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/Pion/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/Pion/Upstream/GlobalPID_Pion_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/Pion/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/Pion/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/Pion/Upstream/NB.txt Training Host = lxplus432.cern.ch Particle type = pion Background types = all Training Mix = NaturalMix Track type = Upstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Pion_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/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 23 nodes, hidden layer has 26 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 23 Your number of nodes in the hidden layer is: 26 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function global preprocessing flag: 621 You want to use the global preprocessing flag 21 You use momentum: 0.0000000 Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackCloneDist PreproFlag 34 Input 10 TrackFitVeloChi2 PreproFlag 14 Input 11 TrackFitVeloNDoF PreproFlag 19 Input 12 RichUsedAero PreproFlag 18 Input 13 RichUsedR1Gas PreproFlag 18 Input 14 RichAbovePiThres PreproFlag 18 Input 15 RichAboveKaThres PreproFlag 18 Input 16 RichDLLe PreproFlag 34 Input 17 RichDLLmu PreproFlag 34 Input 18 RichDLLk PreproFlag 34 Input 19 RichDLLp PreproFlag 34 Input 20 RichDLLbt PreproFlag 34 Input 21 InAccBrem PreproFlag 19 Input 22 BremPIDe PreproFlag 34 Input 23 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/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 = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 17 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 18 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 19 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 20 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 21 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 22 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 23 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 Using weight factor: 1.00000000000000000 now perform preprocessing *** called with option 21 *** This will do for you: *** input variable equalisation *** to flat distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node Signal fraction: 53.444298 % ------------------------------ 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 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 Only one class left for trimmed mean or sigma very small -> take "normal" mean 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 -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 # 16 build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 -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 # 17 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -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 # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -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 # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -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 # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -1.5698276 -0.63897610 -0.62506574 -0.62138510 -0.61883551 -0.60750651 -0.60750651 -0.60750651 -0.58125848 -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 # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 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 # 23 build map for variable # 23 warning: map is empty for variable 23 TOTAL CORRELATION OF ALL VARIABLES 56.719157826561961 ROUND 1 : MAX CORR ( 56.719149014439843 ) AFTER KILLING INPUT VARIABLE 3 CONTR 3.16169608338587940E-002 ROUND 2 : MAX CORR ( 56.718906374518362 ) AFTER KILLING INPUT VARIABLE 13 CONTR 0.16590539729845269 ROUND 3 : MAX CORR ( 56.718571623050039 ) AFTER KILLING INPUT VARIABLE 19 CONTR 0.19486755071752121 ROUND 4 : MAX CORR ( 56.717425571359669 ) AFTER KILLING INPUT VARIABLE 5 CONTR 0.36056000379006320 ROUND 5 : MAX CORR ( 56.715350326318756 ) AFTER KILLING INPUT VARIABLE 17 CONTR 0.48518120909520274 ROUND 6 : MAX CORR ( 56.702071812588706 ) AFTER KILLING INPUT VARIABLE 12 CONTR 1.2271979453609072 ROUND 7 : MAX CORR ( 56.691187052706695 ) AFTER KILLING INPUT VARIABLE 21 CONTR 1.1109718245696385 ROUND 8 : MAX CORR ( 56.666507653575671 ) AFTER KILLING INPUT VARIABLE 15 CONTR 1.6726027000543175 ROUND 9 : MAX CORR ( 56.608221640739195 ) AFTER KILLING INPUT VARIABLE 2 CONTR 2.5695004039106135 ROUND 10 : MAX CORR ( 56.538620666583519 ) AFTER KILLING INPUT VARIABLE 10 CONTR 2.8062662823097271 ROUND 11 : MAX CORR ( 56.446793466226175 ) AFTER KILLING INPUT VARIABLE 11 CONTR 3.2210455229677799 ROUND 12 : MAX CORR ( 56.349244658843546 ) AFTER KILLING INPUT VARIABLE 18 CONTR 3.3170949634561535 ROUND 13 : MAX CORR ( 56.233634878353399 ) AFTER KILLING INPUT VARIABLE 9 CONTR 3.6077253207864990 ROUND 14 : MAX CORR ( 56.103297642876541 ) AFTER KILLING INPUT VARIABLE 6 CONTR 3.8264455081403614 ROUND 15 : MAX CORR ( 55.852067759622329 ) AFTER KILLING INPUT VARIABLE 22 CONTR 5.3034454253581558 ROUND 16 : MAX CORR ( 55.209925530038227 ) AFTER KILLING INPUT VARIABLE 20 CONTR 8.4449745999071695 ROUND 17 : MAX CORR ( 54.327800054760502 ) AFTER KILLING INPUT VARIABLE 14 CONTR 9.8298534191681419 ROUND 18 : MAX CORR ( 53.410900630954060 ) AFTER KILLING INPUT VARIABLE 8 CONTR 9.9390921406527948 ROUND 19 : MAX CORR ( 51.281471699146152 ) AFTER KILLING INPUT VARIABLE 23 CONTR 14.931006884310284 ROUND 20 : MAX CORR ( 47.090040840701406 ) AFTER KILLING INPUT VARIABLE 7 CONTR 20.305600046573396 ROUND 21 : MAX CORR ( 40.711734881272818 ) AFTER KILLING INPUT VARIABLE 16 CONTR 23.664880927988641 LAST REMAINING VARIABLE: 4 total correlation to target: 56.719157826561961 % total significance: 498.45782083870336 sigma correlations of single variables to target: variable 2 : 11.595563112034558 % , in sigma: 101.90382476933806 variable 3 : 21.603881466533842 % , in sigma: 189.85866663244235 variable 4 : 40.711734881272811 % , in sigma: 357.78180475696144 variable 5 : 17.253027426581490 % , in sigma: 151.62260483876224 variable 6 : 19.701549502275018 % , in sigma: 173.14064256875992 variable 7 : 30.725226888016209 % , in sigma: 270.01863614066343 variable 8 : 26.184182202197956 % , in sigma: 230.11114588233454 variable 9 : 13.198740757206027 % , in sigma: 115.99282866239767 variable 10 : 13.701198167187272 % , in sigma: 120.40851174445892 variable 11 : 12.513512284340207 % , in sigma: 109.97092170098338 variable 12 : 27.818487972296136 % , in sigma: 244.47370914955141 variable 13 : 19.842887242157566 % , in sigma: 174.38274320148707 variable 14 : 26.499446692602177 % , in sigma: 232.88174503959351 variable 15 : 12.122148300999990 % , in sigma: 106.53154696825133 variable 16 : 39.854028454193838 % , in sigma: 350.24413154487928 variable 17 : 26.611356740879973 % , in sigma: 233.86523000185400 variable 18 : 29.732646830968395 % , in sigma: 261.29567001770187 variable 19 : 30.034997630364490 % , in sigma: 263.95278141305545 variable 20 : 30.883125574436210 % , in sigma: 271.40627725104230 variable 21 : 5.4458799113021970 % , in sigma: 47.859339545160282 variable 22 : 24.967434787814053 % , in sigma: 219.41815804673408 variable 23 : 22.176125754617498 % , in sigma: 194.88764893323375 variables sorted by significance: 1 most relevant variable 4 corr 40.711735 , in sigma: 357.78180379426709 2 most relevant variable 16 corr 23.664881 , in sigma: 207.97108670761057 3 most relevant variable 7 corr 20.305599 , in sigma: 178.44913645068084 4 most relevant variable 23 corr 14.931006 , in sigma: 131.21628060084603 5 most relevant variable 8 corr 9.9390917 , in sigma: 87.346465832433097 6 most relevant variable 14 corr 9.8298531 , in sigma: 86.386457806177589 7 most relevant variable 20 corr 8.4449749 , in sigma: 74.215907757489916 8 most relevant variable 22 corr 5.3034453 , in sigma: 46.607599760204067 9 most relevant variable 6 corr 3.8264456 , in sigma: 33.627469063664549 10 most relevant variable 9 corr 3.6077254 , in sigma: 31.705317937211525 11 most relevant variable 18 corr 3.3170950 , in sigma: 29.151207971824014 12 most relevant variable 11 corr 3.2210455 , in sigma: 28.307107850768276 13 most relevant variable 10 corr 2.8062663 , in sigma: 24.661956243633607 14 most relevant variable 2 corr 2.5695004 , in sigma: 22.581216685779708 15 most relevant variable 15 corr 1.6726027 , in sigma: 14.699122937328047 16 most relevant variable 21 corr 1.1109718 , in sigma: 9.7634134191195052 17 most relevant variable 12 corr 1.2271980 , in sigma: 10.784829440559209 18 most relevant variable 17 corr 0.48518121 , in sigma: 4.2638568540963906 19 most relevant variable 5 corr 0.36056000 , in sigma: 3.1686639706930730 20 most relevant variable 19 corr 0.19486755 , in sigma: 1.7125299230204487 21 most relevant variable 13 corr 0.16590540 , in sigma: 1.4580055112217776 22 most relevant variable 3 corr 3.16169597E-02 , in sigma: 0.27785533932274931 global correlations between input variables: variable 2 : 43.809927596966681 % variable 3 : 79.467366635009441 % variable 4 : 76.042954788040305 % variable 5 : 64.023786745344935 % variable 6 : 82.158408402392496 % variable 7 : 64.388581301865230 % variable 8 : 78.288819419891880 % variable 9 : 20.777984211105686 % variable 10 : 58.282534455573817 % variable 11 : 79.038972997789642 % variable 12 : 87.234103944453082 % variable 13 : 91.462291314402336 % variable 14 : 96.777965733307767 % variable 15 : 58.947668862313385 % variable 16 : 68.654295452221945 % variable 17 : 87.977779592453160 % variable 18 : 94.190533322925944 % variable 19 : 97.540420533950794 % variable 20 : 96.962301813254342 % variable 21 : 47.240373935394352 % variable 22 : 46.730238910836412 % variable 23 : 26.322119500912873 % significance loss when removing single variables: variable 2 : corr = 2.6294483902956798 % , sigma = 23.108049640695224 variable 3 : corr = 3.16169608456714074E-002 % , sigma = 0.27785534920787552 variable 4 : corr = 18.369348313946119 % , sigma = 161.43302689358191 variable 5 : corr = 0.36452742175520503 % , sigma = 3.2035303634032166 variable 6 : corr = 4.3329629968902053 % , sigma = 38.078832196503114 variable 7 : corr = 9.7917632963937429 % , sigma = 86.051718359667206 variable 8 : corr = 5.9572467894773853 % , sigma = 52.353320582814661 variable 9 : corr = 3.7522561877349347 % , sigma = 32.975479789141069 variable 10 : corr = 2.8883269570714241 % , sigma = 25.383119497188297 variable 11 : corr = 3.7745122488910892 % , sigma = 33.171069924281511 variable 12 : corr = 1.2099887837326713 % , sigma = 10.633591814302493 variable 13 : corr = 0.11293619431429608 % , sigma = 0.99250291204707497 variable 14 : corr = 7.5231812359451977 % , sigma = 66.115024770126638 variable 15 : corr = 1.6086095477891071 % , sigma = 14.136740397717805 variable 16 : corr = 17.229682264177086 % , sigma = 151.41744349248825 variable 17 : corr = 0.48098833061108875 % , sigma = 4.2270090796900277 variable 18 : corr = 3.4549934238509978 % , sigma = 30.363082934533914 variable 19 : corr = 0.17744609795771130 % , sigma = 1.5594271617148452 variable 20 : corr = 2.4570150393721768 % , sigma = 21.592675371492071 variable 21 : corr = 1.1701140636785730 % , sigma = 10.283165841379969 variable 22 : corr = 5.0068281092492963 % , sigma = 44.000875970016963 variable 23 : corr = 13.239412794981673 % , sigma = 116.35026160208818 Keep only 19 most significant input variables Sum of Weights for output node 2 772320.