Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Upstream Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Upstream/GlobalPID_Proton_Upstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Upstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Upstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/NOBFGS/621/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/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 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/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5157981 tracks for input to NN training Sel. Eff. = 19.3874% Selected 1000000 tracks for input to NN training ghost percentage = 29.8513% electron percentage = 5.7412% muon percentage = 0.3947% pion percentage = 53.654% kaon percentage = 7.2871% proton percentage = 2.972% Unknown Particle type 3112 percentage = 0.034% Unknown Particle type 3222 percentage = 0.0368% Unknown Particle type 3312 percentage = 0.0106% Unknown Particle type 3334 percentage = 0.0002% Unknown Particle type 1000010020 percentage = 0.0022% Unknown Particle type 1000010030 percentage = 0.0027% Unknown Particle type 1000020040 percentage = 0.0132% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\\\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T GmbH 2001-2011 Copyright Phi-T GmbH Version 20120322 Library compiled with: Number of Events= 1000000 NB_MAXNODE = 150 ----------------------------------- preprocessing flags/parameters: individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 3 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 4 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 5 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 6 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 7 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 8 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 9 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 10 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 11 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 12 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 13 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 14 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 15 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 16 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 17 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 18 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 19 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 20 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 21 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 22 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 23 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 24 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 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: 2.9720001 % ------------------------------ 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 1.00000000 15.000000 19.000000 22.000000 24.000000 26.000000 28.000000 29.000000 31.000000 32.000000 33.000000 35.000000 36.000000 37.000000 38.000000 39.000000 40.000000 41.000000 42.000000 43.000000 44.000000 45.000000 46.000000 47.000000 48.000000 49.000000 50.000000 51.000000 51.000000 52.000000 53.000000 54.000000 55.000000 56.000000 57.000000 57.000000 58.000000 59.000000 60.000000 61.000000 62.000000 63.000000 64.000000 64.000000 65.000000 66.000000 67.000000 68.000000 69.000000 70.000000 71.000000 71.000000 72.000000 73.000000 74.000000 75.000000 76.000000 77.000000 78.000000 79.000000 80.000000 81.000000 82.000000 83.000000 84.000000 85.000000 86.000000 87.000000 89.000000 90.000000 91.000000 92.000000 93.000000 94.000000 96.000000 97.000000 98.000000 100.000000 101.00000 103.00000 105.00000 106.00000 108.00000 110.00000 112.00000 114.00000 116.00000 118.00000 120.00000 122.00000 125.00000 128.00000 131.00000 135.00000 139.00000 143.00000 149.00000 156.00000 166.00000 185.00000 435.00000 build map for variable # 2 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 269.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 270.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 271.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 272.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 273.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 289.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 290.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 293.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 295.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 296.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 297.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 298.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 299.00000 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 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 321.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 325.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 332.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 334.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 336.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 341.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 344.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 348.00000 Unregularised mean is returned ------------------------------ Transdef: Tab for variable 3 58.680000 526.96497 582.92999 624.14502 659.03998 689.89001 717.73499 743.58002 767.85498 791.13000 813.00500 834.52002 855.85999 877.09003 897.47998 917.97998 938.15002 957.97998 977.71002 997.29999 1016.9000 1036.1000 1055.4700 1075.0649 1094.1250 1113.6600 1133.1300 1152.5500 1172.4449 1192.2500 1212.3950 1232.2200 1252.1200 1272.8400 1293.5300 1314.6899 1336.1350 1358.1300 1379.8500 1402.1300 1424.7500 1447.8350 1471.3300 1494.9301 1519.1650 1544.0300 1569.4449 1595.3900 1621.9500 1649.1300 1676.4600 1704.3950 1733.6100 1762.8500 1793.6300 1825.6700 1858.4700 1892.6050 1927.6100 1963.3101 2001.3500 2040.7400 2081.4600 2124.5901 2169.4048 2216.1399 2265.2400 2317.6001 2372.5901 2429.9150 2491.2651 2556.3550 2627.1899 2703.1851 2785.2500 2874.4700 2971.0249 3077.2100 3195.1599 3323.9448 3467.0649 3627.2800 3811.3401 4023.6699 4262.9053 4539.0146 4869.8496 5245.7451 5693.2251 6233.3101 6872.2949 7639.9302 8567.9043 9715.3203 11142.380 12968.955 15317.145 18586.119 23868.301 35725.090 4692808.5 do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 1.4529564 19.393406 25.347771 30.138290 34.295181 38.177200 41.901539 45.490814 48.993488 52.497444 55.944008 59.399734 62.848503 66.259216 69.746872 73.239594 76.737373 80.280212 83.826935 87.500458 91.125488 94.831635 98.513466 102.27978 106.02676 109.85391 113.70630 117.64408 121.59163 125.53583 129.51743 133.56067 137.70305 141.79976 145.98279 150.11270 154.28169 158.56285 162.89963 167.30032 171.73338 176.26315 180.78110 185.39835 189.99487 194.69159 199.40947 204.35379 209.24290 214.26987 219.27074 224.44843 229.76028 235.16861 240.72154 246.34766 252.10883 258.00284 264.03937 270.23950 276.63342 283.08337 289.86542 296.84149 303.99811 311.48749 319.01450 326.85330 334.95044 343.42450 352.10278 361.12589 370.40350 380.06937 390.22968 400.55109 411.27689 422.91962 434.94330 447.66553 460.89816 474.91199 489.59485 505.22214 522.13837 540.73596 561.38550 583.81793 608.40222 635.68848 666.84912 703.00555 745.67804 796.14014 857.43201 936.39063 1043.1709 1201.7396 1480.2969 2219.4883 931746.00 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 6.62988052E-04 0.15283993 0.20368648 0.24066587 0.27110863 0.29757684 0.32113993 0.34298998 0.36314243 0.38201052 0.40026611 0.41763625 0.43420500 0.45043847 0.46580982 0.48102701 0.49550441 0.50983214 0.52371812 0.53749859 0.55104184 0.56430870 0.57758939 0.59049815 0.60332716 0.61602128 0.62840664 0.64092797 0.65325910 0.66548741 0.67757142 0.68986392 0.70198655 0.71421599 0.72641957 0.73840863 0.75048280 0.76263690 0.77501929 0.78721642 0.79928756 0.81154883 0.82384288 0.83643949 0.84903514 0.86162007 0.87426460 0.88701469 0.89984894 0.91282380 0.92595899 0.93923867 0.95264661 0.96629679 0.98012435 0.99407464 1.0081265 1.0229893 1.0375476 1.0524828 1.0676655 1.0831137 1.0985854 1.1150478 1.1317945 1.1485651 1.1660211 1.1836259 1.2018901 1.2207979 1.2402978 1.2600670 1.2803154 1.3018956 1.3240595 1.3466423 1.3706303 1.3951443 1.4213696 1.4485202 1.4765112 1.5065317 1.5383320 1.5715793 1.6070089 1.6453626 1.6864073 1.7305436 1.7790353 1.8322845 1.8903537 1.9560347 2.0299864 2.1149840 2.2140799 2.3338537 2.4810252 2.6726329 2.9505281 3.4252951 9.9880199 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 2.0000000 4.0000000 4.0000000 4.0000000 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 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 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 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 13.000000 14.000000 14.000000 14.000000 14.000000 15.000000 15.000000 15.000000 15.000000 15.000000 16.000000 16.000000 17.000000 17.000000 19.000000 30.000000 build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -99.538857 -25.591740 -20.373819 -16.928059 -14.505074 -12.898694 -11.758835 -10.887481 -10.168745 -9.5885687 -9.1115847 -8.6990738 -8.3240604 -8.0146294 -7.7229080 -7.4423461 -7.1781807 -6.9316931 -6.7065139 -6.4978895 -6.3023748 -6.1208510 -5.9566121 -5.8018761 -5.6602974 -5.5221758 -5.3926930 -5.2693977 -5.1469693 -5.0255966 -4.9030962 -4.7896242 -4.6887579 -4.5955563 -4.5098476 -4.4303942 -4.3494129 -4.2706351 -4.1926994 -4.1169930 -4.0280943 -3.9324825 -3.8310404 -3.7320166 -3.6353698 -3.5430343 -3.4552650 -3.3669889 -3.2780557 -3.1900210 -3.1067677 -3.0296621 -2.9574606 -2.8884740 -2.8254426 -2.7632227 -2.7033567 -2.6454320 -2.5873165 -2.5303216 -2.4751136 -2.4233463 -2.3743320 -2.3273976 -2.2819653 -2.2393477 -2.1976838 -2.1579838 -2.1180811 -2.0784774 -2.0389686 -2.0010450 -1.9602002 -1.9189467 -1.8783758 -1.8365257 -1.7963831 -1.7562414 -1.7152331 -1.6758957 -1.6352652 -1.5956707 -1.5577593 -1.5194950 -1.4838748 -1.4498012 -1.4146404 -1.3814559 -1.3495733 -1.3169339 -1.2828436 -1.2512106 -1.2192204 -1.1829569 -1.1474328 -1.1126043 -1.0712808 -1.0325720 -0.98342431 -0.91635978 -0.26889020 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 2.50362772E-02 6.70026019E-02 7.51922578E-02 8.07324946E-02 8.50630254E-02 8.88243020E-02 9.21570808E-02 9.51310098E-02 9.78628993E-02 0.10035339 0.10268685 0.10488118 0.10697682 0.10904671 0.11099938 0.11292987 0.11477485 0.11658511 0.11835501 0.12013127 0.12186556 0.12356289 0.12524939 0.12693000 0.12860516 0.13031209 0.13200769 0.13370112 0.13537405 0.13707925 0.13881136 0.14054178 0.14225116 0.14403328 0.14584544 0.14771087 0.14955550 0.15145808 0.15342459 0.15537797 0.15744913 0.15954341 0.16173738 0.16401210 0.16635478 0.16878214 0.17136864 0.17404926 0.17685698 0.17979525 0.18289262 0.18616493 0.18970916 0.19341484 0.19747311 0.20181173 0.20655903 0.21170554 0.21735325 0.22355264 0.23038810 0.23791769 0.24603970 0.25493300 0.26444620 0.27424818 0.28424823 0.29419506 0.30386776 0.31323749 0.32230103 0.33106703 0.33950543 0.34764433 0.35579264 0.36381853 0.37178457 0.37993520 0.38808098 0.39635968 0.40485269 0.41365153 0.42268765 0.43241912 0.44287968 0.45370671 0.46569365 0.47886676 0.49286050 0.50856608 0.52537888 0.54276156 0.56131184 0.58266050 0.60587645 0.63103211 0.65929121 0.69334352 0.73518503 0.79751158 0.99999034 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 3.84638784E-03 2.4495611 4.9308081 7.6310520 10.291101 13.446629 16.969379 20.740742 24.939892 29.313517 33.789532 38.756298 44.136108 50.081600 56.251976 62.826752 69.596024 76.921028 84.596405 92.788940 101.08837 109.32243 118.49373 129.18411 138.63130 149.96687 161.79424 175.20241 187.16888 201.34769 216.18741 231.59145 247.73495 264.29944 282.65436 302.61447 321.98743 343.92615 366.56726 391.58035 419.05197 447.70349 480.09760 511.45224 544.34570 581.96863 623.15186 665.37134 709.81165 757.96741 809.29260 859.64465 910.57544 968.69116 1027.6755 1084.4888 1144.3452 1199.3958 1256.0510 1315.1338 1378.1211 1444.4894 1510.5962 1568.0378 1628.5049 1692.8413 1758.2947 1822.9233 1891.4333 1956.2620 2027.9529 2103.3335 2180.7224 2263.7456 2346.7109 2427.6262 2507.8306 2595.4165 2681.7373 2764.6191 2850.9045 2944.3369 3039.3149 3130.9980 3221.8477 3321.7114 3422.5359 3526.7192 3627.0015 3730.5942 3840.0435 3951.3176 4061.2422 4176.8672 4289.4541 4400.8120 4523.8213 4638.2998 4753.4287 4877.3105 4999.6606 do regularised spline fit for input variable # 9 build map for variable # 9 ------------------------------ Transdef: Tab for variable 10 1.12030714E-08 0.10630041 0.22313404 0.33705249 0.44693550 0.55482042 0.66278279 0.76868987 0.87348104 0.97838116 1.0798538 1.1830096 1.2855822 1.3847537 1.4854547 1.5854999 1.6862621 1.7830491 1.8850091 1.9836559 2.0816050 2.1807094 2.2802086 2.3800602 2.4792469 2.5796337 2.6796708 2.7807119 2.8818288 2.9835377 3.0865088 3.1887500 3.2910218 3.3943396 3.4971619 3.5998878 3.7044458 3.8091433 3.9179764 4.0238638 4.1322370 4.2426043 4.3520732 4.4612699 4.5732298 4.6865129 4.7998381 4.9151154 5.0321078 5.1521406 5.2724533 5.3930645 5.5148950 5.6396074 5.7660599 5.8914156 6.0176935 6.1487560 6.2808666 6.4149599 6.5513678 6.6914630 6.8330436 6.9786396 7.1259632 7.2769928 7.4294925 7.5849838 7.7445183 7.9067640 8.0732784 8.2445860 8.4197330 8.6020365 8.7840643 8.9757938 9.1736326 9.3761806 9.5869808 9.8088512 10.034926 10.275696 10.527243 10.782903 11.056778 11.343801 11.646900 11.969425 12.312160 12.684075 13.091311 13.527189 14.014874 14.559998 15.169586 15.887821 16.780048 17.901150 19.450588 22.069126 73.908371 do regularised spline fit for input variable # 10 ------------------------------ Transdef: Tab for variable 11 -1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 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 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 10.0000000 10.