Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Ghost/Upstream Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Ghost/Upstream/GlobalPID_Ghost_Upstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Ghost/Upstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Ghost/Upstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Ghost/Upstream/NB.txt Training Host = lxplus432.cern.ch Particle type = ghost 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_Ghost_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13a.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 24 nodes, hidden layer has 27 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = 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: 24 Your number of nodes in the hidden layer is: 27 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function global preprocessing flag: 621 You want to use the global preprocessing flag 21 You use momentum: 0.0000000 Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackCloneDist PreproFlag 34 Input 10 TrackFitVeloChi2 PreproFlag 14 Input 11 TrackFitVeloNDoF PreproFlag 19 Input 12 RichUsedAero PreproFlag 18 Input 13 RichUsedR1Gas PreproFlag 18 Input 14 RichAbovePiThres PreproFlag 18 Input 15 RichAboveKaThres PreproFlag 18 Input 16 RichAbovePrThres PreproFlag 18 Input 17 RichDLLe PreproFlag 34 Input 18 RichDLLmu PreproFlag 34 Input 19 RichDLLk PreproFlag 34 Input 20 RichDLLp PreproFlag 34 Input 21 RichDLLbt PreproFlag 34 Input 22 InAccBrem PreproFlag 19 Input 23 BremPIDe PreproFlag 34 Input 24 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Found 5016459 training data points Read entry 501645 (9.99998%) Read entry 1003290 (20%) Read entry 1504935 (29.9999%) Read entry 2006580 (39.9999%) Read entry 2508225 (49.9999%) Read entry 3009870 (59.9999%) Read entry 3511515 (69.9999%) Read entry 4013160 (79.9999%) Read entry 4514805 (89.9998%) Read entry 5016450 (99.9998%) Considered 5016459 tracks for input to NN training Sel. Eff. = 15.3957% Selected 772320 tracks for input to NN training ghost percentage = 31.254% electron percentage = 4.90095% muon percentage = 0.306868% pion percentage = 53.4443% kaon percentage = 7.06508% Unknown Particle type 411 percentage = 0.00038844% Unknown Particle type 431 percentage = 0.00012948% Unknown Particle type 521 percentage = 0.00012948% proton percentage = 2.93674% Unknown Particle type 3112 percentage = 0.0337943% Unknown Particle type 3222 percentage = 0.0280972% Unknown Particle type 3312 percentage = 0.0130775% Unknown Particle type 3334 percentage = 0.00077688% Unknown Particle type 1000010020 percentage = 0.00246012% Unknown Particle type 1000010030 percentage = 0.00297804% Unknown Particle type 1000020040 percentage = 0.0102289% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\\\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T GmbH 2001-2011 Copyright Phi-T GmbH Version 20120322 Library compiled with: Number of Events= 772320 NB_MAXNODE = 150 ----------------------------------- preprocessing flags/parameters: individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 3 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 4 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 5 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 6 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 7 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 8 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 9 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 10 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 11 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 12 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 13 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 14 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 15 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 16 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 17 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 18 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 19 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 20 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 21 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 22 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 23 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 24 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 Using weight factor: 1.00000000000000000 now perform preprocessing *** called with option 21 *** This will do for you: *** input variable equalisation *** to flat distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node Signal fraction: 31.254015 % ------------------------------ Transdef: Tab for variable 1 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 ------------------------------ Transdef: Tab for variable 2 4.0000000 25.000000 29.000000 33.000000 35.000000 37.000000 39.000000 41.000000 43.000000 44.000000 46.000000 47.000000 49.000000 50.000000 51.000000 52.000000 53.000000 55.000000 56.000000 57.000000 58.000000 59.000000 60.000000 61.000000 62.000000 63.000000 64.000000 65.000000 66.000000 67.000000 68.000000 69.000000 70.000000 71.000000 72.000000 73.000000 74.000000 75.000000 76.000000 77.000000 78.000000 79.000000 80.000000 81.000000 81.000000 82.000000 83.000000 84.000000 85.000000 86.000000 87.000000 88.000000 89.000000 90.000000 91.000000 92.000000 93.000000 94.000000 95.000000 96.000000 97.000000 98.000000 99.000000 101.00000 102.00000 103.00000 104.00000 105.00000 106.00000 108.00000 109.00000 110.00000 111.00000 113.00000 114.00000 115.00000 117.00000 118.00000 120.00000 121.00000 123.00000 125.00000 126.00000 128.00000 130.00000 132.00000 135.00000 137.00000 139.00000 142.00000 145.00000 149.00000 152.00000 156.00000 161.00000 166.00000 173.00000 181.00000 191.00000 209.00000 407.00000 build map for variable # 2 ------------------------------ Transdef: Tab for variable 3 226.37000 514.89502 567.52002 607.59998 640.98499 670.82001 698.53003 724.23999 748.34998 771.37000 793.32001 814.52002 835.53003 856.29999 876.76501 896.95001 916.78998 936.46997 956.15997 975.45001 995.06000 1014.5350 1034.2500 1053.8800 1073.6851 1093.2300 1112.8300 1132.8101 1152.7800 1173.1899 1193.1550 1213.2300 1233.1899 1254.0000 1274.9900 1295.9650 1317.4700 1339.4200 1361.8700 1383.6899 1406.3149 1429.4550 1452.9750 1476.8450 1501.2400 1525.8900 1551.4700 1577.5601 1604.3199 1631.2300 1659.3600 1687.8600 1717.4800 1747.9301 1778.6300 1810.3300 1842.8700 1876.9050 1910.9850 1947.4399 1984.9150 2023.9700 2064.2300 2106.4500 2150.2000 2196.1348 2243.0701 2294.2300 2347.0400 2403.9751 2464.4551 2527.4199 2595.6548 2669.1499 2749.4099 2833.5049 2924.7000 3025.0801 3135.4448 3253.9299 3388.4751 3536.7949 3711.7200 3906.8799 4129.6201 4388.4648 4688.2998 5046.8550 5474.4102 5988.2646 6607.2148 7349.1299 8275.8398 9423.2793 10873.075 12690.450 15085.064 18350.871 23629.789 35141.703 4840366.5 do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 0.71040547 18.998266 25.029394 29.817083 34.086815 38.072899 41.942284 45.705200 49.357372 52.998123 56.581856 60.127853 63.595406 67.075806 70.571953 74.110985 77.641495 81.217491 84.853622 88.536903 92.305420 96.042892 99.765694 103.59299 107.45895 111.32054 115.20042 119.09923 123.19179 127.20603 131.27023 135.38664 139.47900 143.71446 147.91742 152.23279 156.59637 160.95825 165.40314 169.93593 174.51526 179.09683 183.72760 188.37357 193.06277 197.90239 202.71222 207.66299 212.73906 217.93939 223.17793 228.46497 233.81461 239.26770 244.82269 250.54233 256.52286 262.50067 268.62689 274.97107 281.52341 288.17010 294.92975 301.88824 309.08896 316.53198 324.11035 332.10022 340.21954 348.55649 357.18561 366.26111 375.77228 385.39844 395.55188 405.84048 416.58121 427.91010 439.94193 452.57166 465.98080 479.58655 494.59448 510.24969 527.57861 546.09033 566.93030 589.25049 614.06323 641.27209 672.12543 708.62927 750.16937 799.88269 860.72363 939.30994 1044.4626 1200.3441 1469.8967 2150.4204 994541.06 do regularised spline fit for input variable # 4 build map for variable # 4 warning: map is empty for variable 4 ------------------------------ Transdef: Tab for variable 5 3.05519532E-03 0.15486994 0.20630372 0.24315959 0.27337432 0.30026203 0.32476443 0.34690422 0.36744100 0.38692361 0.40532398 0.42251408 0.43935937 0.45539698 0.47130072 0.48649335 0.50127321 0.51580238 0.52980244 0.54394293 0.55775058 0.57140785 0.58497971 0.59820473 0.61115426 0.62423861 0.63698518 0.64974916 0.66250730 0.67516017 0.68795729 0.70060635 0.71337962 0.72582728 0.73843944 0.75074714 0.76312411 0.77558237 0.78797734 0.80024803 0.81322563 0.82592976 0.83863592 0.85121268 0.86405885 0.87689495 0.89006507 0.90322769 0.91643733 0.92956924 0.94292152 0.95671916 0.97080553 0.98476946 0.99893004 1.0130451 1.0276854 1.0421243 1.0569758 1.0720754 1.0874982 1.1033230 1.1195015 1.1359428 1.1526418 1.1695535 1.1868864 1.2045417 1.2229257 1.2419071 1.2612002 1.2809125 1.3014629 1.3222556 1.3435241 1.3660579 1.3888900 1.4124186 1.4369431 1.4627891 1.4903271 1.5190074 1.5488577 1.5800207 1.6137779 1.6482010 1.6853607 1.7257160 1.7679839 1.8142285 1.8633366 1.9160552 1.9744887 2.0399737 2.1100893 2.1905642 2.2802866 2.3865786 2.5134978 2.6797657 2.9985514 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 4.0000000 4.0000000 4.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 10.0000000 10.0000000 10.0000000 10.0000000 10.0000000 10.0000000 10.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 12.000000 12.000000 12.000000 12.000000 12.000000 12.000000 12.000000 13.000000 13.000000 13.000000 13.000000 13.000000 13.000000 13.000000 14.000000 14.000000 14.000000 14.000000 15.000000 15.000000 15.000000 15.000000 16.000000 17.000000 18.000000 29.000000 build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -99.187744 -27.266464 -20.046114 -15.731812 -13.380541 -11.984915 -11.009474 -10.259741 -9.6652985 -9.1762085 -8.7625189 -8.3921413 -8.0755653 -7.7974043 -7.5282917 -7.2755928 -7.0408688 -6.8192844 -6.6155849 -6.4304142 -6.2515001 -6.0819473 -5.9281950 -5.7788062 -5.6394486 -5.5060825 -5.3835254 -5.2641950 -5.1482034 -5.0292120 -4.9103227 -4.8016701 -4.6987820 -4.6043777 -4.5160208 -4.4351606 -4.3553858 -4.2796073 -4.2049952 -4.1300001 -4.0513115 -3.9675169 -3.8804135 -3.7928441 -3.7067008 -3.6243744 -3.5439773 -3.4647288 -3.3862047 -3.3064830 -3.2245917 -3.1432848 -3.0647554 -2.9937158 -2.9256425 -2.8614259 -2.8001866 -2.7393394 -2.6804075 -2.6209617 -2.5617986 -2.5028248 -2.4462311 -2.3928640 -2.3419566 -2.2939243 -2.2476139 -2.2043509 -2.1611900 -2.1189251 -2.0770741 -2.0357213 -1.9946733 -1.9518496 -1.9105344 -1.8695724 -1.8275788 -1.7872380 -1.7441918 -1.7018530 -1.6601105 -1.6176342 -1.5765326 -1.5359625 -1.4971771 -1.4596143 -1.4227855 -1.3874848 -1.3535397 -1.3197353 -1.2855923 -1.2532527 -1.2210244 -1.1848173 -1.1502988 -1.1164100 -1.0746772 -1.0355000 -0.98853946 -0.92018878 -0.32560724 do regularised spline fit for input variable # 7 build map for variable # 7 warning: map is empty for variable 7 ------------------------------ Transdef: Tab for variable 8 3.63154449E-02 8.18078369E-02 9.07289013E-02 9.67641175E-02 0.10149342 0.10547756 0.10895796 0.11207633 0.11496192 0.11765009 0.12020374 0.12261231 0.12487165 0.12704608 0.12912017 0.13113794 0.13309544 0.13499880 0.13689144 0.13872489 0.14056955 0.14235207 0.14415494 0.14595461 0.14772221 0.14953151 0.15129697 0.15309390 0.15489116 0.15670386 0.15849975 0.16035163 0.16219620 0.16405040 0.16596648 0.16789414 0.16988753 0.17187987 0.17394674 0.17603061 0.17822528 0.18043828 0.18274054 0.18512790 0.18762021 0.19018272 0.19285876 0.19562569 0.19858569 0.20167726 0.20486522 0.20815679 0.21171716 0.21543467 0.21942458 0.22366284 0.22820657 0.23306689 0.23825935 0.24378374 0.24969476 0.25607640 0.26299632 0.27044523 0.27857143 0.28683674 0.29592073 0.30513144 0.31473631 0.32433611 0.33401260 0.34353340 0.35300383 0.36235642 0.37145567 0.38071653 0.38967049 0.39851546 0.40753442 0.41639581 0.42548072 0.43507990 0.44481048 0.45499930 0.46538335 0.47652495 0.48840731 0.50092816 0.51400805 0.52817369 0.54333872 0.55914283 0.57663459 0.59573150 0.61678767 0.64013350 0.66789353 0.69970506 0.73912346 0.79538292 0.99986547 do regularised spline fit for input variable # 8 build map for variable # 8 warning: map is empty for variable 8 ------------------------------ Transdef: Tab for variable 9 2.2737811 33.404442 58.123322 80.774399 100.05792 121.34120 138.80321 159.85948 180.46027 199.52338 220.36038 240.98761 261.43091 283.30823 310.45160 334.90228 361.51050 392.50977 422.16190 450.42505 485.75958 521.31128 555.50189 593.92847 634.05115 677.15112 720.93311 765.18872 812.04401 858.35706 901.84619 949.66785 996.15588 1039.1780 1079.4380 1124.0852 1168.3096 1216.8497 1262.0879 1308.3550 1353.1465 1395.1035 1439.3914 1486.4800 1530.3530 1576.0990 1622.4873 1667.9174 1713.6528 1758.1792 1805.7356 1857.1125 1905.7891 1948.6799 1997.3103 2049.1909 2104.8845 2151.8218 2205.8579 2254.9727 2308.3706 2367.6553 2425.7158 2487.6084 2543.0371 2601.8223 2656.8818 Only one class left for trimmed mean or sigma very small -> take "normal" mean 2719.6021 2772.9517 2827.1387 2893.1919 2961.3787 3025.2935 3083.8970 3142.5059 3211.7539 3266.4583 3343.2192 3408.5522 3471.1370 3544.3318 3619.3164 3686.0386 3761.5156 3833.4548 3908.6104 3983.9521 4053.8555 4123.9395 4199.4785 4271.3896 4335.5127 4409.0977 4482.5444 4555.0405 4622.3662 4711.6445 4779.1362 4847.2383 4921.6904 4999.4873 do regularised spline fit for input variable # 9 build map for variable # 9 ------------------------------ Transdef: Tab for variable 10 5.74890291E-05 0.12881958 0.24534276 0.35734957 0.46685642 0.57293761 0.67726338 0.77559114 0.87346166 0.97296906 1.0692642 1.1651018 1.2602211 1.3551965 1.4524658 1.5457470 1.6401057 1.7322466 1.8245221 1.9182050 2.0115001 2.1033077 2.1958101 2.2903755 2.3837748 2.4763179 2.5709383 2.6679668 2.7623343 2.8573651 2.9524863 3.0498266 3.1464190 3.2426679 3.3404722 3.4389796 3.5366771 3.6358407 3.7355866 3.8373220 3.9394701 4.0418634 4.1461611 4.2489924 4.3528337 4.4589095 4.5656271 4.6756597 4.7866726 4.8967099 5.0103006 5.1258640 5.2421160 5.3612309 5.4796147 5.5997915 5.7217531 5.8467445 5.9722385 6.0984678 6.2274876 6.3575368 6.4925642 6.6297779 6.7697182 6.9116678 7.0563555 7.2065811 7.3573732 7.5071726 7.6662107 7.8269424 7.9911675 8.1615734 8.3335533 8.5152206 8.7001419 8.8956127 9.0946732 9.3038635 9.5201674 9.7447453 9.9737606 10.213985 10.467916 10.731649 11.018169 11.317972 11.647563 11.989166 12.359715 12.773058 13.222935 13.735571 14.320901 14.990686 15.798859 16.817493 18.195459 20.523954 48.505966 do regularised spline fit for input variable # 10 ------------------------------ Transdef: Tab for variable 11 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 10.0000000 10.