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -4.2700958 NVar: 20.000000 2975 --------- Entering internal boost mode: --------- Starting analysis with 30 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 3.0051904 PREPRO: (sigma of derived input)/eigenvalue # 2 : 1.7168825 PREPRO: (sigma of derived input)/eigenvalue # 3 : 1.6519992 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.6005204 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.4860811 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.3178399 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.1451762 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.0520235 PREPRO: (sigma of derived input)/eigenvalue # 9 : 0.99886978 PREPRO: (sigma of derived input)/eigenvalue # 10 : 0.96695542 PREPRO: (sigma of derived input)/eigenvalue # 11 : 0.94412512 PREPRO: (sigma of derived input)/eigenvalue # 12 : 0.86974102 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.76699382 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.70433044 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.60541779 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.57790935 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.53453088 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.42936626 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.39430794 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.36442816 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.31940231 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.29711738 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.19524927 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.12180432 PREPRO: (sigma of derived input)/eigenvalue # 25 : 3.08008050E-04 PREPRO: (sigma of derived input)/eigenvalue # 26 : 1.56717739E-04 PREPRO: (sigma of derived input)/eigenvalue # 27 : 8.15527414E-08 PREPRO: (sigma of derived input)/eigenvalue # 28 : 2.00761448E-07 PREPRO: (sigma of derived input)/eigenvalue # 29 : 1.88592501E-04 PREPRO: (sigma of derived input)/eigenvalue # 30 : 4.50634892E-04 Using 24 variables out of 30 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 0 1.0 3.0 1.7 1.7 1.6 1.5 1.3 1.1 1.1 1.0 1.0 0.9 0.9 0.8 0.7 0.6 0.6 0.5 0.4 0.4 0.4 0.3 0.3 0.2 0.1 1 100.0 -28.6 -7.3 28.0 24.6 -7.9 -14.7 -18.5 3.7 -0.8 1.6 -0.2 15.8 2.8 5.5 0.6 -2.2 6.1 8.9 -8.8 1.5 6.3 -0.7 -0.1 12.5 2 -28.6 100.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 3 -7.3 -0.0 100.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 4 28.0 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 5 24.6 0.0 0.0 -0.0 100.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 6 -7.9 -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 7 -14.7 0.0 0.0 -0.0 -0.0 0.0 100.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 8 -18.5 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 100.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 9 3.7 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 100.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 10 -0.8 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 100.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 11 1.6 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 100.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 12 -0.2 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 100.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 13 15.8 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 14 2.8 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 100.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 15 5.5 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 100.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 16 0.6 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 100.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 17 -2.2 0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 100.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 18 6.1 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 100.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 19 8.9 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 100.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 20 -8.8 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 -0.0 100.0 -0.0 0.0 0.0 0.0 -0.0 21 1.5 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 100.0 -0.0 0.0 -0.0 -0.0 22 6.3 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 -0.0 100.0 0.0 0.0 -0.0 23 -0.7 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 100.0 -0.0 -0.0 24 -0.1 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 100.0 0.0 25 12.5 0.0 -0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 59.805175520774299 ------------------------------------- Teacher: actual network topology: Nodes(1) = 25 Nodes(2) = 26 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 134.35004 sigma out 26 active outputs RANK 2 NODE 4 --> 118.72608 sigma out 26 active outputs RANK 3 NODE 5 --> 114.14044 sigma out 26 active outputs RANK 4 NODE 8 --> 99.612267 sigma out 26 active outputs RANK 5 NODE 3 --> 89.133842 sigma out 26 active outputs RANK 6 NODE 6 --> 83.181236 sigma out 26 active outputs RANK 7 NODE 7 --> 79.873703 sigma out 26 active outputs RANK 8 NODE 13 --> 70.908585 sigma out 26 active outputs RANK 9 NODE 9 --> 61.315151 sigma out 26 active outputs RANK 10 NODE 18 --> 52.481182 sigma out 26 active outputs RANK 11 NODE 16 --> 51.545799 sigma out 26 active outputs RANK 12 NODE 17 --> 46.216763 sigma out 26 active outputs RANK 13 NODE 11 --> 45.630028 sigma out 26 active outputs RANK 14 NODE 22 --> 43.655022 sigma out 26 active outputs RANK 15 NODE 15 --> 42.977474 sigma out 26 active outputs RANK 16 NODE 21 --> 41.906414 sigma out 26 active outputs RANK 17 NODE 12 --> 41.240532 sigma out 26 active outputs RANK 18 NODE 23 --> 40.602489 sigma out 26 active outputs RANK 19 NODE 19 --> 39.464512 sigma out 26 active outputs RANK 20 NODE 10 --> 38.868748 sigma out 26 active outputs RANK 21 NODE 25 --> 37.644283 sigma out 26 active outputs RANK 22 NODE 20 --> 37.504921 sigma out 26 active outputs RANK 23 NODE 14 --> 31.870783 sigma out 26 active outputs RANK 24 NODE 24 --> 30.505497 sigma out 26 active outputs RANK 25 NODE 1 --> 13.709256 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 11 --> 130.55011 sigma in 25 act. ( 137.72014 sig out 1 act.) RANK 2 NODE 5 --> 100.87600 sigma in 25 act. ( 124.07752 sig out 1 act.) RANK 3 NODE 19 --> 93.723999 sigma in 25 act. ( 122.38255 sig out 1 act.) RANK 4 NODE 7 --> 91.759033 sigma in 25 act. ( 97.998726 sig out 1 act.) RANK 5 NODE 20 --> 89.330124 sigma in 25 act. ( 89.342606 sig out 1 act.) RANK 6 NODE 10 --> 86.942970 sigma in 25 act. ( 89.566185 sig out 1 act.) RANK 7 NODE 13 --> 73.698219 sigma in 25 act. ( 85.515961 sig out 1 act.) RANK 8 NODE 2 --> 70.034592 sigma in 25 act. ( 77.084595 sig out 1 act.) RANK 9 NODE 17 --> 68.329613 sigma in 25 act. ( 59.370739 sig out 1 act.) RANK 10 NODE 12 --> 57.969200 sigma in 25 act. ( 57.130711 sig out 1 act.) RANK 11 NODE 8 --> 55.624332 sigma in 25 act. ( 60.236954 sig out 1 act.) RANK 12 NODE 14 --> 55.042400 sigma in 25 act. ( 52.495743 sig out 1 act.) RANK 13 NODE 1 --> 51.856335 sigma in 25 act. ( 49.979259 sig out 1 act.) RANK 14 NODE 15 --> 49.637421 sigma in 25 act. ( 56.557835 sig out 1 act.) RANK 15 NODE 9 --> 49.577206 sigma in 25 act. ( 50.454018 sig out 1 act.) RANK 16 NODE 21 --> 49.061310 sigma in 25 act. ( 44.666676 sig out 1 act.) RANK 17 NODE 3 --> 47.535831 sigma in 25 act. ( 47.879356 sig out 1 act.) RANK 18 NODE 23 --> 46.923561 sigma in 25 act. ( 57.078793 sig out 1 act.) RANK 19 NODE 22 --> 44.529930 sigma in 25 act. ( 25.779556 sig out 1 act.) RANK 20 NODE 6 --> 43.420887 sigma in 25 act. ( 50.916985 sig out 1 act.) RANK 21 NODE 25 --> 42.661842 sigma in 25 act. ( 25.296644 sig out 1 act.) RANK 22 NODE 4 --> 41.296272 sigma in 25 act. ( 26.485353 sig out 1 act.) RANK 23 NODE 24 --> 40.598198 sigma in 25 act. ( 16.152853 sig out 1 act.) RANK 24 NODE 18 --> 38.970253 sigma in 25 act. ( 10.978309 sig out 1 act.) RANK 25 NODE 16 --> 33.749474 sigma in 25 act. ( 7.8233719 sig out 1 act.) RANK 26 NODE 26 --> 31.798985 sigma in 25 act. ( 20.214491 sig out 1 act.) sorted by output significance RANK 1 NODE 11 --> 137.72014 sigma out 1 act.( 130.55011 sig in 25 act.) RANK 2 NODE 5 --> 124.07752 sigma out 1 act.( 100.87600 sig in 25 act.) RANK 3 NODE 19 --> 122.38255 sigma out 1 act.( 93.723999 sig in 25 act.) RANK 4 NODE 7 --> 97.998726 sigma out 1 act.( 91.759033 sig in 25 act.) RANK 5 NODE 10 --> 89.566185 sigma out 1 act.( 86.942970 sig in 25 act.) RANK 6 NODE 20 --> 89.342606 sigma out 1 act.( 89.330124 sig in 25 act.) RANK 7 NODE 13 --> 85.515961 sigma out 1 act.( 73.698219 sig in 25 act.) RANK 8 NODE 2 --> 77.084595 sigma out 1 act.( 70.034592 sig in 25 act.) RANK 9 NODE 8 --> 60.236954 sigma out 1 act.( 55.624332 sig in 25 act.) RANK 10 NODE 17 --> 59.370739 sigma out 1 act.( 68.329613 sig in 25 act.) RANK 11 NODE 12 --> 57.130711 sigma out 1 act.( 57.969200 sig in 25 act.) RANK 12 NODE 23 --> 57.078793 sigma out 1 act.( 46.923561 sig in 25 act.) RANK 13 NODE 15 --> 56.557835 sigma out 1 act.( 49.637421 sig in 25 act.) RANK 14 NODE 14 --> 52.495743 sigma out 1 act.( 55.042400 sig in 25 act.) RANK 15 NODE 6 --> 50.916985 sigma out 1 act.( 43.420887 sig in 25 act.) RANK 16 NODE 9 --> 50.454018 sigma out 1 act.( 49.577206 sig in 25 act.) RANK 17 NODE 1 --> 49.979259 sigma out 1 act.( 51.856335 sig in 25 act.) RANK 18 NODE 3 --> 47.879356 sigma out 1 act.( 47.535831 sig in 25 act.) RANK 19 NODE 21 --> 44.666676 sigma out 1 act.( 49.061310 sig in 25 act.) RANK 20 NODE 4 --> 26.485353 sigma out 1 act.( 41.296272 sig in 25 act.) RANK 21 NODE 22 --> 25.779556 sigma out 1 act.( 44.529930 sig in 25 act.) RANK 22 NODE 25 --> 25.296644 sigma out 1 act.( 42.661842 sig in 25 act.) RANK 23 NODE 26 --> 20.214491 sigma out 1 act.( 31.798985 sig in 25 act.) RANK 24 NODE 24 --> 16.152853 sigma out 1 act.( 40.598198 sig in 25 act.) RANK 25 NODE 18 --> 10.978309 sigma out 1 act.( 38.970253 sig in 25 act.) RANK 26 NODE 16 --> 7.8233719 sigma out 1 act.( 33.749474 sig in 25 act.) RANK 1 NODE 1 --> 350.16177 sigma in 26 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 149.68877 sigma out 26 active outputs RANK 2 NODE 4 --> 131.13686 sigma out 26 active outputs RANK 3 NODE 5 --> 119.06696 sigma out 26 active outputs RANK 4 NODE 8 --> 100.00010 sigma out 26 active outputs RANK 5 NODE 3 --> 96.323921 sigma out 26 active outputs RANK 6 NODE 6 --> 90.737007 sigma out 26 active outputs RANK 7 NODE 7 --> 83.407555 sigma out 26 active outputs RANK 8 NODE 13 --> 70.030884 sigma out 26 active outputs RANK 9 NODE 9 --> 56.696232 sigma out 26 active outputs RANK 10 NODE 18 --> 42.554588 sigma out 26 active outputs RANK 11 NODE 11 --> 40.345093 sigma out 26 active outputs RANK 12 NODE 17 --> 39.196808 sigma out 26 active outputs RANK 13 NODE 16 --> 39.175381 sigma out 26 active outputs RANK 14 NODE 12 --> 37.810558 sigma out 26 active outputs RANK 15 NODE 15 --> 34.839161 sigma out 26 active outputs RANK 16 NODE 21 --> 29.688604 sigma out 26 active outputs RANK 17 NODE 10 --> 28.959330 sigma out 26 active outputs RANK 18 NODE 14 --> 28.289108 sigma out 26 active outputs RANK 19 NODE 19 --> 26.860548 sigma out 26 active outputs RANK 20 NODE 20 --> 24.221682 sigma out 26 active outputs RANK 21 NODE 22 --> 21.206440 sigma out 26 active outputs RANK 22 NODE 23 --> 20.127865 sigma out 26 active outputs RANK 23 NODE 1 --> 18.857197 sigma out 26 active outputs RANK 24 NODE 24 --> 10.845731 sigma out 26 active outputs RANK 25 NODE 25 --> 9.8666487 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 11 --> 141.61189 sigma in 25 act. ( 131.62564 sig out 1 act.) RANK 2 NODE 5 --> 116.25389 sigma in 25 act. ( 112.26115 sig out 1 act.) RANK 3 NODE 19 --> 108.14879 sigma in 25 act. ( 108.96107 sig out 1 act.) RANK 4 NODE 7 --> 97.393509 sigma in 25 act. ( 91.835182 sig out 1 act.) RANK 5 NODE 10 --> 88.634010 sigma in 25 act. ( 84.682823 sig out 1 act.) RANK 6 NODE 20 --> 87.121223 sigma in 25 act. ( 86.133018 sig out 1 act.) RANK 7 NODE 13 --> 78.741028 sigma in 25 act. ( 80.764641 sig out 1 act.) RANK 8 NODE 2 --> 72.747894 sigma in 25 act. ( 74.304657 sig out 1 act.) RANK 9 NODE 17 --> 60.756039 sigma in 25 act. ( 56.604618 sig out 1 act.) RANK 10 NODE 12 --> 56.843777 sigma in 25 act. ( 53.345154 sig out 1 act.) RANK 11 NODE 8 --> 53.506798 sigma in 25 act. ( 57.387417 sig out 1 act.) RANK 12 NODE 1 --> 51.614120 sigma in 25 act. ( 46.960262 sig out 1 act.) RANK 13 NODE 14 --> 49.477142 sigma in 25 act. ( 48.635910 sig out 1 act.) RANK 14 NODE 15 --> 46.923237 sigma in 25 act. ( 52.372318 sig out 1 act.) RANK 15 NODE 9 --> 44.823208 sigma in 25 act. ( 47.222008 sig out 1 act.) RANK 16 NODE 6 --> 44.708160 sigma in 25 act. ( 46.704670 sig out 1 act.) RANK 17 NODE 3 --> 43.020184 sigma in 25 act. ( 44.187233 sig out 1 act.) RANK 18 NODE 23 --> 42.935696 sigma in 25 act. ( 54.248955 sig out 1 act.) RANK 19 NODE 21 --> 39.568310 sigma in 25 act. ( 42.254196 sig out 1 act.) RANK 20 NODE 25 --> 26.073242 sigma in 25 act. ( 23.877024 sig out 1 act.) RANK 21 NODE 4 --> 24.738604 sigma in 25 act. ( 24.829359 sig out 1 act.) RANK 22 NODE 22 --> 24.375362 sigma in 25 act. ( 24.294540 sig out 1 act.) RANK 23 NODE 26 --> 19.000660 sigma in 25 act. ( 18.861595 sig out 1 act.) RANK 24 NODE 24 --> 16.200644 sigma in 25 act. ( 15.136737 sig out 1 act.) RANK 25 NODE 18 --> 11.309546 sigma in 25 act. ( 10.507550 sig out 1 act.) RANK 26 NODE 16 --> 9.0125551 sigma in 25 act. ( 7.3365588 sig out 1 act.) sorted by output significance RANK 1 NODE 11 --> 131.62564 sigma out 1 act.