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/Kaon/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/Kaon/Upstream/GlobalPID_Kaon_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/Kaon/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/Kaon/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/Kaon/Upstream/NB.txt Training Host = lxplus436.cern.ch Particle type = kaon 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_Kaon_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: 7.2870998 % ------------------------------ 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 283.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 284.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 285.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 286.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 287.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 288.00000 Unregularised mean is returned ------------------------------ 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 31.103489884833259 ROUND 1 : MAX CORR ( 31.102811549876446 ) AFTER KILLING INPUT VARIABLE 10 CONTR 0.20541837502321442 ROUND 2 : MAX CORR ( 31.098284505978853 ) AFTER KILLING INPUT VARIABLE 9 CONTR 0.53064780440816572 ROUND 3 : MAX CORR ( 31.092482396363252 ) AFTER KILLING INPUT VARIABLE 15 CONTR 0.60069763329464787 ROUND 4 : MAX CORR ( 31.085761920494598 ) AFTER KILLING INPUT VARIABLE 2 CONTR 0.64642663194415406 ROUND 5 : MAX CORR ( 31.077863806482743 ) AFTER KILLING INPUT VARIABLE 20 CONTR 0.70069637032168286 ROUND 6 : MAX CORR ( 31.069560234861825 ) AFTER KILLING INPUT VARIABLE 11 CONTR 0.71836313002740970 ROUND 7 : MAX CORR ( 31.060432670373455 ) AFTER KILLING INPUT VARIABLE 12 CONTR 0.75305744595256541 ROUND 8 : MAX CORR ( 31.051526952902158 ) AFTER KILLING INPUT VARIABLE 13 CONTR 0.74374159759517566 ROUND 9 : MAX CORR ( 31.037990845901568 ) AFTER KILLING INPUT VARIABLE 3 CONTR 0.91676079570392344 ROUND 10 : MAX CORR ( 31.019542604809640 ) AFTER KILLING INPUT VARIABLE 5 CONTR 1.0699777281182656 ROUND 11 : MAX CORR ( 30.984111764873894 ) AFTER KILLING INPUT VARIABLE 22 CONTR 1.4821746028735912 ROUND 12 : MAX CORR ( 30.924797977247970 ) AFTER KILLING INPUT VARIABLE 23 CONTR 1.9162598791909091 ROUND 13 : MAX CORR ( 30.849342601017394 ) AFTER KILLING INPUT VARIABLE 16 CONTR 2.1589791612365183 ROUND 14 : MAX CORR ( 30.762211359304825 ) AFTER KILLING INPUT VARIABLE 17 CONTR 2.3169573151881457 ROUND 15 : MAX CORR ( 30.653100570599324 ) AFTER KILLING INPUT VARIABLE 6 CONTR 2.5886431046527361 ROUND 16 : MAX CORR ( 30.526724977241486 ) AFTER KILLING INPUT VARIABLE 18 CONTR 2.7805820892642967 ROUND 17 : MAX CORR ( 30.354910374436074 ) AFTER KILLING INPUT VARIABLE 7 CONTR 3.2342470524207654 ROUND 18 : MAX CORR ( 29.967261798571247 ) AFTER KILLING INPUT VARIABLE 24 CONTR 4.8356803177980199 ROUND 19 : MAX CORR ( 29.399006417200606 ) AFTER KILLING INPUT VARIABLE 21 CONTR 5.8082012177183744 ROUND 20 : MAX CORR ( 28.703752147828034 ) AFTER KILLING INPUT VARIABLE 14 CONTR 6.3557997887488487 ROUND 21 : MAX CORR ( 27.396359791628182 ) AFTER KILLING INPUT VARIABLE 8 CONTR 8.5641612275576158 ROUND 22 : MAX CORR ( 25.199458080214569 ) AFTER KILLING INPUT VARIABLE 4 CONTR 10.749318224699186 LAST REMAINING VARIABLE: 19 total correlation to target: 31.103489884833259 % total significance: 311.03489884833260 sigma correlations of single variables to target: variable 2 : 4.0658980334013437 % , in sigma: 40.658980334013442 variable 3 : 17.981058916557775 % , in sigma: 179.81058916557774 variable 4 : 20.699377395576054 % , in sigma: 206.99377395576056 variable 5 : 6.0388108140134928 % , in sigma: 60.388108140134925 variable 6 : 8.7054431418434302 % , in sigma: 87.054431418434305 variable 7 : 10.115515583213083 % , in sigma: 101.15515583213083 variable 8 : 9.1454275778134431 % , in sigma: 91.454275778134431 variable 9 : 5.1720404252750942 % , in sigma: 51.720404252750946 variable 10 : 6.1186212982612700 % , in sigma: 61.186212982612702 variable 11 : 6.9576252146413387 % , in sigma: 69.576252146413381 variable 12 : 9.8597596299247154 % , in sigma: 98.597596299247144 variable 13 : 9.8860929620682167 % , in sigma: 98.860929620682171 variable 14 : 12.645212348250647 % , in sigma: 126.45212348250648 variable 15 : 16.374371516147921 % , in sigma: 163.74371516147920 variable 16 : 13.995060839402685 % , in sigma: 139.95060839402683 variable 17 : 12.783469370980454 % , in sigma: 127.83469370980455 variable 18 : 13.567288588862414 % , in sigma: 135.67288588862414 variable 19 : 25.199458080214562 % , in sigma: 251.99458080214561 variable 20 : 25.726824780436417 % , in sigma: 257.26824780436419 variable 21 : 26.407618719444233 % , in sigma: 264.07618719444230 variable 22 : 0.56304723865901507 % , in sigma: 5.6304723865901503 variable 23 : 16.873098381501265 % , in sigma: 168.73098381501265 variable 24 : 7.0532378461661063 % , in sigma: 70.532378461661068 variables sorted by significance: 1 most relevant variable 19 corr 25.199457 , in sigma: 251.99457168579102 2 most relevant variable 4 corr 10.749318 , in sigma: 107.49318122863770 3 most relevant variable 8 corr 8.5641613 , in sigma: 85.641613006591797 4 most relevant variable 14 corr 6.3557997 , in sigma: 63.557996749877930 5 most relevant variable 21 corr 5.8082013 , in sigma: 58.082013130187988 6 most relevant variable 24 corr 4.8356805 , in sigma: 48.356804847717285 7 most relevant variable 7 corr 3.2342470 , in sigma: 32.342469692230225 8 most relevant variable 18 corr 2.7805822 , in sigma: 27.805821895599365 9 most relevant variable 6 corr 2.5886431 , in sigma: 25.886430740356445 10 most relevant variable 17 corr 2.3169572 , in sigma: 23.169572353363037 11 most relevant variable 16 corr 2.1589792 , in sigma: 21.589791774749756 12 most relevant variable 23 corr 1.9162599 , in sigma: 19.162598848342896 13 most relevant variable 22 corr 1.4821746 , in sigma: 14.821746349334717 14 most relevant variable 5 corr 1.0699778 , in sigma: 10.699777603149414 15 most relevant variable 3 corr 0.91676080 , in sigma: 9.1676080226898193 16 most relevant variable 13 corr 0.74374157 , in sigma: 7.4374157190322876 17 most relevant variable 12 corr 0.75305742 , in sigma: 7.5305742025375366 18 most relevant variable 11 corr 0.71836311 , in sigma: 7.1836310625076294 19 most relevant variable 20 corr 0.70069635 , in sigma: 7.0069634914398193 20 most relevant variable 2 corr 0.64642662 , in sigma: 6.4642661809921265 21 most relevant variable 15 corr 0.60069764 , in sigma: 6.0069763660430908 22 most relevant variable 9 corr 0.53064781 , in sigma: 5.3064781427383423 23 most relevant variable 10 corr 0.20541838 , in sigma: 2.0541837811470032 global correlations between input variables: variable 2 : 48.591476144657385 % variable 3 : 89.086234219663439 % variable 4 : 84.248978683700201 % variable 5 : 59.073532129803830 % variable 6 : 90.475609259331648 % variable 7 : 67.295818761625327 % variable 8 : 78.389334636725820 % variable 9 : 26.992338831283874 % variable 10 : 65.804023125187896 % variable 11 : 88.775791575061092 % variable 12 : 89.562157852943187 % variable 13 : 89.218922228098847 % variable 14 : 94.052604785034660 % variable 15 : 79.107438301922301 % variable 16 : 74.462801948691677 % variable 17 : 81.511451995718289 % variable 18 : 84.826726319372952 % variable 19 : 88.895662010003335 % variable 20 : 96.517452639730095 % variable 21 : 96.785105515554989 % variable 22 : 54.231271366396157 % variable 23 : 76.173481440637318 % variable 24 : 23.017324161689245 % significance loss when removing single variables: variable 2 : corr = 0.63966053809254553 % , sigma = 6.3966053809254548 variable 3 : corr = 1.0528998886255578 % , sigma = 10.528998886255579 variable 4 : corr = 5.6136631160968964 % , sigma = 56.136631160968960 variable 5 : corr = 1.1201026257484834 % , sigma = 11.201026257484834 variable 6 : corr = 1.7926461399844562 % , sigma = 17.926461399844563 variable 7 : corr = 2.7637776429306036 % , sigma = 27.637776429306033 variable 8 : corr = 2.8921204874600108 % , sigma = 28.921204874600107 variable 9 : corr = 0.53827060977418006 % , sigma = 5.3827060977418011 variable 10 : corr = 0.20541837502275123 % , sigma = 2.0541837502275122 variable 11 : corr = 0.83136779526544435 % , sigma = 8.3136779526544426 variable 12 : corr = 0.62177327038694075 % , sigma = 6.2177327038694070 variable 13 : corr = 0.84330407145543262 % , sigma = 8.4330407145543269 variable 14 : corr = 4.7184141229809295 % , sigma = 47.184141229809299 variable 15 : corr = 0.61254582039207328 % , sigma = 6.1254582039207328 variable 16 : corr = 2.7799992493693200 % , sigma = 27.799992493693200 variable 17 : corr = 2.3765422669649801 % , sigma = 23.765422669649801 variable 18 : corr = 1.9003655217972597 % , sigma = 19.003655217972597 variable 19 : corr = 6.0701547733050720 % , sigma = 60.701547733050717 variable 20 : corr = 0.75635611039821271 % , sigma = 7.5635611039821269 variable 21 : corr = 3.7093819269771644 % , sigma = 37.093819269771643 variable 22 : corr = 0.95042059351907926 % , sigma = 9.5042059351907930 variable 23 : corr = 1.2153285419440896 % , sigma = 12.153285419440897 variable 24 : corr = 4.2303351321736926 % , sigma = 42.303351321736926 Keep only 22 most significant input variables Sum of Weights for output node 2 1000000.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -2.6069527 NVar: 23.000000 3206 --------- Entering internal boost mode: --------- Starting analysis with 31 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 3.0323148 PREPRO: (sigma of derived input)/eigenvalue # 2 : 1.8453587 PREPRO: (sigma of derived input)/eigenvalue # 3 : 1.6424299 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.6023719 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.5093783 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.2994962 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.1293398 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.0661044 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.0061054 PREPRO: (sigma of derived input)/eigenvalue # 10 : 0.96802199 PREPRO: (sigma of derived input)/eigenvalue # 11 : 0.93270183 PREPRO: (sigma of derived input)/eigenvalue # 12 : 0.81782061 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.78737795 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.75236601 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.67919707 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.62003404 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.57480824 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.52384651 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.41528404 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.38413802 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.34251103 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.29563484 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.24180368 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.16910370 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.13846725 PREPRO: (sigma of derived input)/eigenvalue # 26 : 2.08612531E-03 PREPRO: (sigma of derived input)/eigenvalue # 27 : 3.44130181E-04 PREPRO: (sigma of derived input)/eigenvalue # 28 : 1.91035098E-04 PREPRO: (sigma of derived input)/eigenvalue # 29 : 8.72959163E-08 PREPRO: (sigma of derived input)/eigenvalue # 30 : 1.54644056E-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 0.5 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 0.4 0.4 0.3 0.3 0.2 0.2 0.1 1 100.0 -17.1 22.0 3.0 3.7 1.9 -1.4 3.5 1.6 -1.9 -2.5 -2.4 -1.8 -2.3 0.3 2.0 -4.4 -1.6 -2.2 2.3 1.9 3.0 0.7 -3.2 -0.1 4.3 2 -17.1 100.0 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 22.0 0.0 100.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 4 3.0 -0.0 0.0 100.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 5 3.7 -0.0 -0.0 -0.0 100.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 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 -1.4 -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 3.5 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 1.6 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 -1.9 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 100.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 11 -2.5 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 100.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 12 -2.4 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 100.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 13 -1.8 -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 -2.3 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 100.0 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 0.3 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 100.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 16 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 -0.0 100.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 17 -4.4 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 0.0 100.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 18 -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 0.0 0.0 100.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 19 -2.2 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 100.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 20 2.3 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 100.