAG: 1.60122203E-04 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.58186823 *** contribution from regularisation: 1.44089933E-03 *** contribution from error: -0.58330911 *** contribution from DIAG: 1.60312135E-04 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.58188087 *** contribution from regularisation: 1.43982796E-03 *** contribution from error: -0.58332068 *** contribution from DIAG: 1.64481156E-04 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.58189046 *** contribution from regularisation: 1.44095148E-03 *** contribution from error: -0.58333141 *** contribution from DIAG: 1.64223049E-04 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.58190137 *** contribution from regularisation: 1.44080224E-03 *** contribution from error: -0.58334219 *** contribution from DIAG: 1.64680008E-04 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.58191496 *** contribution from regularisation: 1.43746426E-03 *** contribution from error: -0.58335245 *** contribution from DIAG: 1.65856618E-04 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.58191782 *** contribution from regularisation: 1.44499028E-03 *** contribution from error: -0.58336282 *** contribution from DIAG: 1.65815931E-04 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.58193618 *** contribution from regularisation: 1.43675297E-03 *** contribution from error: -0.58337295 *** contribution from DIAG: 1.42702353E-04 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.58194238 *** contribution from regularisation: 1.44032075E-03 *** contribution from error: -0.58338273 *** contribution from DIAG: 1.42795368E-04 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.58195227 *** contribution from regularisation: 1.44033832E-03 *** contribution from error: -0.58339262 *** contribution from DIAG: 1.42201156E-04 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 241.52798 sigma out 27 active outputs RANK 2 NODE 2 --> 111.62257 sigma out 27 active outputs RANK 3 NODE 3 --> 93.385147 sigma out 27 active outputs RANK 4 NODE 10 --> 81.791641 sigma out 27 active outputs RANK 5 NODE 6 --> 69.320038 sigma out 27 active outputs RANK 6 NODE 4 --> 59.432384 sigma out 27 active outputs RANK 7 NODE 8 --> 57.657383 sigma out 27 active outputs RANK 8 NODE 5 --> 51.510159 sigma out 27 active outputs RANK 9 NODE 7 --> 47.573025 sigma out 27 active outputs RANK 10 NODE 14 --> 43.609074 sigma out 27 active outputs RANK 11 NODE 15 --> 39.772312 sigma out 27 active outputs RANK 12 NODE 12 --> 36.819843 sigma out 27 active outputs RANK 13 NODE 9 --> 35.795441 sigma out 27 active outputs RANK 14 NODE 16 --> 31.168598 sigma out 27 active outputs RANK 15 NODE 13 --> 29.397997 sigma out 27 active outputs RANK 16 NODE 19 --> 26.502344 sigma out 27 active outputs RANK 17 NODE 17 --> 25.759144 sigma out 27 active outputs RANK 18 NODE 18 --> 24.917809 sigma out 27 active outputs RANK 19 NODE 21 --> 22.284639 sigma out 27 active outputs RANK 20 NODE 20 --> 21.119894 sigma out 27 active outputs RANK 21 NODE 23 --> 19.661757 sigma out 27 active outputs RANK 22 NODE 22 --> 17.977396 sigma out 27 active outputs RANK 23 NODE 11 --> 16.958008 sigma out 27 active outputs RANK 24 NODE 24 --> 13.013806 sigma out 27 active outputs RANK 25 NODE 25 --> 12.328843 sigma out 26 active outputs RANK 26 NODE 26 --> 10.701742 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 140.99069 sigma in 26 act. ( 81.396271 sig out 1 act.) RANK 2 NODE 6 --> 106.83282 sigma in 25 act. ( 88.999397 sig out 1 act.) RANK 3 NODE 25 --> 105.59148 sigma in 26 act. ( 87.564865 sig out 1 act.) RANK 4 NODE 18 --> 104.92822 sigma in 26 act. ( 65.890678 sig out 1 act.) RANK 5 NODE 7 --> 104.64713 sigma in 26 act. ( 87.627159 sig out 1 act.) RANK 6 NODE 22 --> 95.167366 sigma in 26 act. ( 85.771469 sig out 1 act.) RANK 7 NODE 12 --> 89.436180 sigma in 26 act. ( 46.015629 sig out 1 act.) RANK 8 NODE 23 --> 62.835377 sigma in 26 act. ( 68.196083 sig out 1 act.) RANK 9 NODE 16 --> 60.986267 sigma in 26 act. ( 53.919483 sig out 1 act.) RANK 10 NODE 13 --> 59.407730 sigma in 26 act. ( 46.206161 sig out 1 act.) RANK 11 NODE 5 --> 57.445755 sigma in 26 act. ( 42.998627 sig out 1 act.) RANK 12 NODE 21 --> 56.726715 sigma in 26 act. ( 59.779263 sig out 1 act.) RANK 13 NODE 1 --> 53.504623 sigma in 26 act. ( 38.093018 sig out 1 act.) RANK 14 NODE 11 --> 48.591812 sigma in 26 act. ( 51.041092 sig out 1 act.) RANK 15 NODE 10 --> 48.457371 sigma in 26 act. ( 51.833858 sig out 1 act.) RANK 16 NODE 15 --> 46.288216 sigma in 26 act. ( 35.114063 sig out 1 act.) RANK 17 NODE 14 --> 43.390942 sigma in 26 act. ( 54.266212 sig out 1 act.) RANK 18 NODE 2 --> 25.165970 sigma in 26 act. ( 37.583340 sig out 1 act.) RANK 19 NODE 8 --> 24.973766 sigma in 26 act. ( 17.147202 sig out 1 act.) RANK 20 NODE 20 --> 23.632332 sigma in 26 act. ( 28.645943 sig out 1 act.) RANK 21 NODE 19 --> 21.724112 sigma in 26 act. ( 13.252386 sig out 1 act.) RANK 22 NODE 4 --> 21.272125 sigma in 26 act. ( 13.559093 sig out 1 act.) RANK 23 NODE 17 --> 20.394758 sigma in 26 act. ( 17.451696 sig out 1 act.) RANK 24 NODE 26 --> 19.439062 sigma in 26 act. ( 16.601278 sig out 1 act.) RANK 25 NODE 24 --> 19.289507 sigma in 26 act. ( 20.228033 sig out 1 act.) RANK 26 NODE 3 --> 17.378592 sigma in 26 act. ( 12.668715 sig out 1 act.) RANK 27 NODE 9 --> 11.202005 sigma in 26 act. ( 6.7994351 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 88.999397 sigma out 1 act.( 106.83282 sig in 25 act.) RANK 2 NODE 7 --> 87.627159 sigma out 1 act.( 104.64713 sig in 26 act.) RANK 3 NODE 25 --> 87.564865 sigma out 1 act.( 105.59148 sig in 26 act.) RANK 4 NODE 22 --> 85.771469 sigma out 1 act.( 95.167366 sig in 26 act.) RANK 5 NODE 27 --> 81.396271 sigma out 1 act.( 140.99069 sig in 26 act.) RANK 6 NODE 23 --> 68.196083 sigma out 1 act.( 62.835377 sig in 26 act.) RANK 7 NODE 18 --> 65.890678 sigma out 1 act.( 104.92822 sig in 26 act.) RANK 8 NODE 21 --> 59.779263 sigma out 1 act.( 56.726715 sig in 26 act.) RANK 9 NODE 14 --> 54.266212 sigma out 1 act.( 43.390942 sig in 26 act.) RANK 10 NODE 16 --> 53.919483 sigma out 1 act.( 60.986267 sig in 26 act.) RANK 11 NODE 10 --> 51.833858 sigma out 1 act.( 48.457371 sig in 26 act.) RANK 12 NODE 11 --> 51.041092 sigma out 1 act.( 48.591812 sig in 26 act.) RANK 13 NODE 13 --> 46.206161 sigma out 1 act.( 59.407730 sig in 26 act.) RANK 14 NODE 12 --> 46.015629 sigma out 1 act.( 89.436180 sig in 26 act.) RANK 15 NODE 5 --> 42.998627 sigma out 1 act.( 57.445755 sig in 26 act.) RANK 16 NODE 1 --> 38.093018 sigma out 1 act.