( 141.61189 sig in 25 act.) RANK 2 NODE 5 --> 112.26115 sigma out 1 act.( 116.25389 sig in 25 act.) RANK 3 NODE 19 --> 108.96107 sigma out 1 act.( 108.14879 sig in 25 act.) RANK 4 NODE 7 --> 91.835182 sigma out 1 act.( 97.393509 sig in 25 act.) RANK 5 NODE 20 --> 86.133018 sigma out 1 act.( 87.121223 sig in 25 act.) RANK 6 NODE 10 --> 84.682823 sigma out 1 act.( 88.634010 sig in 25 act.) RANK 7 NODE 13 --> 80.764641 sigma out 1 act.( 78.741028 sig in 25 act.) RANK 8 NODE 2 --> 74.304657 sigma out 1 act.( 72.747894 sig in 25 act.) RANK 9 NODE 8 --> 57.387417 sigma out 1 act.( 53.506798 sig in 25 act.) RANK 10 NODE 17 --> 56.604618 sigma out 1 act.( 60.756039 sig in 25 act.) RANK 11 NODE 23 --> 54.248955 sigma out 1 act.( 42.935696 sig in 25 act.) RANK 12 NODE 12 --> 53.345154 sigma out 1 act.( 56.843777 sig in 25 act.) RANK 13 NODE 15 --> 52.372318 sigma out 1 act.( 46.923237 sig in 25 act.) RANK 14 NODE 14 --> 48.635910 sigma out 1 act.( 49.477142 sig in 25 act.) RANK 15 NODE 9 --> 47.222008 sigma out 1 act.( 44.823208 sig in 25 act.) RANK 16 NODE 1 --> 46.960262 sigma out 1 act.( 51.614120 sig in 25 act.) RANK 17 NODE 6 --> 46.704670 sigma out 1 act.( 44.708160 sig in 25 act.) RANK 18 NODE 3 --> 44.187233 sigma out 1 act.( 43.020184 sig in 25 act.) RANK 19 NODE 21 --> 42.254196 sigma out 1 act.( 39.568310 sig in 25 act.) RANK 20 NODE 4 --> 24.829359 sigma out 1 act.( 24.738604 sig in 25 act.) RANK 21 NODE 22 --> 24.294540 sigma out 1 act.( 24.375362 sig in 25 act.) RANK 22 NODE 25 --> 23.877024 sigma out 1 act.( 26.073242 sig in 25 act.) RANK 23 NODE 26 --> 18.861595 sigma out 1 act.( 19.000660 sig in 25 act.) RANK 24 NODE 24 --> 15.136737 sigma out 1 act.( 16.200644 sig in 25 act.) RANK 25 NODE 18 --> 10.507550 sigma out 1 act.( 11.309546 sig in 25 act.) RANK 26 NODE 16 --> 7.3365588 sigma out 1 act.( 9.0125551 sig in 25 act.) RANK 1 NODE 1 --> 327.32709 sigma in 26 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.18177529 *** contribution from regularisation: 8.81579297E-04 *** contribution from error: -0.18265687 *** contribution from DIAG: 1.38342811E-03 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.19578239 *** contribution from regularisation: 1.54135190E-03 *** contribution from error: -0.19732374 *** contribution from DIAG: 1.60062438E-04 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.19714278 *** contribution from regularisation: 1.32721418E-03 *** contribution from error: -0.19847000 *** contribution from DIAG: 2.26406934E-04 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.15985397 *** contribution from regularisation: 1.44569960E-03 *** contribution from error: -0.16129966 *** contribution from DIAG: 1.62097055E-03 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.19691227 *** contribution from regularisation: 1.37542177E-03 *** contribution from error: -0.19828770 *** contribution from DIAG: 1.95811095E-04 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.19828066 *** contribution from regularisation: 1.38108351E-03 *** contribution from error: -0.19966175 *** contribution from DIAG: 1.82607415E-04 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.20012926 *** contribution from regularisation: 1.39580492E-03 *** contribution from error: -0.20152506 *** contribution from DIAG: 1.98456328E-04 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.20349993 *** contribution from regularisation: 1.46865577E-03 *** contribution from error: -0.20496859 *** contribution from DIAG: 2.04244163E-04 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.20502362 *** contribution from regularisation: 1.39115599E-03 *** contribution from error: -0.20641477 *** contribution from DIAG: 2.06651152E-04 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 152.08661 sigma out 26 active outputs RANK 2 NODE 4 --> 133.84467 sigma out 26 active outputs RANK 3 NODE 3 --> 130.23840 sigma out 26 active outputs RANK 4 NODE 5 --> 127.74644 sigma out 26 active outputs RANK 5 NODE 8 --> 108.23512 sigma out 26 active outputs RANK 6 NODE 6 --> 107.77364 sigma out 26 active outputs RANK 7 NODE 7 --> 90.465355 sigma out 26 active outputs RANK 8 NODE 13 --> 81.668549 sigma out 26 active outputs RANK 9 NODE 9 --> 64.751503 sigma out 26 active outputs RANK 10 NODE 18 --> 57.189186 sigma out 26 active outputs RANK 11 NODE 17 --> 49.274597 sigma out 26 active outputs RANK 12 NODE 11 --> 48.789604 sigma out 26 active outputs RANK 13 NODE 16 --> 47.467632 sigma out 26 active outputs RANK 14 NODE 19 --> 47.285583 sigma out 26 active outputs RANK 15 NODE 12 --> 43.641472 sigma out 26 active outputs RANK 16 NODE 15 --> 42.789448 sigma out 26 active outputs RANK 17 NODE 20 --> 36.868000 sigma out 26 active outputs RANK 18 NODE 10 --> 34.168789 sigma out 26 active outputs RANK 19 NODE 21 --> 33.895435 sigma out 26 active outputs RANK 20 NODE 14 --> 29.478277 sigma out 26 active outputs RANK 21 NODE 22 --> 28.244913 sigma out 26 active outputs RANK 22 NODE 23 --> 24.764240 sigma out 26 active outputs RANK 23 NODE 1 --> 20.026052 sigma out 26 active outputs RANK 24 NODE 25 --> 17.189276 sigma out 26 active outputs RANK 25 NODE 24 --> 13.879815 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 11 --> 142.57765 sigma in 25 act. ( 141.65356 sig out 1 act.) RANK 2 NODE 19 --> 133.54909 sigma in 25 act. ( 136.54301 sig out 1 act.) RANK 3 NODE 5 --> 127.70625 sigma in 25 act. ( 123.75342 sig out 1 act.) RANK 4 NODE 7 --> 112.87635 sigma in 25 act. ( 102.78020 sig out 1 act.) RANK 5 NODE 13 --> 104.75262 sigma in 25 act. ( 105.94681 sig out 1 act.) RANK 6 NODE 2 --> 94.755424 sigma in 25 act. ( 98.304169 sig out 1 act.) RANK 7 NODE 10 --> 94.301163 sigma in 25 act. ( 90.625282 sig out 1 act.) RANK 8 NODE 20 --> 81.925774 sigma in 25 act. ( 81.446907 sig out 1 act.) RANK 9 NODE 12 --> 70.726501 sigma in 25 act. ( 67.499474 sig out 1 act.) RANK 10 NODE 15 --> 68.378365 sigma in 25 act. ( 74.936012 sig out 1 act.) RANK 11 NODE 17 --> 67.362312 sigma in 25 act. ( 62.887375 sig out 1 act.) RANK 12 NODE 8 --> 60.717136 sigma in 25 act. ( 63.502289 sig out 1 act.) RANK 13 NODE 23 --> 59.236732 sigma in 25 act. ( 73.656837 sig out 1 act.) RANK 14 NODE 6 --> 56.991192 sigma in 25 act. ( 58.972157 sig out 1 act.) RANK 15 NODE 1 --> 55.030579 sigma in 25 act. ( 50.915115 sig out 1 act.) RANK 16 NODE 9 --> 50.018597 sigma in 25 act. ( 52.777565 sig out 1 act.) RANK 17 NODE 21 --> 45.584278 sigma in 25 act. ( 48.411705 sig out 1 act.) RANK 18 NODE 3 --> 41.690624 sigma in 25 act. ( 41.924137 sig out 1 act.) RANK 19 NODE 25 --> 27.804668 sigma in 25 act. ( 24.858898 sig out 1 act.) RANK 20 NODE 14 --> 27.661167 sigma in 25 act. ( 26.363842 sig out 1 act.) RANK 21 NODE 26 --> 26.933475 sigma in 25 act. ( 26.952057 sig out 1 act.) RANK 22 NODE 22 --> 15.510236 sigma in 25 act. ( 12.287687 sig out 1 act.) RANK 23 NODE 18 --> 15.408141 sigma in 25 act. ( 15.038493 sig out 1 act.) RANK 24 NODE 24 --> 11.705276 sigma in 25 act. ( 6.7504649 sig out 1 act.) RANK 25 NODE 16 --> 10.704496 sigma in 25 act. ( 7.3610873 sig out 1 act.) RANK 26 NODE 4 --> 9.0757399 sigma in 25 act. ( 1.9790171 sig out 1 act.) sorted by output significance RANK 1 NODE 11 --> 141.65356 sigma out 1 act.( 142.57765 sig in 25 act.) RANK 2 NODE 19 --> 136.54301 sigma out 1 act.( 133.54909 sig in 25 act.) RANK 3 NODE 5 --> 123.75342 sigma out 1 act.( 127.70625 sig in 25 act.) RANK 4 NODE 13 --> 105.94681 sigma out 1 act.( 104.75262 sig in 25 act.) RANK 5 NODE 7 --> 102.78020 sigma out 1 act.( 112.87635 sig in 25 act.) RANK 6 NODE 2 --> 98.304169 sigma out 1 act.( 94.755424 sig in 25 act.) RANK 7 NODE 10 --> 90.625282 sigma out 1 act.( 94.301163 sig in 25 act.) RANK 8 NODE 20 --> 81.446907 sigma out 1 act.( 81.925774 sig in 25 act.) RANK 9 NODE 15 --> 74.936012 sigma out 1 act.( 68.378365 sig in 25 act.) RANK 10 NODE 23 --> 73.656837 sigma out 1 act.( 59.236732 sig in 25 act.) RANK 11 NODE 12 --> 67.499474 sigma out 1 act.( 70.726501 sig in 25 act.) RANK 12 NODE 8 --> 63.502289 sigma out 1 act.( 60.717136 sig in 25 act.) RANK 13 NODE 17 --> 62.887375 sigma out 1 act.( 67.362312 sig in 25 act.) RANK 14 NODE 6 --> 58.972157 sigma out 1 act.( 56.991192 sig in 25 act.) RANK 15 NODE 9 --> 52.777565 sigma out 1 act.( 50.018597 sig in 25 act.) RANK 16 NODE 1 --> 50.915115 sigma out 1 act.( 55.030579 sig in 25 act.) RANK 17 NODE 21 --> 48.411705 sigma out 1 act.( 45.584278 sig in 25 act.) RANK 18 NODE 3 --> 41.924137 sigma out 1 act.( 41.690624 sig in 25 act.) RANK 19 NODE 26 --> 26.952057 sigma out 1 act.( 26.933475 sig in 25 act.) RANK 20 NODE 14 --> 26.363842 sigma out 1 act.( 27.661167 sig in 25 act.) RANK 21 NODE 25 --> 24.858898 sigma out 1 act.( 27.804668 sig in 25 act.) RANK 22 NODE 18 --> 15.038493 sigma out 1 act.( 15.408141 sig in 25 act.) RANK 23 NODE 22 --> 12.287687 sigma out 1 act.( 15.510236 sig in 25 act.) RANK 24 NODE 16 --> 7.3610873 sigma out 1 act.( 10.704496 sig in 25 act.) RANK 25 NODE 24 --> 6.7504649 sigma out 1 act.( 11.705276 sig in 25 act.) RANK 26 NODE 4 --> 1.9790171 sigma out 1 act.( 9.0757399 sig in 25 act.) RANK 1 NODE 1 --> 373.34268 sigma in 26 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.20615570 *** contribution from regularisation: 1.41216721E-03 *** contribution from error: -0.20756787 *** contribution from DIAG: 2.01757895E-04 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.20034976 *** contribution from regularisation: 1.53428188E-03 *** contribution from error: -0.20188405 *** contribution from DIAG: 2.42883514E-04 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.20686346 *** contribution from regularisation: 1.37791759E-03 *** contribution from error: -0.20824137 *** contribution from DIAG: 2.22901959E-04 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.20838062 *** contribution from regularisation: 1.41093333E-03 *** contribution from error: -0.20979156 *** contribution from DIAG: 2.12570783E-04 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.20895261 *** contribution from regularisation: 1.40512420E-03 *** contribution from error: -0.21035773 *** contribution from DIAG: 2.12729778E-04 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.21004087 *** contribution from regularisation: 1.46260019E-03 *** contribution from error: -0.21150346 *** contribution from DIAG: 2.20854039E-04 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.21105430 *** contribution from regularisation: 1.48665824E-03 *** contribution from error: -0.21254095 *** contribution from DIAG: 2.32425911E-04 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.21441050 *** contribution from regularisation: 1.64467725E-03 *** contribution from error: -0.21605517 *** contribution from DIAG: 2.46274401E-04 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.20787698 *** contribution from regularisation: 1.70460460E-03 *** contribution from error: -0.20958158 *** contribution from DIAG: 2.42580485E-04 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.21529554 *** contribution from regularisation: 1.50084205E-03 *** contribution from error: -0.21679638 *** contribution from DIAG: 2.46977434E-04 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 278.26437 