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 12.000000 12.000000 13.000000 13.000000 13.000000 15.000000 27.000000 build map for variable # 11 ------------------------------ Transdef: Tab for variable 12 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 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 -135.29630 -42.242851 -37.501801 -35.386848 -33.972000 -32.871349 -31.932850 -31.128050 -30.407551 -29.762600 -29.152950 -28.589199 -28.043049 -27.533899 -27.056400 -26.596300 -26.155550 -25.729301 -25.314800 -24.916500 -24.536449 -24.162600 -23.791599 -23.435499 -23.080849 -22.733299 -22.388399 -22.047501 -21.718500 -21.392050 -21.069950 -20.745100 -20.424101 -20.107901 -19.787201 -19.469900 -19.164700 -18.854401 -18.542450 -18.241350 -17.941650 -17.635300 -17.332399 -17.028650 -16.722799 -16.420200 -16.114000 -15.805500 -15.502649 -15.189751 -14.879700 -14.571751 -14.261150 -13.943800 -13.624300 -13.305700 -12.978550 -12.652800 -12.324800 -11.987400 -11.646400 -11.302650 -10.951500 -10.596800 -10.231750 -9.8666000 -9.4991493 -9.1177998 -8.7321997 -8.3470001 -7.9372001 -7.5327997 -7.1089501 -6.6714001 -6.2273502 -5.7820501 -5.3207998 -4.8646002 -4.3908000 -3.9171000 -3.4433999 -2.9635501 -2.4901500 -2.0218999 -1.5673499 -1.1339999 -0.71100003 -0.29879999 3.09999995E-02 0.53490001 1.1950999 2.0604000 3.1385000 4.5405502 6.2852001 8.5962505 11.610550 15.831200 22.527649 34.495850 127.99420 do regularised spline fit for input variable # 17 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -75.307800 -19.705299 -15.539800 -13.500400 -12.130400 -11.070900 -10.177050 -9.4051495 -8.7237492 -8.1286001 -7.5908499 -7.1011496 -6.6579499 -6.2445498 -5.8762503 -5.5474501 -5.2400999 -4.9549499 -4.6932998 -4.4545999 -4.2313499 -4.0283999 -3.8378999 -3.6566501 -3.4868000 -3.3294501 -3.1831000 -3.0393500 -2.9054999 -2.7772000 -2.6547999 -2.5366001 -2.4256001 -2.3195000 -2.2175000 -2.1161001 -2.0191000 -1.9256999 -1.8336999 -1.7463000 -1.6591001 -1.5742000 -1.4926000 -1.4112000 -1.3319000 -1.2559000 -1.1792001 -1.1042000 -1.0301000 -0.95719999 -0.88520002 -0.81379998 -0.74460000 -0.67554998 -0.60759997 -0.53829998 -0.47009999 -0.40340000 -0.33485001 -0.26859999 -0.20130000 -0.13570000 -7.05000013E-02 -1.11999996E-02 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 3.57000008E-02 0.10520000 0.17810000 0.25450000 0.33419999 0.41679999 0.50185001 0.59009999 0.68085003 0.77719998 0.87540001 0.97770000 1.0863000 1.2000999 1.3205500 1.4489501 1.5869000 1.7407000 1.9061000 2.0880001 2.2997000 2.5411501 2.8242500 3.1768000 3.6380501 4.3055000 5.4654002 8.3196497 81.225304 do regularised spline fit for input variable # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -131.30859 -30.866800 -19.238750 -12.642300 -8.7567501 -6.2341003 -4.4990997 -3.2972500 -2.3988500 -1.7091000 -1.1527500 -0.68365002 -0.28315002 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.25510001 0.54860002 0.84380001 1.1173000 1.3856000 1.6401000 1.8796000 2.1116500 2.3345001 2.5455000 2.7454500 2.9391999 3.1198001 3.2911000 3.4570000 3.6148000 3.7688999 3.9145498 4.0535002 4.1870999 4.3172002 4.4407001 4.5633998 4.6764998 4.7884002 4.8980999 5.0057998 5.1086502 5.2119002 5.3134999 5.4117999 5.5081000 5.6051002 5.7013001 5.7958002 5.8907499 5.9822998 6.0735002 6.1659999 6.2595000 6.3520002 6.4453001 6.5393000 6.6331000 6.7259002 6.8218999 6.9194498 7.0173998 7.1170001 7.2186999 7.3232002 7.4309001 7.5419002 7.6523499 7.7659001 7.8852000 8.0087004 8.1393995 8.2781506 8.4233999 8.5792999 8.7477999 8.9295998 9.1289997 9.3508492 9.6035004 9.8863001 10.231000 10.655200 11.200649 11.971900 13.054199 14.567900 16.452850 18.963350 22.679100 98.697899 do regularised spline fit for input variable # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -113.56040 -29.826149 -18.550949 -12.329800 -8.3132000 -5.4643497 -3.2223001 -1.3945000 -0.12210000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.40500000 1.1607499 1.8253500 2.3287001 2.7253499 3.0478501 3.3202500 3.5515001 3.7574999 3.9446001 4.1104002 4.2684999 4.4078002 4.5437002 4.6687498 4.7880998 4.9033999 5.0142002 5.1174002 5.2207499 5.3211999 5.4177999 5.5114999 5.6044998 5.6954999 5.7842002 5.8722000 5.9583998 6.0436001 6.1255999 6.2090502 6.2923999 6.3750000 6.4575000 6.5385499 6.6209998 6.7024999 6.7851000 6.8671999 6.9502001 7.0323000 7.1155000 7.1996999 7.2848501 7.3710499 7.4580998 7.5475998 7.6360998 7.7279000 7.8213000 7.9169502 8.0149002 8.1174507 8.2217999 8.3282003 8.4389000 8.5569000 8.6782999 8.8064003 8.9377499 9.0790005 9.2272997 9.3852501 9.5583000 9.7413998 9.9387999 10.162700 10.412149 10.697100 11.017200 11.402800 11.866250 12.425100 13.120300 13.978100 14.993851 16.176550 17.584000 19.291201 21.473351 24.759750 83.526001 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -111.77620 -26.787601 -16.914249 -11.476151 -7.5848498 -4.5326996 -2.0839000 -0.36865002 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.29194999 1.1420000 1.8594000 2.3768001 2.7830999 3.1083500 3.3779500 3.6092999 3.8141999 3.9983001 4.1652002 4.3193998 4.4603000 4.5943499 4.7189002 4.8397999 4.9539499 5.0623002 5.1662002 5.2701001 5.3706002 5.4650998 5.5592999 5.6521001 5.7423000 5.8326502 5.9201999 6.0063000 6.0904999 6.1740999 6.2578001 6.3413000 6.4253998 6.5079002 6.5900002 6.6717000 6.7549000 6.8382001 6.9221001 7.0058999 7.0883002 7.1732001 7.2582998 7.3455000 7.4331002 7.5229998 7.6125998 7.7051001 7.7983999 7.8947001 7.9924998 8.0934000 8.1997995 8.3072004 8.4180002 8.5361996 8.6563492 8.7854996 8.9174995 9.0571003 9.2087002 9.3678999 9.5397997 9.7251997 9.9231997 10.150300 10.401900 10.694500 11.022600 11.419350 11.905900 12.491300 13.216300 14.101851 15.132549 16.297899 17.623749 19.124550 20.856150 22.864799 25.436100 29.220400 53.135700 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 -0.59140563 -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 -0.53289008 -0.53289008 -0.53289008 -0.46140027 -0.35775280 -0.22497654 -0.19755149 -0.19324017 -0.19324017 -0.19324017 -0.17001677 -0.15976000 -0.10151577 -9.30809975E-02 -8.66560936E-02 -8.66560936E-02 -7.13868141E-02 -6.07295036E-02 -5.93438148E-02 -2.68115997E-02 -2.88772583E-03 1.48792267E-02 2.25257874E-02 9.87143517E-02 0.13534212 0.14300680 0.20615196 0.30152416 0.40459967 0.41452885 0.55028391 0.72603321 0.84395075 1.2763481 1.5115242 1.8278208 2.8982708 4.7914839 do regularised spline fit for input variable # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 0.48956662 0.88282502 0.90449440 0.91760302 0.92696631 0.93632960 0.94257176 0.94881397 0.95505619 0.95973784 0.96441948 0.96754056 0.97191012 0.97612357 0.97846442 0.98314607 0.98626715 0.98876405 0.99250937 0.99438202 0.99719101 1.0007023 1.0032103 1.0056180 1.0081148 1.0112360 1.0140450 1.0159177 1.0182585 1.0205992 1.0232744 1.0252810 1.0280899 1.0299625 1.0330837 1.0346442 1.0367723 1.0393258 1.0421349 1.0440075 1.0455680 1.0486891 1.0505618 1.0533708 1.0549313 1.0580524 1.0597548 1.0617977 1.0639045 1.0674157 1.0674157 1.0714285 1.0730337 1.0767790 1.0786517 1.0814607 1.0830212 1.0861423 1.0884831 1.0908240 1.0929520 1.0955056 1.0990169 1.1011236 1.1048689 1.1067415 1.1095506 1.1123595 1.1165730 1.1189139 1.1235955 1.1235955 1.1292135 1.1329588 1.1360799 1.1404494 1.1446630 1.1481742 1.1516854 1.1573033 1.1622190 1.1677368 1.1735331 1.1797752 1.1853932 1.1922597 1.2008427 1.2078651 1.2172284 1.2289326 1.2415730 1.2546817 1.2734083 1.2921349 1.3202248 1.3576779 1.4080056 1.4794008 1.5926967 1.8089888 5.3820224 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 22.326096324971285 ROUND 1 : MAX CORR ( 22.326086759437906 ) AFTER KILLING INPUT VARIABLE 23 CONTR 2.06669288411028308E-002 ROUND 2 : MAX CORR ( 22.325964765291651 ) AFTER KILLING INPUT VARIABLE 12 CONTR 7.38057511600057614E-002 ROUND 3 : MAX CORR ( 22.323836140129785 ) AFTER KILLING INPUT VARIABLE 19 CONTR 0.30828994417526417 ROUND 4 : MAX CORR ( 22.318818733263083 ) AFTER KILLING INPUT VARIABLE 10 CONTR 0.47327620171478996 ROUND 5 : MAX CORR ( 22.314014083550216 ) AFTER KILLING INPUT VARIABLE 22 CONTR 0.46308220369363978 ROUND 6 : MAX CORR ( 22.305758210276398 ) AFTER KILLING INPUT VARIABLE 11 CONTR 0.60693919428921872 ROUND 7 : MAX CORR ( 22.289693384290548 ) AFTER KILLING INPUT VARIABLE 13 CONTR 0.84641489213452781 ROUND 8 : MAX CORR ( 22.269400560690858 ) AFTER KILLING INPUT VARIABLE 15 CONTR 0.95091000267507675 ROUND 9 : MAX CORR ( 22.246924888844450 ) AFTER KILLING INPUT VARIABLE 18 CONTR 1.0002671256277778 ROUND 10 : MAX CORR ( 22.212121141244005 ) AFTER KILLING INPUT VARIABLE 5 CONTR 1.2439217887744212 ROUND 11 : MAX CORR ( 22.168756655416828 ) AFTER KILLING INPUT VARIABLE 6 CONTR 1.3872829366106070 ROUND 12 : MAX CORR ( 22.123020304903257 ) AFTER KILLING INPUT VARIABLE 2 CONTR 1.4232864209027432 ROUND 13 : MAX CORR ( 22.036869755207082 ) AFTER KILLING INPUT VARIABLE 21 CONTR 1.9504868118500926 ROUND 14 : MAX CORR ( 21.947222749468551 ) AFTER KILLING INPUT VARIABLE 16 CONTR 1.9857094936497519 ROUND 15 : MAX CORR ( 21.886799423425288 ) AFTER KILLING INPUT VARIABLE 3 CONTR 1.6274512015849860 ROUND 16 : MAX CORR ( 21.794659296566902 ) AFTER KILLING INPUT VARIABLE 9 CONTR 2.0061941949421107 ROUND 17 : MAX CORR ( 21.641149417263595 ) AFTER KILLING INPUT VARIABLE 8 CONTR 2.5822133438392778 ROUND 18 : MAX CORR ( 21.395365386915834 ) AFTER KILLING INPUT VARIABLE 17 CONTR 3.2523357853537065 ROUND 19 : MAX CORR ( 21.208537857762114 ) AFTER KILLING INPUT VARIABLE 14 CONTR 2.8212731125340063 ROUND 20 : MAX CORR ( 20.503767648404516 ) AFTER KILLING INPUT VARIABLE 7 CONTR 5.4219544708867842 ROUND 21 : MAX CORR ( 19.174174803272908 ) AFTER KILLING INPUT VARIABLE 4 CONTR 7.2632987267008335 ROUND 22 : MAX CORR ( 15.873683467308147 ) AFTER KILLING INPUT VARIABLE 24 CONTR 10.755238377933502 LAST REMAINING VARIABLE: 20 total correlation to target: 22.326096324971285 % total significance: 223.26096324971283 sigma correlations of single variables to target: variable 2 : 2.2080556959279867 % , in sigma: 22.080556959279864 variable 3 : 10.918792574145526 % , in sigma: 109.18792574145525 variable 4 : 13.566582575313150 % , in sigma: 135.66582575313149 variable 5 : 3.1419301787837148 % , in sigma: 31.419301787837146 variable 6 : 3.0431834269863236 % , in sigma: 30.431834269863238 variable 7 : 6.2490869264447388 % , in sigma: 62.490869264447383 variable 8 : 4.0288353975764570 % , in sigma: 40.288353975764572 variable 9 : 3.3036092915332764 % , in sigma: 33.036092915332766 variable 10 : 1.7399935116698011 % , in sigma: 17.399935116698011 variable 11 : 2.2106745523621942 % , in sigma: 22.106745523621942 variable 12 : 4.9959197175476140 % , in sigma: 49.959197175476135 variable 13 : 5.2455560263153860 % , in sigma: 52.455560263153856 variable 14 : 7.0324415507519564 % , in sigma: 70.324415507519575 variable 15 : 9.3747718146063885 % , in sigma: 93.747718146063889 variable 16 : 7.8460997146496858 % , in sigma: 78.460997146496865 variable 17 : 7.5227455735819442 % , in sigma: 75.227455735819447 variable 18 : 7.3690823964680225 % , in sigma: 73.690823964680220 variable 19 : 13.517135165331119 % , in sigma: 135.17135165331118 variable 20 : 15.873683467308162 % , in sigma: 158.73683467308160 variable 21 : 15.880949947770690 % , in sigma: 158.80949947770691 variable 22 : 0.91752426736930792 % , in sigma: 9.1752426736930790 variable 23 : 9.6446799273795332 % , in sigma: 96.446799273795335 variable 24 : 9.9274529499387505 % , in sigma: 99.274529499387498 variables sorted by significance: 1 most relevant variable 20 corr 15.873684 , in sigma: 158.73683929443359 2 most relevant variable 24 corr 10.755239 , in sigma: 107.55238533020020 3 most relevant variable 4 corr 7.2632985 , in sigma: 72.632985115051270 4 most relevant variable 7 corr 5.4219546 , in sigma: 54.219546318054199 5 most relevant variable 14 corr 2.8212731 , in sigma: 28.212730884552002 6 most relevant variable 17 corr 3.2523358 , in sigma: 32.523357868194580 7 most relevant variable 8 corr 2.5822134 , in sigma: 25.822134017944336 8 most relevant variable 9 corr 2.0061941 , in sigma: 20.061941146850586 9 most relevant variable 3 corr 1.6274512 , in sigma: 16.274511814117432 10 most relevant variable 16 corr 1.9857095 , in sigma: 19.857095479965210 11 most relevant variable 21 corr 1.9504868 , in sigma: 19.504867792129517 12 most relevant variable 2 corr 1.4232864 , in sigma: 14.232864379882813 13 most relevant variable 6 corr 1.3872830 , in sigma: 13.872829675674438 14 most relevant variable 5 corr 1.2439218 , in sigma: 12.439217567443848 15 most relevant variable 18 corr 1.0002671 , in sigma: 10.002671480178833 16 most relevant variable 15 corr 0.95091003 , in sigma: 9.5091003179550171 17 most relevant variable 13 corr 0.84641486 , in sigma: 8.4641486406326294 18 most relevant variable 11 corr 0.60693920 , in sigma: 6.0693919658660889 19 most relevant variable 22 corr 0.46308219 , in sigma: 4.6308219432830811 20 most relevant variable 10 corr 0.47327620 , in sigma: 4.7327619791030884 21 most relevant variable 19 corr 0.30828995 , in sigma: 3.0828994512557983 22 most relevant variable 12 corr 7.38057494E-02 , in sigma: 0.73805749416351318 23 most relevant variable 23 corr 2.06669290E-02 , in sigma: 0.20666928961873055 global correlations between input variables: variable 2 : 24.192898685684149 % variable 3 : 89.571328303303972 % variable 4 : 85.485339791499285 % variable 5 : 50.900520226038850 % variable 6 : 56.383673863525921 % variable 7 : 67.313916989791437 % variable 8 : 71.477492784993757 % variable 9 : 25.738609130022333 % variable 10 : 52.732319376954415 % variable 11 : 45.698227010935881 % variable 12 : 91.548961155578752 % variable 13 : 87.622763723204741 % variable 14 : 94.521893963283105 % variable 15 : 78.288777063054965 % variable 16 : 74.229590544799436 % variable 17 : 75.745031268391628 % variable 18 : 82.752969704970425 % variable 19 : 89.603914432575678 % variable 20 : 96.381416590795254 % variable 21 : 96.653843395426236 % variable 22 : 57.438951806756357 % variable 23 : 73.404259730665061 % variable 24 : 20.450580495159933 % significance loss when removing single variables: variable 2 : corr = 1.5128433159003867 % , sigma = 15.128433159003867 variable 3 : corr = 1.1480249993917713 % , sigma = 11.480249993917711 variable 4 : corr = 4.3339318661346642 % , sigma = 43.339318661346638 variable 5 : corr = 1.0319749433702341 % , sigma = 10.319749433702341 variable 6 : corr = 0.86518581230232705 % , sigma = 8.6518581230232705 variable 7 : corr = 2.5900707456521537 % , sigma = 25.900707456521538 variable 8 : corr = 1.7474429807435181 % , sigma = 17.474429807435182 variable 9 : corr = 1.8800474502940547 % , sigma = 18.800474502940549 variable 10 : corr = 0.46870716556193109 % , sigma = 4.6870716556193104 variable 11 : corr = 0.62971791625022377 % , sigma = 6.2971791625022382 variable 12 : corr = 6.91319746692899140E-002 % , sigma = 0.69131974669289920 variable 13 : corr = 0.75200500395603820 % , sigma = 7.5200500395603820 variable 14 : corr = 2.1591007012889532 % , sigma = 21.591007012889531 variable 15 : corr = 0.87363079063458338 % , sigma = 8.7363079063458340 variable 16 : corr = 2.2162639158697952 % , sigma = 22.162639158697953 variable 17 : corr = 2.9271290137595454 % , sigma = 29.271290137595454 variable 18 : corr = 1.0950930180554304 % , sigma = 10.950930180554304 variable 19 : corr = 0.30578062081929580 % , sigma = 3.0578062081929582 variable 20 : corr = 1.9871217434073594 % , sigma = 19.871217434073593 variable 21 : corr = 1.9198601139617255 % , sigma = 19.198601139617253 variable 22 : corr = 0.49481271425862638 % , sigma = 4.9481271425862641 variable 23 : corr = 2.06669288398511584E-002 % , sigma = 0.20666928839851159 variable 24 : corr = 12.065232585313977 % , sigma = 120.65232585313977 Keep only 21 most significant input variables Sum of Weights for output node 2 1000000.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -2.8553567 NVar: 22.000000 3161 --------- Entering internal boost mode: --------- Starting analysis with 31 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 3.0078678 PREPRO: (sigma of derived input)/eigenvalue # 2 : 1.8306421 PREPRO: (sigma of derived input)/eigenvalue # 3 : 1.6316310 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.5962228 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.5080048 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.3000941 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.1470765 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.0726539 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.0146838 PREPRO: (sigma of derived input)/eigenvalue # 10 : 0.97727567 PREPRO: (sigma of derived input)/eigenvalue # 11 : 0.94870245 PREPRO: (sigma of derived input)/eigenvalue # 12 : 0.81779069 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.78748542 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.76109570 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.68226093 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.63152415 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.57213938 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.52378780 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.45461744 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.40128493 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.35703516 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.33726788 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.29000574 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.17177117 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.13866049 PREPRO: (sigma of derived input)/eigenvalue # 26 : 2.08612229E-03 PREPRO: (sigma of derived input)/eigenvalue # 27 : 3.44130152E-04 PREPRO: (sigma of derived input)/eigenvalue # 28 : 1.91035098E-04 PREPRO: (sigma of derived input)/eigenvalue # 29 : 7.74507924E-08 PREPRO: (sigma of derived input)/eigenvalue # 30 : 1.51893261E-07 PREPRO: (sigma of derived input)/eigenvalue # 31 : 3.94892908E-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 0.9 0.8 0.8 0.8 0.7 0.6 0.6 0.5 0.5 0.4 0.4 0.3 0.3 0.2 0.1 1 100.0 -9.3 14.7 1.6 4.1 1.9 -0.9 5.5 2.5 2.6 3.9 1.6 -0.1 -1.8 0.9 1.6 -4.7 -1.2 1.9 2.1 0.5 0.4 0.9 0.2 1.1 3.0 2 -9.3 100.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 3 14.7 0.0 100.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 4 1.6 0.0 0.0 100.