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 11.000000 12.000000 12.000000 13.000000 14.000000 26.000000 build map for variable # 11 ------------------------------ Transdef: Tab for variable 12 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 13 ------------------------------ Transdef: Tab for variable 14 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 15 ------------------------------ Transdef: Tab for variable 16 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 -112.46980 -39.830147 -35.898350 -33.940399 -32.550751 -31.435501 -30.527750 -29.720100 -28.994949 -28.333549 -27.723301 -27.156849 -26.630501 -26.130400 -25.657700 -25.195101 -24.750750 -24.323950 -23.912151 -23.514200 -23.134449 -22.759251 -22.398750 -22.040150 -21.693501 -21.345501 -21.003599 -20.667700 -20.336050 -20.005100 -19.686850 -19.369650 -19.059200 -18.750750 -18.454201 -18.149099 -17.849701 -17.547249 -17.248749 -16.944750 -16.644699 -16.340851 -16.049751 -15.757500 -15.452300 -15.158649 -14.871450 -14.571700 -14.272850 -13.976450 -13.673300 -13.377350 -13.071600 -12.765200 -12.458200 -12.149100 -11.844900 -11.535049 -11.213350 -10.905600 -10.580250 -10.256550 -9.9278507 -9.5841503 -9.2444000 -8.8998508 -8.5509005 -8.1975498 -7.8309002 -7.4580002 -7.0717502 -6.6898999 -6.3039999 -5.9007502 -5.4896002 -5.0763001 -4.6608000 -4.2245998 -3.7867999 -3.3491502 -2.9069500 -2.4723501 -2.0267999 -1.6016001 -1.1772000 -0.77749997 -0.37729999 -2.34999992E-02 0.36750001 0.92479998 1.6281500 2.5096002 3.5696499 4.8692002 6.4819002 8.5262003 11.074950 14.532650 19.843349 29.335350 129.78270 do regularised spline fit for input variable # 17 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -73.042801 -18.728401 -14.874650 -12.911400 -11.575550 -10.530800 -9.6646996 -8.9336500 -8.2918491 -7.7326999 -7.2321501 -6.7756000 -6.3673000 -5.9922500 -5.6499500 -5.3423500 -5.0579000 -4.7995000 -4.5609999 -4.3379498 -4.1276999 -3.9347999 -3.7537999 -3.5826001 -3.4231000 -3.2679999 -3.1246500 -2.9871500 -2.8562000 -2.7335501 -2.6138999 -2.5005000 -2.3903999 -2.2830000 -2.1787000 -2.0804000 -1.9834000 -1.8890001 -1.7972500 -1.7091000 -1.6224000 -1.5393000 -1.4559500 -1.3731000 -1.2934000 -1.2165000 -1.1392000 -1.0635000 -0.98909998 -0.91630000 -0.84280002 -0.77120000 -0.70069999 -0.63104999 -0.56160003 -0.49325001 -0.42500001 -0.35720000 -0.28895000 -0.22250000 -0.15560000 -9.17000026E-02 -2.88999993E-02 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 4.67999987E-02 0.11580000 0.18979999 0.26609999 0.34380001 0.42449999 0.50870001 0.59549999 0.68580002 0.78109998 0.87889999 0.97899997 1.0865000 1.1989000 1.3168000 1.4413000 1.5775000 1.7244000 1.8833499 2.0599999 2.2535000 2.4777000 2.7267499 3.0342000 3.4099998 3.8999000 4.6008501 5.7753000 8.3580999 78.829399 do regularised spline fit for input variable # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -120.61550 -26.543550 -16.559500 -11.238100 -8.1070004 -6.0731001 -4.6255999 -3.5512500 -2.7072999 -2.0172999 -1.4335001 -0.94739997 -0.52329999 -0.15369999 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.19780000 0.49579999 0.78490001 1.0604000 1.3292501 1.5958500 1.8530999 2.1020498 2.3432000 2.5764000 2.7997999 3.0021999 3.2073500 3.3998499 3.5846000 3.7579498 3.9249501 4.0871000 4.2456999 4.3962002 4.5413499 4.6782498 4.8097501 4.9354000 5.0598998 5.1824002 5.3028998 5.4189000 5.5300999 5.6420002 5.7501998 5.8586998 5.9633002 6.0665998 6.1697001 6.2704000 6.3688998 6.4664001 6.5634499 6.6612000 6.7589998 6.8538499 6.9516001 7.0489001 7.1441002 7.2440000 7.3428998 7.4440999 7.5439000 7.6458001 7.7491999 7.8534498 7.9617000 8.0726004 8.1878500 8.3058500 8.4280996 8.5536003 8.6840000 8.8239002 8.9699497 9.1241493 9.2858000 9.4670000 9.6613503 9.8748493 10.114800 10.399200 10.721600 11.114201 11.624200 12.362700 13.459650 15.174600 17.548700 21.188301 105.46610 do regularised spline fit for input variable # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -108.54280 -25.882099 -16.314150 -11.172400 -7.7307501 -5.2227001 -3.2182002 -1.5490000 -0.27950001 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.60115004 1.3302000 1.9888999 2.5210500 2.9557500 3.3131001 3.6148000 3.8727000 4.0969501 4.2972999 4.4828000 4.6494002 4.8024001 4.9454498 5.0798998 5.2104502 5.3350000 5.4537001 5.5665002 5.6774001 5.7839999 5.8875999 5.9872999 6.0854998 6.1833000 6.2770000 6.3677001 6.4572001 6.5462499 6.6352000 6.7220001 6.8081999 6.8927002 6.9779000 7.0622001 7.1433501 7.2298999 7.3140497 7.3962998 7.4805002 7.5643001 7.6483998 7.7333999 7.8182998 7.9032998 7.9930000 8.0827999 8.1732998 8.2664003 8.3583002 8.4523001 8.5493002 8.6474495 8.7512999 8.8558502 8.9641495 9.0746002 9.1906996 9.3097000 9.4401999 9.5697002 9.7109003 9.8554001 10.011450 10.178800 10.356800 10.549900 10.766100 11.003800 11.268300 11.568100 11.923349 12.343900 12.861851 13.510000 14.328400 15.339550 16.603802 18.178900 20.260201 23.456051 73.494202 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -101.92670 -23.095749 -14.950700 -10.248450 -6.8500500 -4.0966001 -1.8659000 -0.26805001 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.74409997 1.5451500 2.2165000 2.7448502 3.1602001 3.4971001 3.7773499 4.0210500 4.2349000 4.4305000 4.6062999 4.7655001 4.9137497 5.0540500 5.1859503 5.3132000 5.4347000 5.5493002 5.6622000 5.7708998 5.8761001 5.9783001 6.0765500 6.1763000 6.2705002 6.3629999 6.4535999 6.5440001 6.6334000 6.7209001 6.8077998 6.8927498 6.9783001 7.0632000 7.1445999 7.2319999 7.3174000 7.4001002 7.4858999 7.5699000 7.6546998 7.7407999 7.8270998 7.9137001 8.0033998 8.0948000 8.1861000 8.2789001 8.3734999 8.4675999 8.5671501 8.6672001 8.7728004 8.8781004 8.9888000 9.1002998 9.2185001 9.3413000 9.4717999 9.6056004 9.7489996 9.8962002 10.055700 10.227600 10.410300 10.610950 10.833400 11.081249 11.361200 11.681900 12.066000 12.514299 13.071400 13.776100 14.620550 15.652600 16.855301 18.201450 19.800800 21.750301 24.229650 28.027300 49.999199 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -1.5698276 -0.63897610 -0.62506574 -0.62138510 -0.61883551 -0.60750651 -0.60750651 -0.60750651 -0.58125848 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.46140027 -0.37355232 -0.26047993 -0.19755149 -0.19755149 -0.19324017 -0.19324017 -0.19324017 -0.15976000 -0.15976000 -0.10151577 -9.30809975E-02 -8.66560936E-02 -8.20565224E-02 -7.13868141E-02 -7.13868141E-02 -5.93438148E-02 -2.68115997E-02 -2.88772583E-03 1.47328377E-02 1.48792267E-02 9.56082344E-02 0.12159824 0.13534212 0.14300680 0.20615196 0.30152416 0.37100029 0.41030312 0.51227760 0.57777882 0.75469494 1.0924029 1.2763481 1.5115242 2.2675354 3.0176537 4.7914839 do regularised spline fit for input variable # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 0.47191012 0.82865167 0.84971911 0.86454433 0.87546819 0.88282502 0.88951313 0.89632279 0.90288925 0.90823972 0.91292137 0.91643256 0.92134833 0.92415732 0.92696631 0.93164796 0.93632960 0.93820226 0.94101125 0.94484168 0.94803369 0.95037454 0.95505619 0.95505619 0.95973784 0.96129841 0.96441948 0.96709472 0.96910113 0.97191012 0.97378278 0.97752810 0.97913325 0.98314607 0.98314607 0.98665732 0.98876405 0.99117178 0.99367976 0.99563044 0.99719101 1.0007023 1.0018727 1.0056180 1.0072231 1.0112360 1.0112360 1.0147471 1.0168539 1.0192616 1.0217696 1.0237204 1.0252810 1.0287921 1.0308989 1.0337079 1.0358146 1.0393258 1.0393258 1.0440075 1.0463483 1.0486891 1.0518103 1.0533708 1.0572013 1.0603932 1.0627341 1.0674157 1.0674157 1.0720974 1.0767790 1.0786517 1.0814607 1.0861423 1.0898876 1.0955056 1.0980593 1.1011236 1.1067415 1.1111112 1.1165730 1.1204745 1.1271068 1.1329588 1.1376405 1.1460674 1.1516854 1.1610487 1.1704119 1.1797752 1.1938202 1.2078651 1.2219101 1.2421973 1.2687266 1.3014982 1.3483146 1.4138577 1.5125067 1.7078651 4.9775281 do regularised spline fit for input variable # 24 build map for variable # 24 warning: map is empty for variable 24 TOTAL CORRELATION OF ALL VARIABLES 63.175437604969872 ROUND 1 : MAX CORR ( 63.175238330678141 ) AFTER KILLING INPUT VARIABLE 21 CONTR 0.15867716110635999 ROUND 2 : MAX CORR ( 63.174603895239599 ) AFTER KILLING INPUT VARIABLE 13 CONTR 0.28312685772017565 ROUND 3 : MAX CORR ( 63.172889405367904 ) AFTER KILLING INPUT VARIABLE 19 CONTR 0.46542614621200867 ROUND 4 : MAX CORR ( 63.171598051309999 ) AFTER KILLING INPUT VARIABLE 16 CONTR 0.40392507544217904 ROUND 5 : MAX CORR ( 63.167996526066553 ) AFTER KILLING INPUT VARIABLE 3 CONTR 0.67454817405247558 ROUND 6 : MAX CORR ( 63.159348390826928 ) AFTER KILLING INPUT VARIABLE 18 CONTR 1.0452253170029504 ROUND 7 : MAX CORR ( 63.146574102406802 ) AFTER KILLING INPUT VARIABLE 22 CONTR 1.2702237137994343 ROUND 8 : MAX CORR ( 63.128192495224134 ) AFTER KILLING INPUT VARIABLE 5 CONTR 1.5235265526668198 ROUND 9 : MAX CORR ( 63.108179855185163 ) AFTER KILLING INPUT VARIABLE 20 CONTR 1.5894411218017834 ROUND 10 : MAX CORR ( 63.025728271753700 ) AFTER KILLING INPUT VARIABLE 15 CONTR 3.2248938663876667 ROUND 11 : MAX CORR ( 62.942462706654027 ) AFTER KILLING INPUT VARIABLE 9 CONTR 3.2386436368332721 ROUND 12 : MAX CORR ( 62.750421077163985 ) AFTER KILLING INPUT VARIABLE 10 CONTR 4.9130709558428718 ROUND 13 : MAX CORR ( 62.570557900138681 ) AFTER KILLING INPUT VARIABLE 11 CONTR 4.7476972762360390 ROUND 14 : MAX CORR ( 62.369507421295999 ) AFTER KILLING INPUT VARIABLE 12 CONTR 5.0119118068368032 ROUND 15 : MAX CORR ( 62.153398621430192 ) AFTER KILLING INPUT VARIABLE 24 CONTR 5.1875327257470136 ROUND 16 : MAX CORR ( 61.904886770308131 ) AFTER KILLING INPUT VARIABLE 23 CONTR 5.5524727959468585 ROUND 17 : MAX CORR ( 61.503899353175029 ) AFTER KILLING INPUT VARIABLE 6 CONTR 7.0345838824472517 ROUND 18 : MAX CORR ( 61.156049438178897 ) AFTER KILLING INPUT VARIABLE 14 CONTR 6.5320175107314569 ROUND 19 : MAX CORR ( 60.703883823652447 ) AFTER KILLING INPUT VARIABLE 2 CONTR 7.4229961342768069 ROUND 20 : MAX CORR ( 59.979766675897331 ) AFTER KILLING INPUT VARIABLE 17 CONTR 9.3482137748560863 ROUND 21 : MAX CORR ( 57.978297423362704 ) AFTER KILLING INPUT VARIABLE 7 CONTR 15.365202191418694 ROUND 22 : MAX CORR ( 47.650271608602992 ) AFTER KILLING INPUT VARIABLE 8 CONTR 33.029298928955029 LAST REMAINING VARIABLE: 4 total correlation to target: 63.175437604969872 % total significance: 555.19673009597557 sigma correlations of single variables to target: variable 2 : 17.972527938645133 % , in sigma: 157.94570043958620 variable 3 : 28.811952900535946 % , in sigma: 253.20445167440235 variable 4 : 47.650271608603020 % , in sigma: 418.75887193221939 variable 5 : 22.740958139560732 % , in sigma: 199.85149414050659 variable 6 : 25.852726234631362 % , in sigma: 227.19825320853221 variable 7 : 42.343690093977578 % , in sigma: 372.12371091710952 variable 8 : 36.615880624077619 % , in sigma: 321.78672539140814 variable 9 : 13.905121830362152 % , in sigma: 122.20062835300267 variable 10 : 17.017227404954671 % , in sigma: 149.55035324974480 variable 11 : 15.017621316831104 % , in sigma: 131.97746727231748 variable 12 : 32.553345526445419 % , in sigma: 286.08446059335483 variable 13 : 26.387313265012530 % , in sigma: 231.89629698110110 variable 14 : 32.854140295442932 % , in sigma: 288.72789732301595 variable 15 : 21.245392937018448 % , in sigma: 186.70820710403530 variable 16 : 7.4339144109462643 % , in sigma: 65.330532391057488 variable 17 : 36.335170656884827 % , in sigma: 319.31979739218644 variable 18 : 32.211539531380708 % , in sigma: 283.08061007832168 variable 19 : 32.784594413445063 % , in sigma: 288.11671601995488 variable 20 : 33.522546528599896 % , in sigma: 294.60196751695662 variable 21 : 33.340669377676328 % , in sigma: 293.00359949134298 variable 22 : 5.3753657621261182 % , in sigma: 47.239648941782832 variable 23 : 30.003915031728706 % , in sigma: 263.67962213185859 variable 24 : 13.909775096101100 % , in sigma: 122.24152206138798 variables sorted by significance: 1 most relevant variable 4 corr 47.650272 , in sigma: 418.75887861810168 2 most relevant variable 8 corr 33.029301 , in sigma: 290.26723732316623 3 most relevant variable 7 corr 15.365202 , in sigma: 135.03206631170019 4 most relevant variable 17 corr 9.3482141 , in sigma: 82.153731335882526 5 most relevant variable 2 corr 7.4229960 , in sigma: 65.234579885334966 6 most relevant variable 14 corr 6.5320177 , in sigma: 57.404507349672770 7 most relevant variable 6 corr 7.0345840 , in sigma: 61.821147706459179 8 most relevant variable 23 corr 5.5524726 , in sigma: 48.796094551316230 9 most relevant variable 24 corr 5.1875329 , in sigma: 45.588941106092825 10 most relevant variable 12 corr 5.0119119 , in sigma: 44.045552935059575 11 most relevant variable 11 corr 4.7476974 , in sigma: 41.723589831772124 12 most relevant variable 10 corr 4.9130712 , in sigma: 43.176923559205783 13 most relevant variable 9 corr 3.2386436 , in sigma: 28.461763471777420 14 most relevant variable 15 corr 3.2248938 , in sigma: 28.340927505820417 15 most relevant variable 20 corr 1.5894412 , in sigma: 13.968285450763734 16 most relevant variable 5 corr 1.5235265 , in sigma: 13.389016213811544 17 most relevant variable 22 corr 1.2702237 , in sigma: 11.162947054689345 18 most relevant variable 18 corr 1.0452253 , in sigma: 9.1856213432361304 19 most relevant variable 3 corr 0.67454815 , in sigma: 5.9280464192318441 20 most relevant variable 16 corr 0.40392506 , in sigma: 3.5497636692078816 21 most relevant variable 19 corr 0.46542615 , in sigma: 4.0902459041520496 22 most relevant variable 13 corr 0.28312686 , in sigma: 2.4881680809724100 23 most relevant variable 21 corr 0.15867716 , in sigma: 1.3944824780568650 global correlations between input variables: variable 2 : 45.878361981108576 % variable 3 : 83.049491559592852 % variable 4 : 80.407327413970222 % variable 5 : 64.504324763408889 % variable 6 : 80.817747185295502 % variable 7 : 65.287883786685711 % variable 8 : 78.736962526910688 % variable 9 : 20.945688681780659 % variable 10 : 59.666293183997979 % variable 11 : 78.064934214535270 % variable 12 : 88.244218596726270 % variable 13 : 92.195041032475046 % variable 14 : 98.667860994182021 % variable 15 : 69.471987604120400 % variable 16 : 54.549328297931652 % variable 17 : 81.543337216626213 % variable 18 : 91.866740057366940 % variable 19 : 98.211937224160906 % variable 20 : 98.856508750662002 % variable 21 : 98.899458619430618 % variable 22 : 52.159370727068577 % variable 23 : 50.310060084773312 % variable 24 : 23.829563926764440 % significance loss when removing single variables: variable 2 : corr = 7.0089938506540053 % , sigma = 61.596256625530330 variable 3 : corr = 0.39054831277372920 % , sigma = 3.4322064779717034 variable 4 : corr = 21.531582860020333 % , sigma = 189.22329390771682 variable 5 : corr = 1.4761354104767719 % , sigma = 12.972534645507741 variable 6 : corr = 6.7192088245463983 % , sigma = 59.049575430668874 variable 7 : corr = 15.272945467726792 % , sigma = 134.22130030404415 variable 8 : corr = 8.6571864771915834 % , sigma = 76.080860001668626 variable 9 : corr = 3.1504122940454882 % , sigma = 27.686371007750932 variable 10 : corr = 4.9705439098716120 % , sigma = 43.682004117088859 variable 11 : corr = 5.8294035789102878 % , sigma = 51.229812220029054 variable 12 : corr = 4.7445640606584609 % , sigma = 41.696053910693244 variable 13 : corr = 0.29369841793129525 % , sigma = 2.5810727626362930 variable 14 : corr = 3.4053131221989332 % , sigma = 29.926483805614886 variable 15 : corr = 2.2670974456783735 % , sigma = 19.923646536807741 variable 16 : corr = 0.44255444560259238 % , sigma = 3.8892454156687548 variable 17 : corr = 7.3677754551227608 % , sigma = 64.749291747584962 variable 18 : corr = 0.89584833483422854 % , sigma = 7.8728709292353374 variable 19 : corr = 0.44461005923505886 % , sigma = 3.9073105056839972 variable 20 : corr = 0.82100575244595986 % , sigma = 7.2151413021969244 variable 21 : corr = 0.15867716110811197 % , sigma = 1.3944824812927876 variable 22 : corr = 1.2558055139873074 % , sigma = 11.036237206015018 variable 23 : corr = 5.6865694314449167 % , sigma = 49.974560897281087 variable 24 : corr = 5.1683329865711700 % , sigma = 45.420208913056236 Keep only 21 most significant input variables Sum of Weights for output node 2 772320.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -2.0887833 NVar: 22.000000 3161 --------- Entering internal boost mode: --------- Starting analysis with 31 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 3.0397146 PREPRO: (sigma of derived input)/eigenvalue # 2 : 1.7242622 PREPRO: (sigma of derived input)/eigenvalue # 3 : 1.6617628 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.6218597 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.5320206 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.3138940 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.1530197 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.0485924 PREPRO: (sigma of derived input)/eigenvalue # 9 : 0.99885505 PREPRO: (sigma of derived input)/eigenvalue # 10 : 0.97386253 PREPRO: (sigma of derived input)/eigenvalue # 11 : 0.94987547 PREPRO: (sigma of derived input)/eigenvalue # 12 : 0.86538738 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.78483629 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.75178248 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.69713515 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.59864759 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.57789117 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.52888554 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.43300420 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.39588979 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.35286275 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.29881638 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.22603460 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.18122692 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.11969567 PREPRO: (sigma of derived input)/eigenvalue # 26 : 3.08008079E-04 PREPRO: (sigma of derived input)/eigenvalue # 27 : 1.56717768E-04 PREPRO: (sigma of derived input)/eigenvalue # 28 : 8.58671001E-08 PREPRO: (sigma of derived input)/eigenvalue # 29 : 2.01861738E-07 PREPRO: (sigma of derived input)/eigenvalue # 30 : 1.88592487E-04 PREPRO: (sigma of derived input)/eigenvalue # 31 : 4.50634921E-04 Using 25 variables out of 31 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 0 0.9 3.0 1.7 1.7 1.6 1.5 1.3 1.2 1.0 1.0 1.0 0.9 0.9 0.8 0.8 0.7 0.6 0.6 0.5 0.4 0.4 0.4 0.3 0.2 0.2 0.1 1 100.0 37.8 -11.4 -36.0 15.7 12.9 -4.0 11.1 -1.0 0.9 -1.2 -5.0 -17.0 0.9 -8.7 -7.8 0.5 1.3 -6.8 13.2 3.8 -0.2 -4.4 -4.5 -0.7 -20.3 2 37.8 100.