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 21 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 -0.0 -0.0 100.0 0.0 0.0 0.0 0.0 -0.0 22 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 0.0 100.0 0.0 -0.0 0.0 0.0 23 0.7 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 100.0 0.0 -0.0 -0.0 24 -3.2 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 -0.1 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 100.0 -0.0 26 4.3 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 30.384763513578672 ------------------------------------- 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 --> 244.87054 sigma out 27 active outputs RANK 2 NODE 3 --> 140.09848 sigma out 27 active outputs RANK 3 NODE 2 --> 127.28889 sigma out 27 active outputs RANK 4 NODE 6 --> 104.36797 sigma out 27 active outputs RANK 5 NODE 5 --> 96.091446 sigma out 27 active outputs RANK 6 NODE 4 --> 83.496483 sigma out 27 active outputs RANK 7 NODE 15 --> 72.564285 sigma out 27 active outputs RANK 8 NODE 7 --> 69.780312 sigma out 27 active outputs RANK 9 NODE 8 --> 67.917625 sigma out 27 active outputs RANK 10 NODE 12 --> 67.048058 sigma out 27 active outputs RANK 11 NODE 9 --> 64.153214 sigma out 27 active outputs RANK 12 NODE 13 --> 60.702805 sigma out 27 active outputs RANK 13 NODE 14 --> 59.204941 sigma out 27 active outputs RANK 14 NODE 11 --> 54.859512 sigma out 27 active outputs RANK 15 NODE 21 --> 48.000767 sigma out 27 active outputs RANK 16 NODE 17 --> 45.766739 sigma out 27 active outputs RANK 17 NODE 10 --> 41.834915 sigma out 27 active outputs RANK 18 NODE 19 --> 39.835968 sigma out 27 active outputs RANK 19 NODE 22 --> 38.175694 sigma out 27 active outputs RANK 20 NODE 16 --> 37.399677 sigma out 27 active outputs RANK 21 NODE 24 --> 36.987885 sigma out 27 active outputs RANK 22 NODE 23 --> 35.161533 sigma out 27 active outputs RANK 23 NODE 26 --> 34.888195 sigma out 27 active outputs RANK 24 NODE 18 --> 34.707310 sigma out 27 active outputs RANK 25 NODE 20 --> 34.410587 sigma out 27 active outputs RANK 26 NODE 25 --> 29.260662 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 181.83702 sigma in 26 act. ( 174.39531 sig out 1 act.) RANK 2 NODE 6 --> 168.71150 sigma in 26 act. ( 178.66107 sig out 1 act.) RANK 3 NODE 8 --> 106.53467 sigma in 26 act. ( 111.70747 sig out 1 act.) RANK 4 NODE 7 --> 103.62060 sigma in 26 act. ( 126.47781 sig out 1 act.) RANK 5 NODE 27 --> 97.605881 sigma in 26 act. ( 112.58083 sig out 1 act.) RANK 6 NODE 19 --> 96.528709 sigma in 26 act. ( 118.38112 sig out 1 act.) RANK 7 NODE 11 --> 89.005508 sigma in 26 act. ( 111.71969 sig out 1 act.) RANK 8 NODE 24 --> 88.838867 sigma in 26 act. ( 106.30677 sig out 1 act.) RANK 9 NODE 14 --> 73.411766 sigma in 26 act. ( 85.939102 sig out 1 act.) RANK 10 NODE 12 --> 72.096443 sigma in 26 act. ( 86.521431 sig out 1 act.) RANK 11 NODE 21 --> 68.178352 sigma in 26 act. ( 78.726967 sig out 1 act.) RANK 12 NODE 22 --> 66.051346 sigma in 26 act. ( 76.956741 sig out 1 act.) RANK 13 NODE 20 --> 60.696083 sigma in 26 act. ( 86.481163 sig out 1 act.) RANK 14 NODE 4 --> 58.918789 sigma in 26 act. ( 60.705208 sig out 1 act.) RANK 15 NODE 5 --> 58.805103 sigma in 26 act. ( 70.827400 sig out 1 act.) RANK 16 NODE 16 --> 57.859100 sigma in 26 act. ( 76.556229 sig out 1 act.) RANK 17 NODE 26 --> 54.780079 sigma in 26 act. ( 55.540321 sig out 1 act.) RANK 18 NODE 25 --> 53.936745 sigma in 26 act. ( 61.531124 sig out 1 act.) RANK 19 NODE 9 --> 53.723129 sigma in 26 act. ( 51.174915 sig out 1 act.) RANK 20 NODE 3 --> 51.996948 sigma in 26 act. ( 59.111336 sig out 1 act.) RANK 21 NODE 15 --> 48.629017 sigma in 26 act. ( 54.295212 sig out 1 act.) RANK 22 NODE 17 --> 45.411552 sigma in 26 act. ( 57.618401 sig out 1 act.) RANK 23 NODE 23 --> 40.302364 sigma in 26 act. ( 27.751810 sig out 1 act.) RANK 24 NODE 1 --> 38.459225 sigma in 26 act. ( 39.906033 sig out 1 act.) RANK 25 NODE 18 --> 37.597416 sigma in 26 act. ( 31.878649 sig out 1 act.) RANK 26 NODE 13 --> 33.167908 sigma in 26 act. ( 21.948519 sig out 1 act.) RANK 27 NODE 2 --> 26.995195 sigma in 26 act. ( 9.7379484 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 178.66107 sigma out 1 act.( 168.71150 sig in 26 act.) RANK 2 NODE 10 --> 174.39531 sigma out 1 act.( 181.83702 sig in 26 act.) RANK 3 NODE 7 --> 126.47781 sigma out 1 act.( 103.62060 sig in 26 act.) RANK 4 NODE 19 --> 118.38112 sigma out 1 act.( 96.528709 sig in 26 act.) RANK 5 NODE 27 --> 112.58083 sigma out 1 act.( 97.605881 sig in 26 act.) RANK 6 NODE 11 --> 111.71969 sigma out 1 act.( 89.005508 sig in 26 act.) RANK 7 NODE 8 --> 111.70747 sigma out 1 act.( 106.53467 sig in 26 act.) RANK 8 NODE 24 --> 106.30677 sigma out 1 act.( 88.838867 sig in 26 act.) RANK 9 NODE 12 --> 86.521431 sigma out 1 act.( 72.096443 sig in 26 act.) RANK 10 NODE 20 --> 86.481163 sigma out 1 act.( 60.696083 sig in 26 act.) RANK 11 NODE 14 --> 85.939102 sigma out 1 act.( 73.411766 sig in 26 act.) RANK 12 NODE 21 --> 78.726967 sigma out 1 act.( 68.178352 sig in 26 act.) RANK 13 NODE 22 --> 76.956741 sigma out 1 act.( 66.051346 sig in 26 act.) RANK 14 NODE 16 --> 76.556229 sigma out 1 act.( 57.859100 sig in 26 act.) RANK 15 NODE 5 --> 70.827400 sigma out 1 act.( 58.805103 sig in 26 act.) RANK 16 NODE 25 --> 61.531124 sigma out 1 act.( 53.936745 sig in 26 act.) RANK 17 NODE 4 --> 60.705208 sigma out 1 act.( 58.918789 sig in 26 act.) RANK 18 NODE 3 --> 59.111336 sigma out 1 act.( 51.996948 sig in 26 act.) RANK 19 NODE 17 --> 57.618401 sigma out 1 act.( 45.411552 sig in 26 act.) RANK 20 NODE 26 --> 55.540321 sigma out 1 act.( 54.780079 sig in 26 act.) RANK 21 NODE 15 --> 54.295212 sigma out 1 act.( 48.629017 sig in 26 act.) RANK 22 NODE 9 --> 51.174915 sigma out 1 act.( 53.723129 sig in 26 act.) RANK 23 NODE 1 --> 39.906033 sigma out 1 act.( 38.459225 sig in 26 act.) RANK 24 NODE 18 --> 31.878649 sigma out 1 act.( 37.597416 sig in 26 act.) RANK 25 NODE 23 --> 27.751810 sigma out 1 act.( 40.302364 sig in 26 act.) RANK 26 NODE 13 --> 21.948519 sigma out 1 act.( 33.167908 sig in 26 act.) RANK 27 NODE 2 --> 9.7379484 sigma out 1 act.( 26.995195 sig in 26 act.) RANK 1 NODE 1 --> 462.08228 sigma in 27 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 275.39896 sigma out 27 active outputs RANK 2 NODE 3 --> 158.44536 sigma out 27 active outputs RANK 3 NODE 2 --> 136.72534 sigma out 27 active outputs RANK 4 NODE 6 --> 108.61282 sigma out 27 active outputs RANK 5 NODE 5 --> 97.840454 sigma out 27 active outputs RANK 6 NODE 4 --> 84.951828 sigma out 27 active outputs RANK 7 NODE 15 --> 73.429260 sigma out 27 active outputs RANK 8 NODE 7 --> 68.822510 sigma out 27 active outputs RANK 9 NODE 8 --> 68.790443 sigma out 27 active outputs RANK 10 NODE 12 --> 61.585068 sigma out 27 active outputs RANK 11 NODE 9 --> 61.059605 sigma out 27 active outputs RANK 12 NODE 14 --> 59.459953 sigma out 27 active outputs RANK 13 NODE 13 --> 56.383217 sigma out 27 active outputs RANK 14 NODE 11 --> 45.689854 sigma out 27 active outputs RANK 15 NODE 17 --> 41.653484 sigma out 27 active outputs RANK 16 NODE 16 --> 35.939648 sigma out 27 active outputs RANK 17 NODE 21 --> 31.872089 sigma out 27 active outputs RANK 18 NODE 10 --> 31.533680 sigma out 27 active outputs RANK 19 NODE 19 --> 28.660461 sigma out 27 active outputs RANK 20 NODE 18 --> 26.371391 sigma out 27 active outputs RANK 21 NODE 22 --> 26.211851 sigma out 27 active outputs RANK 22 NODE 23 --> 21.890045 sigma out 27 active outputs RANK 23 NODE 20 --> 20.503775 sigma out 27 active outputs RANK 24 NODE 24 --> 19.350502 sigma out 27 active outputs RANK 25 NODE 25 --> 12.686007 sigma out 27 active outputs RANK 26 NODE 26 --> 7.6688471 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 199.62418 sigma in 26 act. ( 143.49458 sig out 1 act.) RANK 2 NODE 6 --> 195.71460 sigma in 26 act. ( 132.51370 sig out 1 act.) RANK 3 NODE 7 --> 113.86901 sigma in 26 act. ( 99.227638 sig out 1 act.) RANK 4 NODE 8 --> 112.82207 sigma in 26 act. ( 81.940727 sig out 1 act.) RANK 5 NODE 27 --> 102.40420 sigma in 26 act. ( 92.573486 sig out 1 act.) RANK 6 NODE 11 --> 94.545380 sigma in 26 act. ( 90.284508 sig out 1 act.) RANK 7 NODE 19 --> 92.776489 sigma in 26 act. ( 98.725395 sig out 1 act.) RANK 8 NODE 24 --> 92.710938 sigma in 26 act. ( 81.938156 sig out 1 act.) RANK 9 NODE 14 --> 77.354248 sigma in 26 act. ( 71.852135 sig out 1 act.) RANK 10 NODE 22 --> 71.310684 sigma in 26 act. ( 66.890480 sig out 1 act.) RANK 11 NODE 12 --> 68.069366 sigma in 26 act. ( 68.611015 sig out 1 act.) RANK 12 NODE 20 --> 60.210442 sigma in 26 act. ( 72.760735 sig out 1 act.) RANK 13 NODE 5 --> 59.329891 sigma in 26 act. ( 53.844681 sig out 1 act.) RANK 14 NODE 21 --> 54.531273 sigma in 26 act. ( 68.464607 sig out 1 act.) RANK 15 NODE 16 --> 52.361359 sigma in 26 act. ( 65.278351 sig out 1 act.) RANK 16 NODE 26 --> 51.824932 sigma in 26 act. ( 42.604275 sig out 1 act.) RANK 17 NODE 9 --> 51.023792 sigma in 26 act. ( 37.680790 sig out 1 act.) RANK 18 NODE 25 --> 50.798401 sigma in 26 act. ( 48.873695 sig out 1 act.) RANK 19 NODE 3 --> 49.484512 sigma in 26 act. ( 45.654522 sig out 1 act.) RANK 20 NODE 15 --> 47.782810 sigma in 26 act. ( 43.434662 sig out 1 act.) RANK 21 NODE 4 --> 45.295448 sigma in 26 act. ( 49.559597 sig out 1 act.) RANK 22 NODE 17 --> 40.444424 sigma in 26 act. ( 45.781025 sig out 1 act.) RANK 23 NODE 1 --> 32.867092 sigma in 26 act. ( 31.369204 sig out 1 act.) RANK 24 NODE 18 --> 27.804459 sigma in 26 act. ( 23.915012 sig out 1 act.) RANK 25 NODE 23 --> 22.792940 sigma in 26 act. ( 22.316057 sig out 1 act.) RANK 26 NODE 13 --> 18.712538 sigma in 26 act. ( 17.142389 sig out 1 act.) RANK 27 NODE 2 --> 9.7717171 sigma in 26 act. ( 7.4210143 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 143.49458 sigma out 1 act.( 199.62418 sig in 26 act.) RANK 2 NODE 6 --> 132.51370 sigma out 1 act.( 195.71460 sig in 26 act.) RANK 3 NODE 7 --> 99.227638 sigma out 1 act.( 113.86901 sig in 26 act.) RANK 4 NODE 19 --> 98.725395 sigma out 1 act.( 92.776489 sig in 26 act.) RANK 5 NODE 27 --> 92.573486 sigma out 1 act.( 102.40420 sig in 26 act.) RANK 6 NODE 11 --> 90.284508 sigma out 1 act.( 94.545380 sig in 26 act.) RANK 7 NODE 8 --> 81.940727 sigma out 1 act.( 112.82207 sig in 26 act.) RANK 8 NODE 24 --> 81.938156 sigma out 1 act.( 92.710938 sig in 26 act.) RANK 9 NODE 20 --> 72.760735 sigma out 1 act.( 60.210442 sig in 26 act.) RANK 10 NODE 14 --> 71.852135 sigma out 1 act.( 77.354248 sig in 26 act.) RANK 11 NODE 12 --> 68.611015 sigma out 1 act.( 68.069366 sig in 26 act.) RANK 12 NODE 21 --> 68.464607 sigma out 1 act.( 54.531273 sig in 26 act.) RANK 13 NODE 22 --> 66.890480 sigma out 1 act.( 71.310684 sig in 26 act.) RANK 14 NODE 16 --> 65.278351 sigma out 1 act.( 52.361359 sig in 26 act.) RANK 15 NODE 5 --> 53.844681 sigma out 1 act.( 59.329891 sig in 26 act.) RANK 16 NODE 4 --> 49.559597 sigma out 1 act.( 45.295448 sig in 26 act.) RANK 17 NODE 25 --> 48.873695 sigma out 1 act.( 50.798401 sig in 26 act.) RANK 18 NODE 17 --> 45.781025 sigma out 1 act.( 40.444424 sig in 26 act.) RANK 19 NODE 3 --> 45.654522 sigma out 1 act.( 49.484512 sig in 26 act.) RANK 20 NODE 15 --> 43.434662 sigma out 1 act.( 47.782810 sig in 26 act.) RANK 21 NODE 26 --> 42.604275 sigma out 1 act.( 51.824932 sig in 26 act.) RANK 22 NODE 9 --> 37.680790 sigma out 1 act.( 51.023792 sig in 26 act.) RANK 23 NODE 1 --> 31.369204 sigma out 1 act.( 32.867092 sig in 26 act.) RANK 24 NODE 18 --> 23.915012 sigma out 1 act.( 27.804459 sig in 26 act.) RANK 25 NODE 23 --> 22.316057 sigma out 1 act.( 22.792940 sig in 26 act.) RANK 26 NODE 13 --> 17.142389 sigma out 1 act.( 18.712538 sig in 26 act.) RANK 27 NODE 2 --> 7.4210143 sigma out 1 act.