sigma out 26 active outputs RANK 2 NODE 3 --> 252.78734 sigma out 26 active outputs RANK 3 NODE 4 --> 168.41243 sigma out 26 active outputs RANK 4 NODE 6 --> 163.95593 sigma out 26 active outputs RANK 5 NODE 5 --> 162.44560 sigma out 26 active outputs RANK 6 NODE 8 --> 134.03473 sigma out 26 active outputs RANK 7 NODE 13 --> 113.00739 sigma out 26 active outputs RANK 8 NODE 7 --> 102.73584 sigma out 26 active outputs RANK 9 NODE 9 --> 99.891068 sigma out 26 active outputs RANK 10 NODE 1 --> 83.997032 sigma out 26 active outputs RANK 11 NODE 12 --> 82.691536 sigma out 26 active outputs RANK 12 NODE 11 --> 77.987053 sigma out 26 active outputs RANK 13 NODE 17 --> 65.740524 sigma out 26 active outputs RANK 14 NODE 16 --> 61.955658 sigma out 26 active outputs RANK 15 NODE 15 --> 59.358860 sigma out 26 active outputs RANK 16 NODE 19 --> 55.882164 sigma out 26 active outputs RANK 17 NODE 18 --> 52.634689 sigma out 26 active outputs RANK 18 NODE 20 --> 51.522045 sigma out 26 active outputs RANK 19 NODE 22 --> 47.284195 sigma out 26 active outputs RANK 20 NODE 10 --> 43.773319 sigma out 26 active outputs RANK 21 NODE 25 --> 42.620647 sigma out 26 active outputs RANK 22 NODE 21 --> 42.343208 sigma out 26 active outputs RANK 23 NODE 23 --> 33.283222 sigma out 26 active outputs RANK 24 NODE 14 --> 30.600021 sigma out 26 active outputs RANK 25 NODE 24 --> 18.529577 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 19 --> 254.17252 sigma in 25 act. ( 257.65167 sig out 1 act.) RANK 2 NODE 7 --> 211.81416 sigma in 25 act. ( 199.74690 sig out 1 act.) RANK 3 NODE 11 --> 181.19469 sigma in 25 act. ( 192.77298 sig out 1 act.) RANK 4 NODE 13 --> 179.36003 sigma in 25 act. ( 190.39455 sig out 1 act.) RANK 5 NODE 2 --> 173.16174 sigma in 25 act. ( 183.93860 sig out 1 act.) RANK 6 NODE 10 --> 161.52744 sigma in 25 act. ( 161.54004 sig out 1 act.) RANK 7 NODE 5 --> 149.74538 sigma in 25 act. ( 159.83124 sig out 1 act.) RANK 8 NODE 17 --> 133.32718 sigma in 25 act. ( 128.74516 sig out 1 act.) RANK 9 NODE 15 --> 95.510002 sigma in 25 act. ( 98.483276 sig out 1 act.) RANK 10 NODE 23 --> 86.463448 sigma in 25 act. ( 110.99014 sig out 1 act.) RANK 11 NODE 12 --> 79.095711 sigma in 25 act. ( 82.267662 sig out 1 act.) RANK 12 NODE 20 --> 78.179626 sigma in 25 act. ( 79.967484 sig out 1 act.) RANK 13 NODE 21 --> 75.425377 sigma in 25 act. ( 77.440125 sig out 1 act.) RANK 14 NODE 8 --> 65.456482 sigma in 25 act. ( 68.168510 sig out 1 act.) RANK 15 NODE 1 --> 49.105232 sigma in 25 act. ( 49.966652 sig out 1 act.) RANK 16 NODE 6 --> 46.978569 sigma in 25 act. ( 47.206398 sig out 1 act.) RANK 17 NODE 9 --> 45.570324 sigma in 25 act. ( 48.191513 sig out 1 act.) RANK 18 NODE 22 --> 44.445122 sigma in 25 act. ( 45.768158 sig out 1 act.) RANK 19 NODE 24 --> 39.788929 sigma in 25 act. ( 40.729122 sig out 1 act.) RANK 20 NODE 16 --> 33.991238 sigma in 25 act. ( 34.974190 sig out 1 act.) RANK 21 NODE 18 --> 31.094360 sigma in 25 act. ( 35.062851 sig out 1 act.) RANK 22 NODE 26 --> 28.517700 sigma in 25 act. ( 28.882441 sig out 1 act.) RANK 23 NODE 3 --> 23.394592 sigma in 25 act. ( 22.496735 sig out 1 act.) RANK 24 NODE 4 --> 23.038502 sigma in 25 act. ( 22.632210 sig out 1 act.) RANK 25 NODE 25 --> 19.519276 sigma in 25 act. ( 16.546085 sig out 1 act.) RANK 26 NODE 14 --> 15.991218 sigma in 25 act. ( 14.476197 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 257.65167 sigma out 1 act.( 254.17252 sig in 25 act.) RANK 2 NODE 7 --> 199.74690 sigma out 1 act.( 211.81416 sig in 25 act.) RANK 3 NODE 11 --> 192.77298 sigma out 1 act.( 181.19469 sig in 25 act.) RANK 4 NODE 13 --> 190.39455 sigma out 1 act.( 179.36003 sig in 25 act.) RANK 5 NODE 2 --> 183.93860 sigma out 1 act.( 173.16174 sig in 25 act.) RANK 6 NODE 10 --> 161.54004 sigma out 1 act.( 161.52744 sig in 25 act.) RANK 7 NODE 5 --> 159.83124 sigma out 1 act.( 149.74538 sig in 25 act.) RANK 8 NODE 17 --> 128.74516 sigma out 1 act.( 133.32718 sig in 25 act.) RANK 9 NODE 23 --> 110.99014 sigma out 1 act.( 86.463448 sig in 25 act.) RANK 10 NODE 15 --> 98.483276 sigma out 1 act.( 95.510002 sig in 25 act.) RANK 11 NODE 12 --> 82.267662 sigma out 1 act.( 79.095711 sig in 25 act.) RANK 12 NODE 20 --> 79.967484 sigma out 1 act.( 78.179626 sig in 25 act.) RANK 13 NODE 21 --> 77.440125 sigma out 1 act.( 75.425377 sig in 25 act.) RANK 14 NODE 8 --> 68.168510 sigma out 1 act.( 65.456482 sig in 25 act.) RANK 15 NODE 1 --> 49.966652 sigma out 1 act.( 49.105232 sig in 25 act.) RANK 16 NODE 9 --> 48.191513 sigma out 1 act.( 45.570324 sig in 25 act.) RANK 17 NODE 6 --> 47.206398 sigma out 1 act.( 46.978569 sig in 25 act.) RANK 18 NODE 22 --> 45.768158 sigma out 1 act.( 44.445122 sig in 25 act.) RANK 19 NODE 24 --> 40.729122 sigma out 1 act.( 39.788929 sig in 25 act.) RANK 20 NODE 18 --> 35.062851 sigma out 1 act.( 31.094360 sig in 25 act.) RANK 21 NODE 16 --> 34.974190 sigma out 1 act.( 33.991238 sig in 25 act.) RANK 22 NODE 26 --> 28.882441 sigma out 1 act.( 28.517700 sig in 25 act.) RANK 23 NODE 4 --> 22.632210 sigma out 1 act.( 23.038502 sig in 25 act.) RANK 24 NODE 3 --> 22.496735 sigma out 1 act.( 23.394592 sig in 25 act.) RANK 25 NODE 25 --> 16.546085 sigma out 1 act.( 19.519276 sig in 25 act.) RANK 26 NODE 14 --> 14.476197 sigma out 1 act.( 15.991218 sig in 25 act.) RANK 1 NODE 1 --> 585.79742 sigma in 26 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.21647157 *** contribution from regularisation: 1.55731966E-03 *** contribution from error: -0.21802889 *** contribution from DIAG: 2.41005779E-04 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.21767697 *** contribution from regularisation: 1.55989581E-03 *** contribution from error: -0.21923687 *** contribution from DIAG: 2.29000769E-04 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.21873523 *** contribution from regularisation: 1.57524960E-03 *** contribution from error: -0.22031048 *** contribution from DIAG: 2.25066993E-04 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.22030647 *** contribution from regularisation: 1.64917926E-03 *** contribution from error: -0.22195566 *** contribution from DIAG: 2.19132635E-04 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.22114007 *** contribution from regularisation: 1.61561230E-03 *** contribution from error: -0.22275569 *** contribution from DIAG: 2.17501467E-04 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.22182435 *** contribution from regularisation: 1.54713821E-03 *** contribution from error: -0.22337149 *** contribution from DIAG: 2.17912340E-04 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.22246820 *** contribution from regularisation: 1.59187894E-03 *** contribution from error: -0.22406007 *** contribution from DIAG: 2.23254086E-04 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.22316946 *** contribution from regularisation: 1.61192403E-03 *** contribution from error: -0.22478138 *** contribution from DIAG: 2.31192695E-04 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.22290066 *** contribution from regularisation: 1.72037492E-03 *** contribution from error: -0.22462103 *** contribution from DIAG: 2.35655461E-04 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.22389238 *** contribution from regularisation: 1.52975367E-03 *** contribution from error: -0.22542213 *** contribution from DIAG: 2.32485923E-04 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 387.73285 sigma out 26 active outputs RANK 2 NODE 3 --> 330.32590 sigma out 26 active outputs RANK 3 NODE 5 --> 239.65044 sigma out 26 active outputs RANK 4 NODE 6 --> 222.53801 sigma out 26 active outputs RANK 5 NODE 1 --> 213.41959 sigma out 26 active outputs RANK 6 NODE 4 --> 208.20792 sigma out 26 active outputs RANK 7 NODE 12 --> 165.19708 sigma out 26 active outputs RANK 8 NODE 8 --> 163.34976 sigma out 26 active outputs RANK 9 NODE 11 --> 158.71254 sigma out 26 active outputs RANK 10 NODE 13 --> 155.02560 sigma out 26 active outputs RANK 11 NODE 9 --> 142.68538 sigma out 26 active outputs RANK 12 NODE 7 --> 124.31769 sigma out 26 active outputs RANK 13 NODE 17 --> 86.753235 sigma out 26 active outputs RANK 14 NODE 16 --> 79.683617 sigma out 26 active outputs RANK 15 NODE 25 --> 74.196938 sigma out 26 active outputs RANK 16 NODE 15 --> 73.060745 sigma out 26 active outputs RANK 17 NODE 18 --> 58.463875 sigma out 26 active outputs RANK 18 NODE 19 --> 55.161022 sigma out 26 active outputs RANK 19 NODE 20 --> 51.911861 sigma out 26 active outputs RANK 20 NODE 22 --> 50.038147 sigma out 26 active outputs RANK 21 NODE 10 --> 47.062981 sigma out 26 active outputs RANK 22 NODE 21 --> 46.512997 sigma out 26 active outputs RANK 23 NODE 23 --> 41.181320 sigma out 26 active outputs RANK 24 NODE 14 --> 36.514507 sigma out 26 active outputs RANK 25 NODE 24 --> 23.398043 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 19 --> 413.77383 sigma in 25 act. ( 380.34286 sig out 1 act.) RANK 2 NODE 7 --> 330.21964 sigma in 25 act. ( 308.93546 sig out 1 act.) RANK 3 NODE 10 --> 266.54492 sigma in 25 act. ( 264.40714 sig out 1 act.) RANK 4 NODE 13 --> 232.19406 sigma in 25 act. ( 234.28741 sig out 1 act.) RANK 5 NODE 2 --> 217.67383 sigma in 25 act. ( 239.63087 sig out 1 act.) RANK 6 NODE 5 --> 207.85129 sigma in 25 act. ( 229.55193 sig out 1 act.) RANK 7 NODE 11 --> 172.64503 sigma in 25 act. ( 178.76064 sig out 1 act.) RANK 8 NODE 17 --> 165.24272 sigma in 25 act. ( 159.54922 sig out 1 act.) RANK 9 NODE 15 --> 128.30574 sigma in 25 act. ( 132.29730 sig out 1 act.) RANK 10 NODE 23 --> 112.03989 sigma in 25 act. ( 155.02162 sig out 1 act.) RANK 11 NODE 12 --> 108.99723 sigma in 25 act. ( 116.89658 sig out 1 act.) RANK 12 NODE 21 --> 97.401917 sigma in 25 act. ( 97.592407 sig out 1 act.) RANK 13 NODE 22 --> 88.779404 sigma in 25 act. ( 93.374313 sig out 1 act.) RANK 14 NODE 20 --> 75.370529 sigma in 25 act. ( 78.454231 sig out 1 act.) RANK 15 NODE 24 --> 64.625191 sigma in 25 act. ( 68.501213 sig out 1 act.) RANK 16 NODE 8 --> 64.554382 sigma in 25 act. ( 69.354439 sig out 1 act.) RANK 17 NODE 16 --> 52.396473 sigma in 25 act. ( 54.555840 sig out 1 act.) RANK 18 NODE 18 --> 42.734646 sigma in 25 act. ( 47.264423 sig out 1 act.) RANK 19 NODE 6 --> 42.293941 sigma in 25 act. ( 42.009224 sig out 1 act.) RANK 20 NODE 4 --> 39.459129 sigma in 25 act. ( 41.360397 sig out 1 act.) RANK 21 NODE 14 --> 38.726444 sigma in 25 act. ( 39.471210 sig out 1 act.) RANK 22 NODE 1 --> 36.163891 sigma in 25 act. ( 38.948071 sig out 1 act.) RANK 23 NODE 26 --> 34.221134 sigma in 25 act. ( 35.593304 sig out 1 act.) RANK 24 NODE 9 --> 32.611454 sigma in 25 act. ( 34.013233 sig out 1 act.) RANK 25 NODE 3 --> 17.871189 sigma in 25 act. ( 16.987160 sig out 1 act.) RANK 26 NODE 25 --> 13.091010 sigma in 25 act. ( 9.3127851 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 380.34286 sigma out 1 act.( 413.77383 sig in 25 act.) RANK 2 NODE 7 --> 308.93546 sigma out 1 act.( 330.21964 sig in 25 act.) RANK 3 NODE 10 --> 264.40714 sigma out 1 act.( 266.54492 sig in 25 act.) RANK 4 NODE 2 --> 239.63087 sigma out 1 act.( 217.67383 sig in 25 act.) RANK 5 NODE 13 --> 234.28741 sigma out 1 act.( 232.19406 sig in 25 act.) RANK 6 NODE 5 --> 229.55193 sigma out 1 act.( 207.85129 sig in 25 act.) RANK 7 NODE 11 --> 178.76064 sigma out 1 act.( 172.64503 sig in 25 act.) RANK 8 NODE 17 --> 159.54922 sigma out 1 act.( 165.24272 sig in 25 act.) RANK 9 NODE 23 --> 155.02162 sigma out 1 act.( 112.03989 sig in 25 act.) RANK 10 NODE 15 --> 132.29730 sigma out 1 act.( 128.30574 sig in 25 act.) RANK 11 NODE 12 --> 116.89658 sigma out 1 act.( 108.99723 sig in 25 act.) RANK 12 NODE 21 --> 97.592407 sigma out 1 act.( 97.401917 sig in 25 act.) RANK 13 NODE 22 --> 93.374313 sigma out 1 act.( 88.779404 sig in 25 act.) RANK 14 NODE 20 --> 78.454231 sigma out 1 act.( 75.370529 sig in 25 act.) RANK 15 NODE 8 --> 69.354439 sigma out 1 act.( 64.554382 sig in 25 act.) RANK 16 NODE 24 --> 68.501213 sigma out 1 act.( 64.625191 sig in 25 act.) RANK 17 NODE 16 --> 54.555840 sigma out 1 act.( 52.396473 sig in 25 act.) RANK 18 NODE 18 --> 47.264423 sigma out 1 act.