Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Upstream Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Upstream/GlobalPID_Ghost_Upstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Upstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Upstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Upstream/NB.txt Training Host = lxplus432.cern.ch Particle type = ghost Background types = all Training Mix = NaturalMix Track type = Upstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Ghost_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 24 nodes, hidden layer has 27 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 24 Your number of nodes in the hidden layer is: 27 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function You want to use the global preprocessing flag 621 You use momentum: 0. Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackCloneDist PreproFlag 34 Input 10 TrackFitVeloChi2 PreproFlag 14 Input 11 TrackFitVeloNDoF PreproFlag 19 Input 12 RichUsedAero PreproFlag 18 Input 13 RichUsedR1Gas PreproFlag 18 Input 14 RichAbovePiThres PreproFlag 18 Input 15 RichAboveKaThres PreproFlag 18 Input 16 RichAbovePrThres PreproFlag 18 Input 17 RichDLLe PreproFlag 34 Input 18 RichDLLmu PreproFlag 34 Input 19 RichDLLk PreproFlag 34 Input 20 RichDLLp PreproFlag 34 Input 21 RichDLLbt PreproFlag 34 Input 22 InAccBrem PreproFlag 19 Input 23 BremPIDe PreproFlag 34 Input 24 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5157981 tracks for input to NN training Sel. Eff. = 19.3874% Selected 1000000 tracks for input to NN training ghost percentage = 29.8513% electron percentage = 5.7412% muon percentage = 0.3947% pion percentage = 53.654% kaon percentage = 7.2871% proton percentage = 2.972% Unknown Particle type 3112 percentage = 0.034% Unknown Particle type 3222 percentage = 0.0368% Unknown Particle type 3312 percentage = 0.0106% Unknown Particle type 3334 percentage = 0.0002% Unknown Particle type 1000010020 percentage = 0.0022% Unknown Particle type 1000010030 percentage = 0.0027% Unknown Particle type 1000020040 percentage = 0.0132% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T Project 2001-2003 Copyright Phi-T GmbH Version 20101206 Library compiled with: NB_MAXPATTERN= 1500000 NB_MAXNODE = 100 ----------------------------------- found 1000000 samples to learn from preprocessing flags/parameters: global preprocessing flag: 621 individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 3 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 4 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 5 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 6 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 7 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 8 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 9 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 10 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 11 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 12 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 13 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 14 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 15 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 16 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 17 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 18 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 19 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 20 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 21 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 22 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 23 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 24 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. Using weight factor: 1. 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: 29.8512993 % ------------------------------ Transdef: Tab for variable 1 -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. ------------------------------ Transdef: Tab for variable 2 1. 15. 19. 22. 24. 26. 28. 29. 31. 32. 33. 35. 36. 37. 38. 39. 40. 41. 42. 43. 44. 45. 46. 47. 48. 49. 50. 51. 51. 52. 53. 54. 55. 56. 57. 57. 58. 59. 60. 61. 62. 63. 64. 64. 65. 66. 67. 68. 69. 70. 71. 71. 72. 73. 74. 75. 76. 77. 78. 79. 80. 81. 82. 83. 84. 85. 86. 87. 89. 90. 91. 92. 93. 94. 96. 97. 98. 100. 101. 103. 105. 106. 108. 110. 112. 114. 116. 118. 120. 122. 125. 128. 131. 135. 139. 143. 149. 156. 166. 185. 435. build map for variable # 2 ------------------------------ Transdef: Tab for variable 3 58.6800003 526.964966 582.929993 624.14502 659.039978 689.890015 717.734985 743.580017 767.85498 791.130005 813.005005 834.52002 855.859985 877.090027 897.47998 917.97998 938.150024 957.97998 977.710022 997.299988 1016.90002 1036.09998 1055.46997 1075.06494 1094.125 1113.66003 1133.13 1152.55005 1172.44495 1192.25 1212.39502 1232.21997 1252.12 1272.83997 1293.53003 1314.68994 1336.13501 1358.13 1379.84998 1402.13 1424.75 1447.83496 1471.329 warning: map is empty for variable 3 96 1494.93005 1519.16504 1544.03003 1569.44495 1595.39001 1621.94995 1649.13 1676.45996 1704.39502 1733.60999 1762.84998 1793.63 1825.67004 1858.46997 1892.60498 1927.60999 1963.31006 2001.34998 2040.73999 2081.45996 2124.59009 2169.40479 2216.13989 2265.23999 2317.6001 2372.59009 2429.91504 2491.26514 2556.35498 2627.18994 2703.18506 2785.25 2874.46997 2971.0249 3077.20996 3195.15991 3323.94482 3467.06494 3627.28003 3811.34009 4023.66992 4262.90527 4539.01465 4869.84961 5245.74512 5693.2251 6233.31006 6872.29492 7639.93018 8567.9043 9715.32031 11142.3799 12968.9551 15317.1445 18586.1191 23868.3008 35725.0898 4692808.5 do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 1.45295644 19.3934059 25.3477707 30.1382904 34.2951813 38.1772003 41.9015388 45.4908142 48.9934883 52.4974442 55.9440079 59.3997345 62.8485031 66.2592163 69.7468719 73.2395935 76.7373734 80.2802124 83.8269348 87.5004578 91.1254883 94.8316345 98.5134659 102.279778 106.026756 109.853912 113.706299 117.644081 121.591629 125.535828 129.517426 133.560669 137.703049 141.799759 145.982788 150.112701 154.281693 158.562851 162.899628 167.300323 171.733383 176.263153 180.781097 185.398346 189.994873 194.691589 199.40947 204.35379 209.242905 214.269867 219.270737 224.448425 229.760284 235.16861 240.721542 246.347656 252.108826 258.002838 264.039368 270.239502 276.633423 283.083374 289.865417 296.841492 303.998108 311.487488 319.014496 326.853302 334.950439 343.4245 352.102783 361.125885 370.403503 380.069366 390.229675 400.551086 411.276886 422.919617 434.943298 447.665527 460.898163 474.911987 489.594849 505.222137 522.138367 540.735962 561.385498 583.817932 608.402222 635.688477 666.849121 703.005554 745.67804 796.140137 857.432007 936.390625 1043.1709 warning: map is empty for variable 4 1201.73962 1480.29688 2219.48828 931746. 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 0.000662988052 0.152839929 0.203686476 0.240665868 0.271108627 0.297576845 0.321139932 0.342989981 0.363142431 0.38201052 0.400266111 0.417636245 0.434204996 0.45043847 0.465809822 0.481027007 0.495504409 0.509832144 0.523718119 0.537498593 0.551041842 0.564308703 0.577589393 0.590498149 0.603327155 0.616021276 0.628406644 0.64092797 0.653259099 0.665487409 0.677571416 0.68986392 0.701986551 0.714215994 0.726419568 0.738408625 0.750482798 0.7626369 0.775019288 0.787216425 0.799287558 0.811548829 0.823842883 0.83643949 0.849035144 0.861620069 0.874264598 0.887014687 0.899848938 0.912823796 0.925958991 0.939238667 0.952646613 0.966296792 0.980124354 0.994074643 1.0081265 1.02298927 1.03754759 1.05248284 1.06766546 1.08311367 1.09858537 1.11504781 1.13179445 1.14856505 1.16602111 1.18362594 1.20189011 1.2207979 1.24029779 1.26006699 1.2803154 1.30189562 1.32405949 1.34664226 1.37063026 1.39514434 1.42136955 1.44852018 1.47651124 1.50653172 1.53833199 1.57157934 1.60700893 1.64536262 1.68640733 1.73054361 1.77903533 1.83228445 1.89035368 1.95603466 2.02998638 2.11498404 2.21407986 2.33385372 2.48102522 2.67263293 2.95052814 3.42529511 9.98801994 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 2. 4. 4. 4. 5. 5. 5. 5. 5. 5. 6. 6. 6. 6. 6. 6. 6. 6. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 8. 8. 8. 8. 8. 8. 8. 8. 8. 8. 8. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 10. 10. 10. 10. 10. 10. 10. 10. 11. 11. 11. 11. 11. 11. 11. 11. 11. 12. 12. 12. 12. 12. 12. 12. 13. 13. 13. 13. 13. 13. 13. 13. 14. 14. 14. 14. 15. 15. 15. 15. 15. 16. 16. 17. 17. 19. 30. build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -99.5388565 -25.5917397 -20.3738194 -16.9280586 -14.5050735 -12.898694 -11.7588348 -10.8874807 -10.168745 -9.58856869 -9.11158466 -8.69907379 -8.32406044 -8.01462936 -7.72290802 -7.4423461 -7.17818069 -6.93169308 -6.70651388 -6.49788952 -6.30237484 -6.12085104 -5.95661211 -5.80187607 -5.66029739 -5.52217579 -5.39269304 -5.26939774 -5.14696932 -5.02559662 -4.9030962 -4.78962421 -4.6887579 -4.59555626 -4.50984764 -4.43039417 -4.34941292 -4.27063513 -4.19269943 -4.11699295 -4.02809429 -3.93248248 -3.83104038 -3.73201656 -3.63536978 -3.54303432 -3.45526505 -3.3669889 -3.27805567 -3.19002104 -3.10676765 -3.02966213 -2.95746064 -2.88847399 -2.82544255 -2.76322269 -2.70335674 -2.645432 -2.58731651 -2.5303216 -2.47511363 -2.42334628 -2.37433195 -2.32739758 -2.28196526 -2.2393477 -2.19768381 -2.15798378 -2.11808109 -2.07847738 -2.03896856 -2.00104499 -1.96020019 -1.91894674 -1.87837577 warning: map is empty for variable 7 -1.83652568 -1.79638314 -1.75624144 -1.71523309 -1.67589569 -1.63526523 -1.5956707 -1.55775928 -1.51949501 -1.4838748 -1.44980121 -1.41464043 -1.3814559 -1.34957325 -1.31693387 -1.28284359 -1.25121057 -1.2192204 -1.18295693 -1.1474328 -1.11260426 -1.07128084 -1.03257203 -0.983424306 -0.916359782 -0.268890202 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 0.0250362772 0.0670026019 0.0751922578 0.0807324946 0.0850630254 0.088824302 0.0921570808 0.0951310098 0.0978628993 0.10035339 0.102686852 0.104881182 0.106976822 0.109046713 0.110999376 0.112929873 0.114774853 0.116585106 0.118355013 0.120131269 0.121865556 0.123562887 0.125249386 0.126929998 0.128605157 0.130312085 0.132007688 0.133701116 0.135374054 0.137079254 0.138811365 0.140541777 0.142251164 0.144033283 0.145845443 0.147710875 0.149555504 0.151458085 0.153424591 0.155 warning: map is empty for variable 8 377969 0.157449126 0.15954341 0.161737382 0.164012104 0.166354775 0.168782145 0.171368644 0.174049258 0.17685698 0.17979525 0.182892621 0.18616493 0.189709157 0.193414837 0.197473109 0.201811731 0.206559032 0.211705536 0.217353255 0.223552644 0.230388105 0.237917691 0.246039703 0.254933 0.264446199 0.274248183 0.284248233 0.294195056 0.303867757 0.313237488 0.32230103 0.331067026 0.339505434 0.347644329 0.355792642 0.363818526 0.371784568 0.379935205 0.388080984 0.396359682 0.404852688 0.413651526 0.42268765 0.432419121 0.442879677 0.453706712 0.465693653 0.478866756 0.492860496 0.508566082 0.525378883 0.542761564 0.561311841 0.582660496 0.605876446 0.631032109 0.659291208 0.69334352 0.735185027 0.797511578 0.999990344 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 0.00384638784 2.44956112 4.93080807 7.63105202 10.2911015 13.4466286 16.9693794 20.7407417 24.9398918 29.3135166 33.7895317 38.7562981 44.1361084 50.0816002 56.251976 62.8267517 69.5960236 76.9210281 84.596405 92.7889404 101.088371 109.322426 118.493729 129.184113 138.631302 149.966873 161.794235 175.202408 187.168884 201.347687 216.187408 231.591446 247.734955 264.299438 282.654358 302.614471 321.987427 343.926147 366.567261 391.580353 419.051971 447.703491 480.097595 511.45224 544.345703 581.968628 623.151855 665.371338 709.811646 757.967407 809.292603 859.644653 910.575439 968.691162 1027.67554 1084.48877 1144.34521 1199.39575 1256.05103 1315.13379 1378.12109 1444.48938 1510.59619 1568.03784 1628.50488 1692.84131 1758.29468 1822.92334 1891.43335 1956.26196 2027.95288 2103.3335 2180.72241 2263.74561 2346.71094 2427.62622 2507.83057 2595.4165 2681.7373 2764.61914 2850.90454 2944.33691 3039.31494 3130.99805 3221.84766 3321.71143 3422.53589 3526.71924 3627.00146 3730.59424 3840.04346 3951.31763 4061.24219 4176.86719 4289.4541 4400.81201 4523.82129 4638.2998 4753.42871 4877.31055 4999.66064 do regularised spline fit for input variable # 9 build map for variable # 9 ------------------------------ Transdef: Tab for variable 10 1.12030714E-08 0.106300414 0.223134041 0.337052494 0.446935505 0.554820418 0.662782788 0.768689871 0.873481035 0.978381157 1.07985377 1.18300962 1.28558218 1.3847537 1.48545468 1.58549988 1.68626213 1.78304911 1.88500905 1.98365593 2.08160496 2.18070936 2.28020859 2.3800602 2.47924685 2.57963371 2.67967081 2.78071189 2.88182878 2.98353767 3.08650875 3.18875003 3.29102182 3.39433956 3.49716187 3.59988785 3.70444584 3.8091433 3.91797638 4.02386379 4.13223696 4.24260426 4.35207319 4.46126986 4.57322979 4.68651295 4.79983807 4.91511536 5.03210783 5.15214062 5.27245331 5.3930645 5.51489496 5.63960743 5.76605988 5.8914156 6.01769352 6.14875603 6.28086662 6.41495991 6.55136776 6.69146299 6.83304358 6.9786396 7.12596321 7.2769928 7.42949247 7.58498383 7.74451828 7.90676403 8.07327843 8.24458599 8.41973305 8.60203648 8.78406429 8.97579384 9.17363262 9.37618065 9.58698082 9.80885124 10.0349264 10.2756958 10.5272427 10.7829027 11.056778 11.3438015 11.6469002 11.9694252 12.3121605 12.6840754 13.0913105 13.5271893 14.0148735 14.5599976 15.1695862 15.8878212 16.7800484 17.9011497 19.4505882 22.0691261 73.908371 do regularised spline fit for input variable # 10 ------------------------------ Transdef: Tab for variable 11 -1. 1. 1. 1. 1. 1. 2. 2. 2. 2. 2. 2. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 4. 4. 4. 4. 4. 4. 4. 4. 4. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 6. 6. 6. 6. 6. 6. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 8. 8. 8. 8. 8. 8. 9. 9. 9. 9. 9. 9. 9. 9. 9. 10. 10. 10. 10. 11. 11. 11. 11. 11. 11. 12. 12. 13. 13. 13. 15. 27. build map for variable # 11 ------------------------------ Transdef: Tab for variable 12 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 13 ------------------------------ Transdef: Tab for variable 14 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 15 ------------------------------ Transdef: Tab for variable 16 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 -135.296295 -42.2428513 -37.5018005 -35.3868484 -33.9720001 -32.8713493 -31.9328499 -31.1280499 -30.4075508 -29.7625999 -29.1529503 -28.5891991 -28.0430489 -27.5338993 -27.0564003 -26.5963001 -26.15555 -25.7293015 -25.3148003 -24.9165001 -24.5364494 -24.1625996 -23.7915993 -23.4354992 -23.0808487 -22.7332993 -22.3883991 -22.0475006 -21.7185001 -21.3920498 -21.0699501 -20.7451 -20.4241009 -20.1079006 -19.7872009 -19.4699001 -19.1646996 -18.8544006 -18.54245 -18.2413502 -17.9416504 -17.6352997 -17.3323994 -17.0286503 -16.7227993 -16.4202003 -16.1140003 -15.8055 -15.5026493 -15.1897507 -14.8796997 -14.5717506 -14.2611504 -13.9438 -13.6243 -13.3057003 -12.97855 -12.6527996 -12.3247995 -11.9874001 -11.6464005 -11.3026505 -10.9514999 -10.5967999 -10.2317505 -9.86660004 -9.49914932 -9.11779976 -8.73219967 -8.34700012 -7.93720007 -7.53279972 -7.10895014 -6.67140007 -6.22735023 -5.78205013 -5.32079983 -4.86460018 -4.3908 -3.91709995 -3.44339991 -2.96355009 -2.49014997 -2.02189994 -1.56734991 -1.13399994 -0.711000025 -0.298799992 0.0309999995 0.53490001 1.19509995 2.06040001 3.13849998 4.54055023 6.28520012 8.59625053 11.6105499 15.8311996 22.5276489 34.4958496 127.994202 do regularised spline fit for input variable # 17 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -75.3078003 -19.7052994 -15.5397997 -13.5003996 -12.1303997 -11.0709 -10.1770496 -9.40514946 -8.72374916 -8.12860012 -7.59084988 -7.10114956 -6.65794992 -6.24454975 -5.87625027 -5.54745007 -5.24009991 -4.95494986 -4.69329977 -4.45459986 -4.23134995 -4.02839994 -3.83789992 -3.65665007 -3.48679996 -3.32945013 -3.18309999 -3.03935003 -2.90549994 -2.77719998 -2.65479994 -2.53660011 -2.42560005 -2.31949997 -2.21749997 -2.11610007 -2.01909995 -1.92569995 -1.83369994 -1.74629998 -1.65910006 -1.57420003 -1.49259996 -1.41120005 -1.3319 -1.25590003 -1.17920005 -1.10420001 -1.03009999 -0.957199991 -0.885200024 -0.813799977 -0.744599998 -0.675549984 -0.607599974 -0.538299978 -0.470099986 -0.403400004 -0.334850013 -0.268599987 -0.201299995 -0.135700002 -0.0705000013 -0.0111999996 0. 0. 0. 0. 0. 0. 0. 0. 