( 9.7717171 sig in 26 act.) RANK 1 NODE 1 --> 368.68512 sigma in 27 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.43220046 *** contribution from regularisation: 8.01356626E-04 *** contribution from error: -0.43300182 *** contribution from DIAG: 1.65254969E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.47127959 *** contribution from regularisation: 1.33234938E-03 *** contribution from error: -0.47261193 *** contribution from DIAG: 1.31311564E-04 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.47236949 *** contribution from regularisation: 1.16409967E-03 *** contribution from error: -0.47353360 *** contribution from DIAG: 2.17858062E-04 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.47271621 *** contribution from regularisation: 1.26571709E-03 *** contribution from error: -0.47398192 *** contribution from DIAG: 2.34103354E-04 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.47298795 *** contribution from regularisation: 1.24362821E-03 *** contribution from error: -0.47423157 *** contribution from DIAG: 2.33723156E-04 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.47316217 *** contribution from regularisation: 1.25080883E-03 *** contribution from error: -0.47441298 *** contribution from DIAG: 2.56437372E-04 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.47330120 *** contribution from regularisation: 1.24912057E-03 *** contribution from error: -0.47455034 *** contribution from DIAG: 2.41855756E-04 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.47340518 *** contribution from regularisation: 1.24993676E-03 *** contribution from error: -0.47465512 *** contribution from DIAG: 2.40529451E-04 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.47348589 *** contribution from regularisation: 1.25030172E-03 *** contribution from error: -0.47473618 *** contribution from DIAG: 2.47542775E-04 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 282.56918 sigma out 27 active outputs RANK 2 NODE 3 --> 161.09937 sigma out 27 active outputs RANK 3 NODE 2 --> 138.84474 sigma out 27 active outputs RANK 4 NODE 6 --> 109.65857 sigma out 27 active outputs RANK 5 NODE 5 --> 97.724815 sigma out 27 active outputs RANK 6 NODE 4 --> 85.977936 sigma out 27 active outputs RANK 7 NODE 15 --> 74.659126 sigma out 27 active outputs RANK 8 NODE 7 --> 69.406227 sigma out 27 active outputs RANK 9 NODE 8 --> 69.010429 sigma out 27 active outputs RANK 10 NODE 12 --> 63.384834 sigma out 27 active outputs RANK 11 NODE 9 --> 61.752975 sigma out 27 active outputs RANK 12 NODE 14 --> 59.877087 sigma out 27 active outputs RANK 13 NODE 13 --> 56.885494 sigma out 27 active outputs RANK 14 NODE 11 --> 45.670815 sigma out 27 active outputs RANK 15 NODE 17 --> 42.404488 sigma out 27 active outputs RANK 16 NODE 16 --> 36.907230 sigma out 27 active outputs RANK 17 NODE 21 --> 32.934589 sigma out 27 active outputs RANK 18 NODE 10 --> 31.934933 sigma out 27 active outputs RANK 19 NODE 19 --> 29.339983 sigma out 27 active outputs RANK 20 NODE 22 --> 26.861347 sigma out 27 active outputs RANK 21 NODE 18 --> 26.835577 sigma out 27 active outputs RANK 22 NODE 23 --> 23.357491 sigma out 27 active outputs RANK 23 NODE 20 --> 21.600965 sigma out 27 active outputs RANK 24 NODE 24 --> 20.686668 sigma out 27 active outputs RANK 25 NODE 26 --> 17.040916 sigma out 27 active outputs RANK 26 NODE 25 --> 14.426345 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 203.28871 sigma in 26 act. ( 144.00352 sig out 1 act.) RANK 2 NODE 6 --> 199.86104 sigma in 26 act. ( 134.34813 sig out 1 act.) RANK 3 NODE 7 --> 115.16693 sigma in 26 act. ( 98.769379 sig out 1 act.) RANK 4 NODE 8 --> 114.92163 sigma in 26 act. ( 81.696831 sig out 1 act.) RANK 5 NODE 27 --> 103.71202 sigma in 26 act. ( 92.002831 sig out 1 act.) RANK 6 NODE 11 --> 96.378822 sigma in 26 act. ( 90.268608 sig out 1 act.) RANK 7 NODE 24 --> 95.555527 sigma in 26 act. ( 82.859734 sig out 1 act.) RANK 8 NODE 19 --> 93.661919 sigma in 26 act. ( 98.303093 sig out 1 act.) RANK 9 NODE 14 --> 79.616486 sigma in 26 act. ( 71.921074 sig out 1 act.) RANK 10 NODE 22 --> 74.057182 sigma in 26 act. ( 68.652161 sig out 1 act.) RANK 11 NODE 12 --> 69.652794 sigma in 26 act. ( 69.812149 sig out 1 act.) RANK 12 NODE 20 --> 61.028717 sigma in 26 act. ( 74.334488 sig out 1 act.) RANK 13 NODE 5 --> 60.917938 sigma in 26 act. ( 54.499481 sig out 1 act.) RANK 14 NODE 26 --> 54.181622 sigma in 26 act. ( 43.524765 sig out 1 act.) RANK 15 NODE 9 --> 52.935589 sigma in 26 act. ( 38.452374 sig out 1 act.) RANK 16 NODE 16 --> 52.396473 sigma in 26 act. ( 66.278328 sig out 1 act.) RANK 17 NODE 25 --> 51.981026 sigma in 26 act. ( 48.945492 sig out 1 act.) RANK 18 NODE 3 --> 50.949017 sigma in 26 act. ( 46.393177 sig out 1 act.) RANK 19 NODE 21 --> 50.497681 sigma in 26 act. ( 68.768555 sig out 1 act.) RANK 20 NODE 15 --> 50.224209 sigma in 26 act. ( 44.927402 sig out 1 act.) RANK 21 NODE 4 --> 44.423157 sigma in 26 act. ( 49.644337 sig out 1 act.) RANK 22 NODE 17 --> 40.936539 sigma in 26 act. ( 45.595673 sig out 1 act.) RANK 23 NODE 1 --> 34.651150 sigma in 26 act. ( 32.330280 sig out 1 act.) RANK 24 NODE 18 --> 30.012770 sigma in 26 act. ( 25.175825 sig out 1 act.) RANK 25 NODE 23 --> 23.724009 sigma in 26 act. ( 21.933411 sig out 1 act.) RANK 26 NODE 13 --> 19.052526 sigma in 26 act. ( 16.401058 sig out 1 act.) RANK 27 NODE 2 --> 10.552446 sigma in 26 act. ( 7.4286423 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 144.00352 sigma out 1 act.( 203.28871 sig in 26 act.) RANK 2 NODE 6 --> 134.34813 sigma out 1 act.( 199.86104 sig in 26 act.) RANK 3 NODE 7 --> 98.769379 sigma out 1 act.( 115.16693 sig in 26 act.) RANK 4 NODE 19 --> 98.303093 sigma out 1 act.( 93.661919 sig in 26 act.) RANK 5 NODE 27 --> 92.002831 sigma out 1 act.( 103.71202 sig in 26 act.) RANK 6 NODE 11 --> 90.268608 sigma out 1 act.( 96.378822 sig in 26 act.) RANK 7 NODE 24 --> 82.859734 sigma out 1 act.( 95.555527 sig in 26 act.) RANK 8 NODE 8 --> 81.696831 sigma out 1 act.( 114.92163 sig in 26 act.) RANK 9 NODE 20 --> 74.334488 sigma out 1 act.( 61.028717 sig in 26 act.) RANK 10 NODE 14 --> 71.921074 sigma out 1 act.( 79.616486 sig in 26 act.) RANK 11 NODE 12 --> 69.812149 sigma out 1 act.( 69.652794 sig in 26 act.) RANK 12 NODE 21 --> 68.768555 sigma out 1 act.( 50.497681 sig in 26 act.) RANK 13 NODE 22 --> 68.652161 sigma out 1 act.( 74.057182 sig in 26 act.) RANK 14 NODE 16 --> 66.278328 sigma out 1 act.( 52.396473 sig in 26 act.) RANK 15 NODE 5 --> 54.499481 sigma out 1 act.( 60.917938 sig in 26 act.) RANK 16 NODE 4 --> 49.644337 sigma out 1 act.( 44.423157 sig in 26 act.) RANK 17 NODE 25 --> 48.945492 sigma out 1 act.( 51.981026 sig in 26 act.) RANK 18 NODE 3 --> 46.393177 sigma out 1 act.( 50.949017 sig in 26 act.) RANK 19 NODE 17 --> 45.595673 sigma out 1 act.( 40.936539 sig in 26 act.) RANK 20 NODE 15 --> 44.927402 sigma out 1 act.( 50.224209 sig in 26 act.) RANK 21 NODE 26 --> 43.524765 sigma out 1 act.( 54.181622 sig in 26 act.) RANK 22 NODE 9 --> 38.452374 sigma out 1 act.( 52.935589 sig in 26 act.) RANK 23 NODE 1 --> 32.330280 sigma out 1 act.( 34.651150 sig in 26 act.) RANK 24 NODE 18 --> 25.175825 sigma out 1 act.( 30.012770 sig in 26 act.) RANK 25 NODE 23 --> 21.933411 sigma out 1 act.( 23.724009 sig in 26 act.) RANK 26 NODE 13 --> 16.401058 sigma out 1 act.( 19.052526 sig in 26 act.) RANK 27 NODE 2 --> 7.4286423 sigma out 1 act.( 10.552446 sig in 26 act.) RANK 1 NODE 1 --> 371.08344 sigma in 27 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.47355190 *** contribution from regularisation: 1.24999927E-03 *** contribution from error: -0.47480190 *** contribution from DIAG: 2.54374201E-04 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.47360989 *** contribution from regularisation: 1.25044410E-03 *** contribution from error: -0.47486034 *** contribution from DIAG: 2.47057615E-04 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.47366089 *** contribution from regularisation: 1.24996947E-03 *** contribution from error: -0.47491086 *** contribution from DIAG: 2.53021630E-04 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.47370997 *** contribution from regularisation: 1.25032151E-03 *** contribution from error: -0.47496030 *** contribution from DIAG: 2.46819749E-04 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.47375354 *** contribution from regularisation: 1.24891649E-03 *** contribution from error: -0.47500247 *** contribution from DIAG: 2.47684366E-04 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.47379607 *** contribution from regularisation: 1.24979264E-03 *** contribution from error: -0.47504586 *** contribution from DIAG: 2.49583740E-04 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.47383770 *** contribution from regularisation: 1.25023234E-03 *** contribution from error: -0.47508794 *** contribution from DIAG: 2.47928780E-04 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.47388035 *** contribution from regularisation: 1.24854920E-03 *** contribution from error: -0.47512889 *** contribution from DIAG: 2.43056202E-04 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.47391886 *** contribution from regularisation: 1.24884024E-03 *** contribution from error: -0.47516769 *** contribution from DIAG: 2.44841649E-04 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.47395933 *** contribution from regularisation: 1.24840508E-03 *** contribution from error: -0.47520775 *** contribution from DIAG: 2.40961483E-04 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 284.02188 sigma out 27 active outputs RANK 2 NODE 3 --> 160.91277 sigma out 27 active outputs RANK 3 NODE 2 --> 139.18167 sigma out 27 active outputs RANK 4 NODE 6 --> 109.09798 sigma out 27 active outputs RANK 5 NODE 5 --> 97.591995 sigma out 27 active outputs RANK 6 NODE 4 --> 85.829124 sigma out 27 active outputs RANK 7 NODE 15 --> 74.911201 sigma out 27 active outputs RANK 8 NODE 7 --> 69.429039 sigma out 27 active outputs RANK 9 NODE 8 --> 67.975845 sigma out 27 active outputs RANK 10 NODE 12 --> 64.351799 sigma out 27 active outputs RANK 11 NODE 9 --> 61.113335 sigma out 27 active outputs RANK 12 NODE 14 --> 59.441437 sigma out 27 active outputs RANK 13 NODE 13 --> 56.539089 sigma out 27 active outputs RANK 14 NODE 11 --> 45.294300 sigma out 27 active outputs RANK 15 NODE 17 --> 42.200191 sigma out 27 active outputs RANK 16 NODE 16 --> 36.860851 sigma out 27 active outputs RANK 17 NODE 21 --> 33.036301 sigma out 27 active outputs RANK 18 NODE 10 --> 31.582724 sigma out 27 active outputs RANK 19 NODE 19 --> 29.032913 sigma out 27 active outputs RANK 20 NODE 22 --> 26.464563 sigma out 27 active outputs RANK 21 NODE 18 --> 26.161291 sigma out 27 active outputs RANK 22 NODE 23 --> 23.227455 sigma out 27 active outputs RANK 23 NODE 20 --> 21.202742 sigma out 27 active outputs RANK 24 NODE 24 --> 20.577868 sigma out 27 active outputs RANK 25 NODE 26 --> 18.600613 sigma out 27 active outputs RANK 26 NODE 25 --> 13.817796 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 203.72499 sigma in 26 act. ( 145.50662 sig out 1 act.) RANK 2 NODE 6 --> 200.18262 sigma in 26 act. ( 135.12201 sig out 1 act.) RANK 3 NODE 7 --> 114.58173 sigma in 26 act. ( 97.762711 sig out 1 act.) RANK 4 NODE 8 --> 114.37303 sigma in 26 act. ( 81.430557 sig out 1 act.) RANK 5 NODE 27 --> 103.20551 sigma in 26 act. ( 91.884323 sig out 1 act.) RANK 6 NODE 11 --> 97.219810 sigma in 26 act. ( 89.893593 sig out 1 act.) RANK 7 NODE 24 --> 95.735741 sigma in 26 act. ( 83.433601 sig out 1 act.) RANK 8 NODE 19 --> 93.954681 sigma in 26 act. ( 97.835426 sig out 1 act.) RANK 9 NODE 14 --> 79.971947 sigma in 26 act. ( 72.090736 sig out 1 act.) RANK 10 NODE 22 --> 74.727951 sigma in 26 act. ( 69.752159 sig out 1 act.) RANK 11 NODE 12 --> 70.476410 sigma in 26 act. ( 71.010208 sig out 1 act.) RANK 12 NODE 20 --> 61.391941 sigma in 26 act. ( 75.839256 sig out 1 act.) RANK 13 NODE 5 --> 60.968945 sigma in 26 act. ( 54.231731 sig out 1 act.) RANK 14 NODE 26 --> 54.535030 sigma in 26 act. ( 44.067684 sig out 1 act.) RANK 15 NODE 9 --> 53.974289 sigma in 26 act. ( 39.201801 sig out 1 act.) RANK 16 NODE 16 --> 52.646210 sigma in 26 act. ( 67.423836 sig out 1 act.) RANK 17 NODE 25 --> 51.932404 sigma in 26 act. ( 48.641129 sig out 1 act.) RANK 18 NODE 3 --> 51.589119 sigma in 26 act. ( 47.534302 sig out 1 act.) RANK 19 NODE 15 --> 50.875900 sigma in 26 act. ( 45.745014 sig out 1 act.) RANK 20 NODE 21 --> 47.083946 sigma in 26 act. ( 69.051109 sig out 1 act.) RANK 21 NODE 4 --> 43.619274 sigma in 26 act. ( 50.324852 sig out 1 act.) RANK 22 NODE 17 --> 40.225098 sigma in 26 act. ( 45.044144 sig out 1 act.) RANK 23 NODE 1 --> 35.138813 sigma in 26 act. ( 32.500065 sig out 1 act.) RANK 24 NODE 18 --> 30.517117 sigma in 26 act. ( 25.458420 sig out 1 act.) RANK 25 NODE 23 --> 23.304422 sigma in 26 act. ( 21.379036 sig out 1 act.) RANK 26 NODE 13 --> 19.252773 sigma in 26 act. ( 16.358803 sig out 1 act.) RANK 27 NODE 2 --> 10.149122 sigma in 26 act. ( 7.2523494 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 145.50662 sigma out 1 act.( 203.72499 sig in 26 act.) RANK 2 NODE 6 --> 135.12201 sigma out 1 act.( 200.18262 sig in 26 act.) RANK 3 NODE 19 --> 97.835426 sigma out 1 act.( 93.954681 sig in 26 act.) RANK 4 NODE 7 --> 97.762711 sigma out 1 act.( 114.58173 sig in 26 act.) RANK 5 NODE 27 --> 91.884323 sigma out 1 act.( 103.20551 sig in 26 act.) RANK 6 NODE 11 --> 89.893593 sigma out 1 act.( 97.219810 sig in 26 act.) RANK 7 NODE 24 --> 83.433601 sigma out 1 act.( 95.735741 sig in 26 act.) RANK 8 NODE 8 --> 81.430557 sigma out 1 act.( 114.37303 sig in 26 act.) RANK 9 NODE 20 --> 75.839256 sigma out 1 act.( 61.391941 sig in 26 act.) RANK 10 NODE 14 --> 72.090736 sigma out 1 act.( 79.971947 sig in 26 act.) RANK 11 NODE 12 --> 71.010208 sigma out 1 act.( 70.476410 sig in 26 act.) RANK 12 NODE 22 --> 69.752159 sigma out 1 act.( 74.727951 sig in 26 act.) RANK 13 NODE 21 --> 69.051109 sigma out 1 act.( 47.083946 sig in 26 act.) RANK 14 NODE 16 --> 67.423836 sigma out 1 act.( 52.646210 sig in 26 act.) RANK 15 NODE 5 --> 54.231731 sigma out 1 act.( 60.968945 sig in 26 act.) RANK 16 NODE 4 --> 50.324852 sigma out 1 act.( 43.619274 sig in 26 act.) RANK 17 NODE 25 --> 48.641129 sigma out 1 act.( 51.932404 sig in 26 act.) RANK 18 NODE 3 --> 47.534302 sigma out 1 act.( 51.589119 sig in 26 act.) RANK 19 NODE 15 --> 45.745014 sigma out 1 act.( 50.875900 sig in 26 act.) RANK 20 NODE 17 --> 45.044144 sigma out 1 act.( 40.225098 sig in 26 act.) RANK 21 NODE 26 --> 44.067684 sigma out 1 act.( 54.535030 sig in 26 act.) RANK 22 NODE 9 --> 39.201801 sigma out 1 act.( 53.974289 sig in 26 act.) RANK 23 NODE 1 --> 32.500065 sigma out 1 act.( 35.138813 sig in 26 act.) RANK 24 NODE 18 --> 25.458420 sigma out 1 act.( 30.517117 sig in 26 act.) RANK 25 NODE 23 --> 21.379036 sigma out 1 act.( 23.304422 sig in 26 act.) RANK 26 NODE 13 --> 16.358803 sigma out 1 act.( 19.252773 sig in 26 act.) RANK 27 NODE 2 --> 7.2523494 sigma out 1 act.