( 42.734646 sig in 25 act.) RANK 19 NODE 6 --> 42.009224 sigma out 1 act.( 42.293941 sig in 25 act.) RANK 20 NODE 4 --> 41.360397 sigma out 1 act.( 39.459129 sig in 25 act.) RANK 21 NODE 14 --> 39.471210 sigma out 1 act.( 38.726444 sig in 25 act.) RANK 22 NODE 1 --> 38.948071 sigma out 1 act.( 36.163891 sig in 25 act.) RANK 23 NODE 26 --> 35.593304 sigma out 1 act.( 34.221134 sig in 25 act.) RANK 24 NODE 9 --> 34.013233 sigma out 1 act.( 32.611454 sig in 25 act.) RANK 25 NODE 3 --> 16.987160 sigma out 1 act.( 17.871189 sig in 25 act.) RANK 26 NODE 25 --> 9.3127851 sigma out 1 act.( 13.091010 sig in 25 act.) RANK 1 NODE 1 --> 797.55328 sigma in 26 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.22461267 *** contribution from regularisation: 1.64439576E-03 *** contribution from error: -0.22625707 *** contribution from DIAG: 2.35464438E-04 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.22506990 *** contribution from regularisation: 1.61586422E-03 *** contribution from error: -0.22668576 *** contribution from DIAG: 2.33825587E-04 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.22550111 *** contribution from regularisation: 1.61164277E-03 *** contribution from error: -0.22711276 *** contribution from DIAG: 2.30904872E-04 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.22593103 *** contribution from regularisation: 1.61279389E-03 *** contribution from error: -0.22754383 *** contribution from DIAG: 2.28816411E-04 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.22624002 *** contribution from regularisation: 1.62572647E-03 *** contribution from error: -0.22786576 *** contribution from DIAG: 2.27979792E-04 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.22706535 *** contribution from regularisation: 1.59060420E-03 *** contribution from error: -0.22865596 *** contribution from DIAG: 2.27560042E-04 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.22728157 *** contribution from regularisation: 1.57476240E-03 *** contribution from error: -0.22885634 *** contribution from DIAG: 2.27850804E-04 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.22830693 *** contribution from regularisation: 1.60480326E-03 *** contribution from error: -0.22991174 *** contribution from DIAG: 2.27420082E-04 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.22901542 *** contribution from regularisation: 1.61479507E-03 *** contribution from error: -0.23063022 *** contribution from DIAG: 2.29107885E-04 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.22963309 *** contribution from regularisation: 1.63264328E-03 *** contribution from error: -0.23126574 *** contribution from DIAG: 2.27446988E-04 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 401.32697 sigma out 26 active outputs RANK 2 NODE 1 --> 348.73538 sigma out 26 active outputs RANK 3 NODE 5 --> 297.79050 sigma out 26 active outputs RANK 4 NODE 3 --> 268.37042 sigma out 26 active outputs RANK 5 NODE 6 --> 231.45471 sigma out 26 active outputs RANK 6 NODE 11 --> 183.71248 sigma out 26 active outputs RANK 7 NODE 12 --> 179.99727 sigma out 26 active outputs RANK 8 NODE 8 --> 174.45419 sigma out 26 active outputs RANK 9 NODE 4 --> 173.45433 sigma out 26 active outputs RANK 10 NODE 13 --> 166.36530 sigma out 26 active outputs RANK 11 NODE 7 --> 152.40726 sigma out 26 active outputs RANK 12 NODE 9 --> 145.31078 sigma out 26 active outputs RANK 13 NODE 17 --> 89.148758 sigma out 26 active outputs RANK 14 NODE 16 --> 84.800568 sigma out 26 active outputs RANK 15 NODE 15 --> 79.210457 sigma out 26 active outputs RANK 16 NODE 25 --> 78.784569 sigma out 26 active outputs RANK 17 NODE 20 --> 58.344086 sigma out 26 active outputs RANK 18 NODE 19 --> 57.133389 sigma out 26 active outputs RANK 19 NODE 18 --> 55.448578 sigma out 26 active outputs RANK 20 NODE 14 --> 53.347263 sigma out 26 active outputs RANK 21 NODE 21 --> 45.973743 sigma out 26 active outputs RANK 22 NODE 22 --> 45.917175 sigma out 26 active outputs RANK 23 NODE 23 --> 44.942570 sigma out 26 active outputs RANK 24 NODE 10 --> 41.723911 sigma out 26 active outputs RANK 25 NODE 24 --> 25.015640 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 19 --> 480.72672 sigma in 25 act. ( 436.44250 sig out 1 act.) RANK 2 NODE 7 --> 378.57684 sigma in 25 act. ( 336.90701 sig out 1 act.) RANK 3 NODE 10 --> 335.86624 sigma in 25 act. ( 334.34146 sig out 1 act.) RANK 4 NODE 13 --> 216.58676 sigma in 25 act. ( 219.79008 sig out 1 act.) RANK 5 NODE 5 --> 185.32547 sigma in 25 act. ( 198.35057 sig out 1 act.) RANK 6 NODE 17 --> 170.68233 sigma in 25 act. ( 168.82439 sig out 1 act.) RANK 7 NODE 2 --> 159.61589 sigma in 25 act. ( 226.07143 sig out 1 act.) RANK 8 NODE 22 --> 136.19336 sigma in 25 act. ( 139.32657 sig out 1 act.) RANK 9 NODE 12 --> 132.99518 sigma in 25 act. ( 142.19608 sig out 1 act.) RANK 10 NODE 15 --> 126.88018 sigma in 25 act. ( 132.33444 sig out 1 act.) RANK 11 NODE 23 --> 120.52721 sigma in 25 act. ( 161.91530 sig out 1 act.) RANK 12 NODE 21 --> 106.61623 sigma in 25 act. ( 108.84496 sig out 1 act.) RANK 13 NODE 11 --> 106.07992 sigma in 25 act. ( 103.75687 sig out 1 act.) RANK 14 NODE 20 --> 74.933609 sigma in 25 act. ( 80.579742 sig out 1 act.) RANK 15 NODE 8 --> 74.572418 sigma in 25 act. ( 78.377853 sig out 1 act.) RANK 16 NODE 24 --> 70.459518 sigma in 25 act. ( 75.449745 sig out 1 act.) RANK 17 NODE 16 --> 68.759338 sigma in 25 act. ( 71.180023 sig out 1 act.) RANK 18 NODE 6 --> 49.639763 sigma in 25 act. ( 51.561485 sig out 1 act.) RANK 19 NODE 4 --> 46.314354 sigma in 25 act. ( 48.805626 sig out 1 act.) RANK 20 NODE 18 --> 39.817684 sigma in 25 act. ( 42.169735 sig out 1 act.) RANK 21 NODE 14 --> 39.592037 sigma in 25 act. ( 40.448547 sig out 1 act.) RANK 22 NODE 1 --> 32.396786 sigma in 25 act. ( 34.871681 sig out 1 act.) RANK 23 NODE 26 --> 27.552860 sigma in 25 act. ( 28.320169 sig out 1 act.) RANK 24 NODE 9 --> 26.039074 sigma in 25 act. ( 26.826487 sig out 1 act.) RANK 25 NODE 3 --> 24.061815 sigma in 25 act. ( 24.381826 sig out 1 act.) RANK 26 NODE 25 --> 13.882561 sigma in 25 act. ( 10.706440 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 436.44250 sigma out 1 act.( 480.72672 sig in 25 act.) RANK 2 NODE 7 --> 336.90701 sigma out 1 act.( 378.57684 sig in 25 act.) RANK 3 NODE 10 --> 334.34146 sigma out 1 act.( 335.86624 sig in 25 act.) RANK 4 NODE 2 --> 226.07143 sigma out 1 act.( 159.61589 sig in 25 act.) RANK 5 NODE 13 --> 219.79008 sigma out 1 act.( 216.58676 sig in 25 act.) RANK 6 NODE 5 --> 198.35057 sigma out 1 act.( 185.32547 sig in 25 act.) RANK 7 NODE 17 --> 168.82439 sigma out 1 act.( 170.68233 sig in 25 act.) RANK 8 NODE 23 --> 161.91530 sigma out 1 act.( 120.52721 sig in 25 act.) RANK 9 NODE 12 --> 142.19608 sigma out 1 act.( 132.99518 sig in 25 act.) RANK 10 NODE 22 --> 139.32657 sigma out 1 act.( 136.19336 sig in 25 act.) RANK 11 NODE 15 --> 132.33444 sigma out 1 act.( 126.88018 sig in 25 act.) RANK 12 NODE 21 --> 108.84496 sigma out 1 act.( 106.61623 sig in 25 act.) RANK 13 NODE 11 --> 103.75687 sigma out 1 act.( 106.07992 sig in 25 act.) RANK 14 NODE 20 --> 80.579742 sigma out 1 act.( 74.933609 sig in 25 act.) RANK 15 NODE 8 --> 78.377853 sigma out 1 act.( 74.572418 sig in 25 act.) RANK 16 NODE 24 --> 75.449745 sigma out 1 act.( 70.459518 sig in 25 act.) RANK 17 NODE 16 --> 71.180023 sigma out 1 act.( 68.759338 sig in 25 act.) RANK 18 NODE 6 --> 51.561485 sigma out 1 act.( 49.639763 sig in 25 act.) RANK 19 NODE 4 --> 48.805626 sigma out 1 act.( 46.314354 sig in 25 act.) RANK 20 NODE 18 --> 42.169735 sigma out 1 act.( 39.817684 sig in 25 act.) RANK 21 NODE 14 --> 40.448547 sigma out 1 act.( 39.592037 sig in 25 act.) RANK 22 NODE 1 --> 34.871681 sigma out 1 act.( 32.396786 sig in 25 act.) RANK 23 NODE 26 --> 28.320169 sigma out 1 act.( 27.552860 sig in 25 act.) RANK 24 NODE 9 --> 26.826487 sigma out 1 act.( 26.039074 sig in 25 act.) RANK 25 NODE 3 --> 24.381826 sigma out 1 act.( 24.061815 sig in 25 act.) RANK 26 NODE 25 --> 10.706440 sigma out 1 act.( 13.882561 sig in 25 act.) RANK 1 NODE 1 --> 851.06042 sigma in 26 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.23007974 *** contribution from regularisation: 1.67519855E-03 *** contribution from error: -0.23175494 *** contribution from DIAG: 2.26100427E-04 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.23063540 *** contribution from regularisation: 1.61807542E-03 *** contribution from error: -0.23225348 *** contribution from DIAG: 2.27952056E-04 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.23086265 *** contribution from regularisation: 1.60284422E-03 *** contribution from error: -0.23246549 *** contribution from DIAG: 2.27976911E-04 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.23149729 *** contribution from regularisation: 1.63198251E-03 *** contribution from error: -0.23312926 *** contribution from DIAG: 2.30421734E-04 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.23218372 *** contribution from regularisation: 1.63107796E-03 *** contribution from error: -0.23381481 *** contribution from DIAG: 2.32588063E-04 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.21887848 *** contribution from regularisation: 1.68368500E-03 *** contribution from error: -0.22056216 *** contribution from DIAG: 2.40648515E-04 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.23201990 *** contribution from regularisation: 1.50877121E-03 *** contribution from error: -0.23352867 *** contribution from DIAG: 2.31925806E-04 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.23241851 *** contribution from regularisation: 1.57833111E-03 *** contribution from error: -0.23399684 *** contribution from DIAG: 2.31438680E-04 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.23277010 *** contribution from regularisation: 1.61401113E-03 *** contribution from error: -0.23438410 *** contribution from DIAG: 2.32206628E-04 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.23303972 *** contribution from regularisation: 1.59315672E-03 *** contribution from error: -0.23463288 *** contribution from DIAG: 2.33228202E-04 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 431.29694 sigma out 26 active outputs RANK 2 NODE 1 --> 426.28879 sigma out 26 active outputs RANK 3 NODE 5 --> 310.58578 sigma out 26 active outputs RANK 4 NODE 3 --> 247.09331 sigma out 26 active outputs RANK 5 NODE 6 --> 240.27328 sigma out 26 active outputs RANK 6 NODE 11 --> 189.17549 sigma out 26 active outputs RANK 7 NODE 8 --> 188.81659 sigma out 26 active outputs RANK 8 NODE 4 --> 187.25691 sigma out 26 active outputs RANK 9 NODE 12 --> 179.89133 sigma out 26 active outputs RANK 10 NODE 7 --> 176.31189 sigma out 26 active outputs RANK 11 NODE 13 --> 161.06503 sigma out 26 active outputs RANK 12 NODE 9 --> 142.63239 sigma out 26 active outputs RANK 13 NODE 17 --> 91.545654 sigma out 26 active outputs RANK 14 NODE 16 --> 89.839775 sigma out 26 active outputs RANK 15 NODE 25 --> 77.718712 sigma out 26 active outputs RANK 16 NODE 15 --> 76.225128 sigma out 26 active outputs RANK 17 NODE 14 --> 62.534618 sigma out 26 active outputs RANK 18 NODE 20 --> 62.082554 sigma out 26 active outputs RANK 19 NODE 18 --> 58.074192 sigma out 26 active outputs RANK 20 NODE 19 --> 53.853825 sigma out 26 active outputs RANK 21 NODE 22 --> 49.992813 sigma out 26 active outputs RANK 22 NODE 23 --> 49.763905 sigma out 26 active outputs RANK 23 NODE 21 --> 45.368332 sigma out 26 active outputs RANK 24 NODE 10 --> 39.120682 sigma out 26 active outputs RANK 25 NODE 24 --> 25.234016 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 19 --> 521.12695 sigma in 25 act. ( 479.51315 sig out 1 act.) RANK 2 NODE 7 --> 407.18079 sigma in 25 act. ( 346.49332 sig out 1 act.) RANK 3 NODE 10 --> 360.92545 sigma in 25 act. ( 379.66843 sig out 1 act.) RANK 4 NODE 13 --> 224.61708 sigma in 25 act. ( 215.27911 sig out 1 act.) RANK 5 NODE 5 --> 198.96823 sigma in 25 act. ( 199.19786 sig out 1 act.) RANK 6 NODE 17 --> 192.83900 sigma in 25 act. ( 196.81252 sig out 1 act.) RANK 7 NODE 22 --> 165.15775 sigma in 25 act. ( 161.65431 sig out 1 act.) RANK 8 NODE 12 --> 140.18385 sigma in 25 act. ( 149.70326 sig out 1 act.) RANK 9 NODE 2 --> 137.03839 sigma in 25 act. ( 218.96486 sig out 1 act.) RANK 10 NODE 23 --> 132.31155 sigma in 25 act. ( 177.57921 sig out 1 act.) RANK 11 NODE 21 --> 124.44406 sigma in 25 act. ( 127.33009 sig out 1 act.) RANK 12 NODE 15 --> 120.43897 sigma in 25 act. ( 127.28333 sig out 1 act.) RANK 13 NODE 8 --> 93.337669 sigma in 25 act. ( 95.584885 sig out 1 act.) RANK 14 NODE 20 --> 80.183289 sigma in 25 act. ( 87.451546 sig out 1 act.) RANK 15 NODE 11 --> 76.599174 sigma in 25 act. ( 76.730881 sig out 1 act.) RANK 16 NODE 16 --> 73.234062 sigma in 25 act. ( 75.720482 sig out 1 act.) RANK 17 NODE 24 --> 72.658775 sigma in 25 act. ( 79.407982 sig out 1 act.) RANK 18 NODE 6 --> 60.970490 sigma in 25 act. ( 66.575691 sig out 1 act.) RANK 19 NODE 4 --> 45.842308 sigma in 25 act. ( 48.732059 sig out 1 act.) RANK 20 NODE 18 --> 34.491192 sigma in 25 act. ( 35.521019 sig out 1 act.) RANK 21 NODE 14 --> 34.429489 sigma in 25 act. ( 35.074409 sig out 1 act.) RANK 22 NODE 26 --> 29.598106 sigma in 25 act. ( 30.772123 sig out 1 act.) RANK 23 NODE 1 --> 27.106518 sigma in 25 act. ( 28.821280 sig out 1 act.) RANK 24 NODE 3 --> 26.078150 sigma in 25 act. ( 26.744469 sig out 1 act.) RANK 25 NODE 9 --> 20.859123 sigma in 25 act. ( 21.111757 sig out 1 act.) RANK 26 NODE 25 --> 11.177390 sigma in 25 act. ( 7.6387639 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 479.51315 sigma out 1 act.