Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/DIAG/ENTROPY/LD1/BFGS/621/Pion/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/BFGS/621/Pion/Upstream/GlobalPID_Pion_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/BFGS/621/Pion/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/BFGS/621/Pion/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/BFGS/621/Pion/Upstream/NB.txt Training Host = lxplus432.cern.ch Particle type = pion 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_Pion_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 23 nodes, hidden layer has 26 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 23 Your number of nodes in the hidden layer is: 26 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function global preprocessing flag: 621 You want to use the global preprocessing flag 21 You use momentum: 0.0000000 Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 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 RichDLLe PreproFlag 34 Input 17 RichDLLmu PreproFlag 34 Input 18 RichDLLk PreproFlag 34 Input 19 RichDLLp PreproFlag 34 Input 20 RichDLLbt PreproFlag 34 Input 21 InAccBrem PreproFlag 19 Input 22 BremPIDe PreproFlag 34 Input 23 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 = 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 # 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 = 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 # 22 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 23 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 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: 53.653996 % ------------------------------ 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 ------------------------------ 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 -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 # 16 build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 -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 # 17 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -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 # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -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 # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -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 # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 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 # 21 ------------------------------ Transdef: Tab for variable 22 -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 # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 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 # 23 build map for variable # 23 warning: map is empty for variable 23 TOTAL CORRELATION OF ALL VARIABLES 56.340914078857487 ROUND 1 : MAX CORR ( 56.339742351040535 ) AFTER KILLING INPUT VARIABLE 5 CONTR 0.36336078430610186 ROUND 2 : MAX CORR ( 56.337040866229891 ) AFTER KILLING INPUT VARIABLE 19 CONTR 0.55171969184850367 ROUND 3 : MAX CORR ( 56.329944764410392 ) AFTER KILLING INPUT VARIABLE 15 CONTR 0.89414562669129904 ROUND 4 : MAX CORR ( 56.320669846179683 ) AFTER KILLING INPUT VARIABLE 2 CONTR 1.0221669331143948 ROUND 5 : MAX CORR ( 56.311723055639696 ) AFTER KILLING INPUT VARIABLE 17 CONTR 1.0038418338115127 ROUND 6 : MAX CORR ( 56.301590108105891 ) AFTER KILLING INPUT VARIABLE 12 CONTR 1.0682250670602709 ROUND 7 : MAX CORR ( 56.294221932871380 ) AFTER KILLING INPUT VARIABLE 13 CONTR 0.91083789654905423 ROUND 8 : MAX CORR ( 56.290214219588982 ) AFTER KILLING INPUT VARIABLE 3 CONTR 0.67171879544917001 ROUND 9 : MAX CORR ( 56.286068939599495 ) AFTER KILLING INPUT VARIABLE 21 CONTR 0.68312532808442605 ROUND 10 : MAX CORR ( 56.259008896569476 ) AFTER KILLING INPUT VARIABLE 10 CONTR 1.7451288345172786 ROUND 11 : MAX CORR ( 56.171270740224635 ) AFTER KILLING INPUT VARIABLE 18 CONTR 3.1407682901906488 ROUND 12 : MAX CORR ( 56.076804482342233 ) AFTER KILLING INPUT VARIABLE 11 CONTR 3.2563254783234861 ROUND 13 : MAX CORR ( 56.021559906299082 ) AFTER KILLING INPUT VARIABLE 6 CONTR 2.4885390524926643 ROUND 14 : MAX CORR ( 55.826540042426267 ) AFTER KILLING INPUT VARIABLE 9 CONTR 4.6703962601082729 ROUND 15 : MAX CORR ( 55.444883833210703 ) AFTER KILLING INPUT VARIABLE 22 CONTR 6.5167039084489593 ROUND 16 : MAX CORR ( 54.742441917799923 ) AFTER KILLING INPUT VARIABLE 20 CONTR 8.7977381271853847 ROUND 17 : MAX CORR ( 54.006490428646224 ) AFTER KILLING INPUT VARIABLE 14 CONTR 8.9461689400682456 ROUND 18 : MAX CORR ( 53.121917666750228 ) AFTER KILLING INPUT VARIABLE 7 CONTR 9.7346223258258142 ROUND 19 : MAX CORR ( 50.868338546868245 ) AFTER KILLING INPUT VARIABLE 23 CONTR 15.308503195093513 ROUND 20 : MAX CORR ( 45.848927313656418 ) AFTER KILLING INPUT VARIABLE 8 CONTR 22.033241493385670 ROUND 21 : MAX CORR ( 39.455051358135819 ) AFTER KILLING INPUT VARIABLE 4 CONTR 23.354294211981969 LAST REMAINING VARIABLE: 16 total correlation to target: 56.340914078857487 % total significance: 563.40914078857486 sigma correlations of single variables to target: variable 2 : 10.505559178541004 % , in sigma: 105.05559178541004 variable 3 : 18.285208635499025 % , in sigma: 182.85208635499026 variable 4 : 37.833363210542757 % , in sigma: 378.33363210542757 variable 5 : 19.181455318056429 % , in sigma: 191.81455318056427 variable 6 : 20.182854499313791 % , in sigma: 201.82854499313791 variable 7 : 30.652217624543233 % , in sigma: 306.52217624543232 variable 8 : 28.071747169918339 % , in sigma: 280.71747169918336 variable 9 : 16.156991665074809 % , in sigma: 161.56991665074810 variable 10 : 13.374239098411524 % , in sigma: 133.74239098411522 variable 11 : 13.866202408083973 % , in sigma: 138.66202408083973 variable 12 : 25.993137379837041 % , in sigma: 259.93137379837037 variable 13 : 17.058028612910981 % , in sigma: 170.58028612910979 variable 14 : 23.889053951092567 % , in sigma: 238.89053951092566 variable 15 : 10.748262475619006 % , in sigma: 107.48262475619005 variable 16 : 39.455051358135805 % , in sigma: 394.55051358135808 variable 17 : 24.353555280930596 % , in sigma: 243.53555280930598 variable 18 : 28.293520856228312 % , in sigma: 282.93520856228309 variable 19 : 28.833296284293496 % , in sigma: 288.33296284293499 variable 20 : 29.608520812952509 % , in sigma: 296.08520812952509 variable 21 : 6.0807527748615016 % , in sigma: 60.807527748615016 variable 22 : 25.141367429965271 % , in sigma: 251.41367429965271 variable 23 : 24.417219021887405 % , in sigma: 244.17219021887405 variables sorted by significance: 1 most relevant variable 16 corr 39.455051 , in sigma: 394.55051422119141 2 most relevant variable 4 corr 23.354294 , in sigma: 233.54293823242188 3 most relevant variable 8 corr 22.033241 , in sigma: 220.33241271972656 4 most relevant variable 23 corr 15.308503 , in sigma: 153.08503150939941 5 most relevant variable 7 corr 9.7346220 , in sigma: 97.346220016479492 6 most relevant variable 14 corr 8.9461689 , in sigma: 89.461688995361328 7 most relevant variable 20 corr 8.7977381 , in sigma: 87.977380752563477 8 most relevant variable 22 corr 6.5167041 , in sigma: 65.167040824890137 9 most relevant variable 9 corr 4.6703963 , in sigma: 46.703963279724121 10 most relevant variable 6 corr 2.4885390 , in sigma: 24.885389804840088 11 most relevant variable 11 corr 3.2563255 , in sigma: 32.563254833221436 12 most relevant variable 18 corr 3.1407683 , in sigma: 31.407682895660400 13 most relevant variable 10 corr 1.7451289 , in sigma: 17.451288700103760 14 most relevant variable 21 corr 0.68312532 , in sigma: 6.8312531709671021 15 most relevant variable 3 corr 0.67171878 , in sigma: 6.7171877622604370 16 most relevant variable 13 corr 0.91083789 , in sigma: 9.1083788871765137 17 most relevant variable 12 corr 1.0682250 , in sigma: 10.682250261306763 18 most relevant variable 17 corr 1.0038419 , in sigma: 10.038418769836426 19 most relevant variable 2 corr 1.0221670 , in sigma: 10.221669673919678 20 most relevant variable 15 corr 0.89414561 , in sigma: 8.9414560794830322 21 most relevant variable 19 corr 0.55171967 , in sigma: 5.5171966552734375 22 most relevant variable 5 corr 0.36336079 , in sigma: 3.6336079239845276 global correlations between input variables: variable 2 : 44.405703953728462 % variable 3 : 78.447188143607974 % variable 4 : 74.502511339612425 % variable 5 : 67.373110337483098 % variable 6 : 85.459488568185733 % variable 7 : 67.643938270404320 % variable 8 : 80.411839373043449 % variable 9 : 26.962508196835600 % variable 10 : 60.045352360937528 % variable 11 : 82.319840870718480 % variable 12 : 87.107463947701788 % variable 13 : 91.060313907033219 % variable 14 : 96.359600608630359 % variable 15 : 60.646098805606961 % variable 16 : 65.829727237244796 % variable 17 : 86.490068367875949 % variable 18 : 93.507231758513726 % variable 19 : 97.708452911194925 % variable 20 : 97.408053966673052 % variable 21 : 47.347703633105262 % variable 22 : 46.951620979331445 % variable 23 : 29.992238191160908 % significance loss when removing single variables: variable 2 : corr = 0.94987219086462416 % , sigma = 9.4987219086462407 variable 3 : corr = 1.3663294756870517 % , sigma = 13.663294756870517 variable 4 : corr = 17.307005399271564 % , sigma = 173.07005399271563 variable 5 : corr = 0.36336078430526347 % , sigma = 3.6336078430526348 variable 6 : corr = 3.5367901516222195 % , sigma = 35.367901516222197 variable 7 : corr = 8.1611796547940951 % , sigma = 81.611796547940955 variable 8 : corr = 7.1243278161515837 % , sigma = 71.243278161515832 variable 9 : corr = 4.7126623952042239 % , sigma = 47.126623952042245 variable 10 : corr = 1.8082786793619292 % , sigma = 18.082786793619292 variable 11 : corr = 3.4678704325328149 % , sigma = 34.678704325328148 variable 12 : corr = 1.2451433089372372 % , sigma = 12.451433089372372 variable 13 : corr = 1.1306247163645164 % , sigma = 11.306247163645164 variable 14 : corr = 7.2799131411776727 % , sigma = 72.799131411776727 variable 15 : corr = 0.91317052778125540 % , sigma = 9.1317052778125554 variable 16 : corr = 17.292108408448374 % , sigma = 172.92108408448377 variable 17 : corr = 0.90671366333804604 % , sigma = 9.0671366333804606 variable 18 : corr = 2.9160139247441803 % , sigma = 29.160139247441805 variable 19 : corr = 0.54500036070426816 % , sigma = 5.4500036070426816 variable 20 : corr = 1.7286407690813270 % , sigma = 17.286407690813270 variable 21 : corr = 1.0520971202077993 % , sigma = 10.520971202077993 variable 22 : corr = 6.3290392159809947 % , sigma = 63.290392159809947 variable 23 : corr = 14.657462851044434 % , sigma = 146.57462851044434 Keep only 22 most significant input variables Sum of Weights for output node 2 1000000.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -4.2825937 NVar: 23.000000 3104 --------- Entering internal boost mode: --------- Starting analysis with 30 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.9878156 PREPRO: (sigma of derived input)/eigenvalue # 2 : 1.7418962 PREPRO: (sigma of derived input)/eigenvalue # 3 : 1.6971563 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.5879657 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.4924210 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.3050584 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.1338003 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.0705954 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.0032505 PREPRO: (sigma of derived input)/eigenvalue # 10 : 0.95857239 PREPRO: (sigma of derived input)/eigenvalue # 11 : 0.92565018 PREPRO: (sigma of derived input)/eigenvalue # 12 : 0.86288178 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.76701415 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.70112234 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.61265862 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.57108200 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.53250182 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.41548780 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.38452211 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.34630039 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.31653079 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.30085745 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.18132505 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.13751128 PREPRO: (sigma of derived input)/eigenvalue # 25 : 2.08612299E-03 PREPRO: (sigma of derived input)/eigenvalue # 26 : 3.44130123E-04 PREPRO: (sigma of derived input)/eigenvalue # 27 : 1.91035142E-04 PREPRO: (sigma of derived input)/eigenvalue # 28 : 1.03873553E-07 PREPRO: (sigma of derived input)/eigenvalue # 29 : 1.56596329E-07 PREPRO: (sigma of derived input)/eigenvalue # 30 : 3.94892908E-04 Using 24 variables out of 30 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 0 1.0 3.0 1.7 1.7 1.6 1.5 1.3 1.1 1.1 1.0 1.0 0.9 0.9 0.8 0.7 0.6 0.6 0.5 0.4 0.4 0.3 0.3 0.3 0.2 0.1 1 100.0 -25.6 -17.0 32.7 -16.4 -7.3 -14.9 -16.9 3.2 -1.6 2.8 0.7 15.3 2.4 5.8 -0.0 -2.2 5.8 10.3 7.0 0.4 -6.9 0.1 -0.8 12.2 2 -25.6 100.