( 10.149122 sig in 26 act.) RANK 1 NODE 1 --> 372.86298 sigma in 27 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.47399682 *** contribution from regularisation: 1.24814117E-03 *** contribution from error: -0.47524497 *** contribution from DIAG: 2.37872926E-04 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.47403461 *** contribution from regularisation: 1.24800345E-03 *** contribution from error: -0.47528261 *** contribution from DIAG: 3.08375456E-04 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.47407022 *** contribution from regularisation: 1.24795234E-03 *** contribution from error: -0.47531816 *** contribution from DIAG: 2.89110612E-04 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.47409880 *** contribution from regularisation: 1.24791102E-03 *** contribution from error: -0.47534671 *** contribution from DIAG: 2.71102967E-04 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.47411957 *** contribution from regularisation: 1.24927796E-03 *** contribution from error: -0.47536886 *** contribution from DIAG: 2.71890924E-04 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.47413823 *** contribution from regularisation: 1.24858413E-03 *** contribution from error: -0.47538683 *** contribution from DIAG: 2.50921759E-04 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.47415558 *** contribution from regularisation: 1.24794245E-03 *** contribution from error: -0.47540352 *** contribution from DIAG: 2.48285098E-04 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.47416919 *** contribution from regularisation: 1.24891568E-03 *** contribution from error: -0.47541812 *** contribution from DIAG: 2.51765625E-04 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.47418237 *** contribution from regularisation: 1.24897133E-03 *** contribution from error: -0.47543135 *** contribution from DIAG: 2.52174417E-04 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.47419482 *** contribution from regularisation: 1.24918425E-03 *** contribution from error: -0.47544402 *** contribution from DIAG: 2.73635320E-04 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 284.28619 sigma out 27 active outputs RANK 2 NODE 3 --> 160.23810 sigma out 27 active outputs RANK 3 NODE 2 --> 139.57246 sigma out 27 active outputs RANK 4 NODE 6 --> 108.61105 sigma out 27 active outputs RANK 5 NODE 5 --> 97.034737 sigma out 27 active outputs RANK 6 NODE 4 --> 86.042740 sigma out 27 active outputs RANK 7 NODE 15 --> 74.848419 sigma out 27 active outputs RANK 8 NODE 7 --> 69.510445 sigma out 27 active outputs RANK 9 NODE 8 --> 67.673584 sigma out 27 active outputs RANK 10 NODE 12 --> 64.711761 sigma out 27 active outputs RANK 11 NODE 9 --> 60.703064 sigma out 27 active outputs RANK 12 NODE 14 --> 59.207169 sigma out 27 active outputs RANK 13 NODE 13 --> 56.181076 sigma out 27 active outputs RANK 14 NODE 11 --> 45.018120 sigma out 27 active outputs RANK 15 NODE 17 --> 41.836895 sigma out 27 active outputs RANK 16 NODE 16 --> 36.907673 sigma out 27 active outputs RANK 17 NODE 21 --> 33.087917 sigma out 27 active outputs RANK 18 NODE 10 --> 30.887417 sigma out 27 active outputs RANK 19 NODE 19 --> 28.577091 sigma out 27 active outputs RANK 20 NODE 22 --> 26.211088 sigma out 27 active outputs RANK 21 NODE 18 --> 25.896008 sigma out 27 active outputs RANK 22 NODE 23 --> 22.982574 sigma out 27 active outputs RANK 23 NODE 20 --> 21.049789 sigma out 27 active outputs RANK 24 NODE 24 --> 20.532478 sigma out 27 active outputs RANK 25 NODE 26 --> 18.696026 sigma out 27 active outputs RANK 26 NODE 25 --> 13.571508 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 203.62538 sigma in 26 act. ( 145.67184 sig out 1 act.) RANK 2 NODE 6 --> 200.11760 sigma in 26 act. ( 134.69926 sig out 1 act.) RANK 3 NODE 7 --> 113.81875 sigma in 26 act. ( 97.302689 sig out 1 act.) RANK 4 NODE 8 --> 113.79633 sigma in 26 act. ( 81.076355 sig out 1 act.) RANK 5 NODE 27 --> 102.84987 sigma in 26 act. ( 91.420891 sig out 1 act.) RANK 6 NODE 11 --> 97.419144 sigma in 26 act. ( 90.112617 sig out 1 act.) RANK 7 NODE 24 --> 95.985130 sigma in 26 act. ( 83.183983 sig out 1 act.) RANK 8 NODE 19 --> 93.933968 sigma in 26 act. ( 97.512016 sig out 1 act.) RANK 9 NODE 14 --> 80.016228 sigma in 26 act. ( 71.834702 sig out 1 act.) RANK 10 NODE 22 --> 74.798630 sigma in 26 act. ( 70.377869 sig out 1 act.) RANK 11 NODE 12 --> 70.883888 sigma in 26 act. ( 71.723526 sig out 1 act.) RANK 12 NODE 20 --> 61.499535 sigma in 26 act. ( 77.026436 sig out 1 act.) RANK 13 NODE 5 --> 60.776688 sigma in 26 act. ( 53.929638 sig out 1 act.) RANK 14 NODE 26 --> 54.704132 sigma in 26 act. ( 44.137016 sig out 1 act.) RANK 15 NODE 9 --> 54.367191 sigma in 26 act. ( 39.522572 sig out 1 act.) RANK 16 NODE 16 --> 52.680786 sigma in 26 act. ( 68.298988 sig out 1 act.) RANK 17 NODE 3 --> 51.908867 sigma in 26 act. ( 48.192875 sig out 1 act.) RANK 18 NODE 25 --> 51.719269 sigma in 26 act. ( 48.569046 sig out 1 act.) RANK 19 NODE 15 --> 51.006813 sigma in 26 act. ( 45.845520 sig out 1 act.) RANK 20 NODE 21 --> 45.454678 sigma in 26 act. ( 69.396690 sig out 1 act.) RANK 21 NODE 4 --> 43.419037 sigma in 26 act. ( 51.104919 sig out 1 act.) RANK 22 NODE 17 --> 39.753174 sigma in 26 act. ( 44.803761 sig out 1 act.) RANK 23 NODE 1 --> 35.214108 sigma in 26 act. ( 32.468075 sig out 1 act.) RANK 24 NODE 18 --> 30.517374 sigma in 26 act. ( 25.629473 sig out 1 act.) RANK 25 NODE 23 --> 23.096533 sigma in 26 act. ( 21.209415 sig out 1 act.) RANK 26 NODE 13 --> 19.515778 sigma in 26 act. ( 16.482197 sig out 1 act.) RANK 27 NODE 2 --> 9.8836021 sigma in 26 act. ( 7.1333342 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 145.67184 sigma out 1 act.( 203.62538 sig in 26 act.) RANK 2 NODE 6 --> 134.69926 sigma out 1 act.( 200.11760 sig in 26 act.) RANK 3 NODE 19 --> 97.512016 sigma out 1 act.( 93.933968 sig in 26 act.) RANK 4 NODE 7 --> 97.302689 sigma out 1 act.( 113.81875 sig in 26 act.) RANK 5 NODE 27 --> 91.420891 sigma out 1 act.( 102.84987 sig in 26 act.) RANK 6 NODE 11 --> 90.112617 sigma out 1 act.( 97.419144 sig in 26 act.) RANK 7 NODE 24 --> 83.183983 sigma out 1 act.( 95.985130 sig in 26 act.) RANK 8 NODE 8 --> 81.076355 sigma out 1 act.( 113.79633 sig in 26 act.) RANK 9 NODE 20 --> 77.026436 sigma out 1 act.( 61.499535 sig in 26 act.) RANK 10 NODE 14 --> 71.834702 sigma out 1 act.( 80.016228 sig in 26 act.) RANK 11 NODE 12 --> 71.723526 sigma out 1 act.( 70.883888 sig in 26 act.) RANK 12 NODE 22 --> 70.377869 sigma out 1 act.( 74.798630 sig in 26 act.) RANK 13 NODE 21 --> 69.396690 sigma out 1 act.( 45.454678 sig in 26 act.) RANK 14 NODE 16 --> 68.298988 sigma out 1 act.( 52.680786 sig in 26 act.) RANK 15 NODE 5 --> 53.929638 sigma out 1 act.( 60.776688 sig in 26 act.) RANK 16 NODE 4 --> 51.104919 sigma out 1 act.( 43.419037 sig in 26 act.) RANK 17 NODE 25 --> 48.569046 sigma out 1 act.( 51.719269 sig in 26 act.) RANK 18 NODE 3 --> 48.192875 sigma out 1 act.( 51.908867 sig in 26 act.) RANK 19 NODE 15 --> 45.845520 sigma out 1 act.( 51.006813 sig in 26 act.) RANK 20 NODE 17 --> 44.803761 sigma out 1 act.( 39.753174 sig in 26 act.) RANK 21 NODE 26 --> 44.137016 sigma out 1 act.( 54.704132 sig in 26 act.) RANK 22 NODE 9 --> 39.522572 sigma out 1 act.( 54.367191 sig in 26 act.) RANK 23 NODE 1 --> 32.468075 sigma out 1 act.( 35.214108 sig in 26 act.) RANK 24 NODE 18 --> 25.629473 sigma out 1 act.( 30.517374 sig in 26 act.) RANK 25 NODE 23 --> 21.209415 sigma out 1 act.( 23.096533 sig in 26 act.) RANK 26 NODE 13 --> 16.482197 sigma out 1 act.( 19.515778 sig in 26 act.) RANK 27 NODE 2 --> 7.1333342 sigma out 1 act.( 9.8836021 sig in 26 act.) RANK 1 NODE 1 --> 373.21201 sigma in 27 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.47420752 *** contribution from regularisation: 1.24822930E-03 *** contribution from error: -0.47545576 *** contribution from DIAG: 2.36799387E-04 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.47421914 *** contribution from regularisation: 1.24764559E-03 *** contribution from error: -0.47546679 *** contribution from DIAG: 2.38213717E-04 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.47422871 *** contribution from regularisation: 1.24857633E-03 *** contribution from error: -0.47547728 *** contribution from DIAG: 2.38476146E-04 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.47423962 *** contribution from regularisation: 1.24775374E-03 *** contribution from error: -0.47548738 *** contribution from DIAG: 2.38504130E-04 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.47424924 *** contribution from regularisation: 1.24805013E-03 *** contribution from error: -0.47549731 *** contribution from DIAG: 2.39328292E-04 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.47425848 *** contribution from regularisation: 1.24798762E-03 *** contribution from error: -0.47550648 *** contribution from DIAG: 2.40489549E-04 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.47426742 *** contribution from regularisation: 1.24845130E-03 *** contribution from error: -0.47551587 *** contribution from DIAG: 2.39952235E-04 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.47427702 *** contribution from regularisation: 1.24804361E-03 *** contribution from error: -0.47552505 *** contribution from DIAG: 2.40240770E-04 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.47428441 *** contribution from regularisation: 1.24913175E-03 *** contribution from error: -0.47553355 *** contribution from DIAG: 2.41006157E-04 *********************************************** --------------------------------------------------- Iteration : 39 kill weight from layer 1 knot 23 to knot 1 *********************************************** *** Learn Path 39 *** loss function: -0.47429460 *** contribution from regularisation: 1.24708016E-03 *** contribution from error: -0.47554168 *** contribution from DIAG: 2.41195477E-04 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 284.01871 sigma out 27 active outputs RANK 2 NODE 3 --> 159.54939 sigma out 27 active outputs RANK 3 NODE 2 --> 139.01027 sigma out 27 active outputs RANK 4 NODE 6 --> 108.73515 sigma out 27 active outputs RANK 5 NODE 5 --> 96.954819 sigma out 27 active outputs RANK 6 NODE 4 --> 85.913353 sigma out 27 active outputs RANK 7 NODE 15 --> 74.679787 sigma out 27 active outputs RANK 8 NODE 7 --> 69.714561 sigma out 27 active outputs RANK 9 NODE 8 --> 67.520065 sigma out 27 active outputs RANK 10 NODE 12 --> 65.449989 sigma out 27 active outputs RANK 11 NODE 9 --> 60.634228 sigma out 27 active outputs RANK 12 NODE 14 --> 58.652946 sigma out 27 active outputs RANK 13 NODE 13 --> 56.484097 sigma out 27 active outputs RANK 14 NODE 11 --> 44.850185 sigma out 27 active outputs RANK 15 NODE 17 --> 41.716705 sigma out 27 active outputs RANK 16 NODE 16 --> 36.746620 sigma out 27 active outputs RANK 17 NODE 21 --> 33.206913 sigma out 27 active outputs RANK 18 NODE 10 --> 31.637632 sigma out 27 active outputs RANK 19 NODE 19 --> 28.363783 sigma out 27 active outputs RANK 20 NODE 22 --> 25.882990 sigma out 27 active outputs RANK 21 NODE 18 --> 25.877069 sigma out 27 active outputs RANK 22 NODE 23 --> 22.849840 sigma out 26 active outputs RANK 23 NODE 20 --> 21.008921 sigma out 27 active outputs RANK 24 NODE 24 --> 20.492588 sigma out 27 active outputs RANK 25 NODE 26 --> 18.738464 sigma out 27 active outputs RANK 26 NODE 25 --> 13.573947 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 203.46857 sigma in 26 act. ( 145.37924 sig out 1 act.) RANK 2 NODE 6 --> 199.42070 sigma in 26 act. ( 135.17567 sig out 1 act.) RANK 3 NODE 7 --> 113.56144 sigma in 26 act. ( 96.474625 sig out 1 act.) RANK 4 NODE 8 --> 113.48208 sigma in 26 act. ( 80.853241 sig out 1 act.) RANK 5 NODE 27 --> 102.70296 sigma in 26 act. ( 91.014091 sig out 1 act.) RANK 6 NODE 11 --> 97.537682 sigma in 26 act. ( 89.681122 sig out 1 act.) RANK 7 NODE 24 --> 95.689171 sigma in 26 act. ( 83.317474 sig out 1 act.) RANK 8 NODE 19 --> 94.029190 sigma in 26 act. ( 97.586662 sig out 1 act.) RANK 9 NODE 14 --> 79.919243 sigma in 26 act. ( 71.845108 sig out 1 act.) RANK 10 NODE 22 --> 74.756607 sigma in 26 act. ( 70.533180 sig out 1 act.) RANK 11 NODE 12 --> 71.199089 sigma in 26 act. ( 71.942970 sig out 1 act.) RANK 12 NODE 20 --> 61.740391 sigma in 26 act. ( 77.375099 sig out 1 act.) RANK 13 NODE 5 --> 60.599613 sigma in 26 act. ( 54.123810 sig out 1 act.) RANK 14 NODE 26 --> 54.675415 sigma in 26 act. ( 44.126671 sig out 1 act.) RANK 15 NODE 9 --> 54.446178 sigma in 26 act. ( 39.866119 sig out 1 act.) RANK 16 NODE 16 --> 52.823875 sigma in 26 act. ( 68.620270 sig out 1 act.) RANK 17 NODE 3 --> 52.036415 sigma in 26 act. ( 48.312656 sig out 1 act.) RANK 18 NODE 25 --> 51.681023 sigma in 26 act. ( 48.437450 sig out 1 act.) RANK 19 NODE 15 --> 51.004333 sigma in 26 act. ( 46.047565 sig out 1 act.) RANK 20 NODE 21 --> 44.988335 sigma in 26 act. ( 69.131325 sig out 1 act.) RANK 21 NODE 4 --> 43.315617 sigma in 26 act. ( 51.489258 sig out 1 act.) RANK 22 NODE 17 --> 39.559742 sigma in 26 act. ( 44.345535 sig out 1 act.) RANK 23 NODE 1 --> 35.187542 sigma in 25 act. ( 32.408493 sig out 1 act.) RANK 24 NODE 18 --> 30.575535 sigma in 26 act. ( 25.525219 sig out 1 act.) RANK 25 NODE 23 --> 23.036783 sigma in 26 act. ( 21.068542 sig out 1 act.) RANK 26 NODE 13 --> 19.672987 sigma in 26 act. ( 16.557064 sig out 1 act.) RANK 27 NODE 2 --> 9.7772617 sigma in 26 act. ( 7.0394545 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 145.37924 sigma out 1 act.