0.0357000008 0.1052 0.178100005 0.254500002 0.334199995 0.416799992 0.501850009 0.59009999 0.680850029 0.777199984 0.875400007 0.977699995 1.08630002 1.20009995 1.32054996 1.44895005 1.5869 1.74070001 1.90610003 2.08800006 2.29970002 2.54115009 2.82424998 3.17680001 3.63805008 4.30550003 5.46540022 8.3196497 81.2253036 do regularised spline fit for input variable # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -131.308594 -30.8668003 -19.2387505 -12.6422997 -8.75675011 -6.23410034 -4.49909973 -3.29725003 -2.39884996 -1.70910001 -1.15275002 -0.683650017 -0.283150017 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.255100012 0.548600018 0.843800008 1.11730003 1.38559997 1.6401 1.87960005 2.11164999 2.33450007 2.54550004 2.74545002 2.93919992 3.11980009 3.29110003 3.45700002 3.61479998 3.76889992 3.91454983 4.05350018 4.18709993 4.31720018 4.44070005 4.56339979 4.67649984 4.78840017 4.8980999 5.00579977 5.10865021 5.21190023 5.31349993 5.41179991 5.50810003 5.60510015 5.70130014 5.79580021 5.89074993 5.9822998 6.07350016 6.16599989 6.25950003 6.35200024 6.4453001 6.53929996 6.63310003 6.72590017 6.82189989 6.91944981 7.01739979 7.1170001 7.21869993 7.32320023 7.4309001 7.54190016 7.65234995 7.76590014 7.88520002 8.00870037 8.13939953 8.27815056 8.42339993 8.57929993 8.74779987 8.92959976 9.12899971 9.35084915 9.60350037 9.88630009 10.2309999 10.6552 11.2006493 11.9719 13.0541992 14.5678997 16.4528503 18.9633503 22.6791 98.6978989 do regularised spline fit for input variable # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -113.560402 -29.826149 -18.5509491 -12.3297997 -8.3132 -5.46434975 -3.22230005 -1.39450002 -0.122100003 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.405000001 1.16074991 1.82535005 2.32870007 2.7253499 3.04785013 3.32025003 3.55150008 3.75749993 3.94460011 4.1104002 4.26849985 4.4078002 4.54370022 4.66874981 4.78809977 4.90339994 5.01420021 5.11740017 5.22074986 5.32119989 5.41779995 5.51149988 5.60449982 5.6954999 5.78420019 5.87220001 5.95839977 6.04360008 6.12559986 6.20905018 6.29239988 6.375 6.45749998 6.5385499 6.62099981 6.70249987 6.78509998 6.8671999 6.95020008 7.0323 7.11549997 7.19969988 7.28485012 7.37104988 7.45809984 7.54759979 7.63609982 7.72790003 7.82130003 7.91695023 8.01490021 8.11745071 8.22179985 8.32820034 8.43889999 8.55690002 8.6782999 8.8064003 8.93774986 9.07900047 9.22729969 9.38525009 9.55830002 9.74139977 9.93879986 10.1626997 10.4121494 10.6970997 11.0172005 11.4027996 11.86625 12.4251003 13.1203003 13.9780998 14.9938507 16.1765499 17.5839996 19.2912006 21.4733505 24.7597504 83.526001 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -111.776199 -26.7876015 -16.9142494 -11.4761505 -7.58484983 -4.53269958 -2.08389997 -0.368650019 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.291949987 1.14199996 1.85940003 2.37680006 2.78309989 3.10835004 3.37794995 3.6092999 3.81419992 3.99830008 4.16520023 4.31939983 4.46029997 4.59434986 4.7189002 4.83979988 4.95394993 5.06230021 5.16620016 5.27010012 5.37060022 5.46509981 5.55929995 5.65210009 5.74230003 5.83265018 5.92019987 6.00629997 6.09049988 6.17409992 6.2578001 6.34130001 6.42539978 6.50790024 6.59000015 6.6717 6.75489998 6.83820009 6.92210007 7.00589991 7.08830023 7.17320013 7.25829983 7.34549999 7.43310022 7.52299976 7.61259985 7.70510006 7.79839993 7.89470005 7.99249983 8.0934 8.19979954 8.30720043 8.41800022 8.53619957 8.65634918 8.78549957 8.91749954 9.0571003 9.20870018 9.36789989 9.53979969 9.7251997 9.92319965 10.1503 10.4019003 10.6945 11.0226002 11.4193497 11.9059 12.4912996 13.2163 14.1018505 15.1325493 16.2978992 17.6237488 19.1245499 20.8561497 22.8647995 25.4361 29.2203999 53.1357002 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -1.56982756 -0.638976097 -0.625065744 -0.621385098 -0.618835509 -0.607506514 -0.607506514 -0.607506514 -0.59140563 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.46140027 -0.3577528 -0.22497654 -0.197551489 -0.193240166 -0.193240166 -0.193240166 -0.170016766 -0.159759998 -0.10151577 -0.0930809975 -0.0866560936 -0.0866560936 -0.0713868141 -0.0607295036 -0.0593438148 -0.0268115997 -0.00288772583 0.0148792267 0.0225257874 0.0987143517 0.135342121 0.143006802 0.206151962 0.301524162 0.404599667 0.414528847 0.550283909 0.726033211 0.843950748 1.27634811 1.5115242 1.82782078 2.89827085 4.79148388 do regularised spline fit for input variable # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 0.489566624 0.882825017 0.904494405 0.917603016 0.92696631 0.936329603 0.942571759 0.948813975 0.95505619 0.959737837 0.964419484 0.967540562 0.971910119 0.976123571 0.978464425 0.983146071 0.986267149 0.988764048 0.992509365 0.994382024 0.997191012 1.00070226 1.00321031 1.00561798 1.00811481 1.01123595 1.014045 1.01591766 1.01825845 1.02059925 1.02327442 1.02528095 1.02808988 1.02996254 1.03308368 1.03464425 1.03677225 1.03932583 1.04213488 1.04400754 1.04556799 1.04868913 1.05056179 1.05337083 1.05493128 1.05805242 1.05975485 1.06179774 1.06390452 1.06741571 1.06741571 1.07142854 1.07303369 1.07677901 1.07865167 1.08146071 1.08302116 1.0861423 1.0884831 1.09082401 1.09295201 1.0955056 1.0990169 1.10112357 1.10486889 1.10674155 1.1095506 1.11235952 1.11657298 1.11891389 1.12359548 1.12359548 1.12921345 1.13295877 1.13607991 1.1404494 1.14466298 1.14817417 1.15168536 1.15730333 1.16221905 1.16773677 1.17353308 1.17977524 1.18539321 1.19225967 1.20084274 1.20786512 1.21722841 1.22893262 1.24157298 1.25468171 1.27340829 1.29213488 1.32022476 1.3576779 warning: map is empty for variable 24 4 1.4080056 1.47940075 1.59269667 1.80898881 5.38202238 do regularised spline fit for input variable # 24 build map for variable # 24 warning: map is empty for variable 24 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 0 0.9 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1 100.0 17.2 23.6 43.1 26.1 26.9 42.9 40.3 16.6 16.3 16.6 30.3 22.7 29.2 19.0 5.8 33.6 28.9 29.5 30.1 30.1 6.1 29.6 14.0 2 17.2 100.0 4.6 0.3 5.6 5.7 9.0 32.7 0.4 -0.6 3.6 -1.3 1.8 0.1 0.4 -0.1 14.9 2.6 0.8 0.7 0.4 -3.1 14.7 5.4 3 23.6 4.6 100.0 51.8 1.0 14.2 14.2 13.1 5.7 16.1 9.8 50.8 75.0 62.0 42.8 12.2 50.7 61.6 57.9 57.0 56.9 -4.5 24.9 5.0 4 43.1 0.3 51.8 100.0 2.4 15.1 23.3 7.5 18.5 24.8 10.6 58.3 49.8 68.6 51.3 24.6 49.5 64.8 68.2 68.3 67.7 10.9 40.5 9.0 5 26.1 5.6 1.0 2.4 100.0 21.8 48.7 61.6 7.3 9.8 19.2 5.3 1.2 0.9 -3.7 -8.5 8.7 1.8 1.3 1.7 1.9 3.1 4.6 9.2 6 26.9 5.7 14.2 15.1 21.8 100.0 27.5 43.1 9.9 52.1 80.5 13.1 15.2 17.5 12.2 5.6 12.3 16.8 17.2 16.7 16.5 12.8 12.3 19.3 7 42.9 9.0 14.2 23.3 48.7 27.5 100.0 60.4 17.3 2.2 18.8 14.1 7.4 12.9 7.9 -1.2 16.7 12.9 13.6 13.9 13.9 -6.0 14.0 6.8 8 40.3 32.7 13.1 7.5 61.6 43.1 60.4 100.0 7.3 8.9 29.7 8.7 10.4 8.8 3.4 -3.7 16.7 10.1 8.9 8.6 8.6 4.4 14.3 11.0 9 16.6 0.4 5.7 18.5 7.3 9.9 17.3 7.3 100.0 5.1 10.6 10.3 4.7 11.6 9.0 5.1 10.0 10.6 12.1 12.3 12.1 -0.5 8.1 11.8 10 16.3 -0.6 16.1 24.8 9.8 52.1 2.2 8.9 5.1 100.0 52.4 17.6 18.7 22.5 15.2 8.8 13.2 21.4 22.2 21.8 21.6 14.3 14.1 11.5 11 16.6 3.6 9.8 10.6 19.2 80.5 18.8 29.7 10.6 52.4 100.0 12.4 11.2 14.5 10.1 4.5 9.1 13.5 14.4 14.2 14.1 11.9 7.8 20.0 12 30.3 -1.3 50.8 58.3 5.3 13.1 14.1 8.7 10.3 17.6 12.4 100.0 68.6 83.5 43.7 18.9 68.3 76.9 82.3 84.6 85.6 27.9 31.7 7.3 13 22.7 1.8 75.0 49.8 1.2 15.2 7.4 10.4 4.7 18.7 11.2 68.6 100.0 82.2 41.9 20.8 67.5 79.4 77.1 75.4 75.4 26.8 28.6 5.0 14 29.2 0.1 62.0 68.6 0.9 17.5 12.9 8.8 11.6 22.5 14.5 83.5 82.2 100.0 50.9 25.3 65.2 89.8 98.2 96.9 96.9 25.1 33.5 7.2 15 19.0 0.4 42.8 51.3 -3.7 12.2 7.9 3.4 9.0 15.2 10.1 43.7 41.9 50.9 100.0 49.7 29.1 52.6 49.3 49.3 48.0 12.3 25.3 4.0 16 5.8 -0.1 12.2 24.6 -8.5 5.6 -1.2 -3.7 5.1 8.8 4.5 18.9 20.8 25.3 49.7 100.0 4.4 27.0 25.8 23.3 21.4 5.1 11.0 1.0 17 33.6 14.9 50.7 49.5 8.7 12.3 16.7 16.7 10.0 13.2 9.1 68.3 67.5 65.2 29.1 4.4 100.0 67.5 63.5 63.4 64.3 22.7 31.2 12.0 18 28.9 2.6 61.6 64.8 1.8 16.8 12.9 10.1 10.6 21.4 13.5 76.9 79.4 89.8 52.6 27.0 67.5 100.0 88.1 86.5 86.4 24.7 34.0 7.1 19 29.5 0.8 57.9 68.2 1.3 17.2 13.6 8.9 12.1 22.2 14.4 82.3 77.1 98.2 49.3 25.8 63.5 88.1 100.0 97.9 97.6 24.3 33.0 7.2 20 30.1 0.7 57.0 68.3 1.7 16.7 13.9 8.6 12.3 21.8 14.2 84.6 75.4 96.9 49.3 23.3 63.4 86.5 97.9 100.0 98.9 25.0 33.3 7.5 21 30.1 0.4 56.9 67.7 1.9 16.5 13.9 8.6 12.1 21.6 14.1 85.6 75.4 96.9 48.0 21.4 64.3 86.4 97.6 98.9 100.0 25.3 33.0 7.5 22 6.1 -3.1 -4.5 10.9 3.1 12.8 -6.0 4.4 -0.5 14.3 11.9 27.9 26.8 25.1 12.3 5.1 22.7 24.7 24.3 25.0 25.3 100.0 20.5 3.3 23 29.6 14.7 24.9 40.5 4.6 12.3 14.0 14.3 8.1 14.1 7.8 31.7 28.6 33.5 25.3 11.0 31.2 34.0 33.0 33.3 33.0 20.5 100.0 7.4 24 14.0 5.4 5.0 9.0 9.2 19.3 6.8 11.0 11.8 11.5 20.0 7.3 5.0 7.2 4.0 1.0 12.0 7.1 7.2 7.5 7.5 3.3 7.4 100.0 TOTAL CORRELATION TO TARGET (diagonal) 129.768602 TOTAL CORRELATION OF ALL VARIABLES 61.7775583 ROUND 1: MAX CORR ( 61.7775128) AFTER KILLING INPUT VARIABLE 16 CONTR 0.0749422539 ROUND 2: MAX CORR ( 61.7773375) AFTER KILLING INPUT VARIABLE 20 CONTR 0.147198818 ROUND 3: MAX CORR ( 61.7761808) AFTER KILLING INPUT VARIABLE 19 CONTR 0.378038682 ROUND 4: MAX CORR ( 61.7728192) AFTER KILLING INPUT VARIABLE 5 CONTR 0.644452753 ROUND 5: MAX CORR ( 61.7667181) AFTER KILLING INPUT VARIABLE 13 CONTR 0.868172195 ROUND 6: MAX CORR ( 61.7592176) AFTER KILLING INPUT VARIABLE 18 CONTR 0.962553456 ROUND 7: MAX CORR ( 61.7471082) AFTER KILLING INPUT VARIABLE 22 CONTR 1.22294055 ROUND 8: MAX CORR ( 61.7290473) AFTER KILLING INPUT VARIABLE 21 CONTR 1.49334946 ROUND 9: MAX CORR ( 61.6952675) AFTER KILLING INPUT VARIABLE 15 CONTR 2.04187457 ROUND 10: MAX CORR ( 61.6441165) AFTER KILLING INPUT VARIABLE 3 CONTR 2.51175831 ROUND 11: MAX CORR ( 61.5649471) AFTER KILLING INPUT VARIABLE 10 CONTR 3.12320254 ROUND 12: MAX CORR ( 61.4240004) AFTER KILLING INPUT VARIABLE 9 CONTR 4.16351758 ROUND 13: MAX CORR ( 61.223945) AFTER KILLING INPUT VARIABLE 24 CONTR 4.95342209 ROUND 14: MAX CORR ( 61.0455419) AFTER KILLING INPUT VARIABLE 11 CONTR 4.67046654 ROUND 15: MAX CORR ( 60.8160625) AFTER KILLING INPUT VARIABLE 12 CONTR 5.28816801 ROUND 16: MAX CORR ( 60.6003042) AFTER KILLING INPUT VARIABLE 2 CONTR 5.118261 ROUND 17: MAX CORR ( 60.2896897) AFTER KILLING INPUT VARIABLE 6 CONTR 6.12781989 ROUND 18: MAX CORR ( 59.9299944) AFTER KILLING INPUT VARIABLE 14 CONTR 6.57590009 ROUND 19: MAX CORR ( 59.3771991) AFTER KILLING INPUT VARIABLE 23 CONTR 8.12111155 ROUND 20: MAX CORR ( 58.6620064) AFTER KILLING INPUT VARIABLE 17 CONTR 9.18807822 ROUND 21: MAX CORR ( 56.9156675) AFTER KILLING INPUT VARIABLE 7 CONTR 14.2069626 ROUND 22: MAX CORR ( 43.1048305) AFTER KILLING INPUT VARIABLE 8 CONTR 37.1667431 LAST REMAINING VARIABLE: 4 total correlation to target: 61.7775583 % total significance: 617.775583 sigma correlations of single variables to target: variable 2: 17.1665779 % , in sigma: 171.665779 variable 3: 23.6435111 % , in sigma: 236.435111 variable 4: 43.1048305 % , in sigma: 431.048305 variable 5: 26.0688731 % , in sigma: 260.688731 variable 6: 26.9117262 % , in sigma: 269.117262 variable 7: 42.9035378 % , in sigma: 429.035378 variable 8: 40.297035 % , in sigma: 402.97035 variable 9: 16.588723 % , in sigma: 165.88723 variable 10: 16.3235357 % , in sigma: 163.235357 variable 11: 16.5940952 % , in sigma: 165.940952 variable 12: 30.3271851 % , in sigma: 303.271851 variable 13: 22.6845659 % , in sigma: 226.845659 variable 14: 29.2159745 % , in sigma: 292.159745 variable 15: 18.9621793 % , in sigma: 189.621793 variable 16: 5.83010792 % , in sigma: 58.3010792 variable 17: 33.6111721 % , in sigma: 336.111721 variable 18: 28.8972554 % , in sigma: 288.972554 variable 19: 29.5365267 % , in sigma: 295.365267 variable 20: 30.119953 % , in sigma: 301.19953 variable 21: 30.1189886 % , in sigma: 301.189886 variable 22: 6.05153748 % , in sigma: 60.5153748 variable 23: 29.6184458 % , in sigma: 296.184458 variable 24: 13.9962529 % , in sigma: 139.962529 variables sorted by significance: 1 most relevant variable 4 corr 43.1048317 , in sigma: 431.048317 2 most relevant variable 8 corr 37.1667442 , in sigma: 371.667442 3 most relevant variable 7 corr 14.2069626 , in sigma: 142.069626 4 most relevant variable 17 corr 9.18807793 , in sigma: 91.8807793 5 most relevant variable 23 corr 8.12111187 , in sigma: 81.2111187 6 most relevant variable 14 corr 6.57590008 , in sigma: 65.7590008 7 most relevant variable 6 corr 6.12782001 , in sigma: 61.2782001 8 most relevant variable 2 corr 5.11826086 , in sigma: 51.1826086 9 most relevant variable 12 corr 5.28816795 , in sigma: 52.8816795 10 most relevant variable 11 corr 4.67046642 , in sigma: 46.7046642 11 most relevant variable 24 corr 4.95342207 , in sigma: 49.5342207 12 most relevant variable 9 corr 4.16351748 , in sigma: 41.6351748 13 most relevant variable 10 corr 3.12320256 , in sigma: 31.2320256 14 most relevant variable 3 corr 2.51175833 , in sigma: 25.1175833 15 most relevant variable 15 corr 2.04187465 , in sigma: 20.4187465 16 most relevant variable 21 corr 1.49334943 , in sigma: 14.9334943 17 most relevant variable 22 corr 1.22294056 , in sigma: 12.2294056 18 most relevant variable 18 corr 0.962553442 , in sigma: 9.62553442 19 most relevant variable 13 corr 0.868172169 , in sigma: 8.68172169 20 most relevant variable 5 corr 0.644452751 , in sigma: 6.44452751 21 most relevant variable 19 corr 0.378038675 , in sigma: 3.78038675 22 most relevant variable 20 corr 0.147198811 , in sigma: 1.47198811 23 most relevant variable 16 corr 0.0749422535 , in sigma: 0.749422535 global correlations between input variables: variable 2: 46.3360995 % variable 3: 82.7062959 % variable 4: 78.9333203 % variable 5: 67.2107457 % variable 6: 84.7564642 % variable 7: 68.1969351 % variable 8: 80.4837583 % variable 9: 26.7532921 % variable 10: 61.2848538 % variable 11: 82.0420954 % variable 12: 88.3051152 % variable 13: 92.214053 % variable 14: 98.9516771 % variable 15: 69.4944803 % variable 16: 56.9812535 % variable 17: 79.0116676 % variable 18: 91.3740123 % variable 19: 98.9508572 % variable 20: 99.1500342 % variable 21: 99.1265655 % variable 22: 52.6395723 % variable 23: 47.6519826 % variable 24: 26.1150085 % significance loss when removing single variables: variable 2: corr = 5.52457228 % , sigma = 55.2457228 variable 3: corr = 2.11483584 % , sigma = 21.1483584 variable 4: corr = 20.230819 % , sigma = 202.30819 variable 5: corr = 0.640001978 % , sigma = 6.40001978 variable 6: corr = 6.96523627 % , sigma = 69.6523627 variable 7: corr = 13.4752237 % , sigma = 134.752237 variable 8: corr = 10.9046044 % , sigma = 109.046044 variable 9: corr = 4.08717878 % , sigma = 40.8717878 variable 10: corr = 3.04759805 % , sigma = 30.4759805 variable 11: corr = 5.79265282 % , sigma = 57.9265282 variable 12: corr = 4.73201497 % , sigma = 47.3201497 variable 13: corr = 0.906990621 % , sigma = 9.06990621 variable 14: corr = 3.20956421 % , sigma = 32.0956421 variable 15: corr = 1.4014537 % , sigma = 14.014537 variable 16: corr = 0.0749422539 % , sigma = 0.749422539 variable 17: corr = 6.41333452 % , sigma = 64.1333452 variable 18: corr = 1.06477183 % , sigma = 10.6477183 variable 19: corr = 0.317795181 % , sigma = 3.17795181 variable 20: corr = 0.148006827 % , sigma = 1.48006827 variable 21: corr = 0.715263395 % , sigma = 7.15263395 variable 22: corr = 1.36552215 % , sigma = 13.6552215 variable 23: corr = 7.14142018 % , sigma = 71.4142018 variable 24: corr = 4.45737165 % , sigma = 44.5737165 Keep only 21 most significant input variables Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -2.12816024 create test 22 plots 9100/9200: 2 NVar: 22. 3161 --------- Entering internal boost mode: --------- Weightsum per Output Node: 1000000. Starting analysis with 31 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 3.02112412 PREPRO: (sigma of derived input)/eigenvalue # 2 : 1.7546345 PREPRO: (sigma of derived input)/eigenvalue # 3 : 1.71321523 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.60403192 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.53271794 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.30093908 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.13919652 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.06637299 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.00449681 PREPRO: (sigma of derived input)/eigenvalue # 10 : 0.963062048 PREPRO: (sigma of derived input)/eigenvalue # 11 : 0.934329331 PREPRO: (sigma of derived input)/eigenvalue # 12 : 0.85881567 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.786232352 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.748313665 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.685195148 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.610221922 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.571503699 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.526628077 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.421553195 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.388961762 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.342794567 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.30606541 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.226481676 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.170918748 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.133303076 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.00208612299 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.000344130007 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.000191035098 PREPRO: (sigma of derived input)/eigenvalue # 29 : 8.35799057E-08 PREPRO: (sigma of derived input)/eigenvalue # 30 : 2.01917786E-07 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.000394892908 Using 25 variables out of 31 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 0 0.9 3.0 1.8 1.7 1.6 1.5 1.3 1.1 1.1 1.0 1.0 0.9 0.9 0.8 0.7 0.7 0.6 0.6 0.5 0.4 0.4 0.3 0.3 0.2 0.2 0.1 1 100.0 33.8 -14.0 39.0 12.6 -10.3 -4.0 8.4 -0.2 -2.8 1.8 -6.7 16.0 1.1 -9.6 -7.3 1.0 1.6 -5.4 -13.2 1.6 -1.2 -3.6 -4.6 0.0 -21.4 2 33.8 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 3 -14.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 4 39.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 5 12.6 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 0.0 6 -10.3 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7 -4.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 8 8.4 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 9 -0.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 10 -2.8 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 0.0 11 1.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 12 -6.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 13 16.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 14 1.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 15 -9.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 16 -7.3 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 17 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 18 1.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 19 -5.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 20 -13.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 21 1.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 22 -1.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 23 -3.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 24 -4.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 25 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 26 -21.