( 53.504623 sig in 26 act.) RANK 17 NODE 2 --> 37.583340 sigma out 1 act.( 25.165970 sig in 26 act.) RANK 18 NODE 15 --> 35.114063 sigma out 1 act.( 46.288216 sig in 26 act.) RANK 19 NODE 20 --> 28.645943 sigma out 1 act.( 23.632332 sig in 26 act.) RANK 20 NODE 24 --> 20.228033 sigma out 1 act.( 19.289507 sig in 26 act.) RANK 21 NODE 17 --> 17.451696 sigma out 1 act.( 20.394758 sig in 26 act.) RANK 22 NODE 8 --> 17.147202 sigma out 1 act.( 24.973766 sig in 26 act.) RANK 23 NODE 26 --> 16.601278 sigma out 1 act.( 19.439062 sig in 26 act.) RANK 24 NODE 4 --> 13.559093 sigma out 1 act.( 21.272125 sig in 26 act.) RANK 25 NODE 19 --> 13.252386 sigma out 1 act.( 21.724112 sig in 26 act.) RANK 26 NODE 3 --> 12.668715 sigma out 1 act.( 17.378592 sig in 26 act.) RANK 27 NODE 9 --> 6.7994351 sigma out 1 act.( 11.202005 sig in 26 act.) RANK 1 NODE 1 --> 271.71143 sigma in 27 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.58196229 *** contribution from regularisation: 1.44003390E-03 *** contribution from error: -0.58340234 *** contribution from DIAG: 1.42401826E-04 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.58196896 *** contribution from regularisation: 1.44266686E-03 *** contribution from error: -0.58341163 *** contribution from DIAG: 1.37293333E-04 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.58198100 *** contribution from regularisation: 1.43965287E-03 *** contribution from error: -0.58342063 *** contribution from DIAG: 1.37666211E-04 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.58199090 *** contribution from regularisation: 1.43858849E-03 *** contribution from error: -0.58342952 *** contribution from DIAG: 1.35148948E-04 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.58199739 *** contribution from regularisation: 1.44085404E-03 *** contribution from error: -0.58343828 *** contribution from DIAG: 1.73829627E-04 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.58200622 *** contribution from regularisation: 1.44077651E-03 *** contribution from error: -0.58344698 *** contribution from DIAG: 1.73910885E-04 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.58201760 *** contribution from regularisation: 1.43806299E-03 *** contribution from error: -0.58345568 *** contribution from DIAG: 1.73914726E-04 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.58202231 *** contribution from regularisation: 1.44175882E-03 *** contribution from error: -0.58346409 *** contribution from DIAG: 1.78061207E-04 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.58203137 *** contribution from regularisation: 1.44115638E-03 *** contribution from error: -0.58347255 *** contribution from DIAG: 1.61819247E-04 *********************************************** --------------------------------------------------- Iteration : 59 kill weight from layer 1 knot 21 to knot 10 *********************************************** *** Learn Path 59 *** loss function: -0.58204412 *** contribution from regularisation: 1.43715995E-03 *** contribution from error: -0.58348131 *** contribution from DIAG: 1.78589762E-04 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 241.02882 sigma out 27 active outputs RANK 2 NODE 2 --> 111.53648 sigma out 27 active outputs RANK 3 NODE 3 --> 92.986061 sigma out 27 active outputs RANK 4 NODE 10 --> 82.629654 sigma out 27 active outputs RANK 5 NODE 6 --> 69.379089 sigma out 27 active outputs RANK 6 NODE 4 --> 59.127975 sigma out 27 active outputs RANK 7 NODE 8 --> 56.885086 sigma out 27 active outputs RANK 8 NODE 5 --> 51.788330 sigma out 27 active outputs RANK 9 NODE 7 --> 47.260204 sigma out 27 active outputs RANK 10 NODE 14 --> 43.318970 sigma out 27 active outputs RANK 11 NODE 15 --> 39.827408 sigma out 27 active outputs RANK 12 NODE 12 --> 36.464203 sigma out 27 active outputs RANK 13 NODE 9 --> 35.724522 sigma out 27 active outputs RANK 14 NODE 16 --> 30.953911 sigma out 27 active outputs RANK 15 NODE 13 --> 29.340721 sigma out 27 active outputs RANK 16 NODE 19 --> 26.229637 sigma out 27 active outputs RANK 17 NODE 17 --> 25.913437 sigma out 27 active outputs RANK 18 NODE 18 --> 24.947451 sigma out 27 active outputs RANK 19 NODE 21 --> 22.249809 sigma out 26 active outputs RANK 20 NODE 20 --> 20.967321 sigma out 27 active outputs RANK 21 NODE 23 --> 19.715393 sigma out 27 active outputs RANK 22 NODE 22 --> 17.907085 sigma out 27 active outputs RANK 23 NODE 11 --> 17.217272 sigma out 27 active outputs RANK 24 NODE 24 --> 12.763163 sigma out 27 active outputs RANK 25 NODE 25 --> 12.052696 sigma out 26 active outputs RANK 26 NODE 26 --> 10.664803 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 140.57487 sigma in 26 act. ( 80.776886 sig out 1 act.) RANK 2 NODE 6 --> 106.26284 sigma in 25 act. ( 88.702637 sig out 1 act.) RANK 3 NODE 25 --> 105.06118 sigma in 26 act. ( 87.525192 sig out 1 act.) RANK 4 NODE 18 --> 104.70229 sigma in 26 act. ( 65.706383 sig out 1 act.) RANK 5 NODE 7 --> 104.48412 sigma in 26 act. ( 86.922958 sig out 1 act.) RANK 6 NODE 22 --> 95.181541 sigma in 26 act. ( 84.771996 sig out 1 act.) RANK 7 NODE 12 --> 89.400253 sigma in 26 act. ( 45.565559 sig out 1 act.) RANK 8 NODE 23 --> 63.018986 sigma in 26 act. ( 68.693855 sig out 1 act.) RANK 9 NODE 16 --> 61.322002 sigma in 26 act. ( 53.885128 sig out 1 act.) RANK 10 NODE 13 --> 59.328598 sigma in 26 act. ( 46.149666 sig out 1 act.) RANK 11 NODE 5 --> 57.188770 sigma in 26 act. ( 43.316177 sig out 1 act.) RANK 12 NODE 21 --> 57.032246 sigma in 26 act. ( 59.734390 sig out 1 act.) RANK 13 NODE 1 --> 53.424892 sigma in 26 act. ( 38.197964 sig out 1 act.) RANK 14 NODE 11 --> 48.591717 sigma in 26 act. ( 50.916290 sig out 1 act.) RANK 15 NODE 10 --> 48.384754 sigma in 25 act. ( 52.279110 sig out 1 act.) RANK 16 NODE 15 --> 46.090496 sigma in 26 act. ( 35.026695 sig out 1 act.) RANK 17 NODE 14 --> 43.092194 sigma in 26 act. ( 54.254017 sig out 1 act.) RANK 18 NODE 8 --> 25.526827 sigma in 26 act. ( 17.591978 sig out 1 act.) RANK 19 NODE 2 --> 25.323513 sigma in 26 act. ( 37.796421 sig out 1 act.) RANK 20 NODE 20 --> 23.806530 sigma in 26 act. ( 28.645739 sig out 1 act.) RANK 21 NODE 19 --> 21.743805 sigma in 26 act. ( 13.252441 sig out 1 act.) RANK 22 NODE 4 --> 21.216976 sigma in 26 act. ( 13.452819 sig out 1 act.) RANK 23 NODE 17 --> 20.090544 sigma in 26 act. ( 17.443443 sig out 1 act.) RANK 24 NODE 26 --> 19.493414 sigma in 26 act. ( 16.617779 sig out 1 act.) RANK 25 NODE 24 --> 19.283190 sigma in 26 act. ( 20.401566 sig out 1 act.) RANK 26 NODE 3 --> 17.391657 sigma in 26 act. ( 12.641082 sig out 1 act.) RANK 27 NODE 9 --> 11.259317 sigma in 26 act. ( 6.9118457 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 88.702637 sigma out 1 act.