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 3 -11.4 0.0 100.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 4 -36.0 -0.0 -0.0 100.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 5 15.7 0.0 -0.0 0.0 100.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 6 12.9 0.0 0.0 0.0 0.0 100.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 7 -4.0 0.0 0.0 -0.0 0.0 0.0 100.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 8 11.1 0.0 -0.0 0.0 0.0 -0.0 0.0 100.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 9 -1.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 100.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 10 0.9 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 100.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 11 -1.2 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 100.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 12 -5.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 100.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 13 -17.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 100.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 14 0.9 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 100.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 15 -8.7 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 100.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 16 -7.8 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 100.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 17 0.5 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 100.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 18 1.3 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 100.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 19 -6.8 -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 -0.0 100.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 20 13.2 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 -0.0 100.0 0.0 0.0 0.0 0.0 -0.0 0.0 21 3.8 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 0.0 100.0 -0.0 0.0 0.0 0.0 -0.0 22 -0.2 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 100.0 0.0 -0.0 0.0 -0.0 23 -4.4 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 100.0 -0.0 0.0 0.0 24 -4.5 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 100.0 -0.0 -0.0 25 -0.7 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 100.0 0.0 26 -20.3 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 67.442239211548028 ------------------------------------- Teacher: actual network topology: Nodes(1) = 26 Nodes(2) = 27 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 161.52870 sigma out 27 active outputs RANK 2 NODE 4 --> 138.22575 sigma out 27 active outputs RANK 3 NODE 1 --> 129.55878 sigma out 27 active outputs RANK 4 NODE 6 --> 105.05789 sigma out 27 active outputs RANK 5 NODE 8 --> 93.510468 sigma out 27 active outputs RANK 6 NODE 3 --> 91.049744 sigma out 27 active outputs RANK 7 NODE 5 --> 85.467682 sigma out 27 active outputs RANK 8 NODE 12 --> 79.950897 sigma out 27 active outputs RANK 9 NODE 13 --> 74.190781 sigma out 27 active outputs RANK 10 NODE 9 --> 72.101616 sigma out 27 active outputs RANK 11 NODE 7 --> 69.895264 sigma out 27 active outputs RANK 12 NODE 11 --> 65.347015 sigma out 27 active outputs RANK 13 NODE 20 --> 61.324051 sigma out 27 active outputs RANK 14 NODE 15 --> 58.900471 sigma out 27 active outputs RANK 15 NODE 10 --> 56.600506 sigma out 27 active outputs RANK 16 NODE 14 --> 53.909695 sigma out 27 active outputs RANK 17 NODE 19 --> 53.818932 sigma out 27 active outputs RANK 18 NODE 16 --> 52.638504 sigma out 27 active outputs RANK 19 NODE 18 --> 45.806984 sigma out 27 active outputs RANK 20 NODE 21 --> 45.722656 sigma out 27 active outputs RANK 21 NODE 17 --> 44.938168 sigma out 27 active outputs RANK 22 NODE 26 --> 43.473007 sigma out 27 active outputs RANK 23 NODE 25 --> 39.052017 sigma out 27 active outputs RANK 24 NODE 23 --> 37.397568 sigma out 27 active outputs RANK 25 NODE 24 --> 33.180954 sigma out 27 active outputs RANK 26 NODE 22 --> 30.534716 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 147.83054 sigma in 26 act. ( 136.26228 sig out 1 act.) RANK 2 NODE 6 --> 136.39091 sigma in 26 act. ( 162.24162 sig out 1 act.) RANK 3 NODE 2 --> 126.31843 sigma in 26 act. ( 143.04858 sig out 1 act.) RANK 4 NODE 27 --> 117.19191 sigma in 26 act. ( 112.99984 sig out 1 act.) RANK 5 NODE 10 --> 104.55199 sigma in 26 act. ( 109.16017 sig out 1 act.) RANK 6 NODE 25 --> 101.84091 sigma in 26 act. ( 116.88685 sig out 1 act.) RANK 7 NODE 23 --> 91.349579 sigma in 26 act. ( 80.344658 sig out 1 act.) RANK 8 NODE 7 --> 89.191917 sigma in 26 act. ( 103.38144 sig out 1 act.) RANK 9 NODE 1 --> 79.959717 sigma in 26 act. ( 79.100403 sig out 1 act.) RANK 10 NODE 12 --> 79.020187 sigma in 26 act. ( 90.778725 sig out 1 act.) RANK 11 NODE 24 --> 62.099293 sigma in 26 act. ( 63.124699 sig out 1 act.) RANK 12 NODE 11 --> 60.135654 sigma in 26 act. ( 54.031845 sig out 1 act.) RANK 13 NODE 20 --> 55.890327 sigma in 26 act. ( 62.002426 sig out 1 act.) RANK 14 NODE 18 --> 55.851063 sigma in 26 act. ( 64.219658 sig out 1 act.) RANK 15 NODE 14 --> 54.317284 sigma in 26 act. ( 52.595417 sig out 1 act.) RANK 16 NODE 15 --> 49.963875 sigma in 26 act. ( 49.666733 sig out 1 act.) RANK 17 NODE 16 --> 48.267670 sigma in 26 act. ( 39.658085 sig out 1 act.) RANK 18 NODE 21 --> 46.825867 sigma in 26 act. ( 2.5740967 sig out 1 act.) RANK 19 NODE 4 --> 44.778469 sigma in 26 act. ( 31.637918 sig out 1 act.) RANK 20 NODE 3 --> 42.863499 sigma in 26 act. ( 35.325653 sig out 1 act.) RANK 21 NODE 17 --> 42.716492 sigma in 26 act. ( 0.30253386 sig out 1 act.) RANK 22 NODE 8 --> 34.214222 sigma in 26 act. ( 20.545675 sig out 1 act.) RANK 23 NODE 5 --> 32.744507 sigma in 26 act. ( 11.148932 sig out 1 act.) RANK 24 NODE 9 --> 32.190792 sigma in 26 act. ( 17.775574 sig out 1 act.) RANK 25 NODE 13 --> 32.037071 sigma in 26 act. ( 21.598948 sig out 1 act.) RANK 26 NODE 19 --> 29.930265 sigma in 26 act. ( 4.6842532 sig out 1 act.) RANK 27 NODE 26 --> 27.058260 sigma in 26 act. ( 2.2264800 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 162.24162 sigma out 1 act.( 136.39091 sig in 26 act.) RANK 2 NODE 2 --> 143.04858 sigma out 1 act.( 126.31843 sig in 26 act.) RANK 3 NODE 22 --> 136.26228 sigma out 1 act.( 147.83054 sig in 26 act.) RANK 4 NODE 25 --> 116.88685 sigma out 1 act.( 101.84091 sig in 26 act.) RANK 5 NODE 27 --> 112.99984 sigma out 1 act.( 117.19191 sig in 26 act.) RANK 6 NODE 10 --> 109.16017 sigma out 1 act.( 104.55199 sig in 26 act.) RANK 7 NODE 7 --> 103.38144 sigma out 1 act.( 89.191917 sig in 26 act.) RANK 8 NODE 12 --> 90.778725 sigma out 1 act.( 79.020187 sig in 26 act.) RANK 9 NODE 23 --> 80.344658 sigma out 1 act.( 91.349579 sig in 26 act.) RANK 10 NODE 1 --> 79.100403 sigma out 1 act.( 79.959717 sig in 26 act.) RANK 11 NODE 18 --> 64.219658 sigma out 1 act.( 55.851063 sig in 26 act.) RANK 12 NODE 24 --> 63.124699 sigma out 1 act.( 62.099293 sig in 26 act.) RANK 13 NODE 20 --> 62.002426 sigma out 1 act.( 55.890327 sig in 26 act.) RANK 14 NODE 11 --> 54.031845 sigma out 1 act.( 60.135654 sig in 26 act.) RANK 15 NODE 14 --> 52.595417 sigma out 1 act.( 54.317284 sig in 26 act.) RANK 16 NODE 15 --> 49.666733 sigma out 1 act.( 49.963875 sig in 26 act.) RANK 17 NODE 16 --> 39.658085 sigma out 1 act.( 48.267670 sig in 26 act.) RANK 18 NODE 3 --> 35.325653 sigma out 1 act.( 42.863499 sig in 26 act.) RANK 19 NODE 4 --> 31.637918 sigma out 1 act.( 44.778469 sig in 26 act.) RANK 20 NODE 13 --> 21.598948 sigma out 1 act.( 32.037071 sig in 26 act.) RANK 21 NODE 8 --> 20.545675 sigma out 1 act.( 34.214222 sig in 26 act.) RANK 22 NODE 9 --> 17.775574 sigma out 1 act.( 32.190792 sig in 26 act.) RANK 23 NODE 5 --> 11.148932 sigma out 1 act.( 32.744507 sig in 26 act.) RANK 24 NODE 19 --> 4.6842532 sigma out 1 act.( 29.930265 sig in 26 act.) RANK 25 NODE 21 --> 2.5740967 sigma out 1 act.( 46.825867 sig in 26 act.) RANK 26 NODE 26 --> 2.2264800 sigma out 1 act.( 27.058260 sig in 26 act.) RANK 27 NODE 17 --> 0.30253386 sigma out 1 act.( 42.716492 sig in 26 act.) RANK 1 NODE 1 --> 400.78745 sigma in 27 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 176.53366 sigma out 27 active outputs RANK 2 NODE 4 --> 156.14319 sigma out 27 active outputs RANK 3 NODE 1 --> 150.18037 sigma out 27 active outputs RANK 4 NODE 6 --> 111.57687 sigma out 27 active outputs RANK 5 NODE 3 --> 97.209831 sigma out 27 active outputs RANK 6 NODE 8 --> 95.957146 sigma out 27 active outputs RANK 7 NODE 5 --> 92.786079 sigma out 27 active outputs RANK 8 NODE 12 --> 80.973938 sigma out 27 active outputs RANK 9 NODE 13 --> 77.346107 sigma out 27 active outputs RANK 10 NODE 9 --> 73.126396 sigma out 27 active outputs RANK 11 NODE 7 --> 70.953384 sigma out 27 active outputs RANK 12 NODE 11 --> 65.736839 sigma out 27 active outputs RANK 13 NODE 15 --> 56.606300 sigma out 27 active outputs RANK 14 NODE 20 --> 53.539246 sigma out 27 active outputs RANK 15 NODE 10 --> 52.999119 sigma out 27 active outputs RANK 16 NODE 14 --> 50.186165 sigma out 27 active outputs RANK 17 NODE 16 --> 50.115509 sigma out 27 active outputs RANK 18 NODE 19 --> 46.153748 sigma out 27 active outputs RANK 19 NODE 17 --> 41.204544 sigma out 27 active outputs RANK 20 NODE 18 --> 41.008186 sigma out 27 active outputs RANK 21 NODE 21 --> 34.495010 sigma out 27 active outputs RANK 22 NODE 23 --> 21.562029 sigma out 27 active outputs RANK 23 NODE 22 --> 20.366314 sigma out 27 active outputs RANK 24 NODE 24 --> 16.986689 sigma out 27 active outputs RANK 25 NODE 26 --> 14.172030 sigma out 27 active outputs RANK 26 NODE 25 --> 12.366825 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 161.08887 sigma in 26 act. ( 122.07428 sig out 1 act.) RANK 2 NODE 6 --> 157.02629 sigma in 26 act. ( 151.16795 sig out 1 act.) RANK 3 NODE 2 --> 140.79381 sigma in 26 act. ( 127.07292 sig out 1 act.) RANK 4 NODE 27 --> 128.60532 sigma in 26 act. ( 102.94016 sig out 1 act.) RANK 5 NODE 10 --> 116.75683 sigma in 26 act. ( 99.944450 sig out 1 act.) RANK 6 NODE 25 --> 113.09223 sigma in 26 act. ( 107.60933 sig out 1 act.) RANK 7 NODE 7 --> 95.939232 sigma in 26 act. ( 96.176949 sig out 1 act.) RANK 8 NODE 1 --> 91.414810 sigma in 26 act. ( 70.868347 sig out 1 act.) RANK 9 NODE 23 --> 90.309525 sigma in 26 act. ( 76.042107 sig out 1 act.) RANK 10 NODE 12 --> 83.415688 sigma in 26 act. ( 84.131821 sig out 1 act.) RANK 11 NODE 24 --> 61.426044 sigma in 26 act. ( 57.639977 sig out 1 act.) RANK 12 NODE 18 --> 59.973125 sigma in 26 act. ( 58.797997 sig out 1 act.) RANK 13 NODE 11 --> 54.088314 sigma in 26 act. ( 49.141346 sig out 1 act.) RANK 14 NODE 20 --> 49.694675 sigma in 26 act. ( 56.881767 sig out 1 act.) RANK 15 NODE 15 --> 43.950096 sigma in 26 act. ( 46.071739 sig out 1 act.) RANK 16 NODE 14 --> 42.677135 sigma in 26 act. ( 49.293617 sig out 1 act.) RANK 17 NODE 3 --> 37.494633 sigma in 26 act. ( 31.885569 sig out 1 act.) RANK 18 NODE 4 --> 30.886759 sigma in 26 act. ( 29.196606 sig out 1 act.) RANK 19 NODE 16 --> 29.594517 sigma in 26 act. ( 37.642269 sig out 1 act.) RANK 20 NODE 8 --> 19.356352 sigma in 26 act. ( 18.261257 sig out 1 act.) RANK 21 NODE 13 --> 18.782503 sigma in 26 act. ( 19.776773 sig out 1 act.) RANK 22 NODE 9 --> 16.203896 sigma in 26 act. ( 16.130396 sig out 1 act.) RANK 23 NODE 5 --> 11.761749 sigma in 26 act. ( 10.284508 sig out 1 act.) RANK 24 NODE 21 --> 9.5653019 sigma in 26 act. ( 2.3749802 sig out 1 act.) RANK 25 NODE 17 --> 8.4011087 sigma in 26 act. ( 0.31397226 sig out 1 act.) RANK 26 NODE 19 --> 7.0487776 sigma in 26 act. ( 4.2667513 sig out 1 act.) RANK 27 NODE 26 --> 5.3946748 sigma in 26 act. ( 2.0125101 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 151.16795 sigma out 1 act.( 157.02629 sig in 26 act.) RANK 2 NODE 2 --> 127.07292 sigma out 1 act.( 140.79381 sig in 26 act.) RANK 3 NODE 22 --> 122.07428 sigma out 1 act.( 161.08887 sig in 26 act.) RANK 4 NODE 25 --> 107.60933 sigma out 1 act.( 113.09223 sig in 26 act.) RANK 5 NODE 27 --> 102.94016 sigma out 1 act.( 128.60532 sig in 26 act.) RANK 6 NODE 10 --> 99.944450 sigma out 1 act.( 116.75683 sig in 26 act.) RANK 7 NODE 7 --> 96.176949 sigma out 1 act.( 95.939232 sig in 26 act.) RANK 8 NODE 12 --> 84.131821 sigma out 1 act.( 83.415688 sig in 26 act.) RANK 9 NODE 23 --> 76.042107 sigma out 1 act.( 90.309525 sig in 26 act.) RANK 10 NODE 1 --> 70.868347 sigma out 1 act.( 91.414810 sig in 26 act.) RANK 11 NODE 18 --> 58.797997 sigma out 1 act.( 59.973125 sig in 26 act.) RANK 12 NODE 24 --> 57.639977 sigma out 1 act.( 61.426044 sig in 26 act.) RANK 13 NODE 20 --> 56.881767 sigma out 1 act.( 49.694675 sig in 26 act.) RANK 14 NODE 14 --> 49.293617 sigma out 1 act.( 42.677135 sig in 26 act.) RANK 15 NODE 11 --> 49.141346 sigma out 1 act.( 54.088314 sig in 26 act.) RANK 16 NODE 15 --> 46.071739 sigma out 1 act.( 43.950096 sig in 26 act.) RANK 17 NODE 16 --> 37.642269 sigma out 1 act.( 29.594517 sig in 26 act.) RANK 18 NODE 3 --> 31.885569 sigma out 1 act.( 37.494633 sig in 26 act.) RANK 19 NODE 4 --> 29.196606 sigma out 1 act.( 30.886759 sig in 26 act.) RANK 20 NODE 13 --> 19.776773 sigma out 1 act.( 18.782503 sig in 26 act.) RANK 21 NODE 8 --> 18.261257 sigma out 1 act.( 19.356352 sig in 26 act.) RANK 22 NODE 9 --> 16.130396 sigma out 1 act.( 16.203896 sig in 26 act.) RANK 23 NODE 5 --> 10.284508 sigma out 1 act.( 11.761749 sig in 26 act.) RANK 24 NODE 19 --> 4.2667513 sigma out 1 act.( 7.0487776 sig in 26 act.) RANK 25 NODE 21 --> 2.3749802 sigma out 1 act.( 9.5653019 sig in 26 act.) RANK 26 NODE 26 --> 2.0125101 sigma out 1 act.( 5.3946748 sig in 26 act.) RANK 27 NODE 17 --> 0.31397226 sigma out 1 act.