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 66.125763 PREPRO: MEAN( 1)= -0.402974 WIDTH 0.837612793 PREPRO: MEAN( 2)= -1.68802671E-07 WIDTH 9.12718993 PREPRO: MEAN( 3)= 3.09210643E-09 WIDTH 3.0787423 PREPRO: MEAN( 4)= 1.10118807E-07 WIDTH 2.9351062 PREPRO: MEAN( 5)= -6.92764819E-08 WIDTH 2.57291858 PREPRO: MEAN( 6)= 6.84695542E-08 WIDTH 2.34922537 PREPRO: MEAN( 7)= 9.18566436E-09 WIDTH 1.69244263 PREPRO: MEAN( 8)= 6.70640171E-09 WIDTH 1.29776866 PREPRO: MEAN( 9)= 2.73962524E-08 WIDTH 1.13715129 PREPRO: MEAN( 10)= -6.49418309E-09 WIDTH 1.00901414 PREPRO: MEAN( 11)= 1.72377955E-08 WIDTH 0.92748868 PREPRO: MEAN( 12)= 4.29967027E-08 WIDTH 0.872971684 PREPRO: MEAN( 13)= 2.97667943E-08 WIDTH 0.737564152 PREPRO: MEAN( 14)= -8.3089266E-09 WIDTH 0.618161272 PREPRO: MEAN( 15)= -2.74064755E-08 WIDTH 0.559973335 PREPRO: MEAN( 16)= -7.87579925E-09 WIDTH 0.469492644 PREPRO: MEAN( 17)= 1.0544695E-08 WIDTH 0.372370797 PREPRO: MEAN( 18)= 3.9532929E-08 WIDTH 0.326616542 PREPRO: MEAN( 19)= 1.82037465E-08 WIDTH 0.277337163 PREPRO: MEAN( 20)= -3.67968343E-09 WIDTH 0.177706979 PREPRO: MEAN( 21)= 1.65660679E-09 WIDTH 0.151291188 PREPRO: MEAN( 22)= -5.98465092E-10 WIDTH 0.117508022 PREPRO: MEAN( 23)= -3.09831649E-08 WIDTH 0.0936760198 PREPRO: MEAN( 24)= -2.04045745E-09 WIDTH 0.0512939155 PREPRO: MEAN( 25)= 9.09706345E-09 WIDTH 0.0292131385 PREPRO: MEAN( 26)= 1.74707072E-08 WIDTH 0.01776965 ------------------------------------- Teacher: actual network topology: Nodes(1) = 26 Nodes(2) = 27 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 188.866196 sigma out 27 active outputs RANK 2 NODE 1 --> 169.23381 sigma out 27 active outputs RANK 3 NODE 4 --> 159.494385 sigma out 27 active outputs RANK 4 NODE 5 --> 141.21817 sigma out 27 active outputs RANK 5 NODE 6 --> 118.041779 sigma out 27 active outputs RANK 6 NODE 9 --> 105.130959 sigma out 27 active outputs RANK 7 NODE 8 --> 97.6598816 sigma out 27 active outputs RANK 8 NODE 3 --> 97.5113983 sigma out 27 active outputs RANK 9 NODE 7 --> 95.3328705 sigma out 27 active outputs RANK 10 NODE 13 --> 91.9347382 sigma out 27 active outputs RANK 11 NODE 11 --> 79.3327866 sigma out 27 active outputs RANK 12 NODE 10 --> 78.8681793 sigma out 27 active outputs RANK 13 NODE 18 --> 74.6868515 sigma out 27 active outputs RANK 14 NODE 15 --> 70.9256287 sigma out 27 active outputs RANK 15 NODE 20 --> 62.8137703 sigma out 27 active outputs RANK 16 NODE 16 --> 62.6215858 sigma out 27 active outputs RANK 17 NODE 12 --> 61.2557831 sigma out 27 active outputs RANK 18 NODE 14 --> 53.1736374 sigma out 27 active outputs RANK 19 NODE 19 --> 49.4080963 sigma out 27 active outputs RANK 20 NODE 17 --> 49.3036041 sigma out 27 active outputs RANK 21 NODE 21 --> 45.7377853 sigma out 27 active outputs RANK 22 NODE 24 --> 45.5221596 sigma out 27 active outputs RANK 23 NODE 26 --> 42.820488 sigma out 27 active outputs RANK 24 NODE 22 --> 37.3857536 sigma out 27 active outputs RANK 25 NODE 23 --> 31.1311913 sigma out 27 active outputs RANK 26 NODE 25 --> 30.6686935 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 15 --> 191.193283 sigma in 26act. ( 235.977859 sig out 1act.) RANK 2 NODE 9 --> 186.703949 sigma in 26act. ( 209.762009 sig out 1act.) RANK 3 NODE 21 --> 168.523087 sigma in 26act. ( 189.619675 sig out 1act.) RANK 4 NODE 22 --> 159.30043 sigma in 26act. ( 180.462814 sig out 1act.) RANK 5 NODE 26 --> 118.991966 sigma in 26act. ( 139.056046 sig out 1act.) RANK 6 NODE 19 --> 118.487953 sigma in 26act. ( 141.284103 sig out 1act.) RANK 7 NODE 12 --> 93.0907898 sigma in 26act. ( 118.282036 sig out 1act.) RANK 8 NODE 27 --> 83.6101303 sigma in 26act. ( 88.1423035 sig out 1act.) RANK 9 NODE 6 --> 80.4681396 sigma in 26act. ( 65.1192398 sig out 1act.) RANK 10 NODE 25 --> 79.9180832 sigma in 26act. ( 111.327934 sig out 1act.) RANK 11 NODE 13 --> 66.2647247 sigma in 26act. ( 72.9412384 sig out 1act.) RANK 12 NODE 20 --> 62.9318848 sigma in 26act. ( 69.2664413 sig out 1act.) RANK 13 NODE 18 --> 60.8833504 sigma in 26act. ( 55.5697746 sig out 1act.) RANK 14 NODE 2 --> 59.875946 sigma in 26act. ( 72.4478912 sig out 1act.) RANK 15 NODE 3 --> 57.3272247 sigma in 26act. ( 40.6761703 sig out 1act.) RANK 16 NODE 7 --> 55.8771133 sigma in 26act. ( 42.0144768 sig out 1act.) RANK 17 NODE 17 --> 53.8777657 sigma in 26act. ( 56.5701103 sig out 1act.) RANK 18 NODE 4 --> 50.2048645 sigma in 26act. ( 39.8957329 sig out 1act.) RANK 19 NODE 24 --> 46.9261627 sigma in 26act. ( 33.1258049 sig out 1act.) RANK 20 NODE 16 --> 44.4266167 sigma in 26act. ( 31.5043736 sig out 1act.) RANK 21 NODE 5 --> 43.4594231 sigma in 26act. ( 27.7350368 sig out 1act.) RANK 22 NODE 8 --> 42.5229492 sigma in 26act. ( 12.4464874 sig out 1act.) RANK 23 NODE 10 --> 39.8720436 sigma in 26act. ( 23.1781197 sig out 1act.) RANK 24 NODE 11 --> 34.9244652 sigma in 26act. ( 26.5550842 sig out 1act.) RANK 25 NODE 1 --> 33.3845024 sigma in 26act. ( 8.72187424 sig out 1act.) RANK 26 NODE 14 --> 32.3115997 sigma in 26act. ( 5.98552752 sig out 1act.) RANK 27 NODE 23 --> 28.0631218 sigma in 26act. ( 13.1395187 sig out 1act.) sorted by output significance RANK 1 NODE 15 --> 235.977859 sigma out 1act.( 191.193283 sig in 26act.) RANK 2 NODE 9 --> 209.762009 sigma out 1act.( 186.703949 sig in 26act.) RANK 3 NODE 21 --> 189.619675 sigma out 1act.( 168.523087 sig in 26act.) RANK 4 NODE 22 --> 180.462814 sigma out 1act.( 159.30043 sig in 26act.) RANK 5 NODE 19 --> 141.284103 sigma out 1act.( 118.487953 sig in 26act.) RANK 6 NODE 26 --> 139.056046 sigma out 1act.( 118.991966 sig in 26act.) RANK 7 NODE 12 --> 118.282036 sigma out 1act.( 93.0907898 sig in 26act.) RANK 8 NODE 25 --> 111.327934 sigma out 1act.( 79.9180832 sig in 26act.) RANK 9 NODE 27 --> 88.1423035 sigma out 1act.( 83.6101303 sig in 26act.) RANK 10 NODE 13 --> 72.9412384 sigma out 1act.( 66.2647247 sig in 26act.) RANK 11 NODE 2 --> 72.4478912 sigma out 1act.( 59.875946 sig in 26act.) RANK 12 NODE 20 --> 69.2664413 sigma out 1act.( 62.9318848 sig in 26act.) RANK 13 NODE 6 --> 65.1192398 sigma out 1act.( 80.4681396 sig in 26act.) RANK 14 NODE 17 --> 56.5701103 sigma out 1act.( 53.8777657 sig in 26act.) RANK 15 NODE 18 --> 55.5697746 sigma out 1act.( 60.8833504 sig in 26act.) RANK 16 NODE 7 --> 42.0144768 sigma out 1act.( 55.8771133 sig in 26act.) RANK 17 NODE 3 --> 40.6761703 sigma out 1act.( 57.3272247 sig in 26act.) RANK 18 NODE 4 --> 39.8957329 sigma out 1act.( 50.2048645 sig in 26act.) RANK 19 NODE 24 --> 33.1258049 sigma out 1act.( 46.9261627 sig in 26act.) RANK 20 NODE 16 --> 31.5043736 sigma out 1act.( 44.4266167 sig in 26act.) RANK 21 NODE 5 --> 27.7350368 sigma out 1act.( 43.4594231 sig in 26act.) RANK 22 NODE 11 --> 26.5550842 sigma out 1act.( 34.9244652 sig in 26act.) RANK 23 NODE 10 --> 23.1781197 sigma out 1act.( 39.8720436 sig in 26act.) RANK 24 NODE 23 --> 13.1395187 sigma out 1act.( 28.0631218 sig in 26act.) RANK 25 NODE 8 --> 12.4464874 sigma out 1act.( 42.5229492 sig in 26act.) RANK 26 NODE 1 --> 8.72187424 sigma out 1act.( 33.3845024 sig in 26act.) RANK 27 NODE 14 --> 5.98552752 sigma out 1act.( 32.3115997 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 526.410034 sigma in 27 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 221.147888 sigma out 27 active outputs RANK 2 NODE 1 --> 200.082321 sigma out 27 active outputs RANK 3 NODE 4 --> 182.424179 sigma out 27 active outputs RANK 4 NODE 5 --> 162.950241 sigma out 27 active outputs RANK 5 NODE 6 --> 136.494324 sigma out 27 active outputs RANK 6 NODE 9 --> 113.236908 sigma out 27 active outputs RANK 7 NODE 8 --> 112.638138 sigma out 27 active outputs RANK 8 NODE 7 --> 102.137566 sigma out 27 active outputs RANK 9 NODE 3 --> 101.667343 sigma out 27 active outputs RANK 10 NODE 13 --> 100.885048 sigma out 27 active outputs RANK 11 NODE 11 --> 86.8685989 sigma out 27 active outputs RANK 12 NODE 10 --> 85.3450394 sigma out 27 active outputs RANK 13 NODE 18 --> 70.9962997 sigma out 27 active outputs RANK 14 NODE 15 --> 69.3824081 sigma out 27 active outputs RANK 15 NODE 12 --> 63.0288124 sigma out 27 active outputs RANK 16 NODE 16 --> 60.9664841 sigma out 27 active outputs RANK 17 NODE 20 --> 59.1757584 sigma out 27 active outputs RANK 18 NODE 14 --> 55.5128746 sigma out 27 active outputs RANK 19 NODE 19 --> 43.7356873 sigma out 27 active outputs RANK 20 NODE 17 --> 42.7941895 sigma out 27 active outputs RANK 21 NODE 21 --> 37.8076248 sigma out 27 active outputs RANK 22 NODE 22 --> 24.8468723 sigma out 27 active outputs RANK 23 NODE 23 --> 21.0820713 sigma out 27 active outputs RANK 24 NODE 26 --> 20.8647652 sigma out 27 active outputs RANK 25 NODE 24 --> 18.1074963 sigma out 27 active outputs RANK 26 NODE 25 --> 14.7711859 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 15 --> 229.794464 sigma in 26act. ( 203.810837 sig out 1act.) RANK 2 NODE 9 --> 223.438171 sigma in 26act. ( 179.153336 sig out 1act.) RANK 3 NODE 21 --> 195.200775 sigma in 26act. ( 167.681229 sig out 1act.) RANK 4 NODE 22 --> 170.826859 sigma in 26act. ( 162.130264 sig out 1act.) RANK 5 NODE 19 --> 144.944 sigma in 26act. ( 119.553185 sig out 1act.) RANK 6 NODE 26 --> 139.151062 sigma in 26act. ( 124.561172 sig out 1act.) RANK 7 NODE 12 --> 106.43634 sigma in 26act. ( 102.986282 sig out 1act.) RANK 8 NODE 27 --> 94.7669296 sigma in 26act. ( 79.1390381 sig out 1act.) RANK 9 NODE 25 --> 89.7816772 sigma in 26act. ( 100.06218 sig out 1act.) RANK 10 NODE 6 --> 67.9909668 sigma in 26act. ( 58.53088 sig out 1act.) RANK 11 NODE 13 --> 67.6576157 sigma in 26act. ( 67.7428284 sig out 1act.) RANK 12 NODE 20 --> 66.8697815 sigma in 26act. ( 61.8838997 sig out 1act.) RANK 13 NODE 2 --> 66.6247177 sigma in 26act. ( 63.5423546 sig out 1act.) RANK 14 NODE 18 --> 48.8394852 sigma in 26act. ( 51.8550034 sig out 1act.) RANK 15 NODE 17 --> 47.182827 sigma in 26act. ( 51.0698013 sig out 1act.) RANK 16 NODE 3 --> 40.3698158 sigma in 26act. ( 37.3905945 sig out 1act.) RANK 17 NODE 7 --> 38.464447 sigma in 26act. ( 39.8618774 sig out 1act.) RANK 18 NODE 4 --> 35.0522079 sigma in 26act. ( 36.8302193 sig out 1act.) RANK 19 NODE 24 --> 30.6936035 sigma in 26act. ( 30.4524097 sig out 1act.) RANK 20 NODE 16 --> 29.8740921 sigma in 26act. ( 28.806881 sig out 1act.) RANK 21 NODE 11 --> 26.3771572 sigma in 26act. ( 23.9180279 sig out 1act.) RANK 22 NODE 5 --> 26.2922459 sigma in 26act. ( 25.4994678 sig out 1act.) RANK 23 NODE 10 --> 22.7625771 sigma in 26act. ( 21.090929 sig out 1act.) RANK 24 NODE 8 --> 12.9939489 sigma in 26act. ( 11.5811958 sig out 1act.) RANK 25 NODE 23 --> 12.0445414 sigma in 26act. ( 11.9206038 sig out 1act.) RANK 26 NODE 1 --> 9.72425365 sigma in 26act. ( 7.98884344 sig out 1act.) RANK 27 NODE 14 --> 8.12123585 sigma in 26act. ( 5.49556112 sig out 1act.) sorted by output significance RANK 1 NODE 15 --> 203.810837 sigma out 1act.( 229.794464 sig in 26act.) RANK 2 NODE 9 --> 179.153336 sigma out 1act.( 223.438171 sig in 26act.) RANK 3 NODE 21 --> 167.681229 sigma out 1act.( 195.200775 sig in 26act.) RANK 4 NODE 22 --> 162.130264 sigma out 1act.( 170.826859 sig in 26act.) RANK 5 NODE 26 --> 124.561172 sigma out 1act.( 139.151062 sig in 26act.) RANK 6 NODE 19 --> 119.553185 sigma out 1act.( 144.944 sig in 26act.) RANK 7 NODE 12 --> 102.986282 sigma out 1act.( 106.43634 sig in 26act.) RANK 8 NODE 25 --> 100.06218 sigma out 1act.( 89.7816772 sig in 26act.) RANK 9 NODE 27 --> 79.1390381 sigma out 1act.( 94.7669296 sig in 26act.) RANK 10 NODE 13 --> 67.7428284 sigma out 1act.( 67.6576157 sig in 26act.) RANK 11 NODE 2 --> 63.5423546 sigma out 1act.( 66.6247177 sig in 26act.) RANK 12 NODE 20 --> 61.8838997 sigma out 1act.( 66.8697815 sig in 26act.) RANK 13 NODE 6 --> 58.53088 sigma out 1act.( 67.9909668 sig in 26act.) RANK 14 NODE 18 --> 51.8550034 sigma out 1act.( 48.8394852 sig in 26act.) RANK 15 NODE 17 --> 51.0698013 sigma out 1act.( 47.182827 sig in 26act.) RANK 16 NODE 7 --> 39.8618774 sigma out 1act.( 38.464447 sig in 26act.) RANK 17 NODE 3 --> 37.3905945 sigma out 1act.( 40.3698158 sig in 26act.) RANK 18 NODE 4 --> 36.8302193 sigma out 1act.( 35.0522079 sig in 26act.) RANK 19 NODE 24 --> 30.4524097 sigma out 1act.( 30.6936035 sig in 26act.) RANK 20 NODE 16 --> 28.806881 sigma out 1act.( 29.8740921 sig in 26act.) RANK 21 NODE 5 --> 25.4994678 sigma out 1act.( 26.2922459 sig in 26act.) RANK 22 NODE 11 --> 23.9180279 sigma out 1act.( 26.3771572 sig in 26act.) RANK 23 NODE 10 --> 21.090929 sigma out 1act.( 22.7625771 sig in 26act.) RANK 24 NODE 23 --> 11.9206038 sigma out 1act.( 12.0445414 sig in 26act.) RANK 25 NODE 8 --> 11.5811958 sigma out 1act.( 12.9939489 sig in 26act.) RANK 26 NODE 1 --> 7.98884344 sigma out 1act.( 9.72425365 sig in 26act.) RANK 27 NODE 14 --> 5.49556112 sigma out 1act.( 8.12123585 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 462.65033 sigma in 27 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.28559792 *** contribution from regularisation: 0.00074837869 *** contribution from error: -0.286346287 *** contribution from DIAG: 0.00031756144 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.311946273 *** contribution from regularisation: 0.00129147363 *** contribution from error: -0.313237756 *** contribution from DIAG: 0.000118106102 *********************************************** ENTER BFGS code START -311928.169 0.22735022 0. EXIT FROM BFGS code FG_START 0. 0.22735022 0. --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.314806253 *** contribution from regularisation: 0.00112521613 *** contribution from error: -0.315931469 *** contribution from DIAG: 0.000203900519 *********************************************** ENTER BFGS code FG_START -314602.352 0.22735022 -594.708008 EXIT FROM BFGS code FG_LNSRCH 0. 0.209912315 0. --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.301256299 *** contribution from regularisation: 0.00121332449 *** contribution from error: -0.302469611 *** contribution from DIAG: 0.00231414265 *********************************************** ENTER BFGS code FG_LNSRCH -298942.145 0.209912315 9238.61719 EXIT FROM BFGS code FG_LNSRCH 0. 0.22059086 0. --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.316588551 *** contribution from regularisation: 0.00119245658 *** contribution from error: -0.317781001 *** contribution from DIAG: 0.000204908836 *********************************************** ENTER BFGS code FG_LNSRCH -316383.632 0.22059086 2095.77637 EXIT FROM BFGS code NEW_X -316383.632 0.22059086 2095.77637 ENTER BFGS code NEW_X -316383.632 0.22059086 2095.77637 EXIT FROM BFGS code FG_LNSRCH 0. 0.22005114 0. --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.31922096 *** contribution from regularisation: 0.00120571372 *** contribution from error: -0.320426673 *** contribution from DIAG: 0.000149816289 *********************************************** ENTER BFGS code FG_LNSRCH -319071.15 0.22005114 -596.487793 EXIT FROM BFGS code NEW_X -319071.15 0.22005114 -596.487793 ENTER BFGS code NEW_X -319071.15 0.22005114 -596.487793 EXIT FROM BFGS code FG_LNSRCH 0. 0.219541684 0. --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.320618033 *** contribution from regularisation: 0.0012260006 *** contribution from error: -0.321844041 *** contribution from DIAG: 0.00021093167 *********************************************** ENTER BFGS code FG_LNSRCH -320407.095 0.219541684 -2609.83887 EXIT FROM BFGS code NEW_X -320407.095 0.219541684 -2609.83887 ENTER BFGS code NEW_X -320407.095 0.219541684 -2609.83887 EXIT FROM BFGS code FG_LNSRCH 0. 0.208381534 0. --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.32433787 *** contribution from regularisation: 0.00123966497 *** contribution from error: -0.325577527 *** contribution from DIAG: 0.000205689081 *********************************************** ENTER BFGS code FG_LNSRCH -324132.181 0.208381534 -5204.86377 EXIT FROM BFGS code NEW_X -324132.181 0.208381534 -5204.86377 ENTER BFGS code NEW_X -324132.181 0.208381534 -5204.86377 EXIT FROM BFGS code FG_LNSRCH 0. 0.194577977 0. --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.326583385 *** contribution from regularisation: 0.00123653153 *** contribution from error: -0.327819914 *** contribution from DIAG: 0.000204977987 *********************************************** ENTER BFGS code FG_LNSRCH -326378.4 0.194577977 -5068.45068 EXIT FROM BFGS code NEW_X -326378.4 0.194577977 -5068.45068 ENTER BFGS code NEW_X -326378.4 0.194577977 -5068.45068 EXIT FROM BFGS code FG_LNSRCH 0. 0.159137756 0. --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 229.918289 sigma out 27 active outputs RANK 2 NODE 1 --> 202.708679 sigma out 27 active outputs RANK 3 NODE 4 --> 172.230484 sigma out 27 active outputs RANK 4 NODE 5 --> 163.736969 sigma out 27 active outputs RANK 5 NODE 6 --> 150.477783 sigma out 27 active outputs RANK 6 NODE 9 --> 149.29274 sigma out 27 active outputs RANK 7 NODE 20 --> 123.682198 sigma out 27 active outputs RANK 8 NODE 8 --> 122.697891 sigma out 27 active outputs RANK 9 NODE 13 --> 119.545502 sigma out 27 active outputs RANK 10 NODE 7 --> 116.033722 sigma out 27 active outputs RANK 11 NODE 11 --> 109.330368 sigma out 27 active outputs RANK 12 NODE 3 --> 98.2948837 sigma out 27 active outputs RANK 13 NODE 10 --> 97.4289856 sigma out 27 active outputs RANK 14 NODE 15 --> 86.8517456 sigma out 27 active outputs RANK 15 NODE 18 --> 86.3611832 sigma out 27 active outputs RANK 16 NODE 12 --> 86.1699295 sigma out 27 active outputs RANK 17 NODE 19 --> 70.0858231 sigma out 27 active outputs RANK 18 NODE 26 --> 66.7651367 sigma out 27 active outputs RANK 19 NODE 16 --> 66.18927 sigma out 27 active outputs RANK 20 NODE 14 --> 64.175087 sigma out 27 active outputs RANK 21 NODE 17 --> 55.078167 sigma out 27 active outputs RANK 22 NODE 21 --> 45.6118622 sigma out 27 active outputs RANK 23 NODE 22 --> 35.1363564 sigma out 27 active outputs RANK 24 NODE 23 --> 28.5887222 sigma out 27 active outputs RANK 25 NODE 24 --> 28.4758739 sigma out 27 active outputs RANK 26 NODE 25 --> 20.3174667 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 9 --> 246.075058 sigma in 26act. ( 229.355682 sig out 1act.) RANK 2 NODE 15 --> 233.840439 sigma in 26act. ( 209.475586 sig out 1act.) RANK 3 NODE 21 --> 194.37677 sigma in 26act. ( 175.644989 sig out 1act.) RANK 4 NODE 19 --> 192.076935 sigma in 26act. ( 162.450226 sig out 1act.) RANK 5 NODE 22 --> 168.624374 sigma in 26act. ( 162.630127 sig out 1act.) RANK 6 NODE 26 --> 141.48793 sigma in 26act. ( 134.381241 sig out 1act.) RANK 7 NODE 27 --> 125.270233 sigma in 26act. ( 111.155136 sig out 1act.) RANK 8 NODE 12 --> 114.791542 sigma in 26act. ( 113.911217 sig out 1act.) RANK 9 NODE 25 --> 113.060051 sigma in 26act. ( 115.657433 sig out 1act.) RANK 10 NODE 20 --> 107.817261 sigma in 26act. ( 102.489265 sig out 1act.) RANK 11 NODE 13 --> 105.744316 sigma in 26act. ( 102.919632 sig out 1act.) RANK 12 NODE 2 --> 89.1329117 sigma in 26act. ( 85.9013519 sig out 1act.) RANK 13 NODE 17 --> 76.1075745 sigma in 26act. ( 83.3335419 sig out 1act.) RANK 14 NODE 6 --> 59.7351265 sigma in 26act. ( 51.8602295 sig out 1act.) RANK 15 NODE 3 --> 49.8755836 sigma in 26act. ( 46.0766602 sig out 1act.) RANK 16 NODE 11 --> 48.0138969 sigma in 26act. ( 45.4640121 sig out 1act.) RANK 17 NODE 10 --> 41.2375946 sigma in 26act. ( 38.9012413 sig out 1act.) RANK 18 NODE 16 --> 40.2309494 sigma in 26act. ( 39.0621872 sig out 1act.) RANK 19 NODE 23 --> 33.1235962 sigma in 26act. ( 34.4513893 sig out 1act.) RANK 20 NODE 7 --> 31.5116463 sigma in 26act. ( 31.4465046 sig out 1act.) RANK 21 NODE 18 --> 30.4905281 sigma in 26act. ( 32.2928963 sig out 1act.) RANK 22 NODE 24 --> 25.8444214 sigma in 26act. ( 24.0474911 sig out 1act.) RANK 23 NODE 8 --> 20.4297352 sigma in 26act. ( 19.8417606 sig out 1act.) RANK 24 NODE 4 --> 19.0757542 sigma in 26act. ( 18.3549423 sig out 1act.) RANK 25 NODE 5 --> 14.7973032 sigma in 26act. ( 11.4980545 sig out 1act.) RANK 26 NODE 14 --> 14.4279814 sigma in 26act. ( 11.9845085 sig out 1act.) RANK 27 NODE 1 --> 11.0780554 sigma in 26act. ( 8.21909714 sig out 1act.) sorted by output significance RANK 1 NODE 9 --> 229.355682 sigma out 1act.( 246.075058 sig in 26act.) RANK 2 NODE 15 --> 209.475586 sigma out 1act.( 233.840439 sig in 26act.) RANK 3 NODE 21 --> 175.644989 sigma out 1act.( 194.37677 sig in 26act.) RANK 4 NODE 22 --> 162.630127 sigma out 1act.( 168.624374 sig in 26act.) RANK 5 NODE 19 --> 162.450226 sigma out 1act.( 192.076935 sig in 26act.) RANK 6 NODE 26 --> 134.381241 sigma out 1act.( 141.48793 sig in 26act.) RANK 7 NODE 25 --> 115.657433 sigma out 1act.( 113.060051 sig in 26act.) RANK 8 NODE 12 --> 113.911217 sigma out 1act.( 114.791542 sig in 26act.) RANK 9 NODE 27 --> 111.155136 sigma out 1act.( 125.270233 sig in 26act.) RANK 10 NODE 13 --> 102.919632 sigma out 1act.( 105.744316 sig in 26act.) RANK 11 NODE 20 --> 102.489265 sigma out 1act.( 107.817261 sig in 26act.) RANK 12 NODE 2 --> 85.9013519 sigma out 1act.( 89.1329117 sig in 26act.) RANK 13 NODE 17 --> 83.3335419 sigma out 1act.( 76.1075745 sig in 26act.) RANK 14 NODE 6 --> 51.8602295 sigma out 1act.( 59.7351265 sig in 26act.) RANK 15 NODE 3 --> 46.0766602 sigma out 1act.( 49.8755836 sig in 26act.) RANK 16 NODE 11 --> 45.4640121 sigma out 1act.( 48.0138969 sig in 26act.) RANK 17 NODE 16 --> 39.0621872 sigma out 1act.