( 106.26284 sig in 25 act.) RANK 2 NODE 25 --> 87.525192 sigma out 1 act.( 105.06118 sig in 26 act.) RANK 3 NODE 7 --> 86.922958 sigma out 1 act.( 104.48412 sig in 26 act.) RANK 4 NODE 22 --> 84.771996 sigma out 1 act.( 95.181541 sig in 26 act.) RANK 5 NODE 27 --> 80.776886 sigma out 1 act.( 140.57487 sig in 26 act.) RANK 6 NODE 23 --> 68.693855 sigma out 1 act.( 63.018986 sig in 26 act.) RANK 7 NODE 18 --> 65.706383 sigma out 1 act.( 104.70229 sig in 26 act.) RANK 8 NODE 21 --> 59.734390 sigma out 1 act.( 57.032246 sig in 26 act.) RANK 9 NODE 14 --> 54.254017 sigma out 1 act.( 43.092194 sig in 26 act.) RANK 10 NODE 16 --> 53.885128 sigma out 1 act.( 61.322002 sig in 26 act.) RANK 11 NODE 10 --> 52.279110 sigma out 1 act.( 48.384754 sig in 25 act.) RANK 12 NODE 11 --> 50.916290 sigma out 1 act.( 48.591717 sig in 26 act.) RANK 13 NODE 13 --> 46.149666 sigma out 1 act.( 59.328598 sig in 26 act.) RANK 14 NODE 12 --> 45.565559 sigma out 1 act.( 89.400253 sig in 26 act.) RANK 15 NODE 5 --> 43.316177 sigma out 1 act.( 57.188770 sig in 26 act.) RANK 16 NODE 1 --> 38.197964 sigma out 1 act.( 53.424892 sig in 26 act.) RANK 17 NODE 2 --> 37.796421 sigma out 1 act.( 25.323513 sig in 26 act.) RANK 18 NODE 15 --> 35.026695 sigma out 1 act.( 46.090496 sig in 26 act.) RANK 19 NODE 20 --> 28.645739 sigma out 1 act.( 23.806530 sig in 26 act.) RANK 20 NODE 24 --> 20.401566 sigma out 1 act.( 19.283190 sig in 26 act.) RANK 21 NODE 8 --> 17.591978 sigma out 1 act.( 25.526827 sig in 26 act.) RANK 22 NODE 17 --> 17.443443 sigma out 1 act.( 20.090544 sig in 26 act.) RANK 23 NODE 26 --> 16.617779 sigma out 1 act.( 19.493414 sig in 26 act.) RANK 24 NODE 4 --> 13.452819 sigma out 1 act.( 21.216976 sig in 26 act.) RANK 25 NODE 19 --> 13.252441 sigma out 1 act.( 21.743805 sig in 26 act.) RANK 26 NODE 3 --> 12.641082 sigma out 1 act.( 17.391657 sig in 26 act.) RANK 27 NODE 9 --> 6.9118457 sigma out 1 act.( 11.259317 sig in 26 act.) RANK 1 NODE 1 --> 271.03574 sigma in 27 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.58205080 *** contribution from regularisation: 1.43877266E-03 *** contribution from error: -0.58348960 *** contribution from DIAG: 1.76457674E-04 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.58205706 *** contribution from regularisation: 1.44047721E-03 *** contribution from error: -0.58349752 *** contribution from DIAG: 1.75489753E-04 *********************************************** --------------------------------------------------- Iteration : 62 kill weight from layer 1 knot 6 to knot 2 kill weight from layer 1 knot 22 to knot 10 *********************************************** *** Learn Path 62 *** loss function: -0.58206737 *** contribution from regularisation: 1.43810909E-03 *** contribution from error: -0.58350545 *** contribution from DIAG: 1.78521368E-04 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.58207536 *** contribution from regularisation: 1.43794587E-03 *** contribution from error: -0.58351332 *** contribution from DIAG: 1.73628971E-04 *********************************************** --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.58208913 *** contribution from regularisation: 1.43209018E-03 *** contribution from error: -0.58352119 *** contribution from DIAG: 1.82712232E-04 *********************************************** --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.58209324 *** contribution from regularisation: 1.43567380E-03 *** contribution from error: -0.58352894 *** contribution from DIAG: 1.60252981E-04 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.58210105 *** contribution from regularisation: 1.43540965E-03 *** contribution from error: -0.58353645 *** contribution from DIAG: 1.59785021E-04 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.58210748 *** contribution from regularisation: 1.43659860E-03 *** contribution from error: -0.58354408 *** contribution from DIAG: 1.60527998E-04 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.58211362 *** contribution from regularisation: 1.43798452E-03 *** contribution from error: -0.58355159 *** contribution from DIAG: 1.60989250E-04 *********************************************** --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.58212131 *** contribution from regularisation: 1.43766578E-03 *** contribution from error: -0.58355898 *** contribution from DIAG: 1.59522067E-04 *********************************************** --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 240.37332 sigma out 27 active outputs RANK 2 NODE 2 --> 111.47330 sigma out 27 active outputs RANK 3 NODE 3 --> 92.788254 sigma out 27 active outputs RANK 4 NODE 10 --> 82.907066 sigma out 27 active outputs RANK 5 NODE 6 --> 68.501755 sigma out 26 active outputs RANK 6 NODE 4 --> 59.200268 sigma out 27 active outputs RANK 7 NODE 8 --> 56.488556 sigma out 27 active outputs RANK 8 NODE 5 --> 51.750301 sigma out 27 active outputs RANK 9 NODE 7 --> 47.007553 sigma out 27 active outputs RANK 10 NODE 14 --> 43.113964 sigma out 27 active outputs RANK 11 NODE 15 --> 39.232628 sigma out 27 active outputs RANK 12 NODE 12 --> 36.262642 sigma out 27 active outputs RANK 13 NODE 9 --> 35.716175 sigma out 27 active outputs RANK 14 NODE 16 --> 30.828117 sigma out 27 active outputs RANK 15 NODE 13 --> 28.991617 sigma out 27 active outputs RANK 16 NODE 19 --> 26.169144 sigma out 27 active outputs RANK 17 NODE 17 --> 25.752188 sigma out 27 active outputs RANK 18 NODE 18 --> 24.879488 sigma out 27 active outputs RANK 19 NODE 21 --> 22.112551 sigma out 26 active outputs RANK 20 NODE 20 --> 20.958076 sigma out 27 active outputs RANK 21 NODE 23 --> 19.481464 sigma out 27 active outputs RANK 22 NODE 22 --> 17.688700 sigma out 26 active outputs RANK 23 NODE 11 --> 17.385632 sigma out 27 active outputs RANK 24 NODE 24 --> 12.808642 sigma out 27 active outputs RANK 25 NODE 25 --> 12.024650 sigma out 26 active outputs RANK 26 NODE 26 --> 10.711205 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 140.06549 sigma in 26 act. ( 80.354195 sig out 1 act.) RANK 2 NODE 6 --> 105.99918 sigma in 25 act. ( 87.835617 sig out 1 act.) RANK 3 NODE 25 --> 104.66296 sigma in 26 act. ( 87.118118 sig out 1 act.) RANK 4 NODE 18 --> 104.44415 sigma in 26 act. ( 65.420105 sig out 1 act.) RANK 5 NODE 7 --> 103.99462 sigma in 26 act. ( 86.603035 sig out 1 act.) RANK 6 NODE 22 --> 94.758034 sigma in 26 act. ( 84.808121 