( 8.4011087 sig in 26 act.) RANK 1 NODE 1 --> 366.86060 sigma in 27 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.29019368 *** contribution from regularisation: 8.99566687E-04 *** contribution from error: -0.29109323 *** contribution from DIAG: 1.77601934E-04 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.31130245 *** contribution from regularisation: 1.53117359E-03 *** contribution from error: -0.31283364 *** contribution from DIAG: 1.58265801E-04 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.31330964 *** contribution from regularisation: 1.34087773E-03 *** contribution from error: -0.31465051 *** contribution from DIAG: 2.78918917E-04 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.23288709 *** contribution from regularisation: 1.45032303E-03 *** contribution from error: -0.23433742 *** contribution from DIAG: 4.37271595E-03 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.31200033 *** contribution from regularisation: 1.41821755E-03 *** contribution from error: -0.31341854 *** contribution from DIAG: 2.47010001E-04 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.31416279 *** contribution from regularisation: 1.42211013E-03 *** contribution from error: -0.31558490 *** contribution from DIAG: 2.34018007E-04 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.31536654 *** contribution from regularisation: 1.43262220E-03 *** contribution from error: -0.31679916 *** contribution from DIAG: 2.17772598E-04 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.31791466 *** contribution from regularisation: 1.46012579E-03 *** contribution from error: -0.31937480 *** contribution from DIAG: 2.69555370E-04 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.31929538 *** contribution from regularisation: 1.46862213E-03 *** contribution from error: -0.32076401 *** contribution from DIAG: 2.51274498E-04 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 237.62907 sigma out 27 active outputs RANK 2 NODE 1 --> 166.98201 sigma out 27 active outputs RANK 3 NODE 4 --> 162.44411 sigma out 27 active outputs RANK 4 NODE 6 --> 124.08990 sigma out 27 active outputs RANK 5 NODE 8 --> 108.76087 sigma out 27 active outputs RANK 6 NODE 5 --> 108.24522 sigma out 27 active outputs RANK 7 NODE 3 --> 107.25977 sigma out 27 active outputs RANK 8 NODE 20 --> 98.834915 sigma out 27 active outputs RANK 9 NODE 12 --> 98.489220 sigma out 27 active outputs RANK 10 NODE 13 --> 92.765816 sigma out 27 active outputs RANK 11 NODE 9 --> 86.488297 sigma out 27 active outputs RANK 12 NODE 11 --> 82.475182 sigma out 27 active outputs RANK 13 NODE 7 --> 75.173752 sigma out 27 active outputs RANK 14 NODE 15 --> 66.345024 sigma out 27 active outputs RANK 15 NODE 10 --> 61.756763 sigma out 27 active outputs RANK 16 NODE 19 --> 61.091019 sigma out 27 active outputs RANK 17 NODE 14 --> 60.033302 sigma out 27 active outputs RANK 18 NODE 16 --> 59.558895 sigma out 27 active outputs RANK 19 NODE 18 --> 48.877338 sigma out 27 active outputs RANK 20 NODE 17 --> 48.472691 sigma out 27 active outputs RANK 21 NODE 21 --> 44.861202 sigma out 27 active outputs RANK 22 NODE 26 --> 37.270596 sigma out 27 active outputs RANK 23 NODE 23 --> 30.472467 sigma out 27 active outputs RANK 24 NODE 22 --> 21.597298 sigma out 27 active outputs RANK 25 NODE 24 --> 21.569767 sigma out 27 active outputs RANK 26 NODE 25 --> 15.907175 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 6 --> 204.63051 sigma in 26 act. ( 221.36537 sig out 1 act.) RANK 2 NODE 22 --> 157.97435 sigma in 26 act. ( 125.20901 sig out 1 act.) RANK 3 NODE 10 --> 155.55598 sigma in 26 act. ( 128.32420 sig out 1 act.) RANK 4 NODE 25 --> 154.41151 sigma in 26 act. ( 138.72360 sig out 1 act.) RANK 5 NODE 2 --> 147.88011 sigma in 26 act. ( 133.13235 sig out 1 act.) RANK 6 NODE 27 --> 143.24388 sigma in 26 act. ( 109.44553 sig out 1 act.) RANK 7 NODE 7 --> 125.53737 sigma in 26 act. ( 122.30312 sig out 1 act.) RANK 8 NODE 1 --> 117.78223 sigma in 26 act. ( 91.472214 sig out 1 act.) RANK 9 NODE 12 --> 108.90427 sigma in 26 act. ( 112.93024 sig out 1 act.) RANK 10 NODE 23 --> 101.56360 sigma in 26 act. ( 82.909668 sig out 1 act.) RANK 11 NODE 24 --> 88.698570 sigma in 26 act. ( 84.961472 sig out 1 act.) RANK 12 NODE 18 --> 74.047707 sigma in 26 act. ( 71.534256 sig out 1 act.) RANK 13 NODE 4 --> 54.840202 sigma in 26 act. ( 51.365593 sig out 1 act.) RANK 14 NODE 11 --> 49.074131 sigma in 26 act. ( 44.946644 sig out 1 act.) RANK 15 NODE 20 --> 44.248726 sigma in 26 act. ( 46.524330 sig out 1 act.) RANK 16 NODE 3 --> 42.538132 sigma in 26 act. ( 36.297623 sig out 1 act.) RANK 17 NODE 15 --> 37.774086 sigma in 26 act. ( 39.999001 sig out 1 act.) RANK 18 NODE 13 --> 36.706467 sigma in 26 act. ( 39.262405 sig out 1 act.) RANK 19 NODE 8 --> 35.249195 sigma in 26 act. ( 33.420467 sig out 1 act.) RANK 20 NODE 14 --> 27.224834 sigma in 26 act. ( 29.431488 sig out 1 act.) RANK 21 NODE 9 --> 25.961811 sigma in 26 act. ( 26.093313 sig out 1 act.) RANK 22 NODE 21 --> 25.515099 sigma in 26 act. ( 28.243382 sig out 1 act.) RANK 23 NODE 16 --> 18.052816 sigma in 26 act. ( 20.319033 sig out 1 act.) RANK 24 NODE 5 --> 14.944530 sigma in 26 act. ( 13.062460 sig out 1 act.) RANK 25 NODE 17 --> 11.065687 sigma in 26 act. ( 3.4080713 sig out 1 act.) RANK 26 NODE 26 --> 10.819143 sigma in 26 act. ( 8.4997835 sig out 1 act.) RANK 27 NODE 19 --> 8.7761211 sigma in 26 act. ( 4.7125211 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 221.36537 sigma out 1 act.( 204.63051 sig in 26 act.) RANK 2 NODE 25 --> 138.72360 sigma out 1 act.( 154.41151 sig in 26 act.) RANK 3 NODE 2 --> 133.13235 sigma out 1 act.( 147.88011 sig in 26 act.) RANK 4 NODE 10 --> 128.32420 sigma out 1 act.( 155.55598 sig in 26 act.) RANK 5 NODE 22 --> 125.20901 sigma out 1 act.( 157.97435 sig in 26 act.) RANK 6 NODE 7 --> 122.30312 sigma out 1 act.( 125.53737 sig in 26 act.) RANK 7 NODE 12 --> 112.93024 sigma out 1 act.( 108.90427 sig in 26 act.) RANK 8 NODE 27 --> 109.44553 sigma out 1 act.( 143.24388 sig in 26 act.) RANK 9 NODE 1 --> 91.472214 sigma out 1 act.( 117.78223 sig in 26 act.) RANK 10 NODE 24 --> 84.961472 sigma out 1 act.( 88.698570 sig in 26 act.) RANK 11 NODE 23 --> 82.909668 sigma out 1 act.( 101.56360 sig in 26 act.) RANK 12 NODE 18 --> 71.534256 sigma out 1 act.( 74.047707 sig in 26 act.) RANK 13 NODE 4 --> 51.365593 sigma out 1 act.( 54.840202 sig in 26 act.) RANK 14 NODE 20 --> 46.524330 sigma out 1 act.( 44.248726 sig in 26 act.) RANK 15 NODE 11 --> 44.946644 sigma out 1 act.( 49.074131 sig in 26 act.) RANK 16 NODE 15 --> 39.999001 sigma out 1 act.( 37.774086 sig in 26 act.) RANK 17 NODE 13 --> 39.262405 sigma out 1 act.( 36.706467 sig in 26 act.) RANK 18 NODE 3 --> 36.297623 sigma out 1 act.( 42.538132 sig in 26 act.) RANK 19 NODE 8 --> 33.420467 sigma out 1 act.( 35.249195 sig in 26 act.) RANK 20 NODE 14 --> 29.431488 sigma out 1 act.( 27.224834 sig in 26 act.) RANK 21 NODE 21 --> 28.243382 sigma out 1 act.( 25.515099 sig in 26 act.) RANK 22 NODE 9 --> 26.093313 sigma out 1 act.( 25.961811 sig in 26 act.) RANK 23 NODE 16 --> 20.319033 sigma out 1 act.( 18.052816 sig in 26 act.) RANK 24 NODE 5 --> 13.062460 sigma out 1 act.( 14.944530 sig in 26 act.) RANK 25 NODE 26 --> 8.4997835 sigma out 1 act.( 10.819143 sig in 26 act.) RANK 26 NODE 19 --> 4.7125211 sigma out 1 act.( 8.7761211 sig in 26 act.) RANK 27 NODE 17 --> 3.4080713 sigma out 1 act.( 11.065687 sig in 26 act.) RANK 1 NODE 1 --> 448.12415 sigma in 27 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.32343382 *** contribution from regularisation: 1.49364304E-03 *** contribution from error: -0.32492745 *** contribution from DIAG: 2.55751103E-04 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.31508172 *** contribution from regularisation: 1.51045748E-03 *** contribution from error: -0.31659219 *** contribution from DIAG: 2.41233691E-04 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.32391289 *** contribution from regularisation: 1.59004994E-03 *** contribution from error: -0.32550293 *** contribution from DIAG: 2.64975533E-04 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.32613435 *** contribution from regularisation: 1.53785665E-03 *** contribution from error: -0.32767221 *** contribution from DIAG: 2.42573398E-04 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.32702518 *** contribution from regularisation: 1.53823500E-03 *** contribution from error: -0.32856342 *** contribution from DIAG: 2.20293135E-04 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.32824382 *** contribution from regularisation: 1.53276743E-03 *** contribution from error: -0.32977659 *** contribution from DIAG: 2.13271443E-04 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.33111072 *** contribution from regularisation: 1.52896950E-03 *** contribution from error: -0.33263969 *** contribution from DIAG: 2.17389868E-04 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.33092630 *** contribution from regularisation: 1.52711349E-03 *** contribution from error: -0.33245340 *** contribution from DIAG: 2.55438761E-04 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.33243650 *** contribution from regularisation: 1.52028154E-03 *** contribution from error: -0.33395678 *** contribution from DIAG: 2.22135568E-04 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.33342314 *** contribution from regularisation: 1.52477040E-03 *** contribution from error: -0.33494791 *** contribution from DIAG: 2.33450366E-04 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 252.76068 sigma out 27 active outputs RANK 2 NODE 4 --> 167.71107 sigma out 27 active outputs RANK 3 NODE 1 --> 163.20802 sigma out 27 active outputs RANK 4 NODE 6 --> 123.73602 sigma out 27 active outputs RANK 5 NODE 8 --> 115.57308 sigma out 27 active outputs RANK 6 NODE 5 --> 114.45773 sigma out 27 active outputs RANK 7 NODE 3 --> 103.53270 sigma out 27 active outputs RANK 8 NODE 12 --> 101.31736 sigma out 27 active outputs RANK 9 NODE 13 --> 91.079514 sigma out 27 active outputs RANK 10 NODE 9 --> 89.762428 sigma out 27 active outputs RANK 11 NODE 11 --> 88.822998 sigma out 27 active outputs RANK 12 NODE 7 --> 76.694633 sigma out 27 active outputs RANK 13 NODE 20 --> 66.298569 sigma out 27 active outputs RANK 14 NODE 15 --> 64.106682 sigma out 27 active outputs RANK 15 NODE 10 --> 60.403194 sigma out 27 active outputs RANK 16 NODE 14 --> 58.328209 sigma out 27 active outputs RANK 17 NODE 19 --> 56.762852 sigma out 27 active outputs RANK 18 NODE 16 --> 53.136379 sigma out 27 active outputs RANK 19 NODE 26 --> 52.390839 sigma out 27 active outputs RANK 20 NODE 18 --> 48.827702 sigma out 27 active outputs RANK 21 NODE 17 --> 48.525581 sigma out 27 active outputs RANK 22 NODE 21 --> 43.529263 sigma out 27 active outputs RANK 23 NODE 23 --> 27.940868 sigma out 27 active outputs RANK 24 NODE 22 --> 22.926474 sigma out 27 active outputs RANK 25 NODE 24 --> 20.327744 sigma out 27 active outputs RANK 26 NODE 25 --> 16.194344 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 6 --> 220.38779 sigma in 26 act. ( 250.55699 sig out 1 act.) RANK 2 NODE 27 --> 152.46191 sigma in 26 act. ( 119.14177 sig out 1 act.) RANK 3 NODE 22 --> 149.77034 sigma in 26 act. ( 123.47263 sig out 1 act.) RANK 4 NODE 25 --> 148.97160 sigma in 26 act. ( 138.88223 sig out 1 act.) RANK 5 NODE 10 --> 144.17039 sigma in 26 act. ( 124.42119 sig out 1 act.) RANK 6 NODE 2 --> 143.12732 sigma in 26 act. ( 135.68382 sig out 1 act.) RANK 7 NODE 7 --> 129.77330 sigma in 26 act. ( 125.66370 sig out 1 act.) RANK 8 NODE 12 --> 114.26608 sigma in 26 act. ( 123.70947 sig out 1 act.) RANK 9 NODE 23 --> 112.86810 sigma in 26 act. ( 90.912193 sig out 1 act.) RANK 10 NODE 1 --> 111.31129 sigma in 26 act. ( 87.698135 sig out 1 act.) RANK 11 NODE 24 --> 92.930244 sigma in 26 act. ( 90.661720 sig out 1 act.) RANK 12 NODE 18 --> 78.187309 sigma in 26 act. ( 74.878143 sig out 1 act.) RANK 13 NODE 4 --> 75.170288 sigma in 26 act. ( 70.654892 sig out 1 act.) RANK 14 NODE 13 --> 42.681503 sigma in 26 act. ( 45.715828 sig out 1 act.) RANK 15 NODE 11 --> 40.596291 sigma in 26 act. ( 37.411003 sig out 1 act.) RANK 16 NODE 3 --> 38.778774 sigma in 26 act. ( 32.997955 sig out 1 act.) RANK 17 NODE 16 --> 33.833508 sigma in 26 act. ( 41.431564 sig out 1 act.) RANK 18 NODE 21 --> 33.566532 sigma in 26 act. ( 38.907406 sig out 1 act.) RANK 19 NODE 20 --> 33.507439 sigma in 26 act. ( 35.267548 sig out 1 act.) RANK 20 NODE 8 --> 27.529936 sigma in 26 act. ( 25.955729 sig out 1 act.) RANK 21 NODE 14 --> 27.281601 sigma in 26 act. ( 29.379766 sig out 1 act.) RANK 22 NODE 15 --> 23.829945 sigma in 26 act. ( 24.472971 sig out 1 act.) RANK 23 NODE 17 --> 19.015850 sigma in 26 act. ( 18.617012 sig out 1 act.) RANK 24 NODE 26 --> 14.843554 sigma in 26 act. ( 13.109487 sig out 1 act.) RANK 25 NODE 9 --> 13.053455 sigma in 26 act. ( 11.087938 sig out 1 act.) RANK 26 NODE 19 --> 9.3508272 sigma in 26 act. ( 5.4270120 sig out 1 act.) RANK 27 NODE 5 --> 8.7216110 sigma in 26 act. ( 0.32432017 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 250.55699 sigma out 1 act.( 220.38779 sig in 26 act.) RANK 2 NODE 25 --> 138.88223 sigma out 1 act.( 148.97160 sig in 26 act.) RANK 3 NODE 2 --> 135.68382 sigma out 1 act.( 143.12732 sig in 26 act.) RANK 4 NODE 7 --> 125.66370 sigma out 1 act.( 129.77330 sig in 26 act.) RANK 5 NODE 10 --> 124.42119 sigma out 1 act.( 144.17039 sig in 26 act.) RANK 6 NODE 12 --> 123.70947 sigma out 1 act.( 114.26608 sig in 26 act.) RANK 7 NODE 22 --> 123.47263 sigma out 1 act.( 149.77034 sig in 26 act.) RANK 8 NODE 27 --> 119.14177 sigma out 1 act.( 152.46191 sig in 26 act.) RANK 9 NODE 23 --> 90.912193 sigma out 1 act.( 112.86810 sig in 26 act.) RANK 10 NODE 24 --> 90.661720 sigma out 1 act.( 92.930244 sig in 26 act.) RANK 11 NODE 1 --> 87.698135 sigma out 1 act.( 111.31129 sig in 26 act.) RANK 12 NODE 18 --> 74.878143 sigma out 1 act.( 78.187309 sig in 26 act.) RANK 13 NODE 4 --> 70.654892 sigma out 1 act.( 75.170288 sig in 26 act.) RANK 14 NODE 13 --> 45.715828 sigma out 1 act.( 42.681503 sig in 26 act.) RANK 15 NODE 16 --> 41.431564 sigma out 1 act.( 33.833508 sig in 26 act.) RANK 16 NODE 21 --> 38.907406 sigma out 1 act.( 33.566532 sig in 26 act.) RANK 17 NODE 11 --> 37.411003 sigma out 1 act.( 40.596291 sig in 26 act.) RANK 18 NODE 20 --> 35.267548 sigma out 1 act.( 33.507439 sig in 26 act.) RANK 19 NODE 3 --> 32.997955 sigma out 1 act.( 38.778774 sig in 26 act.) RANK 20 NODE 14 --> 29.379766 sigma out 1 act.( 27.281601 sig in 26 act.) RANK 21 NODE 8 --> 25.955729 sigma out 1 act.( 27.529936 sig in 26 act.) RANK 22 NODE 15 --> 24.472971 sigma out 1 act.( 23.829945 sig in 26 act.) RANK 23 NODE 17 --> 18.617012 sigma out 1 act.( 19.015850 sig in 26 act.) RANK 24 NODE 26 --> 13.109487 sigma out 1 act.( 14.843554 sig in 26 act.) RANK 25 NODE 9 --> 11.087938 sigma out 1 act.( 13.053455 sig in 26 act.) RANK 26 NODE 19 --> 5.4270120 sigma out 1 act.( 9.3508272 sig in 26 act.) RANK 27 NODE 5 --> 0.32432017 sigma out 1 act.( 8.7216110 sig in 26 act.) RANK 1 NODE 1 --> 472.36337 sigma in 27 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.33425209 *** contribution from regularisation: 1.52786460E-03 *** contribution from error: -0.33577996 *** contribution from DIAG: 2.46670505E-04 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.33599600 *** contribution from regularisation: 1.53658597E-03 *** contribution from error: -0.33753258 *** contribution from DIAG: 2.58758228E-04 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.33826229 *** contribution from regularisation: 1.55460206E-03 *** contribution from error: -0.33981690 *** contribution from DIAG: 2.41085043E-04 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.34129217 *** contribution from regularisation: 1.57899840E-03 *** contribution from error: -0.34287116 *** contribution from DIAG: 2.40136986E-04 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.34372219 *** contribution from regularisation: 1.57169194E-03 *** contribution from error: -0.34529388 *** contribution from DIAG: 2.23255352E-04 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.34674981 *** contribution from regularisation: 1.58031285E-03 *** contribution from error: -0.34833014 *** contribution from DIAG: 2.21022943E-04 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.34733152 *** contribution from regularisation: 1.60044990E-03 *** contribution from error: -0.34893197 *** contribution from DIAG: 2.23488241E-04 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.34836438 *** contribution from regularisation: 1.58989371E-03 *** contribution from error: -0.34995428 *** contribution from DIAG: 2.17693305E-04 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.34856242 *** contribution from regularisation: 1.58436759E-03 *** contribution from error: -0.35014680 *** contribution from DIAG: 2.19024223E-04 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.34866780 *** contribution from regularisation: 1.58987276E-03 *** contribution from error: -0.35025766 *** contribution from DIAG: 2.14404165E-04 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 323.79611 sigma out 27 active outputs RANK 2 NODE 4 --> 235.73540 sigma out 27 active outputs RANK 3 NODE 1 --> 184.38080 sigma out 27 active outputs RANK 4 NODE 8 --> 173.21245 sigma out 27 active outputs RANK 5 NODE 5 --> 162.86981 sigma out 27 active outputs RANK 6 NODE 6 --> 156.96397 sigma out 27 active outputs RANK 7 NODE 12 --> 148.98004 sigma out 27 active outputs RANK 8 NODE 9 --> 138.08104 sigma out 27 active outputs RANK 9 NODE 11 --> 137.86700 sigma out 27 active outputs RANK 10 NODE 3 --> 133.63252 