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 3 -17.0 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 4 32.7 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 5 -16.4 -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 6 -7.3 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 7 -14.9 -0.0 -0.0 -0.0 -0.0 0.0 100.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 8 -16.9 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 9 3.2 -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 10 -1.6 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 100.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 11 2.8 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 12 0.7 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 100.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 13 15.3 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 14 2.4 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 100.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 15 5.8 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 16 -0.0 -0.0 -0.0 -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 17 -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 -0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 18 5.8 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 100.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 19 10.3 -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 0.0 100.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 20 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 0.0 100.0 0.0 -0.0 -0.0 -0.0 0.0 21 0.4 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 100.0 -0.0 -0.0 -0.0 -0.0 22 -6.9 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 100.0 -0.0 -0.0 0.0 23 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 -0.0 100.0 -0.0 -0.0 24 -0.8 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 100.0 -0.0 25 12.2 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 59.439392101337845 ------------------------------------- Teacher: actual network topology: Nodes(1) = 25 Nodes(2) = 26 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 154.03786 sigma out 26 active outputs RANK 2 NODE 4 --> 148.59157 sigma out 26 active outputs RANK 3 NODE 5 --> 145.96730 sigma out 26 active outputs RANK 4 NODE 3 --> 128.80049 sigma out 26 active outputs RANK 5 NODE 6 --> 120.86574 sigma out 26 active outputs RANK 6 NODE 8 --> 109.92706 sigma out 26 active outputs RANK 7 NODE 7 --> 108.10353 sigma out 26 active outputs RANK 8 NODE 13 --> 81.573555 sigma out 26 active outputs RANK 9 NODE 14 --> 71.933197 sigma out 26 active outputs RANK 10 NODE 12 --> 68.695786 sigma out 26 active outputs RANK 11 NODE 11 --> 65.594376 sigma out 26 active outputs RANK 12 NODE 15 --> 58.836834 sigma out 26 active outputs RANK 13 NODE 9 --> 54.004551 sigma out 26 active outputs RANK 14 NODE 16 --> 52.476696 sigma out 26 active outputs RANK 15 NODE 10 --> 50.277481 sigma out 26 active outputs RANK 16 NODE 19 --> 48.488911 sigma out 26 active outputs RANK 17 NODE 17 --> 46.893967 sigma out 26 active outputs RANK 18 NODE 20 --> 43.147522 sigma out 26 active outputs RANK 19 NODE 22 --> 40.574852 sigma out 26 active outputs RANK 20 NODE 18 --> 39.819016 sigma out 26 active outputs RANK 21 NODE 21 --> 37.559456 sigma out 26 active outputs RANK 22 NODE 24 --> 36.893501 sigma out 26 active outputs RANK 23 NODE 25 --> 32.060982 sigma out 26 active outputs RANK 24 NODE 23 --> 31.318754 sigma out 26 active outputs RANK 25 NODE 1 --> 27.365482 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 20 --> 169.00241 sigma in 25 act. ( 191.66991 sig out 1 act.) RANK 2 NODE 4 --> 167.31511 sigma in 25 act. ( 174.03487 sig out 1 act.) RANK 3 NODE 3 --> 157.01538 sigma in 25 act. ( 186.92917 sig out 1 act.) RANK 4 NODE 11 --> 120.52663 sigma in 25 act. ( 127.08144 sig out 1 act.) RANK 5 NODE 10 --> 111.82939 sigma in 25 act. ( 125.35790 sig out 1 act.) RANK 6 NODE 22 --> 97.505096 sigma in 25 act. ( 121.03213 sig out 1 act.) RANK 7 NODE 8 --> 94.017807 sigma in 25 act. ( 93.543762 sig out 1 act.) RANK 8 NODE 17 --> 82.276413 sigma in 25 act. ( 95.065071 sig out 1 act.) RANK 9 NODE 12 --> 78.165474 sigma in 25 act. ( 73.667519 sig out 1 act.) RANK 10 NODE 15 --> 77.483376 sigma in 25 act. ( 90.542007 sig out 1 act.) RANK 11 NODE 26 --> 71.027214 sigma in 25 act. ( 65.440224 sig out 1 act.) RANK 12 NODE 9 --> 46.338783 sigma in 25 act. ( 31.657721 sig out 1 act.) RANK 13 NODE 19 --> 43.373154 sigma in 25 act. ( 31.250187 sig out 1 act.) RANK 14 NODE 21 --> 42.914688 sigma in 25 act. ( 25.009121 sig out 1 act.) RANK 15 NODE 16 --> 41.782917 sigma in 25 act. ( 42.184418 sig out 1 act.) RANK 16 NODE 24 --> 40.246487 sigma in 25 act. ( 9.3510208 sig out 1 act.) RANK 17 NODE 25 --> 37.056545 sigma in 25 act. ( 14.333371 sig out 1 act.) RANK 18 NODE 5 --> 36.146549 sigma in 25 act. ( 22.146292 sig out 1 act.) RANK 19 NODE 13 --> 35.462666 sigma in 25 act. ( 22.230507 sig out 1 act.) RANK 20 NODE 2 --> 33.729988 sigma in 25 act. ( 29.360167 sig out 1 act.) RANK 21 NODE 23 --> 32.954060 sigma in 25 act. ( 24.615334 sig out 1 act.) RANK 22 NODE 18 --> 32.327946 sigma in 25 act. ( 10.975427 sig out 1 act.) RANK 23 NODE 6 --> 30.902689 sigma in 25 act. ( 16.408098 sig out 1 act.) RANK 24 NODE 7 --> 27.591927 sigma in 25 act. ( 20.405750 sig out 1 act.) RANK 25 NODE 1 --> 25.574730 sigma in 25 act. ( 1.0998862 sig out 1 act.) RANK 26 NODE 14 --> 20.890587 sigma in 25 act. ( 0.67964023 sig out 1 act.) sorted by output significance RANK 1 NODE 20 --> 191.66991 sigma out 1 act.( 169.00241 sig in 25 act.) RANK 2 NODE 3 --> 186.92917 sigma out 1 act.( 157.01538 sig in 25 act.) RANK 3 NODE 4 --> 174.03487 sigma out 1 act.( 167.31511 sig in 25 act.) RANK 4 NODE 11 --> 127.08144 sigma out 1 act.( 120.52663 sig in 25 act.) RANK 5 NODE 10 --> 125.35790 sigma out 1 act.( 111.82939 sig in 25 act.) RANK 6 NODE 22 --> 121.03213 sigma out 1 act.( 97.505096 sig in 25 act.) RANK 7 NODE 17 --> 95.065071 sigma out 1 act.( 82.276413 sig in 25 act.) RANK 8 NODE 8 --> 93.543762 sigma out 1 act.( 94.017807 sig in 25 act.) RANK 9 NODE 15 --> 90.542007 sigma out 1 act.( 77.483376 sig in 25 act.) RANK 10 NODE 12 --> 73.667519 sigma out 1 act.( 78.165474 sig in 25 act.) RANK 11 NODE 26 --> 65.440224 sigma out 1 act.( 71.027214 sig in 25 act.) RANK 12 NODE 16 --> 42.184418 sigma out 1 act.( 41.782917 sig in 25 act.) RANK 13 NODE 9 --> 31.657721 sigma out 1 act.( 46.338783 sig in 25 act.) RANK 14 NODE 19 --> 31.250187 sigma out 1 act.( 43.373154 sig in 25 act.) RANK 15 NODE 2 --> 29.360167 sigma out 1 act.( 33.729988 sig in 25 act.) RANK 16 NODE 21 --> 25.009121 sigma out 1 act.( 42.914688 sig in 25 act.) RANK 17 NODE 23 --> 24.615334 sigma out 1 act.( 32.954060 sig in 25 act.) RANK 18 NODE 13 --> 22.230507 sigma out 1 act.( 35.462666 sig in 25 act.) RANK 19 NODE 5 --> 22.146292 sigma out 1 act.( 36.146549 sig in 25 act.) RANK 20 NODE 7 --> 20.405750 sigma out 1 act.( 27.591927 sig in 25 act.) RANK 21 NODE 6 --> 16.408098 sigma out 1 act.( 30.902689 sig in 25 act.) RANK 22 NODE 25 --> 14.333371 sigma out 1 act.( 37.056545 sig in 25 act.) RANK 23 NODE 18 --> 10.975427 sigma out 1 act.( 32.327946 sig in 25 act.) RANK 24 NODE 24 --> 9.3510208 sigma out 1 act.( 40.246487 sig in 25 act.) RANK 25 NODE 1 --> 1.0998862 sigma out 1 act.( 25.574730 sig in 25 act.) RANK 26 NODE 14 --> 0.67964023 sigma out 1 act.( 20.890587 sig in 25 act.) RANK 1 NODE 1 --> 438.30707 sigma in 26 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 166.60965 sigma out 26 active outputs RANK 2 NODE 4 --> 157.16443 sigma out 26 active outputs RANK 3 NODE 5 --> 155.68907 sigma out 26 active outputs RANK 4 NODE 3 --> 135.73920 sigma out 26 active outputs RANK 5 NODE 6 --> 130.00121 sigma out 26 active outputs RANK 6 NODE 7 --> 116.56187 sigma out 26 active outputs RANK 7 NODE 8 --> 114.17332 sigma out 26 active outputs RANK 8 NODE 13 --> 81.109009 sigma out 26 active outputs RANK 9 NODE 14 --> 71.236572 sigma out 26 active outputs RANK 10 NODE 12 --> 66.417152 sigma out 26 active outputs RANK 11 NODE 11 --> 64.395737 sigma out 26 active outputs RANK 12 NODE 15 --> 56.481495 sigma out 26 active outputs RANK 13 NODE 9 --> 51.699696 sigma out 26 active outputs RANK 14 NODE 16 --> 45.537701 sigma out 26 active outputs RANK 15 NODE 10 --> 44.344730 sigma out 26 active outputs RANK 16 NODE 17 --> 38.706474 sigma out 26 active outputs RANK 17 NODE 18 --> 33.354828 sigma out 26 active outputs RANK 18 NODE 19 --> 33.035843 sigma out 26 active outputs RANK 19 NODE 1 --> 31.492605 sigma out 26 active outputs RANK 20 NODE 20 --> 28.689024 sigma out 26 active outputs RANK 21 NODE 22 --> 28.028700 sigma out 26 active outputs RANK 22 NODE 21 --> 26.870390 sigma out 26 active outputs RANK 23 NODE 23 --> 18.472958 sigma out 26 active outputs RANK 24 NODE 24 --> 18.421885 sigma out 26 active outputs RANK 25 NODE 25 --> 10.378064 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 20 --> 183.12181 sigma in 25 act. ( 172.67612 sig out 1 act.) RANK 2 NODE 4 --> 173.63435 sigma in 25 act. ( 176.57562 sig out 1 act.) RANK 3 NODE 3 --> 173.45639 sigma in 25 act. ( 171.52470 sig out 1 act.) RANK 4 NODE 11 --> 130.47345 sigma in 25 act. ( 123.68267 sig out 1 act.) RANK 5 NODE 10 --> 117.80055 sigma in 25 act. ( 118.13990 sig out 1 act.) RANK 6 NODE 22 --> 110.79049 sigma in 25 act. ( 104.62323 sig out 1 act.) RANK 7 NODE 8 --> 90.435875 sigma in 25 act. ( 86.568474 sig out 1 act.) RANK 8 NODE 15 --> 87.982597 sigma in 25 act. ( 91.990555 sig out 1 act.) RANK 9 NODE 17 --> 84.567230 sigma in 25 act. ( 91.217636 sig out 1 act.) RANK 10 NODE 12 --> 71.599419 sigma in 25 act. ( 70.273438 sig out 1 act.) RANK 11 NODE 26 --> 62.528954 sigma in 25 act. ( 62.228767 sig out 1 act.) RANK 12 NODE 16 --> 39.256294 sigma in 25 act. ( 39.006535 sig out 1 act.) RANK 13 NODE 19 --> 33.129436 sigma in 25 act. ( 29.511484 sig out 1 act.) RANK 14 NODE 9 --> 32.284473 sigma in 25 act. ( 29.507303 sig out 1 act.) RANK 15 NODE 2 --> 27.862371 sigma in 25 act. ( 27.917433 sig out 1 act.) RANK 16 NODE 23 --> 24.200756 sigma in 25 act. ( 22.695419 sig out 1 act.) RANK 17 NODE 21 --> 22.812950 sigma in 25 act. ( 24.493774 sig out 1 act.) RANK 18 NODE 13 --> 22.054222 sigma in 25 act. ( 21.006407 sig out 1 act.) RANK 19 NODE 7 --> 18.967693 sigma in 25 act. ( 19.253567 sig out 1 act.) RANK 20 NODE 5 --> 18.231491 sigma in 25 act. ( 21.294512 sig out 1 act.) RANK 21 NODE 6 --> 16.200642 sigma in 25 act. ( 15.566953 sig out 1 act.) RANK 22 NODE 25 --> 13.464586 sigma in 25 act. ( 13.821480 sig out 1 act.) RANK 23 NODE 18 --> 12.158273 sigma in 25 act. ( 10.371115 sig out 1 act.) RANK 24 NODE 24 --> 11.693173 sigma in 25 act. ( 8.9288807 sig out 1 act.) RANK 25 NODE 1 --> 5.8914123 sigma in 25 act. ( 1.0675930 sig out 1 act.) RANK 26 NODE 14 --> 4.0912104 sigma in 25 act. ( 0.63606626 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 176.57562 sigma out 1 act.( 173.63435 sig in 25 act.) RANK 2 NODE 20 --> 172.67612 sigma out 1 act.( 183.12181 sig in 25 act.) RANK 3 NODE 3 --> 171.52470 sigma out 1 act.( 173.45639 sig in 25 act.) RANK 4 NODE 11 --> 123.68267 sigma out 1 act.( 130.47345 sig in 25 act.) RANK 5 NODE 10 --> 118.13990 sigma out 1 act.( 117.80055 sig in 25 act.) RANK 6 NODE 22 --> 104.62323 sigma out 1 act.( 110.79049 sig in 25 act.) RANK 7 NODE 15 --> 91.990555 sigma out 1 act.( 87.982597 sig in 25 act.) RANK 8 NODE 17 --> 91.217636 sigma out 1 act.( 84.567230 sig in 25 act.) RANK 9 NODE 8 --> 86.568474 sigma out 1 act.( 90.435875 sig in 25 act.) RANK 10 NODE 12 --> 70.273438 sigma out 1 act.( 71.599419 sig in 25 act.) RANK 11 NODE 26 --> 62.228767 sigma out 1 act.( 62.528954 sig in 25 act.) RANK 12 NODE 16 --> 39.006535 sigma out 1 act.( 39.256294 sig in 25 act.) RANK 13 NODE 19 --> 29.511484 sigma out 1 act.( 33.129436 sig in 25 act.) RANK 14 NODE 9 --> 29.507303 sigma out 1 act.( 32.284473 sig in 25 act.) RANK 15 NODE 2 --> 27.917433 sigma out 1 act.( 27.862371 sig in 25 act.) RANK 16 NODE 21 --> 24.493774 sigma out 1 act.( 22.812950 sig in 25 act.) RANK 17 NODE 23 --> 22.695419 sigma out 1 act.( 24.200756 sig in 25 act.) RANK 18 NODE 5 --> 21.294512 sigma out 1 act.( 18.231491 sig in 25 act.) RANK 19 NODE 13 --> 21.006407 sigma out 1 act.( 22.054222 sig in 25 act.) RANK 20 NODE 7 --> 19.253567 sigma out 1 act.( 18.967693 sig in 25 act.) RANK 21 NODE 6 --> 15.566953 sigma out 1 act.( 16.200642 sig in 25 act.) RANK 22 NODE 25 --> 13.821480 sigma out 1 act.( 13.464586 sig in 25 act.) RANK 23 NODE 18 --> 10.371115 sigma out 1 act.( 12.158273 sig in 25 act.) RANK 24 NODE 24 --> 8.9288807 sigma out 1 act.( 11.693173 sig in 25 act.) RANK 25 NODE 1 --> 1.0675930 sigma out 1 act.( 5.8914123 sig in 25 act.) RANK 26 NODE 14 --> 0.63606626 sigma out 1 act.