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 5 4.1 -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 1.9 -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 -0.9 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 5.5 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 2.5 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 2.6 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 3.9 -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 1.6 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 13 -0.1 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 -1.8 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 100.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 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 1.6 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 100.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 17 -4.7 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 18 -1.2 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 100.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 19 1.9 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 100.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 20 2.1 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 100.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 21 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 -0.0 100.0 -0.0 -0.0 0.0 -0.0 -0.0 22 0.4 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 100.0 0.0 0.0 0.0 0.0 23 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 -0.0 0.0 100.0 -0.0 0.0 0.0 24 0.2 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 100.0 0.0 0.0 25 1.1 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 100.0 -0.0 26 3.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 20.915346872190714 ------------------------------------- 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 --> 207.41415 sigma out 27 active outputs RANK 2 NODE 3 --> 104.76630 sigma out 27 active outputs RANK 3 NODE 2 --> 86.269928 sigma out 27 active outputs RANK 4 NODE 6 --> 84.175476 sigma out 27 active outputs RANK 5 NODE 5 --> 74.854668 sigma out 27 active outputs RANK 6 NODE 4 --> 67.754387 sigma out 27 active outputs RANK 7 NODE 11 --> 58.915356 sigma out 27 active outputs RANK 8 NODE 15 --> 57.705559 sigma out 27 active outputs RANK 9 NODE 7 --> 57.417355 sigma out 27 active outputs RANK 10 NODE 12 --> 55.912022 sigma out 27 active outputs RANK 11 NODE 9 --> 54.635159 sigma out 27 active outputs RANK 12 NODE 8 --> 54.126488 sigma out 27 active outputs RANK 13 NODE 10 --> 52.403202 sigma out 27 active outputs RANK 14 NODE 13 --> 51.009552 sigma out 27 active outputs RANK 15 NODE 14 --> 48.670223 sigma out 27 active outputs RANK 16 NODE 21 --> 45.154644 sigma out 27 active outputs RANK 17 NODE 17 --> 38.995037 sigma out 27 active outputs RANK 18 NODE 19 --> 38.005817 sigma out 27 active outputs RANK 19 NODE 24 --> 37.612133 sigma out 27 active outputs RANK 20 NODE 26 --> 34.735779 sigma out 27 active outputs RANK 21 NODE 20 --> 34.590996 sigma out 27 active outputs RANK 22 NODE 23 --> 34.548923 sigma out 27 active outputs RANK 23 NODE 22 --> 33.505077 sigma out 27 active outputs RANK 24 NODE 18 --> 31.437906 sigma out 27 active outputs RANK 25 NODE 16 --> 31.102060 sigma out 27 active outputs RANK 26 NODE 25 --> 28.651943 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 139.82753 sigma in 26 act. ( 150.60992 sig out 1 act.) RANK 2 NODE 6 --> 120.76154 sigma in 26 act. ( 148.95854 sig out 1 act.) RANK 3 NODE 7 --> 98.696350 sigma in 26 act. ( 131.70480 sig out 1 act.) RANK 4 NODE 8 --> 83.073769 sigma in 26 act. ( 103.78355 sig out 1 act.) RANK 5 NODE 27 --> 81.899117 sigma in 26 act. ( 100.21190 sig out 1 act.) RANK 6 NODE 11 --> 76.308456 sigma in 26 act. ( 116.38835 sig out 1 act.) RANK 7 NODE 19 --> 74.091850 sigma in 26 act. ( 92.034729 sig out 1 act.) RANK 8 NODE 16 --> 67.188606 sigma in 26 act. ( 105.94655 sig out 1 act.) RANK 9 NODE 21 --> 63.790184 sigma in 26 act. ( 85.800781 sig out 1 act.) RANK 10 NODE 24 --> 62.236691 sigma in 26 act. ( 86.404823 sig out 1 act.) RANK 11 NODE 14 --> 61.645954 sigma in 26 act. ( 77.269417 sig out 1 act.) RANK 12 NODE 12 --> 61.272343 sigma in 26 act. ( 77.991730 sig out 1 act.) RANK 13 NODE 22 --> 59.380585 sigma in 26 act. ( 76.544456 sig out 1 act.) RANK 14 NODE 20 --> 58.788994 sigma in 26 act. ( 92.553398 sig out 1 act.) RANK 15 NODE 4 --> 58.202038 sigma in 26 act. ( 68.585831 sig out 1 act.) RANK 16 NODE 5 --> 52.676483 sigma in 26 act. ( 71.395088 sig out 1 act.) RANK 17 NODE 9 --> 49.991234 sigma in 26 act. ( 52.875961 sig out 1 act.) RANK 18 NODE 25 --> 45.658623 sigma in 26 act. ( 51.140656 sig out 1 act.) RANK 19 NODE 26 --> 43.473312 sigma in 26 act. ( 44.418392 sig out 1 act.) RANK 20 NODE 3 --> 41.632450 sigma in 26 act. ( 52.153564 sig out 1 act.) RANK 21 NODE 15 --> 40.616573 sigma in 26 act. ( 47.656128 sig out 1 act.) RANK 22 NODE 17 --> 39.788231 sigma in 26 act. ( 52.766991 sig out 1 act.) RANK 23 NODE 23 --> 39.562038 sigma in 26 act. ( 22.510677 sig out 1 act.) RANK 24 NODE 13 --> 37.866764 sigma in 26 act. ( 41.842476 sig out 1 act.) RANK 25 NODE 18 --> 36.318043 sigma in 26 act. ( 33.073940 sig out 1 act.) RANK 26 NODE 1 --> 32.579273 sigma in 26 act. ( 34.341026 sig out 1 act.) RANK 27 NODE 2 --> 26.757053 sigma in 26 act. ( 9.6441193 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 150.60992 sigma out 1 act.( 139.82753 sig in 26 act.) RANK 2 NODE 6 --> 148.95854 sigma out 1 act.( 120.76154 sig in 26 act.) RANK 3 NODE 7 --> 131.70480 sigma out 1 act.( 98.696350 sig in 26 act.) RANK 4 NODE 11 --> 116.38835 sigma out 1 act.( 76.308456 sig in 26 act.) RANK 5 NODE 16 --> 105.94655 sigma out 1 act.( 67.188606 sig in 26 act.) RANK 6 NODE 8 --> 103.78355 sigma out 1 act.( 83.073769 sig in 26 act.) RANK 7 NODE 27 --> 100.21190 sigma out 1 act.( 81.899117 sig in 26 act.) RANK 8 NODE 20 --> 92.553398 sigma out 1 act.( 58.788994 sig in 26 act.) RANK 9 NODE 19 --> 92.034729 sigma out 1 act.( 74.091850 sig in 26 act.) RANK 10 NODE 24 --> 86.404823 sigma out 1 act.( 62.236691 sig in 26 act.) RANK 11 NODE 21 --> 85.800781 sigma out 1 act.( 63.790184 sig in 26 act.) RANK 12 NODE 12 --> 77.991730 sigma out 1 act.( 61.272343 sig in 26 act.) RANK 13 NODE 14 --> 77.269417 sigma out 1 act.( 61.645954 sig in 26 act.) RANK 14 NODE 22 --> 76.544456 sigma out 1 act.( 59.380585 sig in 26 act.) RANK 15 NODE 5 --> 71.395088 sigma out 1 act.( 52.676483 sig in 26 act.) RANK 16 NODE 4 --> 68.585831 sigma out 1 act.( 58.202038 sig in 26 act.) RANK 17 NODE 9 --> 52.875961 sigma out 1 act.( 49.991234 sig in 26 act.) RANK 18 NODE 17 --> 52.766991 sigma out 1 act.( 39.788231 sig in 26 act.) RANK 19 NODE 3 --> 52.153564 sigma out 1 act.( 41.632450 sig in 26 act.) RANK 20 NODE 25 --> 51.140656 sigma out 1 act.( 45.658623 sig in 26 act.) RANK 21 NODE 15 --> 47.656128 sigma out 1 act.( 40.616573 sig in 26 act.) RANK 22 NODE 26 --> 44.418392 sigma out 1 act.( 43.473312 sig in 26 act.) RANK 23 NODE 13 --> 41.842476 sigma out 1 act.( 37.866764 sig in 26 act.) RANK 24 NODE 1 --> 34.341026 sigma out 1 act.( 32.579273 sig in 26 act.) RANK 25 NODE 18 --> 33.073940 sigma out 1 act.( 36.318043 sig in 26 act.) RANK 26 NODE 23 --> 22.510677 sigma out 1 act.( 39.562038 sig in 26 act.) RANK 27 NODE 2 --> 9.6441193 sigma out 1 act.( 26.757053 sig in 26 act.) RANK 1 NODE 1 --> 432.62408 sigma in 27 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 227.71452 sigma out 27 active outputs RANK 2 NODE 3 --> 116.69537 sigma out 27 active outputs RANK 3 NODE 2 --> 85.884193 sigma out 27 active outputs RANK 4 NODE 6 --> 80.399323 sigma out 27 active outputs RANK 5 NODE 5 --> 71.116257 sigma out 27 active outputs RANK 6 NODE 4 --> 64.416107 sigma out 27 active outputs RANK 7 NODE 7 --> 53.242603 sigma out 27 active outputs RANK 8 NODE 15 --> 51.495659 sigma out 27 active outputs RANK 9 NODE 11 --> 51.447929 sigma out 27 active outputs RANK 10 NODE 8 --> 49.465900 sigma out 27 active outputs RANK 11 NODE 10 --> 47.303814 sigma out 27 active outputs RANK 12 NODE 9 --> 46.764580 sigma out 27 active outputs RANK 13 NODE 14 --> 43.963009 sigma out 27 active outputs RANK 14 NODE 12 --> 43.589813 sigma out 27 active outputs RANK 15 NODE 13 --> 41.408943 sigma out 27 active outputs RANK 16 NODE 17 --> 30.172636 sigma out 27 active outputs RANK 17 NODE 16 --> 27.389286 sigma out 27 active outputs RANK 18 NODE 21 --> 25.797926 sigma out 27 active outputs RANK 19 NODE 19 --> 24.166403 sigma out 27 active outputs RANK 20 NODE 24 --> 22.101200 sigma out 27 active outputs RANK 21 NODE 23 --> 21.114744 sigma out 27 active outputs RANK 22 NODE 20 --> 21.040901 sigma out 27 active outputs RANK 23 NODE 18 --> 19.546392 sigma out 27 active outputs RANK 24 NODE 22 --> 14.971706 sigma out 27 active outputs RANK 25 NODE 25 --> 10.293344 sigma out 27 active outputs RANK 26 NODE 26 --> 6.2882690 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 147.95699 sigma in 26 act. ( 98.574806 sig out 1 act.) RANK 2 NODE 6 --> 136.21385 sigma in 26 act. ( 85.292480 sig out 1 act.) RANK 3 NODE 7 --> 106.72540 sigma in 26 act. ( 84.257591 sig out 1 act.) RANK 4 NODE 27 --> 84.096214 sigma in 26 act. ( 65.019485 sig out 1 act.) RANK 5 NODE 8 --> 80.679131 sigma in 26 act. ( 65.368179 sig out 1 act.) RANK 6 NODE 11 --> 77.219704 sigma in 26 act. ( 81.756378 sig out 1 act.) RANK 7 NODE 16 --> 66.178177 sigma in 26 act. ( 74.316383 sig out 1 act.) RANK 8 NODE 19 --> 65.852974 sigma in 26 act. ( 59.002708 sig out 1 act.) RANK 9 NODE 22 --> 62.144695 sigma in 26 act. ( 54.525894 sig out 1 act.) RANK 10 NODE 14 --> 62.022675 sigma in 26 act. ( 52.491222 sig out 1 act.) RANK 11 NODE 20 --> 57.986576 sigma in 26 act. ( 59.793320 sig out 1 act.) RANK 12 NODE 12 --> 54.316830 sigma in 26 act. ( 51.331596 sig out 1 act.) RANK 13 NODE 24 --> 54.151955 sigma in 26 act. ( 56.548317 sig out 1 act.) RANK 14 NODE 5 --> 49.109550 sigma in 26 act. ( 45.393482 sig out 1 act.) RANK 15 NODE 21 --> 48.798634 sigma in 26 act. ( 62.344856 sig out 1 act.) RANK 16 NODE 9 --> 45.705177 sigma in 26 act. ( 31.379339 sig out 1 act.) RANK 17 NODE 4 --> 44.584385 sigma in 26 act. ( 45.794716 sig out 1 act.) RANK 18 NODE 25 --> 37.866043 sigma in 26 act. ( 32.915497 sig out 1 act.) RANK 19 NODE 15 --> 37.657978 sigma in 26 act. ( 28.410276 sig out 1 act.) RANK 20 NODE 3 --> 35.018505 sigma in 26 act. ( 32.145290 sig out 1 act.) RANK 21 NODE 26 --> 31.653616 sigma in 26 act. ( 30.126673 sig out 1 act.) RANK 22 NODE 17 --> 28.860329 sigma in 26 act. ( 37.416374 sig out 1 act.) RANK 23 NODE 13 --> 27.094862 sigma in 26 act. ( 28.736931 sig out 1 act.) RANK 24 NODE 18 --> 24.376158 sigma in 26 act. ( 19.793783 sig out 1 act.) RANK 25 NODE 1 --> 22.369928 sigma in 26 act. ( 23.507410 sig out 1 act.) RANK 26 NODE 23 --> 19.136621 sigma in 26 act. ( 13.619044 sig out 1 act.) RANK 27 NODE 2 --> 9.0612993 sigma in 26 act. ( 5.6337075 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 98.574806 sigma out 1 act.( 147.95699 sig in 26 act.) RANK 2 NODE 6 --> 85.292480 sigma out 1 act.( 136.21385 sig in 26 act.) RANK 3 NODE 7 --> 84.257591 sigma out 1 act.( 106.72540 sig in 26 act.) RANK 4 NODE 11 --> 81.756378 sigma out 1 act.( 77.219704 sig in 26 act.) RANK 5 NODE 16 --> 74.316383 sigma out 1 act.( 66.178177 sig in 26 act.) RANK 6 NODE 8 --> 65.368179 sigma out 1 act.( 80.679131 sig in 26 act.) RANK 7 NODE 27 --> 65.019485 sigma out 1 act.( 84.096214 sig in 26 act.) RANK 8 NODE 21 --> 62.344856 sigma out 1 act.( 48.798634 sig in 26 act.) RANK 9 NODE 20 --> 59.793320 sigma out 1 act.( 57.986576 sig in 26 act.) RANK 10 NODE 19 --> 59.002708 sigma out 1 act.( 65.852974 sig in 26 act.) RANK 11 NODE 24 --> 56.548317 sigma out 1 act.( 54.151955 sig in 26 act.) RANK 12 NODE 22 --> 54.525894 sigma out 1 act.( 62.144695 sig in 26 act.) RANK 13 NODE 14 --> 52.491222 sigma out 1 act.( 62.022675 sig in 26 act.) RANK 14 NODE 12 --> 51.331596 sigma out 1 act.( 54.316830 sig in 26 act.) RANK 15 NODE 4 --> 45.794716 sigma out 1 act.( 44.584385 sig in 26 act.) RANK 16 NODE 5 --> 45.393482 sigma out 1 act.( 49.109550 sig in 26 act.) RANK 17 NODE 17 --> 37.416374 sigma out 1 act.( 28.860329 sig in 26 act.) RANK 18 NODE 25 --> 32.915497 sigma out 1 act.( 37.866043 sig in 26 act.) RANK 19 NODE 3 --> 32.145290 sigma out 1 act.( 35.018505 sig in 26 act.) RANK 20 NODE 9 --> 31.379339 sigma out 1 act.( 45.705177 sig in 26 act.) RANK 21 NODE 26 --> 30.126673 sigma out 1 act.( 31.653616 sig in 26 act.) RANK 22 NODE 13 --> 28.736931 sigma out 1 act.( 27.094862 sig in 26 act.) RANK 23 NODE 15 --> 28.410276 sigma out 1 act.( 37.657978 sig in 26 act.) RANK 24 NODE 1 --> 23.507410 sigma out 1 act.( 22.369928 sig in 26 act.) RANK 25 NODE 18 --> 19.793783 sigma out 1 act.( 24.376158 sig in 26 act.) RANK 26 NODE 23 --> 13.619044 sigma out 1 act.( 19.136621 sig in 26 act.) RANK 27 NODE 2 --> 5.6337075 sigma out 1 act.( 9.0612993 sig in 26 act.) RANK 1 NODE 1 --> 282.24896 sigma in 27 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.52915406 *** contribution from regularisation: 7.35497975E-04 *** contribution from error: -0.52988958 *** contribution from DIAG: 3.89393654E-06 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.57853603 *** contribution from regularisation: 1.31987303E-03 *** contribution from error: -0.57985592 *** contribution from DIAG: 2.31447339E-05 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.58038616 *** contribution from regularisation: 1.11945043E-03 *** contribution from error: -0.58150560 *** contribution from DIAG: 4.37659655E-05 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.58083701 *** contribution from regularisation: 1.25194702E-03 *** contribution from error: -0.58208895 *** contribution from DIAG: 5.35209874E-05 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.58117354 *** contribution from regularisation: 1.21640449E-03 *** contribution from error: -0.58238995 *** contribution from DIAG: 6.79922741E-05 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.58138353 *** contribution from regularisation: 1.23192836E-03 *** contribution from error: -0.58261544 *** contribution from DIAG: 7.79279726E-05 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.58156627 *** contribution from regularisation: 1.22958515E-03 *** contribution from error: -0.58279586 *** contribution from DIAG: 8.02162322E-05 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.58171815 *** contribution from regularisation: 1.23064651E-03 *** contribution from error: -0.58294880 *** contribution from DIAG: 1.00463105E-04 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.58185065 *** contribution from regularisation: 1.23191427E-03 *** contribution from error: -0.58308256 *** contribution from DIAG: 1.26920728E-04 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 253.38426 sigma out 27 active outputs RANK 2 NODE 3 --> 127.16251 sigma out 27 active outputs RANK 3 NODE 2 --> 91.429588 sigma out 27 active outputs RANK 4 NODE 6 --> 85.160538 sigma out 27 active outputs RANK 5 NODE 5 --> 74.757240 sigma out 27 active outputs RANK 6 NODE 4 --> 66.204025 sigma out 27 active outputs RANK 7 NODE 11 --> 57.794033 sigma out 27 active outputs RANK 8 NODE 15 --> 55.661686 sigma out 27 active outputs RANK 9 NODE 7 --> 55.335289 sigma out 27 active outputs RANK 10 NODE 10 --> 51.804115 sigma out 27 active outputs RANK 11 NODE 8 --> 49.355530 sigma out 27 active outputs RANK 12 NODE 9 --> 49.304451 sigma out 27 active outputs RANK 13 NODE 12 --> 46.756531 sigma out 27 active outputs RANK 14 NODE 14 --> 46.605846 sigma out 27 active outputs RANK 15 NODE 13 --> 42.611355 sigma out 27 active outputs RANK 16 NODE 17 --> 33.462963 sigma out 27 active outputs RANK 17 NODE 16 --> 29.403904 sigma out 27 active outputs RANK 18 NODE 21 --> 27.274712 sigma out 27 active outputs RANK 19 NODE 20 --> 25.843185 sigma out 27 active outputs RANK 20 NODE 19 --> 25.344042 sigma out 27 active outputs RANK 21 NODE 24 --> 23.950680 sigma out 27 active outputs RANK 22 NODE 23 --> 23.364645 sigma out 27 active outputs RANK 23 NODE 18 --> 21.189957 sigma out 27 active outputs RANK 24 NODE 22 --> 17.395445 sigma out 27 active outputs RANK 25 NODE 25 --> 12.330651 sigma out 27 active outputs RANK 26 NODE 26 --> 12.309649 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 159.74281 sigma in 26 act. ( 101.36057 sig out 1 act.) RANK 2 NODE 6 --> 150.97595 sigma in 26 act. ( 90.660858 sig out 1 act.) RANK 3 NODE 7 --> 114.43533 sigma in 26 act. ( 86.495361 sig out 1 act.) RANK 4 NODE 27 --> 91.864845 sigma in 26 act. ( 67.120247 sig out 1 act.) RANK 5 NODE 8 --> 85.306892 sigma in 26 act. ( 64.593124 sig out 1 act.) RANK 6 NODE 11 --> 82.469414 sigma in 26 act. ( 82.962624 sig out 1 act.) RANK 7 NODE 22 --> 71.413445 sigma in 26 act. ( 57.729561 sig out 1 act.) RANK 8 NODE 16 --> 70.877106 sigma in 26 act. ( 79.635788 sig out 1 act.) RANK 9 NODE 19 --> 68.724243 sigma in 26 act. ( 58.962475 sig out 1 act.) RANK 10 NODE 14 --> 68.597816 sigma in 26 act. ( 55.114849 sig out 1 act.) RANK 11 NODE 20 --> 63.149410 sigma in 26 act. ( 61.159996 sig out 1 act.) RANK 12 NODE 12 --> 58.009090 sigma in 26 act. ( 53.589905 sig out 1 act.) RANK 13 NODE 24 --> 56.864567 sigma in 26 act. ( 56.171822 sig out 1 act.) RANK 14 NODE 5 --> 54.998562 sigma in 26 act. ( 48.675751 sig out 1 act.) RANK 15 NODE 9 --> 52.911819 sigma in 26 act. ( 33.939735 sig out 1 act.) RANK 16 NODE 15 --> 49.367992 sigma in 26 act. ( 34.263412 sig out 1 act.) RANK 17 NODE 21 --> 45.845428 sigma in 26 act. ( 65.011139 sig out 1 act.) RANK 18 NODE 25 --> 44.752167 sigma in 26 act. ( 38.505180 sig out 1 act.) RANK 19 NODE 4 --> 44.394817 sigma in 26 act. ( 48.226028 sig out 1 act.) RANK 20 NODE 3 --> 38.272964 sigma in 26 act. ( 32.394104 sig out 1 act.) RANK 21 NODE 26 --> 35.406914 sigma in 26 act. ( 32.744701 sig out 1 act.) RANK 22 NODE 17 --> 32.069767 sigma in 26 act. ( 39.286453 sig out 1 act.) RANK 23 NODE 13 --> 29.873470 sigma in 26 act. ( 32.436386 sig out 1 act.) RANK 24 NODE 18 --> 29.233742 sigma in 26 act. ( 21.529778 sig out 1 act.) RANK 25 NODE 1 --> 28.211128 sigma in 26 act. ( 28.538681 sig out 1 act.) RANK 26 NODE 23 --> 22.999283 sigma in 26 act. ( 15.767331 sig out 1 act.) RANK 27 NODE 2 --> 13.273288 sigma in 26 act. ( 9.1239986 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 101.36057 sigma out 1 act.