sigma out 27 active outputs RANK 11 NODE 26 --> 124.72321 sigma out 27 active outputs RANK 12 NODE 13 --> 112.64394 sigma out 27 active outputs RANK 13 NODE 7 --> 89.614265 sigma out 27 active outputs RANK 14 NODE 20 --> 86.242607 sigma out 27 active outputs RANK 15 NODE 10 --> 78.867020 sigma out 27 active outputs RANK 16 NODE 15 --> 75.548965 sigma out 27 active outputs RANK 17 NODE 19 --> 75.429825 sigma out 27 active outputs RANK 18 NODE 14 --> 74.384644 sigma out 27 active outputs RANK 19 NODE 16 --> 66.235092 sigma out 27 active outputs RANK 20 NODE 17 --> 65.992714 sigma out 27 active outputs RANK 21 NODE 21 --> 63.323471 sigma out 27 active outputs RANK 22 NODE 18 --> 60.653149 sigma out 27 active outputs RANK 23 NODE 23 --> 34.071285 sigma out 27 active outputs RANK 24 NODE 22 --> 30.982588 sigma out 27 active outputs RANK 25 NODE 24 --> 26.495274 sigma out 27 active outputs RANK 26 NODE 25 --> 22.986029 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 6 --> 326.60904 sigma in 26 act. ( 389.40012 sig out 1 act.) RANK 2 NODE 25 --> 201.25229 sigma in 26 act. ( 211.19286 sig out 1 act.) RANK 3 NODE 27 --> 187.97928 sigma in 26 act. ( 163.45515 sig out 1 act.) RANK 4 NODE 2 --> 182.37317 sigma in 26 act. ( 171.07045 sig out 1 act.) RANK 5 NODE 22 --> 170.50214 sigma in 26 act. ( 155.52240 sig out 1 act.) RANK 6 NODE 1 --> 168.68355 sigma in 26 act. ( 143.18188 sig out 1 act.) RANK 7 NODE 7 --> 160.97775 sigma in 26 act. ( 156.44058 sig out 1 act.) RANK 8 NODE 12 --> 159.75443 sigma in 26 act. ( 181.40912 sig out 1 act.) RANK 9 NODE 10 --> 158.63943 sigma in 26 act. ( 141.15607 sig out 1 act.) RANK 10 NODE 23 --> 152.94931 sigma in 26 act. ( 122.41972 sig out 1 act.) RANK 11 NODE 4 --> 129.10394 sigma in 26 act. ( 118.76944 sig out 1 act.) RANK 12 NODE 24 --> 124.61701 sigma in 26 act. ( 124.08314 sig out 1 act.) RANK 13 NODE 18 --> 111.08893 sigma in 26 act. ( 100.59626 sig out 1 act.) RANK 14 NODE 13 --> 83.197304 sigma in 26 act. ( 86.349617 sig out 1 act.) RANK 15 NODE 21 --> 61.100502 sigma in 26 act. ( 72.695587 sig out 1 act.) RANK 16 NODE 16 --> 55.401211 sigma in 26 act. ( 68.034248 sig out 1 act.) RANK 17 NODE 3 --> 46.083469 sigma in 26 act. ( 39.984219 sig out 1 act.) RANK 18 NODE 11 --> 38.726021 sigma in 26 act. ( 36.504124 sig out 1 act.) RANK 19 NODE 17 --> 36.030941 sigma in 26 act. ( 41.395786 sig out 1 act.) RANK 20 NODE 8 --> 30.734621 sigma in 26 act. ( 29.248405 sig out 1 act.) RANK 21 NODE 26 --> 28.967993 sigma in 26 act. ( 27.866337 sig out 1 act.) RANK 22 NODE 20 --> 28.384060 sigma in 26 act. ( 28.982883 sig out 1 act.) RANK 23 NODE 14 --> 22.535919 sigma in 26 act. ( 23.648779 sig out 1 act.) RANK 24 NODE 5 --> 19.715528 sigma in 26 act. ( 18.763100 sig out 1 act.) RANK 25 NODE 19 --> 15.556823 sigma in 26 act. ( 13.522688 sig out 1 act.) RANK 26 NODE 9 --> 8.8955832 sigma in 26 act. ( 4.8610187 sig out 1 act.) RANK 27 NODE 15 --> 8.1436787 sigma in 26 act. ( 2.5092523 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 389.40012 sigma out 1 act.( 326.60904 sig in 26 act.) RANK 2 NODE 25 --> 211.19286 sigma out 1 act.( 201.25229 sig in 26 act.) RANK 3 NODE 12 --> 181.40912 sigma out 1 act.( 159.75443 sig in 26 act.) RANK 4 NODE 2 --> 171.07045 sigma out 1 act.( 182.37317 sig in 26 act.) RANK 5 NODE 27 --> 163.45515 sigma out 1 act.( 187.97928 sig in 26 act.) RANK 6 NODE 7 --> 156.44058 sigma out 1 act.( 160.97775 sig in 26 act.) RANK 7 NODE 22 --> 155.52240 sigma out 1 act.( 170.50214 sig in 26 act.) RANK 8 NODE 1 --> 143.18188 sigma out 1 act.( 168.68355 sig in 26 act.) RANK 9 NODE 10 --> 141.15607 sigma out 1 act.( 158.63943 sig in 26 act.) RANK 10 NODE 24 --> 124.08314 sigma out 1 act.( 124.61701 sig in 26 act.) RANK 11 NODE 23 --> 122.41972 sigma out 1 act.( 152.94931 sig in 26 act.) RANK 12 NODE 4 --> 118.76944 sigma out 1 act.( 129.10394 sig in 26 act.) RANK 13 NODE 18 --> 100.59626 sigma out 1 act.( 111.08893 sig in 26 act.) RANK 14 NODE 13 --> 86.349617 sigma out 1 act.( 83.197304 sig in 26 act.) RANK 15 NODE 21 --> 72.695587 sigma out 1 act.( 61.100502 sig in 26 act.) RANK 16 NODE 16 --> 68.034248 sigma out 1 act.( 55.401211 sig in 26 act.) RANK 17 NODE 17 --> 41.395786 sigma out 1 act.( 36.030941 sig in 26 act.) RANK 18 NODE 3 --> 39.984219 sigma out 1 act.( 46.083469 sig in 26 act.) RANK 19 NODE 11 --> 36.504124 sigma out 1 act.( 38.726021 sig in 26 act.) RANK 20 NODE 8 --> 29.248405 sigma out 1 act.( 30.734621 sig in 26 act.) RANK 21 NODE 20 --> 28.982883 sigma out 1 act.( 28.384060 sig in 26 act.) RANK 22 NODE 26 --> 27.866337 sigma out 1 act.( 28.967993 sig in 26 act.) RANK 23 NODE 14 --> 23.648779 sigma out 1 act.( 22.535919 sig in 26 act.) RANK 24 NODE 5 --> 18.763100 sigma out 1 act.( 19.715528 sig in 26 act.) RANK 25 NODE 19 --> 13.522688 sigma out 1 act.( 15.556823 sig in 26 act.) RANK 26 NODE 9 --> 4.8610187 sigma out 1 act.( 8.8955832 sig in 26 act.) RANK 27 NODE 15 --> 2.5092523 sigma out 1 act.( 8.1436787 sig in 26 act.) RANK 1 NODE 1 --> 674.11676 sigma in 27 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.34891608 *** contribution from regularisation: 1.59564987E-03 *** contribution from error: -0.35051173 *** contribution from DIAG: 2.07695688E-04 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.34906030 *** contribution from regularisation: 1.59534579E-03 *** contribution from error: -0.35065565 *** contribution from DIAG: 2.10669692E-04 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.34916583 *** contribution from regularisation: 1.59131282E-03 *** contribution from error: -0.35075715 *** contribution from DIAG: 2.07262812E-04 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.34925443 *** contribution from regularisation: 1.58925483E-03 *** contribution from error: -0.35084370 *** contribution from DIAG: 2.07161982E-04 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.34949747 *** contribution from regularisation: 1.59263471E-03 *** contribution from error: -0.35109010 *** contribution from DIAG: 2.11404593E-04 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.34982166 *** contribution from regularisation: 1.60132104E-03 *** contribution from error: -0.35142297 *** contribution from DIAG: 2.15608205E-04 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.35005799 *** contribution from regularisation: 1.60420057E-03 *** contribution from error: -0.35166219 *** contribution from DIAG: 2.18041227E-04 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.35037267 *** contribution from regularisation: 1.60626427E-03 *** contribution from error: -0.35197893 *** contribution from DIAG: 2.21080176E-04 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.35053164 *** contribution from regularisation: 1.59987912E-03 *** contribution from error: -0.35213152 *** contribution from DIAG: 2.20077156E-04 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.35123882 *** contribution from regularisation: 1.64588087E-03 *** contribution from error: -0.35288471 *** contribution from DIAG: 2.18443325E-04 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 375.18005 sigma out 27 active outputs RANK 2 NODE 4 --> 296.94040 sigma out 27 active outputs RANK 3 NODE 1 --> 226.87650 sigma out 27 active outputs RANK 4 NODE 5 --> 199.59198 sigma out 27 active outputs RANK 5 NODE 6 --> 185.80989 sigma out 27 active outputs RANK 6 NODE 8 --> 182.68736 sigma out 27 active outputs RANK 7 NODE 12 --> 172.08940 sigma out 27 active outputs RANK 8 NODE 3 --> 155.45358 sigma out 27 active outputs RANK 9 NODE 11 --> 148.07129 sigma out 27 active outputs RANK 10 NODE 9 --> 146.30338 sigma out 27 active outputs RANK 11 NODE 13 --> 115.57494 sigma out 27 active outputs RANK 12 NODE 26 --> 110.42820 sigma out 27 active outputs RANK 13 NODE 7 --> 95.448914 sigma out 27 active outputs RANK 14 NODE 20 --> 85.739059 sigma out 27 active outputs RANK 15 NODE 14 --> 77.008842 sigma out 27 active outputs RANK 16 NODE 10 --> 76.170517 sigma out 27 active outputs RANK 17 NODE 15 --> 73.254883 sigma out 27 active outputs RANK 18 NODE 17 --> 70.243790 sigma out 27 active outputs RANK 19 NODE 19 --> 69.288605 sigma out 27 active outputs RANK 20 NODE 21 --> 63.029247 sigma out 27 active outputs RANK 21 NODE 16 --> 61.995537 sigma out 27 active outputs RANK 22 NODE 18 --> 52.490986 sigma out 27 active outputs RANK 23 NODE 23 --> 32.594330 sigma out 27 active outputs RANK 24 NODE 22 --> 27.739220 sigma out 27 active outputs RANK 25 NODE 24 --> 23.683435 sigma out 27 active outputs RANK 26 NODE 25 --> 20.822319 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 6 --> 346.66501 sigma in 26 act. ( 450.86191 sig out 1 act.) RANK 2 NODE 25 --> 265.38620 sigma in 26 act. ( 297.66653 sig out 1 act.) RANK 3 NODE 2 --> 233.69490 sigma in 26 act. ( 219.01581 sig out 1 act.) RANK 4 NODE 27 --> 216.21970 sigma in 26 act. ( 222.73665 sig out 1 act.) RANK 5 NODE 1 --> 210.41982 sigma in 26 act. ( 190.02632 sig out 1 act.) RANK 6 NODE 22 --> 198.27768 sigma in 26 act. ( 185.34993 sig out 1 act.) RANK 7 NODE 10 --> 197.28683 sigma in 26 act. ( 198.25233 sig out 1 act.) RANK 8 NODE 23 --> 170.77834 sigma in 26 act. ( 138.85640 sig out 1 act.) RANK 9 NODE 12 --> 162.07832 sigma in 26 act. ( 171.59015 sig out 1 act.) RANK 10 NODE 7 --> 155.59540 sigma in 26 act. ( 151.30144 sig out 1 act.) RANK 11 NODE 4 --> 137.70123 sigma in 26 act. ( 132.81972 sig out 1 act.) RANK 12 NODE 24 --> 132.94916 sigma in 26 act. ( 131.86728 sig out 1 act.) RANK 13 NODE 18 --> 114.26366 sigma in 26 act. ( 101.97681 sig out 1 act.) RANK 14 NODE 13 --> 106.92265 sigma in 26 act. ( 108.23367 sig out 1 act.) RANK 15 NODE 3 --> 42.375305 sigma in 26 act. ( 36.767612 sig out 1 act.) RANK 16 NODE 16 --> 41.923370 sigma in 26 act. ( 52.088718 sig out 1 act.) RANK 17 NODE 11 --> 40.944469 sigma in 26 act. ( 38.757030 sig out 1 act.) RANK 18 NODE 21 --> 38.181190 sigma in 26 act. ( 44.413033 sig out 1 act.) RANK 19 NODE 20 --> 33.432888 sigma in 26 act. ( 34.188755 sig out 1 act.) RANK 20 NODE 26 --> 31.141424 sigma in 26 act. ( 29.816385 sig out 1 act.) RANK 21 NODE 17 --> 30.499447 sigma in 26 act. ( 34.801311 sig out 1 act.) RANK 22 NODE 8 --> 30.068466 sigma in 26 act. ( 28.451899 sig out 1 act.) RANK 23 NODE 5 --> 28.535051 sigma in 26 act. ( 29.017208 sig out 1 act.) RANK 24 NODE 14 --> 22.641886 sigma in 26 act. ( 23.907059 sig out 1 act.) RANK 25 NODE 19 --> 13.434007 sigma in 26 act. ( 11.294431 sig out 1 act.) RANK 26 NODE 9 --> 8.5516443 sigma in 26 act. ( 4.7463813 sig out 1 act.) RANK 27 NODE 15 --> 7.4497929 sigma in 26 act. ( 1.7304106 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 450.86191 sigma out 1 act.( 346.66501 sig in 26 act.) RANK 2 NODE 25 --> 297.66653 sigma out 1 act.( 265.38620 sig in 26 act.) RANK 3 NODE 27 --> 222.73665 sigma out 1 act.( 216.21970 sig in 26 act.) RANK 4 NODE 2 --> 219.01581 sigma out 1 act.( 233.69490 sig in 26 act.) RANK 5 NODE 10 --> 198.25233 sigma out 1 act.( 197.28683 sig in 26 act.) RANK 6 NODE 1 --> 190.02632 sigma out 1 act.( 210.41982 sig in 26 act.) RANK 7 NODE 22 --> 185.34993 sigma out 1 act.( 198.27768 sig in 26 act.) RANK 8 NODE 12 --> 171.59015 sigma out 1 act.( 162.07832 sig in 26 act.) RANK 9 NODE 7 --> 151.30144 sigma out 1 act.( 155.59540 sig in 26 act.) RANK 10 NODE 23 --> 138.85640 sigma out 1 act.( 170.77834 sig in 26 act.) RANK 11 NODE 4 --> 132.81972 sigma out 1 act.( 137.70123 sig in 26 act.) RANK 12 NODE 24 --> 131.86728 sigma out 1 act.( 132.94916 sig in 26 act.) RANK 13 NODE 13 --> 108.23367 sigma out 1 act.( 106.92265 sig in 26 act.) RANK 14 NODE 18 --> 101.97681 sigma out 1 act.( 114.26366 sig in 26 act.) RANK 15 NODE 16 --> 52.088718 sigma out 1 act.( 41.923370 sig in 26 act.) RANK 16 NODE 21 --> 44.413033 sigma out 1 act.( 38.181190 sig in 26 act.) RANK 17 NODE 11 --> 38.757030 sigma out 1 act.( 40.944469 sig in 26 act.) RANK 18 NODE 3 --> 36.767612 sigma out 1 act.( 42.375305 sig in 26 act.) RANK 19 NODE 17 --> 34.801311 sigma out 1 act.( 30.499447 sig in 26 act.) RANK 20 NODE 20 --> 34.188755 sigma out 1 act.( 33.432888 sig in 26 act.) RANK 21 NODE 26 --> 29.816385 sigma out 1 act.( 31.141424 sig in 26 act.) RANK 22 NODE 5 --> 29.017208 sigma out 1 act.( 28.535051 sig in 26 act.) RANK 23 NODE 8 --> 28.451899 sigma out 1 act.( 30.068466 sig in 26 act.) RANK 24 NODE 14 --> 23.907059 sigma out 1 act.( 22.641886 sig in 26 act.) RANK 25 NODE 19 --> 11.294431 sigma out 1 act.( 13.434007 sig in 26 act.) RANK 26 NODE 9 --> 4.7463813 sigma out 1 act.( 8.5516443 sig in 26 act.) RANK 27 NODE 15 --> 1.7304106 sigma out 1 act.( 7.4497929 sig in 26 act.) RANK 1 NODE 1 --> 800.73413 sigma in 27 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.35193798 *** contribution from regularisation: 1.66431977E-03 *** contribution from error: -0.35360229 *** contribution from DIAG: 2.30643927E-04 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.35251021 *** contribution from regularisation: 1.61537074E-03 *** contribution from error: -0.35412559 *** contribution from DIAG: 2.28022604E-04 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.35298118 *** contribution from regularisation: 1.58341706E-03 *** contribution from error: -0.35456461 *** contribution from DIAG: 2.18982401E-04 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.35326052 *** contribution from regularisation: 1.58502185E-03 *** contribution from error: -0.35484555 *** contribution from DIAG: 2.21273192E-04 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.35410750 *** contribution from regularisation: 1.63756730E-03 *** contribution from error: -0.35574508 *** contribution from DIAG: 2.23619485E-04 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.35448241 *** contribution from regularisation: 1.59114192E-03 *** contribution from error: -0.35607356 *** contribution from DIAG: 2.27171884E-04 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.35480762 *** contribution from regularisation: 1.55106303E-03 *** contribution from error: -0.35635868 *** contribution from DIAG: 2.25922631E-04 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.35493422 *** contribution from regularisation: 1.56583416E-03 *** contribution from error: -0.35650006 *** contribution from DIAG: 2.25692798E-04 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.35523537 *** contribution from regularisation: 1.58127944E-03 *** contribution from error: -0.35681665 *** contribution from DIAG: 2.24440548E-04 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.35582048 *** contribution from regularisation: 1.60029042E-03 *** contribution from error: -0.35742077 *** contribution from DIAG: 2.21568625E-04 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 387.31784 sigma out 27 active outputs RANK 2 NODE 4 --> 379.13849 sigma out 27 active outputs RANK 3 NODE 1 --> 293.19247 sigma out 27 active outputs RANK 4 NODE 5 --> 245.90709 sigma out 27 active outputs RANK 5 NODE 6 --> 224.82323 sigma out 27 active outputs RANK 6 NODE 8 --> 208.96503 sigma out 27 active outputs RANK 7 NODE 12 --> 197.17461 sigma out 27 active outputs RANK 8 NODE 11 --> 178.65199 sigma out 27 active outputs RANK 9 NODE 9 --> 170.22046 sigma out 27 active outputs RANK 10 NODE 3 --> 160.38675 sigma out 27 active outputs RANK 11 NODE 13 --> 124.02860 sigma out 27 active outputs RANK 12 NODE 7 --> 121.70025 sigma out 27 active outputs RANK 13 NODE 26 --> 109.97860 sigma out 27 active outputs RANK 14 NODE 14 --> 91.446915 sigma out 27 active outputs RANK 15 NODE 17 --> 91.044945 sigma out 27 active outputs RANK 16 NODE 20 --> 90.485931 sigma out 27 active outputs RANK 17 NODE 15 --> 79.522804 sigma out 27 active outputs RANK 18 NODE 10 --> 79.286064 sigma out 27 active outputs RANK 19 NODE 18 --> 75.975571 sigma out 27 active outputs RANK 20 NODE 21 --> 71.311623 sigma out 27 active outputs RANK 21 NODE 19 --> 69.461929 sigma out 27 active outputs RANK 22 NODE 16 --> 61.120728 sigma out 27 active outputs RANK 23 NODE 23 --> 30.828560 sigma out 27 active outputs RANK 24 NODE 22 --> 28.437347 sigma out 27 active outputs RANK 25 NODE 24 --> 26.763876 sigma out 27 active outputs RANK 26 NODE 25 --> 19.815723 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 25 --> 357.79962 sigma in 26 act. ( 407.13208 sig out 1 act.) RANK 2 NODE 6 --> 346.51837 sigma in 26 act. ( 440.19104 sig out 1 act.) RANK 3 NODE 2 --> 294.88971 sigma in 26 act. ( 281.20355 sig out 1 act.) RANK 4 NODE 27 --> 283.63699 sigma in 26 act. ( 315.82275 sig out 1 act.) RANK 5 NODE 1 --> 258.72278 sigma in 26 act. ( 236.25763 sig out 1 act.) RANK 6 NODE 10 --> 217.84904 sigma in 26 act. ( 249.10309 sig out 1 act.) RANK 7 NODE 22 --> 208.28183 sigma in 26 act. ( 213.39767 sig out 1 act.) RANK 8 NODE 23 --> 194.16245 sigma in 26 act. ( 160.90958 sig out 1 act.) RANK 9 NODE 12 --> 165.49925 sigma in 26 act. ( 163.12689 sig out 1 act.) RANK 10 NODE 4 --> 160.77789 sigma in 26 act. ( 161.18645 sig out 1 act.) RANK 11 NODE 24 --> 158.75708 sigma in 26 act. ( 164.90291 sig out 1 act.) RANK 12 NODE 7 --> 157.13634 sigma in 26 act. ( 159.46291 sig out 1 act.) RANK 13 NODE 18 --> 137.88626 sigma in 26 act. ( 128.38310 sig out 1 act.) RANK 14 NODE 13 --> 125.82457 sigma in 26 act. ( 128.26022 sig out 1 act.) RANK 15 NODE 11 --> 54.985161 sigma in 26 act. ( 53.092548 sig out 1 act.) RANK 16 NODE 3 --> 43.051109 sigma in 26 act. ( 37.843452 sig out 1 act.) RANK 17 NODE 20 --> 42.741100 sigma in 26 act. ( 43.983044 sig out 1 act.) RANK 18 NODE 16 --> 35.729126 sigma in 26 act. ( 46.820282 sig out 1 act.) RANK 19 NODE 26 --> 35.621174 sigma in 26 act. ( 33.686001 sig out 1 act.) RANK 20 NODE 5 --> 34.974316 sigma in 26 act. ( 35.993324 sig out 1 act.) RANK 21 NODE 8 --> 29.554066 sigma in 26 act. ( 28.050798 sig out 1 act.) RANK 22 NODE 17 --> 27.519859 sigma in 26 act. ( 32.274166 sig out 1 act.) RANK 23 NODE 14 --> 20.561758 sigma in 26 act. ( 21.907478 sig out 1 act.) RANK 24 NODE 21 --> 13.842306 sigma in 26 act. ( 11.058050 sig out 1 act.) RANK 25 NODE 19 --> 12.274354 sigma in 26 act. ( 10.374680 sig out 1 act.) RANK 26 NODE 9 --> 7.2304854 sigma in 26 act. ( 2.9207499 sig out 1 act.) RANK 27 NODE 15 --> 6.5021739 sigma in 26 act. ( 1.3386048 sig out 1 act.) sorted by output significance RANK 1 NODE 6 --> 440.19104 sigma out 1 act.