( 521.12695 sig in 25 act.) RANK 2 NODE 10 --> 379.66843 sigma out 1 act.( 360.92545 sig in 25 act.) RANK 3 NODE 7 --> 346.49332 sigma out 1 act.( 407.18079 sig in 25 act.) RANK 4 NODE 2 --> 218.96486 sigma out 1 act.( 137.03839 sig in 25 act.) RANK 5 NODE 13 --> 215.27911 sigma out 1 act.( 224.61708 sig in 25 act.) RANK 6 NODE 5 --> 199.19786 sigma out 1 act.( 198.96823 sig in 25 act.) RANK 7 NODE 17 --> 196.81252 sigma out 1 act.( 192.83900 sig in 25 act.) RANK 8 NODE 23 --> 177.57921 sigma out 1 act.( 132.31155 sig in 25 act.) RANK 9 NODE 22 --> 161.65431 sigma out 1 act.( 165.15775 sig in 25 act.) RANK 10 NODE 12 --> 149.70326 sigma out 1 act.( 140.18385 sig in 25 act.) RANK 11 NODE 21 --> 127.33009 sigma out 1 act.( 124.44406 sig in 25 act.) RANK 12 NODE 15 --> 127.28333 sigma out 1 act.( 120.43897 sig in 25 act.) RANK 13 NODE 8 --> 95.584885 sigma out 1 act.( 93.337669 sig in 25 act.) RANK 14 NODE 20 --> 87.451546 sigma out 1 act.( 80.183289 sig in 25 act.) RANK 15 NODE 24 --> 79.407982 sigma out 1 act.( 72.658775 sig in 25 act.) RANK 16 NODE 11 --> 76.730881 sigma out 1 act.( 76.599174 sig in 25 act.) RANK 17 NODE 16 --> 75.720482 sigma out 1 act.( 73.234062 sig in 25 act.) RANK 18 NODE 6 --> 66.575691 sigma out 1 act.( 60.970490 sig in 25 act.) RANK 19 NODE 4 --> 48.732059 sigma out 1 act.( 45.842308 sig in 25 act.) RANK 20 NODE 18 --> 35.521019 sigma out 1 act.( 34.491192 sig in 25 act.) RANK 21 NODE 14 --> 35.074409 sigma out 1 act.( 34.429489 sig in 25 act.) RANK 22 NODE 26 --> 30.772123 sigma out 1 act.( 29.598106 sig in 25 act.) RANK 23 NODE 1 --> 28.821280 sigma out 1 act.( 27.106518 sig in 25 act.) RANK 24 NODE 3 --> 26.744469 sigma out 1 act.( 26.078150 sig in 25 act.) RANK 25 NODE 9 --> 21.111757 sigma out 1 act.( 20.859123 sig in 25 act.) RANK 26 NODE 25 --> 7.6387639 sigma out 1 act.( 11.177390 sig in 25 act.) RANK 1 NODE 1 --> 909.03406 sigma in 26 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.23367029 *** contribution from regularisation: 1.60554168E-03 *** contribution from error: -0.23527583 *** contribution from DIAG: 2.37012966E-04 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.23408537 *** contribution from regularisation: 1.59607711E-03 *** contribution from error: -0.23568144 *** contribution from DIAG: 2.39445726E-04 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.23455389 *** contribution from regularisation: 1.60703866E-03 *** contribution from error: -0.23616093 *** contribution from DIAG: 2.40191002E-04 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.23477721 *** contribution from regularisation: 1.58313953E-03 *** contribution from error: -0.23636036 *** contribution from DIAG: 2.38883280E-04 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.23515403 *** contribution from regularisation: 1.59051968E-03 *** contribution from error: -0.23674455 *** contribution from DIAG: 2.43255112E-04 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.23537649 *** contribution from regularisation: 1.59510539E-03 *** contribution from error: -0.23697160 *** contribution from DIAG: 2.44326831E-04 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.23571548 *** contribution from regularisation: 1.59180514E-03 *** contribution from error: -0.23730728 *** contribution from DIAG: 2.41553338E-04 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.23610672 *** contribution from regularisation: 1.59942207E-03 *** contribution from error: -0.23770614 *** contribution from DIAG: 2.44525319E-04 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.23641288 *** contribution from regularisation: 1.59992871E-03 *** contribution from error: -0.23801281 *** contribution from DIAG: 2.41705755E-04 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.23646098 *** contribution from regularisation: 1.62880355E-03 *** contribution from error: -0.23808978 *** contribution from DIAG: 2.44401541E-04 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 497.51215 sigma out 26 active outputs RANK 2 NODE 2 --> 466.72043 sigma out 26 active outputs RANK 3 NODE 5 --> 302.49689 sigma out 26 active outputs RANK 4 NODE 3 --> 284.44315 sigma out 26 active outputs RANK 5 NODE 6 --> 243.48387 sigma out 26 active outputs RANK 6 NODE 8 --> 212.60287 sigma out 26 active outputs RANK 7 NODE 11 --> 206.03055 sigma out 26 active outputs RANK 8 NODE 7 --> 194.33871 sigma out 26 active outputs RANK 9 NODE 12 --> 179.94710 sigma out 26 active outputs RANK 10 NODE 4 --> 175.28979 sigma out 26 active outputs RANK 11 NODE 13 --> 145.36452 sigma out 26 active outputs RANK 12 NODE 9 --> 139.27776 sigma out 26 active outputs RANK 13 NODE 17 --> 109.30345 sigma out 26 active outputs RANK 14 NODE 16 --> 108.67618 sigma out 26 active outputs RANK 15 NODE 25 --> 80.627426 sigma out 26 active outputs RANK 16 NODE 15 --> 76.585258 sigma out 26 active outputs RANK 17 NODE 20 --> 74.104424 sigma out 26 active outputs RANK 18 NODE 14 --> 62.834629 sigma out 26 active outputs RANK 19 NODE 22 --> 60.761055 sigma out 26 active outputs RANK 20 NODE 19 --> 58.533833 sigma out 26 active outputs RANK 21 NODE 18 --> 56.266403 sigma out 26 active outputs RANK 22 NODE 23 --> 55.118126 sigma out 26 active outputs RANK 23 NODE 21 --> 46.224499 sigma out 26 active outputs RANK 24 NODE 10 --> 45.662197 sigma out 26 active outputs RANK 25 NODE 24 --> 24.882908 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 19 --> 573.09344 sigma in 25 act. ( 554.08569 sig out 1 act.) RANK 2 NODE 7 --> 406.48441 sigma in 25 act. ( 318.48758 sig out 1 act.) RANK 3 NODE 10 --> 356.40591 sigma in 25 act. ( 392.09973 sig out 1 act.) RANK 4 NODE 5 --> 230.16040 sigma in 25 act. ( 218.96431 sig out 1 act.) RANK 5 NODE 13 --> 226.95482 sigma in 25 act. ( 211.82053 sig out 1 act.) RANK 6 NODE 22 --> 224.70291 sigma in 25 act. ( 209.08755 sig out 1 act.) RANK 7 NODE 17 --> 222.34625 sigma in 25 act. ( 226.82045 sig out 1 act.) RANK 8 NODE 23 --> 163.03108 sigma in 25 act. ( 211.28297 sig out 1 act.) RANK 9 NODE 21 --> 147.40697 sigma in 25 act. ( 147.79735 sig out 1 act.) RANK 10 NODE 12 --> 147.21057 sigma in 25 act. ( 157.16454 sig out 1 act.) RANK 11 NODE 2 --> 145.48790 sigma in 25 act. ( 245.58366 sig out 1 act.) RANK 12 NODE 15 --> 122.16576 sigma in 25 act. ( 130.83423 sig out 1 act.) RANK 13 NODE 20 --> 116.56221 sigma in 25 act. ( 124.83807 sig out 1 act.) RANK 14 NODE 8 --> 113.09872 sigma in 25 act. ( 113.87086 sig out 1 act.) RANK 15 NODE 24 --> 87.327904 sigma in 25 act. ( 96.663193 sig out 1 act.) RANK 16 NODE 16 --> 82.492996 sigma in 25 act. ( 85.130844 sig out 1 act.) RANK 17 NODE 6 --> 80.564255 sigma in 25 act. ( 90.121284 sig out 1 act.) RANK 18 NODE 11 --> 70.509926 sigma in 25 act. ( 70.155495 sig out 1 act.) RANK 19 NODE 4 --> 37.522270 sigma in 25 act. ( 39.886124 sig out 1 act.) RANK 20 NODE 26 --> 33.153404 sigma in 25 act. ( 34.805649 sig out 1 act.) RANK 21 NODE 3 --> 30.001511 sigma in 25 act. ( 30.832888 sig out 1 act.) RANK 22 NODE 18 --> 29.845278 sigma in 25 act. ( 30.000406 sig out 1 act.) RANK 23 NODE 9 --> 27.209106 sigma in 25 act. ( 28.412451 sig out 1 act.) RANK 24 NODE 14 --> 27.048634 sigma in 25 act. ( 27.843374 sig out 1 act.) RANK 25 NODE 1 --> 22.124632 sigma in 25 act. ( 22.917740 sig out 1 act.) RANK 26 NODE 25 --> 10.890305 sigma in 25 act. ( 7.5421233 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 554.08569 sigma out 1 act.( 573.09344 sig in 25 act.) RANK 2 NODE 10 --> 392.09973 sigma out 1 act.( 356.40591 sig in 25 act.) RANK 3 NODE 7 --> 318.48758 sigma out 1 act.( 406.48441 sig in 25 act.) RANK 4 NODE 2 --> 245.58366 sigma out 1 act.( 145.48790 sig in 25 act.) RANK 5 NODE 17 --> 226.82045 sigma out 1 act.( 222.34625 sig in 25 act.) RANK 6 NODE 5 --> 218.96431 sigma out 1 act.( 230.16040 sig in 25 act.) RANK 7 NODE 13 --> 211.82053 sigma out 1 act.( 226.95482 sig in 25 act.) RANK 8 NODE 23 --> 211.28297 sigma out 1 act.( 163.03108 sig in 25 act.) RANK 9 NODE 22 --> 209.08755 sigma out 1 act.( 224.70291 sig in 25 act.) RANK 10 NODE 12 --> 157.16454 sigma out 1 act.( 147.21057 sig in 25 act.) RANK 11 NODE 21 --> 147.79735 sigma out 1 act.( 147.40697 sig in 25 act.) RANK 12 NODE 15 --> 130.83423 sigma out 1 act.( 122.16576 sig in 25 act.) RANK 13 NODE 20 --> 124.83807 sigma out 1 act.( 116.56221 sig in 25 act.) RANK 14 NODE 8 --> 113.87086 sigma out 1 act.( 113.09872 sig in 25 act.) RANK 15 NODE 24 --> 96.663193 sigma out 1 act.( 87.327904 sig in 25 act.) RANK 16 NODE 6 --> 90.121284 sigma out 1 act.( 80.564255 sig in 25 act.) RANK 17 NODE 16 --> 85.130844 sigma out 1 act.( 82.492996 sig in 25 act.) RANK 18 NODE 11 --> 70.155495 sigma out 1 act.( 70.509926 sig in 25 act.) RANK 19 NODE 4 --> 39.886124 sigma out 1 act.( 37.522270 sig in 25 act.) RANK 20 NODE 26 --> 34.805649 sigma out 1 act.( 33.153404 sig in 25 act.) RANK 21 NODE 3 --> 30.832888 sigma out 1 act.( 30.001511 sig in 25 act.) RANK 22 NODE 18 --> 30.000406 sigma out 1 act.( 29.845278 sig in 25 act.) RANK 23 NODE 9 --> 28.412451 sigma out 1 act.( 27.209106 sig in 25 act.) RANK 24 NODE 14 --> 27.843374 sigma out 1 act.( 27.048634 sig in 25 act.) RANK 25 NODE 1 --> 22.917740 sigma out 1 act.( 22.124632 sig in 25 act.) RANK 26 NODE 25 --> 7.5421233 sigma out 1 act.