( 159.74281 sig in 26 act.) RANK 2 NODE 6 --> 90.660858 sigma out 1 act.( 150.97595 sig in 26 act.) RANK 3 NODE 7 --> 86.495361 sigma out 1 act.( 114.43533 sig in 26 act.) RANK 4 NODE 11 --> 82.962624 sigma out 1 act.( 82.469414 sig in 26 act.) RANK 5 NODE 16 --> 79.635788 sigma out 1 act.( 70.877106 sig in 26 act.) RANK 6 NODE 27 --> 67.120247 sigma out 1 act.( 91.864845 sig in 26 act.) RANK 7 NODE 21 --> 65.011139 sigma out 1 act.( 45.845428 sig in 26 act.) RANK 8 NODE 8 --> 64.593124 sigma out 1 act.( 85.306892 sig in 26 act.) RANK 9 NODE 20 --> 61.159996 sigma out 1 act.( 63.149410 sig in 26 act.) RANK 10 NODE 19 --> 58.962475 sigma out 1 act.( 68.724243 sig in 26 act.) RANK 11 NODE 22 --> 57.729561 sigma out 1 act.( 71.413445 sig in 26 act.) RANK 12 NODE 24 --> 56.171822 sigma out 1 act.( 56.864567 sig in 26 act.) RANK 13 NODE 14 --> 55.114849 sigma out 1 act.( 68.597816 sig in 26 act.) RANK 14 NODE 12 --> 53.589905 sigma out 1 act.( 58.009090 sig in 26 act.) RANK 15 NODE 5 --> 48.675751 sigma out 1 act.( 54.998562 sig in 26 act.) RANK 16 NODE 4 --> 48.226028 sigma out 1 act.( 44.394817 sig in 26 act.) RANK 17 NODE 17 --> 39.286453 sigma out 1 act.( 32.069767 sig in 26 act.) RANK 18 NODE 25 --> 38.505180 sigma out 1 act.( 44.752167 sig in 26 act.) RANK 19 NODE 15 --> 34.263412 sigma out 1 act.( 49.367992 sig in 26 act.) RANK 20 NODE 9 --> 33.939735 sigma out 1 act.( 52.911819 sig in 26 act.) RANK 21 NODE 26 --> 32.744701 sigma out 1 act.( 35.406914 sig in 26 act.) RANK 22 NODE 13 --> 32.436386 sigma out 1 act.( 29.873470 sig in 26 act.) RANK 23 NODE 3 --> 32.394104 sigma out 1 act.( 38.272964 sig in 26 act.) RANK 24 NODE 1 --> 28.538681 sigma out 1 act.( 28.211128 sig in 26 act.) RANK 25 NODE 18 --> 21.529778 sigma out 1 act.( 29.233742 sig in 26 act.) RANK 26 NODE 23 --> 15.767331 sigma out 1 act.( 22.999283 sig in 26 act.) RANK 27 NODE 2 --> 9.1239986 sigma out 1 act.( 13.273288 sig in 26 act.) RANK 1 NODE 1 --> 294.19131 sigma in 27 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.58196855 *** contribution from regularisation: 1.23275293E-03 *** contribution from error: -0.58320129 *** contribution from DIAG: 1.29395383E-04 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.58208227 *** contribution from regularisation: 1.23259181E-03 *** contribution from error: -0.58331484 *** contribution from DIAG: 1.37191062E-04 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.58218485 *** contribution from regularisation: 1.23659114E-03 *** contribution from error: -0.58342147 *** contribution from DIAG: 1.84667384E-04 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.58229011 *** contribution from regularisation: 1.23488461E-03 *** contribution from error: -0.58352500 *** contribution from DIAG: 1.46627281E-04 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.58238655 *** contribution from regularisation: 1.23759266E-03 *** contribution from error: -0.58362412 *** contribution from DIAG: 1.64446159E-04 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.58248919 *** contribution from regularisation: 1.23564142E-03 *** contribution from error: -0.58372486 *** contribution from DIAG: 1.70372965E-04 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.58258545 *** contribution from regularisation: 1.23836787E-03 *** contribution from error: -0.58382380 *** contribution from DIAG: 1.66918951E-04 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.58268648 *** contribution from regularisation: 1.23800477E-03 *** contribution from error: -0.58392447 *** contribution from DIAG: 1.70336134E-04 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.58278453 *** contribution from regularisation: 1.24114682E-03 *** contribution from error: -0.58402568 *** contribution from DIAG: 1.50003514E-04 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.58288389 *** contribution from regularisation: 1.23860582E-03 *** contribution from error: -0.58412248 *** contribution from DIAG: 1.52978158E-04 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 256.25946 sigma out 27 active outputs RANK 2 NODE 3 --> 129.13828 sigma out 27 active outputs RANK 3 NODE 2 --> 92.384964 sigma out 27 active outputs RANK 4 NODE 6 --> 85.562660 sigma out 27 active outputs RANK 5 NODE 5 --> 74.808128 sigma out 27 active outputs RANK 6 NODE 4 --> 65.328300 sigma out 27 active outputs RANK 7 NODE 11 --> 61.539188 sigma out 27 active outputs RANK 8 NODE 15 --> 56.746277 sigma out 27 active outputs RANK 9 NODE 7 --> 54.810303 sigma out 27 active outputs RANK 10 NODE 10 --> 54.054958 sigma out 27 active outputs RANK 11 NODE 9 --> 50.834351 sigma out 27 active outputs RANK 12 NODE 8 --> 47.783520 sigma out 27 active outputs RANK 13 NODE 12 --> 47.547405 sigma out 27 active outputs RANK 14 NODE 14 --> 46.377144 sigma out 27 active outputs RANK 15 NODE 13 --> 42.144459 sigma out 27 active outputs RANK 16 NODE 17 --> 33.555389 sigma out 27 active outputs RANK 17 NODE 16 --> 29.016544 sigma out 27 active outputs RANK 18 NODE 20 --> 26.632181 sigma out 27 active outputs RANK 19 NODE 21 --> 26.616165 sigma out 27 active outputs RANK 20 NODE 19 --> 24.934122 sigma out 27 active outputs RANK 21 NODE 24 --> 24.051264 sigma out 27 active outputs RANK 22 NODE 23 --> 23.733240 sigma out 27 active outputs RANK 23 NODE 18 --> 21.288027 sigma out 27 active outputs RANK 24 NODE 22 --> 16.927708 sigma out 27 active outputs RANK 25 NODE 26 --> 12.617658 sigma out 27 active outputs RANK 26 NODE 25 --> 12.041881 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 160.72348 sigma in 26 act. ( 101.73738 sig out 1 act.) RANK 2 NODE 6 --> 152.98848 sigma in 26 act. ( 91.330612 sig out 1 act.) RANK 3 NODE 7 --> 114.07629 sigma in 26 act. ( 86.560692 sig out 1 act.) RANK 4 NODE 27 --> 92.416710 sigma in 26 act. ( 67.354340 sig out 1 act.) RANK 5 NODE 8 --> 84.583420 sigma in 26 act. ( 62.324364 sig out 1 act.) RANK 6 NODE 11 --> 83.175972 sigma in 26 act. ( 82.903137 sig out 1 act.) RANK 7 NODE 22 --> 72.380913 sigma in 26 act. ( 57.457497 sig out 1 act.) RANK 8 NODE 16 --> 72.036758 sigma in 26 act. ( 82.939865 sig out 1 act.) RANK 9 NODE 14 --> 68.613029 sigma in 26 act. ( 56.011444 sig out 1 act.) RANK 10 NODE 19 --> 67.204872 sigma in 26 act. ( 58.400002 sig out 1 act.) RANK 11 NODE 20 --> 63.673317 sigma in 26 act. ( 61.516747 sig out 1 act.) RANK 12 NODE 12 --> 57.834946 sigma in 26 act. ( 54.889130 sig out 1 act.) RANK 13 NODE 5 --> 56.436447 sigma in 26 act. ( 51.327484 sig out 1 act.) RANK 14 NODE 24 --> 56.139977 sigma in 26 act. ( 54.615162 sig out 1 act.) RANK 15 NODE 9 --> 55.001244 sigma in 26 act. ( 34.874836 sig out 1 act.) RANK 16 NODE 15 --> 52.012550 sigma in 26 act. ( 36.337925 sig out 1 act.) RANK 17 NODE 25 --> 47.282795 sigma in 26 act. ( 43.101025 sig out 1 act.) RANK 18 NODE 21 --> 47.146088 sigma in 26 act. ( 70.555229 sig out 1 act.) RANK 19 NODE 4 --> 44.766308 sigma in 26 act. ( 53.337082 sig out 1 act.) RANK 20 NODE 3 --> 38.304634 sigma in 26 act. ( 31.556246 sig out 1 act.) RANK 21 NODE 26 --> 36.750095 sigma in 26 act. ( 35.121716 sig out 1 act.) RANK 22 NODE 17 --> 34.994007 sigma in 26 act. ( 44.292656 sig out 1 act.) RANK 23 NODE 13 --> 32.675575 sigma in 26 act. ( 37.921589 sig out 1 act.) RANK 24 NODE 1 --> 31.854517 sigma in 26 act. ( 35.054173 sig out 1 act.) RANK 25 NODE 18 --> 30.249340 sigma in 26 act. ( 22.354155 sig out 1 act.) RANK 26 NODE 23 --> 23.433023 sigma in 26 act. ( 16.410706 sig out 1 act.) RANK 27 NODE 2 --> 14.574966 sigma in 26 act. ( 12.134279 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 101.73738 sigma out 1 act.( 160.72348 sig in 26 act.) RANK 2 NODE 6 --> 91.330612 sigma out 1 act.( 152.98848 sig in 26 act.) RANK 3 NODE 7 --> 86.560692 sigma out 1 act.( 114.07629 sig in 26 act.) RANK 4 NODE 16 --> 82.939865 sigma out 1 act.( 72.036758 sig in 26 act.) RANK 5 NODE 11 --> 82.903137 sigma out 1 act.( 83.175972 sig in 26 act.) RANK 6 NODE 21 --> 70.555229 sigma out 1 act.( 47.146088 sig in 26 act.) RANK 7 NODE 27 --> 67.354340 sigma out 1 act.( 92.416710 sig in 26 act.) RANK 8 NODE 8 --> 62.324364 sigma out 1 act.( 84.583420 sig in 26 act.) RANK 9 NODE 20 --> 61.516747 sigma out 1 act.( 63.673317 sig in 26 act.) RANK 10 NODE 19 --> 58.400002 sigma out 1 act.( 67.204872 sig in 26 act.) RANK 11 NODE 22 --> 57.457497 sigma out 1 act.( 72.380913 sig in 26 act.) RANK 12 NODE 14 --> 56.011444 sigma out 1 act.( 68.613029 sig in 26 act.) RANK 13 NODE 12 --> 54.889130 sigma out 1 act.( 57.834946 sig in 26 act.) RANK 14 NODE 24 --> 54.615162 sigma out 1 act.( 56.139977 sig in 26 act.) RANK 15 NODE 4 --> 53.337082 sigma out 1 act.( 44.766308 sig in 26 act.) RANK 16 NODE 5 --> 51.327484 sigma out 1 act.( 56.436447 sig in 26 act.) RANK 17 NODE 17 --> 44.292656 sigma out 1 act.( 34.994007 sig in 26 act.) RANK 18 NODE 25 --> 43.101025 sigma out 1 act.( 47.282795 sig in 26 act.) RANK 19 NODE 13 --> 37.921589 sigma out 1 act.( 32.675575 sig in 26 act.) RANK 20 NODE 15 --> 36.337925 sigma out 1 act.( 52.012550 sig in 26 act.) RANK 21 NODE 26 --> 35.121716 sigma out 1 act.( 36.750095 sig in 26 act.) RANK 22 NODE 1 --> 35.054173 sigma out 1 act.( 31.854517 sig in 26 act.) RANK 23 NODE 9 --> 34.874836 sigma out 1 act.( 55.001244 sig in 26 act.) RANK 24 NODE 3 --> 31.556246 sigma out 1 act.( 38.304634 sig in 26 act.) RANK 25 NODE 18 --> 22.354155 sigma out 1 act.( 30.249340 sig in 26 act.) RANK 26 NODE 23 --> 16.410706 sigma out 1 act.( 23.433023 sig in 26 act.) RANK 27 NODE 2 --> 12.134279 sigma out 1 act.( 14.574966 sig in 26 act.) RANK 1 NODE 1 --> 301.01932 sigma in 27 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.58298075 *** contribution from regularisation: 1.23822840E-03 *** contribution from error: -0.58421898 *** contribution from DIAG: 1.54222595E-04 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.58307612 *** contribution from regularisation: 1.24099979E-03 *** contribution from error: -0.58431715 *** contribution from DIAG: 1.45246726E-04 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.58317083 *** contribution from regularisation: 1.24028651E-03 *** contribution from error: -0.58441114 *** contribution from DIAG: 1.47238621E-04 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.58324569 *** contribution from regularisation: 1.23895018E-03 *** contribution from error: -0.58448464 *** contribution from DIAG: 1.58833573E-04 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.58330399 *** contribution from regularisation: 1.23852154E-03 *** contribution from error: -0.58454251 *** contribution from DIAG: 1.49025451E-04 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.58335012 *** contribution from regularisation: 1.24100223E-03 *** contribution from error: -0.58459115 *** contribution from DIAG: 1.47900239E-04 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.58339423 *** contribution from regularisation: 1.23988360E-03 *** contribution from error: -0.58463413 *** contribution from DIAG: 1.46050472E-04 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.58343613 *** contribution from regularisation: 1.23815786E-03 *** contribution from error: -0.58467430 *** contribution from DIAG: 1.31693552E-04 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.58347213 *** contribution from regularisation: 1.23866624E-03 *** contribution from error: -0.58471078 *** contribution from DIAG: 1.42713528E-04 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.58350813 *** contribution from regularisation: 1.23741105E-03 *** contribution from error: -0.58474553 *** contribution from DIAG: 1.91290805E-04 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 257.16833 sigma out 27 active outputs RANK 2 NODE 3 --> 129.88589 sigma out 27 active outputs RANK 3 NODE 2 --> 93.649628 sigma out 27 active outputs RANK 4 NODE 6 --> 85.803696 sigma out 27 active outputs RANK 5 NODE 5 --> 75.722984 sigma out 27 active outputs RANK 6 NODE 4 --> 65.429337 sigma out 27 active outputs RANK 7 NODE 11 --> 64.671951 sigma out 27 active outputs RANK 8 NODE 15 --> 57.080303 sigma out 27 active outputs RANK 9 NODE 10 --> 56.015797 sigma out 27 active outputs RANK 10 NODE 7 --> 55.787762 sigma out 27 active outputs RANK 11 NODE 9 --> 52.142864 sigma out 27 active outputs RANK 12 NODE 12 --> 48.152409 sigma out 27 active outputs RANK 13 NODE 8 --> 47.201595 sigma out 27 active outputs RANK 14 NODE 14 --> 46.318176 sigma out 27 active outputs RANK 15 NODE 13 --> 41.696331 sigma out 27 active outputs RANK 16 NODE 17 --> 33.774727 sigma out 27 active outputs RANK 17 NODE 16 --> 28.473206 sigma out 27 active outputs RANK 18 NODE 20 --> 27.442108 sigma out 27 active outputs RANK 19 NODE 21 --> 26.281338 sigma out 27 active outputs RANK 20 NODE 19 --> 24.848757 sigma out 27 active outputs RANK 21 NODE 24 --> 24.262901 sigma out 27 active outputs RANK 22 NODE 23 --> 23.501886 sigma out 27 active outputs RANK 23 NODE 18 --> 21.270647 sigma out 27 active outputs RANK 24 NODE 22 --> 17.130157 sigma out 27 active outputs RANK 25 NODE 26 --> 12.967868 sigma out 27 active outputs RANK 26 NODE 25 --> 11.727509 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 161.15088 sigma in 26 act. ( 102.39704 sig out 1 act.) RANK 2 NODE 6 --> 153.41768 sigma in 26 act. ( 92.220856 sig out 1 act.) RANK 3 NODE 7 --> 114.42827 sigma in 26 act. ( 86.550354 sig out 1 act.) RANK 4 NODE 27 --> 92.419022 sigma in 26 act. ( 68.055870 sig out 1 act.) RANK 5 NODE 8 --> 84.129005 sigma in 26 act. ( 61.745529 sig out 1 act.) RANK 6 NODE 11 --> 83.764488 sigma in 26 act. ( 83.356148 sig out 1 act.) RANK 7 NODE 16 --> 73.014008 sigma in 26 act. ( 85.095718 sig out 1 act.) RANK 8 NODE 22 --> 72.451279 sigma in 26 act. ( 57.608891 sig out 1 act.) RANK 9 NODE 14 --> 68.418953 sigma in 26 act. ( 56.287445 sig out 1 act.) RANK 10 NODE 19 --> 66.800468 sigma in 26 act. ( 57.636524 sig out 1 act.) RANK 11 NODE 20 --> 64.036728 sigma in 26 act. ( 62.041805 sig out 1 act.) RANK 12 NODE 12 --> 58.284336 sigma in 26 act. ( 55.711014 sig out 1 act.) RANK 13 NODE 5 --> 57.196018 sigma in 26 act. ( 52.999287 sig out 1 act.) RANK 14 NODE 9 --> 56.208015 sigma in 26 act. ( 35.780949 sig out 1 act.) RANK 15 NODE 24 --> 55.925671 sigma in 26 act. ( 54.091278 sig out 1 act.) RANK 16 NODE 15 --> 53.153950 sigma in 26 act. ( 36.652714 sig out 1 act.) RANK 17 NODE 21 --> 49.778042 sigma in 26 act. ( 73.934639 sig out 1 act.) RANK 18 NODE 25 --> 48.621441 sigma in 26 act. ( 46.226273 sig out 1 act.) RANK 19 NODE 4 --> 46.183342 sigma in 26 act. ( 56.992989 sig out 1 act.) RANK 20 NODE 3 --> 38.169724 sigma in 26 act. ( 31.454891 sig out 1 act.) RANK 21 NODE 17 --> 37.620651 sigma in 26 act. ( 48.749229 sig out 1 act.) RANK 22 NODE 26 --> 37.488857 sigma in 26 act. ( 37.069099 sig out 1 act.) RANK 23 NODE 13 --> 34.511181 sigma in 26 act. ( 41.966324 sig out 1 act.) RANK 24 NODE 1 --> 34.351231 sigma in 26 act. ( 39.794514 sig out 1 act.) RANK 25 NODE 18 --> 30.615238 sigma in 26 act. ( 22.981270 sig out 1 act.) RANK 26 NODE 23 --> 23.524685 sigma in 26 act. ( 16.718945 sig out 1 act.) RANK 27 NODE 2 --> 15.606680 sigma in 26 act. ( 14.537462 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 102.39704 sigma out 1 act.