( 40.2309494 sig in 26act.) RANK 18 NODE 10 --> 38.9012413 sigma out 1act.( 41.2375946 sig in 26act.) RANK 19 NODE 23 --> 34.4513893 sigma out 1act.( 33.1235962 sig in 26act.) RANK 20 NODE 18 --> 32.2928963 sigma out 1act.( 30.4905281 sig in 26act.) RANK 21 NODE 7 --> 31.4465046 sigma out 1act.( 31.5116463 sig in 26act.) RANK 22 NODE 24 --> 24.0474911 sigma out 1act.( 25.8444214 sig in 26act.) RANK 23 NODE 8 --> 19.8417606 sigma out 1act.( 20.4297352 sig in 26act.) RANK 24 NODE 4 --> 18.3549423 sigma out 1act.( 19.0757542 sig in 26act.) RANK 25 NODE 14 --> 11.9845085 sigma out 1act.( 14.4279814 sig in 26act.) RANK 26 NODE 5 --> 11.4980545 sigma out 1act.( 14.7973032 sig in 26act.) RANK 27 NODE 1 --> 8.21909714 sigma out 1act.( 11.0780554 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 535.863464 sigma in 27 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.330671787 *** contribution from regularisation: 0.00124623964 *** contribution from error: -0.331918031 *** contribution from DIAG: 0.00017669615 *********************************************** ENTER BFGS code FG_LNSRCH -330495.082 0.159137756 489.383423 EXIT FROM BFGS code NEW_X -330495.082 0.159137756 489.383423 ENTER BFGS code NEW_X -330495.082 0.159137756 489.383423 EXIT FROM BFGS code FG_LNSRCH 0. 0.138148382 0. --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.334607393 *** contribution from regularisation: 0.00125112513 *** contribution from error: -0.335858524 *** contribution from DIAG: 0.000163088029 *********************************************** ENTER BFGS code FG_LNSRCH -334444.305 0.138148382 2387.18018 EXIT FROM BFGS code NEW_X -334444.305 0.138148382 2387.18018 ENTER BFGS code NEW_X -334444.305 0.138148382 2387.18018 EXIT FROM BFGS code FG_LNSRCH 0. 0.111262843 0. --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.33902359 *** contribution from regularisation: 0.00126418937 *** contribution from error: -0.340287775 *** contribution from DIAG: 0.000173686436 *********************************************** ENTER BFGS code FG_LNSRCH -338849.9 0.111262843 8551.28125 EXIT FROM BFGS code NEW_X -338849.9 0.111262843 8551.28125 ENTER BFGS code NEW_X -338849.9 0.111262843 8551.28125 EXIT FROM BFGS code FG_LNSRCH 0. 0.105585702 0. --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.340670824 *** contribution from regularisation: 0.0012225575 *** contribution from error: -0.341893375 *** contribution from DIAG: 0.000162972952 *********************************************** ENTER BFGS code FG_LNSRCH -340507.841 0.105585702 4670.92627 EXIT FROM BFGS code NEW_X -340507.841 0.105585702 4670.92627 ENTER BFGS code NEW_X -340507.841 0.105585702 4670.92627 EXIT FROM BFGS code FG_LNSRCH 0. 0.120641567 0. --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.343050987 *** contribution from regularisation: 0.00120158517 *** contribution from error: -0.344252586 *** contribution from DIAG: 0.000165057427 *********************************************** ENTER BFGS code FG_LNSRCH -342885.933 0.120641567 3522.1438 EXIT FROM BFGS code NEW_X -342885.933 0.120641567 3522.1438 ENTER BFGS code NEW_X -342885.933 0.120641567 3522.1438 EXIT FROM BFGS code FG_LNSRCH 0. 0.120780408 0. --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.343806863 *** contribution from regularisation: 0.00121015753 *** contribution from error: -0.345017016 *** contribution from DIAG: 0.00016663305 *********************************************** ENTER BFGS code FG_LNSRCH -343640.22 0.120780408 2395.61475 EXIT FROM BFGS code NEW_X -343640.22 0.120780408 2395.61475 ENTER BFGS code NEW_X -343640.22 0.120780408 2395.61475 EXIT FROM BFGS code FG_LNSRCH 0. 0.121088006 0. --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.345245034 *** contribution from regularisation: 0.00121405441 *** contribution from error: -0.346459091 *** contribution from DIAG: 0.000176955684 *********************************************** ENTER BFGS code FG_LNSRCH -345068.074 0.121088006 -1782.40002 EXIT FROM BFGS code NEW_X -345068.074 0.121088006 -1782.40002 ENTER BFGS code NEW_X -345068.074 0.121088006 -1782.40002 EXIT FROM BFGS code FG_LNSRCH 0. 0.1149709 0. --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.345979452 *** contribution from regularisation: 0.00121970987 *** contribution from error: -0.347199172 *** contribution from DIAG: 0.000179214301 *********************************************** ENTER BFGS code FG_LNSRCH -345800.25 0.1149709 -1344.04736 EXIT FROM BFGS code NEW_X -345800.25 0.1149709 -1344.04736 ENTER BFGS code NEW_X -345800.25 0.1149709 -1344.04736 EXIT FROM BFGS code FG_LNSRCH 0. 0.105423361 0. --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.346601665 *** contribution from regularisation: 0.0012280806 *** contribution from error: -0.347829759 *** contribution from DIAG: 0.000181529802 *********************************************** ENTER BFGS code FG_LNSRCH -346420.15 0.105423361 -3991.6875 EXIT FROM BFGS code NEW_X -346420.15 0.105423361 -3991.6875 ENTER BFGS code NEW_X -346420.15 0.105423361 -3991.6875 EXIT FROM BFGS code FG_LNSRCH 0. 0.0989437848 0. --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.347409666 *** contribution from regularisation: 0.00122367835 *** contribution from error: -0.348633349 *** contribution from DIAG: 0.000176871283 *********************************************** ENTER BFGS code FG_LNSRCH -347232.797 0.0989437848 -1836.51233 EXIT FROM BFGS code NEW_X -347232.797 0.0989437848 -1836.51233 ENTER BFGS code NEW_X -347232.797 0.0989437848 -1836.51233 EXIT FROM BFGS code FG_LNSRCH 0. 0.0920078456 0. --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 276.293152 sigma out 27 active outputs RANK 2 NODE 4 --> 240.497818 sigma out 27 active outputs RANK 3 NODE 1 --> 230.861938 sigma out 27 active outputs RANK 4 NODE 9 --> 210.307022 sigma out 27 active outputs RANK 5 NODE 6 --> 180.064392 sigma out 27 active outputs RANK 6 NODE 5 --> 173.483322 sigma out 27 active outputs RANK 7 NODE 13 --> 153.927856 sigma out 27 active outputs RANK 8 NODE 3 --> 150.64267 sigma out 27 active outputs RANK 9 NODE 26 --> 135.836288 sigma out 27 active outputs RANK 10 NODE 7 --> 130.610901 sigma out 27 active outputs RANK 11 NODE 11 --> 128.244507 sigma out 27 active outputs RANK 12 NODE 12 --> 128.106491 sigma out 27 active outputs RANK 13 NODE 8 --> 127.078621 sigma out 27 active outputs RANK 14 NODE 10 --> 112.193207 sigma out 27 active outputs RANK 15 NODE 18 --> 104.920563 sigma out 27 active outputs RANK 16 NODE 20 --> 102.115051 sigma out 27 active outputs RANK 17 NODE 15 --> 97.0390472 sigma out 27 active outputs RANK 18 NODE 19 --> 74.8880844 sigma out 27 active outputs RANK 19 NODE 14 --> 71.8515701 sigma out 27 active outputs RANK 20 NODE 17 --> 69.2994843 sigma out 27 active outputs RANK 21 NODE 16 --> 67.345871 sigma out 27 active outputs RANK 22 NODE 21 --> 50.5904579 sigma out 27 active outputs RANK 23 NODE 22 --> 43.5857887 sigma out 27 active outputs RANK 24 NODE 24 --> 39.2132187 sigma out 27 active outputs RANK 25 NODE 23 --> 30.2110004 sigma out 27 active outputs RANK 26 NODE 25 --> 23.2559929 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 9 --> 352.723083 sigma in 26act. ( 340.351318 sig out 1act.) RANK 2 NODE 19 --> 239.676697 sigma in 26act. ( 197.847427 sig out 1act.) RANK 3 NODE 15 --> 224.609329 sigma in 26act. ( 212.854645 sig out 1act.) RANK 4 NODE 21 --> 193.232956 sigma in 26act. ( 198.161194 sig out 1act.) RANK 5 NODE 20 --> 190.004181 sigma in 26act. ( 195.382233 sig out 1act.) RANK 6 NODE 13 --> 178.400818 sigma in 26act. ( 187.235184 sig out 1act.) RANK 7 NODE 22 --> 163.437668 sigma in 26act. ( 172.110565 sig out 1act.) RANK 8 NODE 27 --> 158.969772 sigma in 26act. ( 149.743042 sig out 1act.) RANK 9 NODE 26 --> 153.720184 sigma in 26act. ( 157.63588 sig out 1act.) RANK 10 NODE 25 --> 147.494156 sigma in 26act. ( 141.71138 sig out 1act.) RANK 11 NODE 2 --> 105.829132 sigma in 26act. ( 106.241341 sig out 1act.) RANK 12 NODE 12 --> 104.324532 sigma in 26act. ( 104.61084 sig out 1act.) RANK 13 NODE 17 --> 98.3259125 sigma in 26act. ( 108.987862 sig out 1act.) RANK 14 NODE 6 --> 90.5388412 sigma in 26act. ( 81.3352127 sig out 1act.) RANK 15 NODE 11 --> 79.4177628 sigma in 26act. ( 79.1678391 sig out 1act.) RANK 16 NODE 3 --> 64.2553177 sigma in 26act. ( 60.271183 sig out 1act.) RANK 17 NODE 23 --> 49.4374161 sigma in 26act. ( 51.1821213 sig out 1act.) RANK 18 NODE 16 --> 49.4319878 sigma in 26act. ( 49.4333572 sig out 1act.) RANK 19 NODE 10 --> 46.2301636 sigma in 26act. ( 43.822361 sig out 1act.) RANK 20 NODE 7 --> 37.3026733 sigma in 26act. ( 37.1350479 sig out 1act.) RANK 21 NODE 1 --> 31.2528915 sigma in 26act. ( 32.3807907 sig out 1act.) RANK 22 NODE 8 --> 21.9738407 sigma in 26act. ( 22.2318096 sig out 1act.) RANK 23 NODE 18 --> 21.1260433 sigma in 26act. ( 22.9652729 sig out 1act.) RANK 24 NODE 4 --> 12.2146292 sigma in 26act. ( 9.79227161 sig out 1act.) RANK 25 NODE 24 --> 11.1058998 sigma in 26act. ( 5.8619647 sig out 1act.) RANK 26 NODE 5 --> 10.3422308 sigma in 26act. ( 3.59174514 sig out 1act.) RANK 27 NODE 14 --> 9.85865307 sigma in 26act. ( 6.05979776 sig out 1act.) sorted by output significance RANK 1 NODE 9 --> 340.351318 sigma out 1act.( 352.723083 sig in 26act.) RANK 2 NODE 15 --> 212.854645 sigma out 1act.( 224.609329 sig in 26act.) RANK 3 NODE 21 --> 198.161194 sigma out 1act.( 193.232956 sig in 26act.) RANK 4 NODE 19 --> 197.847427 sigma out 1act.( 239.676697 sig in 26act.) RANK 5 NODE 20 --> 195.382233 sigma out 1act.( 190.004181 sig in 26act.) RANK 6 NODE 13 --> 187.235184 sigma out 1act.( 178.400818 sig in 26act.) RANK 7 NODE 22 --> 172.110565 sigma out 1act.( 163.437668 sig in 26act.) RANK 8 NODE 26 --> 157.63588 sigma out 1act.( 153.720184 sig in 26act.) RANK 9 NODE 27 --> 149.743042 sigma out 1act.( 158.969772 sig in 26act.) RANK 10 NODE 25 --> 141.71138 sigma out 1act.( 147.494156 sig in 26act.) RANK 11 NODE 17 --> 108.987862 sigma out 1act.( 98.3259125 sig in 26act.) RANK 12 NODE 2 --> 106.241341 sigma out 1act.( 105.829132 sig in 26act.) RANK 13 NODE 12 --> 104.61084 sigma out 1act.( 104.324532 sig in 26act.) RANK 14 NODE 6 --> 81.3352127 sigma out 1act.( 90.5388412 sig in 26act.) RANK 15 NODE 11 --> 79.1678391 sigma out 1act.( 79.4177628 sig in 26act.) RANK 16 NODE 3 --> 60.271183 sigma out 1act.( 64.2553177 sig in 26act.) RANK 17 NODE 23 --> 51.1821213 sigma out 1act.( 49.4374161 sig in 26act.) RANK 18 NODE 16 --> 49.4333572 sigma out 1act.( 49.4319878 sig in 26act.) RANK 19 NODE 10 --> 43.822361 sigma out 1act.( 46.2301636 sig in 26act.) RANK 20 NODE 7 --> 37.1350479 sigma out 1act.( 37.3026733 sig in 26act.) RANK 21 NODE 1 --> 32.3807907 sigma out 1act.( 31.2528915 sig in 26act.) RANK 22 NODE 18 --> 22.9652729 sigma out 1act.( 21.1260433 sig in 26act.) RANK 23 NODE 8 --> 22.2318096 sigma out 1act.( 21.9738407 sig in 26act.) RANK 24 NODE 4 --> 9.79227161 sigma out 1act.( 12.2146292 sig in 26act.) RANK 25 NODE 14 --> 6.05979776 sigma out 1act.( 9.85865307 sig in 26act.) RANK 26 NODE 24 --> 5.8619647 sigma out 1act.( 11.1058998 sig in 26act.) RANK 27 NODE 5 --> 3.59174514 sigma out 1act.( 10.3422308 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 686.296143 sigma in 27 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.347822607 *** contribution from regularisation: 0.00122099789 *** contribution from error: -0.349043608 *** contribution from DIAG: 0.000174099245 *********************************************** ENTER BFGS code FG_LNSRCH -347648.5 0.0920078456 -532.833496 EXIT FROM BFGS code NEW_X -347648.5 0.0920078456 -532.833496 ENTER BFGS code NEW_X -347648.5 0.0920078456 -532.833496 EXIT FROM BFGS code FG_LNSRCH 0. 0.0876996294 0. --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.348152578 *** contribution from regularisation: 0.00121835142 *** contribution from error: -0.349370927 *** contribution from DIAG: 0.000173788721 *********************************************** ENTER BFGS code FG_LNSRCH -347978.784 0.0876996294 -361.063171 EXIT FROM BFGS code NEW_X -347978.784 0.0876996294 -361.063171 ENTER BFGS code NEW_X -347978.784 0.0876996294 -361.063171 EXIT FROM BFGS code FG_LNSRCH 0. 0.0721304268 0. --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.349072516 *** contribution from regularisation: 0.00122123724 *** contribution from error: -0.350293756 *** contribution from DIAG: 0.00017449545 *********************************************** ENTER BFGS code FG_LNSRCH -348898.028 0.0721304268 -1095.74841 EXIT FROM BFGS code NEW_X -348898.028 0.0721304268 -1095.74841 ENTER BFGS code NEW_X -348898.028 0.0721304268 -1095.74841 EXIT FROM BFGS code FG_LNSRCH 0. 0.0598064773 0. --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.349503338 *** contribution from regularisation: 0.00120768894 *** contribution from error: -0.350711018 *** contribution from DIAG: 0.000176178582 *********************************************** ENTER BFGS code FG_LNSRCH -349327.15 0.0598064773 -1353.81885 EXIT FROM BFGS code NEW_X -349327.15 0.0598064773 -1353.81885 ENTER BFGS code NEW_X -349327.15 0.0598064773 -1353.81885 EXIT FROM BFGS code FG_LNSRCH 0. 0.0603702255 0. --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.349900723 *** contribution from regularisation: 0.00119597965 *** contribution from error: -0.35109669 *** contribution from DIAG: 0.000175819514 *********************************************** ENTER BFGS code FG_LNSRCH -349724.915 0.0603702255 -886.991455 EXIT FROM BFGS code NEW_X -349724.915 0.0603702255 -886.991455 ENTER BFGS code NEW_X -349724.915 0.0603702255 -886.991455 EXIT FROM BFGS code FG_LNSRCH 0. 0.0545090735 0. --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.350431859 *** contribution from regularisation: 0.0012030236 *** contribution from error: -0.35163489 *** contribution from DIAG: 0.000173823311 *********************************************** ENTER BFGS code FG_LNSRCH -350258.047 0.0545090735 146.162125 EXIT FROM BFGS code NEW_X -350258.047 0.0545090735 146.162125 ENTER BFGS code NEW_X -350258.047 0.0545090735 146.162125 EXIT FROM BFGS code FG_LNSRCH 0. 0.046945028 0. --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.350866526 *** contribution from regularisation: 0.00120664062 *** contribution from error: -0.352073163 *** contribution from DIAG: 0.00017391931 *********************************************** ENTER BFGS code FG_LNSRCH -350692.595 0.046945028 169.384338 EXIT FROM BFGS code NEW_X -350692.595 0.046945028 169.384338 ENTER BFGS code NEW_X -350692.595 0.046945028 169.384338 EXIT FROM BFGS code FG_LNSRCH 0. 0.0176682882 0. --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.352108359 *** contribution from regularisation: 0.00123138656 *** contribution from error: -0.353339732 *** contribution from DIAG: 0.000176788104 *********************************************** ENTER BFGS code FG_LNSRCH -351931.572 0.0176682882 -788.619019 EXIT FROM BFGS code NEW_X -351931.572 0.0176682882 -788.619019 ENTER BFGS code NEW_X -351931.572 0.0176682882 -788.619019 EXIT FROM BFGS code FG_LNSRCH 0. -0.0144222192 0. --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.353044391 *** contribution from regularisation: 0.00124516862 *** contribution from error: -0.354289562 *** contribution from DIAG: 0.000179922601 *********************************************** ENTER BFGS code FG_LNSRCH -352864.474 -0.0144222192 -2827.84009 EXIT FROM BFGS code NEW_X -352864.474 -0.0144222192 -2827.84009 ENTER BFGS code NEW_X -352864.474 -0.0144222192 -2827.84009 EXIT FROM BFGS code FG_LNSRCH 0. -0.0138844019 0. --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.353702784 *** contribution from regularisation: 0.00120767474 *** contribution from error: -0.354910463 *** contribution from DIAG: 0.000179432376 *********************************************** ENTER BFGS code FG_LNSRCH -353523.341 -0.0138844019 -2616.76978 EXIT FROM BFGS code NEW_X -353523.341 -0.0138844019 -2616.76978 ENTER BFGS code NEW_X -353523.341 -0.0138844019 -2616.76978 EXIT FROM BFGS code FG_LNSRCH 0. -0.0334925503 0. --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 4 --> 332.077637 sigma out 27 active outputs RANK 2 NODE 1 --> 301.837311 sigma out 27 active outputs RANK 3 NODE 2 --> 297.069733 sigma out 27 active outputs RANK 4 NODE 6 --> 283.20932 sigma out 27 active outputs RANK 5 NODE 5 --> 218.056717 sigma out 27 active outputs RANK 6 NODE 9 --> 209.095322 sigma out 27 active outputs RANK 7 NODE 3 --> 200.68869 sigma out 27 active outputs RANK 8 NODE 13 --> 164.77919 sigma out 27 active outputs RANK 9 NODE 26 --> 133.842636 sigma out 27 active outputs RANK 10 NODE 7 --> 133.44368 sigma out 27 active outputs RANK 11 NODE 12 --> 128.07486 sigma out 27 active outputs RANK 12 NODE 10 --> 121.541023 sigma out 27 active outputs RANK 13 NODE 8 --> 120.947914 sigma out 27 active outputs RANK 14 NODE 11 --> 115.224983 sigma out 27 active outputs RANK 15 NODE 15 --> 109.055672 sigma out 27 active outputs RANK 16 NODE 18 --> 106.605507 sigma out 27 active outputs RANK 17 NODE 20 --> 101.292236 sigma out 27 active outputs RANK 18 NODE 14 --> 65.7013931 sigma out 27 active outputs RANK 19 NODE 19 --> 64.0834351 sigma out 27 active outputs RANK 20 NODE 16 --> 63.1416893 sigma out 27 active outputs RANK 21 NODE 17 --> 60.1302147 sigma out 27 active outputs RANK 22 NODE 21 --> 49.4550171 sigma out 27 active outputs RANK 23 NODE 22 --> 41.2387695 sigma out 27 active outputs RANK 24 NODE 24 --> 25.4180489 sigma out 27 active outputs RANK 25 NODE 23 --> 25.0437908 sigma out 27 active outputs RANK 26 NODE 25 --> 19.7589817 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 9 --> 447.43808 sigma in 26act. ( 445.835968 sig out 1act.) RANK 2 NODE 19 --> 264.299835 sigma in 26act. ( 211.494629 sig out 1act.) RANK 3 NODE 13 --> 258.914764 sigma in 26act. ( 312.117065 sig out 1act.) RANK 4 NODE 15 --> 232.998352 sigma in 26act. ( 209.052582 sig out 1act.) RANK 5 NODE 20 --> 221.638885 sigma in 26act. ( 230.915009 sig out 1act.) RANK 6 NODE 21 --> 196.195175 sigma in 26act. ( 202.530396 sig out 1act.) RANK 7 NODE 26 --> 193.142349 sigma in 26act. ( 214.582184 sig out 1act.) RANK 8 NODE 22 --> 172.268082 sigma in 26act. ( 206.779816 sig out 1act.) RANK 9 NODE 25 --> 162.646545 sigma in 26act. ( 158.977737 sig out 1act.) RANK 10 NODE 27 --> 159.986923 sigma in 26act. ( 132.629532 sig out 1act.) RANK 11 NODE 17 --> 141.042542 sigma in 26act. ( 153.801346 sig out 1act.) RANK 12 NODE 2 --> 128.303513 sigma in 26act. ( 132.089172 sig out 1act.) RANK 13 NODE 12 --> 97.5592499 sigma in 26act. ( 94.6472244 sig out 1act.) RANK 14 NODE 6 --> 91.8404388 sigma in 26act. ( 89.0123978 sig out 1act.) RANK 15 NODE 11 --> 81.9721603 sigma in 26act. ( 86.1075668 sig out 1act.) RANK 16 NODE 3 --> 75.313446 sigma in 26act. ( 70.8628769 sig out 1act.) RANK 17 NODE 16 --> 64.2539825 sigma in 26act. ( 69.1249237 sig out 1act.) RANK 18 NODE 23 --> 56.1303444 sigma in 26act. ( 58.0907669 sig out 1act.) RANK 19 NODE 7 --> 44.2891617 sigma in 26act. ( 43.6565933 sig out 1act.) RANK 20 NODE 10 --> 42.318428 sigma in 26act. ( 40.2219849 sig out 1act.) RANK 21 NODE 18 --> 33.3685837 sigma in 26act. ( 38.4116592 sig out 1act.) RANK 22 NODE 1 --> 29.7636623 sigma in 26act. ( 30.896225 sig out 1act.) RANK 23 NODE 5 --> 23.037117 sigma in 26act. ( 21.6673126 sig out 1act.) RANK 24 NODE 4 --> 13.1431408 sigma in 26act. ( 11.3479462 sig out 1act.) RANK 25 NODE 24 --> 9.66686058 sigma in 26act. ( 3.01903939 sig out 1act.) RANK 26 NODE 8 --> 8.98646164 sigma in 26act. ( 1.17146695 sig out 1act.) RANK 27 NODE 14 --> 7.6544795 sigma in 26act. ( 1.2299155 sig out 1act.) sorted by output significance RANK 1 NODE 9 --> 445.835968 sigma out 1act.