sig out 1 act.) RANK 7 NODE 12 --> 89.092239 sigma in 26 act. ( 45.373886 sig out 1 act.) RANK 8 NODE 23 --> 63.091259 sigma in 26 act. ( 69.158745 sig out 1 act.) RANK 9 NODE 16 --> 61.487431 sigma in 26 act. ( 54.044209 sig out 1 act.) RANK 10 NODE 13 --> 59.047733 sigma in 26 act. ( 46.235485 sig out 1 act.) RANK 11 NODE 5 --> 57.077827 sigma in 26 act. ( 43.028885 sig out 1 act.) RANK 12 NODE 21 --> 56.625923 sigma in 26 act. ( 60.145557 sig out 1 act.) RANK 13 NODE 1 --> 53.324032 sigma in 26 act. ( 38.221165 sig out 1 act.) RANK 14 NODE 11 --> 48.433372 sigma in 26 act. ( 51.149509 sig out 1 act.) RANK 15 NODE 10 --> 48.400738 sigma in 24 act. ( 52.402084 sig out 1 act.) RANK 16 NODE 15 --> 46.061375 sigma in 26 act. ( 34.644909 sig out 1 act.) RANK 17 NODE 14 --> 42.961037 sigma in 26 act. ( 54.108532 sig out 1 act.) RANK 18 NODE 8 --> 26.031599 sigma in 26 act. ( 18.090279 sig out 1 act.) RANK 19 NODE 2 --> 25.551537 sigma in 25 act. ( 37.897568 sig out 1 act.) RANK 20 NODE 20 --> 23.995085 sigma in 26 act. ( 28.525850 sig out 1 act.) RANK 21 NODE 19 --> 21.703926 sigma in 26 act. ( 13.219522 sig out 1 act.) RANK 22 NODE 4 --> 21.124977 sigma in 26 act. ( 13.506372 sig out 1 act.) RANK 23 NODE 17 --> 19.851210 sigma in 26 act. ( 17.450859 sig out 1 act.) RANK 24 NODE 26 --> 19.495634 sigma in 26 act. ( 16.726330 sig out 1 act.) RANK 25 NODE 24 --> 19.271568 sigma in 26 act. ( 20.613512 sig out 1 act.) RANK 26 NODE 3 --> 17.315395 sigma in 26 act. ( 12.826564 sig out 1 act.) RANK 27 NODE 9 --> 11.345857 sigma in 26 act. ( 6.9576435 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 87.835617 sigma out 1 act.( 105.99918 sig in 25 act.) RANK 2 NODE 25 --> 87.118118 sigma out 1 act.( 104.66296 sig in 26 act.) RANK 3 NODE 7 --> 86.603035 sigma out 1 act.( 103.99462 sig in 26 act.) RANK 4 NODE 22 --> 84.808121 sigma out 1 act.( 94.758034 sig in 26 act.) RANK 5 NODE 27 --> 80.354195 sigma out 1 act.( 140.06549 sig in 26 act.) RANK 6 NODE 23 --> 69.158745 sigma out 1 act.( 63.091259 sig in 26 act.) RANK 7 NODE 18 --> 65.420105 sigma out 1 act.( 104.44415 sig in 26 act.) RANK 8 NODE 21 --> 60.145557 sigma out 1 act.( 56.625923 sig in 26 act.) RANK 9 NODE 14 --> 54.108532 sigma out 1 act.( 42.961037 sig in 26 act.) RANK 10 NODE 16 --> 54.044209 sigma out 1 act.( 61.487431 sig in 26 act.) RANK 11 NODE 10 --> 52.402084 sigma out 1 act.( 48.400738 sig in 24 act.) RANK 12 NODE 11 --> 51.149509 sigma out 1 act.( 48.433372 sig in 26 act.) RANK 13 NODE 13 --> 46.235485 sigma out 1 act.( 59.047733 sig in 26 act.) RANK 14 NODE 12 --> 45.373886 sigma out 1 act.( 89.092239 sig in 26 act.) RANK 15 NODE 5 --> 43.028885 sigma out 1 act.( 57.077827 sig in 26 act.) RANK 16 NODE 1 --> 38.221165 sigma out 1 act.( 53.324032 sig in 26 act.) RANK 17 NODE 2 --> 37.897568 sigma out 1 act.( 25.551537 sig in 25 act.) RANK 18 NODE 15 --> 34.644909 sigma out 1 act.( 46.061375 sig in 26 act.) RANK 19 NODE 20 --> 28.525850 sigma out 1 act.( 23.995085 sig in 26 act.) RANK 20 NODE 24 --> 20.613512 sigma out 1 act.( 19.271568 sig in 26 act.) RANK 21 NODE 8 --> 18.090279 sigma out 1 act.( 26.031599 sig in 26 act.) RANK 22 NODE 17 --> 17.450859 sigma out 1 act.( 19.851210 sig in 26 act.) RANK 23 NODE 26 --> 16.726330 sigma out 1 act.( 19.495634 sig in 26 act.) RANK 24 NODE 4 --> 13.506372 sigma out 1 act.( 21.124977 sig in 26 act.) RANK 25 NODE 19 --> 13.219522 sigma out 1 act.( 21.703926 sig in 26 act.) RANK 26 NODE 3 --> 12.826564 sigma out 1 act.( 17.315395 sig in 26 act.) RANK 27 NODE 9 --> 6.9576435 sigma out 1 act.( 11.345857 sig in 26 act.) RANK 1 NODE 1 --> 270.57455 sigma in 27 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.58213103 *** contribution from regularisation: 1.43523014E-03 *** contribution from error: -0.58356625 *** contribution from DIAG: 1.59346891E-04 *********************************************** --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.58213729 *** contribution from regularisation: 1.43618882E-03 *** contribution from error: -0.58357346 *** contribution from DIAG: 1.59185394E-04 *********************************************** --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.58214223 *** contribution from regularisation: 1.43832911E-03 *** contribution from error: -0.58358055 *** contribution from DIAG: 1.62630648E-04 *********************************************** --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.58215231 *** contribution from regularisation: 1.43543887E-03 *** contribution from error: -0.58358777 *** contribution from DIAG: 1.62751181E-04 *********************************************** --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.58215922 *** contribution from regularisation: 1.43564458E-03 *** contribution from error: -0.58359486 *** contribution from DIAG: 1.58527706E-04 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.58216709 *** contribution from regularisation: 1.43461069E-03 *** contribution from error: -0.58360171 *** contribution from DIAG: 1.63521021E-04 *********************************************** --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.58217388 *** contribution from regularisation: 1.43487274E-03 *** contribution from error: -0.58360875 *** contribution from DIAG: 1.46710197E-04 *********************************************** --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.58217943 *** contribution from regularisation: 1.43625319E-03 *** contribution from error: -0.58361566 *** contribution from DIAG: 1.45447062E-04 *********************************************** --------------------------------------------------- Iteration : 78 kill weight from layer 1 knot 16 to knot 12 kill weight from layer 1 knot 22 to knot 15 *********************************************** *** Learn Path 78 *** loss function: -0.58218807 *** contribution from regularisation: 1.43454853E-03 *** contribution from error: -0.58362263 *** contribution from DIAG: 1.46417588E-04 *********************************************** --------------------------------------------------- Iteration : 79 kill weight from layer 1 knot 5 to knot 3 kill weight from layer 1 knot 13 to knot 23 *********************************************** *** Learn Path 79 *** loss function: -0.58219779 *** contribution from regularisation: 1.43161183E-03 *** contribution from error: -0.58362937 *** contribution from DIAG: 1.72586151E-04 *********************************************** --------------------------------------------------- Iteration : 80 kill weight from