( 161.15088 sig in 26 act.) RANK 2 NODE 6 --> 92.220856 sigma out 1 act.( 153.41768 sig in 26 act.) RANK 3 NODE 7 --> 86.550354 sigma out 1 act.( 114.42827 sig in 26 act.) RANK 4 NODE 16 --> 85.095718 sigma out 1 act.( 73.014008 sig in 26 act.) RANK 5 NODE 11 --> 83.356148 sigma out 1 act.( 83.764488 sig in 26 act.) RANK 6 NODE 21 --> 73.934639 sigma out 1 act.( 49.778042 sig in 26 act.) RANK 7 NODE 27 --> 68.055870 sigma out 1 act.( 92.419022 sig in 26 act.) RANK 8 NODE 20 --> 62.041805 sigma out 1 act.( 64.036728 sig in 26 act.) RANK 9 NODE 8 --> 61.745529 sigma out 1 act.( 84.129005 sig in 26 act.) RANK 10 NODE 19 --> 57.636524 sigma out 1 act.( 66.800468 sig in 26 act.) RANK 11 NODE 22 --> 57.608891 sigma out 1 act.( 72.451279 sig in 26 act.) RANK 12 NODE 4 --> 56.992989 sigma out 1 act.( 46.183342 sig in 26 act.) RANK 13 NODE 14 --> 56.287445 sigma out 1 act.( 68.418953 sig in 26 act.) RANK 14 NODE 12 --> 55.711014 sigma out 1 act.( 58.284336 sig in 26 act.) RANK 15 NODE 24 --> 54.091278 sigma out 1 act.( 55.925671 sig in 26 act.) RANK 16 NODE 5 --> 52.999287 sigma out 1 act.( 57.196018 sig in 26 act.) RANK 17 NODE 17 --> 48.749229 sigma out 1 act.( 37.620651 sig in 26 act.) RANK 18 NODE 25 --> 46.226273 sigma out 1 act.( 48.621441 sig in 26 act.) RANK 19 NODE 13 --> 41.966324 sigma out 1 act.( 34.511181 sig in 26 act.) RANK 20 NODE 1 --> 39.794514 sigma out 1 act.( 34.351231 sig in 26 act.) RANK 21 NODE 26 --> 37.069099 sigma out 1 act.( 37.488857 sig in 26 act.) RANK 22 NODE 15 --> 36.652714 sigma out 1 act.( 53.153950 sig in 26 act.) RANK 23 NODE 9 --> 35.780949 sigma out 1 act.( 56.208015 sig in 26 act.) RANK 24 NODE 3 --> 31.454891 sigma out 1 act.( 38.169724 sig in 26 act.) RANK 25 NODE 18 --> 22.981270 sigma out 1 act.( 30.615238 sig in 26 act.) RANK 26 NODE 23 --> 16.718945 sigma out 1 act.( 23.524685 sig in 26 act.) RANK 27 NODE 2 --> 14.537462 sigma out 1 act.( 15.606680 sig in 26 act.) RANK 1 NODE 1 --> 306.90396 sigma in 27 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.58353883 *** contribution from regularisation: 1.23880291E-03 *** contribution from error: -0.58477765 *** contribution from DIAG: 1.39546726E-04 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.58356673 *** contribution from regularisation: 1.24051282E-03 *** contribution from error: -0.58480722 *** contribution from DIAG: 1.44501682E-04 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.58359742 *** contribution from regularisation: 1.23867183E-03 *** contribution from error: -0.58483607 *** contribution from DIAG: 1.45355341E-04 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.58362406 *** contribution from regularisation: 1.23926974E-03 *** contribution from error: -0.58486331 *** contribution from DIAG: 1.38536183E-04 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.58364868 *** contribution from regularisation: 1.24065194E-03 *** contribution from error: -0.58488935 *** contribution from DIAG: 1.45696598E-04 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.58367658 *** contribution from regularisation: 1.23802933E-03 *** contribution from error: -0.58491462 *** contribution from DIAG: 1.43507583E-04 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.58369905 *** contribution from regularisation: 1.24037568E-03 *** contribution from error: -0.58493942 *** contribution from DIAG: 1.38515781E-04 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.58372492 *** contribution from regularisation: 1.23865833E-03 *** contribution from error: -0.58496356 *** contribution from DIAG: 1.37799638E-04 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.58374715 *** contribution from regularisation: 1.23997044E-03 *** contribution from error: -0.58498710 *** contribution from DIAG: 1.37119001E-04 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.58377016 *** contribution from regularisation: 1.23978744E-03 *** contribution from error: -0.58500993 *** contribution from DIAG: 1.37307099E-04 *********************************************** --------------------------------------------------- Iteration : 40 kill weight from layer 1 knot 17 to knot 3 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 255.55988 sigma out 27 active outputs RANK 2 NODE 3 --> 128.65288 sigma out 27 active outputs RANK 3 NODE 2 --> 92.942551 sigma out 27 active outputs RANK 4 NODE 6 --> 85.432770 sigma out 27 active outputs RANK 5 NODE 5 --> 75.190826 sigma out 27 active outputs RANK 6 NODE 11 --> 65.633064 sigma out 27 active outputs RANK 7 NODE 4 --> 64.848488 sigma out 27 active outputs RANK 8 NODE 15 --> 57.026276 sigma out 27 active outputs RANK 9 NODE 10 --> 56.400406 sigma out 27 active outputs RANK 10 NODE 7 --> 55.586365 sigma out 27 active outputs RANK 11 NODE 9 --> 51.915909 sigma out 27 active outputs RANK 12 NODE 12 --> 47.491016 sigma out 27 active outputs RANK 13 NODE 8 --> 46.299866 sigma out 27 active outputs RANK 14 NODE 14 --> 45.823029 sigma out 27 active outputs RANK 15 NODE 13 --> 41.368599 sigma out 27 active outputs RANK 16 NODE 17 --> 33.597439 sigma out 26 active outputs RANK 17 NODE 16 --> 28.343821 sigma out 27 active outputs RANK 18 NODE 20 --> 27.307686 sigma out 27 active outputs RANK 19 NODE 21 --> 26.140509 sigma out 27 active outputs RANK 20 NODE 19 --> 24.431509 sigma out 27 active outputs RANK 21 NODE 24 --> 24.313753 sigma out 27 active outputs RANK 22 NODE 23 --> 23.272835 sigma out 27 active outputs RANK 23 NODE 18 --> 21.079958 sigma out 27 active outputs RANK 24 NODE 22 --> 16.827232 sigma out 27 active outputs RANK 25 NODE 26 --> 12.982007 sigma out 27 active outputs RANK 26 NODE 25 --> 11.547993 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 159.81296 sigma in 26 act. ( 101.89891 sig out 1 act.) RANK 2 NODE 6 --> 152.29875 sigma in 26 act. ( 91.119408 sig out 1 act.) RANK 3 NODE 7 --> 113.52117 sigma in 26 act. ( 85.668846 sig out 1 act.) RANK 4 NODE 27 --> 91.807594 sigma in 26 act. ( 67.179916 sig out 1 act.) RANK 5 NODE 11 --> 83.322029 sigma in 26 act. ( 82.541168 sig out 1 act.) RANK 6 NODE 8 --> 83.213341 sigma in 26 act. ( 60.594147 sig out 1 act.) RANK 7 NODE 16 --> 72.808510 sigma in 26 act. ( 85.290565 sig out 1 act.) RANK 8 NODE 22 --> 71.882179 sigma in 26 act. ( 57.023457 sig out 1 act.) RANK 9 NODE 14 --> 67.631180 sigma in 26 act. ( 55.756359 sig out 1 act.) RANK 10 NODE 19 --> 65.628342 sigma in 26 act. ( 57.261841 sig out 1 act.) RANK 11 NODE 20 --> 63.534626 sigma in 26 act. ( 61.801235 sig out 1 act.) RANK 12 NODE 12 --> 57.766071 sigma in 26 act. ( 55.567379 sig out 1 act.) RANK 13 NODE 5 --> 56.960445 sigma in 26 act. ( 53.256393 sig out 1 act.) RANK 14 NODE 9 --> 56.222153 sigma in 26 act. ( 35.638981 sig out 1 act.) RANK 15 NODE 24 --> 55.168797 sigma in 26 act. ( 53.573429 sig out 1 act.) RANK 16 NODE 15 --> 52.994827 sigma in 26 act. ( 36.845940 sig out 1 act.) RANK 17 NODE 21 --> 50.856930 sigma in 26 act. ( 74.749275 sig out 1 act.) RANK 18 NODE 25 --> 48.597694 sigma in 26 act. ( 47.262405 sig out 1 act.) RANK 19 NODE 4 --> 46.486423 sigma in 26 act. ( 57.945480 sig out 1 act.) RANK 20 NODE 17 --> 38.498272 sigma in 26 act. ( 50.370640 sig out 1 act.) RANK 21 NODE 3 --> 37.827091 sigma in 25 act. ( 30.865562 sig out 1 act.) RANK 22 NODE 26 --> 37.377499 sigma in 26 act. ( 37.817039 sig out 1 act.) RANK 23 NODE 1 --> 35.313011 sigma in 26 act. ( 41.278770 sig out 1 act.) RANK 24 NODE 13 --> 34.952682 sigma in 26 act. ( 43.357838 sig out 1 act.) RANK 25 NODE 18 --> 30.450556 sigma in 26 act. ( 22.832756 sig out 1 act.) RANK 26 NODE 23 --> 23.357042 sigma in 26 act. ( 16.573223 sig out 1 act.) RANK 27 NODE 2 --> 16.000385 sigma in 26 act. ( 15.589792 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 101.89891 sigma out 1 act.( 159.81296 sig in 26 act.) RANK 2 NODE 6 --> 91.119408 sigma out 1 act.( 152.29875 sig in 26 act.) RANK 3 NODE 7 --> 85.668846 sigma out 1 act.( 113.52117 sig in 26 act.) RANK 4 NODE 16 --> 85.290565 sigma out 1 act.( 72.808510 sig in 26 act.) RANK 5 NODE 11 --> 82.541168 sigma out 1 act.( 83.322029 sig in 26 act.) RANK 6 NODE 21 --> 74.749275 sigma out 1 act.( 50.856930 sig in 26 act.) RANK 7 NODE 27 --> 67.179916 sigma out 1 act.( 91.807594 sig in 26 act.) RANK 8 NODE 20 --> 61.801235 sigma out 1 act.( 63.534626 sig in 26 act.) RANK 9 NODE 8 --> 60.594147 sigma out 1 act.( 83.213341 sig in 26 act.) RANK 10 NODE 4 --> 57.945480 sigma out 1 act.( 46.486423 sig in 26 act.) RANK 11 NODE 19 --> 57.261841 sigma out 1 act.( 65.628342 sig in 26 act.) RANK 12 NODE 22 --> 57.023457 sigma out 1 act.( 71.882179 sig in 26 act.) RANK 13 NODE 14 --> 55.756359 sigma out 1 act.( 67.631180 sig in 26 act.) RANK 14 NODE 12 --> 55.567379 sigma out 1 act.( 57.766071 sig in 26 act.) RANK 15 NODE 24 --> 53.573429 sigma out 1 act.( 55.168797 sig in 26 act.) RANK 16 NODE 5 --> 53.256393 sigma out 1 act.( 56.960445 sig in 26 act.) RANK 17 NODE 17 --> 50.370640 sigma out 1 act.( 38.498272 sig in 26 act.) RANK 18 NODE 25 --> 47.262405 sigma out 1 act.( 48.597694 sig in 26 act.) RANK 19 NODE 13 --> 43.357838 sigma out 1 act.( 34.952682 sig in 26 act.) RANK 20 NODE 1 --> 41.278770 sigma out 1 act.( 35.313011 sig in 26 act.) RANK 21 NODE 26 --> 37.817039 sigma out 1 act.( 37.377499 sig in 26 act.) RANK 22 NODE 15 --> 36.845940 sigma out 1 act.( 52.994827 sig in 26 act.) RANK 23 NODE 9 --> 35.638981 sigma out 1 act.( 56.222153 sig in 26 act.) RANK 24 NODE 3 --> 30.865562 sigma out 1 act.( 37.827091 sig in 25 act.) RANK 25 NODE 18 --> 22.832756 sigma out 1 act.( 30.450556 sig in 26 act.) RANK 26 NODE 23 --> 16.573223 sigma out 1 act.( 23.357042 sig in 26 act.) RANK 27 NODE 2 --> 15.589792 sigma out 1 act.( 16.000385 sig in 26 act.) RANK 1 NODE 1 --> 306.43103 sigma in 27 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.58379000 *** contribution from regularisation: 1.24132435E-03 *** contribution from error: -0.58503133 *** contribution from DIAG: 1.30804678E-04 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.58381534 *** contribution from regularisation: 1.23684201E-03 *** contribution from error: -0.58505219 *** contribution from DIAG: 1.30197761E-04 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.58383334 *** contribution from regularisation: 1.23934529E-03 *** contribution from error: -0.58507270 *** contribution from DIAG: 1.34318427E-04 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.58385390 *** contribution from regularisation: 1.23907242E-03 *** contribution from error: -0.58509296 *** contribution from DIAG: 1.38719755E-04 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.58387488 *** contribution from regularisation: 1.23836286E-03 *** contribution from error: -0.58511323 *** contribution from DIAG: 1.33675116E-04 *********************************************** --------------------------------------------------- Iteration : 45 kill weight from layer 1 knot 10 to knot 11 *********************************************** *** Learn Path 45 *** loss function: -0.58389556 *** contribution from regularisation: 1.23742083E-03 *** contribution from error: -0.58513296 *** contribution from DIAG: 1.34014714E-04 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.58391458 *** contribution from regularisation: 1.23740418E-03 *** contribution from error: -0.58515197 *** contribution from DIAG: 1.33805908E-04 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.58393264 *** contribution from regularisation: 1.23784342E-03 *** contribution from error: -0.58517051 *** contribution from DIAG: 1.33315960E-04 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.58395189 *** contribution from regularisation: 1.23620464E-03 *** contribution from error: -0.58518809 *** contribution from DIAG: 1.32550180E-04 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.58396786 *** contribution from regularisation: 1.23724830E-03 *** contribution from error: -0.58520514 *** contribution from DIAG: 1.32810426E-04 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 255.83305 sigma out 27 active outputs RANK 2 NODE 3 --> 129.14809 sigma out 27 active outputs RANK 3 NODE 2 --> 93.405754 sigma out 27 active outputs RANK 4 NODE 6 --> 85.886749 sigma out 27 active outputs RANK 5 NODE 5 --> 75.817520 sigma out 27 active outputs RANK 6 NODE 11 --> 66.153709 sigma out 27 active outputs RANK 7 NODE 4 --> 64.634872 sigma out 27 active outputs RANK 8 NODE 15 --> 57.850891 sigma out 27 active outputs RANK 9 NODE 10 --> 56.751339 sigma out 26 active outputs RANK 10 NODE 7 --> 55.122581 sigma out 27 active outputs RANK 11 NODE 9 --> 52.260075 sigma out 27 active outputs RANK 12 NODE 12 --> 48.006199 sigma out 27 active outputs RANK 13 NODE 8 --> 46.786362 sigma out 27 active outputs RANK 14 NODE 14 --> 45.904980 sigma out 27 active outputs RANK 15 NODE 13 --> 41.411880 sigma out 27 active outputs RANK 16 NODE 17 --> 33.636219 sigma out 26 active outputs RANK 17 NODE 16 --> 28.352688 sigma out 27 active outputs RANK 18 NODE 20 --> 27.642164 sigma out 27 active outputs RANK 19 NODE 21 --> 25.801182 sigma out 27 active outputs RANK 20 NODE 24 --> 24.462563 sigma out 27 active outputs RANK 21 NODE 19 --> 24.411020 sigma out 27 active outputs RANK 22 NODE 23 --> 23.509474 sigma out 27 active outputs RANK 23 NODE 18 --> 21.065733 sigma out 27 active outputs RANK 24 NODE 22 --> 17.008366 sigma out 27 active outputs RANK 25 NODE 26 --> 13.174138 sigma out 27 active outputs RANK 26 NODE 25 --> 11.683273 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 159.96233 sigma in 26 act. ( 102.53526 sig out 1 act.) RANK 2 NODE 6 --> 152.62436 sigma in 26 act. ( 91.292107 sig out 1 act.) RANK 3 NODE 7 --> 113.42057 sigma in 26 act. ( 86.288925 sig out 1 act.) RANK 4 NODE 27 --> 91.855492 sigma in 26 act. ( 67.871140 sig out 1 act.) RANK 5 NODE 11 --> 83.577461 sigma in 25 act. ( 82.767494 sig out 1 act.) RANK 6 NODE 8 --> 83.257088 sigma in 26 act. ( 60.206657 sig out 1 act.) RANK 7 NODE 16 --> 73.150520 sigma in 26 act. ( 85.902885 sig out 1 act.) RANK 8 NODE 22 --> 71.920876 sigma in 26 act. ( 57.215004 sig out 1 act.) RANK 9 NODE 14 --> 67.540405 sigma in 26 act. ( 56.214989 sig out 1 act.) RANK 10 NODE 19 --> 65.555901 sigma in 26 act. ( 57.367752 sig out 1 act.) RANK 11 NODE 20 --> 63.638702 sigma in 26 act. ( 62.276764 sig out 1 act.) RANK 12 NODE 12 --> 57.867882 sigma in 26 act. ( 56.119774 sig out 1 act.) RANK 13 NODE 5 --> 57.376537 sigma in 26 act. ( 53.738441 sig out 1 act.) RANK 14 NODE 9 --> 56.677444 sigma in 26 act. ( 35.946312 sig out 1 act.) RANK 15 NODE 24 --> 55.046364 sigma in 26 act. ( 53.525208 sig out 1 act.) RANK 16 NODE 15 --> 53.256393 sigma in 26 act. ( 37.590778 sig out 1 act.) RANK 17 NODE 21 --> 51.684669 sigma in 26 act. ( 75.779182 sig out 1 act.) RANK 18 NODE 25 --> 49.091225 sigma in 26 act. ( 48.361408 sig out 1 act.) RANK 19 NODE 4 --> 47.067875 sigma in 26 act. ( 59.143547 sig out 1 act.) RANK 20 NODE 17 --> 39.683811 sigma in 26 act. ( 51.781410 sig out 1 act.) RANK 21 NODE 26 --> 37.805759 sigma in 26 act. ( 38.462944 sig out 1 act.) RANK 22 NODE 3 --> 37.781227 sigma in 25 act. ( 30.826731 sig out 1 act.) RANK 23 NODE 1 --> 36.405483 sigma in 26 act. ( 42.721947 sig out 1 act.) RANK 24 NODE 13 --> 35.805824 sigma in 26 act. ( 44.624458 sig out 1 act.) RANK 25 NODE 18 --> 30.560015 sigma in 26 act. ( 22.985130 sig out 1 act.) RANK 26 NODE 23 --> 23.423939 sigma in 26 act. ( 16.661036 sig out 1 act.) RANK 27 NODE 2 --> 16.435568 sigma in 26 act. ( 16.591305 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 102.53526 sigma out 1 act.