( 4.0912104 sig in 25 act.) RANK 1 NODE 1 --> 413.21921 sigma in 26 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.18516770 *** contribution from regularisation: 6.69040310E-04 *** contribution from error: -0.18583675 *** contribution from DIAG: 4.06044070E-04 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.19688046 *** contribution from regularisation: 1.08010159E-03 *** contribution from error: -0.19796056 *** contribution from DIAG: 1.20637371E-04 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.19816498 *** contribution from regularisation: 9.42042621E-04 *** contribution from error: -0.19910702 *** contribution from DIAG: 1.76887785E-04 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.17570373 *** contribution from regularisation: 1.05670199E-03 *** contribution from error: -0.17676044 *** contribution from DIAG: 1.22037157E-03 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.19845834 *** contribution from regularisation: 1.00544142E-03 *** contribution from error: -0.19946378 *** contribution from DIAG: 1.92254767E-04 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.20125450 *** contribution from regularisation: 1.01567642E-03 *** contribution from error: -0.20227018 *** contribution from DIAG: 1.62118871E-04 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.20304646 *** contribution from regularisation: 1.05003489E-03 *** contribution from error: -0.20409650 *** contribution from DIAG: 1.60464653E-04 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.20448963 *** contribution from regularisation: 1.07868714E-03 *** contribution from error: -0.20556831 *** contribution from DIAG: 1.60292810E-04 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.20744008 *** contribution from regularisation: 1.12502428E-03 *** contribution from error: -0.20856510 *** contribution from DIAG: 1.56091977E-04 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 282.21729 sigma out 26 active outputs RANK 2 NODE 3 --> 244.44255 sigma out 26 active outputs RANK 3 NODE 4 --> 178.44450 sigma out 26 active outputs RANK 4 NODE 5 --> 171.61520 sigma out 26 active outputs RANK 5 NODE 6 --> 149.66249 sigma out 26 active outputs RANK 6 NODE 8 --> 127.12989 sigma out 26 active outputs RANK 7 NODE 7 --> 117.09428 sigma out 26 active outputs RANK 8 NODE 13 --> 93.971519 sigma out 26 active outputs RANK 9 NODE 12 --> 90.891594 sigma out 26 active outputs RANK 10 NODE 14 --> 75.002113 sigma out 26 active outputs RANK 11 NODE 19 --> 73.006737 sigma out 26 active outputs RANK 12 NODE 1 --> 68.256340 sigma out 26 active outputs RANK 13 NODE 11 --> 65.872955 sigma out 26 active outputs RANK 14 NODE 15 --> 62.354988 sigma out 26 active outputs RANK 15 NODE 20 --> 54.918938 sigma out 26 active outputs RANK 16 NODE 9 --> 52.921535 sigma out 26 active outputs RANK 17 NODE 18 --> 52.262791 sigma out 26 active outputs RANK 18 NODE 10 --> 51.798645 sigma out 26 active outputs RANK 19 NODE 16 --> 51.206192 sigma out 26 active outputs RANK 20 NODE 17 --> 42.691555 sigma out 26 active outputs RANK 21 NODE 22 --> 39.326675 sigma out 26 active outputs RANK 22 NODE 21 --> 35.210052 sigma out 26 active outputs RANK 23 NODE 25 --> 29.784456 sigma out 26 active outputs RANK 24 NODE 23 --> 22.559584 sigma out 26 active outputs RANK 25 NODE 24 --> 20.033823 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 297.04810 sigma in 25 act. ( 304.21976 sig out 1 act.) RANK 2 NODE 20 --> 226.34248 sigma in 25 act. ( 214.08733 sig out 1 act.) RANK 3 NODE 3 --> 192.36028 sigma in 25 act. ( 194.72050 sig out 1 act.) RANK 4 NODE 10 --> 183.86032 sigma in 25 act. ( 188.33067 sig out 1 act.) RANK 5 NODE 15 --> 172.35390 sigma in 25 act. ( 187.60052 sig out 1 act.) RANK 6 NODE 11 --> 159.79028 sigma in 25 act. ( 175.70874 sig out 1 act.) RANK 7 NODE 17 --> 97.446053 sigma in 25 act. ( 110.54737 sig out 1 act.) RANK 8 NODE 22 --> 91.494949 sigma in 25 act. ( 93.551285 sig out 1 act.) RANK 9 NODE 12 --> 79.056671 sigma in 25 act. ( 81.041855 sig out 1 act.) RANK 10 NODE 8 --> 72.032402 sigma in 25 act. ( 66.495117 sig out 1 act.) RANK 11 NODE 25 --> 65.652069 sigma in 25 act. ( 79.615135 sig out 1 act.) RANK 12 NODE 19 --> 52.532715 sigma in 25 act. ( 48.307961 sig out 1 act.) RANK 13 NODE 16 --> 48.901249 sigma in 25 act. ( 49.138863 sig out 1 act.) RANK 14 NODE 26 --> 44.956173 sigma in 25 act. ( 44.893467 sig out 1 act.) RANK 15 NODE 21 --> 43.611740 sigma in 25 act. ( 47.438812 sig out 1 act.) RANK 16 NODE 6 --> 33.554688 sigma in 25 act. ( 33.602581 sig out 1 act.) RANK 17 NODE 23 --> 32.578503 sigma in 25 act. ( 30.777359 sig out 1 act.) RANK 18 NODE 7 --> 32.576263 sigma in 25 act. ( 33.557968 sig out 1 act.) RANK 19 NODE 2 --> 29.381777 sigma in 25 act. ( 28.684668 sig out 1 act.) RANK 20 NODE 24 --> 21.816668 sigma in 25 act. ( 20.218948 sig out 1 act.) RANK 21 NODE 18 --> 21.258331 sigma in 25 act. ( 19.851681 sig out 1 act.) RANK 22 NODE 1 --> 19.699738 sigma in 25 act. ( 18.498203 sig out 1 act.) RANK 23 NODE 13 --> 15.313732 sigma in 25 act. ( 12.796114 sig out 1 act.) RANK 24 NODE 5 --> 13.638820 sigma in 25 act. ( 13.577493 sig out 1 act.) RANK 25 NODE 9 --> 8.7499647 sigma in 25 act. ( 5.2165160 sig out 1 act.) RANK 26 NODE 14 --> 5.3868446 sigma in 25 act. ( 1.0059104 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 304.21976 sigma out 1 act.( 297.04810 sig in 25 act.) RANK 2 NODE 20 --> 214.08733 sigma out 1 act.( 226.34248 sig in 25 act.) RANK 3 NODE 3 --> 194.72050 sigma out 1 act.( 192.36028 sig in 25 act.) RANK 4 NODE 10 --> 188.33067 sigma out 1 act.( 183.86032 sig in 25 act.) RANK 5 NODE 15 --> 187.60052 sigma out 1 act.( 172.35390 sig in 25 act.) RANK 6 NODE 11 --> 175.70874 sigma out 1 act.( 159.79028 sig in 25 act.) RANK 7 NODE 17 --> 110.54737 sigma out 1 act.( 97.446053 sig in 25 act.) RANK 8 NODE 22 --> 93.551285 sigma out 1 act.( 91.494949 sig in 25 act.) RANK 9 NODE 12 --> 81.041855 sigma out 1 act.( 79.056671 sig in 25 act.) RANK 10 NODE 25 --> 79.615135 sigma out 1 act.( 65.652069 sig in 25 act.) RANK 11 NODE 8 --> 66.495117 sigma out 1 act.( 72.032402 sig in 25 act.) RANK 12 NODE 16 --> 49.138863 sigma out 1 act.( 48.901249 sig in 25 act.) RANK 13 NODE 19 --> 48.307961 sigma out 1 act.( 52.532715 sig in 25 act.) RANK 14 NODE 21 --> 47.438812 sigma out 1 act.( 43.611740 sig in 25 act.) RANK 15 NODE 26 --> 44.893467 sigma out 1 act.( 44.956173 sig in 25 act.) RANK 16 NODE 6 --> 33.602581 sigma out 1 act.( 33.554688 sig in 25 act.) RANK 17 NODE 7 --> 33.557968 sigma out 1 act.( 32.576263 sig in 25 act.) RANK 18 NODE 23 --> 30.777359 sigma out 1 act.( 32.578503 sig in 25 act.) RANK 19 NODE 2 --> 28.684668 sigma out 1 act.( 29.381777 sig in 25 act.) RANK 20 NODE 24 --> 20.218948 sigma out 1 act.( 21.816668 sig in 25 act.) RANK 21 NODE 18 --> 19.851681 sigma out 1 act.( 21.258331 sig in 25 act.) RANK 22 NODE 1 --> 18.498203 sigma out 1 act.( 19.699738 sig in 25 act.) RANK 23 NODE 5 --> 13.577493 sigma out 1 act.( 13.638820 sig in 25 act.) RANK 24 NODE 13 --> 12.796114 sigma out 1 act.( 15.313732 sig in 25 act.) RANK 25 NODE 9 --> 5.2165160 sigma out 1 act.( 8.7499647 sig in 25 act.) RANK 26 NODE 14 --> 1.0059104 sigma out 1 act.( 5.3868446 sig in 25 act.) RANK 1 NODE 1 --> 575.06219 sigma in 26 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.20925096 *** contribution from regularisation: 1.11678708E-03 *** contribution from error: -0.21036774 *** contribution from DIAG: 1.66549944E-04 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.21070327 *** contribution from regularisation: 1.14770082E-03 *** contribution from error: -0.21185097 *** contribution from DIAG: 1.71823835E-04 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.21058275 *** contribution from regularisation: 1.16977398E-03 *** contribution from error: -0.21175252 *** contribution from DIAG: 1.84133518E-04 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.21197118 *** contribution from regularisation: 1.10244413E-03 *** contribution from error: -0.21307363 *** contribution from DIAG: 1.78250848E-04 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.21386985 *** contribution from regularisation: 1.14957686E-03 *** contribution from error: -0.21501943 *** contribution from DIAG: 1.76031230E-04 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.21552536 *** contribution from regularisation: 1.13683741E-03 *** contribution from error: -0.21666220 *** contribution from DIAG: 1.73741515E-04 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.21642539 *** contribution from regularisation: 1.12190959E-03 *** contribution from error: -0.21754730 *** contribution from DIAG: 1.71661435E-04 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.21854772 *** contribution from regularisation: 1.13119918E-03 *** contribution from error: -0.21967891 *** contribution from DIAG: 1.66632643E-04 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.21841680 *** contribution from regularisation: 1.11833366E-03 *** contribution from error: -0.21953513 *** contribution from DIAG: 1.64268640E-04 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.21927066 *** contribution from regularisation: 1.09293847E-03 *** contribution from error: -0.22036360 *** contribution from DIAG: 1.63422766E-04 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 370.37164 sigma out 26 active outputs RANK 2 NODE 3 --> 285.68771 sigma out 26 active outputs RANK 3 NODE 4 --> 225.90282 sigma out 26 active outputs RANK 4 NODE 5 --> 202.57893 sigma out 26 active outputs RANK 5 NODE 6 --> 176.55673 sigma out 26 active outputs RANK 6 NODE 8 --> 138.80038 sigma out 26 active outputs RANK 7 NODE 1 --> 133.14929 sigma out 26 active outputs RANK 8 NODE 7 --> 125.82277 sigma out 26 active outputs RANK 9 NODE 12 --> 114.23465 sigma out 26 active outputs RANK 10 NODE 13 --> 105.17238 sigma out 26 active outputs RANK 11 NODE 14 --> 72.968620 sigma out 26 active outputs RANK 12 NODE 11 --> 72.249527 sigma out 26 active outputs RANK 13 NODE 15 --> 64.073410 sigma out 26 active outputs RANK 14 NODE 16 --> 60.724480 sigma out 26 active outputs RANK 15 NODE 10 --> 54.227734 sigma out 26 active outputs RANK 16 NODE 9 --> 50.208176 sigma out 26 active outputs RANK 17 NODE 19 --> 49.710545 sigma out 26 active outputs RANK 18 NODE 20 --> 49.206669 sigma out 26 active outputs RANK 19 NODE 25 --> 48.509621 sigma out 26 active outputs RANK 20 NODE 17 --> 45.306438 sigma out 26 active outputs RANK 21 NODE 18 --> 42.248898 sigma out 26 active outputs RANK 22 NODE 22 --> 42.138371 sigma out 26 active outputs RANK 23 NODE 21 --> 34.870731 sigma out 26 active outputs RANK 24 NODE 23 --> 24.173149 sigma out 26 active outputs RANK 25 NODE 24 --> 18.955645 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 347.24747 sigma in 25 act. ( 338.22168 sig out 1 act.) RANK 2 NODE 10 --> 249.56436 sigma in 25 act. ( 253.67619 sig out 1 act.) RANK 3 NODE 15 --> 247.16061 sigma in 25 act. ( 259.77521 sig out 1 act.) RANK 4 NODE 3 --> 245.70546 sigma in 25 act. ( 271.13089 sig out 1 act.) RANK 5 NODE 20 --> 235.95526 sigma in 25 act. ( 227.36090 sig out 1 act.) RANK 6 NODE 11 --> 186.37325 sigma in 25 act. ( 209.40558 sig out 1 act.) RANK 7 NODE 25 --> 121.24847 sigma in 25 act. ( 148.41345 sig out 1 act.) RANK 8 NODE 21 --> 101.42939 sigma in 25 act. ( 111.60023 sig out 1 act.) RANK 9 NODE 17 --> 91.947990 sigma in 25 act. ( 104.69002 sig out 1 act.) RANK 10 NODE 12 --> 79.296638 sigma in 25 act. ( 82.817284 sig out 1 act.) RANK 11 NODE 8 --> 74.018921 sigma in 25 act. ( 70.196983 sig out 1 act.) RANK 12 NODE 22 --> 73.477684 sigma in 25 act. ( 74.883911 sig out 1 act.) RANK 13 NODE 26 --> 51.275299 sigma in 25 act. ( 51.938736 sig out 1 act.) RANK 14 NODE 23 --> 51.117691 sigma in 25 act. ( 50.431351 sig out 1 act.) RANK 15 NODE 6 --> 49.833347 sigma in 25 act. ( 50.479546 sig out 1 act.) RANK 16 NODE 19 --> 36.488735 sigma in 25 act. ( 34.185760 sig out 1 act.) RANK 17 NODE 16 --> 29.967720 sigma in 25 act. ( 30.135424 sig out 1 act.) RANK 18 NODE 2 --> 24.681286 sigma in 25 act. ( 23.745878 sig out 1 act.) RANK 19 NODE 1 --> 19.797644 sigma in 25 act. ( 18.643484 sig out 1 act.) RANK 20 NODE 18 --> 18.996965 sigma in 25 act. ( 17.546270 sig out 1 act.) RANK 21 NODE 7 --> 18.415611 sigma in 25 act. ( 17.956743 sig out 1 act.) RANK 22 NODE 9 --> 17.198084 sigma in 25 act. ( 16.137926 sig out 1 act.) RANK 23 NODE 14 --> 14.710064 sigma in 25 act. ( 14.112516 sig out 1 act.) RANK 24 NODE 5 --> 10.251955 sigma in 25 act. ( 7.9066610 sig out 1 act.) RANK 25 NODE 24 --> 10.239566 sigma in 25 act. ( 5.6989679 sig out 1 act.) RANK 26 NODE 13 --> 8.2964401 sigma in 25 act. ( 1.5607073 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 338.22168 sigma out 1 act.( 347.24747 sig in 25 act.) RANK 2 NODE 3 --> 271.13089 sigma out 1 act.( 245.70546 sig in 25 act.) RANK 3 NODE 15 --> 259.77521 sigma out 1 act.( 247.16061 sig in 25 act.) RANK 4 NODE 10 --> 253.67619 sigma out 1 act.( 249.56436 sig in 25 act.) RANK 5 NODE 20 --> 227.36090 sigma out 1 act.( 235.95526 sig in 25 act.) RANK 6 NODE 11 --> 209.40558 sigma out 1 act.( 186.37325 sig in 25 act.) RANK 7 NODE 25 --> 148.41345 sigma out 1 act.( 121.24847 sig in 25 act.) RANK 8 NODE 21 --> 111.60023 sigma out 1 act.( 101.42939 sig in 25 act.) RANK 9 NODE 17 --> 104.69002 sigma out 1 act.( 91.947990 sig in 25 act.) RANK 10 NODE 12 --> 82.817284 sigma out 1 act.( 79.296638 sig in 25 act.) RANK 11 NODE 22 --> 74.883911 sigma out 1 act.( 73.477684 sig in 25 act.) RANK 12 NODE 8 --> 70.196983 sigma out 1 act.( 74.018921 sig in 25 act.) RANK 13 NODE 26 --> 51.938736 sigma out 1 act.