layer 1 knot 18 to knot 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 240.13986 sigma out 27 active outputs RANK 2 NODE 2 --> 111.49264 sigma out 27 active outputs RANK 3 NODE 3 --> 92.728722 sigma out 27 active outputs RANK 4 NODE 10 --> 83.591324 sigma out 27 active outputs RANK 5 NODE 6 --> 68.768005 sigma out 26 active outputs RANK 6 NODE 4 --> 59.082035 sigma out 27 active outputs RANK 7 NODE 8 --> 56.086506 sigma out 27 active outputs RANK 8 NODE 5 --> 51.837009 sigma out 26 active outputs RANK 9 NODE 7 --> 46.997662 sigma out 27 active outputs RANK 10 NODE 14 --> 42.895462 sigma out 27 active outputs RANK 11 NODE 15 --> 39.646996 sigma out 27 active outputs RANK 12 NODE 12 --> 36.209469 sigma out 27 active outputs RANK 13 NODE 9 --> 35.540775 sigma out 27 active outputs RANK 14 NODE 16 --> 30.689133 sigma out 26 active outputs RANK 15 NODE 13 --> 28.933056 sigma out 26 active outputs RANK 16 NODE 19 --> 25.962091 sigma out 27 active outputs RANK 17 NODE 17 --> 25.717138 sigma out 27 active outputs RANK 18 NODE 18 --> 24.601536 sigma out 26 active outputs RANK 19 NODE 21 --> 22.021784 sigma out 26 active outputs RANK 20 NODE 20 --> 20.783400 sigma out 27 active outputs RANK 21 NODE 23 --> 19.699055 sigma out 27 active outputs RANK 22 NODE 22 --> 17.643356 sigma out 25 active outputs RANK 23 NODE 11 --> 17.080431 sigma out 27 active outputs RANK 24 NODE 24 --> 12.661920 sigma out 27 active outputs RANK 25 NODE 25 --> 11.830983 sigma out 26 active outputs RANK 26 NODE 26 --> 10.665273 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 139.78352 sigma in 26 act. ( 79.839241 sig out 1 act.) RANK 2 NODE 6 --> 105.61083 sigma in 25 act. ( 87.701576 sig out 1 act.) RANK 3 NODE 25 --> 104.42520 sigma in 26 act. ( 86.981430 sig out 1 act.) RANK 4 NODE 18 --> 104.32434 sigma in 26 act. ( 65.164307 sig out 1 act.) RANK 5 NODE 7 --> 104.03255 sigma in 26 act. ( 85.972321 sig out 1 act.) RANK 6 NODE 22 --> 94.827477 sigma in 26 act. ( 84.106781 sig out 1 act.) RANK 7 NODE 12 --> 89.118935 sigma in 25 act. ( 44.902657 sig out 1 act.) RANK 8 NODE 23 --> 63.431656 sigma in 25 act. ( 69.205910 sig out 1 act.) RANK 9 NODE 16 --> 61.872059 sigma in 26 act. ( 54.025043 sig out 1 act.) RANK 10 NODE 13 --> 59.066338 sigma in 26 act. ( 46.185951 sig out 1 act.) RANK 11 NODE 5 --> 57.077694 sigma in 26 act. ( 42.791023 sig out 1 act.) RANK 12 NODE 21 --> 56.844936 sigma in 26 act. ( 60.196247 sig out 1 act.) RANK 13 NODE 1 --> 53.321571 sigma in 26 act. ( 38.037800 sig out 1 act.) RANK 14 NODE 10 --> 48.515240 sigma in 23 act. ( 52.604332 sig out 1 act.) RANK 15 NODE 11 --> 48.420151 sigma in 26 act. ( 51.182880 sig out 1 act.) RANK 16 NODE 15 --> 45.909767 sigma in 25 act. ( 34.617920 sig out 1 act.) RANK 17 NODE 14 --> 42.723042 sigma in 26 act. ( 54.300465 sig out 1 act.) RANK 18 NODE 8 --> 26.462177 sigma in 26 act. ( 18.607199 sig out 1 act.) RANK 19 NODE 2 --> 25.709208 sigma in 25 act. ( 38.063194 sig out 1 act.) RANK 20 NODE 20 --> 24.154526 sigma in 26 act. ( 28.486591 sig out 1 act.) RANK 21 NODE 19 --> 21.741011 sigma in 26 act. ( 13.277115 sig out 1 act.) RANK 22 NODE 4 --> 21.015663 sigma in 26 act. ( 13.627028 sig out 1 act.) RANK 23 NODE 17 --> 19.621716 sigma in 26 act. ( 17.507875 sig out 1 act.) RANK 24 NODE 26 --> 19.532173 sigma in 26 act. ( 16.780787 sig out 1 act.) RANK 25 NODE 24 --> 19.288370 sigma in 26 act. ( 20.755968 sig out 1 act.) RANK 26 NODE 3 --> 17.404194 sigma in 25 act. ( 12.734542 sig out 1 act.) RANK 27 NODE 9 --> 11.395743 sigma in 26 act. ( 7.0981998 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 87.701576 sigma out 1 act.( 105.61083 sig in 25 act.) RANK 2 NODE 25 --> 86.981430 sigma out 1 act.( 104.42520 sig in 26 act.) RANK 3 NODE 7 --> 85.972321 sigma out 1 act.( 104.03255 sig in 26 act.) RANK 4 NODE 22 --> 84.106781 sigma out 1 act.( 94.827477 sig in 26 act.) RANK 5 NODE 27 --> 79.839241 sigma out 1 act.( 139.78352 sig in 26 act.) RANK 6 NODE 23 --> 69.205910 sigma out 1 act.( 63.431656 sig in 25 act.) RANK 7 NODE 18 --> 65.164307 sigma out 1 act.( 104.32434 sig in 26 act.) RANK 8 NODE 21 --> 60.196247 sigma out 1 act.( 56.844936 sig in 26 act.) RANK 9 NODE 14 --> 54.300465 sigma out 1 act.( 42.723042 sig in 26 act.) RANK 10 NODE 16 --> 54.025043 sigma out 1 act.( 61.872059 sig in 26 act.) RANK 11 NODE 10 --> 52.604332 sigma out 1 act.( 48.515240 sig in 23 act.) RANK 12 NODE 11 --> 51.182880 sigma out 1 act.( 48.420151 sig in 26 act.) RANK 13 NODE 13 --> 46.185951 sigma out 1 act.( 59.066338 sig in 26 act.) RANK 14 NODE 12 --> 44.902657 sigma out 1 act.( 89.118935 sig in 25 act.) RANK 15 NODE 5 --> 42.791023 sigma out 1 act.( 57.077694 sig in 26 act.) RANK 16 NODE 2 --> 38.063194 sigma out 1 act.( 25.709208 sig in 25 act.) RANK 17 NODE 1 --> 38.037800 sigma out 1 act.( 53.321571 sig in 26 act.) RANK 18 NODE 15 --> 34.617920 sigma out 1 act.( 45.909767 sig in 25 act.) RANK 19 NODE 20 --> 28.486591 sigma out 1 act.( 24.154526 sig in 26 act.) RANK 20 NODE 24 --> 20.755968 sigma out 1 act.( 19.288370 sig in 26 act.) RANK 21 NODE 8 --> 18.607199 sigma out 1 act.( 26.462177 sig in 26 act.) RANK 22 NODE 17 --> 17.507875 sigma out 1 act.( 19.621716 sig in 26 act.) RANK 23 NODE 26 --> 16.780787 sigma out 1 act.( 19.532173 sig in 26 act.) RANK 24 NODE 4 --> 13.627028 sigma out 1 act.( 21.015663 sig in 26 act.) RANK 25 NODE 19 --> 13.277115 sigma out 1 act.( 21.741011 sig in 26 act.) RANK 26 NODE 3 --> 12.734542 sigma out 1 act.( 17.404194 sig in 25 act.) RANK 27 NODE 9 --> 7.0981998 sigma out 1 act.( 11.395743 sig in 26 act.) RANK 1 NODE 1 --> 269.88168 sigma in 27 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.58221042 *** contribution from regularisation: 1.42552482E-03 *** contribution from error: -0.58363593 *** contribution from DIAG: 1.73924200E-04 *********************************************** --------------------------------------------------- Iteration : 81 *********************************************** *** Learn Path 81 *** loss function: -0.58221877 *** contribution from regularisation: 1.42376288E-03 *** contribution from error: -0.58364254 *** contribution from DIAG: 1.73120585E-04 *********************************************** --------------------------------------------------- Iteration : 82 kill weight from layer 1 knot 26 to knot 9 kill weight from layer 1 knot 17 to knot 14 *********************************************** *** Learn Path 82 *** loss function: -0.58222014 *** contribution from regularisation: 1.42881647E-03 *** contribution