( 10.890305 sig in 25 act.) RANK 1 NODE 1 --> 991.85864 sigma in 26 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.23672235 *** contribution from regularisation: 1.57414225E-03 *** contribution from error: -0.23829649 *** contribution from DIAG: 2.43009010E-04 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.23704176 *** contribution from regularisation: 1.60806999E-03 *** contribution from error: -0.23864983 *** contribution from DIAG: 2.40908310E-04 *********************************************** --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.23735978 *** contribution from regularisation: 1.60475471E-03 *** contribution from error: -0.23896453 *** contribution from DIAG: 2.41730246E-04 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.23775986 *** contribution from regularisation: 1.61582895E-03 *** contribution from error: -0.23937568 *** contribution from DIAG: 2.43022732E-04 *********************************************** --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.23812214 *** contribution from regularisation: 1.62613625E-03 *** contribution from error: -0.23974827 *** contribution from DIAG: 2.49318284E-04 *********************************************** --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.23846187 *** contribution from regularisation: 1.61593535E-03 *** contribution from error: -0.24007781 *** contribution from DIAG: 2.47283955E-04 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.23866916 *** contribution from regularisation: 1.59963919E-03 *** contribution from error: -0.24026880 *** contribution from DIAG: 2.47820804E-04 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.23881772 *** contribution from regularisation: 1.60551444E-03 *** contribution from error: -0.24042323 *** contribution from DIAG: 2.48495024E-04 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.23909110 *** contribution from regularisation: 1.60931912E-03 *** contribution from error: -0.24070042 *** contribution from DIAG: 2.46918236E-04 *********************************************** --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.23940288 *** contribution from regularisation: 1.61774945E-03 *** contribution from error: -0.24102062 *** contribution from DIAG: 2.54054379E-04 *********************************************** --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 588.18799 sigma out 26 active outputs RANK 2 NODE 2 --> 495.92389 sigma out 26 active outputs RANK 3 NODE 5 --> 327.67993 sigma out 26 active outputs RANK 4 NODE 3 --> 301.95505 sigma out 26 active outputs RANK 5 NODE 6 --> 252.37398 sigma out 26 active outputs RANK 6 NODE 8 --> 236.16707 sigma out 26 active outputs RANK 7 NODE 7 --> 226.14200 sigma out 26 active outputs RANK 8 NODE 11 --> 214.64549 sigma out 26 active outputs RANK 9 NODE 4 --> 211.30150 sigma out 26 active outputs RANK 10 NODE 12 --> 193.42223 sigma out 26 active outputs RANK 11 NODE 9 --> 140.41197 sigma out 26 active outputs RANK 12 NODE 13 --> 139.14091 sigma out 26 active outputs RANK 13 NODE 17 --> 131.43748 sigma out 26 active outputs RANK 14 NODE 16 --> 130.99626 sigma out 26 active outputs RANK 15 NODE 20 --> 87.176888 sigma out 26 active outputs RANK 16 NODE 25 --> 83.131355 sigma out 26 active outputs RANK 17 NODE 15 --> 77.890663 sigma out 26 active outputs RANK 18 NODE 14 --> 65.530052 sigma out 26 active outputs RANK 19 NODE 22 --> 60.899376 sigma out 26 active outputs RANK 20 NODE 23 --> 57.214096 sigma out 26 active outputs RANK 21 NODE 19 --> 56.026100 sigma out 26 active outputs RANK 22 NODE 18 --> 54.070225 sigma out 26 active outputs RANK 23 NODE 10 --> 50.351513 sigma out 26 active outputs RANK 24 NODE 21 --> 50.224636 sigma out 26 active outputs RANK 25 NODE 24 --> 25.142931 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 19 --> 637.51855 sigma in 25 act. ( 646.14679 sig out 1 act.) RANK 2 NODE 7 --> 438.92166 sigma in 25 act. ( 358.49353 sig out 1 act.) RANK 3 NODE 10 --> 352.05911 sigma in 25 act. ( 395.70126 sig out 1 act.) RANK 4 NODE 22 --> 281.17786 sigma in 25 act. ( 265.37628 sig out 1 act.) RANK 5 NODE 5 --> 257.48929 sigma in 25 act. ( 237.73656 sig out 1 act.) RANK 6 NODE 13 --> 234.79704 sigma in 25 act. ( 217.86925 sig out 1 act.) RANK 7 NODE 17 --> 232.59544 sigma in 25 act. ( 233.93869 sig out 1 act.) RANK 8 NODE 23 --> 220.26184 sigma in 25 act. ( 263.73767 sig out 1 act.) RANK 9 NODE 20 --> 175.71211 sigma in 25 act. ( 177.95311 sig out 1 act.) RANK 10 NODE 21 --> 169.87553 sigma in 25 act. ( 166.32162 sig out 1 act.) RANK 11 NODE 2 --> 158.65028 sigma in 25 act. ( 290.62949 sig out 1 act.) RANK 12 NODE 12 --> 150.21452 sigma in 25 act. ( 159.31517 sig out 1 act.) RANK 13 NODE 15 --> 128.03983 sigma in 25 act. ( 135.82776 sig out 1 act.) RANK 14 NODE 24 --> 114.51759 sigma in 25 act. ( 123.38145 sig out 1 act.) RANK 15 NODE 8 --> 113.89743 sigma in 25 act. ( 115.07664 sig out 1 act.) RANK 16 NODE 16 --> 107.67607 sigma in 25 act. ( 111.79609 sig out 1 act.) RANK 17 NODE 6 --> 91.272545 sigma in 25 act. ( 104.30454 sig out 1 act.) RANK 18 NODE 11 --> 66.950569 sigma in 25 act. ( 65.909393 sig out 1 act.) RANK 19 NODE 9 --> 36.859764 sigma in 25 act. ( 38.868065 sig out 1 act.) RANK 20 NODE 26 --> 32.276379 sigma in 25 act. ( 33.782204 sig out 1 act.) RANK 21 NODE 4 --> 29.264572 sigma in 25 act. ( 30.582342 sig out 1 act.) RANK 22 NODE 3 --> 28.109371 sigma in 25 act. ( 28.707047 sig out 1 act.) RANK 23 NODE 18 --> 26.741388 sigma in 25 act. ( 26.432257 sig out 1 act.) RANK 24 NODE 14 --> 19.704962 sigma in 25 act. ( 20.218077 sig out 1 act.) RANK 25 NODE 25 --> 18.472563 sigma in 25 act. ( 16.738956 sig out 1 act.) RANK 26 NODE 1 --> 18.269703 sigma in 25 act. ( 18.247089 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 646.14679 sigma out 1 act.( 637.51855 sig in 25 act.) RANK 2 NODE 10 --> 395.70126 sigma out 1 act.( 352.05911 sig in 25 act.) RANK 3 NODE 7 --> 358.49353 sigma out 1 act.( 438.92166 sig in 25 act.) RANK 4 NODE 2 --> 290.62949 sigma out 1 act.( 158.65028 sig in 25 act.) RANK 5 NODE 22 --> 265.37628 sigma out 1 act.( 281.17786 sig in 25 act.) RANK 6 NODE 23 --> 263.73767 sigma out 1 act.( 220.26184 sig in 25 act.) RANK 7 NODE 5 --> 237.73656 sigma out 1 act.( 257.48929 sig in 25 act.) RANK 8 NODE 17 --> 233.93869 sigma out 1 act.( 232.59544 sig in 25 act.) RANK 9 NODE 13 --> 217.86925 sigma out 1 act.( 234.79704 sig in 25 act.) RANK 10 NODE 20 --> 177.95311 sigma out 1 act.( 175.71211 sig in 25 act.) RANK 11 NODE 21 --> 166.32162 sigma out 1 act.( 169.87553 sig in 25 act.) RANK 12 NODE 12 --> 159.31517 sigma out 1 act.( 150.21452 sig in 25 act.) RANK 13 NODE 15 --> 135.82776 sigma out 1 act.( 128.03983 sig in 25 act.) RANK 14 NODE 24 --> 123.38145 sigma out 1 act.( 114.51759 sig in 25 act.) RANK 15 NODE 8 --> 115.07664 sigma out 1 act.( 113.89743 sig in 25 act.) RANK 16 NODE 16 --> 111.79609 sigma out 1 act.( 107.67607 sig in 25 act.) RANK 17 NODE 6 --> 104.30454 sigma out 1 act.( 91.272545 sig in 25 act.) RANK 18 NODE 11 --> 65.909393 sigma out 1 act.( 66.950569 sig in 25 act.) RANK 19 NODE 9 --> 38.868065 sigma out 1 act.( 36.859764 sig in 25 act.) RANK 20 NODE 26 --> 33.782204 sigma out 1 act.( 32.276379 sig in 25 act.) RANK 21 NODE 4 --> 30.582342 sigma out 1 act.( 29.264572 sig in 25 act.) RANK 22 NODE 3 --> 28.707047 sigma out 1 act.( 28.109371 sig in 25 act.) RANK 23 NODE 18 --> 26.432257 sigma out 1 act.( 26.741388 sig in 25 act.) RANK 24 NODE 14 --> 20.218077 sigma out 1 act.( 19.704962 sig in 25 act.) RANK 25 NODE 1 --> 18.247089 sigma out 1 act.( 18.269703 sig in 25 act.) RANK 26 NODE 25 --> 16.738956 sigma out 1 act.( 18.472563 sig in 25 act.) RANK 1 NODE 1 --> 1118.5900 sigma in 26 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.23983161 *** contribution from regularisation: 1.62101386E-03 *** contribution from error: -0.24145262 *** contribution from DIAG: 2.50298937E-04 *********************************************** --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.24007744 *** contribution from regularisation: 1.61429076E-03 *** contribution from error: -0.24169172 *** contribution from DIAG: 2.53957609E-04 *********************************************** --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.24030983 *** contribution from regularisation: 1.61712617E-03 *** contribution from error: -0.24192697 *** contribution from DIAG: 2.56381667E-04 *********************************************** --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.24071363 *** contribution from regularisation: 1.62451528E-03 *** contribution from error: -0.24233814 *** contribution from DIAG: 2.52854254E-04 *********************************************** --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.24080309 *** contribution from regularisation: 1.65219931E-03 *** contribution from error: -0.24245529 *** contribution from DIAG: 2.60038301E-04 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.24126603 *** contribution from regularisation: 1.60980457E-03 *** contribution from error: -0.24287583 *** contribution from DIAG: 2.49996112E-04 *********************************************** --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.24135314 *** contribution from regularisation: 1.61304919E-03 *** contribution from error: -0.24296619 *** contribution from DIAG: 2.47627147E-04 *********************************************** --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.24167894 *** contribution from regularisation: 1.63462013E-03 *** contribution from error: -0.24331355 *** contribution from DIAG: 2.47839489E-04 *********************************************** --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.24200270 *** contribution from regularisation: 1.64491788E-03 *** contribution from error: -0.24364762 *** contribution from DIAG: 2.52912811E-04 *********************************************** --------------------------------------------------- Iteration : 79 *********************************************** *** Learn Path 79 *** loss function: -0.24216528 *** contribution from regularisation: 1.67462206E-03 *** contribution from error: -0.24383990 *** contribution from DIAG: 2.64387549E-04 *********************************************** --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 718.95258 sigma out 26 active outputs RANK 2 NODE 2 --> 541.81927 sigma out 26 active outputs RANK 3 NODE 5 --> 410.48056 sigma out 26 active outputs RANK 4 NODE 6 --> 292.23236 sigma out 26 active outputs RANK 5 NODE 3 --> 280.24548 sigma out 26 active outputs RANK 6 NODE 8 --> 273.04562 sigma out 26 active outputs RANK 7 NODE 7 --> 261.89453 sigma out 26 active outputs RANK 8 NODE 4 --> 245.72247 sigma out 26 active outputs RANK 9 NODE 11 --> 214.04884 sigma out 26 active outputs RANK 10 NODE 12 --> 207.21999 sigma out 26 active outputs RANK 11 NODE 16 --> 161.36490 sigma out 26 active outputs RANK 12 NODE 17 --> 159.45560 sigma out 26 active outputs RANK 13 NODE 9 --> 155.31032 sigma out 26 active outputs RANK 14 NODE 13 --> 152.24899 sigma out 26 active outputs RANK 15 NODE 20 --> 109.00286 sigma out 26 active outputs RANK 16 NODE 15 --> 91.410301 sigma out 26 active outputs RANK 17 NODE 25 --> 90.614426 sigma out 26 active outputs RANK 18 NODE 14 --> 76.042023 sigma out 26 active outputs RANK 19 NODE 22 --> 69.014847 sigma out 26 active outputs RANK 20 NODE 18 --> 66.323967 sigma out 26 active outputs RANK 21 NODE 23 --> 63.145786 sigma out 26 active outputs RANK 22 NODE 19 --> 61.162842 sigma out 26 active outputs RANK 23 NODE 21 --> 58.586082 sigma out 26 active outputs RANK 24 NODE 10 --> 53.297066 sigma out 26 active outputs RANK 25 NODE 24 --> 26.880186 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 19 --> 747.75482 sigma in 25 act. ( 766.99170 sig out 1 act.) RANK 2 NODE 7 --> 495.60287 sigma in 25 act. ( 403.71619 sig out 1 act.) RANK 3 NODE 10 --> 364.83835 sigma in 25 act. ( 376.17780 sig out 1 act.) RANK 4 NODE 22 --> 337.48373 sigma in 25 act. ( 329.44168 sig out 1 act.) RANK 5 NODE 5 --> 290.21875 sigma in 25 act. ( 261.56027 sig out 1 act.) RANK 6 NODE 23 --> 276.55804 sigma in 25 act. ( 306.29834 sig out 1 act.) RANK 7 NODE 20 --> 261.50558 sigma in 25 act. ( 256.72885 sig out 1 act.) RANK 8 NODE 13 --> 257.57407 sigma in 25 act. ( 239.51959 sig out 1 act.) RANK 9 NODE 17 --> 230.99867 sigma in 25 act. ( 221.08746 sig out 1 act.) RANK 10 NODE 21 --> 192.48500 sigma in 25 act. ( 194.51044 sig out 1 act.) RANK 11 NODE 2 --> 167.64409 sigma in 25 act. ( 338.49915 sig out 1 act.) RANK 12 NODE 12 --> 157.31802 sigma in 25 act. ( 163.91020 sig out 1 act.) RANK 13 NODE 24 --> 150.55161 sigma in 25 act. ( 160.61908 sig out 1 act.) RANK 14 NODE 16 --> 136.96904 sigma in 25 act. ( 141.50627 sig out 1 act.) RANK 15 NODE 15 --> 135.68935 sigma in 25 act. ( 139.89517 sig out 1 act.) RANK 16 NODE 6 --> 117.73278 sigma in 25 act. ( 137.21539 sig out 1 act.) RANK 17 NODE 8 --> 116.89439 sigma in 25 act. ( 120.15736 sig out 1 act.) RANK 18 NODE 11 --> 78.856064 sigma in 25 act. ( 77.377045 sig out 1 act.) RANK 19 NODE 9 --> 50.059460 sigma in 25 act. ( 53.244022 sig out 1 act.) RANK 20 NODE 26 --> 39.190498 sigma in 25 act. ( 42.037483 sig out 1 act.) RANK 21 NODE 3 --> 34.928665 sigma in 25 act. ( 35.871422 sig out 1 act.) RANK 22 NODE 18 --> 28.307150 sigma in 25 act. ( 27.999973 sig out 1 act.) RANK 23 NODE 4 --> 24.414497 sigma in 25 act. ( 25.094332 sig out 1 act.) RANK 24 NODE 25 --> 23.451330 sigma in 25 act. ( 22.149328 sig out 1 act.) RANK 25 NODE 1 --> 22.284624 sigma in 25 act. ( 22.831751 sig out 1 act.) RANK 26 NODE 14 --> 17.311916 sigma in 25 act. ( 17.759197 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 766.99170 sigma out 1 act.