( 51.275299 sig in 25 act.) RANK 14 NODE 6 --> 50.479546 sigma out 1 act.( 49.833347 sig in 25 act.) RANK 15 NODE 23 --> 50.431351 sigma out 1 act.( 51.117691 sig in 25 act.) RANK 16 NODE 19 --> 34.185760 sigma out 1 act.( 36.488735 sig in 25 act.) RANK 17 NODE 16 --> 30.135424 sigma out 1 act.( 29.967720 sig in 25 act.) RANK 18 NODE 2 --> 23.745878 sigma out 1 act.( 24.681286 sig in 25 act.) RANK 19 NODE 1 --> 18.643484 sigma out 1 act.( 19.797644 sig in 25 act.) RANK 20 NODE 7 --> 17.956743 sigma out 1 act.( 18.415611 sig in 25 act.) RANK 21 NODE 18 --> 17.546270 sigma out 1 act.( 18.996965 sig in 25 act.) RANK 22 NODE 9 --> 16.137926 sigma out 1 act.( 17.198084 sig in 25 act.) RANK 23 NODE 14 --> 14.112516 sigma out 1 act.( 14.710064 sig in 25 act.) RANK 24 NODE 5 --> 7.9066610 sigma out 1 act.( 10.251955 sig in 25 act.) RANK 25 NODE 24 --> 5.6989679 sigma out 1 act.( 10.239566 sig in 25 act.) RANK 26 NODE 13 --> 1.5607073 sigma out 1 act.( 8.2964401 sig in 25 act.) RANK 1 NODE 1 --> 700.06006 sigma in 26 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.21985841 *** contribution from regularisation: 1.09863549E-03 *** contribution from error: -0.22095704 *** contribution from DIAG: 1.62896031E-04 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.22279531 *** contribution from regularisation: 1.16007042E-03 *** contribution from error: -0.22395538 *** contribution from DIAG: 1.56474838E-04 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.22482336 *** contribution from regularisation: 1.16838980E-03 *** contribution from error: -0.22599174 *** contribution from DIAG: 1.56848793E-04 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.22624898 *** contribution from regularisation: 1.18690042E-03 *** contribution from error: -0.22743589 *** contribution from DIAG: 1.59340940E-04 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.22621605 *** contribution from regularisation: 1.20340975E-03 *** contribution from error: -0.22741945 *** contribution from DIAG: 1.60435913E-04 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.22711383 *** contribution from regularisation: 1.17348100E-03 *** contribution from error: -0.22828731 *** contribution from DIAG: 1.57841452E-04 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.22746333 *** contribution from regularisation: 1.17683725E-03 *** contribution from error: -0.22864017 *** contribution from DIAG: 1.57297094E-04 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.22854976 *** contribution from regularisation: 1.19614217E-03 *** contribution from error: -0.22974591 *** contribution from DIAG: 1.72798085E-04 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.22980626 *** contribution from regularisation: 1.21606386E-03 *** contribution from error: -0.23102233 *** contribution from DIAG: 1.78628659E-04 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.23093973 *** contribution from regularisation: 1.24776608E-03 *** contribution from error: -0.23218749 *** contribution from DIAG: 1.84397650E-04 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 383.58850 sigma out 26 active outputs RANK 2 NODE 1 --> 336.37567 sigma out 26 active outputs RANK 3 NODE 5 --> 327.73416 sigma out 26 active outputs RANK 4 NODE 4 --> 316.48566 sigma out 26 active outputs RANK 5 NODE 3 --> 313.89612 sigma out 26 active outputs RANK 6 NODE 6 --> 272.80225 sigma out 26 active outputs RANK 7 NODE 12 --> 213.09024 sigma out 26 active outputs RANK 8 NODE 8 --> 202.08618 sigma out 26 active outputs RANK 9 NODE 7 --> 182.68893 sigma out 26 active outputs RANK 10 NODE 11 --> 150.95013 sigma out 26 active outputs RANK 11 NODE 13 --> 123.46201 sigma out 26 active outputs RANK 12 NODE 14 --> 99.068008 sigma out 26 active outputs RANK 13 NODE 15 --> 97.157005 sigma out 26 active outputs RANK 14 NODE 25 --> 95.507988 sigma out 26 active outputs RANK 15 NODE 16 --> 94.671265 sigma out 26 active outputs RANK 16 NODE 10 --> 85.079330 sigma out 26 active outputs RANK 17 NODE 9 --> 84.518745 sigma out 26 active outputs RANK 18 NODE 19 --> 75.893784 sigma out 26 active outputs RANK 19 NODE 18 --> 67.801193 sigma out 26 active outputs RANK 20 NODE 17 --> 67.747490 sigma out 26 active outputs RANK 21 NODE 20 --> 62.896420 sigma out 26 active outputs RANK 22 NODE 21 --> 42.966450 sigma out 26 active outputs RANK 23 NODE 22 --> 42.576912 sigma out 26 active outputs RANK 24 NODE 23 --> 32.969620 sigma out 26 active outputs RANK 25 NODE 24 --> 23.773434 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 432.84061 sigma in 25 act. ( 425.30518 sig out 1 act.) RANK 2 NODE 10 --> 360.12991 sigma in 25 act. ( 371.99741 sig out 1 act.) RANK 3 NODE 3 --> 340.15417 sigma in 25 act. ( 360.45273 sig out 1 act.) RANK 4 NODE 15 --> 321.66028 sigma in 25 act. ( 346.15259 sig out 1 act.) RANK 5 NODE 11 --> 281.56180 sigma in 25 act. ( 306.66293 sig out 1 act.) RANK 6 NODE 20 --> 270.87732 sigma in 25 act. ( 264.10474 sig out 1 act.) RANK 7 NODE 25 --> 213.83865 sigma in 25 act. ( 260.74026 sig out 1 act.) RANK 8 NODE 8 --> 174.36858 sigma in 25 act. ( 162.11452 sig out 1 act.) RANK 9 NODE 21 --> 161.40132 sigma in 25 act. ( 184.22786 sig out 1 act.) RANK 10 NODE 12 --> 149.49312 sigma in 25 act. ( 157.73111 sig out 1 act.) RANK 11 NODE 23 --> 122.58828 sigma in 25 act. ( 129.82755 sig out 1 act.) RANK 12 NODE 17 --> 104.88670 sigma in 25 act. ( 124.08612 sig out 1 act.) RANK 13 NODE 22 --> 96.167824 sigma in 25 act. ( 97.678085 sig out 1 act.) RANK 14 NODE 6 --> 86.051010 sigma in 25 act. ( 87.393265 sig out 1 act.) RANK 15 NODE 26 --> 62.086380 sigma in 25 act. ( 62.674545 sig out 1 act.) RANK 16 NODE 24 --> 58.437466 sigma in 25 act. ( 59.386589 sig out 1 act.) RANK 17 NODE 19 --> 57.816711 sigma in 25 act. ( 57.270565 sig out 1 act.) RANK 18 NODE 16 --> 43.722485 sigma in 25 act. ( 46.745876 sig out 1 act.) RANK 19 NODE 1 --> 36.165184 sigma in 25 act. ( 35.643848 sig out 1 act.) RANK 20 NODE 2 --> 35.773350 sigma in 25 act. ( 35.330967 sig out 1 act.) RANK 21 NODE 14 --> 27.419395 sigma in 25 act. ( 27.611631 sig out 1 act.) RANK 22 NODE 5 --> 26.491940 sigma in 25 act. ( 32.347607 sig out 1 act.) RANK 23 NODE 9 --> 26.400826 sigma in 25 act. ( 25.377237 sig out 1 act.) RANK 24 NODE 18 --> 26.115002 sigma in 25 act. ( 25.478041 sig out 1 act.) RANK 25 NODE 13 --> 15.516623 sigma in 25 act. ( 13.293939 sig out 1 act.) RANK 26 NODE 7 --> 11.577185 sigma in 25 act. ( 9.5438833 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 425.30518 sigma out 1 act.( 432.84061 sig in 25 act.) RANK 2 NODE 10 --> 371.99741 sigma out 1 act.( 360.12991 sig in 25 act.) RANK 3 NODE 3 --> 360.45273 sigma out 1 act.( 340.15417 sig in 25 act.) RANK 4 NODE 15 --> 346.15259 sigma out 1 act.( 321.66028 sig in 25 act.) RANK 5 NODE 11 --> 306.66293 sigma out 1 act.( 281.56180 sig in 25 act.) RANK 6 NODE 20 --> 264.10474 sigma out 1 act.( 270.87732 sig in 25 act.) RANK 7 NODE 25 --> 260.74026 sigma out 1 act.( 213.83865 sig in 25 act.) RANK 8 NODE 21 --> 184.22786 sigma out 1 act.( 161.40132 sig in 25 act.) RANK 9 NODE 8 --> 162.11452 sigma out 1 act.( 174.36858 sig in 25 act.) RANK 10 NODE 12 --> 157.73111 sigma out 1 act.( 149.49312 sig in 25 act.) RANK 11 NODE 23 --> 129.82755 sigma out 1 act.( 122.58828 sig in 25 act.) RANK 12 NODE 17 --> 124.08612 sigma out 1 act.( 104.88670 sig in 25 act.) RANK 13 NODE 22 --> 97.678085 sigma out 1 act.( 96.167824 sig in 25 act.) RANK 14 NODE 6 --> 87.393265 sigma out 1 act.( 86.051010 sig in 25 act.) RANK 15 NODE 26 --> 62.674545 sigma out 1 act.( 62.086380 sig in 25 act.) RANK 16 NODE 24 --> 59.386589 sigma out 1 act.( 58.437466 sig in 25 act.) RANK 17 NODE 19 --> 57.270565 sigma out 1 act.( 57.816711 sig in 25 act.) RANK 18 NODE 16 --> 46.745876 sigma out 1 act.( 43.722485 sig in 25 act.) RANK 19 NODE 1 --> 35.643848 sigma out 1 act.( 36.165184 sig in 25 act.) RANK 20 NODE 2 --> 35.330967 sigma out 1 act.( 35.773350 sig in 25 act.) RANK 21 NODE 5 --> 32.347607 sigma out 1 act.( 26.491940 sig in 25 act.) RANK 22 NODE 14 --> 27.611631 sigma out 1 act.( 27.419395 sig in 25 act.) RANK 23 NODE 18 --> 25.478041 sigma out 1 act.( 26.115002 sig in 25 act.) RANK 24 NODE 9 --> 25.377237 sigma out 1 act.( 26.400826 sig in 25 act.) RANK 25 NODE 13 --> 13.293939 sigma out 1 act.( 15.516623 sig in 25 act.) RANK 26 NODE 7 --> 9.5438833 sigma out 1 act.( 11.577185 sig in 25 act.) RANK 1 NODE 1 --> 976.79736 sigma in 26 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.23195454 *** contribution from regularisation: 1.26331998E-03 *** contribution from error: -0.23321787 *** contribution from DIAG: 1.83333701E-04 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.23212002 *** contribution from regularisation: 1.29114150E-03 *** contribution from error: -0.23341116 *** contribution from DIAG: 1.86816585E-04 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.23289359 *** contribution from regularisation: 1.21599052E-03 *** contribution from error: -0.23410958 *** contribution from DIAG: 1.83754775E-04 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.23315132 *** contribution from regularisation: 1.23338553E-03 *** contribution from error: -0.23438470 *** contribution from DIAG: 1.83680095E-04 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.23396666 *** contribution from regularisation: 1.25542376E-03 *** contribution from error: -0.23522209 *** contribution from DIAG: 1.85823083E-04 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.23468530 *** contribution from regularisation: 1.25805405E-03 *** contribution from error: -0.23594336 *** contribution from DIAG: 1.89438768E-04 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.23480381 *** contribution from regularisation: 1.30271667E-03 *** contribution from error: -0.23610653 *** contribution from DIAG: 1.91252067E-04 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.23573424 *** contribution from regularisation: 1.22326729E-03 *** contribution from error: -0.23695751 *** contribution from DIAG: 1.93185391E-04 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.23586608 *** contribution from regularisation: 1.23253593E-03 *** contribution from error: -0.23709862 *** contribution from DIAG: 1.91939558E-04 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.23626265 *** contribution from regularisation: 1.25500478E-03 *** contribution from error: -0.23751765 *** contribution from DIAG: 1.90584891E-04 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 543.04248 sigma out 26 active outputs RANK 2 NODE 1 --> 498.28479 sigma out 26 active outputs RANK 3 NODE 5 --> 379.44626 sigma out 26 active outputs RANK 4 NODE 4 --> 351.41403 sigma out 26 active outputs RANK 5 NODE 3 --> 339.05997 sigma out 26 active outputs RANK 6 NODE 6 --> 302.55533 sigma out 26 active outputs RANK 7 NODE 12 --> 283.28409 sigma out 26 active outputs RANK 8 NODE 8 --> 248.22528 sigma out 26 active outputs RANK 9 NODE 7 --> 219.31099 sigma out 26 active outputs RANK 10 NODE 11 --> 200.87605 sigma out 26 active outputs RANK 11 NODE 13 --> 132.08797 sigma out 26 active outputs RANK 12 NODE 9 --> 124.03991 sigma out 26 active outputs RANK 13 NODE 14 --> 121.78693 sigma out 26 active outputs RANK 14 NODE 15 --> 120.05141 sigma out 26 active outputs RANK 15 NODE 16 --> 114.85505 sigma out 26 active outputs RANK 16 NODE 25 --> 113.57762 sigma out 26 active outputs RANK 17 NODE 10 --> 108.36067 sigma out 26 active outputs RANK 18 NODE 17 --> 89.341728 sigma out 26 active outputs RANK 19 NODE 19 --> 85.975815 sigma out 26 active outputs RANK 20 NODE 18 --> 79.679123 sigma out 26 active outputs RANK 21 NODE 20 --> 68.337975 sigma out 26 active outputs RANK 22 NODE 22 --> 44.229362 sigma out 26 active outputs RANK 23 NODE 21 --> 43.555462 sigma out 26 active outputs RANK 24 NODE 23 --> 38.753960 sigma out 26 active outputs RANK 25 NODE 24 --> 23.676287 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 624.60272 sigma in 25 act. ( 588.25836 sig out 1 act.) RANK 2 NODE 10 --> 445.31244 sigma in 25 act. ( 452.91833 sig out 1 act.) RANK 3 NODE 3 --> 392.06107 sigma in 25 act. ( 405.17700 sig out 1 act.) RANK 4 NODE 15 --> 357.53714 sigma in 25 act. ( 377.99622 sig out 1 act.) RANK 5 NODE 11 --> 345.30399 sigma in 25 act. ( 367.61566 sig out 1 act.) RANK 6 NODE 20 --> 302.85306 sigma in 25 act. ( 295.06213 sig out 1 act.) RANK 7 NODE 25 --> 289.32355 sigma in 25 act. ( 340.61725 sig out 1 act.) RANK 8 NODE 8 --> 239.04193 sigma in 25 act. ( 219.68948 sig out 1 act.) RANK 9 NODE 12 --> 207.08192 sigma in 25 act. ( 222.12334 sig out 1 act.) RANK 10 NODE 21 --> 198.36349 sigma in 25 act. ( 224.90729 sig out 1 act.) RANK 11 NODE 23 --> 150.85332 sigma in 25 act. ( 162.72821 sig out 1 act.) RANK 12 NODE 17 --> 106.61211 sigma in 25 act. ( 127.54650 sig out 1 act.) RANK 13 NODE 6 --> 103.41133 sigma in 25 act. ( 104.88451 sig out 1 act.) RANK 14 NODE 22 --> 93.769356 sigma in 25 act. ( 96.555397 sig out 1 act.) RANK 15 NODE 24 --> 82.945427 sigma in 25 act. ( 85.911812 sig out 1 act.) RANK 16 NODE 26 --> 61.529778 sigma in 25 act. ( 61.521263 sig out 1 act.) RANK 17 NODE 19 --> 56.297489 sigma in 25 act. ( 56.584091 sig out 1 act.) RANK 18 NODE 1 --> 41.549877 sigma in 25 act. ( 41.128601 sig out 1 act.) RANK 19 NODE 16 --> 40.770386 sigma in 25 act. ( 44.474548 sig out 1 act.) RANK 20 NODE 14 --> 37.543652 sigma in 25 act. ( 38.405144 sig out 1 act.) RANK 21 NODE 2 --> 36.274883 sigma in 25 act. ( 36.039871 sig out 1 act.) RANK 22 NODE 9 --> 27.985317 sigma in 25 act. ( 25.963411 sig out 1 act.) RANK 23 NODE 18 --> 24.599770 sigma in 25 act. ( 23.947166 sig out 1 act.) RANK 24 NODE 5 --> 18.829681 sigma in 25 act. ( 21.738333 sig out 1 act.) RANK 25 NODE 13 --> 16.185099 sigma in 25 act. ( 14.405895 sig out 1 act.) RANK 26 NODE 7 --> 10.683043 sigma in 25 act. ( 8.6241961 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 588.25836 sigma out 1 act.