from error: -0.58364898 *** contribution from DIAG: 1.73362743E-04 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 7 to knot 20 kill weight from layer 1 knot 23 to knot 21 *********************************************** *** Learn Path 83 *** loss function: -0.58223033 *** contribution from regularisation: 1.42509979E-03 *** contribution from error: -0.58365542 *** contribution from DIAG: 1.72689528E-04 *********************************************** --------------------------------------------------- Iteration : 84 kill weight from layer 1 knot 8 to knot 24 *********************************************** *** Learn Path 84 *** loss function: -0.58224034 *** contribution from regularisation: 1.42134912E-03 *** contribution from error: -0.58366168 *** contribution from DIAG: 1.61715856E-04 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 10 to knot 9 *********************************************** *** Learn Path 85 *** loss function: -0.58224624 *** contribution from regularisation: 1.42167835E-03 *** contribution from error: -0.58366793 *** contribution from DIAG: 1.61094358E-04 *********************************************** --------------------------------------------------- Iteration : 86 kill weight from layer 1 knot 22 to knot 19 *********************************************** *** Learn Path 86 *** loss function: -0.58225691 *** contribution from regularisation: 1.41733978E-03 *** contribution from error: -0.58367425 *** contribution from DIAG: 1.74705900E-04 *********************************************** --------------------------------------------------- Iteration : 87 *********************************************** *** Learn Path 87 *** loss function: -0.58226228 *** contribution from regularisation: 1.41810603E-03 *** contribution from error: -0.58368039 *** contribution from DIAG: 1.74763132E-04 *********************************************** --------------------------------------------------- Iteration : 88 *********************************************** *** Learn Path 88 *** loss function: -0.58226848 *** contribution from regularisation: 1.41789962E-03 *** contribution from error: -0.58368635 *** contribution from DIAG: 1.74854431E-04 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 7 to knot 11 kill weight from layer 1 knot 13 to knot 13 *********************************************** *** Learn Path 89 *** loss function: -0.58227247 *** contribution from regularisation: 1.41998660E-03 *** contribution from error: -0.58369243 *** contribution from DIAG: 1.75692723E-04 *********************************************** --------------------------------------------------- Iteration : 90 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 241.50844 sigma out 27 active outputs RANK 2 NODE 2 --> 111.93353 sigma out 27 active outputs RANK 3 NODE 3 --> 93.082977 sigma out 27 active outputs RANK 4 NODE 10 --> 83.775421 sigma out 26 active outputs RANK 5 NODE 6 --> 69.298004 sigma out 26 active outputs RANK 6 NODE 4 --> 59.275993 sigma out 27 active outputs RANK 7 NODE 8 --> 56.544952 sigma out 26 active outputs RANK 8 NODE 5 --> 52.014820 sigma out 26 active outputs RANK 9 NODE 7 --> 47.063927 sigma out 25 active outputs RANK 10 NODE 14 --> 43.454357 sigma out 27 active outputs RANK 11 NODE 15 --> 39.624603 sigma out 27 active outputs RANK 12 NODE 12 --> 36.452660 sigma out 27 active outputs RANK 13 NODE 9 --> 35.808540 sigma out 27 active outputs RANK 14 NODE 16 --> 31.140158 sigma out 26 active outputs RANK 15 NODE 13 --> 28.852596 sigma out 25 active outputs RANK 16 NODE 19 --> 25.823009 sigma out 27 active outputs RANK 17 NODE 17 --> 25.748165 sigma out 26 active outputs RANK 18 NODE 18 --> 24.877951 sigma out 26 active outputs RANK 19 NODE 21 --> 22.048309 sigma out 26 active outputs RANK 20 NODE 20 --> 20.879040 sigma out 27 active outputs RANK 21 NODE 23 --> 19.450287 sigma out 26 active outputs RANK 22 NODE 11 --> 17.514198 sigma out 27 active outputs RANK 23 NODE 22 --> 17.474745 sigma out 24 active outputs RANK 24 NODE 24 --> 12.745426 sigma out 27 active outputs RANK 25 NODE 25 --> 11.758475 sigma out 26 active outputs RANK 26 NODE 26 --> 10.700988 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 140.20908 sigma in 26 act. ( 81.166832 sig out 1 act.) RANK 2 NODE 6 --> 106.24014 sigma in 25 act. ( 88.209534 sig out 1 act.) RANK 3 NODE 25 --> 105.04475 sigma in 26 act. ( 87.575157 sig out 1 act.) RANK 4 NODE 18 --> 104.91645 sigma in 26 act. ( 65.574532 sig out 1 act.) RANK 5 NODE 7 --> 104.37499 sigma in 26 act. ( 86.826790 sig out 1 act.) RANK 6 NODE 22 --> 95.175865 sigma in 26 act. ( 85.038071 sig out 1 act.) RANK 7 NODE 12 --> 89.584129 sigma in 25 act. ( 45.427994 sig out 1 act.) RANK 8 NODE 23 --> 63.933239 sigma in 25 act. ( 70.319267 sig out 1 act.) RANK 9 NODE 16 --> 62.310951 sigma in 26 act. ( 54.587322 sig out 1 act.) RANK 10 NODE 13 --> 59.234432 sigma in 25 act. ( 46.578026 sig out 1 act.) RANK 11 NODE 5 --> 57.249344 sigma in 26 act. ( 43.480309 sig out 1 act.) RANK 12 NODE 21 --> 56.995617 sigma in 25 act. ( 61.072044 sig out 1 act.) RANK 13 NODE 1 --> 53.699242 sigma in 26 act. ( 38.350037 sig out 1 act.) RANK 14 NODE 10 --> 48.997662 sigma in 23 act. ( 52.881245 sig out 1 act.) RANK 15 NODE 11 --> 48.897732 sigma in 25 act. ( 51.459019 sig out 1 act.) RANK 16 NODE 15 --> 46.109016 sigma in 25 act. ( 34.992325 sig out 1 act.) RANK 17 NODE 14 --> 42.863331 sigma in 25 act. ( 54.694233 sig out 1 act.) RANK 18 NODE 8 --> 27.022556 sigma in 26 act. ( 19.054068 sig out 1 act.) RANK 19 NODE 2 --> 26.029692 sigma in 25 act. ( 38.460819 sig out 1 act.) RANK 20 NODE 20 --> 24.428068 sigma in 25 act. ( 28.702143 sig out 1 act.) RANK 21 NODE 19 --> 21.864367 sigma in 25 act. ( 13.336644 sig out 1 act.) RANK 22 NODE 4 --> 21.087658 sigma in 26 act. ( 13.702395 sig out 1 act.) RANK 23 NODE 26 --> 19.705612 sigma in 26 act. ( 16.815062 sig out 1 act.) RANK 24 NODE 17 --> 19.579103 sigma in 26 act. ( 17.536879 sig out 1 act.) RANK 25 NODE 24 --> 19.312204 sigma in 25 act. ( 21.132364 sig out 1 act.) RANK 26 NODE 3 --> 17.519218 sigma in 25 act. ( 12.849424 sig out 1 act.) RANK 27 NODE 9 --> 11.506615 sigma in 24 act. ( 7.2432270 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 88.209534 sigma out 1 act.( 106.24014 sig in 25 act.) RANK 2 NODE 25 --> 87.575157 sigma out 1 act.( 105.04475 sig in 26 act.) RANK 3 NODE 7 --> 86.826790 sigma out 1 act.( 104.37499 sig in 26 act.) RANK 4 NODE 22 --> 85.038071 sigma out 1 act.( 95.175865 sig in 26 act.) RANK 5 NODE 27 --> 81.166832 sigma out 1 act.