( 447.43808 sig in 26act.) RANK 2 NODE 13 --> 312.117065 sigma out 1act.( 258.914764 sig in 26act.) RANK 3 NODE 20 --> 230.915009 sigma out 1act.( 221.638885 sig in 26act.) RANK 4 NODE 26 --> 214.582184 sigma out 1act.( 193.142349 sig in 26act.) RANK 5 NODE 19 --> 211.494629 sigma out 1act.( 264.299835 sig in 26act.) RANK 6 NODE 15 --> 209.052582 sigma out 1act.( 232.998352 sig in 26act.) RANK 7 NODE 22 --> 206.779816 sigma out 1act.( 172.268082 sig in 26act.) RANK 8 NODE 21 --> 202.530396 sigma out 1act.( 196.195175 sig in 26act.) RANK 9 NODE 25 --> 158.977737 sigma out 1act.( 162.646545 sig in 26act.) RANK 10 NODE 17 --> 153.801346 sigma out 1act.( 141.042542 sig in 26act.) RANK 11 NODE 27 --> 132.629532 sigma out 1act.( 159.986923 sig in 26act.) RANK 12 NODE 2 --> 132.089172 sigma out 1act.( 128.303513 sig in 26act.) RANK 13 NODE 12 --> 94.6472244 sigma out 1act.( 97.5592499 sig in 26act.) RANK 14 NODE 6 --> 89.0123978 sigma out 1act.( 91.8404388 sig in 26act.) RANK 15 NODE 11 --> 86.1075668 sigma out 1act.( 81.9721603 sig in 26act.) RANK 16 NODE 3 --> 70.8628769 sigma out 1act.( 75.313446 sig in 26act.) RANK 17 NODE 16 --> 69.1249237 sigma out 1act.( 64.2539825 sig in 26act.) RANK 18 NODE 23 --> 58.0907669 sigma out 1act.( 56.1303444 sig in 26act.) RANK 19 NODE 7 --> 43.6565933 sigma out 1act.( 44.2891617 sig in 26act.) RANK 20 NODE 10 --> 40.2219849 sigma out 1act.( 42.318428 sig in 26act.) RANK 21 NODE 18 --> 38.4116592 sigma out 1act.( 33.3685837 sig in 26act.) RANK 22 NODE 1 --> 30.896225 sigma out 1act.( 29.7636623 sig in 26act.) RANK 23 NODE 5 --> 21.6673126 sigma out 1act.( 23.037117 sig in 26act.) RANK 24 NODE 4 --> 11.3479462 sigma out 1act.( 13.1431408 sig in 26act.) RANK 25 NODE 24 --> 3.01903939 sigma out 1act.( 9.66686058 sig in 26act.) RANK 26 NODE 14 --> 1.2299155 sigma out 1act.( 7.6544795 sig in 26act.) RANK 27 NODE 8 --> 1.17146695 sigma out 1act.( 8.98646164 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 834.124939 sigma in 27 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.354856133 *** contribution from regularisation: 0.00122307648 *** contribution from error: -0.356079221 *** contribution from DIAG: 0.000175858586 *********************************************** ENTER BFGS code FG_LNSRCH -354680.282 -0.0334925503 -1184.19434 EXIT FROM BFGS code NEW_X -354680.282 -0.0334925503 -1184.19434 ENTER BFGS code NEW_X -354680.282 -0.0334925503 -1184.19434 EXIT FROM BFGS code FG_LNSRCH 0. -0.0432489477 0. --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.355422258 *** contribution from regularisation: 0.00120862236 *** contribution from error: -0.356630892 *** contribution from DIAG: 0.000177615308 *********************************************** ENTER BFGS code FG_LNSRCH -355244.649 -0.0432489477 -1923.4906 EXIT FROM BFGS code NEW_X -355244.649 -0.0432489477 -1923.4906 ENTER BFGS code NEW_X -355244.649 -0.0432489477 -1923.4906 EXIT FROM BFGS code FG_LNSRCH 0. -0.0597948432 0. --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.355755836 *** contribution from regularisation: 0.00121659867 *** contribution from error: -0.356972426 *** contribution from DIAG: 0.000174441433 *********************************************** ENTER BFGS code FG_LNSRCH -355581.405 -0.0597948432 -188.517853 EXIT FROM BFGS code NEW_X -355581.405 -0.0597948432 -188.517853 ENTER BFGS code NEW_X -355581.405 -0.0597948432 -188.517853 EXIT FROM BFGS code FG_LNSRCH 0. -0.0651945099 0. --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.356069714 *** contribution from regularisation: 0.00121338037 *** contribution from error: -0.357283086 *** contribution from DIAG: 0.000174995715 *********************************************** ENTER BFGS code FG_LNSRCH -355894.722 -0.0651945099 -347.734772 EXIT FROM BFGS code NEW_X -355894.722 -0.0651945099 -347.734772 ENTER BFGS code NEW_X -355894.722 -0.0651945099 -347.734772 EXIT FROM BFGS code FG_LNSRCH 0. -0.0835218728 0. --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.356655717 *** contribution from regularisation: 0.00122640922 *** contribution from error: -0.357882112 *** contribution from DIAG: 0.000177051203 *********************************************** ENTER BFGS code FG_LNSRCH -356478.653 -0.0835218728 -1423.17407 EXIT FROM BFGS code NEW_X -356478.653 -0.0835218728 -1423.17407 ENTER BFGS code NEW_X -356478.653 -0.0835218728 -1423.17407 EXIT FROM BFGS code FG_LNSRCH 0. -0.0977872759 0. --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.357078105 *** contribution from regularisation: 0.00122722762 *** contribution from error: -0.358305335 *** contribution from DIAG: 0.000176749396 *********************************************** ENTER BFGS code FG_LNSRCH -356901.349 -0.0977872759 -1835.81311 EXIT FROM BFGS code NEW_X -356901.349 -0.0977872759 -1835.81311 ENTER BFGS code NEW_X -356901.349 -0.0977872759 -1835.81311 EXIT FROM BFGS code FG_LNSRCH 0. -0.129439503 0. --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.356716514 *** contribution from regularisation: 0.00123907684 *** contribution from error: -0.357955605 *** contribution from DIAG: 0.000180754112 *********************************************** ENTER BFGS code FG_LNSRCH -356535.771 -0.129439503 -5584.87402 EXIT FROM BFGS code FG_LNSRCH 0. -0.112585716 0. --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.357423544 *** contribution from regularisation: 0.00121208304 *** contribution from error: -0.358635634 *** contribution from DIAG: 0.000179053139 *********************************************** ENTER BFGS code FG_LNSRCH -357244.479 -0.112585716 -3679.15234 EXIT FROM BFGS code NEW_X -357244.479 -0.112585716 -3679.15234 ENTER BFGS code NEW_X -357244.479 -0.112585716 -3679.15234 EXIT FROM BFGS code FG_LNSRCH 0. -0.124012977 0. --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.357830673 *** contribution from regularisation: 0.00122764066 *** contribution from error: -0.359058321 *** contribution from DIAG: 0.000177465918 *********************************************** ENTER BFGS code FG_LNSRCH -357653.196 -0.124012977 -3175.72778 EXIT FROM BFGS code NEW_X -357653.196 -0.124012977 -3175.72778 ENTER BFGS code NEW_X -357653.196 -0.124012977 -3175.72778 EXIT FROM BFGS code FG_LNSRCH 0. -0.133941382 0. --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.358166218 *** contribution from regularisation: 0.00122608396 *** contribution from error: -0.359392315 *** contribution from DIAG: 0.000175337787 *********************************************** ENTER BFGS code FG_LNSRCH -357990.881 -0.133941382 -2464.20361 EXIT FROM BFGS code NEW_X -357990.881 -0.133941382 -2464.20361 ENTER BFGS code NEW_X -357990.881 -0.133941382 -2464.20361 EXIT FROM BFGS code FG_LNSRCH 0. -0.150390372 0. --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 4 --> 392.821472 sigma out 27 active outputs RANK 2 NODE 1 --> 371.492065 sigma out 27 active outputs RANK 3 NODE 2 --> 313.270111 sigma out 27 active outputs RANK 4 NODE 6 --> 309.590607 sigma out 27 active outputs RANK 5 NODE 5 --> 239.973679 sigma out 27 active outputs RANK 6 NODE 9 --> 220.538345 sigma out 27 active outputs RANK 7 NODE 3 --> 220.125732 sigma out 27 active outputs RANK 8 NODE 13 --> 175.09169 sigma out 27 active outputs RANK 9 NODE 7 --> 146.783875 sigma out 27 active outputs RANK 10 NODE 26 --> 144.808075 sigma out 27 active outputs RANK 11 NODE 12 --> 142.787674 sigma out 27 active outputs RANK 12 NODE 10 --> 132.450241 sigma out 27 active outputs RANK 13 NODE 11 --> 131.50412 sigma out 27 active outputs RANK 14 NODE 8 --> 118.647072 sigma out 27 active outputs RANK 15 NODE 15 --> 115.082207 sigma out 27 active outputs RANK 16 NODE 18 --> 111.626366 sigma out 27 active outputs RANK 17 NODE 20 --> 97.5416718 sigma out 27 active outputs RANK 18 NODE 16 --> 68.2851639 sigma out 27 active outputs RANK 19 NODE 19 --> 64.8347549 sigma out 27 active outputs RANK 20 NODE 14 --> 61.4245338 sigma out 27 active outputs RANK 21 NODE 17 --> 58.2586937 sigma out 27 active outputs RANK 22 NODE 21 --> 53.3804741 sigma out 27 active outputs RANK 23 NODE 22 --> 41.1544609 sigma out 27 active outputs RANK 24 NODE 23 --> 25.3343658 sigma out 27 active outputs RANK 25 NODE 24 --> 25.205431 sigma out 27 active outputs RANK 26 NODE 25 --> 18.5862007 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 9 --> 510.569336 sigma in 26act. ( 502.697968 sig out 1act.) RANK 2 NODE 13 --> 333.821045 sigma in 26act. ( 401.054382 sig out 1act.) RANK 3 NODE 19 --> 269.893799 sigma in 26act. ( 220.914536 sig out 1act.) RANK 4 NODE 15 --> 254.303894 sigma in 26act. ( 238.493317 sig out 1act.) RANK 5 NODE 20 --> 230.983078 sigma in 26act. ( 244.498795 sig out 1act.) RANK 6 NODE 26 --> 212.972305 sigma in 26act. ( 239.476212 sig out 1act.) RANK 7 NODE 21 --> 196.351913 sigma in 26act. ( 205.069656 sig out 1act.) RANK 8 NODE 22 --> 189.073975 sigma in 26act. ( 227.50322 sig out 1act.) RANK 9 NODE 27 --> 175.402313 sigma in 26act. ( 147.786758 sig out 1act.) RANK 10 NODE 25 --> 173.659348 sigma in 26act. ( 173.688736 sig out 1act.) RANK 11 NODE 17 --> 157.370728 sigma in 26act. ( 172.110062 sig out 1act.) RANK 12 NODE 2 --> 156.8582 sigma in 26act. ( 164.811356 sig out 1act.) RANK 13 NODE 6 --> 93.6655884 sigma in 26act. ( 97.0472488 sig out 1act.) RANK 14 NODE 12 --> 91.3501511 sigma in 26act. ( 87.1136627 sig out 1act.) RANK 15 NODE 3 --> 82.1679306 sigma in 26act. ( 77.702774 sig out 1act.) RANK 16 NODE 11 --> 81.8371353 sigma in 26act. ( 87.1551361 sig out 1act.) RANK 17 NODE 16 --> 71.4390793 sigma in 26act. ( 80.973381 sig out 1act.) RANK 18 NODE 23 --> 64.3743515 sigma in 26act. ( 66.0665359 sig out 1act.) RANK 19 NODE 7 --> 50.9739151 sigma in 26act. ( 49.7546349 sig out 1act.) RANK 20 NODE 10 --> 45.323143 sigma in 26act. ( 43.2561569 sig out 1act.) RANK 21 NODE 18 --> 35.5999222 sigma in 26act. ( 41.0292053 sig out 1act.) RANK 22 NODE 1 --> 31.2548008 sigma in 26act. ( 32.6049881 sig out 1act.) RANK 23 NODE 5 --> 25.9563751 sigma in 26act. ( 24.9694347 sig out 1act.) RANK 24 NODE 4 --> 17.2799053 sigma in 26act. ( 16.5352917 sig out 1act.) RANK 25 NODE 8 --> 10.3869295 sigma in 26act. ( 6.38180971 sig out 1act.) RANK 26 NODE 24 --> 9.12555695 sigma in 26act. ( 1.24096382 sig out 1act.) RANK 27 NODE 14 --> 7.66690111 sigma in 26act. ( 1.96194339 sig out 1act.) sorted by output significance RANK 1 NODE 9 --> 502.697968 sigma out 1act.( 510.569336 sig in 26act.) RANK 2 NODE 13 --> 401.054382 sigma out 1act.( 333.821045 sig in 26act.) RANK 3 NODE 20 --> 244.498795 sigma out 1act.( 230.983078 sig in 26act.) RANK 4 NODE 26 --> 239.476212 sigma out 1act.( 212.972305 sig in 26act.) RANK 5 NODE 15 --> 238.493317 sigma out 1act.( 254.303894 sig in 26act.) RANK 6 NODE 22 --> 227.50322 sigma out 1act.( 189.073975 sig in 26act.) RANK 7 NODE 19 --> 220.914536 sigma out 1act.( 269.893799 sig in 26act.) RANK 8 NODE 21 --> 205.069656 sigma out 1act.( 196.351913 sig in 26act.) RANK 9 NODE 25 --> 173.688736 sigma out 1act.( 173.659348 sig in 26act.) RANK 10 NODE 17 --> 172.110062 sigma out 1act.( 157.370728 sig in 26act.) RANK 11 NODE 2 --> 164.811356 sigma out 1act.( 156.8582 sig in 26act.) RANK 12 NODE 27 --> 147.786758 sigma out 1act.( 175.402313 sig in 26act.) RANK 13 NODE 6 --> 97.0472488 sigma out 1act.( 93.6655884 sig in 26act.) RANK 14 NODE 11 --> 87.1551361 sigma out 1act.( 81.8371353 sig in 26act.) RANK 15 NODE 12 --> 87.1136627 sigma out 1act.( 91.3501511 sig in 26act.) RANK 16 NODE 16 --> 80.973381 sigma out 1act.( 71.4390793 sig in 26act.) RANK 17 NODE 3 --> 77.702774 sigma out 1act.( 82.1679306 sig in 26act.) RANK 18 NODE 23 --> 66.0665359 sigma out 1act.( 64.3743515 sig in 26act.) RANK 19 NODE 7 --> 49.7546349 sigma out 1act.( 50.9739151 sig in 26act.) RANK 20 NODE 10 --> 43.2561569 sigma out 1act.( 45.323143 sig in 26act.) RANK 21 NODE 18 --> 41.0292053 sigma out 1act.( 35.5999222 sig in 26act.) RANK 22 NODE 1 --> 32.6049881 sigma out 1act.( 31.2548008 sig in 26act.) RANK 23 NODE 5 --> 24.9694347 sigma out 1act.( 25.9563751 sig in 26act.) RANK 24 NODE 4 --> 16.5352917 sigma out 1act.( 17.2799053 sig in 26act.) RANK 25 NODE 8 --> 6.38180971 sigma out 1act.( 10.3869295 sig in 26act.) RANK 26 NODE 14 --> 1.96194339 sigma out 1act.( 7.66690111 sig in 26act.) RANK 27 NODE 24 --> 1.24096382 sigma out 1act.( 9.12555695 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 942.636536 sigma in 27 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.358654797 *** contribution from regularisation: 0.00122983975 *** contribution from error: -0.35988465 *** contribution from DIAG: 0.000170938467 *********************************************** ENTER BFGS code FG_LNSRCH -358483.853 -0.150390372 -1101.06653 EXIT FROM BFGS code NEW_X -358483.853 -0.150390372 -1101.06653 ENTER BFGS code NEW_X -358483.853 -0.150390372 -1101.06653 EXIT FROM BFGS code FG_LNSRCH 0. -0.176291823 0. --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.359472632 *** contribution from regularisation: 0.00123832899 *** contribution from error: -0.360710949 *** contribution from DIAG: 0.000166981568 *********************************************** ENTER BFGS code FG_LNSRCH -359305.65 -0.176291823 566.231934 EXIT FROM BFGS code NEW_X -359305.65 -0.176291823 566.231934 ENTER BFGS code NEW_X -359305.65 -0.176291823 566.231934 EXIT FROM BFGS code FG_LNSRCH 0. -0.237364188 0. --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.359966248 *** contribution from regularisation: 0.00126828498 *** contribution from error: -0.361234546 *** contribution from DIAG: 0.000166814105 *********************************************** ENTER BFGS code FG_LNSRCH -359799.447 -0.237364188 -708.826721 EXIT FROM BFGS code NEW_X -359799.447 -0.237364188 -708.826721 ENTER BFGS code NEW_X -359799.447 -0.237364188 -708.826721 EXIT FROM BFGS code FG_LNSRCH 0. -0.244899064 0. --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.360988706 *** contribution from regularisation: 0.00124979718 *** contribution from error: -0.362238497 *** contribution from DIAG: 0.00016580557 *********************************************** ENTER BFGS code FG_LNSRCH -360822.886 -0.244899064 64.2331848 EXIT FROM BFGS code NEW_X -360822.886 -0.244899064 64.2331848 ENTER BFGS code NEW_X -360822.886 -0.244899064 64.2331848 EXIT FROM BFGS code FG_LNSRCH 0. -0.250811219 0. --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.361551076 *** contribution from regularisation: 0.00124826818 *** contribution from error: -0.362799346 *** contribution from DIAG: 0.000166158963 *********************************************** ENTER BFGS code FG_LNSRCH -361384.931 -0.250811219 -1085.06738 EXIT FROM BFGS code NEW_X -361384.931 -0.250811219 -1085.06738 ENTER BFGS code NEW_X -361384.931 -0.250811219 -1085.06738 EXIT FROM BFGS code FG_LNSRCH 0. -0.297808975 0. --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.36239621 *** contribution from regularisation: 0.00127690926 *** contribution from error: -0.363673121 *** contribution from DIAG: 0.00016531859 *********************************************** ENTER BFGS code FG_LNSRCH -362230.885 -0.297808975 -2421.33374 EXIT FROM BFGS code NEW_X -362230.885 -0.297808975 -2421.33374 ENTER BFGS code NEW_X -362230.885 -0.297808975 -2421.33374 EXIT FROM BFGS code FG_LNSRCH 0. -0.345308751 0. --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.363311321 *** contribution from regularisation: 0.00128401071 *** contribution from error: -0.364595324 *** contribution from DIAG: 0.000168038663 *********************************************** ENTER BFGS code FG_LNSRCH -363143.287 -0.345308751 -3258.6582 EXIT FROM BFGS code NEW_X -363143.287 -0.345308751 -3258.6582 ENTER BFGS code NEW_X -363143.287 -0.345308751 -3258.6582 EXIT FROM BFGS code FG_LNSRCH 0. -0.412627339 0. --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.363610506 *** contribution from regularisation: 0.00131035282 *** contribution from error: -0.364920855 *** contribution from DIAG: 0.000162724318 *********************************************** ENTER BFGS code FG_LNSRCH -363447.793 -0.412627339 191.580048 EXIT FROM BFGS code NEW_X -363447.793 -0.412627339 191.580048 ENTER BFGS code NEW_X -363447.793 -0.412627339 191.580048 EXIT FROM BFGS code FG_LNSRCH 0. -0.410915464 0. --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.364126593 *** contribution from regularisation: 0.00127635442 *** contribution from error: -0.365402937 *** contribution from DIAG: 0.000162998273 *********************************************** ENTER BFGS code FG_LNSRCH -363963.587 -0.410915464 -412.907166 EXIT FROM BFGS code NEW_X -363963.587 -0.410915464 -412.907166 ENTER BFGS code NEW_X -363963.587 -0.410915464 -412.907166 EXIT FROM BFGS code FG_LNSRCH 0. -0.405573279 0. --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.364289522 *** contribution from regularisation: 0.0012758486 *** contribution from error: -0.36556536 *** contribution from DIAG: 0.000162830111 *********************************************** ENTER BFGS code FG_LNSRCH -364126.688 -0.405573279 -309.819946 EXIT FROM BFGS code NEW_X -364126.688 -0.405573279 -309.819946 ENTER BFGS code NEW_X -364126.688 -0.405573279 -309.819946 EXIT FROM BFGS code FG_LNSRCH 0. -0.458323419 0. --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 569.772095 sigma out 27 active outputs RANK 2 NODE 4 --> 484.903351 sigma out 27 active outputs RANK 3 NODE 2 --> 371.239655 sigma out 27 active outputs RANK 4 NODE 6 --> 314.497772 sigma out 27 active outputs RANK 5 NODE 5 --> 288.017731 sigma out 27 active outputs RANK 6 NODE 9 --> 258.395813 sigma out 27 active outputs RANK 7 NODE 3 --> 209.058487 sigma out 27 active outputs RANK 8 NODE 11 --> 203.25769 sigma out 27 active outputs RANK 9 NODE 12 --> 186.838287 sigma out 27 active outputs RANK 10 NODE 26 --> 182.560699 sigma out 27 active outputs RANK 11 NODE 7 --> 179.697205 sigma out 27 active outputs RANK 12 NODE 13 --> 178.811508 sigma out 27 active outputs RANK 13 NODE 10 --> 161.0345 sigma out 27 active outputs RANK 14 NODE 18 --> 146.359528 sigma out 27 active outputs RANK 15 NODE 15 --> 128.787445 sigma out 27 active outputs RANK 16 NODE 20 --> 114.038223 sigma out 27 active outputs RANK 17 NODE 8 --> 112.962753 sigma out 27 active outputs RANK 18 NODE 16 --> 81.5611877 sigma out 27 active outputs RANK 19 NODE 21 --> 75.58004 sigma out 27 active outputs RANK 20 NODE 19 --> 73.9126053 sigma out 27 active outputs RANK 21 NODE 17 --> 67.6372147 sigma out 27 active outputs RANK 22 NODE 14 --> 67.3473663 sigma out 27 active outputs RANK 23 NODE 22 --> 45.3460732 sigma out 27 active outputs RANK 24 NODE 23 --> 31.8238182 sigma out 27 active outputs RANK 25 NODE 24 --> 31.0406742 sigma out 27 active outputs RANK 26 NODE 25 --> 18.0131741 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 9 --> 665.081665 sigma in 26act. ( 649.055664 sig out 1act.) RANK 2 NODE 13 --> 449.050995 sigma in 26act. ( 517.921387 sig out 1act.) RANK 3 NODE 15 --> 354.268036 sigma in 26act. ( 355.847534 sig out 1act.) RANK 4 NODE 20 --> 267.295624 sigma in 26act. ( 297.010834 sig out 1act.) RANK 5 NODE 19 --> 258.75647 sigma in 26act. ( 233.694473 sig out 1act.) RANK 6 NODE 26 --> 247.559448 sigma in 26act. ( 274.587799 sig out 1act.) RANK 7 NODE 22 --> 231.000275 sigma in 26act. ( 272.810913 sig out 1act.) RANK 8 NODE 27 --> 227.382599 sigma in 26act. ( 197.365082 sig out 1act.) RANK 9 NODE 2 --> 215.721985 sigma in 26act. ( 254.163757 sig out 1act.) RANK 10 NODE 25 --> 204.851242 sigma in 26act. ( 210.916931 sig out 1act.) RANK 11 NODE 21 --> 190.308441 sigma in 26act. ( 201.266937 sig out 1act.) RANK 12 NODE 17 --> 177.546738 sigma in 26act. ( 194.732635 sig out 1act.) RANK 13 NODE 23 --> 89.2482376 sigma in 26act. ( 90.0429459 sig out 1act.) RANK 14 NODE 6 --> 88.4700394 sigma in 26act. ( 105.338982 sig out 1act.) RANK 15 NODE 11 --> 84.7326736 sigma in 26act. ( 92.13591 sig out 1act.) RANK 16 NODE 3 --> 84.1075211 sigma in 26act. ( 79.8827133 sig out 1act.) RANK 17 NODE 12 --> 82.6582108 sigma in 26act. ( 77.3329315 sig out 1act.) RANK 18 NODE 16 --> 81.4218521 sigma in 26act. ( 102.040359 sig out 1act.) RANK 19 NODE 7 --> 57.2717819 sigma in 26act. ( 55.9292107 sig out 1act.) RANK 20 NODE 10 --> 53.6976471 sigma in 26act. ( 52.195816 sig out 1act.) RANK 21 NODE 18 --> 35.5066948 sigma in 26act. ( 40.3117714 sig out 1act.) RANK 22 NODE 5 --> 33.2555466 sigma in 26act. ( 33.0494652 sig out 1act.) RANK 23 NODE 4 --> 30.3105526 sigma in 26act. ( 31.273468 sig out 1act.) RANK 24 NODE 1 --> 29.134222 sigma in 26act. ( 30.2065067 sig out 1act.) RANK 25 NODE 14 --> 15.9670219 sigma in 26act. ( 14.1780863 sig out 1act.) RANK 26 NODE 8 --> 10.5662012 sigma in 26act. ( 7.01426125 sig out 1act.) RANK 27 NODE 24 --> 9.61120129 sigma in 26act. ( 4.24524975 sig out 1act.) sorted by output significance RANK 1 NODE 9 --> 649.055664 sigma out 1act.