( 624.60272 sig in 25 act.) RANK 2 NODE 10 --> 452.91833 sigma out 1 act.( 445.31244 sig in 25 act.) RANK 3 NODE 3 --> 405.17700 sigma out 1 act.( 392.06107 sig in 25 act.) RANK 4 NODE 15 --> 377.99622 sigma out 1 act.( 357.53714 sig in 25 act.) RANK 5 NODE 11 --> 367.61566 sigma out 1 act.( 345.30399 sig in 25 act.) RANK 6 NODE 25 --> 340.61725 sigma out 1 act.( 289.32355 sig in 25 act.) RANK 7 NODE 20 --> 295.06213 sigma out 1 act.( 302.85306 sig in 25 act.) RANK 8 NODE 21 --> 224.90729 sigma out 1 act.( 198.36349 sig in 25 act.) RANK 9 NODE 12 --> 222.12334 sigma out 1 act.( 207.08192 sig in 25 act.) RANK 10 NODE 8 --> 219.68948 sigma out 1 act.( 239.04193 sig in 25 act.) RANK 11 NODE 23 --> 162.72821 sigma out 1 act.( 150.85332 sig in 25 act.) RANK 12 NODE 17 --> 127.54650 sigma out 1 act.( 106.61211 sig in 25 act.) RANK 13 NODE 6 --> 104.88451 sigma out 1 act.( 103.41133 sig in 25 act.) RANK 14 NODE 22 --> 96.555397 sigma out 1 act.( 93.769356 sig in 25 act.) RANK 15 NODE 24 --> 85.911812 sigma out 1 act.( 82.945427 sig in 25 act.) RANK 16 NODE 26 --> 61.521263 sigma out 1 act.( 61.529778 sig in 25 act.) RANK 17 NODE 19 --> 56.584091 sigma out 1 act.( 56.297489 sig in 25 act.) RANK 18 NODE 16 --> 44.474548 sigma out 1 act.( 40.770386 sig in 25 act.) RANK 19 NODE 1 --> 41.128601 sigma out 1 act.( 41.549877 sig in 25 act.) RANK 20 NODE 14 --> 38.405144 sigma out 1 act.( 37.543652 sig in 25 act.) RANK 21 NODE 2 --> 36.039871 sigma out 1 act.( 36.274883 sig in 25 act.) RANK 22 NODE 9 --> 25.963411 sigma out 1 act.( 27.985317 sig in 25 act.) RANK 23 NODE 18 --> 23.947166 sigma out 1 act.( 24.599770 sig in 25 act.) RANK 24 NODE 5 --> 21.738333 sigma out 1 act.( 18.829681 sig in 25 act.) RANK 25 NODE 13 --> 14.405895 sigma out 1 act.( 16.185099 sig in 25 act.) RANK 26 NODE 7 --> 8.6241961 sigma out 1 act.( 10.683043 sig in 25 act.) RANK 1 NODE 1 --> 1196.0461 sigma in 26 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.23677492 *** contribution from regularisation: 1.26780965E-03 *** contribution from error: -0.23804273 *** contribution from DIAG: 1.90206163E-04 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.23724034 *** contribution from regularisation: 1.30467035E-03 *** contribution from error: -0.23854502 *** contribution from DIAG: 1.88275473E-04 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.23756488 *** contribution from regularisation: 1.25086249E-03 *** contribution from error: -0.23881574 *** contribution from DIAG: 1.88639984E-04 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.23796521 *** contribution from regularisation: 1.20524981E-03 *** contribution from error: -0.23917046 *** contribution from DIAG: 1.89810598E-04 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.23821214 *** contribution from regularisation: 1.23538182E-03 *** contribution from error: -0.23944752 *** contribution from DIAG: 1.90223131E-04 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.23867346 *** contribution from regularisation: 1.25792949E-03 *** contribution from error: -0.23993139 *** contribution from DIAG: 1.90100269E-04 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.23921052 *** contribution from regularisation: 1.25640200E-03 *** contribution from error: -0.24046692 *** contribution from DIAG: 1.90059945E-04 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.24048977 *** contribution from regularisation: 1.31285668E-03 *** contribution from error: -0.24180262 *** contribution from DIAG: 1.91501196E-04 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.24047068 *** contribution from regularisation: 1.28651003E-03 *** contribution from error: -0.24175718 *** contribution from DIAG: 1.88797436E-04 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.24118976 *** contribution from regularisation: 1.15293544E-03 *** contribution from error: -0.24234270 *** contribution from DIAG: 1.90313003E-04 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 678.17719 sigma out 26 active outputs RANK 2 NODE 2 --> 559.39880 sigma out 26 active outputs RANK 3 NODE 5 --> 388.78552 sigma out 26 active outputs RANK 4 NODE 4 --> 344.09799 sigma out 26 active outputs RANK 5 NODE 12 --> 331.00656 sigma out 26 active outputs RANK 6 NODE 3 --> 323.34579 sigma out 26 active outputs RANK 7 NODE 6 --> 318.77499 sigma out 26 active outputs RANK 8 NODE 8 --> 285.79263 sigma out 26 active outputs RANK 9 NODE 7 --> 248.66252 sigma out 26 active outputs RANK 10 NODE 11 --> 230.42546 sigma out 26 active outputs RANK 11 NODE 9 --> 172.36749 sigma out 26 active outputs RANK 12 NODE 15 --> 143.07005 sigma out 26 active outputs RANK 13 NODE 13 --> 137.11497 sigma out 26 active outputs RANK 14 NODE 16 --> 133.55756 sigma out 26 active outputs RANK 15 NODE 14 --> 132.11841 sigma out 26 active outputs RANK 16 NODE 10 --> 120.65295 sigma out 26 active outputs RANK 17 NODE 17 --> 117.94132 sigma out 26 active outputs RANK 18 NODE 25 --> 112.85209 sigma out 26 active outputs RANK 19 NODE 19 --> 103.35381 sigma out 26 active outputs RANK 20 NODE 18 --> 91.078026 sigma out 26 active outputs RANK 21 NODE 20 --> 71.987061 sigma out 26 active outputs RANK 22 NODE 22 --> 55.997616 sigma out 26 active outputs RANK 23 NODE 23 --> 46.595387 sigma out 26 active outputs RANK 24 NODE 21 --> 41.439522 sigma out 26 active outputs RANK 25 NODE 24 --> 22.615700 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 690.97125 sigma in 25 act. ( 704.38123 sig out 1 act.) RANK 2 NODE 10 --> 524.97473 sigma in 25 act. ( 516.46381 sig out 1 act.) RANK 3 NODE 3 --> 425.82608 sigma in 25 act. ( 451.95435 sig out 1 act.) RANK 4 NODE 15 --> 386.25934 sigma in 25 act. ( 399.71802 sig out 1 act.) RANK 5 NODE 11 --> 365.74228 sigma in 25 act. ( 378.28705 sig out 1 act.) RANK 6 NODE 25 --> 356.13025 sigma in 25 act. ( 402.91275 sig out 1 act.) RANK 7 NODE 20 --> 315.70380 sigma in 25 act. ( 315.18018 sig out 1 act.) RANK 8 NODE 8 --> 294.91977 sigma in 25 act. ( 259.58224 sig out 1 act.) RANK 9 NODE 12 --> 251.00137 sigma in 25 act. ( 273.41943 sig out 1 act.) RANK 10 NODE 21 --> 250.83324 sigma in 25 act. ( 287.41425 sig out 1 act.) RANK 11 NODE 23 --> 141.06302 sigma in 25 act. ( 157.98282 sig out 1 act.) RANK 12 NODE 17 --> 111.00529 sigma in 25 act. ( 131.79965 sig out 1 act.) RANK 13 NODE 6 --> 104.69755 sigma in 25 act. ( 105.93640 sig out 1 act.) RANK 14 NODE 24 --> 103.78080 sigma in 25 act. ( 112.04330 sig out 1 act.) RANK 15 NODE 22 --> 77.060089 sigma in 25 act. ( 79.308067 sig out 1 act.) RANK 16 NODE 26 --> 58.428650 sigma in 25 act. ( 57.950287 sig out 1 act.) RANK 17 NODE 19 --> 55.101185 sigma in 25 act. ( 55.551228 sig out 1 act.) RANK 18 NODE 14 --> 48.162380 sigma in 25 act. ( 50.443340 sig out 1 act.) RANK 19 NODE 9 --> 44.043407 sigma in 25 act. ( 39.509861 sig out 1 act.) RANK 20 NODE 1 --> 42.696362 sigma in 25 act. ( 42.871212 sig out 1 act.) RANK 21 NODE 16 --> 33.676807 sigma in 25 act. ( 37.510662 sig out 1 act.) RANK 22 NODE 2 --> 29.556070 sigma in 25 act. ( 29.047411 sig out 1 act.) RANK 23 NODE 18 --> 20.944815 sigma in 25 act. ( 20.218891 sig out 1 act.) RANK 24 NODE 13 --> 14.621608 sigma in 25 act. ( 13.195036 sig out 1 act.) RANK 25 NODE 5 --> 8.8652058 sigma in 25 act. ( 7.0151563 sig out 1 act.) RANK 26 NODE 7 --> 5.7759023 sigma in 25 act. ( 0.55070335 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 704.38123 sigma out 1 act.( 690.97125 sig in 25 act.) RANK 2 NODE 10 --> 516.46381 sigma out 1 act.( 524.97473 sig in 25 act.) RANK 3 NODE 3 --> 451.95435 sigma out 1 act.( 425.82608 sig in 25 act.) RANK 4 NODE 25 --> 402.91275 sigma out 1 act.( 356.13025 sig in 25 act.) RANK 5 NODE 15 --> 399.71802 sigma out 1 act.( 386.25934 sig in 25 act.) RANK 6 NODE 11 --> 378.28705 sigma out 1 act.( 365.74228 sig in 25 act.) RANK 7 NODE 20 --> 315.18018 sigma out 1 act.( 315.70380 sig in 25 act.) RANK 8 NODE 21 --> 287.41425 sigma out 1 act.( 250.83324 sig in 25 act.) RANK 9 NODE 12 --> 273.41943 sigma out 1 act.( 251.00137 sig in 25 act.) RANK 10 NODE 8 --> 259.58224 sigma out 1 act.( 294.91977 sig in 25 act.) RANK 11 NODE 23 --> 157.98282 sigma out 1 act.( 141.06302 sig in 25 act.) RANK 12 NODE 17 --> 131.79965 sigma out 1 act.( 111.00529 sig in 25 act.) RANK 13 NODE 24 --> 112.04330 sigma out 1 act.( 103.78080 sig in 25 act.) RANK 14 NODE 6 --> 105.93640 sigma out 1 act.( 104.69755 sig in 25 act.) RANK 15 NODE 22 --> 79.308067 sigma out 1 act.( 77.060089 sig in 25 act.) RANK 16 NODE 26 --> 57.950287 sigma out 1 act.( 58.428650 sig in 25 act.) RANK 17 NODE 19 --> 55.551228 sigma out 1 act.( 55.101185 sig in 25 act.) RANK 18 NODE 14 --> 50.443340 sigma out 1 act.( 48.162380 sig in 25 act.) RANK 19 NODE 1 --> 42.871212 sigma out 1 act.( 42.696362 sig in 25 act.) RANK 20 NODE 9 --> 39.509861 sigma out 1 act.( 44.043407 sig in 25 act.) RANK 21 NODE 16 --> 37.510662 sigma out 1 act.( 33.676807 sig in 25 act.) RANK 22 NODE 2 --> 29.047411 sigma out 1 act.( 29.556070 sig in 25 act.) RANK 23 NODE 18 --> 20.218891 sigma out 1 act.( 20.944815 sig in 25 act.) RANK 24 NODE 13 --> 13.195036 sigma out 1 act.( 14.621608 sig in 25 act.) RANK 25 NODE 5 --> 7.0151563 sigma out 1 act.( 8.8652058 sig in 25 act.) RANK 26 NODE 7 --> 0.55070335 sigma out 1 act.( 5.7759023 sig in 25 act.) RANK 1 NODE 1 --> 1357.9830 sigma in 26 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.24168377 *** contribution from regularisation: 1.19361049E-03 *** contribution from error: -0.24287738 *** contribution from DIAG: 1.90257808E-04 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.24207081 *** contribution from regularisation: 1.18559983E-03 *** contribution from error: -0.24325640 *** contribution from DIAG: 1.91328654E-04 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.24249919 *** contribution from regularisation: 1.19597500E-03 *** contribution from error: -0.24369517 *** contribution from DIAG: 1.93019252E-04 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.24341208 *** contribution from regularisation: 1.21272227E-03 *** contribution from error: -0.24462479 *** contribution from DIAG: 1.93680025E-04 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.24385189 *** contribution from regularisation: 1.19607593E-03 *** contribution from error: -0.24504796 *** contribution from DIAG: 2.01984760E-04 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.24421698 *** contribution from regularisation: 1.17404456E-03 *** contribution from error: -0.24539103 *** contribution from DIAG: 2.00485869E-04 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.24441235 *** contribution from regularisation: 1.17815379E-03 *** contribution from error: -0.24559051 *** contribution from DIAG: 1.99822607E-04 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.24467109 *** contribution from regularisation: 1.18032249E-03 *** contribution from error: -0.24585141 *** contribution from DIAG: 1.98410024E-04 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.24507956 *** contribution from regularisation: 1.18238758E-03 *** contribution from error: -0.24626195 *** contribution from DIAG: 1.98377893E-04 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.24409071 *** contribution from regularisation: 1.19048695E-03 *** contribution from error: -0.24528119 *** contribution from DIAG: 2.11104401E-04 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 719.06989 sigma out 26 active outputs RANK 2 NODE 2 --> 585.79230 sigma out 26 active outputs RANK 3 NODE 5 --> 389.66498 sigma out 26 active outputs RANK 4 NODE 4 --> 333.79382 sigma out 26 active outputs RANK 5 NODE 6 --> 307.90622 sigma out 26 active outputs RANK 6 NODE 12 --> 307.72104 sigma out 26 active outputs RANK 7 NODE 3 --> 296.48898 sigma out 26 active outputs RANK 8 NODE 8 --> 261.42386 sigma out 26 active outputs RANK 9 NODE 7 --> 223.26025 sigma out 26 active outputs RANK 10 NODE 11 --> 209.45436 sigma out 26 active outputs RANK 11 NODE 9 --> 155.97511 sigma out 26 active outputs RANK 12 NODE 15 --> 147.68182 sigma out 26 active outputs RANK 13 NODE 16 --> 140.15819 sigma out 26 active outputs RANK 14 NODE 13 --> 131.71519 sigma out 26 active outputs RANK 15 NODE 17 --> 126.88696 sigma out 26 active outputs RANK 16 NODE 10 --> 121.40030 sigma out 26 active outputs RANK 17 NODE 19 --> 109.93608 sigma out 26 active outputs RANK 18 NODE 14 --> 106.46608 sigma out 26 active outputs RANK 19 NODE 25 --> 