( 159.96233 sig in 26 act.) RANK 2 NODE 6 --> 91.292107 sigma out 1 act.( 152.62436 sig in 26 act.) RANK 3 NODE 7 --> 86.288925 sigma out 1 act.( 113.42057 sig in 26 act.) RANK 4 NODE 16 --> 85.902885 sigma out 1 act.( 73.150520 sig in 26 act.) RANK 5 NODE 11 --> 82.767494 sigma out 1 act.( 83.577461 sig in 25 act.) RANK 6 NODE 21 --> 75.779182 sigma out 1 act.( 51.684669 sig in 26 act.) RANK 7 NODE 27 --> 67.871140 sigma out 1 act.( 91.855492 sig in 26 act.) RANK 8 NODE 20 --> 62.276764 sigma out 1 act.( 63.638702 sig in 26 act.) RANK 9 NODE 8 --> 60.206657 sigma out 1 act.( 83.257088 sig in 26 act.) RANK 10 NODE 4 --> 59.143547 sigma out 1 act.( 47.067875 sig in 26 act.) RANK 11 NODE 19 --> 57.367752 sigma out 1 act.( 65.555901 sig in 26 act.) RANK 12 NODE 22 --> 57.215004 sigma out 1 act.( 71.920876 sig in 26 act.) RANK 13 NODE 14 --> 56.214989 sigma out 1 act.( 67.540405 sig in 26 act.) RANK 14 NODE 12 --> 56.119774 sigma out 1 act.( 57.867882 sig in 26 act.) RANK 15 NODE 5 --> 53.738441 sigma out 1 act.( 57.376537 sig in 26 act.) RANK 16 NODE 24 --> 53.525208 sigma out 1 act.( 55.046364 sig in 26 act.) RANK 17 NODE 17 --> 51.781410 sigma out 1 act.( 39.683811 sig in 26 act.) RANK 18 NODE 25 --> 48.361408 sigma out 1 act.( 49.091225 sig in 26 act.) RANK 19 NODE 13 --> 44.624458 sigma out 1 act.( 35.805824 sig in 26 act.) RANK 20 NODE 1 --> 42.721947 sigma out 1 act.( 36.405483 sig in 26 act.) RANK 21 NODE 26 --> 38.462944 sigma out 1 act.( 37.805759 sig in 26 act.) RANK 22 NODE 15 --> 37.590778 sigma out 1 act.( 53.256393 sig in 26 act.) RANK 23 NODE 9 --> 35.946312 sigma out 1 act.( 56.677444 sig in 26 act.) RANK 24 NODE 3 --> 30.826731 sigma out 1 act.( 37.781227 sig in 25 act.) RANK 25 NODE 18 --> 22.985130 sigma out 1 act.( 30.560015 sig in 26 act.) RANK 26 NODE 23 --> 16.661036 sigma out 1 act.( 23.423939 sig in 26 act.) RANK 27 NODE 2 --> 16.591305 sigma out 1 act.( 16.435568 sig in 26 act.) RANK 1 NODE 1 --> 309.11664 sigma in 27 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.58398259 *** contribution from regularisation: 1.23896275E-03 *** contribution from error: -0.58522153 *** contribution from DIAG: 1.37387251E-04 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.58399963 *** contribution from regularisation: 1.23801734E-03 *** contribution from error: -0.58523762 *** contribution from DIAG: 1.36569477E-04 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.58401752 *** contribution from regularisation: 1.23636681E-03 *** contribution from error: -0.58525389 *** contribution from DIAG: 1.36217262E-04 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.58403260 *** contribution from regularisation: 1.23744772E-03 *** contribution from error: -0.58527005 *** contribution from DIAG: 1.35845912E-04 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.58405018 *** contribution from regularisation: 1.23594434E-03 *** contribution from error: -0.58528614 *** contribution from DIAG: 1.29754539E-04 *********************************************** --------------------------------------------------- Iteration : 55 kill weight from layer 1 knot 18 to knot 2 *********************************************** *** Learn Path 55 *** loss function: -0.58406407 *** contribution from regularisation: 1.23755576E-03 *** contribution from error: -0.58530164 *** contribution from DIAG: 1.26310173E-04 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.58407956 *** contribution from regularisation: 1.23745517E-03 *** contribution from error: -0.58531702 *** contribution from DIAG: 1.21602337E-04 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.58409446 *** contribution from regularisation: 1.23770954E-03 *** contribution from error: -0.58533216 *** contribution from DIAG: 1.21162928E-04 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.58410853 *** contribution from regularisation: 1.23826484E-03 *** contribution from error: -0.58534682 *** contribution from DIAG: 1.16190749E-04 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.58412451 *** contribution from regularisation: 1.23672257E-03 *** contribution from error: -0.58536124 *** contribution from DIAG: 1.16183648E-04 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 252.91901 sigma out 27 active outputs RANK 2 NODE 3 --> 128.24478 sigma out 27 active outputs RANK 3 NODE 2 --> 92.283623 sigma out 27 active outputs RANK 4 NODE 6 --> 85.213356 sigma out 27 active outputs RANK 5 NODE 5 --> 74.771622 sigma out 27 active outputs RANK 6 NODE 11 --> 67.088577 sigma out 27 active outputs RANK 7 NODE 4 --> 64.156395 sigma out 27 active outputs RANK 8 NODE 10 --> 57.604454 sigma out 26 active outputs RANK 9 NODE 15 --> 56.562683 sigma out 27 active outputs RANK 10 NODE 7 --> 54.594440 sigma out 27 active outputs RANK 11 NODE 9 --> 52.371407 sigma out 27 active outputs RANK 12 NODE 12 --> 47.693676 sigma out 27 active outputs RANK 13 NODE 8 --> 45.963169 sigma out 27 active outputs RANK 14 NODE 14 --> 45.356628 sigma out 27 active outputs RANK 15 NODE 13 --> 41.015511 sigma out 27 active outputs RANK 16 NODE 17 --> 33.344135 sigma out 26 active outputs RANK 17 NODE 16 --> 28.109148 sigma out 27 active outputs RANK 18 NODE 20 --> 27.659576 sigma out 27 active outputs RANK 19 NODE 21 --> 25.858833 sigma out 27 active outputs RANK 20 NODE 24 --> 24.282003 sigma out 27 active outputs RANK 21 NODE 19 --> 24.188454 sigma out 27 active outputs RANK 22 NODE 23 --> 23.006081 sigma out 27 active outputs RANK 23 NODE 18 --> 20.890974 sigma out 26 active outputs RANK 24 NODE 22 --> 16.877712 sigma out 27 active outputs RANK 25 NODE 26 --> 13.043056 sigma out 27 active outputs RANK 26 NODE 25 --> 11.454032 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 158.57962 sigma in 26 act. ( 100.11369 sig out 1 act.) RANK 2 NODE 6 --> 150.89230 sigma in 26 act. ( 89.885399 sig out 1 act.) RANK 3 NODE 7 --> 112.06882 sigma in 26 act. ( 85.074547 sig out 1 act.) RANK 4 NODE 27 --> 90.819313 sigma in 26 act. ( 66.716972 sig out 1 act.) RANK 5 NODE 11 --> 82.617264 sigma in 25 act. ( 81.846809 sig out 1 act.) RANK 6 NODE 8 --> 82.250465 sigma in 26 act. ( 59.004612 sig out 1 act.) RANK 7 NODE 16 --> 72.519882 sigma in 26 act. ( 85.889374 sig out 1 act.) RANK 8 NODE 22 --> 71.011208 sigma in 26 act. ( 56.240471 sig out 1 act.) RANK 9 NODE 14 --> 66.678215 sigma in 26 act. ( 55.309216 sig out 1 act.) RANK 10 NODE 19 --> 64.524139 sigma in 26 act. ( 56.596226 sig out 1 act.) RANK 11 NODE 20 --> 63.087933 sigma in 26 act. ( 61.424885 sig out 1 act.) RANK 12 NODE 12 --> 57.468365 sigma in 26 act. ( 55.477612 sig out 1 act.) RANK 13 NODE 5 --> 56.933792 sigma in 26 act. ( 53.641197 sig out 1 act.) RANK 14 NODE 9 --> 56.305908 sigma in 26 act. ( 35.811050 sig out 1 act.) RANK 15 NODE 24 --> 54.464794 sigma in 26 act. ( 52.540276 sig out 1 act.) RANK 16 NODE 15 --> 52.814877 sigma in 26 act. ( 37.325901 sig out 1 act.) RANK 17 NODE 21 --> 52.244896 sigma in 26 act. ( 75.388351 sig out 1 act.) RANK 18 NODE 25 --> 48.847012 sigma in 26 act. ( 48.802185 sig out 1 act.) RANK 19 NODE 4 --> 47.143322 sigma in 26 act. ( 59.328148 sig out 1 act.) RANK 20 NODE 17 --> 40.092659 sigma in 26 act. ( 52.793438 sig out 1 act.) RANK 21 NODE 26 --> 37.743320 sigma in 26 act. ( 38.807613 sig out 1 act.) RANK 22 NODE 3 --> 37.360420 sigma in 25 act. ( 30.406855 sig out 1 act.) RANK 23 NODE 1 --> 36.705120 sigma in 26 act. ( 43.803516 sig out 1 act.) RANK 24 NODE 13 --> 36.110893 sigma in 26 act. ( 45.187939 sig out 1 act.) RANK 25 NODE 18 --> 30.322342 sigma in 26 act. ( 22.787237 sig out 1 act.) RANK 26 NODE 23 --> 23.206318 sigma in 26 act. ( 16.495762 sig out 1 act.) RANK 27 NODE 2 --> 16.710426 sigma in 25 act. ( 17.154350 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 100.11369 sigma out 1 act.( 158.57962 sig in 26 act.) RANK 2 NODE 6 --> 89.885399 sigma out 1 act.( 150.89230 sig in 26 act.) RANK 3 NODE 16 --> 85.889374 sigma out 1 act.( 72.519882 sig in 26 act.) RANK 4 NODE 7 --> 85.074547 sigma out 1 act.( 112.06882 sig in 26 act.) RANK 5 NODE 11 --> 81.846809 sigma out 1 act.( 82.617264 sig in 25 act.) RANK 6 NODE 21 --> 75.388351 sigma out 1 act.( 52.244896 sig in 26 act.) RANK 7 NODE 27 --> 66.716972 sigma out 1 act.( 90.819313 sig in 26 act.) RANK 8 NODE 20 --> 61.424885 sigma out 1 act.( 63.087933 sig in 26 act.) RANK 9 NODE 4 --> 59.328148 sigma out 1 act.( 47.143322 sig in 26 act.) RANK 10 NODE 8 --> 59.004612 sigma out 1 act.( 82.250465 sig in 26 act.) RANK 11 NODE 19 --> 56.596226 sigma out 1 act.( 64.524139 sig in 26 act.) RANK 12 NODE 22 --> 56.240471 sigma out 1 act.( 71.011208 sig in 26 act.) RANK 13 NODE 12 --> 55.477612 sigma out 1 act.( 57.468365 sig in 26 act.) RANK 14 NODE 14 --> 55.309216 sigma out 1 act.( 66.678215 sig in 26 act.) RANK 15 NODE 5 --> 53.641197 sigma out 1 act.( 56.933792 sig in 26 act.) RANK 16 NODE 17 --> 52.793438 sigma out 1 act.( 40.092659 sig in 26 act.) RANK 17 NODE 24 --> 52.540276 sigma out 1 act.( 54.464794 sig in 26 act.) RANK 18 NODE 25 --> 48.802185 sigma out 1 act.( 48.847012 sig in 26 act.) RANK 19 NODE 13 --> 45.187939 sigma out 1 act.( 36.110893 sig in 26 act.) RANK 20 NODE 1 --> 43.803516 sigma out 1 act.( 36.705120 sig in 26 act.) RANK 21 NODE 26 --> 38.807613 sigma out 1 act.( 37.743320 sig in 26 act.) RANK 22 NODE 15 --> 37.325901 sigma out 1 act.( 52.814877 sig in 26 act.) RANK 23 NODE 9 --> 35.811050 sigma out 1 act.( 56.305908 sig in 26 act.) RANK 24 NODE 3 --> 30.406855 sigma out 1 act.( 37.360420 sig in 25 act.) RANK 25 NODE 18 --> 22.787237 sigma out 1 act.( 30.322342 sig in 26 act.) RANK 26 NODE 2 --> 17.154350 sigma out 1 act.( 16.710426 sig in 25 act.) RANK 27 NODE 23 --> 16.495762 sigma out 1 act.( 23.206318 sig in 26 act.) RANK 1 NODE 1 --> 306.24649 sigma in 27 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.58413893 *** contribution from regularisation: 1.23673514E-03 *** contribution from error: -0.58537567 *** contribution from DIAG: 1.32136425E-04 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.58415365 *** contribution from regularisation: 1.23646960E-03 *** contribution from error: -0.58539015 *** contribution from DIAG: 1.32630114E-04 *********************************************** --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.58416635 *** contribution from regularisation: 1.23794680E-03 *** contribution from error: -0.58540428 *** contribution from DIAG: 1.31502849E-04 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.58417952 *** contribution from regularisation: 1.23889744E-03 *** contribution from error: -0.58541840 *** contribution from DIAG: 1.30696673E-04 *********************************************** --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.58419609 *** contribution from regularisation: 1.23594655E-03 *** contribution from error: -0.58543205 *** contribution from DIAG: 1.30525441E-04 *********************************************** --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.58420593 *** contribution from regularisation: 1.23945170E-03 *** contribution from error: -0.58544540 *** contribution from DIAG: 1.30864122E-04 *********************************************** --------------------------------------------------- Iteration : 66 kill weight from layer 1 knot 17 to knot 24 *********************************************** *** Learn Path 66 *** loss function: -0.58422101 *** contribution from regularisation: 1.23779383E-03 *** contribution from error: -0.58545882 *** contribution from DIAG: 1.30679808E-04 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.58423609 *** contribution from regularisation: 1.23603712E-03 *** contribution from error: -0.58547211 *** contribution from DIAG: 1.30545028E-04 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.58424741 *** contribution from regularisation: 1.23779778E-03 *** contribution from error: -0.58548522 *** contribution from DIAG: 1.26590428E-04 *********************************************** --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.58426207 *** contribution from regularisation: 1.23635004E-03 *** contribution from error: -0.58549845 *** contribution from DIAG: 1.41426310E-04 *********************************************** --------------------------------------------------- Iteration : 70 kill weight from layer 1 knot 6 to knot 21 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 255.00246 sigma out 27 active outputs RANK 2 NODE 3 --> 128.94841 sigma out 27 active outputs RANK 3 NODE 2 --> 93.278175 sigma out 27 active outputs RANK 4 NODE 6 --> 85.680649 sigma out 26 active outputs RANK 5 NODE 5 --> 76.013901 sigma out 27 active outputs RANK 6 NODE 11 --> 67.604401 sigma out 27 active outputs RANK 7 NODE 4 --> 64.542496 sigma out 27 active outputs RANK 8 NODE 10 --> 57.601051 sigma out 26 active outputs RANK 9 NODE 15 --> 57.549324 sigma out 27 active outputs RANK 10 NODE 7 --> 55.588577 sigma out 27 active outputs RANK 11 NODE 9 --> 52.333305 sigma out 27 active outputs RANK 12 NODE 12 --> 48.346592 sigma out 27 active outputs RANK 13 NODE 8 --> 46.176392 sigma out 27 active outputs RANK 14 NODE 14 --> 45.610481 sigma out 27 active outputs RANK 15 NODE 13 --> 40.796066 sigma out 27 active outputs RANK 16 NODE 17 --> 33.640884 sigma out 25 active outputs RANK 17 NODE 16 --> 28.132729 sigma out 27 active outputs RANK 18 NODE 20 --> 28.087912 sigma out 27 active outputs RANK 19 NODE 21 --> 26.170801 sigma out 27 active outputs RANK 20 NODE 24 --> 24.550848 sigma out 27 active outputs RANK 21 NODE 19 --> 24.158062 sigma out 27 active outputs RANK 22 NODE 23 --> 23.558043 sigma out 27 active outputs RANK 23 NODE 18 --> 20.894003 sigma out 26 active outputs RANK 24 NODE 22 --> 17.005953 sigma out 27 active outputs RANK 25 NODE 26 --> 13.096722 sigma out 27 active outputs RANK 26 NODE 25 --> 11.177209 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 159.57101 sigma in 26 act. ( 101.29963 sig out 1 act.) RANK 2 NODE 6 --> 151.96140 sigma in 26 act. ( 90.685745 sig out 1 act.) RANK 3 NODE 7 --> 113.02325 sigma in 26 act. ( 85.716125 sig out 1 act.) RANK 4 NODE 27 --> 91.461075 sigma in 26 act. ( 67.384094 sig out 1 act.) RANK 5 NODE 11 --> 83.510506 sigma in 25 act. ( 82.408348 sig out 1 act.) RANK 6 NODE 8 --> 82.552216 sigma in 26 act. ( 59.454754 sig out 1 act.) RANK 7 NODE 16 --> 73.253517 sigma in 26 act. ( 86.443329 sig out 1 act.) RANK 8 NODE 22 --> 71.543365 sigma in 26 act. ( 56.769352 sig out 1 act.) RANK 9 NODE 14 --> 67.003090 sigma in 26 act. ( 55.827278 sig out 1 act.) RANK 10 NODE 19 --> 64.993576 sigma in 26 act. ( 56.606972 sig out 1 act.) RANK 11 NODE 20 --> 63.334309 sigma in 26 act. ( 62.472553 sig out 1 act.) RANK 12 NODE 12 --> 57.929081 sigma in 26 act. ( 56.055965 sig out 1 act.) RANK 13 NODE 5 --> 57.380466 sigma in 26 act. ( 54.494423 sig out 1 act.) RANK 14 NODE 9 --> 57.062733 sigma in 26 act. ( 36.179699 sig out 1 act.) RANK 15 NODE 24 --> 54.807774 sigma in 25 act. ( 52.931511 sig out 1 act.) RANK 16 NODE 15 --> 53.367767 sigma in 26 act. ( 37.703926 sig out 1 act.) RANK 17 NODE 21 --> 52.819656 sigma in 25 act. ( 76.831596 sig out 1 act.) RANK 18 NODE 25 --> 49.379463 sigma in 26 act. ( 49.884579 sig out 1 act.) RANK 19 NODE 4 --> 47.848461 sigma in 26 act. ( 60.709499 sig out 1 act.) RANK 20 NODE 17 --> 41.035980 sigma in 26 act. ( 54.044197 sig out 1 act.) RANK 21 NODE 26 --> 38.024033 sigma in 26 act. ( 39.666161 sig out 1 act.) RANK 22 NODE 1 --> 37.761173 sigma in 26 act. ( 44.935303 sig out 1 act.) RANK 23 NODE 3 --> 37.543118 sigma in 25 act. ( 30.633612 sig out 1 act.) RANK 24 NODE 13 --> 36.641743 sigma in 26 act. ( 46.512398 sig out 1 act.) RANK 25 NODE 18 --> 30.553419 sigma in 26 act. ( 23.053490 sig out 1 act.) RANK 26 NODE 23 --> 23.306152 sigma in 26 act. ( 16.659897 sig out 1 act.) RANK 27 NODE 2 --> 17.094240 sigma in 25 act. ( 18.097727 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 101.29963 sigma out 1 act.