( 346.51837 sig in 26 act.) RANK 2 NODE 25 --> 407.13208 sigma out 1 act.( 357.79962 sig in 26 act.) RANK 3 NODE 27 --> 315.82275 sigma out 1 act.( 283.63699 sig in 26 act.) RANK 4 NODE 2 --> 281.20355 sigma out 1 act.( 294.88971 sig in 26 act.) RANK 5 NODE 10 --> 249.10309 sigma out 1 act.( 217.84904 sig in 26 act.) RANK 6 NODE 1 --> 236.25763 sigma out 1 act.( 258.72278 sig in 26 act.) RANK 7 NODE 22 --> 213.39767 sigma out 1 act.( 208.28183 sig in 26 act.) RANK 8 NODE 24 --> 164.90291 sigma out 1 act.( 158.75708 sig in 26 act.) RANK 9 NODE 12 --> 163.12689 sigma out 1 act.( 165.49925 sig in 26 act.) RANK 10 NODE 4 --> 161.18645 sigma out 1 act.( 160.77789 sig in 26 act.) RANK 11 NODE 23 --> 160.90958 sigma out 1 act.( 194.16245 sig in 26 act.) RANK 12 NODE 7 --> 159.46291 sigma out 1 act.( 157.13634 sig in 26 act.) RANK 13 NODE 18 --> 128.38310 sigma out 1 act.( 137.88626 sig in 26 act.) RANK 14 NODE 13 --> 128.26022 sigma out 1 act.( 125.82457 sig in 26 act.) RANK 15 NODE 11 --> 53.092548 sigma out 1 act.( 54.985161 sig in 26 act.) RANK 16 NODE 16 --> 46.820282 sigma out 1 act.( 35.729126 sig in 26 act.) RANK 17 NODE 20 --> 43.983044 sigma out 1 act.( 42.741100 sig in 26 act.) RANK 18 NODE 3 --> 37.843452 sigma out 1 act.( 43.051109 sig in 26 act.) RANK 19 NODE 5 --> 35.993324 sigma out 1 act.( 34.974316 sig in 26 act.) RANK 20 NODE 26 --> 33.686001 sigma out 1 act.( 35.621174 sig in 26 act.) RANK 21 NODE 17 --> 32.274166 sigma out 1 act.( 27.519859 sig in 26 act.) RANK 22 NODE 8 --> 28.050798 sigma out 1 act.( 29.554066 sig in 26 act.) RANK 23 NODE 14 --> 21.907478 sigma out 1 act.( 20.561758 sig in 26 act.) RANK 24 NODE 21 --> 11.058050 sigma out 1 act.( 13.842306 sig in 26 act.) RANK 25 NODE 19 --> 10.374680 sigma out 1 act.( 12.274354 sig in 26 act.) RANK 26 NODE 9 --> 2.9207499 sigma out 1 act.( 7.2304854 sig in 26 act.) RANK 27 NODE 15 --> 1.3386048 sigma out 1 act.( 6.5021739 sig in 26 act.) RANK 1 NODE 1 --> 937.62823 sigma in 27 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.35597375 *** contribution from regularisation: 1.65049708E-03 *** contribution from error: -0.35762423 *** contribution from DIAG: 2.02674797E-04 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.35691783 *** contribution from regularisation: 1.56187254E-03 *** contribution from error: -0.35847971 *** contribution from DIAG: 2.11718318E-04 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.35729980 *** contribution from regularisation: 1.57180859E-03 *** contribution from error: -0.35887161 *** contribution from DIAG: 2.16297180E-04 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.35764897 *** contribution from regularisation: 1.58614689E-03 *** contribution from error: -0.35923511 *** contribution from DIAG: 2.18222529E-04 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.35839319 *** contribution from regularisation: 1.60546775E-03 *** contribution from error: -0.35999867 *** contribution from DIAG: 2.17705689E-04 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.35751870 *** contribution from regularisation: 1.64369319E-03 *** contribution from error: -0.35916239 *** contribution from DIAG: 2.21681054E-04 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.35885456 *** contribution from regularisation: 1.53424963E-03 *** contribution from error: -0.36038882 *** contribution from DIAG: 2.14619373E-04 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.35945314 *** contribution from regularisation: 1.60438300E-03 *** contribution from error: -0.36105752 *** contribution from DIAG: 2.13257314E-04 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.35995439 *** contribution from regularisation: 1.58867368E-03 *** contribution from error: -0.36154306 *** contribution from DIAG: 2.09377991E-04 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.36060849 *** contribution from regularisation: 1.61188317E-03 *** contribution from error: -0.36222038 *** contribution from DIAG: 2.10105660E-04 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 4 --> 433.36938 sigma out 27 active outputs RANK 2 NODE 2 --> 416.81580 sigma out 27 active outputs RANK 3 NODE 1 --> 391.74390 sigma out 27 active outputs RANK 4 NODE 5 --> 265.33484 sigma out 27 active outputs RANK 5 NODE 6 --> 243.15425 sigma out 27 active outputs RANK 6 NODE 8 --> 226.08025 sigma out 27 active outputs RANK 7 NODE 12 --> 219.44923 sigma out 27 active outputs RANK 8 NODE 11 --> 213.11595 sigma out 27 active outputs RANK 9 NODE 9 --> 196.36676 sigma out 27 active outputs RANK 10 NODE 3 --> 163.23776 sigma out 27 active outputs RANK 11 NODE 7 --> 147.51823 sigma out 27 active outputs RANK 12 NODE 13 --> 136.09909 sigma out 27 active outputs RANK 13 NODE 18 --> 135.21239 sigma out 27 active outputs RANK 14 NODE 26 --> 123.16704 sigma out 27 active outputs RANK 15 NODE 17 --> 114.62904 sigma out 27 active outputs RANK 16 NODE 14 --> 101.49860 sigma out 27 active outputs RANK 17 NODE 15 --> 94.066406 sigma out 27 active outputs RANK 18 NODE 20 --> 92.938843 sigma out 27 active outputs RANK 19 NODE 21 --> 85.716927 sigma out 27 active outputs RANK 20 NODE 10 --> 82.618645 sigma out 27 active outputs RANK 21 NODE 19 --> 78.444443 sigma out 27 active outputs RANK 22 NODE 16 --> 60.458839 sigma out 27 active outputs RANK 23 NODE 23 --> 33.130402 sigma out 27 active outputs RANK 24 NODE 24 --> 32.611786 sigma out 27 active outputs RANK 25 NODE 22 --> 29.825857 sigma out 27 active outputs RANK 26 NODE 25 --> 20.173981 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 25 --> 453.31842 sigma in 26 act. ( 501.71268 sig out 1 act.) RANK 2 NODE 6 --> 371.50476 sigma in 26 act. ( 465.84280 sig out 1 act.) RANK 3 NODE 27 --> 351.63568 sigma in 26 act. ( 393.84717 sig out 1 act.) RANK 4 NODE 2 --> 316.61505 sigma in 26 act. ( 305.99106 sig out 1 act.) RANK 5 NODE 1 --> 278.31360 sigma in 26 act. ( 257.98901 sig out 1 act.) RANK 6 NODE 10 --> 249.07921 sigma in 26 act. ( 256.40390 sig out 1 act.) RANK 7 NODE 22 --> 245.09868 sigma in 26 act. ( 256.00464 sig out 1 act.) RANK 8 NODE 23 --> 200.86876 sigma in 26 act. ( 174.28268 sig out 1 act.) RANK 9 NODE 12 --> 194.00276 sigma in 26 act. ( 192.69881 sig out 1 act.) RANK 10 NODE 24 --> 187.31055 sigma in 26 act. ( 200.13985 sig out 1 act.) RANK 11 NODE 4 --> 180.60034 sigma in 26 act. ( 178.27936 sig out 1 act.) RANK 12 NODE 7 --> 159.72037 sigma in 26 act. ( 170.97960 sig out 1 act.) RANK 13 NODE 18 --> 150.67212 sigma in 26 act. ( 145.81204 sig out 1 act.) RANK 14 NODE 13 --> 141.05118 sigma in 26 act. ( 153.98250 sig out 1 act.) RANK 15 NODE 11 --> 69.220909 sigma in 26 act. ( 67.388138 sig out 1 act.) RANK 16 NODE 3 --> 46.277748 sigma in 26 act. ( 41.474739 sig out 1 act.) RANK 17 NODE 20 --> 44.748627 sigma in 26 act. ( 45.596176 sig out 1 act.) RANK 18 NODE 26 --> 43.508823 sigma in 26 act. ( 41.168545 sig out 1 act.) RANK 19 NODE 8 --> 36.032372 sigma in 26 act. ( 34.895367 sig out 1 act.) RANK 20 NODE 16 --> 32.899555 sigma in 26 act. ( 44.345890 sig out 1 act.) RANK 21 NODE 5 --> 32.380043 sigma in 26 act. ( 33.179543 sig out 1 act.) RANK 22 NODE 17 --> 27.336985 sigma in 26 act. ( 32.878399 sig out 1 act.) RANK 23 NODE 14 --> 20.386431 sigma in 26 act. ( 21.955509 sig out 1 act.) RANK 24 NODE 9 --> 10.012181 sigma in 26 act. ( 8.0728321 sig out 1 act.) RANK 25 NODE 21 --> 9.9873943 sigma in 26 act. ( 2.8953254 sig out 1 act.) RANK 26 NODE 19 --> 9.0223885 sigma in 26 act. ( 6.6873283 sig out 1 act.) RANK 27 NODE 15 --> 7.6438842 sigma in 26 act. ( 5.4171100 sig out 1 act.) sorted by output significance RANK 1 NODE 25 --> 501.71268 sigma out 1 act.( 453.31842 sig in 26 act.) RANK 2 NODE 6 --> 465.84280 sigma out 1 act.( 371.50476 sig in 26 act.) RANK 3 NODE 27 --> 393.84717 sigma out 1 act.( 351.63568 sig in 26 act.) RANK 4 NODE 2 --> 305.99106 sigma out 1 act.( 316.61505 sig in 26 act.) RANK 5 NODE 1 --> 257.98901 sigma out 1 act.( 278.31360 sig in 26 act.) RANK 6 NODE 10 --> 256.40390 sigma out 1 act.( 249.07921 sig in 26 act.) RANK 7 NODE 22 --> 256.00464 sigma out 1 act.( 245.09868 sig in 26 act.) RANK 8 NODE 24 --> 200.13985 sigma out 1 act.( 187.31055 sig in 26 act.) RANK 9 NODE 12 --> 192.69881 sigma out 1 act.( 194.00276 sig in 26 act.) RANK 10 NODE 4 --> 178.27936 sigma out 1 act.( 180.60034 sig in 26 act.) RANK 11 NODE 23 --> 174.28268 sigma out 1 act.( 200.86876 sig in 26 act.) RANK 12 NODE 7 --> 170.97960 sigma out 1 act.( 159.72037 sig in 26 act.) RANK 13 NODE 13 --> 153.98250 sigma out 1 act.( 141.05118 sig in 26 act.) RANK 14 NODE 18 --> 145.81204 sigma out 1 act.( 150.67212 sig in 26 act.) RANK 15 NODE 11 --> 67.388138 sigma out 1 act.( 69.220909 sig in 26 act.) RANK 16 NODE 20 --> 45.596176 sigma out 1 act.( 44.748627 sig in 26 act.) RANK 17 NODE 16 --> 44.345890 sigma out 1 act.( 32.899555 sig in 26 act.) RANK 18 NODE 3 --> 41.474739 sigma out 1 act.( 46.277748 sig in 26 act.) RANK 19 NODE 26 --> 41.168545 sigma out 1 act.( 43.508823 sig in 26 act.) RANK 20 NODE 8 --> 34.895367 sigma out 1 act.( 36.032372 sig in 26 act.) RANK 21 NODE 5 --> 33.179543 sigma out 1 act.( 32.380043 sig in 26 act.) RANK 22 NODE 17 --> 32.878399 sigma out 1 act.( 27.336985 sig in 26 act.) RANK 23 NODE 14 --> 21.955509 sigma out 1 act.( 20.386431 sig in 26 act.) RANK 24 NODE 9 --> 8.0728321 sigma out 1 act.( 10.012181 sig in 26 act.) RANK 25 NODE 19 --> 6.6873283 sigma out 1 act.( 9.0223885 sig in 26 act.) RANK 26 NODE 15 --> 5.4171100 sigma out 1 act.( 7.6438842 sig in 26 act.) RANK 27 NODE 21 --> 2.8953254 sigma out 1 act.( 9.9873943 sig in 26 act.) RANK 1 NODE 1 --> 1069.9974 sigma in 27 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.36100012 *** contribution from regularisation: 1.62630307E-03 *** contribution from error: -0.36262643 *** contribution from DIAG: 2.01402101E-04 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.36162665 *** contribution from regularisation: 1.59835361E-03 *** contribution from error: -0.36322501 *** contribution from DIAG: 2.06555982E-04 *********************************************** --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.36227056 *** contribution from regularisation: 1.60571921E-03 *** contribution from error: -0.36387628 *** contribution from DIAG: 2.12663552E-04 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.36266366 *** contribution from regularisation: 1.61349645E-03 *** contribution from error: -0.36427715 *** contribution from DIAG: 2.12014958E-04 *********************************************** --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.36348727 *** contribution from regularisation: 1.64452649E-03 *** contribution from error: -0.36513180 *** contribution from DIAG: 2.16663393E-04 *********************************************** --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.36307675 *** contribution from regularisation: 1.65098591E-03 *** contribution from error: -0.36472774 *** contribution from DIAG: 2.14547137E-04 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.36377648 *** contribution from regularisation: 1.62724289E-03 *** contribution from error: -0.36540371 *** contribution from DIAG: 2.12298008E-04 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.36399722 *** contribution from regularisation: 1.63316319E-03 *** contribution from error: -0.36563039 *** contribution from DIAG: 2.13591105E-04 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.36432159 *** contribution from regularisation: 1.63464574E-03 *** contribution from error: -0.36595625 *** contribution from DIAG: 2.13413965E-04 *********************************************** --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.36458680 *** contribution from regularisation: 1.63741747E-03 *** contribution from error: -0.36622423 *** contribution from DIAG: 2.12506537E-04 *********************************************** --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 451.09412 sigma out 27 active outputs RANK 2 NODE 4 --> 433.67703 sigma out 27 active outputs RANK 3 NODE 2 --> 422.18738 sigma out 27 active outputs RANK 4 NODE 5 --> 269.86722 sigma out 27 active outputs RANK 5 NODE 12 --> 238.43515 sigma out 27 active outputs RANK 6 NODE 6 --> 236.51903 sigma out 27 active outputs RANK 7 NODE 8 --> 228.83151 sigma out 27 active outputs RANK 8 NODE 11 --> 214.34772 sigma out 27 active outputs RANK 9 NODE 9 --> 210.41534 sigma out 27 active outputs RANK 10 NODE 18 --> 177.54059 sigma out 27 active outputs RANK 11 NODE 3 --> 163.76398 sigma out 27 active outputs RANK 12 NODE 7 --> 150.90706 sigma out 27 active outputs RANK 13 NODE 13 --> 141.36095 sigma out 27 active outputs RANK 14 NODE 26 --> 134.86391 sigma out 27 active outputs RANK 15 NODE 17 --> 124.75788 sigma out 27 active outputs RANK 16 NODE 15 --> 109.12971 sigma out 27 active outputs RANK 17 NODE 14 --> 99.322723 sigma out 27 active outputs RANK 18 NODE 21 --> 98.498253 sigma out 27 active outputs RANK 19 NODE 20 --> 97.578606 sigma out 27 active outputs RANK 20 NODE 10 --> 84.385048 sigma out 27 active outputs RANK 21 NODE 19 --> 82.460197 sigma out 27 active outputs RANK 22 NODE 16 --> 64.991982 sigma out 27 active outputs RANK 23 NODE 24 --> 36.637802 sigma out 27 active outputs RANK 24 NODE 23 --> 34.608677 sigma out 27 active outputs RANK 25 NODE 22 --> 32.114082 sigma out 27 active outputs RANK 26 NODE 25 --> 20.862286 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 25 --> 462.97842 sigma in 26 act. ( 529.98035 sig out 1 act.) RANK 2 NODE 27 --> 403.87329 sigma in 26 act. ( 446.36859 sig out 1 act.) RANK 3 NODE 6 --> 370.55557 sigma in 26 act. ( 469.88580 sig out 1 act.) RANK 4 NODE 2 --> 319.56827 sigma in 26 act. ( 310.60822 sig out 1 act.) RANK 5 NODE 1 --> 270.68933 sigma in 26 act. ( 259.78870 sig out 1 act.) RANK 6 NODE 22 --> 269.37863 sigma in 26 act. ( 288.32312 sig out 1 act.) RANK 7 NODE 10 --> 257.74591 sigma in 26 act. ( 254.36609 sig out 1 act.) RANK 8 NODE 12 --> 220.79071 sigma in 26 act. ( 215.78018 sig out 1 act.) RANK 9 NODE 23 --> 204.26863 sigma in 26 act. ( 179.85660 sig out 1 act.) RANK 10 NODE 4 --> 196.62936 sigma in 26 act. ( 185.53931 sig out 1 act.) RANK 11 NODE 24 --> 191.02464 sigma in 26 act. ( 207.73505 sig out 1 act.) RANK 12 NODE 7 --> 186.23111 sigma in 26 act. ( 196.11681 sig out 1 act.) RANK 13 NODE 13 --> 158.64563 sigma in 26 act. ( 175.86530 sig out 1 act.) RANK 14 NODE 18 --> 147.44456 sigma in 26 act. ( 147.80933 sig out 1 act.) RANK 15 NODE 11 --> 83.885818 sigma in 26 act. ( 81.206299 sig out 1 act.) RANK 16 NODE 26 --> 50.298138 sigma in 26 act. ( 47.912323 sig out 1 act.) RANK 17 NODE 3 --> 48.744518 sigma in 26 act. ( 44.301109 sig out 1 act.) RANK 18 NODE 20 --> 46.391491 sigma in 26 act. ( 47.484661 sig out 1 act.) RANK 19 NODE 8 --> 41.698219 sigma in 26 act. ( 40.386139 sig out 1 act.) RANK 20 NODE 16 --> 35.333828 sigma in 26 act. ( 49.090584 sig out 1 act.) RANK 21 NODE 17 --> 32.315536 sigma in 26 act. ( 40.441490 sig out 1 act.) RANK 22 NODE 5 --> 23.539824 sigma in 26 act. ( 23.763781 sig out 1 act.) RANK 23 NODE 14 --> 20.043634 sigma in 26 act. ( 21.602396 sig out 1 act.) RANK 24 NODE 9 --> 13.983945 sigma in 26 act. ( 12.967957 sig out 1 act.) RANK 25 NODE 21 --> 13.049971 sigma in 26 act. ( 10.432087 sig out 1 act.) RANK 26 NODE 19 --> 9.6102762 sigma in 26 act. ( 7.6899619 sig out 1 act.) RANK 27 NODE 15 --> 8.8330002 sigma in 26 act. ( 7.4250269 sig out 1 act.) sorted by output significance RANK 1 NODE 25 --> 529.98035 sigma out 1 act.