106.24857 sigma out 26 active outputs RANK 20 NODE 18 --> 91.249504 sigma out 26 active outputs RANK 21 NODE 20 --> 74.518608 sigma out 26 active outputs RANK 22 NODE 22 --> 60.554096 sigma out 26 active outputs RANK 23 NODE 23 --> 50.884075 sigma out 26 active outputs RANK 24 NODE 21 --> 40.094475 sigma out 26 active outputs RANK 25 NODE 24 --> 21.192045 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 703.29523 sigma in 25 act. ( 713.41321 sig out 1 act.) RANK 2 NODE 10 --> 511.19223 sigma in 25 act. ( 517.28528 sig out 1 act.) RANK 3 NODE 3 --> 410.91873 sigma in 25 act. ( 449.92441 sig out 1 act.) RANK 4 NODE 15 --> 405.28149 sigma in 25 act. ( 425.27853 sig out 1 act.) RANK 5 NODE 25 --> 355.65277 sigma in 25 act. ( 412.59854 sig out 1 act.) RANK 6 NODE 11 --> 343.52899 sigma in 25 act. ( 356.14877 sig out 1 act.) RANK 7 NODE 20 --> 333.31195 sigma in 25 act. ( 340.72183 sig out 1 act.) RANK 8 NODE 8 --> 301.41412 sigma in 25 act. ( 255.42421 sig out 1 act.) RANK 9 NODE 21 --> 266.62579 sigma in 25 act. ( 299.58401 sig out 1 act.) RANK 10 NODE 12 --> 241.77995 sigma in 25 act. ( 262.22040 sig out 1 act.) RANK 11 NODE 23 --> 125.26661 sigma in 25 act. ( 143.76947 sig out 1 act.) RANK 12 NODE 17 --> 108.28056 sigma in 25 act. ( 127.85876 sig out 1 act.) RANK 13 NODE 6 --> 101.03113 sigma in 25 act. ( 101.64122 sig out 1 act.) RANK 14 NODE 24 --> 94.863808 sigma in 25 act. ( 105.44347 sig out 1 act.) RANK 15 NODE 9 --> 70.945274 sigma in 25 act. ( 63.285408 sig out 1 act.) RANK 16 NODE 19 --> 62.242252 sigma in 25 act. ( 62.655106 sig out 1 act.) RANK 17 NODE 22 --> 59.343765 sigma in 25 act. ( 60.760693 sig out 1 act.) RANK 18 NODE 26 --> 55.126877 sigma in 25 act. ( 54.508533 sig out 1 act.) RANK 19 NODE 14 --> 51.182896 sigma in 25 act. ( 54.492104 sig out 1 act.) RANK 20 NODE 1 --> 43.310165 sigma in 25 act. ( 43.294434 sig out 1 act.) RANK 21 NODE 16 --> 31.374954 sigma in 25 act. ( 35.195961 sig out 1 act.) RANK 22 NODE 2 --> 28.331087 sigma in 25 act. ( 27.816097 sig out 1 act.) RANK 23 NODE 18 --> 12.745842 sigma in 25 act. ( 11.254833 sig out 1 act.) RANK 24 NODE 13 --> 12.245300 sigma in 25 act. ( 10.654571 sig out 1 act.) RANK 25 NODE 5 --> 6.6809564 sigma in 25 act. ( 1.6921079 sig out 1 act.) RANK 26 NODE 7 --> 5.5892773 sigma in 25 act. ( 0.79052335 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 713.41321 sigma out 1 act.( 703.29523 sig in 25 act.) RANK 2 NODE 10 --> 517.28528 sigma out 1 act.( 511.19223 sig in 25 act.) RANK 3 NODE 3 --> 449.92441 sigma out 1 act.( 410.91873 sig in 25 act.) RANK 4 NODE 15 --> 425.27853 sigma out 1 act.( 405.28149 sig in 25 act.) RANK 5 NODE 25 --> 412.59854 sigma out 1 act.( 355.65277 sig in 25 act.) RANK 6 NODE 11 --> 356.14877 sigma out 1 act.( 343.52899 sig in 25 act.) RANK 7 NODE 20 --> 340.72183 sigma out 1 act.( 333.31195 sig in 25 act.) RANK 8 NODE 21 --> 299.58401 sigma out 1 act.( 266.62579 sig in 25 act.) RANK 9 NODE 12 --> 262.22040 sigma out 1 act.( 241.77995 sig in 25 act.) RANK 10 NODE 8 --> 255.42421 sigma out 1 act.( 301.41412 sig in 25 act.) RANK 11 NODE 23 --> 143.76947 sigma out 1 act.( 125.26661 sig in 25 act.) RANK 12 NODE 17 --> 127.85876 sigma out 1 act.( 108.28056 sig in 25 act.) RANK 13 NODE 24 --> 105.44347 sigma out 1 act.( 94.863808 sig in 25 act.) RANK 14 NODE 6 --> 101.64122 sigma out 1 act.( 101.03113 sig in 25 act.) RANK 15 NODE 9 --> 63.285408 sigma out 1 act.( 70.945274 sig in 25 act.) RANK 16 NODE 19 --> 62.655106 sigma out 1 act.( 62.242252 sig in 25 act.) RANK 17 NODE 22 --> 60.760693 sigma out 1 act.( 59.343765 sig in 25 act.) RANK 18 NODE 26 --> 54.508533 sigma out 1 act.( 55.126877 sig in 25 act.) RANK 19 NODE 14 --> 54.492104 sigma out 1 act.( 51.182896 sig in 25 act.) RANK 20 NODE 1 --> 43.294434 sigma out 1 act.( 43.310165 sig in 25 act.) RANK 21 NODE 16 --> 35.195961 sigma out 1 act.( 31.374954 sig in 25 act.) RANK 22 NODE 2 --> 27.816097 sigma out 1 act.( 28.331087 sig in 25 act.) RANK 23 NODE 18 --> 11.254833 sigma out 1 act.( 12.745842 sig in 25 act.) RANK 24 NODE 13 --> 10.654571 sigma out 1 act.( 12.245300 sig in 25 act.) RANK 25 NODE 5 --> 1.6921079 sigma out 1 act.( 6.6809564 sig in 25 act.) RANK 26 NODE 7 --> 0.79052335 sigma out 1 act.( 5.5892773 sig in 25 act.) RANK 1 NODE 1 --> 1370.0070 sigma in 26 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.24523374 *** contribution from regularisation: 1.15942466E-03 *** contribution from error: -0.24639317 *** contribution from DIAG: 2.06830693E-04 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.24558081 *** contribution from regularisation: 1.18115824E-03 *** contribution from error: -0.24676196 *** contribution from DIAG: 2.04110082E-04 *********************************************** --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.24580880 *** contribution from regularisation: 1.17603817E-03 *** contribution from error: -0.24698484 *** contribution from DIAG: 2.04638491E-04 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.24615806 *** contribution from regularisation: 1.18195987E-03 *** contribution from error: -0.24734002 *** contribution from DIAG: 2.05511911E-04 *********************************************** --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.24661265 *** contribution from regularisation: 1.18898868E-03 *** contribution from error: -0.24780165 *** contribution from DIAG: 2.09696358E-04 *********************************************** --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.24684957 *** contribution from regularisation: 1.19166088E-03 *** contribution from error: -0.24804123 *** contribution from DIAG: 1.97646703E-04 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.24726212 *** contribution from regularisation: 1.16452028E-03 *** contribution from error: -0.24842665 *** contribution from DIAG: 2.04694312E-04 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.24735807 *** contribution from regularisation: 1.16703671E-03 *** contribution from error: -0.24852511 *** contribution from DIAG: 2.06942452E-04 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.24749593 *** contribution from regularisation: 1.16560166E-03 *** contribution from error: -0.24866153 *** contribution from DIAG: 2.08355355E-04 *********************************************** --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.24779403 *** contribution from regularisation: 1.16578571E-03 *** contribution from error: -0.24895982 *** contribution from DIAG: 2.10234124E-04 *********************************************** --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 804.35352 sigma out 26 active outputs RANK 2 NODE 2 --> 613.12225 sigma out 26 active outputs RANK 3 NODE 5 --> 421.46600 sigma out 26 active outputs RANK 4 NODE 4 --> 342.83133 sigma out 26 active outputs RANK 5 NODE 6 --> 332.88309 sigma out 26 active outputs RANK 6 NODE 12 --> 322.23428 sigma out 26 active outputs RANK 7 NODE 3 --> 300.65903 sigma out 26 active outputs RANK 8 NODE 8 --> 272.89835 sigma out 26 active outputs RANK 9 NODE 7 --> 218.53897 sigma out 26 active outputs RANK 10 NODE 11 --> 205.74898 sigma out 26 active outputs RANK 11 NODE 15 --> 164.08461 sigma out 26 active outputs RANK 12 NODE 16 --> 160.85367 sigma out 26 active outputs RANK 13 NODE 9 --> 155.02675 sigma out 26 active outputs RANK 14 NODE 17 --> 145.96921 sigma out 26 active outputs RANK 15 NODE 13 --> 133.49440 sigma out 26 active outputs RANK 16 NODE 10 --> 132.02611 sigma out 26 active outputs RANK 17 NODE 19 --> 118.10951 sigma out 26 active outputs RANK 18 NODE 25 --> 115.53304 sigma out 26 active outputs RANK 19 NODE 18 --> 108.63888 sigma out 26 active outputs RANK 20 NODE 14 --> 94.155807 sigma out 26 active outputs RANK 21 NODE 20 --> 84.135025 sigma out 26 active outputs RANK 22 NODE 22 --> 74.291756 sigma out 26 active outputs RANK 23 NODE 23 --> 60.026947 sigma out 26 active outputs RANK 24 NODE 21 --> 45.773579 sigma out 26 active outputs RANK 25 NODE 24 --> 21.866215 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 716.85962 sigma in 25 act. ( 756.93768 sig out 1 act.) RANK 2 NODE 10 --> 562.05786 sigma in 25 act. ( 577.48901 sig out 1 act.) RANK 3 NODE 15 --> 459.35446 sigma in 25 act. ( 479.43314 sig out 1 act.) RANK 4 NODE 3 --> 396.30356 sigma in 25 act. ( 429.52441 sig out 1 act.) RANK 5 NODE 20 --> 389.97348 sigma in 25 act. ( 390.68616 sig out 1 act.) RANK 6 NODE 25 --> 379.69226 sigma in 25 act. ( 431.18726 sig out 1 act.) RANK 7 NODE 11 --> 377.60526 sigma in 25 act. ( 384.98392 sig out 1 act.) RANK 8 NODE 8 --> 346.19830 sigma in 25 act. ( 281.04486 sig out 1 act.) RANK 9 NODE 21 --> 297.52524 sigma in 25 act. ( 328.53250 sig out 1 act.) RANK 10 NODE 12 --> 251.28853 sigma in 25 act. ( 269.30161 sig out 1 act.) RANK 11 NODE 23 --> 120.60916 sigma in 25 act. ( 138.66585 sig out 1 act.) RANK 12 NODE 17 --> 116.16994 sigma in 25 act. ( 136.55757 sig out 1 act.) RANK 13 NODE 6 --> 114.95595 sigma in 25 act. ( 114.20973 sig out 1 act.) RANK 14 NODE 9 --> 99.789192 sigma in 25 act. ( 90.526199 sig out 1 act.) RANK 15 NODE 24 --> 92.019356 sigma in 25 act. ( 105.19594 sig out 1 act.) RANK 16 NODE 19 --> 78.481331 sigma in 25 act. ( 79.201836 sig out 1 act.) RANK 17 NODE 14 --> 56.894585 sigma in 25 act. ( 61.189243 sig out 1 act.) RANK 18 NODE 26 --> 56.788628 sigma in 25 act. ( 55.677280 sig out 1 act.) RANK 19 NODE 22 --> 51.807148 sigma in 25 act. ( 52.803673 sig out 1 act.) RANK 20 NODE 1 --> 45.189457 sigma in 25 act. ( 45.098480 sig out 1 act.) RANK 21 NODE 2 --> 34.512226 sigma in 25 act. ( 33.889732 sig out 1 act.) RANK 22 NODE 16 --> 33.583904 sigma in 25 act. ( 38.162567 sig out 1 act.) RANK 23 NODE 13 --> 11.408002 sigma in 25 act. ( 9.8221893 sig out 1 act.) RANK 24 NODE 18 --> 6.9227152 sigma in 25 act. ( 3.4168904 sig out 1 act.) RANK 25 NODE 5 --> 6.3435006 sigma in 25 act. ( 1.0329566 sig out 1 act.) RANK 26 NODE 7 --> 5.3920503 sigma in 25 act. ( 0.52815932 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 756.93768 sigma out 1 act.( 716.85962 sig in 25 act.) RANK 2 NODE 10 --> 577.48901 sigma out 1 act.( 562.05786 sig in 25 act.) RANK 3 NODE 15 --> 479.43314 sigma out 1 act.( 459.35446 sig in 25 act.) RANK 4 NODE 25 --> 431.18726 sigma out 1 act.( 379.69226 sig in 25 act.) RANK 5 NODE 3 --> 429.52441 sigma out 1 act.( 396.30356 sig in 25 act.) RANK 6 NODE 20 --> 390.68616 sigma out 1 act.( 389.97348 sig in 25 act.) RANK 7 NODE 11 --> 384.98392 sigma out 1 act.( 377.60526 sig in 25 act.) RANK 8 NODE 21 --> 328.53250 sigma out 1 act.( 297.52524 sig in 25 act.) RANK 9 NODE 8 --> 281.04486 sigma out 1 act.( 346.19830 sig in 25 act.) RANK 10 NODE 12 --> 269.30161 sigma out 1 act.( 251.28853 sig in 25 act.) RANK 11 NODE 23 --> 138.66585 sigma out 1 act.( 120.60916 sig in 25 act.) RANK 12 NODE 17 --> 136.55757 sigma out 1 act.( 116.16994 sig in 25 act.) RANK 13 NODE 6 --> 114.20973 sigma out 1 act.( 114.95595 sig in 25 act.) RANK 14 NODE 24 --> 105.19594 sigma out 1 act.( 92.019356 sig in 25 act.) RANK 15 NODE 9 --> 90.526199 sigma out 1 act.( 99.789192 sig in 25 act.) RANK 16 NODE 19 --> 79.201836 sigma out 1 act.( 78.481331 sig in 25 act.) RANK 17 NODE 14 --> 61.189243 sigma out 1 act.( 56.894585 sig in 25 act.) RANK 18 NODE 26 --> 55.677280 sigma out 1 act.( 56.788628 sig in 25 act.) RANK 19 NODE 22 --> 52.803673 sigma out 1 act.( 51.807148 sig in 25 act.) RANK 20 NODE 1 --> 45.098480 sigma out 1 act.( 45.189457 sig in 25 act.) RANK 21 NODE 16 --> 38.162567 sigma out 1 act.( 33.583904 sig in 25 act.) RANK 22 NODE 2 --> 33.889732 sigma out 1 act.( 34.512226 sig in 25 act.) RANK 23 NODE 13 --> 9.8221893 sigma out 1 act.( 11.408002 sig in 25 act.) RANK 24 NODE 18 --> 3.4168904 sigma out 1 act.( 6.9227152 sig in 25 act.) RANK 25 NODE 5 --> 1.0329566 sigma out 1 act.( 6.3435006 sig in 25 act.) RANK 26 NODE 7 --> 0.52815932 sigma out 1 act.