( 203.46857 sig in 26 act.) RANK 2 NODE 6 --> 135.17567 sigma out 1 act.( 199.42070 sig in 26 act.) RANK 3 NODE 19 --> 97.586662 sigma out 1 act.( 94.029190 sig in 26 act.) RANK 4 NODE 7 --> 96.474625 sigma out 1 act.( 113.56144 sig in 26 act.) RANK 5 NODE 27 --> 91.014091 sigma out 1 act.( 102.70296 sig in 26 act.) RANK 6 NODE 11 --> 89.681122 sigma out 1 act.( 97.537682 sig in 26 act.) RANK 7 NODE 24 --> 83.317474 sigma out 1 act.( 95.689171 sig in 26 act.) RANK 8 NODE 8 --> 80.853241 sigma out 1 act.( 113.48208 sig in 26 act.) RANK 9 NODE 20 --> 77.375099 sigma out 1 act.( 61.740391 sig in 26 act.) RANK 10 NODE 12 --> 71.942970 sigma out 1 act.( 71.199089 sig in 26 act.) RANK 11 NODE 14 --> 71.845108 sigma out 1 act.( 79.919243 sig in 26 act.) RANK 12 NODE 22 --> 70.533180 sigma out 1 act.( 74.756607 sig in 26 act.) RANK 13 NODE 21 --> 69.131325 sigma out 1 act.( 44.988335 sig in 26 act.) RANK 14 NODE 16 --> 68.620270 sigma out 1 act.( 52.823875 sig in 26 act.) RANK 15 NODE 5 --> 54.123810 sigma out 1 act.( 60.599613 sig in 26 act.) RANK 16 NODE 4 --> 51.489258 sigma out 1 act.( 43.315617 sig in 26 act.) RANK 17 NODE 25 --> 48.437450 sigma out 1 act.( 51.681023 sig in 26 act.) RANK 18 NODE 3 --> 48.312656 sigma out 1 act.( 52.036415 sig in 26 act.) RANK 19 NODE 15 --> 46.047565 sigma out 1 act.( 51.004333 sig in 26 act.) RANK 20 NODE 17 --> 44.345535 sigma out 1 act.( 39.559742 sig in 26 act.) RANK 21 NODE 26 --> 44.126671 sigma out 1 act.( 54.675415 sig in 26 act.) RANK 22 NODE 9 --> 39.866119 sigma out 1 act.( 54.446178 sig in 26 act.) RANK 23 NODE 1 --> 32.408493 sigma out 1 act.( 35.187542 sig in 25 act.) RANK 24 NODE 18 --> 25.525219 sigma out 1 act.( 30.575535 sig in 26 act.) RANK 25 NODE 23 --> 21.068542 sigma out 1 act.( 23.036783 sig in 26 act.) RANK 26 NODE 13 --> 16.557064 sigma out 1 act.( 19.672987 sig in 26 act.) RANK 27 NODE 2 --> 7.0394545 sigma out 1 act.( 9.7772617 sig in 26 act.) RANK 1 NODE 1 --> 373.07407 sigma in 27 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.47430265 *** contribution from regularisation: 1.24718295E-03 *** contribution from error: -0.47554985 *** contribution from DIAG: 2.41027068E-04 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.47431090 *** contribution from regularisation: 1.24667573E-03 *** contribution from error: -0.47555757 *** contribution from DIAG: 2.41131944E-04 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.47431836 *** contribution from regularisation: 1.24658248E-03 *** contribution from error: -0.47556493 *** contribution from DIAG: 2.42036811E-04 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.47432691 *** contribution from regularisation: 1.24586700E-03 *** contribution from error: -0.47557276 *** contribution from DIAG: 2.39348461E-04 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.47433230 *** contribution from regularisation: 1.24771544E-03 *** contribution from error: -0.47558001 *** contribution from DIAG: 2.41126516E-04 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.47434092 *** contribution from regularisation: 1.24623184E-03 *** contribution from error: -0.47558716 *** contribution from DIAG: 2.41136207E-04 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.47434762 *** contribution from regularisation: 1.24691846E-03 *** contribution from error: -0.47559455 *** contribution from DIAG: 2.41316899E-04 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.47435388 *** contribution from regularisation: 1.24739530E-03 *** contribution from error: -0.47560129 *** contribution from DIAG: 2.42041511E-04 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.47436115 *** contribution from regularisation: 1.24649436E-03 *** contribution from error: -0.47560763 *** contribution from DIAG: 2.42176975E-04 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.47436705 *** contribution from regularisation: 1.24710402E-03 *** contribution from error: -0.47561416 *** contribution from DIAG: 2.42324750E-04 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 284.23035 sigma out 27 active outputs RANK 2 NODE 3 --> 159.53767 sigma out 27 active outputs RANK 3 NODE 2 --> 139.08725 sigma out 27 active outputs RANK 4 NODE 6 --> 108.67575 sigma out 27 active outputs RANK 5 NODE 5 --> 96.642845 sigma out 27 active outputs RANK 6 NODE 4 --> 86.160530 sigma out 27 active outputs RANK 7 NODE 15 --> 74.816818 sigma out 27 active outputs RANK 8 NODE 7 --> 69.784081 sigma out 27 active outputs RANK 9 NODE 8 --> 67.384834 sigma out 27 active outputs RANK 10 NODE 12 --> 65.489281 sigma out 27 active outputs RANK 11 NODE 9 --> 60.547028 sigma out 27 active outputs RANK 12 NODE 14 --> 58.668243 sigma out 27 active outputs RANK 13 NODE 13 --> 56.021336 sigma out 27 active outputs RANK 14 NODE 11 --> 44.859749 sigma out 27 active outputs RANK 15 NODE 17 --> 41.570766 sigma out 27 active outputs RANK 16 NODE 16 --> 36.778095 sigma out 27 active outputs RANK 17 NODE 21 --> 33.179176 sigma out 27 active outputs RANK 18 NODE 10 --> 31.275496 sigma out 27 active outputs RANK 19 NODE 19 --> 28.261196 sigma out 27 active outputs RANK 20 NODE 22 --> 25.930384 sigma out 27 active outputs RANK 21 NODE 18 --> 25.708319 sigma out 27 active outputs RANK 22 NODE 23 --> 22.797848 sigma out 26 active outputs RANK 23 NODE 20 --> 21.080372 sigma out 27 active outputs RANK 24 NODE 24 --> 20.496075 sigma out 27 active outputs RANK 25 NODE 26 --> 18.722992 sigma out 27 active outputs RANK 26 NODE 25 --> 13.512693 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 203.61081 sigma in 26 act. ( 145.39619 sig out 1 act.) RANK 2 NODE 6 --> 199.28372 sigma in 26 act. ( 135.56082 sig out 1 act.) RANK 3 NODE 8 --> 113.30551 sigma in 26 act. ( 80.627663 sig out 1 act.) RANK 4 NODE 7 --> 113.27673 sigma in 26 act. ( 96.450943 sig out 1 act.) RANK 5 NODE 27 --> 102.67256 sigma in 26 act. ( 90.736626 sig out 1 act.) RANK 6 NODE 11 --> 97.702927 sigma in 26 act. ( 89.610771 sig out 1 act.) RANK 7 NODE 24 --> 95.867363 sigma in 26 act. ( 83.059547 sig out 1 act.) RANK 8 NODE 19 --> 94.080124 sigma in 26 act. ( 97.368996 sig out 1 act.) RANK 9 NODE 14 --> 79.980507 sigma in 26 act. ( 71.580933 sig out 1 act.) RANK 10 NODE 22 --> 74.787361 sigma in 26 act. ( 70.783707 sig out 1 act.) RANK 11 NODE 12 --> 71.464073 sigma in 26 act. ( 72.212128 sig out 1 act.) RANK 12 NODE 20 --> 61.801071 sigma in 26 act. ( 77.997078 sig out 1 act.) RANK 13 NODE 5 --> 60.655632 sigma in 26 act. ( 54.017258 sig out 1 act.) RANK 14 NODE 26 --> 54.718563 sigma in 26 act. ( 44.194721 sig out 1 act.) RANK 15 NODE 9 --> 54.604588 sigma in 26 act. ( 40.028145 sig out 1 act.) RANK 16 NODE 16 --> 52.945827 sigma in 26 act. ( 68.909973 sig out 1 act.) RANK 17 NODE 3 --> 52.163162 sigma in 26 act. ( 48.594250 sig out 1 act.) RANK 18 NODE 25 --> 51.627098 sigma in 26 act. ( 48.518070 sig out 1 act.) RANK 19 NODE 15 --> 51.036678 sigma in 26 act. ( 46.232090 sig out 1 act.) RANK 20 NODE 21 --> 44.496426 sigma in 26 act. ( 69.342323 sig out 1 act.) RANK 21 NODE 4 --> 43.174328 sigma in 26 act. ( 52.064945 sig out 1 act.) RANK 22 NODE 17 --> 39.451683 sigma in 26 act. ( 44.155056 sig out 1 act.) RANK 23 NODE 1 --> 35.186733 sigma in 25 act. ( 32.526398 sig out 1 act.) RANK 24 NODE 18 --> 30.582129 sigma in 26 act. ( 25.522175 sig out 1 act.) RANK 25 NODE 23 --> 22.969698 sigma in 26 act. ( 21.070677 sig out 1 act.) RANK 26 NODE 13 --> 19.787151 sigma in 26 act. ( 16.619329 sig out 1 act.) RANK 27 NODE 2 --> 9.7035990 sigma in 26 act. ( 7.0316272 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 145.39619 sigma out 1 act.( 203.61081 sig in 26 act.) RANK 2 NODE 6 --> 135.56082 sigma out 1 act.( 199.28372 sig in 26 act.) RANK 3 NODE 19 --> 97.368996 sigma out 1 act.( 94.080124 sig in 26 act.) RANK 4 NODE 7 --> 96.450943 sigma out 1 act.( 113.27673 sig in 26 act.) RANK 5 NODE 27 --> 90.736626 sigma out 1 act.( 102.67256 sig in 26 act.) RANK 6 NODE 11 --> 89.610771 sigma out 1 act.( 97.702927 sig in 26 act.) RANK 7 NODE 24 --> 83.059547 sigma out 1 act.( 95.867363 sig in 26 act.) RANK 8 NODE 8 --> 80.627663 sigma out 1 act.( 113.30551 sig in 26 act.) RANK 9 NODE 20 --> 77.997078 sigma out 1 act.( 61.801071 sig in 26 act.) RANK 10 NODE 12 --> 72.212128 sigma out 1 act.( 71.464073 sig in 26 act.) RANK 11 NODE 14 --> 71.580933 sigma out 1 act.( 79.980507 sig in 26 act.) RANK 12 NODE 22 --> 70.783707 sigma out 1 act.( 74.787361 sig in 26 act.) RANK 13 NODE 21 --> 69.342323 sigma out 1 act.( 44.496426 sig in 26 act.) RANK 14 NODE 16 --> 68.909973 sigma out 1 act.( 52.945827 sig in 26 act.) RANK 15 NODE 5 --> 54.017258 sigma out 1 act.( 60.655632 sig in 26 act.) RANK 16 NODE 4 --> 52.064945 sigma out 1 act.( 43.174328 sig in 26 act.) RANK 17 NODE 3 --> 48.594250 sigma out 1 act.( 52.163162 sig in 26 act.) RANK 18 NODE 25 --> 48.518070 sigma out 1 act.( 51.627098 sig in 26 act.) RANK 19 NODE 15 --> 46.232090 sigma out 1 act.( 51.036678 sig in 26 act.) RANK 20 NODE 26 --> 44.194721 sigma out 1 act.( 54.718563 sig in 26 act.) RANK 21 NODE 17 --> 44.155056 sigma out 1 act.( 39.451683 sig in 26 act.) RANK 22 NODE 9 --> 40.028145 sigma out 1 act.( 54.604588 sig in 26 act.) RANK 23 NODE 1 --> 32.526398 sigma out 1 act.( 35.186733 sig in 25 act.) RANK 24 NODE 18 --> 25.522175 sigma out 1 act.( 30.582129 sig in 26 act.) RANK 25 NODE 23 --> 21.070677 sigma out 1 act.( 22.969698 sig in 26 act.) RANK 26 NODE 13 --> 16.619329 sigma out 1 act.( 19.787151 sig in 26 act.) RANK 27 NODE 2 --> 7.0316272 sigma out 1 act.( 9.7035990 sig in 26 act.) RANK 1 NODE 1 --> 373.38718 sigma in 27 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.47437361 *** contribution from regularisation: 1.24652975E-03 *** contribution from error: -0.47562015 *** contribution from DIAG: 2.43364295E-04 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.47437978 *** contribution from regularisation: 1.24644558E-03 *** contribution from error: -0.47562623 *** contribution from DIAG: 2.44676718E-04 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.47438666 *** contribution from regularisation: 1.24561391E-03 *** contribution from error: -0.47563228 *** contribution from DIAG: 2.45036645E-04 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.47439155 *** contribution from regularisation: 1.24660728E-03 *** contribution from error: -0.47563815 *** contribution from DIAG: 2.45297444E-04 *********************************************** --------------------------------------------------- Iteration : 54 kill weight from layer 1 knot 4 to knot 19 *********************************************** *** Learn Path 54 *** loss function: -0.47439775 *** contribution from regularisation: 1.24645804E-03 *** contribution from error: -0.47564420 *** contribution from DIAG: 2.45226402E-04 *********************************************** --------------------------------------------------- Iteration : 55 kill weight from layer 1 knot 13 to knot 11 *********************************************** *** Learn Path 55 *** loss function: -0.47440511 *** contribution from regularisation: 1.24464650E-03 *** contribution from error: -0.47564974 *** contribution from DIAG: 2.43914692E-04 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.47441334 *** contribution from regularisation: 1.24218408E-03 *** contribution from error: -0.47565553 *** contribution from DIAG: 2.43079892E-04 *********************************************** --------------------------------------------------- Iteration : 57 kill weight from layer 1 knot 26 to knot 21 *********************************************** *** Learn Path 57 *** loss function: -0.47441751 *** contribution from regularisation: 1.24342693E-03 *** contribution from error: -0.47566092 *** contribution from DIAG: 2.44314346E-04 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.47442505 *** contribution from regularisation: 1.24151644E-03 *** contribution from error: -0.47566655 *** contribution from DIAG: 2.43893577E-04 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.47442877 *** contribution from regularisation: 1.24303915E-03 *** contribution from error: -0.47567180 *** contribution from DIAG: 2.46951298E-04 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 284.40469 sigma out 27 active outputs RANK 2 NODE 3 --> 159.75191 sigma out 27 active outputs RANK 3 NODE 2 --> 139.25386 sigma out 27 active outputs RANK 4 NODE 6 --> 108.43466 sigma out 27 active outputs RANK 5 NODE 5 --> 96.596771 sigma out 27 active outputs RANK 6 NODE 4 --> 86.172935 sigma out 26 active outputs RANK 7 NODE 15 --> 74.813553 sigma out 27 active outputs RANK 8 NODE 7 --> 69.312729 sigma out 27 active outputs RANK 9 NODE 8 --> 66.961952 sigma out 27 active outputs RANK 10 NODE 12 --> 66.111534 sigma out 27 active outputs RANK 11 NODE 9 --> 60.915817 sigma out 27 active outputs RANK 12 NODE 14 --> 58.769699 sigma out 27 active outputs RANK 13 NODE 13 --> 56.116177 sigma out 26 active outputs RANK 14 NODE 11 --> 45.071060 sigma out 27 active outputs RANK 15 NODE 17 --> 41.706547 sigma out 27 active outputs RANK 16 NODE 16 --> 36.903072 sigma out 27 active outputs RANK 17 NODE 21 --> 33.377186 sigma out 27 active outputs RANK 18 NODE 10 --> 31.851376 sigma out 27 active outputs RANK 19 NODE 19 --> 28.328899 