( 462.97842 sig in 26 act.) RANK 2 NODE 6 --> 469.88580 sigma out 1 act.( 370.55557 sig in 26 act.) RANK 3 NODE 27 --> 446.36859 sigma out 1 act.( 403.87329 sig in 26 act.) RANK 4 NODE 2 --> 310.60822 sigma out 1 act.( 319.56827 sig in 26 act.) RANK 5 NODE 22 --> 288.32312 sigma out 1 act.( 269.37863 sig in 26 act.) RANK 6 NODE 1 --> 259.78870 sigma out 1 act.( 270.68933 sig in 26 act.) RANK 7 NODE 10 --> 254.36609 sigma out 1 act.( 257.74591 sig in 26 act.) RANK 8 NODE 12 --> 215.78018 sigma out 1 act.( 220.79071 sig in 26 act.) RANK 9 NODE 24 --> 207.73505 sigma out 1 act.( 191.02464 sig in 26 act.) RANK 10 NODE 7 --> 196.11681 sigma out 1 act.( 186.23111 sig in 26 act.) RANK 11 NODE 4 --> 185.53931 sigma out 1 act.( 196.62936 sig in 26 act.) RANK 12 NODE 23 --> 179.85660 sigma out 1 act.( 204.26863 sig in 26 act.) RANK 13 NODE 13 --> 175.86530 sigma out 1 act.( 158.64563 sig in 26 act.) RANK 14 NODE 18 --> 147.80933 sigma out 1 act.( 147.44456 sig in 26 act.) RANK 15 NODE 11 --> 81.206299 sigma out 1 act.( 83.885818 sig in 26 act.) RANK 16 NODE 16 --> 49.090584 sigma out 1 act.( 35.333828 sig in 26 act.) RANK 17 NODE 26 --> 47.912323 sigma out 1 act.( 50.298138 sig in 26 act.) RANK 18 NODE 20 --> 47.484661 sigma out 1 act.( 46.391491 sig in 26 act.) RANK 19 NODE 3 --> 44.301109 sigma out 1 act.( 48.744518 sig in 26 act.) RANK 20 NODE 17 --> 40.441490 sigma out 1 act.( 32.315536 sig in 26 act.) RANK 21 NODE 8 --> 40.386139 sigma out 1 act.( 41.698219 sig in 26 act.) RANK 22 NODE 5 --> 23.763781 sigma out 1 act.( 23.539824 sig in 26 act.) RANK 23 NODE 14 --> 21.602396 sigma out 1 act.( 20.043634 sig in 26 act.) RANK 24 NODE 9 --> 12.967957 sigma out 1 act.( 13.983945 sig in 26 act.) RANK 25 NODE 21 --> 10.432087 sigma out 1 act.( 13.049971 sig in 26 act.) RANK 26 NODE 19 --> 7.6899619 sigma out 1 act.( 9.6102762 sig in 26 act.) RANK 27 NODE 15 --> 7.4250269 sigma out 1 act.( 8.8330002 sig in 26 act.) RANK 1 NODE 1 --> 1131.6578 sigma in 27 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.36512351 *** contribution from regularisation: 1.65813160E-03 *** contribution from error: -0.36678165 *** contribution from DIAG: 2.15319087E-04 *********************************************** --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.36558619 *** contribution from regularisation: 1.65189290E-03 *** contribution from error: -0.36723807 *** contribution from DIAG: 2.08405036E-04 *********************************************** --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.36574161 *** contribution from regularisation: 1.64463930E-03 *** contribution from error: -0.36738625 *** contribution from DIAG: 2.09970298E-04 *********************************************** --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.36606544 *** contribution from regularisation: 1.64993247E-03 *** contribution from error: -0.36771539 *** contribution from DIAG: 2.11849343E-04 *********************************************** --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.36646691 *** contribution from regularisation: 1.65906048E-03 *** contribution from error: -0.36812598 *** contribution from DIAG: 2.11947467E-04 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.36547086 *** contribution from regularisation: 1.70325825E-03 *** contribution from error: -0.36717412 *** contribution from DIAG: 2.24237432E-04 *********************************************** --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.36668587 *** contribution from regularisation: 1.63525285E-03 *** contribution from error: -0.36832112 *** contribution from DIAG: 2.17941022E-04 *********************************************** --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.36715457 *** contribution from regularisation: 1.67878147E-03 *** contribution from error: -0.36883336 *** contribution from DIAG: 2.14284897E-04 *********************************************** --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.36748791 *** contribution from regularisation: 1.68460759E-03 *** contribution from error: -0.36917251 *** contribution from DIAG: 2.12599465E-04 *********************************************** --------------------------------------------------- Iteration : 79 *********************************************** *** Learn Path 79 *** loss function: -0.36775985 *** contribution from regularisation: 1.69248704E-03 *** contribution from error: -0.36945233 *** contribution from DIAG: 2.14663101E-04 *********************************************** --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 540.41272 sigma out 27 active outputs RANK 2 NODE 2 --> 461.79147 sigma out 27 active outputs RANK 3 NODE 4 --> 439.66071 sigma out 27 active outputs RANK 4 NODE 5 --> 290.57297 sigma out 27 active outputs RANK 5 NODE 12 --> 260.66074 sigma out 27 active outputs RANK 6 NODE 8 --> 231.07439 sigma out 27 active outputs RANK 7 NODE 6 --> 228.44777 sigma out 27 active outputs RANK 8 NODE 9 --> 218.33562 sigma out 27 active outputs RANK 9 NODE 18 --> 214.75262 sigma out 27 active outputs RANK 10 NODE 11 --> 205.51695 sigma out 27 active outputs RANK 11 NODE 3 --> 183.70801 sigma out 27 active outputs RANK 12 NODE 7 --> 151.00409 sigma out 27 active outputs RANK 13 NODE 26 --> 144.50798 sigma out 27 active outputs RANK 14 NODE 13 --> 142.18916 sigma out 27 active outputs RANK 15 NODE 17 --> 134.28700 sigma out 27 active outputs RANK 16 NODE 15 --> 126.66283 sigma out 27 active outputs RANK 17 NODE 21 --> 114.95589 sigma out 27 active outputs RANK 18 NODE 20 --> 98.093124 sigma out 27 active outputs RANK 19 NODE 14 --> 90.808594 sigma out 27 active outputs RANK 20 NODE 19 --> 85.522362 sigma out 27 active outputs RANK 21 NODE 10 --> 84.161209 sigma out 27 active outputs RANK 22 NODE 16 --> 79.394119 sigma out 27 active outputs RANK 23 NODE 24 --> 40.946068 sigma out 27 active outputs RANK 24 NODE 23 --> 36.377228 sigma out 27 active outputs RANK 25 NODE 22 --> 34.212013 sigma out 27 active outputs RANK 26 NODE 25 --> 21.449245 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 25 --> 497.66119 sigma in 26 act. ( 551.51440 sig out 1 act.) RANK 2 NODE 27 --> 482.18051 sigma in 26 act. ( 521.73944 sig out 1 act.) RANK 3 NODE 6 --> 360.63022 sigma in 26 act. ( 467.70657 sig out 1 act.) RANK 4 NODE 2 --> 316.62286 sigma in 26 act. ( 309.62613 sig out 1 act.) RANK 5 NODE 22 --> 309.87271 sigma in 26 act. ( 340.88062 sig out 1 act.) RANK 6 NODE 12 --> 267.69803 sigma in 26 act. ( 253.25816 sig out 1 act.) RANK 7 NODE 10 --> 262.81342 sigma in 26 act. ( 243.05228 sig out 1 act.) RANK 8 NODE 1 --> 256.93008 sigma in 26 act. ( 259.47098 sig out 1 act.) RANK 9 NODE 7 --> 225.56677 sigma in 26 act. ( 230.60136 sig out 1 act.) RANK 10 NODE 4 --> 222.46712 sigma in 26 act. ( 198.78246 sig out 1 act.) RANK 11 NODE 23 --> 210.73625 sigma in 26 act. ( 180.66061 sig out 1 act.) RANK 12 NODE 24 --> 202.58386 sigma in 26 act. ( 224.29878 sig out 1 act.) RANK 13 NODE 13 --> 182.33073 sigma in 26 act. ( 205.98230 sig out 1 act.) RANK 14 NODE 18 --> 150.56104 sigma in 26 act. ( 153.15857 sig out 1 act.) RANK 15 NODE 11 --> 100.15724 sigma in 26 act. ( 96.718735 sig out 1 act.) RANK 16 NODE 26 --> 60.720905 sigma in 26 act. ( 58.559586 sig out 1 act.) RANK 17 NODE 8 --> 49.541660 sigma in 26 act. ( 47.862904 sig out 1 act.) RANK 18 NODE 20 --> 49.430748 sigma in 26 act. ( 50.886883 sig out 1 act.) RANK 19 NODE 3 --> 48.634197 sigma in 26 act. ( 44.626015 sig out 1 act.) RANK 20 NODE 17 --> 41.907162 sigma in 26 act. ( 54.486820 sig out 1 act.) RANK 21 NODE 16 --> 38.424038 sigma in 26 act. ( 54.776791 sig out 1 act.) RANK 22 NODE 14 --> 19.217155 sigma in 26 act. ( 20.624638 sig out 1 act.) RANK 23 NODE 9 --> 18.649452 sigma in 26 act. ( 18.239174 sig out 1 act.) RANK 24 NODE 21 --> 18.191488 sigma in 26 act. ( 18.255665 sig out 1 act.) RANK 25 NODE 5 --> 16.936678 sigma in 26 act. ( 16.510321 sig out 1 act.) RANK 26 NODE 19 --> 10.759909 sigma in 26 act. ( 9.3967714 sig out 1 act.) RANK 27 NODE 15 --> 9.5612249 sigma in 26 act. ( 8.5157566 sig out 1 act.) sorted by output significance RANK 1 NODE 25 --> 551.51440 sigma out 1 act.( 497.66119 sig in 26 act.) RANK 2 NODE 27 --> 521.73944 sigma out 1 act.( 482.18051 sig in 26 act.) RANK 3 NODE 6 --> 467.70657 sigma out 1 act.( 360.63022 sig in 26 act.) RANK 4 NODE 22 --> 340.88062 sigma out 1 act.( 309.87271 sig in 26 act.) RANK 5 NODE 2 --> 309.62613 sigma out 1 act.( 316.62286 sig in 26 act.) RANK 6 NODE 1 --> 259.47098 sigma out 1 act.( 256.93008 sig in 26 act.) RANK 7 NODE 12 --> 253.25816 sigma out 1 act.( 267.69803 sig in 26 act.) RANK 8 NODE 10 --> 243.05228 sigma out 1 act.( 262.81342 sig in 26 act.) RANK 9 NODE 7 --> 230.60136 sigma out 1 act.( 225.56677 sig in 26 act.) RANK 10 NODE 24 --> 224.29878 sigma out 1 act.( 202.58386 sig in 26 act.) RANK 11 NODE 13 --> 205.98230 sigma out 1 act.( 182.33073 sig in 26 act.) RANK 12 NODE 4 --> 198.78246 sigma out 1 act.( 222.46712 sig in 26 act.) RANK 13 NODE 23 --> 180.66061 sigma out 1 act.( 210.73625 sig in 26 act.) RANK 14 NODE 18 --> 153.15857 sigma out 1 act.( 150.56104 sig in 26 act.) RANK 15 NODE 11 --> 96.718735 sigma out 1 act.( 100.15724 sig in 26 act.) RANK 16 NODE 26 --> 58.559586 sigma out 1 act.( 60.720905 sig in 26 act.) RANK 17 NODE 16 --> 54.776791 sigma out 1 act.( 38.424038 sig in 26 act.) RANK 18 NODE 17 --> 54.486820 sigma out 1 act.( 41.907162 sig in 26 act.) RANK 19 NODE 20 --> 50.886883 sigma out 1 act.( 49.430748 sig in 26 act.) RANK 20 NODE 8 --> 47.862904 sigma out 1 act.( 49.541660 sig in 26 act.) RANK 21 NODE 3 --> 44.626015 sigma out 1 act.( 48.634197 sig in 26 act.) RANK 22 NODE 14 --> 20.624638 sigma out 1 act.( 19.217155 sig in 26 act.) RANK 23 NODE 21 --> 18.255665 sigma out 1 act.( 18.191488 sig in 26 act.) RANK 24 NODE 9 --> 18.239174 sigma out 1 act.( 18.649452 sig in 26 act.) RANK 25 NODE 5 --> 16.510321 sigma out 1 act.( 16.936678 sig in 26 act.) RANK 26 NODE 19 --> 9.3967714 sigma out 1 act.( 10.759909 sig in 26 act.) RANK 27 NODE 15 --> 8.5157566 sigma out 1 act.( 9.5612249 sig in 26 act.) RANK 1 NODE 1 --> 1210.9551 sigma in 27 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.36810967 *** contribution from regularisation: 1.68508606E-03 *** contribution from error: -0.36979476 *** contribution from DIAG: 2.13517938E-04 *********************************************** --------------------------------------------------- Iteration : 81 *********************************************** *** Learn Path 81 *** loss function: -0.36812916 *** contribution from regularisation: 1.71292911E-03 *** contribution from error: -0.36984208 *** contribution from DIAG: 2.15834109E-04 *********************************************** --------------------------------------------------- Iteration : 82 *********************************************** *** Learn Path 82 *** loss function: -0.36833563 *** contribution from regularisation: 1.66134327E-03 *** contribution from error: -0.36999696 *** contribution from DIAG: 2.12547675E-04 *********************************************** --------------------------------------------------- Iteration : 83 *********************************************** *** Learn Path 83 *** loss function: -0.36842176 *** contribution from regularisation: 1.67695072E-03 *** contribution from error: -0.37009871 *** contribution from DIAG: 2.12446903E-04 *********************************************** --------------------------------------------------- Iteration : 84 *********************************************** *** Learn Path 84 *** loss function: -0.36875048 *** contribution from regularisation: 1.70383882E-03 *** contribution from error: -0.37045431 *** contribution from DIAG: 2.14190688E-04 *********************************************** --------------------------------------------------- Iteration : 85 *********************************************** *** Learn Path 85 *** loss function: -0.36905986 *** contribution from regularisation: 1.67002645E-03 *** contribution from error: -0.37072989 *** contribution from DIAG: 2.13756663E-04 *********************************************** --------------------------------------------------- Iteration : 86 *********************************************** *** Learn Path 86 *** loss function: -0.36919135 *** contribution from regularisation: 1.67816912E-03 *** contribution from error: -0.37086952 *** contribution from DIAG: 2.12289335E-04 *********************************************** --------------------------------------------------- Iteration : 87 *********************************************** *** Learn Path 87 *** loss function: -0.36939213 *** contribution from regularisation: 1.68705592E-03 *** contribution from error: -0.37107918 *** contribution from DIAG: 2.14020794E-04 *********************************************** --------------------------------------------------- Iteration : 88 *********************************************** *** Learn Path 88 *** loss function: -0.36965650 *** contribution from regularisation: 1.70023763E-03 *** contribution from error: -0.37135676 *** contribution from DIAG: 2.17672758E-04 *********************************************** --------------------------------------------------- Iteration : 89 *********************************************** *** Learn Path 89 *** loss function: -0.36983943 *** contribution from regularisation: 1.69409090E-03 *** contribution from error: -0.37153351 *** contribution from DIAG: 2.16390967E-04 *********************************************** --------------------------------------------------- Iteration : 90 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 640.74152 sigma out 27 active outputs RANK 2 NODE 2 --> 471.24649 sigma out 27 active outputs RANK 3 NODE 4 --> 459.26556 sigma out 27 active outputs RANK 4 NODE 5 --> 327.52124 sigma out 27 active outputs RANK 5 NODE 12 --> 272.19232 sigma out 27 active outputs RANK 6 NODE 6 --> 236.55605 sigma out 27 active outputs RANK 7 NODE 18 --> 232.80984 sigma out 27 active outputs RANK 8 NODE 8 --> 232.02592 sigma out 27 active outputs RANK 9 NODE 9 --> 224.61125 sigma out 27 active outputs RANK 10 NODE 3 --> 205.35130 sigma out 27 active outputs RANK 11 NODE 11 --> 202.08739 sigma out 27 active outputs RANK 12 NODE 7 --> 152.68477 sigma out 27 active outputs RANK 13 NODE 26 --> 150.75055 sigma out 27 active outputs RANK 14 NODE 17 --> 146.22794 sigma out 27 active outputs RANK 15 NODE 13 --> 143.08168 sigma out 27 active outputs RANK 16 NODE 15 --> 133.24986 sigma out 27 active outputs RANK 17 NODE 21 --> 128.09918 sigma out 27 active outputs RANK 18 NODE 20 --> 96.490318 sigma out 27 active outputs RANK 19 NODE 10 --> 90.169319 sigma out 27 active outputs RANK 20 NODE 16 --> 89.504372 sigma out 27 active outputs RANK 21 NODE 19 --> 87.972748 sigma out 27 active outputs RANK 22 NODE 14 --> 83.362099 sigma out 27 active outputs RANK 23 NODE 24 --> 46.802750 sigma out 27 active outputs RANK 24 NODE 23 --> 38.562729 sigma out 27 active outputs RANK 25 NODE 22 --> 33.697304 sigma out 27 active outputs RANK 26 NODE 25 --> 22.073742 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 570.15216 sigma in 26 act. ( 596.58826 sig out 1 act.) RANK 2 NODE 25 --> 537.73792 sigma in 26 act. ( 579.15216 sig out 1 act.) RANK 3 NODE 22 --> 365.50925 sigma in 26 act. ( 399.09940 sig out 1 act.) RANK 4 NODE 6 --> 349.34250 sigma in 26 act. ( 465.42084 sig out 1 act.) RANK 5 NODE 2 --> 312.01068 sigma in 26 act. ( 302.86581 sig out 1 act.) RANK 6 NODE 12 --> 298.63159 sigma in 26 act. ( 276.69604 sig out 1 act.) RANK 7 NODE 10 --> 258.30762 sigma in 26 act. ( 226.73250 sig out 1 act.) RANK 8 NODE 1 --> 253.41846 sigma in 26 act. ( 257.66113 sig out 1 act.) RANK 9 NODE 4 --> 241.87372 sigma in 26 act. ( 215.26086 sig out 1 act.) RANK 10 NODE 7 --> 227.99162 sigma in 26 act. ( 231.38539 sig out 1 act.) RANK 11 NODE 24 --> 225.69142 sigma in 26 act. ( 248.28328 sig out 1 act.) RANK 12 NODE 23 --> 218.36800 sigma in 26 act. ( 187.51031 sig out 1 act.) RANK 13 NODE 13 --> 196.41972 sigma in 26 act. ( 225.19508 sig out 1 act.) RANK 14 NODE 18 --> 152.23506 sigma in 26 act. ( 153.77815 sig out 1 act.) RANK 15 NODE 11 --> 114.73035 sigma in 26 act. ( 110.53579 sig out 1 act.) RANK 16 NODE 26 --> 68.155380 sigma in 26 act. ( 66.718353 sig out 1 act.) RANK 17 NODE 20 --> 56.975304 sigma in 26 act. ( 58.161785 sig out 1 act.) RANK 18 NODE 8 --> 55.358650 sigma in 26 act. ( 53.860615 sig out 1 act.) RANK 19 NODE 17 --> 47.444904 sigma in 26 act. ( 63.540764 sig out 1 act.) RANK 20 NODE 3 --> 47.363270 sigma in 26 act. ( 44.332417 sig out 1 act.) RANK 21 NODE 16 --> 38.474091 sigma in 26 act. ( 56.575436 sig out 1 act.) RANK 22 NODE 9 --> 21.200218 sigma in 26 act. ( 21.005354 sig out 1 act.) RANK 23 NODE 21 --> 19.408518 sigma in 26 act. ( 20.200880 sig out 1 act.) RANK 24 NODE 14 --> 17.217064 sigma in 26 act. ( 18.218513 sig out 1 act.) RANK 25 NODE 5 --> 14.659604 sigma in 26 act. ( 13.896961 sig out 1 act.) RANK 26 NODE 19 --> 12.367958 sigma in 26 act. ( 11.428678 sig out 1 act.) RANK 27 NODE 15 --> 8.1876192 sigma in 26 act. ( 6.7770600 sig out 1 act.) sorted by output significance RANK 1 NODE 27 --> 596.58826 sigma out 1 act.