( 5.3920503 sig in 25 act.) RANK 1 NODE 1 --> 1468.9602 sigma in 26 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.24755712 *** contribution from regularisation: 1.16254459E-03 *** contribution from error: -0.24871966 *** contribution from DIAG: 1.97146117E-04 *********************************************** --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.24791959 *** contribution from regularisation: 1.15311530E-03 *** contribution from error: -0.24907270 *** contribution from DIAG: 2.05503035E-04 *********************************************** --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.24804884 *** contribution from regularisation: 1.15858961E-03 *** contribution from error: -0.24920744 *** contribution from DIAG: 2.08851576E-04 *********************************************** --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.24817659 *** contribution from regularisation: 1.16017531E-03 *** contribution from error: -0.24933676 *** contribution from DIAG: 2.11081569E-04 *********************************************** --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.24835549 *** contribution from regularisation: 1.16462470E-03 *** contribution from error: -0.24952012 *** contribution from DIAG: 2.11681021E-04 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.24863607 *** contribution from regularisation: 1.17164943E-03 *** contribution from error: -0.24980772 *** contribution from DIAG: 2.10864047E-04 *********************************************** --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.24853076 *** contribution from regularisation: 1.18263729E-03 *** contribution from error: -0.24971339 *** contribution from DIAG: 2.02709052E-04 *********************************************** --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.24875396 *** contribution from regularisation: 1.17652852E-03 *** contribution from error: -0.24993049 *** contribution from DIAG: 2.07852252E-04 *********************************************** --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.24887314 *** contribution from regularisation: 1.17875403E-03 *** contribution from error: -0.25005189 *** contribution from DIAG: 2.11630671E-04 *********************************************** --------------------------------------------------- Iteration : 79 *********************************************** *** Learn Path 79 *** loss function: -0.24899213 *** contribution from regularisation: 1.18013471E-03 *** contribution from error: -0.25017226 *** contribution from DIAG: 2.12128085E-04 *********************************************** --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 851.79150 sigma out 26 active outputs RANK 2 NODE 2 --> 637.20276 sigma out 26 active outputs RANK 3 NODE 5 --> 442.06302 sigma out 26 active outputs RANK 4 NODE 4 --> 347.50034 sigma out 26 active outputs RANK 5 NODE 12 --> 344.38766 sigma out 26 active outputs RANK 6 NODE 6 --> 340.13791 sigma out 26 active outputs RANK 7 NODE 3 --> 316.50934 sigma out 26 active outputs RANK 8 NODE 8 --> 286.71591 sigma out 26 active outputs RANK 9 NODE 7 --> 227.42288 sigma out 26 active outputs RANK 10 NODE 11 --> 215.35374 sigma out 26 active outputs RANK 11 NODE 15 --> 170.49947 sigma out 26 active outputs RANK 12 NODE 16 --> 170.29396 sigma out 26 active outputs RANK 13 NODE 9 --> 165.60112 sigma out 26 active outputs RANK 14 NODE 17 --> 155.51575 sigma out 26 active outputs RANK 15 NODE 10 --> 145.30751 sigma out 26 active outputs RANK 16 NODE 13 --> 134.97794 sigma out 26 active outputs RANK 17 NODE 19 --> 124.96319 sigma out 26 active outputs RANK 18 NODE 25 --> 124.35063 sigma out 26 active outputs RANK 19 NODE 18 --> 113.80187 sigma out 26 active outputs RANK 20 NODE 14 --> 92.573166 sigma out 26 active outputs RANK 21 NODE 20 --> 91.764221 sigma out 26 active outputs RANK 22 NODE 22 --> 83.433769 sigma out 26 active outputs RANK 23 NODE 23 --> 65.013359 sigma out 26 active outputs RANK 24 NODE 21 --> 49.183594 sigma out 26 active outputs RANK 25 NODE 24 --> 22.912979 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 736.37042 sigma in 25 act. ( 783.42303 sig out 1 act.) RANK 2 NODE 10 --> 608.11279 sigma in 25 act. ( 622.56970 sig out 1 act.) RANK 3 NODE 15 --> 487.40918 sigma in 25 act. ( 509.58383 sig out 1 act.) RANK 4 NODE 20 --> 406.34467 sigma in 25 act. ( 399.70718 sig out 1 act.) RANK 5 NODE 3 --> 402.50159 sigma in 25 act. ( 429.43549 sig out 1 act.) RANK 6 NODE 11 --> 394.19208 sigma in 25 act. ( 398.26056 sig out 1 act.) RANK 7 NODE 25 --> 393.05502 sigma in 25 act. ( 442.05695 sig out 1 act.) RANK 8 NODE 8 --> 368.89908 sigma in 25 act. ( 292.48865 sig out 1 act.) RANK 9 NODE 21 --> 324.34415 sigma in 25 act. ( 352.49045 sig out 1 act.) RANK 10 NODE 12 --> 251.01805 sigma in 25 act. ( 265.87769 sig out 1 act.) RANK 11 NODE 17 --> 127.75673 sigma in 25 act. ( 149.81857 sig out 1 act.) RANK 12 NODE 6 --> 124.90065 sigma in 25 act. ( 123.42685 sig out 1 act.) RANK 13 NODE 23 --> 123.14162 sigma in 25 act. ( 141.42740 sig out 1 act.) RANK 14 NODE 9 --> 119.14674 sigma in 25 act. ( 108.94262 sig out 1 act.) RANK 15 NODE 24 --> 96.367828 sigma in 25 act. ( 110.21173 sig out 1 act.) RANK 16 NODE 19 --> 93.015495 sigma in 25 act. ( 94.818802 sig out 1 act.) RANK 17 NODE 26 --> 63.924942 sigma in 25 act. ( 62.809269 sig out 1 act.) RANK 18 NODE 14 --> 61.097462 sigma in 25 act. ( 66.071686 sig out 1 act.) RANK 19 NODE 22 --> 52.917049 sigma in 25 act. ( 53.984676 sig out 1 act.) RANK 20 NODE 1 --> 49.185825 sigma in 25 act. ( 49.195137 sig out 1 act.) RANK 21 NODE 2 --> 45.323101 sigma in 25 act. ( 44.716797 sig out 1 act.) RANK 22 NODE 16 --> 33.645794 sigma in 25 act. ( 38.331135 sig out 1 act.) RANK 23 NODE 13 --> 13.842578 sigma in 25 act. ( 12.593021 sig out 1 act.) RANK 24 NODE 18 --> 8.3967037 sigma in 25 act. ( 5.8969145 sig out 1 act.) RANK 25 NODE 5 --> 6.9366174 sigma in 25 act. ( 3.6827178 sig out 1 act.) RANK 26 NODE 7 --> 5.6022015 sigma in 25 act. ( 1.6663197 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 783.42303 sigma out 1 act.( 736.37042 sig in 25 act.) RANK 2 NODE 10 --> 622.56970 sigma out 1 act.( 608.11279 sig in 25 act.) RANK 3 NODE 15 --> 509.58383 sigma out 1 act.( 487.40918 sig in 25 act.) RANK 4 NODE 25 --> 442.05695 sigma out 1 act.( 393.05502 sig in 25 act.) RANK 5 NODE 3 --> 429.43549 sigma out 1 act.( 402.50159 sig in 25 act.) RANK 6 NODE 20 --> 399.70718 sigma out 1 act.( 406.34467 sig in 25 act.) RANK 7 NODE 11 --> 398.26056 sigma out 1 act.( 394.19208 sig in 25 act.) RANK 8 NODE 21 --> 352.49045 sigma out 1 act.( 324.34415 sig in 25 act.) RANK 9 NODE 8 --> 292.48865 sigma out 1 act.( 368.89908 sig in 25 act.) RANK 10 NODE 12 --> 265.87769 sigma out 1 act.( 251.01805 sig in 25 act.) RANK 11 NODE 17 --> 149.81857 sigma out 1 act.( 127.75673 sig in 25 act.) RANK 12 NODE 23 --> 141.42740 sigma out 1 act.( 123.14162 sig in 25 act.) RANK 13 NODE 6 --> 123.42685 sigma out 1 act.( 124.90065 sig in 25 act.) RANK 14 NODE 24 --> 110.21173 sigma out 1 act.( 96.367828 sig in 25 act.) RANK 15 NODE 9 --> 108.94262 sigma out 1 act.( 119.14674 sig in 25 act.) RANK 16 NODE 19 --> 94.818802 sigma out 1 act.( 93.015495 sig in 25 act.) RANK 17 NODE 14 --> 66.071686 sigma out 1 act.( 61.097462 sig in 25 act.) RANK 18 NODE 26 --> 62.809269 sigma out 1 act.( 63.924942 sig in 25 act.) RANK 19 NODE 22 --> 53.984676 sigma out 1 act.( 52.917049 sig in 25 act.) RANK 20 NODE 1 --> 49.195137 sigma out 1 act.( 49.185825 sig in 25 act.) RANK 21 NODE 2 --> 44.716797 sigma out 1 act.( 45.323101 sig in 25 act.) RANK 22 NODE 16 --> 38.331135 sigma out 1 act.( 33.645794 sig in 25 act.) RANK 23 NODE 13 --> 12.593021 sigma out 1 act.( 13.842578 sig in 25 act.) RANK 24 NODE 18 --> 5.8969145 sigma out 1 act.( 8.3967037 sig in 25 act.) RANK 25 NODE 5 --> 3.6827178 sigma out 1 act.( 6.9366174 sig in 25 act.) RANK 26 NODE 7 --> 1.6663197 sigma out 1 act.( 5.6022015 sig in 25 act.) RANK 1 NODE 1 --> 1532.2296 sigma in 26 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.24923404 *** contribution from regularisation: 1.18518213E-03 *** contribution from error: -0.25041923 *** contribution from DIAG: 2.13297171E-04 *********************************************** --------------------------------------------------- Iteration : 81 *********************************************** *** Learn Path 81 *** loss function: -0.24962363 *** contribution from regularisation: 1.19801087E-03 *** contribution from error: -0.25082165 *** contribution from DIAG: 2.08426980E-04 *********************************************** --------------------------------------------------- Iteration : 82 *********************************************** *** Learn Path 82 *** loss function: -0.24980310 *** contribution from regularisation: 1.20425352E-03 *** contribution from error: -0.25100735 *** contribution from DIAG: 2.00156050E-04 *********************************************** --------------------------------------------------- Iteration : 83 *********************************************** *** Learn Path 83 *** loss function: -0.25007552 *** contribution from regularisation: 1.19184866E-03 *** contribution from error: -0.25126737 *** contribution from DIAG: 2.02264913E-04 *********************************************** --------------------------------------------------- Iteration : 84 *********************************************** *** Learn Path 84 *** loss function: -0.25023398 *** contribution from regularisation: 1.19845371E-03 *** contribution from error: -0.25143242 *** contribution from DIAG: 2.01010393E-04 *********************************************** --------------------------------------------------- Iteration : 85 *********************************************** *** Learn Path 85 *** loss function: -0.25035918 *** contribution from regularisation: 1.20195327E-03 *** contribution from error: -0.25156114 *** contribution from DIAG: 1.99723087E-04 *********************************************** --------------------------------------------------- Iteration : 86 *********************************************** *** Learn Path 86 *** loss function: -0.25041699 *** contribution from regularisation: 1.22678233E-03 *** contribution from error: -0.25164378 *** contribution from DIAG: 1.92701948E-04 *********************************************** --------------------------------------------------- Iteration : 87 *********************************************** *** Learn Path 87 *** loss function: -0.25092280 *** contribution from regularisation: 1.21697027E-03 *** contribution from error: -0.25213978 *** contribution from DIAG: 1.94512395E-04 *********************************************** --------------------------------------------------- Iteration : 88 *********************************************** *** Learn Path 88 *** loss function: -0.25109321 *** contribution from regularisation: 1.21914374E-03 *** contribution from error: -0.25231236 *** contribution from DIAG: 1.95503715E-04 *********************************************** --------------------------------------------------- Iteration : 89 *********************************************** *** Learn Path 89 *** loss function: -0.25139013 *** contribution from regularisation: 1.23155187E-03 *** contribution from error: -0.25262168 *** contribution from DIAG: 1.95832894E-04 *********************************************** --------------------------------------------------- Iteration : 90 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 990.06830 sigma out 26 active outputs RANK 2 NODE 2 --> 693.72601 sigma out 26 active outputs RANK 3 NODE 5 --> 510.17844 sigma out 26 active outputs RANK 4 NODE 12 --> 397.31754 sigma out 26 active outputs RANK 5 NODE 6 --> 379.17551 sigma out 26 active outputs RANK 6 NODE 4 --> 377.18475 sigma out 26 active outputs RANK 7 NODE 3 --> 350.07706 sigma out 26 active outputs RANK 8 NODE 8 --> 314.13254 sigma out 26 active outputs RANK 9 NODE 11 --> 249.21599 sigma out 26 active outputs RANK 10 NODE 7 --> 243.81114 sigma out 26 active outputs RANK 11 NODE 16 --> 199.82256 sigma out 26 active outputs RANK 12 NODE 9 --> 194.94141 sigma out 26 active outputs RANK 13 NODE 17 --> 183.79842 sigma out 26 active outputs RANK 14 NODE 15 --> 179.15955 sigma out 26 active outputs RANK 15 NODE 10 --> 171.93202 sigma out 26 active outputs RANK 16 NODE 13 --> 152.32178 sigma out 26 active outputs RANK 17 NODE 25 --> 147.19673 sigma out 26 active outputs RANK 18 NODE 19 --> 138.41843 sigma out 26 active outputs RANK 19 NODE 18 --> 132.83940 sigma out 26 active outputs RANK 20 NODE 20 --> 118.81668 sigma out 26 active outputs RANK 21 NODE 22 --> 112.20990 sigma out 26 active outputs RANK 22 NODE 14 --> 84.931412 sigma out 26 active outputs RANK 23 NODE 23 --> 77.821060 sigma out 26 active outputs RANK 24 NODE 21 --> 60.084858 sigma out 26 active outputs RANK 25 NODE 24 --> 25.525757 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 767.95105 sigma in 25 act. ( 841.31067 sig out 1 act.) RANK 2 NODE 10 --> 709.99695 sigma in 25 act. ( 726.99451 sig out 1 act.) RANK 3 NODE 15 --> 593.65601 sigma in 25 act. ( 610.25989 sig out 1 act.) RANK 4 NODE 20 --> 490.65509 sigma in 25 act. ( 463.50388 sig out 1 act.) RANK 5 NODE 11 --> 445.05566 sigma in 25 act. ( 445.94669 sig out 1 act.) RANK 6 NODE 25 --> 435.24808 sigma in 25 act. ( 489.65442 sig out 1 act.) RANK 7 NODE 8 --> 426.05322 sigma in 25 act. ( 327.96649 sig out 1 act.) RANK 8 NODE 3 --> 405.41968 sigma in 25 act. ( 413.99020 sig out 1 act.) RANK 9 NODE 21 --> 397.97058 sigma in 25 act. ( 425.92404 sig out 1 act.) RANK 10 NODE 12 --> 257.70404 sigma in 25 act. ( 263.38391 sig out 1 act.) RANK 11 NODE 9 --> 189.82007 sigma in 25 act. ( 175.96588 sig out 1 act.) RANK 12 NODE 6 --> 168.67867 sigma in 25 act. ( 164.16234 sig out 1 act.) RANK 13 NODE 17 --> 161.62888 sigma in 25 act. ( 184.28276 sig out 1 act.) RANK 14 NODE 19 --> 132.44875 sigma in 25 act. ( 137.85817 sig out 1 act.) RANK 15 NODE 23 --> 126.82404 sigma in 25 act. ( 143.17076 sig out 1 act.) RANK 16 NODE 24 --> 106.98109 sigma in 25 act. ( 123.73756 sig out 1 act.) RANK 17 NODE 26 --> 83.580811 sigma in 25 act. ( 82.033951 sig out 1 act.) RANK 18 NODE 14 --> 76.073914 sigma in 25 act. ( 82.746796 sig out 1 act.) RANK 19 NODE 2 --> 74.662544 sigma in 25 act. ( 74.029335 sig out 1 act.) RANK 20 NODE 1 --> 58.344700 sigma in 25 act. ( 59.295036 sig out 1 act.) RANK 21 NODE 22 --> 53.324104 sigma in 25 act. ( 54.152691 sig out 1 act.) RANK 22 NODE 16 --> 41.477463 sigma in 25 act. ( 48.226650 sig out 1 act.) RANK 23 NODE 13 --> 18.107285 sigma in 25 act. ( 17.279638 sig out 1 act.) RANK 24 NODE 18 --> 9.3542671 sigma in 25 act. ( 7.3009982 sig out 1 act.) RANK 25 NODE 5 --> 8.9742966 sigma in 25 act. ( 8.1272287 sig out 1 act.) RANK 26 NODE 7 --> 7.0018854 sigma in 25 act. ( 4.7956643 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 841.31067 sigma out 1 act.