sigma out 27 active outputs RANK 20 NODE 22 --> 25.768541 sigma out 27 active outputs RANK 21 NODE 18 --> 25.501583 sigma out 27 active outputs RANK 22 NODE 23 --> 22.727137 sigma out 26 active outputs RANK 23 NODE 20 --> 20.967861 sigma out 27 active outputs RANK 24 NODE 24 --> 20.478704 sigma out 27 active outputs RANK 25 NODE 26 --> 18.731333 sigma out 26 active outputs RANK 26 NODE 25 --> 13.310343 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 203.58298 sigma in 26 act. ( 145.91399 sig out 1 act.) RANK 2 NODE 6 --> 199.79684 sigma in 26 act. ( 134.56689 sig out 1 act.) RANK 3 NODE 8 --> 113.21182 sigma in 26 act. ( 80.625053 sig out 1 act.) RANK 4 NODE 7 --> 113.15498 sigma in 26 act. ( 96.317955 sig out 1 act.) RANK 5 NODE 27 --> 102.43260 sigma in 26 act. ( 91.049927 sig out 1 act.) RANK 6 NODE 11 --> 97.878242 sigma in 25 act. ( 89.393753 sig out 1 act.) RANK 7 NODE 24 --> 95.907913 sigma in 26 act. ( 82.954140 sig out 1 act.) RANK 8 NODE 19 --> 94.229660 sigma in 25 act. ( 97.528290 sig out 1 act.) RANK 9 NODE 14 --> 79.982857 sigma in 26 act. ( 71.684715 sig out 1 act.) RANK 10 NODE 22 --> 74.850227 sigma in 26 act. ( 70.767448 sig out 1 act.) RANK 11 NODE 12 --> 71.635498 sigma in 26 act. ( 72.685081 sig out 1 act.) RANK 12 NODE 20 --> 61.869141 sigma in 26 act. ( 78.453705 sig out 1 act.) RANK 13 NODE 5 --> 60.655941 sigma in 26 act. ( 53.928585 sig out 1 act.) RANK 14 NODE 26 --> 54.835178 sigma in 26 act. ( 44.310898 sig out 1 act.) RANK 15 NODE 9 --> 54.743019 sigma in 26 act. ( 40.310349 sig out 1 act.) RANK 16 NODE 16 --> 53.051472 sigma in 26 act. ( 69.331726 sig out 1 act.) RANK 17 NODE 3 --> 52.215900 sigma in 26 act. ( 49.015633 sig out 1 act.) RANK 18 NODE 25 --> 51.649391 sigma in 26 act. ( 48.472706 sig out 1 act.) RANK 19 NODE 15 --> 51.110443 sigma in 26 act. ( 46.324936 sig out 1 act.) RANK 20 NODE 21 --> 44.288227 sigma in 25 act. ( 69.447701 sig out 1 act.) RANK 21 NODE 4 --> 43.262314 sigma in 26 act. ( 52.314713 sig out 1 act.) RANK 22 NODE 17 --> 39.294743 sigma in 26 act. ( 44.239586 sig out 1 act.) RANK 23 NODE 1 --> 35.266659 sigma in 25 act. ( 32.491360 sig out 1 act.) RANK 24 NODE 18 --> 30.538492 sigma in 26 act. ( 25.588097 sig out 1 act.) RANK 25 NODE 23 --> 22.916527 sigma in 26 act. ( 21.079504 sig out 1 act.) RANK 26 NODE 13 --> 19.851236 sigma in 26 act. ( 16.718882 sig out 1 act.) RANK 27 NODE 2 --> 9.6312313 sigma in 26 act. ( 7.0342898 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 145.91399 sigma out 1 act.( 203.58298 sig in 26 act.) RANK 2 NODE 6 --> 134.56689 sigma out 1 act.( 199.79684 sig in 26 act.) RANK 3 NODE 19 --> 97.528290 sigma out 1 act.( 94.229660 sig in 25 act.) RANK 4 NODE 7 --> 96.317955 sigma out 1 act.( 113.15498 sig in 26 act.) RANK 5 NODE 27 --> 91.049927 sigma out 1 act.( 102.43260 sig in 26 act.) RANK 6 NODE 11 --> 89.393753 sigma out 1 act.( 97.878242 sig in 25 act.) RANK 7 NODE 24 --> 82.954140 sigma out 1 act.( 95.907913 sig in 26 act.) RANK 8 NODE 8 --> 80.625053 sigma out 1 act.( 113.21182 sig in 26 act.) RANK 9 NODE 20 --> 78.453705 sigma out 1 act.( 61.869141 sig in 26 act.) RANK 10 NODE 12 --> 72.685081 sigma out 1 act.( 71.635498 sig in 26 act.) RANK 11 NODE 14 --> 71.684715 sigma out 1 act.( 79.982857 sig in 26 act.) RANK 12 NODE 22 --> 70.767448 sigma out 1 act.( 74.850227 sig in 26 act.) RANK 13 NODE 21 --> 69.447701 sigma out 1 act.( 44.288227 sig in 25 act.) RANK 14 NODE 16 --> 69.331726 sigma out 1 act.( 53.051472 sig in 26 act.) RANK 15 NODE 5 --> 53.928585 sigma out 1 act.( 60.655941 sig in 26 act.) RANK 16 NODE 4 --> 52.314713 sigma out 1 act.( 43.262314 sig in 26 act.) RANK 17 NODE 3 --> 49.015633 sigma out 1 act.( 52.215900 sig in 26 act.) RANK 18 NODE 25 --> 48.472706 sigma out 1 act.( 51.649391 sig in 26 act.) RANK 19 NODE 15 --> 46.324936 sigma out 1 act.( 51.110443 sig in 26 act.) RANK 20 NODE 26 --> 44.310898 sigma out 1 act.( 54.835178 sig in 26 act.) RANK 21 NODE 17 --> 44.239586 sigma out 1 act.( 39.294743 sig in 26 act.) RANK 22 NODE 9 --> 40.310349 sigma out 1 act.( 54.743019 sig in 26 act.) RANK 23 NODE 1 --> 32.491360 sigma out 1 act.( 35.266659 sig in 25 act.) RANK 24 NODE 18 --> 25.588097 sigma out 1 act.( 30.538492 sig in 26 act.) RANK 25 NODE 23 --> 21.079504 sigma out 1 act.( 22.916527 sig in 26 act.) RANK 26 NODE 13 --> 16.718882 sigma out 1 act.( 19.851236 sig in 26 act.) RANK 27 NODE 2 --> 7.0342898 sigma out 1 act.( 9.6312313 sig in 26 act.) RANK 1 NODE 1 --> 373.68228 sigma in 27 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.47443470 *** contribution from regularisation: 1.24216441E-03 *** contribution from error: -0.47567686 *** contribution from DIAG: 2.46995478E-04 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.47444043 *** contribution from regularisation: 1.24184915E-03 *** contribution from error: -0.47568229 *** contribution from DIAG: 2.43392074E-04 *********************************************** --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.47444442 *** contribution from regularisation: 1.24287605E-03 *** contribution from error: -0.47568730 *** contribution from DIAG: 2.45277304E-04 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.47444999 *** contribution from regularisation: 1.24243845E-03 *** contribution from error: -0.47569242 *** contribution from DIAG: 2.44910916E-04 *********************************************** --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.47445625 *** contribution from regularisation: 1.24131888E-03 *** contribution from error: -0.47569758 *** contribution from DIAG: 2.44866707E-04 *********************************************** --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.47446164 *** contribution from regularisation: 1.24096731E-03 *** contribution from error: -0.47570261 *** contribution from DIAG: 2.45086238E-04 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.47446549 *** contribution from regularisation: 1.24218839E-03 *** contribution from error: -0.47570768 *** contribution from DIAG: 2.44649214E-04 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.47447005 *** contribution from regularisation: 1.24249165E-03 *** contribution from error: -0.47571254 *** contribution from DIAG: 2.44683964E-04 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.47447601 *** contribution from regularisation: 1.24142412E-03 *** contribution from error: -0.47571743 *** contribution from DIAG: 2.44356663E-04 *********************************************** --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.47447982 *** contribution from regularisation: 1.24242005E-03 *** contribution from error: -0.47572225 *** contribution from DIAG: 2.44088733E-04 *********************************************** --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 284.93326 sigma out 27 active outputs RANK 2 NODE 3 --> 160.15999 sigma out 27 active outputs RANK 3 NODE 2 --> 139.50525 sigma out 27 active outputs RANK 4 NODE 6 --> 109.11687 sigma out 27 active outputs RANK 5 NODE 5 --> 97.279694 sigma out 27 active outputs RANK 6 NODE 4 --> 86.371643 sigma out 26 active outputs RANK 7 NODE 15 --> 74.731216 sigma out 27 active outputs RANK 8 NODE 7 --> 70.000771 sigma out 27 active outputs RANK 9 NODE 8 --> 67.290054 sigma out 27 active outputs RANK 10 NODE 12 --> 66.313126 sigma out 27 active outputs RANK 11 NODE 9 --> 60.525387 sigma out 27 active outputs RANK 12 NODE 14 --> 58.665623 sigma out 27 active outputs RANK 13 NODE 13 --> 56.027386 sigma out 26 active outputs RANK 14 NODE 11 --> 45.015106 sigma out 27 active outputs RANK 15 NODE 17 --> 41.819271 sigma out 27 active outputs RANK 16 NODE 16 --> 36.959980 sigma out 27 active outputs RANK 17 NODE 21 --> 33.398026 sigma out 27 active outputs RANK 18 NODE 10 --> 31.918684 sigma out 27 active outputs RANK 19 NODE 19 --> 28.115026 sigma out 27 active outputs RANK 20 NODE 22 --> 25.912807 sigma out 27 active outputs RANK 21 NODE 18 --> 25.458956 sigma out 27 active outputs RANK 22 NODE 23 --> 22.746887 sigma out 26 active outputs RANK 23 NODE 20 --> 20.916124 sigma out 27 active outputs RANK 24 NODE 24 --> 20.558418 sigma out 27 active outputs RANK 25 NODE 26 --> 18.888208 sigma out 26 active outputs RANK 26 NODE 25 --> 13.338299 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 204.28569 sigma in 26 act. ( 145.68582 sig out 1 act.) RANK 2 NODE 6 --> 199.83821 sigma in 26 act. ( 135.42897 sig out 1 act.) RANK 3 NODE 7 --> 113.42149 sigma in 26 act. ( 96.141396 sig out 1 act.) RANK 4 NODE 8 --> 113.41701 sigma in 26 act. ( 80.642334 sig out 1 act.) RANK 5 NODE 27 --> 102.73544 sigma in 26 act. ( 90.902504 sig out 1 act.) RANK 6 NODE 11 --> 98.127068 sigma in 25 act. ( 89.772049 sig out 1 act.) RANK 7 NODE 24 --> 96.083733 sigma in 26 act. ( 83.439392 sig out 1 act.) RANK 8 NODE 19 --> 94.647346 sigma in 25 act. ( 97.559982 sig out 1 act.) RANK 9 NODE 14 --> 80.095100 sigma in 26 act. ( 71.906944 sig out 1 act.) RANK 10 NODE 22 --> 74.987587 sigma in 26 act. ( 71.069122 sig out 1 act.) RANK 11 NODE 12 --> 71.992058 sigma in 26 act. ( 73.085495 sig out 1 act.) RANK 12 NODE 20 --> 62.237617 sigma in 26 act. ( 78.703484 sig out 1 act.) RANK 13 NODE 5 --> 60.752411 sigma in 26 act. ( 54.166058 sig out 1 act.) RANK 14 NODE 9 --> 55.109798 sigma in 26 act. ( 40.458927 sig out 1 act.) RANK 15 NODE 26 --> 55.010849 sigma in 26 act. ( 44.524864 sig out 1 act.) RANK 16 NODE 16 --> 53.234444 sigma in 26 act. ( 69.724434 sig out 1 act.) RANK 17 NODE 3 --> 52.452732 sigma in 26 act. ( 49.283367 sig out 1 act.) RANK 18 NODE 25 --> 51.796474 sigma in 26 act. ( 48.580311 sig out 1 act.) RANK 19 NODE 15 --> 51.290726 sigma in 26 act. ( 46.506199 sig out 1 act.) RANK 20 NODE 21 --> 44.026516 sigma in 25 act. ( 69.739296 sig out 1 act.) RANK 21 NODE 4 --> 43.360996 sigma in 26 act. ( 52.678101 sig out 1 act.) RANK 22 NODE 17 --> 39.297050 sigma in 26 act. ( 44.195114 sig out 1 act.) RANK 23 NODE 1 --> 35.284485 sigma in 25 act. ( 32.592533 sig out 1 act.) RANK 24 NODE 18 --> 30.622929 sigma in 26 act. ( 25.682732 sig out 1 act.) RANK 25 NODE 23 --> 22.951868 sigma in 26 act. ( 21.097166 sig out 1 act.) RANK 26 NODE 13 --> 20.004930 sigma in 26 act. ( 16.868532 sig out 1 act.) RANK 27 NODE 2 --> 9.6012096 sigma in 26 act. ( 7.0439491 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 145.68582 sigma out 1 act.( 204.28569 sig in 26 act.) RANK 2 NODE 6 --> 135.42897 sigma out 1 act.( 199.83821 sig in 26 act.) RANK 3 NODE 19 --> 97.559982 sigma out 1 act.( 94.647346 sig in 25 act.) RANK 4 NODE 7 --> 96.141396 sigma out 1 act.( 113.42149 sig in 26 act.) RANK 5 NODE 27 --> 90.902504 sigma out 1 act.( 102.73544 sig in 26 act.) RANK 6 NODE 11 --> 89.772049 sigma out 1 act.( 98.127068 sig in 25 act.) RANK 7 NODE 24 --> 83.439392 sigma out 1 act.( 96.083733 sig in 26 act.) RANK 8 NODE 8 --> 80.642334 sigma out 1 act.( 113.41701 sig in 26 act.) RANK 9 NODE 20 --> 78.703484 sigma out 1 act.( 62.237617 sig in 26 act.) RANK 10 NODE 12 --> 73.085495 sigma out 1 act.( 71.992058 sig in 26 act.) RANK 11 NODE 14 --> 71.906944 sigma out 1 act.( 80.095100 sig in 26 act.) RANK 12 NODE 22 --> 71.069122 sigma out 1 act.( 74.987587 sig in 26 act.) RANK 13 NODE 21 --> 69.739296 sigma out 1 act.( 44.026516 sig in 25 act.) RANK 14 NODE 16 --> 69.724434 sigma out 1 act.( 53.234444 sig in 26 act.) RANK 15 NODE 5 --> 54.166058 sigma out 1 act.( 60.752411 sig in 26 act.) RANK 16 NODE 4 --> 52.678101 sigma out 1 act.( 43.360996 sig in 26 act.) RANK 17 NODE 3 --> 49.283367 sigma out 1 act.( 52.452732 sig in 26 act.) RANK 18 NODE 25 --> 48.580311 sigma out 1 act.( 51.796474 sig in 26 act.) RANK 19 NODE 15 --> 46.506199 sigma out 1 act.( 51.290726 sig in 26 act.) RANK 20 NODE 26 --> 44.524864 sigma out 1 act.( 55.010849 sig in 26 act.) RANK 21 NODE 17 --> 44.195114 sigma out 1 act.( 39.297050 sig in 26 act.) RANK 22 NODE 9 --> 40.458927 sigma out 1 act.( 55.109798 sig in 26 act.) RANK 23 NODE 1 --> 32.592533 sigma out 1 act.( 35.284485 sig in 25 act.) RANK 24 NODE 18 --> 25.682732 sigma out 1 act.( 30.622929 sig in 26 act.) RANK 25 NODE 23 --> 21.097166 sigma out 1 act.( 22.951868 sig in 26 act.) RANK 26 NODE 13 --> 16.868532 sigma out 1 act.( 20.004930 sig in 26 act.) RANK 27 NODE 2 --> 7.0439491 sigma out 1 act.