( 570.15216 sig in 26 act.) RANK 2 NODE 25 --> 579.15216 sigma out 1 act.( 537.73792 sig in 26 act.) RANK 3 NODE 6 --> 465.42084 sigma out 1 act.( 349.34250 sig in 26 act.) RANK 4 NODE 22 --> 399.09940 sigma out 1 act.( 365.50925 sig in 26 act.) RANK 5 NODE 2 --> 302.86581 sigma out 1 act.( 312.01068 sig in 26 act.) RANK 6 NODE 12 --> 276.69604 sigma out 1 act.( 298.63159 sig in 26 act.) RANK 7 NODE 1 --> 257.66113 sigma out 1 act.( 253.41846 sig in 26 act.) RANK 8 NODE 24 --> 248.28328 sigma out 1 act.( 225.69142 sig in 26 act.) RANK 9 NODE 7 --> 231.38539 sigma out 1 act.( 227.99162 sig in 26 act.) RANK 10 NODE 10 --> 226.73250 sigma out 1 act.( 258.30762 sig in 26 act.) RANK 11 NODE 13 --> 225.19508 sigma out 1 act.( 196.41972 sig in 26 act.) RANK 12 NODE 4 --> 215.26086 sigma out 1 act.( 241.87372 sig in 26 act.) RANK 13 NODE 23 --> 187.51031 sigma out 1 act.( 218.36800 sig in 26 act.) RANK 14 NODE 18 --> 153.77815 sigma out 1 act.( 152.23506 sig in 26 act.) RANK 15 NODE 11 --> 110.53579 sigma out 1 act.( 114.73035 sig in 26 act.) RANK 16 NODE 26 --> 66.718353 sigma out 1 act.( 68.155380 sig in 26 act.) RANK 17 NODE 17 --> 63.540764 sigma out 1 act.( 47.444904 sig in 26 act.) RANK 18 NODE 20 --> 58.161785 sigma out 1 act.( 56.975304 sig in 26 act.) RANK 19 NODE 16 --> 56.575436 sigma out 1 act.( 38.474091 sig in 26 act.) RANK 20 NODE 8 --> 53.860615 sigma out 1 act.( 55.358650 sig in 26 act.) RANK 21 NODE 3 --> 44.332417 sigma out 1 act.( 47.363270 sig in 26 act.) RANK 22 NODE 9 --> 21.005354 sigma out 1 act.( 21.200218 sig in 26 act.) RANK 23 NODE 21 --> 20.200880 sigma out 1 act.( 19.408518 sig in 26 act.) RANK 24 NODE 14 --> 18.218513 sigma out 1 act.( 17.217064 sig in 26 act.) RANK 25 NODE 5 --> 13.896961 sigma out 1 act.( 14.659604 sig in 26 act.) RANK 26 NODE 19 --> 11.428678 sigma out 1 act.( 12.367958 sig in 26 act.) RANK 27 NODE 15 --> 6.7770600 sigma out 1 act.( 8.1876192 sig in 26 act.) RANK 1 NODE 1 --> 1287.6593 sigma in 27 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.36863649 *** contribution from regularisation: 1.70677691E-03 *** contribution from error: -0.37034327 *** contribution from DIAG: 2.25356838E-04 *********************************************** --------------------------------------------------- Iteration : 91 *********************************************** *** Learn Path 91 *** loss function: -0.36992446 *** contribution from regularisation: 1.66646054E-03 *** contribution from error: -0.37159091 *** contribution from DIAG: 2.18101297E-04 *********************************************** --------------------------------------------------- Iteration : 92 *********************************************** *** Learn Path 92 *** loss function: -0.37016732 *** contribution from regularisation: 1.70237932E-03 *** contribution from error: -0.37186968 *** contribution from DIAG: 2.14617059E-04 *********************************************** --------------------------------------------------- Iteration : 93 *********************************************** *** Learn Path 93 *** loss function: -0.37025103 *** contribution from regularisation: 1.68652274E-03 *** contribution from error: -0.37193754 *** contribution from DIAG: 2.13254985E-04 *********************************************** --------------------------------------------------- Iteration : 94 *********************************************** *** Learn Path 94 *** loss function: -0.37034038 *** contribution from regularisation: 1.68652798E-03 *** contribution from error: -0.37202689 *** contribution from DIAG: 2.11463295E-04 *********************************************** --------------------------------------------------- Iteration : 95 *********************************************** *** Learn Path 95 *** loss function: -0.37044796 *** contribution from regularisation: 1.68901042E-03 *** contribution from error: -0.37213698 *** contribution from DIAG: 2.11178267E-04 *********************************************** --------------------------------------------------- Iteration : 96 *********************************************** *** Learn Path 96 *** loss function: -0.37075445 *** contribution from regularisation: 1.69839966E-03 *** contribution from error: -0.37245286 *** contribution from DIAG: 2.09371545E-04 *********************************************** --------------------------------------------------- Iteration : 97 *********************************************** *** Learn Path 97 *** loss function: -0.37048215 *** contribution from regularisation: 1.71355216E-03 *** contribution from error: -0.37219569 *** contribution from DIAG: 2.24253017E-04 *********************************************** --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.37093481 *** contribution from regularisation: 1.67752907E-03 *** contribution from error: -0.37261236 *** contribution from DIAG: 2.14183718E-04 *********************************************** --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.37118953 *** contribution from regularisation: 1.70117232E-03 *** contribution from error: -0.37289071 *** contribution from DIAG: 2.14929401E-04 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 687.20728 sigma out 27 active outputs RANK 2 NODE 4 --> 454.13013 sigma out 27 active outputs RANK 3 NODE 2 --> 454.09387 sigma out 27 active outputs RANK 4 NODE 5 --> 337.75140 sigma out 27 active outputs RANK 5 NODE 12 --> 268.10513 sigma out 27 active outputs RANK 6 NODE 6 --> 244.52261 sigma out 27 active outputs RANK 7 NODE 18 --> 237.28587 sigma out 27 active outputs RANK 8 NODE 8 --> 229.79716 sigma out 27 active outputs RANK 9 NODE 9 --> 223.53741 sigma out 27 active outputs RANK 10 NODE 3 --> 204.53000 sigma out 27 active outputs RANK 11 NODE 11 --> 200.89603 sigma out 27 active outputs RANK 12 NODE 26 --> 155.12967 sigma out 27 active outputs RANK 13 NODE 7 --> 153.91170 sigma out 27 active outputs RANK 14 NODE 17 --> 151.42674 sigma out 27 active outputs RANK 15 NODE 13 --> 140.31187 sigma out 27 active outputs RANK 16 NODE 15 --> 131.92340 sigma out 27 active outputs RANK 17 NODE 21 --> 130.63165 sigma out 27 active outputs RANK 18 NODE 20 --> 97.146088 sigma out 27 active outputs RANK 19 NODE 10 --> 92.338326 sigma out 27 active outputs RANK 20 NODE 16 --> 91.803276 sigma out 27 active outputs RANK 21 NODE 19 --> 89.299950 sigma out 27 active outputs RANK 22 NODE 14 --> 80.421890 sigma out 27 active outputs RANK 23 NODE 24 --> 50.498260 sigma out 27 active outputs RANK 24 NODE 23 --> 39.703793 sigma out 27 active outputs RANK 25 NODE 22 --> 35.054611 sigma out 27 active outputs RANK 26 NODE 25 --> 22.164555 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 591.06073 sigma in 26 act. ( 612.36548 sig out 1 act.) RANK 2 NODE 25 --> 535.22400 sigma in 26 act. ( 584.18658 sig out 1 act.) RANK 3 NODE 22 --> 399.82727 sigma in 26 act. ( 438.48450 sig out 1 act.) RANK 4 NODE 6 --> 338.25702 sigma in 26 act. ( 459.58221 sig out 1 act.) RANK 5 NODE 2 --> 318.21823 sigma in 26 act. ( 309.81668 sig out 1 act.) RANK 6 NODE 12 --> 299.92816 sigma in 26 act. ( 272.54712 sig out 1 act.) RANK 7 NODE 10 --> 254.14819 sigma in 26 act. ( 219.34476 sig out 1 act.) RANK 8 NODE 4 --> 249.42709 sigma in 26 act. ( 226.65416 sig out 1 act.) RANK 9 NODE 1 --> 249.19516 sigma in 26 act. ( 249.72633 sig out 1 act.) RANK 10 NODE 24 --> 245.05435 sigma in 26 act. ( 269.90271 sig out 1 act.) RANK 11 NODE 7 --> 219.70538 sigma in 26 act. ( 224.05330 sig out 1 act.) RANK 12 NODE 23 --> 218.12184 sigma in 26 act. ( 187.71254 sig out 1 act.) RANK 13 NODE 13 --> 198.17770 sigma in 26 act. ( 227.68718 sig out 1 act.) RANK 14 NODE 18 --> 150.06232 sigma in 26 act. ( 152.01785 sig out 1 act.) RANK 15 NODE 11 --> 121.90818 sigma in 26 act. ( 119.00253 sig out 1 act.) RANK 16 NODE 26 --> 72.010902 sigma in 26 act. ( 71.516060 sig out 1 act.) RANK 17 NODE 20 --> 62.258217 sigma in 26 act. ( 64.050217 sig out 1 act.) RANK 18 NODE 8 --> 56.713985 sigma in 26 act. ( 54.945431 sig out 1 act.) RANK 19 NODE 17 --> 52.630280 sigma in 26 act. ( 71.752731 sig out 1 act.) RANK 20 NODE 3 --> 46.152267 sigma in 26 act. ( 43.497982 sig out 1 act.) RANK 21 NODE 16 --> 40.044228 sigma in 26 act. ( 59.972809 sig out 1 act.) RANK 22 NODE 9 --> 22.185545 sigma in 26 act. ( 22.090899 sig out 1 act.) RANK 23 NODE 21 --> 21.304737 sigma in 26 act. ( 22.640802 sig out 1 act.) RANK 24 NODE 14 --> 16.876463 sigma in 26 act. ( 17.831699 sig out 1 act.) RANK 25 NODE 5 --> 14.242064 sigma in 26 act. ( 13.498132 sig out 1 act.) RANK 26 NODE 19 --> 13.462016 sigma in 26 act. ( 12.673616 sig out 1 act.) RANK 27 NODE 15 --> 7.6368842 sigma in 26 act. ( 6.1139755 sig out 1 act.) sorted by output significance RANK 1 NODE 27 --> 612.36548 sigma out 1 act.( 591.06073 sig in 26 act.) RANK 2 NODE 25 --> 584.18658 sigma out 1 act.( 535.22400 sig in 26 act.) RANK 3 NODE 6 --> 459.58221 sigma out 1 act.( 338.25702 sig in 26 act.) RANK 4 NODE 22 --> 438.48450 sigma out 1 act.( 399.82727 sig in 26 act.) RANK 5 NODE 2 --> 309.81668 sigma out 1 act.( 318.21823 sig in 26 act.) RANK 6 NODE 12 --> 272.54712 sigma out 1 act.( 299.92816 sig in 26 act.) RANK 7 NODE 24 --> 269.90271 sigma out 1 act.( 245.05435 sig in 26 act.) RANK 8 NODE 1 --> 249.72633 sigma out 1 act.( 249.19516 sig in 26 act.) RANK 9 NODE 13 --> 227.68718 sigma out 1 act.( 198.17770 sig in 26 act.) RANK 10 NODE 4 --> 226.65416 sigma out 1 act.( 249.42709 sig in 26 act.) RANK 11 NODE 7 --> 224.05330 sigma out 1 act.( 219.70538 sig in 26 act.) RANK 12 NODE 10 --> 219.34476 sigma out 1 act.( 254.14819 sig in 26 act.) RANK 13 NODE 23 --> 187.71254 sigma out 1 act.( 218.12184 sig in 26 act.) RANK 14 NODE 18 --> 152.01785 sigma out 1 act.( 150.06232 sig in 26 act.) RANK 15 NODE 11 --> 119.00253 sigma out 1 act.( 121.90818 sig in 26 act.) RANK 16 NODE 17 --> 71.752731 sigma out 1 act.( 52.630280 sig in 26 act.) RANK 17 NODE 26 --> 71.516060 sigma out 1 act.( 72.010902 sig in 26 act.) RANK 18 NODE 20 --> 64.050217 sigma out 1 act.( 62.258217 sig in 26 act.) RANK 19 NODE 16 --> 59.972809 sigma out 1 act.( 40.044228 sig in 26 act.) RANK 20 NODE 8 --> 54.945431 sigma out 1 act.( 56.713985 sig in 26 act.) RANK 21 NODE 3 --> 43.497982 sigma out 1 act.( 46.152267 sig in 26 act.) RANK 22 NODE 21 --> 22.640802 sigma out 1 act.( 21.304737 sig in 26 act.) RANK 23 NODE 9 --> 22.090899 sigma out 1 act.( 22.185545 sig in 26 act.) RANK 24 NODE 14 --> 17.831699 sigma out 1 act.( 16.876463 sig in 26 act.) RANK 25 NODE 5 --> 13.498132 sigma out 1 act.( 14.242064 sig in 26 act.) RANK 26 NODE 19 --> 12.673616 sigma out 1 act.( 13.462016 sig in 26 act.) RANK 27 NODE 15 --> 6.1139755 sigma out 1 act.( 7.6368842 sig in 26 act.) RANK 1 NODE 1 --> 1312.9485 sigma in 27 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.37132818 *** contribution from regularisation: 1.69257505E-03 *** contribution from error: -0.37302074 *** contribution from DIAG: 2.15464926E-04 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 123972 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Ghost/Upstream/GlobalPID_Ghost_Upstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Ghost/Upstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Ghost/Upstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/BFGS/621/Ghost/Upstream/NB.txt Training Host = lxplus432.cern.ch Particle type = ghost 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_Ghost_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13a.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 24 nodes, hidden layer has 27 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Found 5016459 training data points Read entry 501645 (9.99998%) Read entry 1003290 (20%) Read entry 1504935 (29.9999%) Read entry 2006580 (39.9999%) Read entry 2508225 (49.9999%) Read entry 3009870 (59.9999%) Read entry 3511515 (69.9999%) Read entry 4013160 (79.9999%) Read entry 4514805 (89.9998%) Read entry 5016450 (99.9998%) Considered 5016459 tracks for input to NN training Sel. Eff. = 15.3957% Selected 772320 tracks for input to NN training ghost percentage = 31.254% electron percentage = 4.90095% muon percentage = 0.306868% pion percentage = 53.4443% kaon percentage = 7.06508% Unknown Particle type 411 percentage = 0.00038844% Unknown Particle type 431 percentage = 0.00012948% Unknown Particle type 521 percentage = 0.00012948% proton percentage = 2.93674% Unknown Particle type 3112 percentage = 0.0337943% Unknown Particle type 3222 percentage = 0.0280972% Unknown Particle type 3312 percentage = 0.0130775% Unknown Particle type 3334 percentage = 0.00077688% Unknown Particle type 1000010020 percentage = 0.00246012% Unknown Particle type 1000010030 percentage = 0.00297804% Unknown Particle type 1000020040 percentage = 0.0102289% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackCloneDist Making plots for input TrackFitVeloChi2 Making plots for input TrackFitVeloNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichAbovePiThres Making plots for input RichAboveKaThres Making plots for input RichAbovePrThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input InAccBrem Making plots for input BremPIDe Making plots for input VeloCharge Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13a.root Found 2528565 evaluation data points Read entry 252856 (9.99998%) Read entry 505712 (20%) Read entry 758568 (29.9999%) Read entry 1011424 (39.9999%) Read entry 1264280 (49.9999%) Read entry 1517136 (59.9999%) Read entry 1769992 (69.9999%) Read entry 2022848 (79.9998%) Read entry 2275704 (89.9998%) Read entry 2528560 (99.9998%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 23 input variables. ***************Training results***************** number of nodes in the 1st layer: 26 number of nodes in the 2nd layer: 27 number of nodes in the 3rd layer: 1 number of iterations: 100