( 159.57101 sig in 26 act.) RANK 2 NODE 6 --> 90.685745 sigma out 1 act.( 151.96140 sig in 26 act.) RANK 3 NODE 16 --> 86.443329 sigma out 1 act.( 73.253517 sig in 26 act.) RANK 4 NODE 7 --> 85.716125 sigma out 1 act.( 113.02325 sig in 26 act.) RANK 5 NODE 11 --> 82.408348 sigma out 1 act.( 83.510506 sig in 25 act.) RANK 6 NODE 21 --> 76.831596 sigma out 1 act.( 52.819656 sig in 25 act.) RANK 7 NODE 27 --> 67.384094 sigma out 1 act.( 91.461075 sig in 26 act.) RANK 8 NODE 20 --> 62.472553 sigma out 1 act.( 63.334309 sig in 26 act.) RANK 9 NODE 4 --> 60.709499 sigma out 1 act.( 47.848461 sig in 26 act.) RANK 10 NODE 8 --> 59.454754 sigma out 1 act.( 82.552216 sig in 26 act.) RANK 11 NODE 22 --> 56.769352 sigma out 1 act.( 71.543365 sig in 26 act.) RANK 12 NODE 19 --> 56.606972 sigma out 1 act.( 64.993576 sig in 26 act.) RANK 13 NODE 12 --> 56.055965 sigma out 1 act.( 57.929081 sig in 26 act.) RANK 14 NODE 14 --> 55.827278 sigma out 1 act.( 67.003090 sig in 26 act.) RANK 15 NODE 5 --> 54.494423 sigma out 1 act.( 57.380466 sig in 26 act.) RANK 16 NODE 17 --> 54.044197 sigma out 1 act.( 41.035980 sig in 26 act.) RANK 17 NODE 24 --> 52.931511 sigma out 1 act.( 54.807774 sig in 25 act.) RANK 18 NODE 25 --> 49.884579 sigma out 1 act.( 49.379463 sig in 26 act.) RANK 19 NODE 13 --> 46.512398 sigma out 1 act.( 36.641743 sig in 26 act.) RANK 20 NODE 1 --> 44.935303 sigma out 1 act.( 37.761173 sig in 26 act.) RANK 21 NODE 26 --> 39.666161 sigma out 1 act.( 38.024033 sig in 26 act.) RANK 22 NODE 15 --> 37.703926 sigma out 1 act.( 53.367767 sig in 26 act.) RANK 23 NODE 9 --> 36.179699 sigma out 1 act.( 57.062733 sig in 26 act.) RANK 24 NODE 3 --> 30.633612 sigma out 1 act.( 37.543118 sig in 25 act.) RANK 25 NODE 18 --> 23.053490 sigma out 1 act.( 30.553419 sig in 26 act.) RANK 26 NODE 2 --> 18.097727 sigma out 1 act.( 17.094240 sig in 25 act.) RANK 27 NODE 23 --> 16.659897 sigma out 1 act.( 23.306152 sig in 26 act.) RANK 1 NODE 1 --> 309.98645 sigma in 27 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.58427501 *** contribution from regularisation: 1.23645866E-03 *** contribution from error: -0.58551145 *** contribution from DIAG: 1.46288337E-04 *********************************************** --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.58428913 *** contribution from regularisation: 1.23509811E-03 *** contribution from error: -0.58552426 *** contribution from DIAG: 1.24822604E-04 *********************************************** --------------------------------------------------- Iteration : 72 kill weight from layer 1 knot 14 to knot 14 *********************************************** *** Learn Path 72 *** loss function: -0.58430225 *** contribution from regularisation: 1.23470766E-03 *** contribution from error: -0.58553696 *** contribution from DIAG: 1.20380799E-04 *********************************************** --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.58431607 *** contribution from regularisation: 1.23315060E-03 *** contribution from error: -0.58554924 *** contribution from DIAG: 1.20434655E-04 *********************************************** --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.58432734 *** contribution from regularisation: 1.23380683E-03 *** contribution from error: -0.58556116 *** contribution from DIAG: 1.20543074E-04 *********************************************** --------------------------------------------------- Iteration : 75 kill weight from layer 1 knot 13 to knot 11 *********************************************** *** Learn Path 75 *** loss function: -0.58434016 *** contribution from regularisation: 1.23296143E-03 *** contribution from error: -0.58557314 *** contribution from DIAG: 1.20410798E-04 *********************************************** --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.58435416 *** contribution from regularisation: 1.23102509E-03 *** contribution from error: -0.58558518 *** contribution from DIAG: 1.20307937E-04 *********************************************** --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.58436513 *** contribution from regularisation: 1.23210403E-03 *** contribution from error: -0.58559722 *** contribution from DIAG: 1.19462369E-04 *********************************************** --------------------------------------------------- Iteration : 78 kill weight from layer 1 knot 10 to knot 4 *********************************************** *** Learn Path 78 *** loss function: -0.58437669 *** contribution from regularisation: 1.23242009E-03 *** contribution from error: -0.58560914 *** contribution from DIAG: 1.19073164E-04 *********************************************** --------------------------------------------------- Iteration : 79 *********************************************** *** Learn Path 79 *** loss function: -0.58438945 *** contribution from regularisation: 1.23115489E-03 *** contribution from error: -0.58562058 *** contribution from DIAG: 1.19562290E-04 *********************************************** --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 255.16051 sigma out 27 active outputs RANK 2 NODE 3 --> 129.82549 sigma out 27 active outputs RANK 3 NODE 2 --> 93.425171 sigma out 27 active outputs RANK 4 NODE 6 --> 85.716705 sigma out 26 active outputs RANK 5 NODE 5 --> 75.234375 sigma out 27 active outputs RANK 6 NODE 11 --> 68.791328 sigma out 27 active outputs RANK 7 NODE 4 --> 64.162888 sigma out 27 active outputs RANK 8 NODE 10 --> 58.777607 sigma out 25 active outputs RANK 9 NODE 15 --> 57.509716 sigma out 27 active outputs RANK 10 NODE 7 --> 55.307766 sigma out 27 active outputs RANK 11 NODE 9 --> 53.023571 sigma out 27 active outputs RANK 12 NODE 12 --> 48.461029 sigma out 27 active outputs RANK 13 NODE 8 --> 46.494755 sigma out 27 active outputs RANK 14 NODE 14 --> 45.671074 sigma out 26 active outputs RANK 15 NODE 13 --> 40.979168 sigma out 26 active outputs RANK 16 NODE 17 --> 33.544708 sigma out 25 active outputs RANK 17 NODE 16 --> 28.249338 sigma out 27 active outputs RANK 18 NODE 20 --> 28.141798 sigma out 27 active outputs RANK 19 NODE 21 --> 25.782005 sigma out 27 active outputs RANK 20 NODE 24 --> 24.588785 sigma out 27 active outputs RANK 21 NODE 19 --> 24.230087 sigma out 27 active outputs RANK 22 NODE 23 --> 23.010908 sigma out 27 active outputs RANK 23 NODE 18 --> 20.974859 sigma out 26 active outputs RANK 24 NODE 22 --> 16.948492 sigma out 27 active outputs RANK 25 NODE 26 --> 13.177668 sigma out 27 active outputs RANK 26 NODE 25 --> 11.201934 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 159.93048 sigma in 26 act. ( 100.72013 sig out 1 act.) RANK 2 NODE 6 --> 152.18431 sigma in 26 act. ( 90.593254 sig out 1 act.) RANK 3 NODE 7 --> 112.66158 sigma in 26 act. ( 86.020096 sig out 1 act.) RANK 4 NODE 27 --> 91.666122 sigma in 26 act. ( 66.689041 sig out 1 act.) RANK 5 NODE 11 --> 83.551575 sigma in 24 act. ( 82.408249 sig out 1 act.) RANK 6 NODE 8 --> 82.576736 sigma in 26 act. ( 59.141998 sig out 1 act.) RANK 7 NODE 16 --> 73.435013 sigma in 26 act. ( 87.155907 sig out 1 act.) RANK 8 NODE 22 --> 71.471771 sigma in 26 act. ( 56.383801 sig out 1 act.) RANK 9 NODE 14 --> 66.988899 sigma in 25 act. ( 55.810120 sig out 1 act.) RANK 10 NODE 19 --> 64.678024 sigma in 26 act. ( 56.466858 sig out 1 act.) RANK 11 NODE 20 --> 63.562317 sigma in 26 act. ( 62.274765 sig out 1 act.) RANK 12 NODE 12 --> 57.910439 sigma in 26 act. ( 56.227711 sig out 1 act.) RANK 13 NODE 5 --> 57.541859 sigma in 26 act. ( 54.869766 sig out 1 act.) RANK 14 NODE 9 --> 57.131626 sigma in 26 act. ( 36.354988 sig out 1 act.) RANK 15 NODE 24 --> 54.538387 sigma in 25 act. ( 52.680145 sig out 1 act.) RANK 16 NODE 21 --> 53.932526 sigma in 25 act. ( 77.255836 sig out 1 act.) RANK 17 NODE 15 --> 53.526451 sigma in 26 act. ( 37.472523 sig out 1 act.) RANK 18 NODE 25 --> 49.796268 sigma in 26 act. ( 50.373184 sig out 1 act.) RANK 19 NODE 4 --> 48.192188 sigma in 25 act. ( 61.405315 sig out 1 act.) RANK 20 NODE 17 --> 41.875542 sigma in 26 act. ( 55.009163 sig out 1 act.) RANK 21 NODE 1 --> 38.435986 sigma in 26 act. ( 45.909714 sig out 1 act.) RANK 22 NODE 26 --> 38.295135 sigma in 26 act. ( 40.253399 sig out 1 act.) RANK 23 NODE 3 --> 37.515015 sigma in 25 act. ( 30.438370 sig out 1 act.) RANK 24 NODE 13 --> 37.061657 sigma in 26 act. ( 47.305904 sig out 1 act.) RANK 25 NODE 18 --> 30.568701 sigma in 26 act. ( 23.164110 sig out 1 act.) RANK 26 NODE 23 --> 23.256212 sigma in 26 act. ( 16.738142 sig out 1 act.) RANK 27 NODE 2 --> 17.449350 sigma in 25 act. ( 18.698320 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 100.72013 sigma out 1 act.( 159.93048 sig in 26 act.) RANK 2 NODE 6 --> 90.593254 sigma out 1 act.( 152.18431 sig in 26 act.) RANK 3 NODE 16 --> 87.155907 sigma out 1 act.( 73.435013 sig in 26 act.) RANK 4 NODE 7 --> 86.020096 sigma out 1 act.( 112.66158 sig in 26 act.) RANK 5 NODE 11 --> 82.408249 sigma out 1 act.( 83.551575 sig in 24 act.) RANK 6 NODE 21 --> 77.255836 sigma out 1 act.( 53.932526 sig in 25 act.) RANK 7 NODE 27 --> 66.689041 sigma out 1 act.( 91.666122 sig in 26 act.) RANK 8 NODE 20 --> 62.274765 sigma out 1 act.( 63.562317 sig in 26 act.) RANK 9 NODE 4 --> 61.405315 sigma out 1 act.( 48.192188 sig in 25 act.) RANK 10 NODE 8 --> 59.141998 sigma out 1 act.( 82.576736 sig in 26 act.) RANK 11 NODE 19 --> 56.466858 sigma out 1 act.( 64.678024 sig in 26 act.) RANK 12 NODE 22 --> 56.383801 sigma out 1 act.( 71.471771 sig in 26 act.) RANK 13 NODE 12 --> 56.227711 sigma out 1 act.( 57.910439 sig in 26 act.) RANK 14 NODE 14 --> 55.810120 sigma out 1 act.( 66.988899 sig in 25 act.) RANK 15 NODE 17 --> 55.009163 sigma out 1 act.( 41.875542 sig in 26 act.) RANK 16 NODE 5 --> 54.869766 sigma out 1 act.( 57.541859 sig in 26 act.) RANK 17 NODE 24 --> 52.680145 sigma out 1 act.( 54.538387 sig in 25 act.) RANK 18 NODE 25 --> 50.373184 sigma out 1 act.( 49.796268 sig in 26 act.) RANK 19 NODE 13 --> 47.305904 sigma out 1 act.( 37.061657 sig in 26 act.) RANK 20 NODE 1 --> 45.909714 sigma out 1 act.( 38.435986 sig in 26 act.) RANK 21 NODE 26 --> 40.253399 sigma out 1 act.( 38.295135 sig in 26 act.) RANK 22 NODE 15 --> 37.472523 sigma out 1 act.( 53.526451 sig in 26 act.) RANK 23 NODE 9 --> 36.354988 sigma out 1 act.( 57.131626 sig in 26 act.) RANK 24 NODE 3 --> 30.438370 sigma out 1 act.( 37.515015 sig in 25 act.) RANK 25 NODE 18 --> 23.164110 sigma out 1 act.( 30.568701 sig in 26 act.) RANK 26 NODE 2 --> 18.698320 sigma out 1 act.( 17.449350 sig in 25 act.) RANK 27 NODE 23 --> 16.738142 sigma out 1 act.( 23.256212 sig in 26 act.) RANK 1 NODE 1 --> 310.61035 sigma in 27 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.58440161 *** contribution from regularisation: 1.23026408E-03 *** contribution from error: -0.58563185 *** contribution from DIAG: 1.19256212E-04 *********************************************** --------------------------------------------------- Iteration : 81 *********************************************** *** Learn Path 81 *** loss function: -0.58441228 *** contribution from regularisation: 1.23083300E-03 *** contribution from error: -0.58564311 *** contribution from DIAG: 1.19008109E-04 *********************************************** --------------------------------------------------- Iteration : 82 *********************************************** *** Learn Path 82 *** loss function: -0.58442140 *** contribution from regularisation: 1.23301975E-03 *** contribution from error: -0.58565444 *** contribution from DIAG: 1.18698685E-04 *********************************************** --------------------------------------------------- Iteration : 83 *********************************************** *** Learn Path 83 *** loss function: -0.58443505 *** contribution from regularisation: 1.23054977E-03 *** contribution from error: -0.58566558 *** contribution from DIAG: 1.18423595E-04 *********************************************** --------------------------------------------------- Iteration : 84 *********************************************** *** Learn Path 84 *** loss function: -0.58444482 *** contribution from regularisation: 1.23197853E-03 *** contribution from error: -0.58567679 *** contribution from DIAG: 1.12912523E-04 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 25 to knot 3 *********************************************** *** Learn Path 85 *** loss function: -0.58445597 *** contribution from regularisation: 1.23165082E-03 *** contribution from error: -0.58568764 *** contribution from DIAG: 1.11627371E-04 *********************************************** --------------------------------------------------- Iteration : 86 *********************************************** *** Learn Path 86 *** loss function: -0.58446819 *** contribution from regularisation: 1.23032089E-03 *** contribution from error: -0.58569849 *** contribution from DIAG: 1.11714384E-04 *********************************************** --------------------------------------------------- Iteration : 87 *********************************************** *** Learn Path 87 *** loss function: -0.58447695 *** contribution from regularisation: 1.23216712E-03 *** contribution from error: -0.58570910 *** contribution from DIAG: 1.16408766E-04 *********************************************** --------------------------------------------------- Iteration : 88 *********************************************** *** Learn Path 88 *** loss function: -0.58448792 *** contribution from regularisation: 1.23161369E-03 *** contribution from error: -0.58571953 *** contribution from DIAG: 1.16512056E-04 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 10 to knot 6 *********************************************** *** Learn Path 89 *** loss function: -0.58449715 *** contribution from regularisation: 1.23282580E-03 *** contribution from error: -0.58572996 *** contribution from DIAG: 1.15774259E-04 *********************************************** --------------------------------------------------- Iteration : 90 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 255.79393 sigma out 27 active outputs RANK 2 NODE 3 --> 129.71463 sigma out 27 active outputs RANK 3 NODE 2 --> 93.653076 sigma out 27 active outputs RANK 4 NODE 6 --> 86.124947 sigma out 26 active outputs RANK 5 NODE 5 --> 76.488358 sigma out 27 active outputs RANK 6 NODE 11 --> 69.173996 sigma out 27 active outputs RANK 7 NODE 4 --> 64.639511 sigma out 27 active outputs RANK 8 NODE 10 --> 58.761383 sigma out 24 active outputs RANK 9 NODE 15 --> 57.921684 sigma out 27 active outputs RANK 10 NODE 7 --> 55.557213 sigma out 27 active outputs RANK 11 NODE 9 --> 52.703732 sigma out 27 active outputs RANK 12 NODE 12 --> 48.413071 sigma out 27 active outputs RANK 13 NODE 8 --> 46.385460 sigma out 27 active outputs RANK 14 NODE 14 --> 45.910767 sigma out 26 active outputs RANK 15 NODE 13 --> 40.959919 sigma out 26 active outputs RANK 16 NODE 17 --> 33.719173 sigma out 25 active outputs RANK 17 NODE 20 --> 28.405487 sigma out 27 active outputs RANK 18 NODE 16 --> 28.203943 sigma out 27 active outputs RANK 19 NODE 21 --> 25.754072 sigma out 27 active outputs RANK 20 NODE 24 --> 24.833282 sigma out 27 active outputs RANK 21 NODE 19 --> 24.228903 sigma out 27 active outputs RANK 22 NODE 23 --> 23.300287 sigma out 27 active outputs RANK 23 NODE 18 --> 21.087980 sigma out 26 active outputs RANK 24 NODE 22 --> 16.970043 sigma out 27 active outputs RANK 25 NODE 26 --> 13.254933 sigma out 27 active outputs RANK 26 NODE 25 --> 11.077435 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 160.26382 sigma in 26 act. ( 101.18498 sig out 1 act.) RANK 2 NODE 6 --> 152.28532 sigma in 25 act. ( 91.393135 sig out 1 act.) RANK 3 NODE 7 --> 113.30570 sigma in 26 act. ( 85.660683 sig out 1 act.) RANK 4 NODE 27 --> 91.824249 sigma in 26 act. ( 67.161659 sig out 1 act.) RANK 5 NODE 11 --> 83.722908 sigma in 24 act. ( 82.967072 sig out 1 act.) RANK 6 NODE 8 --> 82.532539 sigma in 26 act. ( 59.507645 sig out 1 act.) RANK 7 NODE 16 --> 73.637001 sigma in 26 act. ( 87.606483 sig out 1 act.) RANK 8 NODE 22 --> 71.556145 sigma in 26 act. ( 56.942425 sig out 1 act.) RANK 9 NODE 14 --> 67.037834 sigma in 25 act. ( 55.889439 sig out 1 act.) RANK 10 NODE 19 --> 64.770721 sigma in 26 act. ( 56.540482 sig out 1 act.) RANK 11 NODE 20 --> 63.628136 sigma in 26 act. ( 62.688190 sig out 1 act.) RANK 12 NODE 12 --> 57.991795 sigma in 26 act. ( 56.726036 sig out 1 act.) RANK 13 NODE 5 --> 57.923107 sigma in 26 act. ( 55.115952 sig out 1 act.) RANK 14 NODE 9 --> 57.727917 sigma in 26 act. ( 36.669743 sig out 1 act.) RANK 15 NODE 24 --> 54.729855 sigma in 25 act. ( 52.786816 sig out 1 act.) RANK 16 NODE 15 --> 53.847763 sigma in 26 act. ( 37.644344 sig out 1 act.) RANK 17 NODE 21 --> 53.568703 sigma in 25 act. ( 78.191895 sig out 1 act.) RANK 18 NODE 25 --> 50.108730 sigma in 26 act. ( 51.355690 sig out 1 act.) RANK 19 NODE 4 --> 48.919994 sigma in 25 act. ( 62.169338 sig out 1 act.) RANK 20 NODE 17 --> 42.434528 sigma in 26 act. ( 56.213531 sig out 1 act.) RANK 21 NODE 1 --> 39.041885 sigma in 26 act. ( 47.026516 sig out 1 act.) RANK 22 NODE 26 --> 38.532669 sigma in 26 act. ( 40.878353 sig out 1 act.) RANK 23 NODE 3 --> 37.542130 sigma in 24 act. ( 30.693300 sig out 1 act.) RANK 24 NODE 13 --> 37.488365 sigma in 26 act. ( 48.227890 sig out 1 act.) RANK 25 NODE 18 --> 30.688745 sigma in 26 act. ( 23.138752 sig out 1 act.) RANK 26 NODE 23 --> 23.330873 sigma in 26 act. ( 16.753147 sig out 1 act.) RANK 27 NODE 2 --> 17.754402 sigma in 25 act. ( 19.489084 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 101.18498 sigma out 1 act.