( 9.6012096 sig in 26 act.) RANK 1 NODE 1 --> 374.60745 sigma in 27 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.47448573 *** contribution from regularisation: 1.24134182E-03 *** contribution from error: -0.47572708 *** contribution from DIAG: 2.43377071E-04 *********************************************** --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.47448921 *** contribution from regularisation: 1.24264159E-03 *** contribution from error: -0.47573185 *** contribution from DIAG: 2.44494760E-04 *********************************************** --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.47449538 *** contribution from regularisation: 1.24112610E-03 *** contribution from error: -0.47573650 *** contribution from DIAG: 2.44364608E-04 *********************************************** --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.47449824 *** contribution from regularisation: 1.24286243E-03 *** contribution from error: -0.47574112 *** contribution from DIAG: 2.44926836E-04 *********************************************** --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.47450420 *** contribution from regularisation: 1.24136731E-03 *** contribution from error: -0.47574556 *** contribution from DIAG: 2.45534990E-04 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.47450808 *** contribution from regularisation: 1.24187639E-03 *** contribution from error: -0.47574994 *** contribution from DIAG: 2.44910130E-04 *********************************************** --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.47451290 *** contribution from regularisation: 1.24167174E-03 *** contribution from error: -0.47575459 *** contribution from DIAG: 2.44653493E-04 *********************************************** --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.47451726 *** contribution from regularisation: 1.24191784E-03 *** contribution from error: -0.47575918 *** contribution from DIAG: 2.44578783E-04 *********************************************** --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.47452140 *** contribution from regularisation: 1.24213914E-03 *** contribution from error: -0.47576353 *** contribution from DIAG: 2.44578026E-04 *********************************************** --------------------------------------------------- Iteration : 79 *********************************************** *** Learn Path 79 *** loss function: -0.47452635 *** contribution from regularisation: 1.24165695E-03 *** contribution from error: -0.47576800 *** contribution from DIAG: 2.45090894E-04 *********************************************** --------------------------------------------------- Iteration : 80 kill weight from layer 1 knot 16 to knot 2 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 283.93591 sigma out 27 active outputs RANK 2 NODE 3 --> 159.93077 sigma out 27 active outputs RANK 3 NODE 2 --> 139.22437 sigma out 27 active outputs RANK 4 NODE 6 --> 108.48284 sigma out 27 active outputs RANK 5 NODE 5 --> 96.280434 sigma out 27 active outputs RANK 6 NODE 4 --> 86.330635 sigma out 26 active outputs RANK 7 NODE 15 --> 74.974030 sigma out 27 active outputs RANK 8 NODE 7 --> 69.672241 sigma out 27 active outputs RANK 9 NODE 12 --> 67.282570 sigma out 27 active outputs RANK 10 NODE 8 --> 67.229500 sigma out 27 active outputs RANK 11 NODE 9 --> 60.583973 sigma out 27 active outputs RANK 12 NODE 14 --> 58.355774 sigma out 27 active outputs RANK 13 NODE 13 --> 55.816082 sigma out 26 active outputs RANK 14 NODE 11 --> 44.915371 sigma out 27 active outputs RANK 15 NODE 17 --> 41.475449 sigma out 27 active outputs RANK 16 NODE 16 --> 36.805065 sigma out 26 active outputs RANK 17 NODE 21 --> 33.350311 sigma out 27 active outputs RANK 18 NODE 10 --> 31.750875 sigma out 27 active outputs RANK 19 NODE 19 --> 28.042347 sigma out 27 active outputs RANK 20 NODE 18 --> 25.501032 sigma out 27 active outputs RANK 21 NODE 22 --> 25.458765 sigma out 27 active outputs RANK 22 NODE 23 --> 22.524734 sigma out 26 active outputs RANK 23 NODE 20 --> 20.931421 sigma out 27 active outputs RANK 24 NODE 24 --> 20.357307 sigma out 27 active outputs RANK 25 NODE 26 --> 18.908922 sigma out 26 active outputs RANK 26 NODE 25 --> 13.201812 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 203.53717 sigma in 26 act. ( 146.30759 sig out 1 act.) RANK 2 NODE 6 --> 199.27943 sigma in 26 act. ( 135.88896 sig out 1 act.) RANK 3 NODE 8 --> 113.02825 sigma in 26 act. ( 80.446381 sig out 1 act.) RANK 4 NODE 7 --> 112.75556 sigma in 26 act. ( 96.229973 sig out 1 act.) RANK 5 NODE 27 --> 102.49090 sigma in 26 act. ( 90.510094 sig out 1 act.) RANK 6 NODE 11 --> 98.025467 sigma in 25 act. ( 89.726242 sig out 1 act.) RANK 7 NODE 24 --> 95.843658 sigma in 26 act. ( 83.174393 sig out 1 act.) RANK 8 NODE 19 --> 94.408630 sigma in 25 act. ( 97.528854 sig out 1 act.) RANK 9 NODE 14 --> 79.929642 sigma in 26 act. ( 71.870491 sig out 1 act.) RANK 10 NODE 22 --> 74.854736 sigma in 26 act. ( 70.906410 sig out 1 act.) RANK 11 NODE 12 --> 71.816765 sigma in 26 act. ( 73.341713 sig out 1 act.) RANK 12 NODE 20 --> 62.255722 sigma in 26 act. ( 78.971786 sig out 1 act.) RANK 13 NODE 5 --> 60.637302 sigma in 26 act. ( 53.930305 sig out 1 act.) RANK 14 NODE 9 --> 55.072880 sigma in 26 act. ( 40.391094 sig out 1 act.) RANK 15 NODE 26 --> 54.957058 sigma in 26 act. ( 44.487896 sig out 1 act.) RANK 16 NODE 16 --> 53.329433 sigma in 26 act. ( 69.538864 sig out 1 act.) RANK 17 NODE 3 --> 52.416443 sigma in 26 act. ( 49.504055 sig out 1 act.) RANK 18 NODE 25 --> 51.618446 sigma in 26 act. ( 48.642910 sig out 1 act.) RANK 19 NODE 15 --> 51.192043 sigma in 26 act. ( 46.502369 sig out 1 act.) RANK 20 NODE 21 --> 43.703911 sigma in 25 act. ( 69.589355 sig out 1 act.) RANK 21 NODE 4 --> 43.182392 sigma in 26 act. ( 52.994480 sig out 1 act.) RANK 22 NODE 17 --> 39.181152 sigma in 26 act. ( 43.895988 sig out 1 act.) RANK 23 NODE 1 --> 35.247402 sigma in 25 act. ( 32.690941 sig out 1 act.) RANK 24 NODE 18 --> 30.557547 sigma in 26 act. ( 25.798620 sig out 1 act.) RANK 25 NODE 23 --> 22.853430 sigma in 26 act. ( 21.094551 sig out 1 act.) RANK 26 NODE 13 --> 20.046707 sigma in 26 act. ( 16.856966 sig out 1 act.) RANK 27 NODE 2 --> 9.5474072 sigma in 25 act. ( 7.0152869 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 146.30759 sigma out 1 act.( 203.53717 sig in 26 act.) RANK 2 NODE 6 --> 135.88896 sigma out 1 act.( 199.27943 sig in 26 act.) RANK 3 NODE 19 --> 97.528854 sigma out 1 act.( 94.408630 sig in 25 act.) RANK 4 NODE 7 --> 96.229973 sigma out 1 act.( 112.75556 sig in 26 act.) RANK 5 NODE 27 --> 90.510094 sigma out 1 act.( 102.49090 sig in 26 act.) RANK 6 NODE 11 --> 89.726242 sigma out 1 act.( 98.025467 sig in 25 act.) RANK 7 NODE 24 --> 83.174393 sigma out 1 act.( 95.843658 sig in 26 act.) RANK 8 NODE 8 --> 80.446381 sigma out 1 act.( 113.02825 sig in 26 act.) RANK 9 NODE 20 --> 78.971786 sigma out 1 act.( 62.255722 sig in 26 act.) RANK 10 NODE 12 --> 73.341713 sigma out 1 act.( 71.816765 sig in 26 act.) RANK 11 NODE 14 --> 71.870491 sigma out 1 act.( 79.929642 sig in 26 act.) RANK 12 NODE 22 --> 70.906410 sigma out 1 act.( 74.854736 sig in 26 act.) RANK 13 NODE 21 --> 69.589355 sigma out 1 act.( 43.703911 sig in 25 act.) RANK 14 NODE 16 --> 69.538864 sigma out 1 act.( 53.329433 sig in 26 act.) RANK 15 NODE 5 --> 53.930305 sigma out 1 act.( 60.637302 sig in 26 act.) RANK 16 NODE 4 --> 52.994480 sigma out 1 act.( 43.182392 sig in 26 act.) RANK 17 NODE 3 --> 49.504055 sigma out 1 act.( 52.416443 sig in 26 act.) RANK 18 NODE 25 --> 48.642910 sigma out 1 act.( 51.618446 sig in 26 act.) RANK 19 NODE 15 --> 46.502369 sigma out 1 act.( 51.192043 sig in 26 act.) RANK 20 NODE 26 --> 44.487896 sigma out 1 act.( 54.957058 sig in 26 act.) RANK 21 NODE 17 --> 43.895988 sigma out 1 act.( 39.181152 sig in 26 act.) RANK 22 NODE 9 --> 40.391094 sigma out 1 act.( 55.072880 sig in 26 act.) RANK 23 NODE 1 --> 32.690941 sigma out 1 act.( 35.247402 sig in 25 act.) RANK 24 NODE 18 --> 25.798620 sigma out 1 act.( 30.557547 sig in 26 act.) RANK 25 NODE 23 --> 21.094551 sigma out 1 act.( 22.853430 sig in 26 act.) RANK 26 NODE 13 --> 16.856966 sigma out 1 act.( 20.046707 sig in 26 act.) RANK 27 NODE 2 --> 7.0152869 sigma out 1 act.( 9.5474072 sig in 25 act.) RANK 1 NODE 1 --> 374.84595 sigma in 27 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.47453079 *** contribution from regularisation: 1.24154286E-03 *** contribution from error: -0.47577232 *** contribution from DIAG: 2.44950148E-04 *********************************************** --------------------------------------------------- Iteration : 81 *********************************************** *** Learn Path 81 *** loss function: -0.47453576 *** contribution from regularisation: 1.24078034E-03 *** contribution from error: -0.47577655 *** contribution from DIAG: 2.45751900E-04 *********************************************** --------------------------------------------------- Iteration : 82 *********************************************** *** Learn Path 82 *** loss function: -0.47453970 *** contribution from regularisation: 1.24116300E-03 *** contribution from error: -0.47578087 *** contribution from DIAG: 2.45917676E-04 *********************************************** --------------------------------------------------- Iteration : 83 *********************************************** *** Learn Path 83 *** loss function: -0.47454298 *** contribution from regularisation: 1.24189793E-03 *** contribution from error: -0.47578487 *** contribution from DIAG: 2.45450879E-04 *********************************************** --------------------------------------------------- Iteration : 84 *********************************************** *** Learn Path 84 *** loss function: -0.47454759 *** contribution from regularisation: 1.24144927E-03 *** contribution from error: -0.47578904 *** contribution from DIAG: 2.44985858E-04 *********************************************** --------------------------------------------------- Iteration : 85 *********************************************** *** Learn Path 85 *** loss function: -0.47455263 *** contribution from regularisation: 1.24068535E-03 *** contribution from error: -0.47579330 *** contribution from DIAG: 2.45560193E-04 *********************************************** --------------------------------------------------- Iteration : 86 *********************************************** *** Learn Path 86 *** loss function: -0.47455639 *** contribution from regularisation: 1.24103785E-03 *** contribution from error: -0.47579741 *** contribution from DIAG: 2.39076559E-04 *********************************************** --------------------------------------------------- Iteration : 87 *********************************************** *** Learn Path 87 *** loss function: -0.47455975 *** contribution from regularisation: 1.24160934E-03 *** contribution from error: -0.47580135 *** contribution from DIAG: 2.39982925E-04 *********************************************** --------------------------------------------------- Iteration : 88 *********************************************** *** Learn Path 88 *** loss function: -0.47456419 *** contribution from regularisation: 1.24114205E-03 *** contribution from error: -0.47580534 *** contribution from DIAG: 2.40316993E-04 *********************************************** --------------------------------------------------- Iteration : 89 *********************************************** *** Learn Path 89 *** loss function: -0.47456828 *** contribution from regularisation: 1.24094111E-03 *** contribution from error: -0.47580922 *** contribution from DIAG: 2.40441732E-04 *********************************************** --------------------------------------------------- Iteration : 90 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 283.69843 sigma out 27 active outputs RANK 2 NODE 3 --> 160.10934 sigma out 27 active outputs RANK 3 NODE 2 --> 139.50247 sigma out 27 active outputs RANK 4 NODE 6 --> 107.86439 sigma out 27 active outputs RANK 5 NODE 5 --> 96.986374 sigma out 27 active outputs RANK 6 NODE 4 --> 86.243713 sigma out 26 active outputs RANK 7 NODE 15 --> 74.789207 sigma out 27 active outputs RANK 8 NODE 7 --> 69.917274 sigma out 27 active outputs RANK 9 NODE 8 --> 67.021767 sigma out 27 active outputs RANK 10 NODE 12 --> 66.095726 sigma out 27 active outputs RANK 11 NODE 9 --> 60.195049 sigma out 27 active outputs RANK 12 NODE 14 --> 58.591366 sigma out 27 active outputs RANK 13 NODE 13 --> 55.961086 sigma out 26 active outputs RANK 14 NODE 11 --> 44.755539 sigma out 27 active outputs RANK 15 NODE 17 --> 41.513477 sigma out 27 active outputs RANK 16 NODE 16 --> 36.751041 sigma out 26 active outputs RANK 17 NODE 21 --> 33.372627 sigma out 27 active outputs RANK 18 NODE 10 --> 31.325855 sigma out 27 active outputs RANK 19 NODE 19 --> 28.105490 sigma out 27 active outputs RANK 20 NODE 22 --> 25.571859 sigma out 27 active outputs RANK 21 NODE 18 --> 25.346912 sigma out 27 active outputs RANK 22 NODE 23 --> 22.660215 sigma out 26 active outputs RANK 23 NODE 20 --> 20.829643 sigma out 27 active outputs RANK 24 NODE 24 --> 20.368633 sigma out 27 active outputs RANK 25 NODE 26 --> 18.878195 sigma out 26 active outputs RANK 26 NODE 25 --> 13.185557 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 203.40059 sigma in 26 act. ( 145.96234 sig out 1 act.) RANK 2 NODE 6 --> 199.36546 sigma in 26 act. ( 135.12376 sig out 1 act.) RANK 3 NODE 8 --> 112.77125 sigma in 26 act. ( 80.413895 sig out 1 act.) RANK 4 NODE 7 --> 112.75542 sigma in 26 act. ( 95.751312 sig out 1 act.) RANK 5 NODE 27 --> 102.11530 sigma in 26 act. ( 90.562737 sig out 1 act.) RANK 6 NODE 11 --> 97.874146 sigma in 25 act. ( 89.730034 sig out 1 act.) RANK 7 NODE 24 --> 95.778404 sigma in 26 act. ( 83.296227 sig out 1 act.) RANK 8 NODE 19 --> 94.503609 sigma in 25 act. ( 97.295372 sig out 1 act.) RANK 9 NODE 14 --> 79.873932 sigma in 26 act. ( 71.634483 sig out 1 act.) RANK 10 NODE 22 --> 74.721382 sigma in 26 act. ( 71.296188 sig out 1 act.) RANK 11 NODE 12 --> 71.982773 sigma in 26 act. ( 73.584518 sig out 1 act.) RANK 12 NODE 20 --> 62.100975 sigma in 26 act. ( 79.287605 sig out 1 act.) RANK 13 NODE 5 --> 60.549850 sigma in 26 act. ( 53.591591 sig out 1 act.) RANK 14 NODE 9 --> 55.272594 sigma in 26 act. ( 40.541603 sig out 1 act.) RANK 15 NODE 26 --> 54.992447 sigma in 26 act. ( 44.517162 sig out 1 act.) RANK 16 NODE 16 --> 53.162724 sigma in 26 act. ( 70.001099 sig out 1 act.) RANK 17 NODE 3 --> 52.464397 sigma in 26 act. ( 49.689720 sig out 1 act.) RANK 18 NODE 25 --> 51.568348 sigma in 26 act. ( 48.566658 sig out 1 act.) RANK 19 NODE 15 --> 51.220566 sigma in 26 act. ( 46.400017 sig out 1 act.) RANK 20 NODE 21 --> 43.383640 sigma in 25 act. ( 69.749733 sig out 1 act.) RANK 21 NODE 4 --> 43.289127 sigma in 26 act. ( 53.097214 sig out 1 act.) RANK 22 NODE 17 --> 39.031231 sigma in 26 act. ( 44.022575 sig out 1 act.) RANK 23 NODE 1 --> 35.220287 sigma in 25 act. ( 32.530037 sig out 1 act.) RANK 24 NODE 18 --> 30.585449 sigma in 26 act. ( 25.579958 sig out 1 act.) RANK 25 NODE 23 --> 22.823446 sigma in 26 act. ( 20.993349 sig out 1 act.) RANK 26 NODE 13 --> 20.126324 sigma in 26 act. ( 16.944149 sig out 1 act.) RANK 27 NODE 2 --> 9.5143814 sigma in 25 act. ( 7.0335693 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 145.96234 sigma out 1 act.