( 747.75482 sig in 25 act.) RANK 2 NODE 7 --> 403.71619 sigma out 1 act.( 495.60287 sig in 25 act.) RANK 3 NODE 10 --> 376.17780 sigma out 1 act.( 364.83835 sig in 25 act.) RANK 4 NODE 2 --> 338.49915 sigma out 1 act.( 167.64409 sig in 25 act.) RANK 5 NODE 22 --> 329.44168 sigma out 1 act.( 337.48373 sig in 25 act.) RANK 6 NODE 23 --> 306.29834 sigma out 1 act.( 276.55804 sig in 25 act.) RANK 7 NODE 5 --> 261.56027 sigma out 1 act.( 290.21875 sig in 25 act.) RANK 8 NODE 20 --> 256.72885 sigma out 1 act.( 261.50558 sig in 25 act.) RANK 9 NODE 13 --> 239.51959 sigma out 1 act.( 257.57407 sig in 25 act.) RANK 10 NODE 17 --> 221.08746 sigma out 1 act.( 230.99867 sig in 25 act.) RANK 11 NODE 21 --> 194.51044 sigma out 1 act.( 192.48500 sig in 25 act.) RANK 12 NODE 12 --> 163.91020 sigma out 1 act.( 157.31802 sig in 25 act.) RANK 13 NODE 24 --> 160.61908 sigma out 1 act.( 150.55161 sig in 25 act.) RANK 14 NODE 16 --> 141.50627 sigma out 1 act.( 136.96904 sig in 25 act.) RANK 15 NODE 15 --> 139.89517 sigma out 1 act.( 135.68935 sig in 25 act.) RANK 16 NODE 6 --> 137.21539 sigma out 1 act.( 117.73278 sig in 25 act.) RANK 17 NODE 8 --> 120.15736 sigma out 1 act.( 116.89439 sig in 25 act.) RANK 18 NODE 11 --> 77.377045 sigma out 1 act.( 78.856064 sig in 25 act.) RANK 19 NODE 9 --> 53.244022 sigma out 1 act.( 50.059460 sig in 25 act.) RANK 20 NODE 26 --> 42.037483 sigma out 1 act.( 39.190498 sig in 25 act.) RANK 21 NODE 3 --> 35.871422 sigma out 1 act.( 34.928665 sig in 25 act.) RANK 22 NODE 18 --> 27.999973 sigma out 1 act.( 28.307150 sig in 25 act.) RANK 23 NODE 4 --> 25.094332 sigma out 1 act.( 24.414497 sig in 25 act.) RANK 24 NODE 1 --> 22.831751 sigma out 1 act.( 22.284624 sig in 25 act.) RANK 25 NODE 25 --> 22.149328 sigma out 1 act.( 23.451330 sig in 25 act.) RANK 26 NODE 14 --> 17.759197 sigma out 1 act.( 17.311916 sig in 25 act.) RANK 1 NODE 1 --> 1276.0308 sigma in 26 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.24239370 *** contribution from regularisation: 1.63812784E-03 *** contribution from error: -0.24403183 *** contribution from DIAG: 2.76748411E-04 *********************************************** --------------------------------------------------- Iteration : 81 *********************************************** *** Learn Path 81 *** loss function: -0.24250939 *** contribution from regularisation: 1.61878346E-03 *** contribution from error: -0.24412818 *** contribution from DIAG: 2.74997816E-04 *********************************************** --------------------------------------------------- Iteration : 82 *********************************************** *** Learn Path 82 *** loss function: -0.24260941 *** contribution from regularisation: 1.62963581E-03 *** contribution from error: -0.24423905 *** contribution from DIAG: 2.71799479E-04 *********************************************** --------------------------------------------------- Iteration : 83 *********************************************** *** Learn Path 83 *** loss function: -0.24280243 *** contribution from regularisation: 1.64047792E-03 *** contribution from error: -0.24444291 *** contribution from DIAG: 2.74058286E-04 *********************************************** --------------------------------------------------- Iteration : 84 *********************************************** *** Learn Path 84 *** loss function: -0.24301963 *** contribution from regularisation: 1.66124385E-03 *** contribution from error: -0.24468087 *** contribution from DIAG: 2.66324467E-04 *********************************************** --------------------------------------------------- Iteration : 85 *********************************************** *** Learn Path 85 *** loss function: -0.24315779 *** contribution from regularisation: 1.67243916E-03 *** contribution from error: -0.24483022 *** contribution from DIAG: 2.75591650E-04 *********************************************** --------------------------------------------------- Iteration : 86 *********************************************** *** Learn Path 86 *** loss function: -0.24332829 *** contribution from regularisation: 1.63147121E-03 *** contribution from error: -0.24495976 *** contribution from DIAG: 2.72301288E-04 *********************************************** --------------------------------------------------- Iteration : 87 *********************************************** *** Learn Path 87 *** loss function: -0.24346036 *** contribution from regularisation: 1.64328294E-03 *** contribution from error: -0.24510364 *** contribution from DIAG: 2.69303768E-04 *********************************************** --------------------------------------------------- Iteration : 88 *********************************************** *** Learn Path 88 *** loss function: -0.24365422 *** contribution from regularisation: 1.67123240E-03 *** contribution from error: -0.24532546 *** contribution from DIAG: 2.70144868E-04 *********************************************** --------------------------------------------------- Iteration : 89 *********************************************** *** Learn Path 89 *** loss function: -0.24368550 *** contribution from regularisation: 1.68752705E-03 *** contribution from error: -0.24537303 *** contribution from DIAG: 2.74170452E-04 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 811.68988 sigma out 26 active outputs RANK 2 NODE 2 --> 577.28986 sigma out 26 active outputs RANK 3 NODE 5 --> 444.06635 sigma out 26 active outputs RANK 4 NODE 6 --> 317.11655 sigma out 26 active outputs RANK 5 NODE 8 --> 294.27084 sigma out 26 active outputs RANK 6 NODE 7 --> 286.86591 sigma out 26 active outputs RANK 7 NODE 3 --> 284.39099 sigma out 26 active outputs RANK 8 NODE 4 --> 274.45657 sigma out 26 active outputs RANK 9 NODE 11 --> 213.53734 sigma out 26 active outputs RANK 10 NODE 12 --> 199.88191 sigma out 26 active outputs RANK 11 NODE 16 --> 183.18475 sigma out 26 active outputs RANK 12 NODE 17 --> 174.64906 sigma out 26 active outputs RANK 13 NODE 9 --> 165.38261 sigma out 26 active outputs RANK 14 NODE 13 --> 165.14702 sigma out 26 active outputs RANK 15 NODE 20 --> 126.14555 sigma out 26 active outputs RANK 16 NODE 15 --> 110.77393 sigma out 26 active outputs RANK 17 NODE 25 --> 95.519043 sigma out 26 active outputs RANK 18 NODE 14 --> 86.649673 sigma out 26 active outputs RANK 19 NODE 18 --> 83.163918 sigma out 26 active outputs RANK 20 NODE 22 --> 76.033569 sigma out 26 active outputs RANK 21 NODE 23 --> 68.434433 sigma out 26 active outputs RANK 22 NODE 21 --> 65.877914 sigma out 26 active outputs RANK 23 NODE 19 --> 64.415405 sigma out 26 active outputs RANK 24 NODE 10 --> 55.308590 sigma out 26 active outputs RANK 25 NODE 24 --> 29.461100 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 19 --> 805.55103 sigma in 25 act. ( 859.42267 sig out 1 act.) RANK 2 NODE 7 --> 543.25751 sigma in 25 act. ( 445.34760 sig out 1 act.) RANK 3 NODE 22 --> 370.09583 sigma in 25 act. ( 361.88974 sig out 1 act.) RANK 4 NODE 10 --> 351.00314 sigma in 25 act. ( 372.59811 sig out 1 act.) RANK 5 NODE 5 --> 329.25449 sigma in 25 act. ( 297.15134 sig out 1 act.) RANK 6 NODE 20 --> 327.01163 sigma in 25 act. ( 322.79510 sig out 1 act.) RANK 7 NODE 23 --> 303.62878 sigma in 25 act. ( 325.59744 sig out 1 act.) RANK 8 NODE 13 --> 272.90341 sigma in 25 act. ( 253.41528 sig out 1 act.) RANK 9 NODE 17 --> 251.83661 sigma in 25 act. ( 239.15492 sig out 1 act.) RANK 10 NODE 21 --> 205.70979 sigma in 25 act. ( 213.06493 sig out 1 act.) RANK 11 NODE 24 --> 202.01698 sigma in 25 act. ( 215.20540 sig out 1 act.) RANK 12 NODE 2 --> 184.71338 sigma in 25 act. ( 364.54819 sig out 1 act.) RANK 13 NODE 12 --> 167.85104 sigma in 25 act. ( 173.61194 sig out 1 act.) RANK 14 NODE 16 --> 165.09424 sigma in 25 act. ( 170.72359 sig out 1 act.) RANK 15 NODE 15 --> 136.06635 sigma in 25 act. ( 138.39354 sig out 1 act.) RANK 16 NODE 6 --> 135.45758 sigma in 25 act. ( 158.91449 sig out 1 act.) RANK 17 NODE 8 --> 132.10664 sigma in 25 act. ( 137.67986 sig out 1 act.) RANK 18 NODE 11 --> 85.446518 sigma in 25 act. ( 84.175880 sig out 1 act.) RANK 19 NODE 9 --> 55.573715 sigma in 25 act. ( 59.047848 sig out 1 act.) RANK 20 NODE 26 --> 45.432228 sigma in 25 act. ( 49.282166 sig out 1 act.) RANK 21 NODE 3 --> 40.919594 sigma in 25 act. ( 41.782139 sig out 1 act.) RANK 22 NODE 25 --> 28.661537 sigma in 25 act. ( 27.701916 sig out 1 act.) RANK 23 NODE 18 --> 28.486015 sigma in 25 act. ( 28.312819 sig out 1 act.) RANK 24 NODE 4 --> 23.755564 sigma in 25 act. ( 24.348818 sig out 1 act.) RANK 25 NODE 1 --> 21.779152 sigma in 25 act. ( 22.164759 sig out 1 act.) RANK 26 NODE 14 --> 19.011259 sigma in 25 act. ( 19.903387 sig out 1 act.) sorted by output significance RANK 1 NODE 19 --> 859.42267 sigma out 1 act.( 805.55103 sig in 25 act.) RANK 2 NODE 7 --> 445.34760 sigma out 1 act.( 543.25751 sig in 25 act.) RANK 3 NODE 10 --> 372.59811 sigma out 1 act.( 351.00314 sig in 25 act.) RANK 4 NODE 2 --> 364.54819 sigma out 1 act.( 184.71338 sig in 25 act.) RANK 5 NODE 22 --> 361.88974 sigma out 1 act.( 370.09583 sig in 25 act.) RANK 6 NODE 23 --> 325.59744 sigma out 1 act.( 303.62878 sig in 25 act.) RANK 7 NODE 20 --> 322.79510 sigma out 1 act.( 327.01163 sig in 25 act.) RANK 8 NODE 5 --> 297.15134 sigma out 1 act.( 329.25449 sig in 25 act.) RANK 9 NODE 13 --> 253.41528 sigma out 1 act.( 272.90341 sig in 25 act.) RANK 10 NODE 17 --> 239.15492 sigma out 1 act.( 251.83661 sig in 25 act.) RANK 11 NODE 24 --> 215.20540 sigma out 1 act.( 202.01698 sig in 25 act.) RANK 12 NODE 21 --> 213.06493 sigma out 1 act.( 205.70979 sig in 25 act.) RANK 13 NODE 12 --> 173.61194 sigma out 1 act.( 167.85104 sig in 25 act.) RANK 14 NODE 16 --> 170.72359 sigma out 1 act.( 165.09424 sig in 25 act.) RANK 15 NODE 6 --> 158.91449 sigma out 1 act.( 135.45758 sig in 25 act.) RANK 16 NODE 15 --> 138.39354 sigma out 1 act.( 136.06635 sig in 25 act.) RANK 17 NODE 8 --> 137.67986 sigma out 1 act.( 132.10664 sig in 25 act.) RANK 18 NODE 11 --> 84.175880 sigma out 1 act.( 85.446518 sig in 25 act.) RANK 19 NODE 9 --> 59.047848 sigma out 1 act.( 55.573715 sig in 25 act.) RANK 20 NODE 26 --> 49.282166 sigma out 1 act.( 45.432228 sig in 25 act.) RANK 21 NODE 3 --> 41.782139 sigma out 1 act.( 40.919594 sig in 25 act.) RANK 22 NODE 18 --> 28.312819 sigma out 1 act.( 28.486015 sig in 25 act.) RANK 23 NODE 25 --> 27.701916 sigma out 1 act.( 28.661537 sig in 25 act.) RANK 24 NODE 4 --> 24.348818 sigma out 1 act.( 23.755564 sig in 25 act.) RANK 25 NODE 1 --> 22.164759 sigma out 1 act.( 21.779152 sig in 25 act.) RANK 26 NODE 14 --> 19.903387 sigma out 1 act.( 19.011259 sig in 25 act.) RANK 1 NODE 1 --> 1411.2797 sigma in 26 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.24372852 *** contribution from regularisation: 1.64451462E-03 *** contribution from error: -0.24537304 *** contribution from DIAG: 2.73726066E-04 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 112217 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/Pion/Upstream/GlobalPID_Pion_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/Pion/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/Pion/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/Pion/Upstream/NB.txt Training Host = lxplus432.cern.ch Particle type = pion Background types = all Training Mix = NaturalMix Track type = Upstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Pion_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/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 23 nodes, hidden layer has 26 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/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 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 22 input variables. ***************Training results***************** number of nodes in the 1st layer: 25 number of nodes in the 2nd layer: 26 number of nodes in the 3rd layer: 1 number of iterations: 100