( 767.95105 sig in 25 act.) RANK 2 NODE 10 --> 726.99451 sigma out 1 act.( 709.99695 sig in 25 act.) RANK 3 NODE 15 --> 610.25989 sigma out 1 act.( 593.65601 sig in 25 act.) RANK 4 NODE 25 --> 489.65442 sigma out 1 act.( 435.24808 sig in 25 act.) RANK 5 NODE 20 --> 463.50388 sigma out 1 act.( 490.65509 sig in 25 act.) RANK 6 NODE 11 --> 445.94669 sigma out 1 act.( 445.05566 sig in 25 act.) RANK 7 NODE 21 --> 425.92404 sigma out 1 act.( 397.97058 sig in 25 act.) RANK 8 NODE 3 --> 413.99020 sigma out 1 act.( 405.41968 sig in 25 act.) RANK 9 NODE 8 --> 327.96649 sigma out 1 act.( 426.05322 sig in 25 act.) RANK 10 NODE 12 --> 263.38391 sigma out 1 act.( 257.70404 sig in 25 act.) RANK 11 NODE 17 --> 184.28276 sigma out 1 act.( 161.62888 sig in 25 act.) RANK 12 NODE 9 --> 175.96588 sigma out 1 act.( 189.82007 sig in 25 act.) RANK 13 NODE 6 --> 164.16234 sigma out 1 act.( 168.67867 sig in 25 act.) RANK 14 NODE 23 --> 143.17076 sigma out 1 act.( 126.82404 sig in 25 act.) RANK 15 NODE 19 --> 137.85817 sigma out 1 act.( 132.44875 sig in 25 act.) RANK 16 NODE 24 --> 123.73756 sigma out 1 act.( 106.98109 sig in 25 act.) RANK 17 NODE 14 --> 82.746796 sigma out 1 act.( 76.073914 sig in 25 act.) RANK 18 NODE 26 --> 82.033951 sigma out 1 act.( 83.580811 sig in 25 act.) RANK 19 NODE 2 --> 74.029335 sigma out 1 act.( 74.662544 sig in 25 act.) RANK 20 NODE 1 --> 59.295036 sigma out 1 act.( 58.344700 sig in 25 act.) RANK 21 NODE 22 --> 54.152691 sigma out 1 act.( 53.324104 sig in 25 act.) RANK 22 NODE 16 --> 48.226650 sigma out 1 act.( 41.477463 sig in 25 act.) RANK 23 NODE 13 --> 17.279638 sigma out 1 act.( 18.107285 sig in 25 act.) RANK 24 NODE 5 --> 8.1272287 sigma out 1 act.( 8.9742966 sig in 25 act.) RANK 25 NODE 18 --> 7.3009982 sigma out 1 act.( 9.3542671 sig in 25 act.) RANK 26 NODE 7 --> 4.7956643 sigma out 1 act.( 7.0018854 sig in 25 act.) RANK 1 NODE 1 --> 1722.4688 sigma in 26 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.25167066 *** contribution from regularisation: 1.23447273E-03 *** contribution from error: -0.25290513 *** contribution from DIAG: 1.96243680E-04 *********************************************** --------------------------------------------------- Iteration : 91 *********************************************** *** Learn Path 91 *** loss function: -0.25195068 *** contribution from regularisation: 1.24347454E-03 *** contribution from error: -0.25319415 *** contribution from DIAG: 1.95586836E-04 *********************************************** --------------------------------------------------- Iteration : 92 *********************************************** *** Learn Path 92 *** loss function: -0.25221190 *** contribution from regularisation: 1.24195195E-03 *** contribution from error: -0.25345385 *** contribution from DIAG: 1.94895823E-04 *********************************************** --------------------------------------------------- Iteration : 93 *********************************************** *** Learn Path 93 *** loss function: -0.25202483 *** contribution from regularisation: 1.22694555E-03 *** contribution from error: -0.25325176 *** contribution from DIAG: 1.88195569E-04 *********************************************** --------------------------------------------------- Iteration : 94 *********************************************** *** Learn Path 94 *** loss function: -0.25239936 *** contribution from regularisation: 1.21618481E-03 *** contribution from error: -0.25361553 *** contribution from DIAG: 1.92422362E-04 *********************************************** --------------------------------------------------- Iteration : 95 *********************************************** *** Learn Path 95 *** loss function: -0.25250277 *** contribution from regularisation: 1.21866679E-03 *** contribution from error: -0.25372145 *** contribution from DIAG: 1.93035303E-04 *********************************************** --------------------------------------------------- Iteration : 96 *********************************************** *** Learn Path 96 *** loss function: -0.25263599 *** contribution from regularisation: 1.21674384E-03 *** contribution from error: -0.25385273 *** contribution from DIAG: 1.94176115E-04 *********************************************** --------------------------------------------------- Iteration : 97 *********************************************** *** Learn Path 97 *** loss function: -0.25273418 *** contribution from regularisation: 1.21659285E-03 *** contribution from error: -0.25395077 *** contribution from DIAG: 1.94567649E-04 *********************************************** --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.25282702 *** contribution from regularisation: 1.21868728E-03 *** contribution from error: -0.25404570 *** contribution from DIAG: 1.96119188E-04 *********************************************** --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.25296792 *** contribution from regularisation: 1.22188765E-03 *** contribution from error: -0.25418982 *** contribution from DIAG: 1.96366746E-04 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 1023.4826 sigma out 26 active outputs RANK 2 NODE 2 --> 722.08087 sigma out 26 active outputs RANK 3 NODE 5 --> 518.79633 sigma out 26 active outputs RANK 4 NODE 12 --> 402.63269 sigma out 26 active outputs RANK 5 NODE 4 --> 388.31595 sigma out 26 active outputs RANK 6 NODE 6 --> 386.92947 sigma out 26 active outputs RANK 7 NODE 3 --> 349.05704 sigma out 26 active outputs RANK 8 NODE 8 --> 311.81689 sigma out 26 active outputs RANK 9 NODE 11 --> 258.81308 sigma out 26 active outputs RANK 10 NODE 7 --> 251.56285 sigma out 26 active outputs RANK 11 NODE 16 --> 204.70717 sigma out 26 active outputs RANK 12 NODE 9 --> 196.04129 sigma out 26 active outputs RANK 13 NODE 17 --> 190.75378 sigma out 26 active outputs RANK 14 NODE 15 --> 179.14040 sigma out 26 active outputs RANK 15 NODE 10 --> 176.80714 sigma out 26 active outputs RANK 16 NODE 13 --> 157.93771 sigma out 26 active outputs RANK 17 NODE 25 --> 149.79686 sigma out 26 active outputs RANK 18 NODE 19 --> 141.67453 sigma out 26 active outputs RANK 19 NODE 18 --> 134.85822 sigma out 26 active outputs RANK 20 NODE 20 --> 125.73080 sigma out 26 active outputs RANK 21 NODE 22 --> 119.52924 sigma out 26 active outputs RANK 22 NODE 14 --> 82.591835 sigma out 26 active outputs RANK 23 NODE 23 --> 79.302711 sigma out 26 active outputs RANK 24 NODE 21 --> 62.616222 sigma out 26 active outputs RANK 25 NODE 24 --> 26.134012 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 777.85437 sigma in 25 act. ( 849.46228 sig out 1 act.) RANK 2 NODE 10 --> 723.95496 sigma in 25 act. ( 748.43756 sig out 1 act.) RANK 3 NODE 15 --> 621.00922 sigma in 25 act. ( 637.03137 sig out 1 act.) RANK 4 NODE 20 --> 509.85007 sigma in 25 act. ( 480.59790 sig out 1 act.) RANK 5 NODE 11 --> 450.39844 sigma in 25 act. ( 453.60260 sig out 1 act.) RANK 6 NODE 25 --> 449.66495 sigma in 25 act. ( 509.33163 sig out 1 act.) RANK 7 NODE 8 --> 442.01831 sigma in 25 act. ( 344.16269 sig out 1 act.) RANK 8 NODE 21 --> 417.06552 sigma in 25 act. ( 443.79449 sig out 1 act.) RANK 9 NODE 3 --> 404.43497 sigma in 25 act. ( 409.96326 sig out 1 act.) RANK 10 NODE 12 --> 257.87714 sigma in 25 act. ( 260.44574 sig out 1 act.) RANK 11 NODE 9 --> 214.01047 sigma in 25 act. ( 195.99362 sig out 1 act.) RANK 12 NODE 6 --> 178.54927 sigma in 25 act. ( 174.08379 sig out 1 act.) RANK 13 NODE 17 --> 165.52490 sigma in 25 act. ( 187.61644 sig out 1 act.) RANK 14 NODE 19 --> 143.54762 sigma in 25 act. ( 149.98349 sig out 1 act.) RANK 15 NODE 23 --> 126.44404 sigma in 25 act. ( 142.12788 sig out 1 act.) RANK 16 NODE 24 --> 112.63876 sigma in 25 act. ( 130.18079 sig out 1 act.) RANK 17 NODE 26 --> 91.347641 sigma in 25 act. ( 89.895195 sig out 1 act.) RANK 18 NODE 14 --> 81.875679 sigma in 25 act. ( 89.092735 sig out 1 act.) RANK 19 NODE 2 --> 78.050117 sigma in 25 act. ( 77.336044 sig out 1 act.) RANK 20 NODE 1 --> 62.385738 sigma in 25 act. ( 63.669647 sig out 1 act.) RANK 21 NODE 22 --> 48.481071 sigma in 25 act. ( 48.967739 sig out 1 act.) RANK 22 NODE 16 --> 44.984501 sigma in 25 act. ( 52.448437 sig out 1 act.) RANK 23 NODE 13 --> 19.115595 sigma in 25 act. ( 18.327171 sig out 1 act.) RANK 24 NODE 18 --> 8.3919878 sigma in 25 act. ( 6.0716591 sig out 1 act.) RANK 25 NODE 7 --> 8.2005339 sigma in 25 act. ( 6.5635228 sig out 1 act.) RANK 26 NODE 5 --> 7.9750032 sigma in 25 act. ( 6.5408611 sig out 1 act.) sorted by output significance RANK 1 NODE 4 --> 849.46228 sigma out 1 act.( 777.85437 sig in 25 act.) RANK 2 NODE 10 --> 748.43756 sigma out 1 act.( 723.95496 sig in 25 act.) RANK 3 NODE 15 --> 637.03137 sigma out 1 act.( 621.00922 sig in 25 act.) RANK 4 NODE 25 --> 509.33163 sigma out 1 act.( 449.66495 sig in 25 act.) RANK 5 NODE 20 --> 480.59790 sigma out 1 act.( 509.85007 sig in 25 act.) RANK 6 NODE 11 --> 453.60260 sigma out 1 act.( 450.39844 sig in 25 act.) RANK 7 NODE 21 --> 443.79449 sigma out 1 act.( 417.06552 sig in 25 act.) RANK 8 NODE 3 --> 409.96326 sigma out 1 act.( 404.43497 sig in 25 act.) RANK 9 NODE 8 --> 344.16269 sigma out 1 act.( 442.01831 sig in 25 act.) RANK 10 NODE 12 --> 260.44574 sigma out 1 act.( 257.87714 sig in 25 act.) RANK 11 NODE 9 --> 195.99362 sigma out 1 act.( 214.01047 sig in 25 act.) RANK 12 NODE 17 --> 187.61644 sigma out 1 act.( 165.52490 sig in 25 act.) RANK 13 NODE 6 --> 174.08379 sigma out 1 act.( 178.54927 sig in 25 act.) RANK 14 NODE 19 --> 149.98349 sigma out 1 act.( 143.54762 sig in 25 act.) RANK 15 NODE 23 --> 142.12788 sigma out 1 act.( 126.44404 sig in 25 act.) RANK 16 NODE 24 --> 130.18079 sigma out 1 act.( 112.63876 sig in 25 act.) RANK 17 NODE 26 --> 89.895195 sigma out 1 act.( 91.347641 sig in 25 act.) RANK 18 NODE 14 --> 89.092735 sigma out 1 act.( 81.875679 sig in 25 act.) RANK 19 NODE 2 --> 77.336044 sigma out 1 act.( 78.050117 sig in 25 act.) RANK 20 NODE 1 --> 63.669647 sigma out 1 act.( 62.385738 sig in 25 act.) RANK 21 NODE 16 --> 52.448437 sigma out 1 act.( 44.984501 sig in 25 act.) RANK 22 NODE 22 --> 48.967739 sigma out 1 act.( 48.481071 sig in 25 act.) RANK 23 NODE 13 --> 18.327171 sigma out 1 act.( 19.115595 sig in 25 act.) RANK 24 NODE 7 --> 6.5635228 sigma out 1 act.( 8.2005339 sig in 25 act.) RANK 25 NODE 5 --> 6.5408611 sigma out 1 act.( 7.9750032 sig in 25 act.) RANK 26 NODE 18 --> 6.0716591 sigma out 1 act.( 8.3919878 sig in 25 act.) RANK 1 NODE 1 --> 1769.2448 sigma in 26 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.25300309 *** contribution from regularisation: 1.22578524E-03 *** contribution from error: -0.25422889 *** contribution from DIAG: 1.95465793E-04 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 117730 Training Complete :) *** Break *** segmentation violation =========================================================== There was a crash. This is the entire stack trace of all threads: =========================================================== #0 0x00002b34a7e7d4d5 in waitpid () from /lib64/libc.so.6 #1 0x00002b34a7e1f481 in do_system () from /lib64/libc.so.6 #2 0x00002b34a6175676 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 0x00002b34a6174f4c 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 0x00002b3497386ec8 in _NeuroBayesTeacher_destructor() () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #6 0x00002b3497386fdc 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 0x00002b3497386e4f 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 0x00002b3497386ec8 in _NeuroBayesTeacher_destructor() () from /afs/cern.ch/sw/lcg/external/neurobayes/3.7.0/x86_64-slc5-gcc43-opt/lib/libNeuroBayesTeacherCPP.so #6 0x00002b3497386fdc 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 0x00002b3497386e4f 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/BFGS/621/Pion/Upstream/GlobalPID_Pion_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/BFGS/621/Pion/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/BFGS/621/Pion/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/BFGS/621/Pion/Upstream/NB.txt Training Host = lxplus432.cern.ch Particle type = pion 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_Pion_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 23 nodes, hidden layer has 26 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/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 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 22 input variables. ***************Training results***************** number of nodes in the 1st layer: 25 number of nodes in the 2nd layer: 26 number of nodes in the 3rd layer: 1 number of iterations: 100