( 203.40059 sig in 26 act.) RANK 2 NODE 6 --> 135.12376 sigma out 1 act.( 199.36546 sig in 26 act.) RANK 3 NODE 19 --> 97.295372 sigma out 1 act.( 94.503609 sig in 25 act.) RANK 4 NODE 7 --> 95.751312 sigma out 1 act.( 112.75542 sig in 26 act.) RANK 5 NODE 27 --> 90.562737 sigma out 1 act.( 102.11530 sig in 26 act.) RANK 6 NODE 11 --> 89.730034 sigma out 1 act.( 97.874146 sig in 25 act.) RANK 7 NODE 24 --> 83.296227 sigma out 1 act.( 95.778404 sig in 26 act.) RANK 8 NODE 8 --> 80.413895 sigma out 1 act.( 112.77125 sig in 26 act.) RANK 9 NODE 20 --> 79.287605 sigma out 1 act.( 62.100975 sig in 26 act.) RANK 10 NODE 12 --> 73.584518 sigma out 1 act.( 71.982773 sig in 26 act.) RANK 11 NODE 14 --> 71.634483 sigma out 1 act.( 79.873932 sig in 26 act.) RANK 12 NODE 22 --> 71.296188 sigma out 1 act.( 74.721382 sig in 26 act.) RANK 13 NODE 16 --> 70.001099 sigma out 1 act.( 53.162724 sig in 26 act.) RANK 14 NODE 21 --> 69.749733 sigma out 1 act.( 43.383640 sig in 25 act.) RANK 15 NODE 5 --> 53.591591 sigma out 1 act.( 60.549850 sig in 26 act.) RANK 16 NODE 4 --> 53.097214 sigma out 1 act.( 43.289127 sig in 26 act.) RANK 17 NODE 3 --> 49.689720 sigma out 1 act.( 52.464397 sig in 26 act.) RANK 18 NODE 25 --> 48.566658 sigma out 1 act.( 51.568348 sig in 26 act.) RANK 19 NODE 15 --> 46.400017 sigma out 1 act.( 51.220566 sig in 26 act.) RANK 20 NODE 26 --> 44.517162 sigma out 1 act.( 54.992447 sig in 26 act.) RANK 21 NODE 17 --> 44.022575 sigma out 1 act.( 39.031231 sig in 26 act.) RANK 22 NODE 9 --> 40.541603 sigma out 1 act.( 55.272594 sig in 26 act.) RANK 23 NODE 1 --> 32.530037 sigma out 1 act.( 35.220287 sig in 25 act.) RANK 24 NODE 18 --> 25.579958 sigma out 1 act.( 30.585449 sig in 26 act.) RANK 25 NODE 23 --> 20.993349 sigma out 1 act.( 22.823446 sig in 26 act.) RANK 26 NODE 13 --> 16.944149 sigma out 1 act.( 20.126324 sig in 26 act.) RANK 27 NODE 2 --> 7.0335693 sigma out 1 act.( 9.5143814 sig in 25 act.) RANK 1 NODE 1 --> 374.51602 sigma in 27 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.47457227 *** contribution from regularisation: 1.24098849E-03 *** contribution from error: -0.47581327 *** contribution from DIAG: 2.40840076E-04 *********************************************** --------------------------------------------------- Iteration : 91 *********************************************** *** Learn Path 91 *** loss function: -0.47457674 *** contribution from regularisation: 1.24045846E-03 *** contribution from error: -0.47581720 *** contribution from DIAG: 2.40630165E-04 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 24 to knot 19 *********************************************** *** Learn Path 92 *** loss function: -0.47458032 *** contribution from regularisation: 1.24093820E-03 *** contribution from error: -0.47582126 *** contribution from DIAG: 2.41319140E-04 *********************************************** --------------------------------------------------- Iteration : 93 *********************************************** *** Learn Path 93 *** loss function: -0.47458562 *** contribution from regularisation: 1.23943540E-03 *** contribution from error: -0.47582507 *** contribution from DIAG: 2.41641916E-04 *********************************************** --------------------------------------------------- Iteration : 94 *********************************************** *** Learn Path 94 *** loss function: -0.47458872 *** contribution from regularisation: 1.24000630E-03 *** contribution from error: -0.47582874 *** contribution from DIAG: 2.42470225E-04 *********************************************** --------------------------------------------------- Iteration : 95 *********************************************** *** Learn Path 95 *** loss function: -0.47459203 *** contribution from regularisation: 1.24037138E-03 *** contribution from error: -0.47583240 *** contribution from DIAG: 2.42404887E-04 *********************************************** --------------------------------------------------- Iteration : 96 *********************************************** *** Learn Path 96 *** loss function: -0.47459587 *** contribution from regularisation: 1.24029058E-03 *** contribution from error: -0.47583616 *** contribution from DIAG: 2.42184120E-04 *********************************************** --------------------------------------------------- Iteration : 97 *********************************************** *** Learn Path 97 *** loss function: -0.47460002 *** contribution from regularisation: 1.23973354E-03 *** contribution from error: -0.47583976 *** contribution from DIAG: 2.41577800E-04 *********************************************** --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.47460389 *** contribution from regularisation: 1.23959139E-03 *** contribution from error: -0.47584349 *** contribution from DIAG: 2.41949063E-04 *********************************************** --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.47460690 *** contribution from regularisation: 1.24016288E-03 *** contribution from error: -0.47584707 *** contribution from DIAG: 2.42230351E-04 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 285.11740 sigma out 27 active outputs RANK 2 NODE 3 --> 160.26971 sigma out 27 active outputs RANK 3 NODE 2 --> 139.56891 sigma out 27 active outputs RANK 4 NODE 6 --> 108.31669 sigma out 27 active outputs RANK 5 NODE 5 --> 96.809494 sigma out 27 active outputs RANK 6 NODE 4 --> 86.517235 sigma out 26 active outputs RANK 7 NODE 15 --> 74.958427 sigma out 27 active outputs RANK 8 NODE 7 --> 69.957726 sigma out 27 active outputs RANK 9 NODE 8 --> 67.160637 sigma out 27 active outputs RANK 10 NODE 12 --> 66.914612 sigma out 27 active outputs RANK 11 NODE 9 --> 60.504993 sigma out 27 active outputs RANK 12 NODE 14 --> 58.556522 sigma out 27 active outputs RANK 13 NODE 13 --> 56.317947 sigma out 26 active outputs RANK 14 NODE 11 --> 44.846889 sigma out 27 active outputs RANK 15 NODE 17 --> 41.545208 sigma out 27 active outputs RANK 16 NODE 16 --> 37.027626 sigma out 26 active outputs RANK 17 NODE 21 --> 33.684238 sigma out 27 active outputs RANK 18 NODE 10 --> 31.599804 sigma out 27 active outputs RANK 19 NODE 19 --> 28.192085 sigma out 27 active outputs RANK 20 NODE 22 --> 25.467463 sigma out 27 active outputs RANK 21 NODE 18 --> 25.392839 sigma out 27 active outputs RANK 22 NODE 23 --> 22.500008 sigma out 26 active outputs RANK 23 NODE 20 --> 20.803585 sigma out 27 active outputs RANK 24 NODE 24 --> 20.360790 sigma out 26 active outputs RANK 25 NODE 26 --> 18.901339 sigma out 26 active outputs RANK 26 NODE 25 --> 13.248578 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 204.24706 sigma in 26 act. ( 146.06602 sig out 1 act.) RANK 2 NODE 6 --> 199.90530 sigma in 26 act. ( 135.41417 sig out 1 act.) RANK 3 NODE 8 --> 113.19118 sigma in 26 act. ( 80.178658 sig out 1 act.) RANK 4 NODE 7 --> 112.89169 sigma in 26 act. ( 96.078537 sig out 1 act.) RANK 5 NODE 27 --> 102.46616 sigma in 26 act. ( 90.699875 sig out 1 act.) RANK 6 NODE 11 --> 98.421410 sigma in 25 act. ( 89.598152 sig out 1 act.) RANK 7 NODE 24 --> 96.090408 sigma in 26 act. ( 83.294708 sig out 1 act.) RANK 8 NODE 19 --> 94.772942 sigma in 24 act. ( 97.817810 sig out 1 act.) RANK 9 NODE 14 --> 80.174950 sigma in 26 act. ( 71.794266 sig out 1 act.) RANK 10 NODE 22 --> 75.069984 sigma in 26 act. ( 71.220367 sig out 1 act.) RANK 11 NODE 12 --> 72.274788 sigma in 26 act. ( 73.895866 sig out 1 act.) RANK 12 NODE 20 --> 62.440201 sigma in 26 act. ( 79.790619 sig out 1 act.) RANK 13 NODE 5 --> 60.632153 sigma in 26 act. ( 53.921257 sig out 1 act.) RANK 14 NODE 9 --> 55.431324 sigma in 26 act. ( 40.765305 sig out 1 act.) RANK 15 NODE 26 --> 55.138844 sigma in 26 act. ( 44.614185 sig out 1 act.) RANK 16 NODE 16 --> 53.387642 sigma in 26 act. ( 70.434547 sig out 1 act.) RANK 17 NODE 3 --> 52.646790 sigma in 26 act. ( 50.003834 sig out 1 act.) RANK 18 NODE 25 --> 51.682381 sigma in 26 act. ( 48.713531 sig out 1 act.) RANK 19 NODE 15 --> 51.388008 sigma in 26 act. ( 46.544098 sig out 1 act.) RANK 20 NODE 21 --> 43.297230 sigma in 25 act. ( 69.995300 sig out 1 act.) RANK 21 NODE 4 --> 43.276333 sigma in 26 act. ( 53.578541 sig out 1 act.) RANK 22 NODE 17 --> 39.031780 sigma in 26 act. ( 44.032696 sig out 1 act.) RANK 23 NODE 1 --> 35.342957 sigma in 25 act. ( 32.647007 sig out 1 act.) RANK 24 NODE 18 --> 30.637205 sigma in 26 act. ( 25.690790 sig out 1 act.) RANK 25 NODE 23 --> 22.836979 sigma in 26 act. ( 21.022665 sig out 1 act.) RANK 26 NODE 13 --> 20.241590 sigma in 26 act. ( 17.013266 sig out 1 act.) RANK 27 NODE 2 --> 9.4897900 sigma in 25 act. ( 7.0399351 sig out 1 act.) sorted by output significance RANK 1 NODE 10 --> 146.06602 sigma out 1 act.( 204.24706 sig in 26 act.) RANK 2 NODE 6 --> 135.41417 sigma out 1 act.( 199.90530 sig in 26 act.) RANK 3 NODE 19 --> 97.817810 sigma out 1 act.( 94.772942 sig in 24 act.) RANK 4 NODE 7 --> 96.078537 sigma out 1 act.( 112.89169 sig in 26 act.) RANK 5 NODE 27 --> 90.699875 sigma out 1 act.( 102.46616 sig in 26 act.) RANK 6 NODE 11 --> 89.598152 sigma out 1 act.( 98.421410 sig in 25 act.) RANK 7 NODE 24 --> 83.294708 sigma out 1 act.( 96.090408 sig in 26 act.) RANK 8 NODE 8 --> 80.178658 sigma out 1 act.( 113.19118 sig in 26 act.) RANK 9 NODE 20 --> 79.790619 sigma out 1 act.( 62.440201 sig in 26 act.) RANK 10 NODE 12 --> 73.895866 sigma out 1 act.( 72.274788 sig in 26 act.) RANK 11 NODE 14 --> 71.794266 sigma out 1 act.( 80.174950 sig in 26 act.) RANK 12 NODE 22 --> 71.220367 sigma out 1 act.( 75.069984 sig in 26 act.) RANK 13 NODE 16 --> 70.434547 sigma out 1 act.( 53.387642 sig in 26 act.) RANK 14 NODE 21 --> 69.995300 sigma out 1 act.( 43.297230 sig in 25 act.) RANK 15 NODE 5 --> 53.921257 sigma out 1 act.( 60.632153 sig in 26 act.) RANK 16 NODE 4 --> 53.578541 sigma out 1 act.( 43.276333 sig in 26 act.) RANK 17 NODE 3 --> 50.003834 sigma out 1 act.( 52.646790 sig in 26 act.) RANK 18 NODE 25 --> 48.713531 sigma out 1 act.( 51.682381 sig in 26 act.) RANK 19 NODE 15 --> 46.544098 sigma out 1 act.( 51.388008 sig in 26 act.) RANK 20 NODE 26 --> 44.614185 sigma out 1 act.( 55.138844 sig in 26 act.) RANK 21 NODE 17 --> 44.032696 sigma out 1 act.( 39.031780 sig in 26 act.) RANK 22 NODE 9 --> 40.765305 sigma out 1 act.( 55.431324 sig in 26 act.) RANK 23 NODE 1 --> 32.647007 sigma out 1 act.( 35.342957 sig in 25 act.) RANK 24 NODE 18 --> 25.690790 sigma out 1 act.( 30.637205 sig in 26 act.) RANK 25 NODE 23 --> 21.022665 sigma out 1 act.( 22.836979 sig in 26 act.) RANK 26 NODE 13 --> 17.013266 sigma out 1 act.( 20.241590 sig in 26 act.) RANK 27 NODE 2 --> 7.0399351 sigma out 1 act.( 9.4897900 sig in 25 act.) RANK 1 NODE 1 --> 375.39673 sigma in 27 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.47461033 *** contribution from regularisation: 1.24030700E-03 *** contribution from error: -0.47585064 *** contribution from DIAG: 2.41326663E-04 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 123813 Training Complete :) *** Break *** segmentation violation =========================================================== There was a crash. This is the entire stack trace of all threads: =========================================================== #0 0x00002b99016cc4d5 in waitpid () from /lib64/libc.so.6 #1 0x00002b990166e481 in do_system () from /lib64/libc.so.6 #2 0x00002b98ff9c4676 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 0x00002b98ff9c3f4c 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 0x00002b98f0bd5ec8 in _NeuroBayesTeacher_destructor() () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #6 0x00002b98f0bd5fdc 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 0x00002b98f0bd5e4f 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 0x00002b98f0bd5ec8 in _NeuroBayesTeacher_destructor() () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #6 0x00002b98f0bd5fdc 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 0x00002b98f0bd5e4f 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/Kaon/Upstream/GlobalPID_Kaon_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/Kaon/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/Kaon/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/Kaon/Upstream/NB.txt Training Host = lxplus436.cern.ch Particle type = kaon 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_Kaon_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