( 160.26382 sig in 26 act.) RANK 2 NODE 6 --> 91.393135 sigma out 1 act.( 152.28532 sig in 25 act.) RANK 3 NODE 16 --> 87.606483 sigma out 1 act.( 73.637001 sig in 26 act.) RANK 4 NODE 7 --> 85.660683 sigma out 1 act.( 113.30570 sig in 26 act.) RANK 5 NODE 11 --> 82.967072 sigma out 1 act.( 83.722908 sig in 24 act.) RANK 6 NODE 21 --> 78.191895 sigma out 1 act.( 53.568703 sig in 25 act.) RANK 7 NODE 27 --> 67.161659 sigma out 1 act.( 91.824249 sig in 26 act.) RANK 8 NODE 20 --> 62.688190 sigma out 1 act.( 63.628136 sig in 26 act.) RANK 9 NODE 4 --> 62.169338 sigma out 1 act.( 48.919994 sig in 25 act.) RANK 10 NODE 8 --> 59.507645 sigma out 1 act.( 82.532539 sig in 26 act.) RANK 11 NODE 22 --> 56.942425 sigma out 1 act.( 71.556145 sig in 26 act.) RANK 12 NODE 12 --> 56.726036 sigma out 1 act.( 57.991795 sig in 26 act.) RANK 13 NODE 19 --> 56.540482 sigma out 1 act.( 64.770721 sig in 26 act.) RANK 14 NODE 17 --> 56.213531 sigma out 1 act.( 42.434528 sig in 26 act.) RANK 15 NODE 14 --> 55.889439 sigma out 1 act.( 67.037834 sig in 25 act.) RANK 16 NODE 5 --> 55.115952 sigma out 1 act.( 57.923107 sig in 26 act.) RANK 17 NODE 24 --> 52.786816 sigma out 1 act.( 54.729855 sig in 25 act.) RANK 18 NODE 25 --> 51.355690 sigma out 1 act.( 50.108730 sig in 26 act.) RANK 19 NODE 13 --> 48.227890 sigma out 1 act.( 37.488365 sig in 26 act.) RANK 20 NODE 1 --> 47.026516 sigma out 1 act.( 39.041885 sig in 26 act.) RANK 21 NODE 26 --> 40.878353 sigma out 1 act.( 38.532669 sig in 26 act.) RANK 22 NODE 15 --> 37.644344 sigma out 1 act.( 53.847763 sig in 26 act.) RANK 23 NODE 9 --> 36.669743 sigma out 1 act.( 57.727917 sig in 26 act.) RANK 24 NODE 3 --> 30.693300 sigma out 1 act.( 37.542130 sig in 24 act.) RANK 25 NODE 18 --> 23.138752 sigma out 1 act.( 30.688745 sig in 26 act.) RANK 26 NODE 2 --> 19.489084 sigma out 1 act.( 17.754402 sig in 25 act.) RANK 27 NODE 23 --> 16.753147 sigma out 1 act.( 23.330873 sig in 26 act.) RANK 1 NODE 1 --> 312.98315 sigma in 27 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.58451003 *** contribution from regularisation: 1.23024173E-03 *** contribution from error: -0.58574027 *** contribution from DIAG: 1.15424569E-04 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 20 to knot 2 kill weight from layer 1 knot 14 to knot 26 *********************************************** *** Learn Path 91 *** loss function: -0.58452147 *** contribution from regularisation: 1.22911774E-03 *** contribution from error: -0.58575058 *** contribution from DIAG: 1.15410876E-04 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 17 to knot 2 kill weight from layer 1 knot 8 to knot 23 *********************************************** *** Learn Path 92 *** loss function: -0.58453494 *** contribution from regularisation: 1.22617744E-03 *** contribution from error: -0.58576113 *** contribution from DIAG: 1.21219498E-04 *********************************************** --------------------------------------------------- Iteration : 93 *********************************************** *** Learn Path 93 *** loss function: -0.58454555 *** contribution from regularisation: 1.22571434E-03 *** contribution from error: -0.58577126 *** contribution from DIAG: 1.25810606E-04 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 22 to knot 9 *********************************************** *** Learn Path 94 *** loss function: -0.58455533 *** contribution from regularisation: 1.22599478E-03 *** contribution from error: -0.58578134 *** contribution from DIAG: 1.25409191E-04 *********************************************** --------------------------------------------------- Iteration : 95 *********************************************** *** Learn Path 95 *** loss function: -0.58456713 *** contribution from regularisation: 1.22403575E-03 *** contribution from error: -0.58579117 *** contribution from DIAG: 1.16371310E-04 *********************************************** --------------------------------------------------- Iteration : 96 *********************************************** *** Learn Path 96 *** loss function: -0.58457726 *** contribution from regularisation: 1.22365903E-03 *** contribution from error: -0.58580095 *** contribution from DIAG: 1.16109244E-04 *********************************************** --------------------------------------------------- Iteration : 97 *********************************************** *** Learn Path 97 *** loss function: -0.58458531 *** contribution from regularisation: 1.22520211E-03 *** contribution from error: -0.58581048 *** contribution from DIAG: 1.16273644E-04 *********************************************** --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.58459699 *** contribution from regularisation: 1.22306461E-03 *** contribution from error: -0.58582008 *** contribution from DIAG: 1.15814706E-04 *********************************************** --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.58460444 *** contribution from regularisation: 1.22497859E-03 *** contribution from error: -0.58582944 *** contribution from DIAG: 1.16180861E-04 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 254.10190 sigma out 27 active outputs RANK 2 NODE 3 --> 128.68652 sigma out 27 active outputs RANK 3 NODE 2 --> 93.373085 sigma out 27 active outputs RANK 4 NODE 6 --> 85.474243 sigma out 26 active outputs RANK 5 NODE 5 --> 76.177292 sigma out 27 active outputs RANK 6 NODE 11 --> 68.916969 sigma out 27 active outputs RANK 7 NODE 4 --> 63.878731 sigma out 27 active outputs RANK 8 NODE 10 --> 58.396557 sigma out 24 active outputs RANK 9 NODE 15 --> 58.016560 sigma out 27 active outputs RANK 10 NODE 7 --> 55.146423 sigma out 27 active outputs RANK 11 NODE 9 --> 52.844498 sigma out 27 active outputs RANK 12 NODE 12 --> 48.602695 sigma out 27 active outputs RANK 13 NODE 8 --> 46.098827 sigma out 26 active outputs RANK 14 NODE 14 --> 45.798229 sigma out 25 active outputs RANK 15 NODE 13 --> 40.910686 sigma out 26 active outputs RANK 16 NODE 17 --> 33.834812 sigma out 24 active outputs RANK 17 NODE 20 --> 28.569691 sigma out 26 active outputs RANK 18 NODE 16 --> 28.014299 sigma out 27 active outputs RANK 19 NODE 21 --> 25.569357 sigma out 27 active outputs RANK 20 NODE 24 --> 25.047304 sigma out 27 active outputs RANK 21 NODE 19 --> 24.071707 sigma out 27 active outputs RANK 22 NODE 23 --> 22.844957 sigma out 27 active outputs RANK 23 NODE 18 --> 20.955288 sigma out 26 active outputs RANK 24 NODE 22 --> 16.871716 sigma out 26 active outputs RANK 25 NODE 26 --> 13.303322 sigma out 27 active outputs RANK 26 NODE 25 --> 11.284256 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 158.83748 sigma in 26 act. ( 101.41929 sig out 1 act.) RANK 2 NODE 6 --> 151.30428 sigma in 25 act. ( 90.875305 sig out 1 act.) RANK 3 NODE 7 --> 112.60557 sigma in 26 act. ( 85.290619 sig out 1 act.) RANK 4 NODE 27 --> 91.113396 sigma in 26 act. ( 67.213692 sig out 1 act.) RANK 5 NODE 11 --> 83.381630 sigma in 24 act. ( 82.421989 sig out 1 act.) RANK 6 NODE 8 --> 81.886833 sigma in 26 act. ( 59.289181 sig out 1 act.) RANK 7 NODE 16 --> 73.178993 sigma in 26 act. ( 87.454544 sig out 1 act.) RANK 8 NODE 22 --> 71.076584 sigma in 26 act. ( 56.590801 sig out 1 act.) RANK 9 NODE 14 --> 66.553474 sigma in 25 act. ( 55.540417 sig out 1 act.) RANK 10 NODE 19 --> 64.395950 sigma in 26 act. ( 55.993301 sig out 1 act.) RANK 11 NODE 20 --> 63.397728 sigma in 26 act. ( 62.213638 sig out 1 act.) RANK 12 NODE 12 --> 57.654835 sigma in 26 act. ( 56.579678 sig out 1 act.) RANK 13 NODE 9 --> 57.532459 sigma in 25 act. ( 36.559952 sig out 1 act.) RANK 14 NODE 5 --> 57.506817 sigma in 26 act. ( 55.317593 sig out 1 act.) RANK 15 NODE 24 --> 54.339611 sigma in 25 act. ( 52.323559 sig out 1 act.) RANK 16 NODE 21 --> 54.028000 sigma in 25 act. ( 78.170334 sig out 1 act.) RANK 17 NODE 15 --> 53.588951 sigma in 26 act. ( 37.688652 sig out 1 act.) RANK 18 NODE 25 --> 50.035938 sigma in 26 act. ( 51.521832 sig out 1 act.) RANK 19 NODE 4 --> 49.000080 sigma in 25 act. ( 62.362556 sig out 1 act.) RANK 20 NODE 17 --> 42.932419 sigma in 26 act. ( 56.413242 sig out 1 act.) RANK 21 NODE 1 --> 39.471310 sigma in 26 act. ( 47.350880 sig out 1 act.) RANK 22 NODE 26 --> 38.315884 sigma in 25 act. ( 41.089695 sig out 1 act.) RANK 23 NODE 13 --> 37.599182 sigma in 26 act. ( 48.574436 sig out 1 act.) RANK 24 NODE 3 --> 37.194828 sigma in 24 act. ( 30.634798 sig out 1 act.) RANK 25 NODE 18 --> 30.486429 sigma in 26 act. ( 23.128992 sig out 1 act.) RANK 26 NODE 23 --> 23.201551 sigma in 25 act. ( 16.652777 sig out 1 act.) RANK 27 NODE 2 --> 17.947525 sigma in 23 act. ( 19.912306 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 101.41929 sigma out 1 act.( 158.83748 sig in 26 act.) RANK 2 NODE 6 --> 90.875305 sigma out 1 act.( 151.30428 sig in 25 act.) RANK 3 NODE 16 --> 87.454544 sigma out 1 act.( 73.178993 sig in 26 act.) RANK 4 NODE 7 --> 85.290619 sigma out 1 act.( 112.60557 sig in 26 act.) RANK 5 NODE 11 --> 82.421989 sigma out 1 act.( 83.381630 sig in 24 act.) RANK 6 NODE 21 --> 78.170334 sigma out 1 act.( 54.028000 sig in 25 act.) RANK 7 NODE 27 --> 67.213692 sigma out 1 act.( 91.113396 sig in 26 act.) RANK 8 NODE 4 --> 62.362556 sigma out 1 act.( 49.000080 sig in 25 act.) RANK 9 NODE 20 --> 62.213638 sigma out 1 act.( 63.397728 sig in 26 act.) RANK 10 NODE 8 --> 59.289181 sigma out 1 act.( 81.886833 sig in 26 act.) RANK 11 NODE 22 --> 56.590801 sigma out 1 act.( 71.076584 sig in 26 act.) RANK 12 NODE 12 --> 56.579678 sigma out 1 act.( 57.654835 sig in 26 act.) RANK 13 NODE 17 --> 56.413242 sigma out 1 act.( 42.932419 sig in 26 act.) RANK 14 NODE 19 --> 55.993301 sigma out 1 act.( 64.395950 sig in 26 act.) RANK 15 NODE 14 --> 55.540417 sigma out 1 act.( 66.553474 sig in 25 act.) RANK 16 NODE 5 --> 55.317593 sigma out 1 act.( 57.506817 sig in 26 act.) RANK 17 NODE 24 --> 52.323559 sigma out 1 act.( 54.339611 sig in 25 act.) RANK 18 NODE 25 --> 51.521832 sigma out 1 act.( 50.035938 sig in 26 act.) RANK 19 NODE 13 --> 48.574436 sigma out 1 act.( 37.599182 sig in 26 act.) RANK 20 NODE 1 --> 47.350880 sigma out 1 act.( 39.471310 sig in 26 act.) RANK 21 NODE 26 --> 41.089695 sigma out 1 act.( 38.315884 sig in 25 act.) RANK 22 NODE 15 --> 37.688652 sigma out 1 act.( 53.588951 sig in 26 act.) RANK 23 NODE 9 --> 36.559952 sigma out 1 act.( 57.532459 sig in 25 act.) RANK 24 NODE 3 --> 30.634798 sigma out 1 act.( 37.194828 sig in 24 act.) RANK 25 NODE 18 --> 23.128992 sigma out 1 act.( 30.486429 sig in 26 act.) RANK 26 NODE 2 --> 19.912306 sigma out 1 act.( 17.947525 sig in 23 act.) RANK 27 NODE 23 --> 16.652777 sigma out 1 act.( 23.201551 sig in 25 act.) RANK 1 NODE 1 --> 312.43600 sigma in 27 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.58461314 *** contribution from regularisation: 1.22580386E-03 *** contribution from error: -0.58583897 *** contribution from DIAG: 1.15562201E-04 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 123920 Training Complete :) *** Break *** segmentation violation =========================================================== There was a crash. This is the entire stack trace of all threads: =========================================================== #0 0x00002b7e5dc744d5 in waitpid () from /lib64/libc.so.6 #1 0x00002b7e5dc16481 in do_system () from /lib64/libc.so.6 #2 0x00002b7e5bf6c676 in TUnixSystem::StackTrace() () from /afs/cern.ch/sw/lcg/app/nightlies/dev/Thu/ROOT/ROOT_today/x86_64-slc5-gcc43-opt/root/lib/libCore.so #3 0x00002b7e5bf6bf4c in TUnixSystem::DispatchSignals(ESignals) () from /afs/cern.ch/sw/lcg/app/nightlies/dev/Thu/ROOT/ROOT_today/x86_64-slc5-gcc43-opt/root/lib/libCore.so #4 #5 0x00002b7e4d17dec8 in _NeuroBayesTeacher_destructor() () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #6 0x00002b7e4d17dfdc in global destructors keyed to _ZN17NeuroBayesTeacher15instanceCounterE () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #7 0x00002b7e4d17de4f in __do_global_dtors_aux () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #8 0x0000000000000000 in ?? () =========================================================== The lines below might hint at the cause of the crash. If they do not help you then please submit a bug report at http://root.cern.ch/bugs. Please post the ENTIRE stack trace from above as an attachment in addition to anything else that might help us fixing this issue. =========================================================== #5 0x00002b7e4d17dec8 in _NeuroBayesTeacher_destructor() () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #6 0x00002b7e4d17dfdc in global destructors keyed to _ZN17NeuroBayesTeacher15instanceCounterE () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #7 0x00002b7e4d17de4f in __do_global_dtors_aux () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #8 0x0000000000000000 in ?? () =========================================================== Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Upstream/GlobalPID_Proton_Upstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Upstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/NOBFGS/621/Proton/Upstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/NOBFGS/621/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/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 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/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5157981 tracks for input to NN training Sel. Eff. = 19.3874% Selected 1000000 tracks for input to NN training ghost percentage = 29.8513% electron percentage = 5.7412% muon percentage = 0.3947% pion percentage = 53.654% kaon percentage = 7.2871% proton percentage = 2.972% Unknown Particle type 3112 percentage = 0.034% Unknown Particle type 3222 percentage = 0.0368% Unknown Particle type 3312 percentage = 0.0106% Unknown Particle type 3334 percentage = 0.0002% Unknown Particle type 1000010020 percentage = 0.0022% Unknown Particle type 1000010030 percentage = 0.0027% Unknown Particle type 1000020040 percentage = 0.0132% 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/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Found 9023704 evaluation data points Read entry 902370 (10%) Read entry 1804740 (20%) Read entry 2707110 (30%) Read entry 3609480 (40%) Read entry 4511850 (50%) Read entry 5414220 (60%) Read entry 6316590 (70%) Read entry 7218960 (80%) Read entry 8121330 (90%) Read entry 9023700 (100%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 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