( 140.20908 sig in 26 act.) RANK 6 NODE 23 --> 70.319267 sigma out 1 act.( 63.933239 sig in 25 act.) RANK 7 NODE 18 --> 65.574532 sigma out 1 act.( 104.91645 sig in 26 act.) RANK 8 NODE 21 --> 61.072044 sigma out 1 act.( 56.995617 sig in 25 act.) RANK 9 NODE 14 --> 54.694233 sigma out 1 act.( 42.863331 sig in 25 act.) RANK 10 NODE 16 --> 54.587322 sigma out 1 act.( 62.310951 sig in 26 act.) RANK 11 NODE 10 --> 52.881245 sigma out 1 act.( 48.997662 sig in 23 act.) RANK 12 NODE 11 --> 51.459019 sigma out 1 act.( 48.897732 sig in 25 act.) RANK 13 NODE 13 --> 46.578026 sigma out 1 act.( 59.234432 sig in 25 act.) RANK 14 NODE 12 --> 45.427994 sigma out 1 act.( 89.584129 sig in 25 act.) RANK 15 NODE 5 --> 43.480309 sigma out 1 act.( 57.249344 sig in 26 act.) RANK 16 NODE 2 --> 38.460819 sigma out 1 act.( 26.029692 sig in 25 act.) RANK 17 NODE 1 --> 38.350037 sigma out 1 act.( 53.699242 sig in 26 act.) RANK 18 NODE 15 --> 34.992325 sigma out 1 act.( 46.109016 sig in 25 act.) RANK 19 NODE 20 --> 28.702143 sigma out 1 act.( 24.428068 sig in 25 act.) RANK 20 NODE 24 --> 21.132364 sigma out 1 act.( 19.312204 sig in 25 act.) RANK 21 NODE 8 --> 19.054068 sigma out 1 act.( 27.022556 sig in 26 act.) RANK 22 NODE 17 --> 17.536879 sigma out 1 act.( 19.579103 sig in 26 act.) RANK 23 NODE 26 --> 16.815062 sigma out 1 act.( 19.705612 sig in 26 act.) RANK 24 NODE 4 --> 13.702395 sigma out 1 act.( 21.087658 sig in 26 act.) RANK 25 NODE 19 --> 13.336644 sigma out 1 act.( 21.864367 sig in 25 act.) RANK 26 NODE 3 --> 12.849424 sigma out 1 act.( 17.519218 sig in 25 act.) RANK 27 NODE 9 --> 7.2432270 sigma out 1 act.( 11.506615 sig in 24 act.) RANK 1 NODE 1 --> 272.58789 sigma in 27 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.58228129 *** contribution from regularisation: 1.41709740E-03 *** contribution from error: -0.58369839 *** contribution from DIAG: 1.74844681E-04 *********************************************** --------------------------------------------------- Iteration : 91 *********************************************** *** Learn Path 91 *** loss function: -0.58229017 *** contribution from regularisation: 1.41407107E-03 *** contribution from error: -0.58370423 *** contribution from DIAG: 1.75447960E-04 *********************************************** --------------------------------------------------- Iteration : 92 *********************************************** *** Learn Path 92 *** loss function: -0.58229667 *** contribution from regularisation: 1.41356839E-03 *** contribution from error: -0.58371025 *** contribution from DIAG: 1.75769892E-04 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 24 to knot 25 *********************************************** *** Learn Path 93 *** loss function: -0.58230561 *** contribution from regularisation: 1.41057267E-03 *** contribution from error: -0.58371615 *** contribution from DIAG: 1.75822104E-04 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 12 to knot 3 *********************************************** *** Learn Path 94 *** loss function: -0.58230913 *** contribution from regularisation: 1.41281669E-03 *** contribution from error: -0.58372194 *** contribution from DIAG: 1.75829584E-04 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 12 to knot 9 kill weight from layer 1 knot 9 to knot 18 kill weight from layer 1 knot 21 to knot 20 *********************************************** *** Learn Path 95 *** loss function: -0.58231544 *** contribution from regularisation: 1.41220435E-03 *** contribution from error: -0.58372766 *** contribution from DIAG: 1.74746776E-04 *********************************************** --------------------------------------------------- Iteration : 96 *********************************************** *** Learn Path 96 *** loss function: -0.58232808 *** contribution from regularisation: 1.40559603E-03 *** contribution from error: -0.58373368 *** contribution from DIAG: 1.74060115E-04 *********************************************** --------------------------------------------------- Iteration : 97 *********************************************** *** Learn Path 97 *** loss function: -0.58233523 *** contribution from regularisation: 1.40424946E-03 *** contribution from error: -0.58373946 *** contribution from DIAG: 1.73497217E-04 *********************************************** --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.58233899 *** contribution from regularisation: 1.40597823E-03 *** contribution from error: -0.58374494 *** contribution from DIAG: 1.82227363E-04 *********************************************** --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.58233970 *** contribution from regularisation: 1.41080027E-03 *** contribution from error: -0.58375049 *** contribution from DIAG: 1.60679498E-04 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 241.69916 sigma out 27 active outputs RANK 2 NODE 2 --> 112.71507 sigma out 27 active outputs RANK 3 NODE 3 --> 93.673309 sigma out 27 active outputs RANK 4 NODE 10 --> 84.158257 sigma out 26 active outputs RANK 5 NODE 6 --> 68.806305 sigma out 26 active outputs RANK 6 NODE 4 --> 59.277428 sigma out 27 active outputs RANK 7 NODE 8 --> 57.087135 sigma out 26 active outputs RANK 8 NODE 5 --> 52.468792 sigma out 26 active outputs RANK 9 NODE 7 --> 47.129944 sigma out 25 active outputs RANK 10 NODE 14 --> 43.533859 sigma out 27 active outputs RANK 11 NODE 15 --> 39.594074 sigma out 27 active outputs RANK 12 NODE 12 --> 36.681774 sigma out 25 active outputs RANK 13 NODE 9 --> 35.731369 sigma out 26 active outputs RANK 14 NODE 16 --> 30.972702 sigma out 26 active outputs RANK 15 NODE 13 --> 28.953352 sigma out 25 active outputs RANK 16 NODE 19 --> 25.897507 sigma out 27 active outputs RANK 17 NODE 17 --> 25.786341 sigma out 26 active outputs RANK 18 NODE 18 --> 24.894751 sigma out 26 active outputs RANK 19 NODE 21 --> 22.163267 sigma out 25 active outputs RANK 20 NODE 20 --> 20.823479 sigma out 27 active outputs RANK 21 NODE 23 --> 19.726454 sigma out 26 active outputs RANK 22 NODE 22 --> 17.773157 sigma out 24 active outputs RANK 23 NODE 11 --> 17.464949 sigma out 27 active outputs RANK 24 NODE 24 --> 12.677050 sigma out 26 active outputs RANK 25 NODE 25 --> 11.825841 sigma out 26 active outputs RANK 26 NODE 26 --> 10.710974 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 140.69168 sigma in 26 act. ( 80.605743 sig out 1 act.) RANK 2 NODE 6 --> 106.33031 sigma in 25 act. ( 88.323006 sig out 1 act.) RANK 3 NODE 25 --> 105.11411 sigma in 25 