( 665.081665 sig in 26act.) RANK 2 NODE 13 --> 517.921387 sigma out 1act.( 449.050995 sig in 26act.) RANK 3 NODE 15 --> 355.847534 sigma out 1act.( 354.268036 sig in 26act.) RANK 4 NODE 20 --> 297.010834 sigma out 1act.( 267.295624 sig in 26act.) RANK 5 NODE 26 --> 274.587799 sigma out 1act.( 247.559448 sig in 26act.) RANK 6 NODE 22 --> 272.810913 sigma out 1act.( 231.000275 sig in 26act.) RANK 7 NODE 2 --> 254.163757 sigma out 1act.( 215.721985 sig in 26act.) RANK 8 NODE 19 --> 233.694473 sigma out 1act.( 258.75647 sig in 26act.) RANK 9 NODE 25 --> 210.916931 sigma out 1act.( 204.851242 sig in 26act.) RANK 10 NODE 21 --> 201.266937 sigma out 1act.( 190.308441 sig in 26act.) RANK 11 NODE 27 --> 197.365082 sigma out 1act.( 227.382599 sig in 26act.) RANK 12 NODE 17 --> 194.732635 sigma out 1act.( 177.546738 sig in 26act.) RANK 13 NODE 6 --> 105.338982 sigma out 1act.( 88.4700394 sig in 26act.) RANK 14 NODE 16 --> 102.040359 sigma out 1act.( 81.4218521 sig in 26act.) RANK 15 NODE 11 --> 92.13591 sigma out 1act.( 84.7326736 sig in 26act.) RANK 16 NODE 23 --> 90.0429459 sigma out 1act.( 89.2482376 sig in 26act.) RANK 17 NODE 3 --> 79.8827133 sigma out 1act.( 84.1075211 sig in 26act.) RANK 18 NODE 12 --> 77.3329315 sigma out 1act.( 82.6582108 sig in 26act.) RANK 19 NODE 7 --> 55.9292107 sigma out 1act.( 57.2717819 sig in 26act.) RANK 20 NODE 10 --> 52.195816 sigma out 1act.( 53.6976471 sig in 26act.) RANK 21 NODE 18 --> 40.3117714 sigma out 1act.( 35.5066948 sig in 26act.) RANK 22 NODE 5 --> 33.0494652 sigma out 1act.( 33.2555466 sig in 26act.) RANK 23 NODE 4 --> 31.273468 sigma out 1act.( 30.3105526 sig in 26act.) RANK 24 NODE 1 --> 30.2065067 sigma out 1act.( 29.134222 sig in 26act.) RANK 25 NODE 14 --> 14.1780863 sigma out 1act.( 15.9670219 sig in 26act.) RANK 26 NODE 8 --> 7.01426125 sigma out 1act.( 10.5662012 sig in 26act.) RANK 27 NODE 24 --> 4.24524975 sigma out 1act.( 9.61120129 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1181.71863 sigma in 27 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.365322202 *** contribution from regularisation: 0.00130834593 *** contribution from error: -0.366630554 *** contribution from DIAG: 0.00016616896 *********************************************** ENTER BFGS code FG_LNSRCH -365156.035 -0.458323419 -2885.54663 EXIT FROM BFGS code NEW_X -365156.035 -0.458323419 -2885.54663 ENTER BFGS code NEW_X -365156.035 -0.458323419 -2885.54663 EXIT FROM BFGS code FG_LNSRCH 0. -0.539271355 0. --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.366526902 *** contribution from regularisation: 0.00133651355 *** contribution from error: -0.367863417 *** contribution from DIAG: 0.00016234089 *********************************************** ENTER BFGS code FG_LNSRCH -366364.552 -0.539271355 -1619.07886 EXIT FROM BFGS code NEW_X -366364.552 -0.539271355 -1619.07886 ENTER BFGS code NEW_X -366364.552 -0.539271355 -1619.07886 EXIT FROM BFGS code FG_LNSRCH 0. -0.627009094 0. --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.367295802 *** contribution from regularisation: 0.00135629182 *** contribution from error: -0.368652105 *** contribution from DIAG: 0.000164259473 *********************************************** ENTER BFGS code FG_LNSRCH -367131.546 -0.627009094 -2947.55151 EXIT FROM BFGS code NEW_X -367131.546 -0.627009094 -2947.55151 ENTER BFGS code NEW_X -367131.546 -0.627009094 -2947.55151 EXIT FROM BFGS code FG_LNSRCH 0. -0.705758929 0. --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.366636932 *** contribution from regularisation: 0.00136369851 *** contribution from error: -0.368000627 *** contribution from DIAG: 0.000165529797 *********************************************** ENTER BFGS code FG_LNSRCH -366471.392 -0.705758929 -1112.87927 EXIT FROM BFGS code FG_LNSRCH 0. -0.662466466 0. --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.367729455 *** contribution from regularisation: 0.00127890613 *** contribution from error: -0.369008362 *** contribution from DIAG: 0.000164459911 *********************************************** ENTER BFGS code FG_LNSRCH -367564.984 -0.662466466 -2210.50684 EXIT FROM BFGS code NEW_X -367564.984 -0.662466466 -2210.50684 ENTER BFGS code NEW_X -367564.984 -0.662466466 -2210.50684 EXIT FROM BFGS code FG_LNSRCH 0. -0.653758049 0. --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.367868602 *** contribution from regularisation: 0.00130311097 *** contribution from error: -0.369171709 *** contribution from DIAG: 0.000163627556 *********************************************** ENTER BFGS code FG_LNSRCH -367704.977 -0.653758049 -2348.71924 EXIT FROM BFGS code NEW_X -367704.977 -0.653758049 -2348.71924 ENTER BFGS code NEW_X -367704.977 -0.653758049 -2348.71924 EXIT FROM BFGS code FG_LNSRCH 0. -0.650908291 0. --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.368029773 *** contribution from regularisation: 0.00130503741 *** contribution from error: -0.369334817 *** contribution from DIAG: 0.00016266061 *********************************************** ENTER BFGS code FG_LNSRCH -367867.112 -0.650908291 -1967.8075 EXIT FROM BFGS code NEW_X -367867.112 -0.650908291 -1967.8075 ENTER BFGS code NEW_X -367867.112 -0.650908291 -1967.8075 EXIT FROM BFGS code FG_LNSRCH 0. -0.658891737 0. --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.368276745 *** contribution from regularisation: 0.00131257554 *** contribution from error: -0.369589329 *** contribution from DIAG: 0.000162588083 *********************************************** ENTER BFGS code FG_LNSRCH -368114.148 -0.658891737 -1428.99866 EXIT FROM BFGS code NEW_X -368114.148 -0.658891737 -1428.99866 ENTER BFGS code NEW_X -368114.148 -0.658891737 -1428.99866 EXIT FROM BFGS code FG_LNSRCH 0. -0.714765072 0. --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.368734449 *** contribution from regularisation: 0.00134012208 *** contribution from error: -0.37007457 *** contribution from DIAG: 0.000165654288 *********************************************** ENTER BFGS code FG_LNSRCH -368568.8 -0.714765072 -2344.02173 EXIT FROM BFGS code NEW_X -368568.8 -0.714765072 -2344.02173 ENTER BFGS code NEW_X -368568.8 -0.714765072 -2344.02173 EXIT FROM BFGS code FG_LNSRCH 0. -0.750781178 0. --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.369192988 *** contribution from regularisation: 0.00133621146 *** contribution from error: -0.370529205 *** contribution from DIAG: 0.000164070225 *********************************************** ENTER BFGS code FG_LNSRCH -369028.928 -0.750781178 -249.442322 EXIT FROM BFGS code NEW_X -369028.928 -0.750781178 -249.442322 ENTER BFGS code NEW_X -369028.928 -0.750781178 -249.442322 EXIT FROM BFGS code FG_LNSRCH 0. -0.76209569 0. --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 742.012207 sigma out 27 active outputs RANK 2 NODE 4 --> 534.961182 sigma out 27 active outputs RANK 3 NODE 2 --> 396.218445 sigma out 27 active outputs RANK 4 NODE 6 --> 349.399017 sigma out 27 active outputs RANK 5 NODE 5 --> 335.764038 sigma out 27 active outputs RANK 6 NODE 9 --> 282.835663 sigma out 27 active outputs RANK 7 NODE 11 --> 233.130753 sigma out 27 active outputs RANK 8 NODE 12 --> 207.477936 sigma out 27 active outputs RANK 9 NODE 26 --> 205.544144 sigma out 27 active outputs RANK 10 NODE 3 --> 202.427155 sigma out 27 active outputs RANK 11 NODE 7 --> 195.912811 sigma out 27 active outputs RANK 12 NODE 18 --> 195.235519 sigma out 27 active outputs RANK 13 NODE 10 --> 177.036301 sigma out 27 active outputs RANK 14 NODE 13 --> 163.877411 sigma out 27 active outputs RANK 15 NODE 15 --> 137.140274 sigma out 27 active outputs RANK 16 NODE 20 --> 129.193268 sigma out 27 active outputs RANK 17 NODE 8 --> 109.012489 sigma out 27 active outputs RANK 18 NODE 19 --> 99.2084656 sigma out 27 active outputs RANK 19 NODE 21 --> 97.6776047 sigma out 27 active outputs RANK 20 NODE 16 --> 93.0538864 sigma out 27 active outputs RANK 21 NODE 17 --> 89.0575867 sigma out 27 active outputs RANK 22 NODE 14 --> 84.551796 sigma out 27 active outputs RANK 23 NODE 22 --> 46.3199692 sigma out 27 active outputs RANK 24 NODE 23 --> 36.8847275 sigma out 27 active outputs RANK 25 NODE 24 --> 36.1724167 sigma out 27 active outputs RANK 26 NODE 25 --> 16.9868488 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 9 --> 831.974365 sigma in 26act. ( 808.690979 sig out 1act.) RANK 2 NODE 13 --> 494.11615 sigma in 26act. ( 561.838318 sig out 1act.) RANK 3 NODE 15 --> 419.35556 sigma in 26act. ( 417.496582 sig out 1act.) RANK 4 NODE 20 --> 327.352356 sigma in 26act. ( 374.946564 sig out 1act.) RANK 5 NODE 26 --> 273.916321 sigma in 26act. ( 292.256134 sig out 1act.) RANK 6 NODE 27 --> 254.966202 sigma in 26act. ( 226.58757 sig out 1act.) RANK 7 NODE 2 --> 252.698593 sigma in 26act. ( 315.329163 sig out 1act.) RANK 8 NODE 19 --> 244.257889 sigma in 26act. ( 244.45871 sig out 1act.) RANK 9 NODE 22 --> 239.457779 sigma in 26act. ( 275.060822 sig out 1act.) RANK 10 NODE 25 --> 239.084732 sigma in 26act. ( 242.533218 sig out 1act.) RANK 11 NODE 17 --> 179.749969 sigma in 26act. ( 196.078949 sig out 1act.) RANK 12 NODE 21 --> 177.947739 sigma in 26act. ( 188.214279 sig out 1act.) RANK 13 NODE 23 --> 110.44223 sigma in 26act. ( 109.916069 sig out 1act.) RANK 14 NODE 11 --> 89.3821411 sigma in 26act. ( 96.8310776 sig out 1act.) RANK 15 NODE 16 --> 83.8048859 sigma in 26act. ( 109.444824 sig out 1act.) RANK 16 NODE 6 --> 78.6215439 sigma in 26act. ( 97.6647797 sig out 1act.) RANK 17 NODE 12 --> 77.6066132 sigma in 26act. ( 72.2048645 sig out 1act.) RANK 18 NODE 3 --> 77.1827164 sigma in 26act. ( 73.7867432 sig out 1act.) RANK 19 NODE 10 --> 58.1986885 sigma in 26act. ( 58.1976433 sig out 1act.) RANK 20 NODE 7 --> 58.187458 sigma in 26act. ( 56.4278603 sig out 1act.) RANK 21 NODE 4 --> 38.9415398 sigma in 26act. ( 40.7581558 sig out 1act.) RANK 22 NODE 18 --> 38.214016 sigma in 26act. ( 42.9720001 sig out 1act.) RANK 23 NODE 5 --> 37.4921265 sigma in 26act. ( 37.8010406 sig out 1act.) RANK 24 NODE 1 --> 25.4212685 sigma in 26act. ( 26.0823689 sig out 1act.) RANK 25 NODE 14 --> 23.9802761 sigma in 26act. ( 22.8440514 sig out 1act.) RANK 26 NODE 8 --> 16.3246841 sigma in 26act. ( 15.8677864 sig out 1act.) RANK 27 NODE 24 --> 9.77497005 sigma in 26act. ( 5.6198082 sig out 1act.) sorted by output significance RANK 1 NODE 9 --> 808.690979 sigma out 1act.( 831.974365 sig in 26act.) RANK 2 NODE 13 --> 561.838318 sigma out 1act.( 494.11615 sig in 26act.) RANK 3 NODE 15 --> 417.496582 sigma out 1act.( 419.35556 sig in 26act.) RANK 4 NODE 20 --> 374.946564 sigma out 1act.( 327.352356 sig in 26act.) RANK 5 NODE 2 --> 315.329163 sigma out 1act.( 252.698593 sig in 26act.) RANK 6 NODE 26 --> 292.256134 sigma out 1act.( 273.916321 sig in 26act.) RANK 7 NODE 22 --> 275.060822 sigma out 1act.( 239.457779 sig in 26act.) RANK 8 NODE 19 --> 244.45871 sigma out 1act.( 244.257889 sig in 26act.) RANK 9 NODE 25 --> 242.533218 sigma out 1act.( 239.084732 sig in 26act.) RANK 10 NODE 27 --> 226.58757 sigma out 1act.( 254.966202 sig in 26act.) RANK 11 NODE 17 --> 196.078949 sigma out 1act.( 179.749969 sig in 26act.) RANK 12 NODE 21 --> 188.214279 sigma out 1act.( 177.947739 sig in 26act.) RANK 13 NODE 23 --> 109.916069 sigma out 1act.( 110.44223 sig in 26act.) RANK 14 NODE 16 --> 109.444824 sigma out 1act.( 83.8048859 sig in 26act.) RANK 15 NODE 6 --> 97.6647797 sigma out 1act.( 78.6215439 sig in 26act.) RANK 16 NODE 11 --> 96.8310776 sigma out 1act.( 89.3821411 sig in 26act.) RANK 17 NODE 3 --> 73.7867432 sigma out 1act.( 77.1827164 sig in 26act.) RANK 18 NODE 12 --> 72.2048645 sigma out 1act.( 77.6066132 sig in 26act.) RANK 19 NODE 10 --> 58.1976433 sigma out 1act.( 58.1986885 sig in 26act.) RANK 20 NODE 7 --> 56.4278603 sigma out 1act.( 58.187458 sig in 26act.) RANK 21 NODE 18 --> 42.9720001 sigma out 1act.( 38.214016 sig in 26act.) RANK 22 NODE 4 --> 40.7581558 sigma out 1act.( 38.9415398 sig in 26act.) RANK 23 NODE 5 --> 37.8010406 sigma out 1act.( 37.4921265 sig in 26act.) RANK 24 NODE 1 --> 26.0823689 sigma out 1act.( 25.4212685 sig in 26act.) RANK 25 NODE 14 --> 22.8440514 sigma out 1act.( 23.9802761 sig in 26act.) RANK 26 NODE 8 --> 15.8677864 sigma out 1act.( 16.3246841 sig in 26act.) RANK 27 NODE 24 --> 5.6198082 sigma out 1act.( 9.77497005 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1362.15186 sigma in 27 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.369412065 *** contribution from regularisation: 0.00132481521 *** contribution from error: -0.370736867 *** contribution from DIAG: 0.000163317425 *********************************************** ENTER BFGS code FG_LNSRCH -369248.742 -0.76209569 -611.661865 EXIT FROM BFGS code NEW_X -369248.742 -0.76209569 -611.661865 ENTER BFGS code NEW_X -369248.742 -0.76209569 -611.661865 EXIT FROM BFGS code FG_LNSRCH 0. -0.829878271 0. --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.370013297 *** contribution from regularisation: 0.00136279908 *** contribution from error: -0.371376097 *** contribution from DIAG: 0.000162003285 *********************************************** ENTER BFGS code FG_LNSRCH -369851.295 -0.829878271 -256.874115 EXIT FROM BFGS code NEW_X -369851.295 -0.829878271 -256.874115 ENTER BFGS code NEW_X -369851.295 -0.829878271 -256.874115 EXIT FROM BFGS code FG_LNSRCH 0. -0.939779043 0. --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.370201498 *** contribution from regularisation: 0.00139344984 *** contribution from error: -0.371594936 *** contribution from DIAG: 0.000164092969 *********************************************** ENTER BFGS code FG_LNSRCH -370037.413 -0.939779043 -3218.98145 EXIT FROM BFGS code NEW_X -370037.413 -0.939779043 -3218.98145 ENTER BFGS code NEW_X -370037.413 -0.939779043 -3218.98145 EXIT FROM BFGS code FG_LNSRCH 0. -0.929546356 0. --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.370768011 *** contribution from regularisation: 0.00131808431 *** contribution from error: -0.372086108 *** contribution from DIAG: 0.000161142831 *********************************************** ENTER BFGS code FG_LNSRCH -370606.856 -0.929546356 -1038.54688 EXIT FROM BFGS code NEW_X -370606.856 -0.929546356 -1038.54688 ENTER BFGS code NEW_X -370606.856 -0.929546356 -1038.54688 EXIT FROM BFGS code FG_LNSRCH 0. -0.935758471 0. --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.370925635 *** contribution from regularisation: 0.00132970989 *** contribution from error: -0.372255355 *** contribution from DIAG: 0.000163232573 *********************************************** ENTER BFGS code FG_LNSRCH -370762.398 -0.935758471 -936.089844 EXIT FROM BFGS code NEW_X -370762.398 -0.935758471 -936.089844 ENTER BFGS code NEW_X -370762.398 -0.935758471 -936.089844 EXIT FROM BFGS code FG_LNSRCH 0. -0.96142447 0. --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.371107489 *** contribution from regularisation: 0.00133974629 *** contribution from error: -0.372447222 *** contribution from DIAG: 0.000164198573 *********************************************** ENTER BFGS code FG_LNSRCH -370943.286 -0.96142447 90.2580872 EXIT FROM BFGS code NEW_X -370943.286 -0.96142447 90.2580872 ENTER BFGS code NEW_X -370943.286 -0.96142447 90.2580872 EXIT FROM BFGS code FG_LNSRCH 0. -0.993939936 0. --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.371337354 *** contribution from regularisation: 0.00134350231 *** contribution from error: -0.372680843 *** contribution from DIAG: 0.000164645389 *********************************************** ENTER BFGS code FG_LNSRCH -371172.697 -0.993939936 -204.515472 EXIT FROM BFGS code NEW_X -371172.697 -0.993939936 -204.515472 ENTER BFGS code NEW_X -371172.697 -0.993939936 -204.515472 EXIT FROM BFGS code FG_LNSRCH 0. -1.08786142 0. --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.37198326 *** contribution from regularisation: 0.00137798605 *** contribution from error: -0.37336126 *** contribution from DIAG: 0.000166119324 *********************************************** ENTER BFGS code FG_LNSRCH -371817.146 -1.08786142 456.558044 EXIT FROM BFGS code NEW_X -371817.146 -1.08786142 456.558044 ENTER BFGS code NEW_X -371817.146 -1.08786142 456.558044 EXIT FROM BFGS code FG_LNSRCH 0. -1.17578185 0. --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.372232229 *** contribution from regularisation: 0.00137290219 *** contribution from error: -0.373605132 *** contribution from DIAG: 0.000175441237 *********************************************** ENTER BFGS code FG_LNSRCH -372056.801 -1.17578185 -2784.03125 EXIT FROM BFGS code NEW_X -372056.801 -1.17578185 -2784.03125 ENTER BFGS code NEW_X -372056.801 -1.17578185 -2784.03125 EXIT FROM BFGS code FG_LNSRCH 0. -1.15177345 0. --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.372698694 *** contribution from regularisation: 0.00130761613 *** contribution from error: -0.374006301 *** contribution from DIAG: 0.000166677259 *********************************************** ENTER BFGS code FG_LNSRCH -372532.009 -1.15177345 -1190.42578 EXIT FROM BFGS code NEW_X -372532.009 -1.15177345 -1190.42578 ENTER BFGS code NEW_X -372532.009 -1.15177345 -1190.42578 EXIT FROM BFGS code FG_LNSRCH 0. -1.14083409 0. --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 927.102234 sigma out 27 active outputs RANK 2 NODE 4 --> 573.621338 sigma out 27 active outputs RANK 3 NODE 2 --> 443.300781 sigma out 27 active outputs RANK 4 NODE 5 --> 369.281403 sigma out 27 active outputs RANK 5 NODE 6 --> 342.175629 sigma out 27 active outputs RANK 6 NODE 9 --> 313.56366 sigma out 27 active outputs RANK 7 NODE 12 --> 238.348694 sigma out 27 active outputs RANK 8 NODE 18 --> 226.431854 sigma out 27 active outputs RANK 9 NODE 26 --> 226.162384 sigma out 27 active outputs RANK 10 NODE 11 --> 221.486816 sigma out 27 active outputs RANK 11 NODE 7 --> 206.173431 sigma out 27 active outputs RANK 12 NODE 3 --> 201.074722 sigma out 27 active outputs RANK 13 NODE 10 --> 190.326782 sigma out 27 active outputs RANK 14 NODE 13 --> 156.258789 sigma out 27 active outputs RANK 15 NODE 15 --> 147.411377 sigma out 27 active outputs RANK 16 NODE 20 --> 138.286743 sigma out 27 active outputs RANK 17 NODE 8 --> 130.339798 sigma out 27 active outputs RANK 18 NODE 17 --> 118.781944 sigma out 27 active outputs RANK 19 NODE 21 --> 118.223648 sigma out 27 active outputs RANK 20 NODE 19 --> 116.550842 sigma out 27 active outputs RANK 21 NODE 16 --> 108.503227 sigma out 27 active outputs RANK 22 NODE 14 --> 107.404427 sigma out 27 active outputs RANK 23 NODE 22 --> 44.7231178 sigma out 27 active outputs RANK 24 NODE 24 --> 40.8743935 sigma out 27 active outputs RANK 25 NODE 23 --> 39.7421112 sigma out 27 active outputs RANK 26 NODE 25 --> 16.3610458 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 9 --> 1006.62744 sigma in 26act. ( 952.945984 sig out 1act.) RANK 2 NODE 13 --> 510.945312 sigma in 26act. ( 584.950317 sig out 1act.) RANK 3 NODE 15 --> 468.965759 sigma in 26act. ( 465.078339 sig out 1act.) RANK 4 NODE 20 --> 431.244659 sigma in 26act. ( 463.557281 sig out 1act.) RANK 5 NODE 2 --> 293.030212 sigma in 26act. ( 353.382477 sig out 1act.) RANK 6 NODE 26 --> 286.358887 sigma in 26act. ( 289.523621 sig out 1act.) RANK 7 NODE 27 --> 281.347321 sigma in 26act. ( 257.591492 sig out 1act.) RANK 8 NODE 25 --> 270.648163 sigma in 26act. ( 259.047455 sig out 1act.) RANK 9 NODE 19 --> 240.959 sigma in 26act. ( 262.977234 sig out 1act.) RANK 10 NODE 22 --> 195.977692 sigma in 26act. ( 217.367828 sig out 1act.) RANK 11 NODE 17 --> 161.028473 sigma in 26act. ( 170.905518 sig out 1act.) RANK 12 NODE 21 --> 153.231903 sigma in 26act. ( 159.401947 sig out 1act.) RANK 13 NODE 23 --> 146.284103 sigma in 26act. ( 144.663055 sig out 1act.) RANK 14 NODE 11 --> 104.399231 sigma in 26act. ( 112.029991 sig out 1act.) RANK 15 NODE 16 --> 85.9123154 sigma in 26act. ( 109.06591 sig out 1act.) RANK 16 NODE 12 --> 75.5036774 sigma in 26act. ( 71.4717941 sig out 1act.) RANK 17 NODE 10 --> 67.5617752 sigma in 26act. ( 70.8867493 sig out 1act.) RANK 18 NODE 7 --> 66.1456528 sigma in 26act. ( 63.7990112 sig out 1act.) RANK 19 NODE 3 --> 62.8146591 sigma in 26act. ( 60.497448 sig out 1act.) RANK 20 NODE 6 --> 62.6225624 sigma in 26act. ( 77.8907318 sig out 1act.) RANK 21 NODE 4 --> 47.6337585 sigma in 26act. ( 50.6608391 sig out 1act.) RANK 22 NODE 18 --> 46.3540573 sigma in 26act. ( 51.8552475 sig out 1act.) RANK 23 NODE 5 --> 39.9996452 sigma in 26act. ( 40.5007591 sig out 1act.) RANK 24 NODE 14 --> 35.0931396 sigma in 26act. ( 33.6530304 sig out 1act.) RANK 25 NODE 8 --> 26.7963657 sigma in 26act. ( 28.8565083 sig out 1act.) RANK 26 NODE 1 --> 20.5345287 sigma in 26act. ( 20.6632519 sig out 1act.) RANK 27 NODE 24 --> 7.88620377 sigma in 26act. ( 2.83798933 sig out 1act.) sorted by output significance RANK 1 NODE 9 --> 952.945984 sigma out 1act.( 1006.62744 sig in 26act.) RANK 2 NODE 13 --> 584.950317 sigma out 1act.( 510.945312 sig in 26act.) RANK 3 NODE 15 --> 465.078339 sigma out 1act.( 468.965759 sig in 26act.) RANK 4 NODE 20 --> 463.557281 sigma out 1act.( 431.244659 sig in 26act.) RANK 5 NODE 2 --> 353.382477 sigma out 1act.( 293.030212 sig in 26act.) RANK 6 NODE 26 --> 289.523621 sigma out 1act.( 286.358887 sig in 26act.) RANK 7 NODE 19 --> 262.977234 sigma out 1act.( 240.959 sig in 26act.) RANK 8 NODE 25 --> 259.047455 sigma out 1act.( 270.648163 sig in 26act.) RANK 9 NODE 27 --> 257.591492 sigma out 1act.( 281.347321 sig in 26act.) RANK 10 NODE 22 --> 217.367828 sigma out 1act.( 195.977692 sig in 26act.) RANK 11 NODE 17 --> 170.905518 sigma out 1act.( 161.028473 sig in 26act.) RANK 12 NODE 21 --> 159.401947 sigma out 1act.( 153.231903 sig in 26act.) RANK 13 NODE 23 --> 144.663055 sigma out 1act.( 146.284103 sig in 26act.) RANK 14 NODE 11 --> 112.029991 sigma out 1act.( 104.399231 sig in 26act.) RANK 15 NODE 16 --> 109.06591 sigma out 1act.( 85.9123154 sig in 26act.) RANK 16 NODE 6 --> 77.8907318 sigma out 1act.( 62.6225624 sig in 26act.) RANK 17 NODE 12 --> 71.4717941 sigma out 1act.( 75.5036774 sig in 26act.) RANK 18 NODE 10 --> 70.8867493 sigma out 1act.( 67.5617752 sig in 26act.) RANK 19 NODE 7 --> 63.7990112 sigma out 1act.( 66.1456528 sig in 26act.) RANK 20 NODE 3 --> 60.497448 sigma out 1act.( 62.8146591 sig in 26act.) RANK 21 NODE 18 --> 51.8552475 sigma out 1act.( 46.3540573 sig in 26act.) RANK 22 NODE 4 --> 50.6608391 sigma out 1act.( 47.6337585 sig in 26act.) RANK 23 NODE 5 --> 40.5007591 sigma out 1act.( 39.9996452 sig in 26act.) RANK 24 NODE 14 --> 33.6530304 sigma out 1act.( 35.0931396 sig in 26act.) RANK 25 NODE 8 --> 28.8565083 sigma out 1act.( 26.7963657 sig in 26act.) RANK 26 NODE 1 --> 20.6632519 sigma out 1act.( 20.5345287 sig in 26act.) RANK 27 NODE 24 --> 2.83798933 sigma out 1act.( 7.88620377 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1507.72729 sigma in 27 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.372831732 *** contribution from regularisation: 0.00131799991 *** contribution from error: -0.37414974 *** contribution from DIAG: 0.000163582852 *********************************************** ENTER BFGS code FG_LNSRCH -372668.138 -1.14083409 -563.320618 EXIT FROM BFGS code NEW_X -372668.138 -1.14083409 -563.320618 ENTER BFGS code NEW_X -372668.138 -1.14083409 -563.320618 EXIT FROM BFGS code FG_LNSRCH 0. -1.15695381 0. --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.373032451 *** contribution from regularisation: 0.0013321772 *** contribution from error: -0.374364614 *** contribution from DIAG: 0.000164145269 *********************************************** ENTER BFGS code FG_LNSRCH -372868.302 -1.15695381 202.741821 EXIT FROM BFGS code NEW_X -372868.302 -1.15695381 202.741821 ENTER BFGS code NEW_X -372868.302 -1.15695381 202.741821 EXIT FROM BFGS code FG_LNSRCH 0. -1.18380463 0. --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.37329486 *** contribution from regularisation: 0.00133731472 *** contribution from error: -0.37463218 *** contribution from DIAG: 0.000163111734 *********************************************** ENTER BFGS code FG_LNSRCH -373131.737 -1.18380463 10.1495628 EXIT FROM BFGS code NEW_X -373131.737 -1.18380463 10.1495628 ENTER BFGS code NEW_X -373131.737 -1.18380463 10.1495628 EXIT FROM BFGS code FG_LNSRCH 0. -1.2212429 0. --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.373548776 *** contribution from regularisation: 0.00134749082 *** contribution from error: -0.374896258 *** contribution from DIAG: 0.000163124219 *********************************************** ENTER BFGS code FG_LNSRCH -373385.652 -1.2212429 -52.8228683 EXIT FROM BFGS code NEW_X -373385.652 -1.2212429 -52.8228683 ENTER BFGS code NEW_X -373385.652 -1.2212429 -52.8228683 EXIT FROM BFGS code FG_LNSRCH 0. -1.30886281 0. --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.374162227 *** contribution from regularisation: 0.00137328485 *** contribution from error: -0.375535518 *** contribution from DIAG: 0.000165727615 *********************************************** ENTER BFGS code FG_LNSRCH -373996.495 -1.30886281 -400.120667 EXIT FROM BFGS code NEW_X -373996.495 -1.30886281 -400.120667 ENTER BFGS code NEW_X -373996.495 -1.30886281 -400.120667 EXIT FROM BFGS code FG_LNSRCH 0. -1.37748563 0. --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.374595076 *** contribution from regularisation: 0.00136041839 *** contribution from error: -0.375955492 *** contribution from DIAG: 0.000166910191 *********************************************** ENTER BFGS code FG_LNSRCH -374428.162 -1.37748563 475.051086 EXIT FROM BFGS code NEW_X -374428.162 -1.37748563 475.051086 ENTER BFGS code NEW_X -374428.162 -1.37748563 475.051086 EXIT FROM BFGS code FG_LNSRCH 0. -1.39644301 0. --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.374886304 *** contribution from regularisation: 0.00133478874 *** contribution from error: -0.376221091 *** contribution from DIAG: 0.000171016116 *********************************************** ENTER BFGS code FG_LNSRCH -374715.287 -1.39644301 -989.518799 EXIT FROM BFGS code NEW_X -374715.287 -1.39644301 -989.518799 ENTER BFGS code NEW_X -374715.287 -1.39644301 -989.518799 EXIT FROM BFGS code FG_LNSRCH 0. -1.38100362 0. --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.37509045 *** contribution from regularisation: 0.00131857547 *** contribution from error: -0.376409024 *** contribution from DIAG: 0.000168957355 *********************************************** ENTER BFGS code FG_LNSRCH -374921.483 -1.38100362 -748.634644 EXIT FROM BFGS code NEW_X -374921.483 -1.38100362 -748.634644 ENTER BFGS code NEW_X -374921.483 -1.38100362 -748.634644 EXIT FROM BFGS code FG_LNSRCH 0. -1.37335062 0. --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.375497609 *** contribution from regularisation: 0.00131734053 *** contribution from error: -0.376814961 *** contribution from DIAG: 0.000167455059 *********************************************** ENTER BFGS code FG_LNSRCH -375330.156 -1.37335062 300.101837 EXIT FROM BFGS code NEW_X -375330.156 -1.37335062 300.101837 ENTER BFGS code NEW_X -375330.156 -1.37335062 300.101837 EXIT FROM BFGS code FG_LNSRCH 0. -1.36872268 0. --------------------------------------------------- Iteration : 79 *********************************************** *** Learn Path 79 *** loss function: -0.375657976 *** contribution from regularisation: 0.00132491277 *** contribution from error: -0.376982898 *** contribution from DIAG: 0.000166908547 *********************************************** ENTER BFGS code FG_LNSRCH -375491.068 -1.36872268 -21.4369392 EXIT FROM BFGS code NEW_X -375491.068 -1.36872268 -21.4369392 ENTER BFGS code NEW_X -375491.068 -1.36872268 -21.4369392 EXIT FROM BFGS code FG_LNSRCH 0. -1.38634157 0. --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 1012.65979 sigma out 27 active outputs RANK 2 NODE 4 --> 551.399658 sigma out 27 active outputs RANK 3 NODE 2 --> 402.985413 sigma out 27 active outputs RANK 4 NODE 5 --> 359.293915 sigma out 27 active outputs RANK 5 NODE 6 --> 315.6586 sigma out 27 active outputs RANK 6 NODE 9 --> 306.389221 sigma out 27 active outputs RANK 7 NODE 12 --> 261.310211 sigma out 27 active outputs RANK 8 NODE 26 --> 247.629181 sigma out 27 active outputs RANK 9 NODE 18 --> 213.210327 sigma out 27 active outputs RANK 10 NODE 11 --> 210.981064 sigma out 27 active outputs RANK 11 NODE 7 --> 196.454712 sigma out 27 active outputs RANK 12 NODE 3 --> 180.518845 sigma out 27 active outputs RANK 13 NODE 10 --> 175.416916 sigma out 27 active outputs RANK 14 NODE 13 --> 161.265137 sigma out 27 active outputs RANK 15 NODE 8 --> 151.911224 sigma out 27 active outputs RANK 16 NODE 15 --> 137.341904 sigma out 27 active outputs RANK 17 NODE 17 --> 131.523102 sigma out 27 active outputs RANK 18 NODE 20 --> 129.368408 sigma out 27 active outputs RANK 19 NODE 21 --> 127.238449 sigma out 27 active outputs RANK 20 NODE 19 --> 121.880386 sigma out 27 active outputs RANK 21 NODE 16 --> 110.542595 sigma out 27 active outputs RANK 22 NODE 14 --> 103.482018 sigma out 27 active outputs RANK 23 NODE 24 --> 47.991272 sigma out 27 active outputs RANK 24 NODE 22 --> 40.8158722 sigma out 27 active outputs RANK 25 NODE 23 --> 39.0114479 sigma out 27 active outputs RANK 26 NODE 25 --> 15.7919493 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 9 --> 1031.81299 sigma in 26act. ( 1000.24237 sig out 1act.) RANK 2 NODE 13 --> 508.886871 sigma in 26act. ( 569.123413 sig out 1act.) RANK 3 NODE 20 --> 488.164734 sigma in 26act. ( 521.455444 sig out 1act.) RANK 4 NODE 15 --> 479.046173 sigma in 26act. ( 463.267151 sig out 1act.) RANK 5 NODE 2 --> 315.648743 sigma in 26act. ( 355.361267 sig out 1act.) RANK 6 NODE 27 --> 292.909576 sigma in 26act. ( 265.373505 sig out 1act.) RANK 7 NODE 25 --> 262.123749 sigma in 26act. ( 249.85585 sig out 1act.) RANK 8 NODE 26 --> 250.427536 sigma in 26act. ( 252.061661 sig out 1act.) RANK 9 NODE 19 --> 212.393875 sigma in 26act. ( 234.656998 sig out 1act.) RANK 10 NODE 23 --> 167.604263 sigma in 26act. ( 170.735199 sig out 1act.) RANK 11 NODE 17 --> 145.286194 sigma in 26act. ( 151.925705 sig out 1act.) RANK 12 NODE 21 --> 141.068802 sigma in 26act. ( 145.387619 sig out 1act.) RANK 13 NODE 22 --> 134.69519 sigma in 26act. ( 147.097534 sig out 1act.) RANK 14 NODE 11 --> 119.312607 sigma in 26act. ( 130.617172 sig out 1act.) RANK 15 NODE 16 --> 87.0803604 sigma in 26act. ( 107.776192 sig out 1act.) RANK 16 NODE 10 --> 85.5770111 sigma in 26act. ( 92.3822174 sig out 1act.) RANK 17 NODE 12 --> 78.3806915 sigma in 26act. ( 76.3364563 sig out 1act.) RANK 18 NODE 7 --> 69.226799 sigma in 26act. ( 65.2773438 sig out 1act.) RANK 19 NODE 3 --> 60.3446045 sigma in 26act. ( 58.3125229 sig out 1act.) RANK 20 NODE 4 --> 54.4436913 sigma in 26act. ( 57.9610596 sig out 1act.) RANK 21 NODE 18 --> 52.183033 sigma in 26act. ( 58.8450356 sig out 1act.) RANK 22 NODE 5 --> 50.7567291 sigma in 26act. ( 51.6459732 sig out 1act.) RANK 23 NODE 6 --> 48.5015717 sigma in 26act. ( 59.3775711 sig out 1act.) RANK 24 NODE 14 --> 35.1523361 sigma in 26act. ( 33.5206223 sig out 1act.) RANK 25 NODE 8 --> 34.3087807 sigma in 26act. ( 37.8852463 sig out 1act.) RANK 26 NODE 1 --> 18.4668961 sigma in 26act. ( 18.292757 sig out 1act.) RANK 27 NODE 24 --> 7.57350397 sigma in 26act. ( 2.78770638 sig out 1act.) sorted by output significance RANK 1 NODE 9 --> 1000.24237 sigma out 1act.( 1031.81299 sig in 26act.) RANK 2 NODE 13 --> 569.123413 sigma out 1act.( 508.886871 sig in 26act.) RANK 3 NODE 20 --> 521.455444 sigma out 1act.( 488.164734 sig in 26act.) RANK 4 NODE 15 --> 463.267151 sigma out 1act.( 479.046173 sig in 26act.) RANK 5 NODE 2 --> 355.361267 sigma out 1act.( 315.648743 sig in 26act.) RANK 6 NODE 27 --> 265.373505 sigma out 1act.( 292.909576 sig in 26act.) RANK 7 NODE 26 --> 252.061661 sigma out 1act.( 250.427536 sig in 26act.) RANK 8 NODE 25 --> 249.85585 sigma out 1act.( 262.123749 sig in 26act.) RANK 9 NODE 19 --> 234.656998 sigma out 1act.( 212.393875 sig in 26act.) RANK 10 NODE 23 --> 170.735199 sigma out 1act.( 167.604263 sig in 26act.) RANK 11 NODE 17 --> 151.925705 sigma out 1act.( 145.286194 sig in 26act.) RANK 12 NODE 22 --> 147.097534 sigma out 1act.( 134.69519 sig in 26act.) RANK 13 NODE 21 --> 145.387619 sigma out 1act.( 141.068802 sig in 26act.) RANK 14 NODE 11 --> 130.617172 sigma out 1act.( 119.312607 sig in 26act.) RANK 15 NODE 16 --> 107.776192 sigma out 1act.( 87.0803604 sig in 26act.) RANK 16 NODE 10 --> 92.3822174 sigma out 1act.( 85.5770111 sig in 26act.) RANK 17 NODE 12 --> 76.3364563 sigma out 1act.( 78.3806915 sig in 26act.) RANK 18 NODE 7 --> 65.2773438 sigma out 1act.( 69.226799 sig in 26act.) RANK 19 NODE 6 --> 59.3775711 sigma out 1act.( 48.5015717 sig in 26act.) RANK 20 NODE 18 --> 58.8450356 sigma out 1act.( 52.183033 sig in 26act.) RANK 21 NODE 3 --> 58.3125229 sigma out 1act.( 60.3446045 sig in 26act.) RANK 22 NODE 4 --> 57.9610596 sigma out 1act.( 54.4436913 sig in 26act.) RANK 23 NODE 5 --> 51.6459732 sigma out 1act.( 50.7567291 sig in 26act.) RANK 24 NODE 8 --> 37.8852463 sigma out 1act.( 34.3087807 sig in 26act.) RANK 25 NODE 14 --> 33.5206223 sigma out 1act.( 35.1523361 sig in 26act.) RANK 26 NODE 1 --> 18.292757 sigma out 1act.( 18.4668961 sig in 26act.) RANK 27 NODE 24 --> 2.78770638 sigma out 1act.