act. ( 87.714142 sig out 1 act.) RANK 4 NODE 18 --> 104.94092 sigma in 25 act. ( 66.105042 sig out 1 act.) RANK 5 NODE 7 --> 104.22073 sigma in 26 act. ( 87.455429 sig out 1 act.) RANK 6 NODE 22 --> 95.216507 sigma in 26 act. ( 85.303986 sig out 1 act.) RANK 7 NODE 12 --> 89.647102 sigma in 25 act. ( 45.948254 sig out 1 act.) RANK 8 NODE 23 --> 64.572113 sigma in 25 act. ( 70.263718 sig out 1 act.) RANK 9 NODE 16 --> 62.982990 sigma in 26 act. ( 54.586376 sig out 1 act.) RANK 10 NODE 13 --> 59.341789 sigma in 25 act. ( 46.675854 sig out 1 act.) RANK 11 NODE 5 --> 57.508942 sigma in 26 act. ( 43.326256 sig out 1 act.) RANK 12 NODE 21 --> 57.492615 sigma in 25 act. ( 61.319572 sig out 1 act.) RANK 13 NODE 1 --> 53.991474 sigma in 26 act. ( 38.054283 sig out 1 act.) RANK 14 NODE 10 --> 48.964340 sigma in 23 act. ( 53.598763 sig out 1 act.) RANK 15 NODE 11 --> 48.916344 sigma in 25 act. ( 52.116650 sig out 1 act.) RANK 16 NODE 15 --> 46.132366 sigma in 25 act. ( 35.059589 sig out 1 act.) RANK 17 NODE 14 --> 42.886776 sigma in 25 act. ( 55.003529 sig out 1 act.) RANK 18 NODE 8 --> 27.506090 sigma in 26 act. ( 19.592985 sig out 1 act.) RANK 19 NODE 2 --> 26.197474 sigma in 25 act. ( 38.848518 sig out 1 act.) RANK 20 NODE 20 --> 24.802586 sigma in 24 act. ( 28.560167 sig out 1 act.) RANK 21 NODE 19 --> 21.943125 sigma in 25 act. ( 13.455005 sig out 1 act.) RANK 22 NODE 4 --> 21.181522 sigma in 26 act. ( 13.585495 sig out 1 act.) RANK 23 NODE 26 --> 19.784220 sigma in 26 act. ( 17.081213 sig out 1 act.) RANK 24 NODE 24 --> 19.461000 sigma in 25 act. ( 21.267174 sig out 1 act.) RANK 25 NODE 17 --> 19.452957 sigma in 26 act. ( 17.661274 sig out 1 act.) RANK 26 NODE 3 --> 17.543480 sigma in 24 act. ( 13.037786 sig out 1 act.) RANK 27 NODE 9 --> 11.638808 sigma in 23 act. ( 7.3370395 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 88.323006 sigma out 1 act.( 106.33031 sig in 25 act.) RANK 2 NODE 25 --> 87.714142 sigma out 1 act.( 105.11411 sig in 25 act.) RANK 3 NODE 7 --> 87.455429 sigma out 1 act.( 104.22073 sig in 26 act.) RANK 4 NODE 22 --> 85.303986 sigma out 1 act.( 95.216507 sig in 26 act.) RANK 5 NODE 27 --> 80.605743 sigma out 1 act.( 140.69168 sig in 26 act.) RANK 6 NODE 23 --> 70.263718 sigma out 1 act.( 64.572113 sig in 25 act.) RANK 7 NODE 18 --> 66.105042 sigma out 1 act.( 104.94092 sig in 25 act.) RANK 8 NODE 21 --> 61.319572 sigma out 1 act.( 57.492615 sig in 25 act.) RANK 9 NODE 14 --> 55.003529 sigma out 1 act.( 42.886776 sig in 25 act.) RANK 10 NODE 16 --> 54.586376 sigma out 1 act.( 62.982990 sig in 26 act.) RANK 11 NODE 10 --> 53.598763 sigma out 1 act.( 48.964340 sig in 23 act.) RANK 12 NODE 11 --> 52.116650 sigma out 1 act.( 48.916344 sig in 25 act.) RANK 13 NODE 13 --> 46.675854 sigma out 1 act.( 59.341789 sig in 25 act.) RANK 14 NODE 12 --> 45.948254 sigma out 1 act.( 89.647102 sig in 25 act.) RANK 15 NODE 5 --> 43.326256 sigma out 1 act.( 57.508942 sig in 26 act.) RANK 16 NODE 2 --> 38.848518 sigma out 1 act.( 26.197474 sig in 25 act.) RANK 17 NODE 1 --> 38.054283 sigma out 1 act.( 53.991474 sig in 26 act.) RANK 18 NODE 15 --> 35.059589 sigma out 1 act.( 46.132366 sig in 25 act.) RANK 19 NODE 20 --> 28.560167 sigma out 1 act.( 24.802586 sig in 24 act.) RANK 20 NODE 24 --> 21.267174 sigma out 1 act.( 19.461000 sig in 25 act.) RANK 21 NODE 8 --> 19.592985 sigma out 1 act.( 27.506090 sig in 26 act.) RANK 22 NODE 17 --> 17.661274 sigma out 1 act.( 19.452957 sig in 26 act.) RANK 23 NODE 26 --> 17.081213 sigma out 1 act.( 19.784220 sig in 26 act.) RANK 24 NODE 4 --> 13.585495 sigma out 1 act.( 21.181522 sig in 26 act.) RANK 25 NODE 19 --> 13.455005 sigma out 1 act.( 21.943125 sig in 25 act.) RANK 26 NODE 3 --> 13.037786 sigma out 1 act.( 17.543480 sig in 24 act.) RANK 27 NODE 9 --> 7.3370395 sigma out 1 act.( 11.638808 sig in 23 act.) RANK 1 NODE 1 --> 273.45337 sigma in 27 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.58234936 *** contribution from regularisation: 1.40672992E-03 *** contribution from error: -0.58375609 *** contribution from DIAG: 1.59021351E-04 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 123972 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Upstream/GlobalPID_Proton_Upstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Upstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Upstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Upstream/NB.txt Training Host = lxplus436.cern.ch Particle type = proton Background types = all Training Mix = NaturalMix Track type = Upstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Proton_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAboveMuThres 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 24 nodes, hidden layer has 27 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Found 5016459 training data points Read entry 501645 (9.99998%) Read entry 1003290 (20%) Read entry 1504935 (29.9999%) Read entry 2006580 (39.9999%) Read entry 2508225 (49.9999%) Read entry 3009870 (59.9999%) Read entry 3511515 (69.9999%) Read entry 4013160 (79.9999%) Read entry 4514805 (89.9998%) Read entry 5016450 (99.9998%) Considered 5016459 tracks for input to NN training Sel. Eff. = 15.3957% Selected 772320 tracks for input to NN training ghost percentage = 31.254% electron percentage = 4.90095% muon percentage = 0.306868% pion percentage = 53.4443% kaon percentage = 7.06508% Unknown Particle type 411 percentage = 0.00038844% Unknown Particle type 431 percentage = 0.00012948% Unknown Particle type 521 percentage = 0.00012948% proton percentage = 2.93674% Unknown Particle type 3112 percentage = 0.0337943% Unknown Particle type 3222 percentage = 0.0280972% Unknown Particle type 3312 percentage = 0.0130775% Unknown Particle type 3334 percentage = 0.00077688% Unknown Particle type 1000010020 percentage = 0.00246012% Unknown Particle type 1000010030 percentage = 0.00297804% Unknown Particle type 1000020040 percentage = 0.0102289% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackCloneDist Making plots for input TrackFitVeloChi2 Making plots for input TrackFitVeloNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichAbovePiThres Making plots for input RichAboveKaThres Making plots for input RichAbovePrThres 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 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 23 input variables. ***************Training results***************** number of nodes in the 1st layer: 26 number of nodes in the 2nd layer: 27 number of nodes in the 3rd layer: 1 number of iterations: 100