( 7.57350397 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1533.06018 sigma in 27 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.37540099 *** contribution from regularisation: 0.00133249513 *** contribution from error: -0.376733482 *** contribution from DIAG: 0.000171984546 *********************************************** ENTER BFGS code FG_LNSRCH -375229.019 -1.38634157 2357.771 EXIT FROM BFGS code FG_LNSRCH 0. -1.37652874 0. --------------------------------------------------- Iteration : 81 *********************************************** *** Learn Path 81 *** loss function: -0.375768602 *** contribution from regularisation: 0.00133050082 *** contribution from error: -0.377099097 *** contribution from DIAG: 0.000167983191 *********************************************** ENTER BFGS code FG_LNSRCH -375600.621 -1.37652874 1082.25891 EXIT FROM BFGS code NEW_X -375600.621 -1.37652874 1082.25891 ENTER BFGS code NEW_X -375600.621 -1.37652874 1082.25891 EXIT FROM BFGS code FG_LNSRCH 0. -1.37422776 0. --------------------------------------------------- Iteration : 82 *********************************************** *** Learn Path 82 *** loss function: -0.375996411 *** contribution from regularisation: 0.00132618728 *** contribution from error: -0.377322584 *** contribution from DIAG: 0.000167796476 *********************************************** ENTER BFGS code FG_LNSRCH -375828.62 -1.37422776 -91.6646271 EXIT FROM BFGS code NEW_X -375828.62 -1.37422776 -91.6646271 ENTER BFGS code NEW_X -375828.62 -1.37422776 -91.6646271 EXIT FROM BFGS code FG_LNSRCH 0. -1.37931371 0. --------------------------------------------------- Iteration : 83 *********************************************** *** Learn Path 83 *** loss function: -0.376082331 *** contribution from regularisation: 0.00133260677 *** contribution from error: -0.377414942 *** contribution from DIAG: 0.000167944279 *********************************************** ENTER BFGS code FG_LNSRCH -375914.401 -1.37931371 -423.037048 EXIT FROM BFGS code NEW_X -375914.401 -1.37931371 -423.037048 ENTER BFGS code NEW_X -375914.401 -1.37931371 -423.037048 EXIT FROM BFGS code FG_LNSRCH 0. -1.39111161 0. --------------------------------------------------- Iteration : 84 *********************************************** *** Learn Path 84 *** loss function: -0.376210958 *** contribution from regularisation: 0.00133563858 *** contribution from error: -0.377546608 *** contribution from DIAG: 0.00016816039 *********************************************** ENTER BFGS code FG_LNSRCH -376042.795 -1.39111161 -733.365601 EXIT FROM BFGS code NEW_X -376042.795 -1.39111161 -733.365601 ENTER BFGS code NEW_X -376042.795 -1.39111161 -733.365601 EXIT FROM BFGS code FG_LNSRCH 0. -1.40927887 0. --------------------------------------------------- Iteration : 85 *********************************************** *** Learn Path 85 *** loss function: -0.376399457 *** contribution from regularisation: 0.00133811228 *** contribution from error: -0.377737582 *** contribution from DIAG: 0.000169362291 *********************************************** ENTER BFGS code FG_LNSRCH -376230.099 -1.40927887 -1073.63354 EXIT FROM BFGS code NEW_X -376230.099 -1.40927887 -1073.63354 ENTER BFGS code NEW_X -376230.099 -1.40927887 -1073.63354 EXIT FROM BFGS code FG_LNSRCH 0. -1.44576645 0. --------------------------------------------------- Iteration : 86 *********************************************** *** Learn Path 86 *** loss function: -0.376568794 *** contribution from regularisation: 0.00134538801 *** contribution from error: -0.37791419 *** contribution from DIAG: 0.000168468032 *********************************************** ENTER BFGS code FG_LNSRCH -376400.336 -1.44576645 -82.2540131 EXIT FROM BFGS code NEW_X -376400.336 -1.44576645 -82.2540131 ENTER BFGS code NEW_X -376400.336 -1.44576645 -82.2540131 EXIT FROM BFGS code FG_LNSRCH 0. -1.45587993 0. --------------------------------------------------- Iteration : 87 *********************************************** *** Learn Path 87 *** loss function: -0.376746148 *** contribution from regularisation: 0.00133545161 *** contribution from error: -0.37808159 *** contribution from DIAG: 0.000168173516 *********************************************** ENTER BFGS code FG_LNSRCH -376577.982 -1.45587993 -448.5625 EXIT FROM BFGS code NEW_X -376577.982 -1.45587993 -448.5625 ENTER BFGS code NEW_X -376577.982 -1.45587993 -448.5625 EXIT FROM BFGS code FG_LNSRCH 0. -1.45615578 0. --------------------------------------------------- Iteration : 88 *********************************************** *** Learn Path 88 *** loss function: -0.376856953 *** contribution from regularisation: 0.00133274822 *** contribution from error: -0.378189713 *** contribution from DIAG: 0.000167353588 *********************************************** ENTER BFGS code FG_LNSRCH -376689.594 -1.45615578 -218.581589 EXIT FROM BFGS code NEW_X -376689.594 -1.45615578 -218.581589 ENTER BFGS code NEW_X -376689.594 -1.45615578 -218.581589 EXIT FROM BFGS code FG_LNSRCH 0. -1.47036695 0. --------------------------------------------------- Iteration : 89 *********************************************** *** Learn Path 89 *** loss function: -0.377028823 *** contribution from regularisation: 0.00133882253 *** contribution from error: -0.378367633 *** contribution from DIAG: 0.000166709971 *********************************************** ENTER BFGS code FG_LNSRCH -376862.103 -1.47036695 -105.198654 EXIT FROM BFGS code NEW_X -376862.103 -1.47036695 -105.198654 ENTER BFGS code NEW_X -376862.103 -1.47036695 -105.198654 EXIT FROM BFGS code FG_LNSRCH 0. -1.49244273 0. --------------------------------------------------- Iteration : 90 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 1043.49927 sigma out 27 active outputs RANK 2 NODE 4 --> 532.116516 sigma out 27 active outputs RANK 3 NODE 2 --> 397.486267 sigma out 27 active outputs RANK 4 NODE 5 --> 351.796112 sigma out 27 active outputs RANK 5 NODE 9 --> 305.306915 sigma out 27 active outputs RANK 6 NODE 6 --> 295.468506 sigma out 27 active outputs RANK 7 NODE 12 --> 262.650696 sigma out 27 active outputs RANK 8 NODE 26 --> 258.179565 sigma out 27 active outputs RANK 9 NODE 18 --> 209.240128 sigma out 27 active outputs RANK 10 NODE 11 --> 207.467453 sigma out 27 active outputs RANK 11 NODE 7 --> 196.744705 sigma out 27 active outputs RANK 12 NODE 3 --> 181.741394 sigma out 27 active outputs RANK 13 NODE 10 --> 171.12439 sigma out 27 active outputs RANK 14 NODE 8 --> 158.800171 sigma out 27 active outputs RANK 15 NODE 13 --> 157.432449 sigma out 27 active outputs RANK 16 NODE 15 --> 133.869461 sigma out 27 active outputs RANK 17 NODE 17 --> 132.056763 sigma out 27 active outputs RANK 18 NODE 21 --> 129.031952 sigma out 27 active outputs RANK 19 NODE 20 --> 124.590919 sigma out 27 active outputs RANK 20 NODE 19 --> 121.075027 sigma out 27 active outputs RANK 21 NODE 16 --> 103.883224 sigma out 27 active outputs RANK 22 NODE 14 --> 93.9177017 sigma out 27 active outputs RANK 23 NODE 24 --> 52.7310143 sigma out 27 active outputs RANK 24 NODE 23 --> 39.5977554 sigma out 27 active outputs RANK 25 NODE 22 --> 38.0489845 sigma out 27 active outputs RANK 26 NODE 25 --> 15.6782465 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 9 --> 1032.13086 sigma in 26act. ( 1029.73633 sig out 1act.) RANK 2 NODE 20 --> 517.436951 sigma in 26act. ( 559.425537 sig out 1act.) RANK 3 NODE 13 --> 509.041748 sigma in 26act. ( 569.562622 sig out 1act.) RANK 4 NODE 15 --> 470.093597 sigma in 26act. ( 449.760773 sig out 1act.) RANK 5 NODE 2 --> 311.565613 sigma in 26act. ( 352.753082 sig out 1act.) RANK 6 NODE 27 --> 290.954163 sigma in 26act. ( 266.19223 sig out 1act.) RANK 7 NODE 25 --> 263.031311 sigma in 26act. ( 249.558548 sig out 1act.) RANK 8 NODE 26 --> 231.654343 sigma in 26act. ( 234.583069 sig out 1act.) RANK 9 NODE 19 --> 208.926163 sigma in 26act. ( 232.335693 sig out 1act.) RANK 10 NODE 23 --> 181.625351 sigma in 26act. ( 182.754089 sig out 1act.) RANK 11 NODE 17 --> 146.689346 sigma in 26act. ( 153.567413 sig out 1act.) RANK 12 NODE 21 --> 136.010513 sigma in 26act. ( 140.162399 sig out 1act.) RANK 13 NODE 22 --> 130.603516 sigma in 26act. ( 140.786438 sig out 1act.) RANK 14 NODE 11 --> 123.34182 sigma in 26act. ( 137.933472 sig out 1act.) RANK 15 NODE 10 --> 94.4042358 sigma in 26act. ( 102.417397 sig out 1act.) RANK 16 NODE 16 --> 91.3193893 sigma in 26act. ( 111.182632 sig out 1act.) RANK 17 NODE 12 --> 87.7516937 sigma in 26act. ( 86.7401276 sig out 1act.) RANK 18 NODE 7 --> 76.5019608 sigma in 26act. ( 71.5685501 sig out 1act.) RANK 19 NODE 4 --> 57.5086021 sigma in 26act. ( 60.9552956 sig out 1act.) RANK 20 NODE 18 --> 57.3467484 sigma in 26act. ( 65.076088 sig out 1act.) RANK 21 NODE 3 --> 56.6651077 sigma in 26act. ( 54.6622734 sig out 1act.) RANK 22 NODE 5 --> 53.7953987 sigma in 26act. ( 54.9116516 sig out 1act.) RANK 23 NODE 6 --> 47.0064201 sigma in 26act. ( 57.3731079 sig out 1act.) RANK 24 NODE 14 --> 37.9946175 sigma in 26act. ( 35.9738045 sig out 1act.) RANK 25 NODE 8 --> 36.0691338 sigma in 26act. ( 40.2215233 sig out 1act.) RANK 26 NODE 1 --> 21.9337463 sigma in 26act. ( 22.2411079 sig out 1act.) RANK 27 NODE 24 --> 7.49194622 sigma in 26act. ( 2.92665362 sig out 1act.) sorted by output significance RANK 1 NODE 9 --> 1029.73633 sigma out 1act.( 1032.13086 sig in 26act.) RANK 2 NODE 13 --> 569.562622 sigma out 1act.( 509.041748 sig in 26act.) RANK 3 NODE 20 --> 559.425537 sigma out 1act.( 517.436951 sig in 26act.) RANK 4 NODE 15 --> 449.760773 sigma out 1act.( 470.093597 sig in 26act.) RANK 5 NODE 2 --> 352.753082 sigma out 1act.( 311.565613 sig in 26act.) RANK 6 NODE 27 --> 266.19223 sigma out 1act.( 290.954163 sig in 26act.) RANK 7 NODE 25 --> 249.558548 sigma out 1act.( 263.031311 sig in 26act.) RANK 8 NODE 26 --> 234.583069 sigma out 1act.( 231.654343 sig in 26act.) RANK 9 NODE 19 --> 232.335693 sigma out 1act.( 208.926163 sig in 26act.) RANK 10 NODE 23 --> 182.754089 sigma out 1act.( 181.625351 sig in 26act.) RANK 11 NODE 17 --> 153.567413 sigma out 1act.( 146.689346 sig in 26act.) RANK 12 NODE 22 --> 140.786438 sigma out 1act.( 130.603516 sig in 26act.) RANK 13 NODE 21 --> 140.162399 sigma out 1act.( 136.010513 sig in 26act.) RANK 14 NODE 11 --> 137.933472 sigma out 1act.( 123.34182 sig in 26act.) RANK 15 NODE 16 --> 111.182632 sigma out 1act.( 91.3193893 sig in 26act.) RANK 16 NODE 10 --> 102.417397 sigma out 1act.( 94.4042358 sig in 26act.) RANK 17 NODE 12 --> 86.7401276 sigma out 1act.( 87.7516937 sig in 26act.) RANK 18 NODE 7 --> 71.5685501 sigma out 1act.( 76.5019608 sig in 26act.) RANK 19 NODE 18 --> 65.076088 sigma out 1act.( 57.3467484 sig in 26act.) RANK 20 NODE 4 --> 60.9552956 sigma out 1act.( 57.5086021 sig in 26act.) RANK 21 NODE 6 --> 57.3731079 sigma out 1act.( 47.0064201 sig in 26act.) RANK 22 NODE 5 --> 54.9116516 sigma out 1act.( 53.7953987 sig in 26act.) RANK 23 NODE 3 --> 54.6622734 sigma out 1act.( 56.6651077 sig in 26act.) RANK 24 NODE 8 --> 40.2215233 sigma out 1act.( 36.0691338 sig in 26act.) RANK 25 NODE 14 --> 35.9738045 sigma out 1act.( 37.9946175 sig in 26act.) RANK 26 NODE 1 --> 22.2411079 sigma out 1act.( 21.9337463 sig in 26act.) RANK 27 NODE 24 --> 2.92665362 sigma out 1act.( 7.49194622 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1561.47791 sigma in 27 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.377315849 *** contribution from regularisation: 0.00134370092 *** contribution from error: -0.378659546 *** contribution from DIAG: 0.000164186378 *********************************************** ENTER BFGS code FG_LNSRCH -377151.659 -1.49244273 -415.756561 EXIT FROM BFGS code NEW_X -377151.659 -1.49244273 -415.756561 ENTER BFGS code NEW_X -377151.659 -1.49244273 -415.756561 EXIT FROM BFGS code FG_LNSRCH 0. -1.52362216 0. --------------------------------------------------- Iteration : 91 *********************************************** *** Learn Path 91 *** loss function: -0.37646839 *** contribution from regularisation: 0.00135137141 *** contribution from error: -0.377819777 *** contribution from DIAG: 0.000165976191 *********************************************** ENTER BFGS code FG_LNSRCH -376302.424 -1.52362216 2231.01147 EXIT FROM BFGS code FG_LNSRCH 0. -1.50378728 0. --------------------------------------------------- Iteration : 92 *********************************************** *** Learn Path 92 *** loss function: -0.377368033 *** contribution from regularisation: 0.00133028813 *** contribution from error: -0.378698319 *** contribution from DIAG: 0.000164607671 *********************************************** ENTER BFGS code FG_LNSRCH -377203.423 -1.50378728 537.843506 EXIT FROM BFGS code NEW_X -377203.423 -1.50378728 537.843506 ENTER BFGS code NEW_X -377203.423 -1.50378728 537.843506 EXIT FROM BFGS code CONVERGENC -377203.423 -1.50378728 537.843506 --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 1050.02539 sigma out 27 active outputs RANK 2 NODE 4 --> 534.1474 sigma out 27 active outputs RANK 3 NODE 2 --> 403.860413 sigma out 27 active outputs RANK 4 NODE 5 --> 351.49231 sigma out 27 active outputs RANK 5 NODE 9 --> 304.895416 sigma out 27 active outputs RANK 6 NODE 6 --> 294.421173 sigma out 27 active outputs RANK 7 NODE 12 --> 260.918518 sigma out 27 active outputs RANK 8 NODE 26 --> 259.852478 sigma out 27 active outputs RANK 9 NODE 18 --> 209.500595 sigma out 27 active outputs RANK 10 NODE 11 --> 207.654739 sigma out 27 active outputs RANK 11 NODE 7 --> 196.596283 sigma out 27 active outputs RANK 12 NODE 3 --> 181.977814 sigma out 27 active outputs RANK 13 NODE 10 --> 171.151871 sigma out 27 active outputs RANK 14 NODE 8 --> 159.660187 sigma out 27 active outputs RANK 15 NODE 13 --> 157.237244 sigma out 27 active outputs RANK 16 NODE 15 --> 133.955856 sigma out 27 active outputs RANK 17 NODE 17 --> 132.242371 sigma out 27 active outputs RANK 18 NODE 21 --> 129.868912 sigma out 27 active outputs RANK 19 NODE 20 --> 124.107269 sigma out 27 active outputs RANK 20 NODE 19 --> 121.485611 sigma out 27 active outputs RANK 21 NODE 16 --> 103.540207 sigma out 27 active outputs RANK 22 NODE 14 --> 93.2968597 sigma out 27 active outputs RANK 23 NODE 24 --> 53.4809227 sigma out 27 active outputs RANK 24 NODE 23 --> 39.6490936 sigma out 27 active outputs RANK 25 NODE 22 --> 38.0093613 sigma out 27 active outputs RANK 26 NODE 25 --> 15.560998 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 9 --> 1039.80823 sigma in 26act. ( 1031.79504 sig out 1act.) RANK 2 NODE 20 --> 520.218079 sigma in 26act. ( 563.198364 sig out 1act.) RANK 3 NODE 13 --> 510.844269 sigma in 26act. ( 569.567932 sig out 1act.) RANK 4 NODE 15 --> 470.075928 sigma in 26act. ( 447.636932 sig out 1act.) RANK 5 NODE 2 --> 311.37207 sigma in 26act. ( 351.712921 sig out 1act.) RANK 6 NODE 27 --> 290.579498 sigma in 26act. ( 266.677277 sig out 1act.) RANK 7 NODE 25 --> 263.571838 sigma in 26act. ( 250.400864 sig out 1act.) RANK 8 NODE 26 --> 230.032227 sigma in 26act. ( 231.796341 sig out 1act.) RANK 9 NODE 19 --> 208.125031 sigma in 26act. ( 230.434479 sig out 1act.) RANK 10 NODE 23 --> 182.617798 sigma in 26act. ( 183.6586 sig out 1act.) RANK 11 NODE 17 --> 146.273026 sigma in 26act. ( 152.885345 sig out 1act.) RANK 12 NODE 21 --> 136.210632 sigma in 26act. ( 140.513641 sig out 1act.) RANK 13 NODE 22 --> 130.097839 sigma in 26act. ( 139.040497 sig out 1act.) RANK 14 NODE 11 --> 123.796234 sigma in 26act. ( 139.142044 sig out 1act.) RANK 15 NODE 10 --> 94.8716125 sigma in 26act. ( 102.648666 sig out 1act.) RANK 16 NODE 16 --> 91.6544342 sigma in 26act. ( 111.790993 sig out 1act.) RANK 17 NODE 12 --> 88.7649307 sigma in 26act. ( 87.8680038 sig out 1act.) RANK 18 NODE 7 --> 77.1977081 sigma in 26act. ( 72.4407196 sig out 1act.) RANK 19 NODE 4 --> 58.2525787 sigma in 26act. ( 61.9196091 sig out 1act.) RANK 20 NODE 18 --> 58.0002823 sigma in 26act. ( 65.8423538 sig out 1act.) RANK 21 NODE 3 --> 56.7385139 sigma in 26act. ( 54.5967178 sig out 1act.) RANK 22 NODE 5 --> 54.2511635 sigma in 26act. ( 55.2035408 sig out 1act.) RANK 23 NODE 6 --> 46.6440544 sigma in 26act. ( 56.8055573 sig out 1act.) RANK 24 NODE 14 --> 38.189537 sigma in 26act. ( 36.02631 sig out 1act.) RANK 25 NODE 8 --> 36.248085 sigma in 26act. ( 40.5208702 sig out 1act.) RANK 26 NODE 1 --> 22.0779381 sigma in 26act. ( 22.3573284 sig out 1act.) RANK 27 NODE 24 --> 7.50396252 sigma in 26act. ( 3.01211047 sig out 1act.) sorted by output significance RANK 1 NODE 9 --> 1031.79504 sigma out 1act.( 1039.80823 sig in 26act.) RANK 2 NODE 13 --> 569.567932 sigma out 1act.( 510.844269 sig in 26act.) RANK 3 NODE 20 --> 563.198364 sigma out 1act.( 520.218079 sig in 26act.) RANK 4 NODE 15 --> 447.636932 sigma out 1act.( 470.075928 sig in 26act.) RANK 5 NODE 2 --> 351.712921 sigma out 1act.( 311.37207 sig in 26act.) RANK 6 NODE 27 --> 266.677277 sigma out 1act.( 290.579498 sig in 26act.) RANK 7 NODE 25 --> 250.400864 sigma out 1act.( 263.571838 sig in 26act.) RANK 8 NODE 26 --> 231.796341 sigma out 1act.( 230.032227 sig in 26act.) RANK 9 NODE 19 --> 230.434479 sigma out 1act.( 208.125031 sig in 26act.) RANK 10 NODE 23 --> 183.6586 sigma out 1act.( 182.617798 sig in 26act.) RANK 11 NODE 17 --> 152.885345 sigma out 1act.( 146.273026 sig in 26act.) RANK 12 NODE 21 --> 140.513641 sigma out 1act.( 136.210632 sig in 26act.) RANK 13 NODE 11 --> 139.142044 sigma out 1act.( 123.796234 sig in 26act.) RANK 14 NODE 22 --> 139.040497 sigma out 1act.( 130.097839 sig in 26act.) RANK 15 NODE 16 --> 111.790993 sigma out 1act.( 91.6544342 sig in 26act.) RANK 16 NODE 10 --> 102.648666 sigma out 1act.( 94.8716125 sig in 26act.) RANK 17 NODE 12 --> 87.8680038 sigma out 1act.( 88.7649307 sig in 26act.) RANK 18 NODE 7 --> 72.4407196 sigma out 1act.( 77.1977081 sig in 26act.) RANK 19 NODE 18 --> 65.8423538 sigma out 1act.( 58.0002823 sig in 26act.) RANK 20 NODE 4 --> 61.9196091 sigma out 1act.( 58.2525787 sig in 26act.) RANK 21 NODE 6 --> 56.8055573 sigma out 1act.( 46.6440544 sig in 26act.) RANK 22 NODE 5 --> 55.2035408 sigma out 1act.( 54.2511635 sig in 26act.) RANK 23 NODE 3 --> 54.5967178 sigma out 1act.( 56.7385139 sig in 26act.) RANK 24 NODE 8 --> 40.5208702 sigma out 1act.( 36.248085 sig in 26act.) RANK 25 NODE 14 --> 36.02631 sigma out 1act.( 38.189537 sig in 26act.) RANK 26 NODE 1 --> 22.3573284 sigma out 1act.( 22.0779381 sig in 26act.) RANK 27 NODE 24 --> 3.01211047 sigma out 1act.( 7.50396252 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1563.12036 sigma in 27 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.377359688 *** contribution from regularisation: 0.00133862451 *** contribution from error: -0.378698319 *** contribution from DIAG: 0.000164311336 *********************************************** -----------------> Test sample create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Ghost_Upstream_NeuroBayes.conf NB_AHISTOUT: storage space 123920 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Upstream/GlobalPID_Ghost_Upstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Upstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Upstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Upstream/NB.txt Training Host = lxplus432.cern.ch Particle type = ghost Background types = all Training Mix = NaturalMix Track type = Upstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Ghost_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 24 nodes, hidden layer has 27 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5157981 tracks for input to NN training Sel. Eff. = 19.3874% Selected 1000000 tracks for input to NN training ghost percentage = 29.8513% electron percentage = 5.7412% muon percentage = 0.3947% pion percentage = 53.654% kaon percentage = 7.2871% proton percentage = 2.972% Unknown Particle type 3112 percentage = 0.034% Unknown Particle type 3222 percentage = 0.0368% Unknown Particle type 3312 percentage = 0.0106% Unknown Particle type 3334 percentage = 0.0002% Unknown Particle type 1000010020 percentage = 0.0022% Unknown Particle type 1000010030 percentage = 0.0027% Unknown Particle type 1000020040 percentage = 0.0132% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackCloneDist Making plots for input TrackFitVeloChi2 Making plots for input TrackFitVeloNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichAbovePiThres Making plots for input RichAboveKaThres Making plots for input RichAbovePrThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input InAccBrem Making plots for input BremPIDe Making plots for input VeloCharge Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Found 9023704 evaluation data points Read entry 902370 (10%) Read entry 1804740 (20%) Read entry 2707110 (30%) Read entry 3609480 (40%) Read entry 4511850 (50%) Read entry 5414220 (60%) Read entry 6316590 (70%) Read entry 7218960 (80%) Read entry 8121330 (90%) Read entry 9023700 (100%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 23 input variables. ***************Training results***************** number of nodes in the 1st layer: 26 number of nodes in the 2nd layer: 27 number of nodes in the 3rd layer: 1 number of iterations: 100