Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Pion/Upstream Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Pion/Upstream/GlobalPID_Pion_Upstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Pion/Upstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Pion/Upstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Pion/Upstream/NB.txt Training Host = lxplus432.cern.ch Particle type = pion Background types = all Training Mix = NaturalMix Track type = Upstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Pion_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 23 nodes, hidden layer has 26 nodes NB_DEF_TASK = CLA NB_DEF_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: 23 Your number of nodes in the hidden layer is: 26 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function 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 RichDLLe PreproFlag 34 Input 17 RichDLLmu PreproFlag 34 Input 18 RichDLLk PreproFlag 34 Input 19 RichDLLp PreproFlag 34 Input 20 RichDLLbt PreproFlag 34 Input 21 InAccBrem PreproFlag 19 Input 22 BremPIDe PreproFlag 34 Input 23 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5157981 tracks for input to NN training Sel. Eff. = 19.3874% Selected 1000000 tracks for input to NN training ghost percentage = 29.8513% electron percentage = 5.7412% muon percentage = 0.3947% pion percentage = 53.654% kaon percentage = 7.2871% proton percentage = 2.972% Unknown Particle type 3112 percentage = 0.034% Unknown Particle type 3222 percentage = 0.0368% Unknown Particle type 3312 percentage = 0.0106% Unknown Particle type 3334 percentage = 0.0002% Unknown Particle type 1000010020 percentage = 0.0022% Unknown Particle type 1000010030 percentage = 0.0027% Unknown Particle type 1000020040 percentage = 0.0132% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T 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 = 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 # 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 = 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 # 22 : 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 # 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. 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: 53.6539955 % ------------------------------ 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 1471.32996 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 2216.139 warning: map is empty for variable 3 89 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 145.982 warning: map is empty for variable 4 788 150.112701 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 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 -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 -1.0325720 warning: map is empty for variable 7 3 -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 0.155377969 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 0.23038 warning: map is empty for variable 8 8105 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 -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 # 16 build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 -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 # 17 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -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 # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -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 # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -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 # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 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 # 21 ------------------------------ Transdef: Tab for variable 22 -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 # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 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 1.140 warning: map is empty for variable 23 4494 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 1.35767794 1.4080056 1.47940075 1.59269667 1.80898881 5.38202238 do regularised spline fit for input variable # 23 build map for variable # 23 warning: map is empty for variable 23 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 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 1.0 1 100.0 10.5 18.3 37.8 19.2 20.2 30.7 28.1 16.2 13.4 13.9 26.0 17.1 23.9 10.7 39.5 24.5 28.6 28.9 29.7 6.1 25.4 24.4 2 10.5 100.0 3.7 0.0 5.6 5.6 8.9 32.4 0.2 -0.5 3.5 -1.3 1.8 0.1 0.4 12.8 2.7 -1.1 -1.3 -1.0 -3.1 14.1 5.0 3 18.3 3.7 100.0 39.1 4.9 11.4 13.4 14.1 3.2 11.9 8.2 53.4 70.4 53.4 21.4 36.1 43.3 41.5 43.8 46.1 2.3 23.7 5.3 4 37.8 0.0 39.1 100.0 4.3 17.3 23.0 8.8 18.1 26.1 13.5 57.5 46.8 66.2 39.1 42.2 60.2 57.9 58.0 57.3 13.3 35.6 9.8 5 19.2 5.6 4.9 4.3 100.0 22.0 49.1 61.6 7.2 12.3 18.8 5.3 1.3 1.0 -3.6 9.5 2.0 3.6 4.4 5.8 3.2 6.7 9.7 6 20.2 5.6 11.4 17.3 22.0 100.0 27.4 43.0 9.7 51.8 81.1 14.2 15.6 18.2 12.6 10.0 16.6 15.9 15.3 15.0 13.7 10.7 20.7 7 30.7 8.9 13.4 23.0 49.1 27.4 100.0 60.4 17.1 4.3 18.4 14.2 7.6 13.1 8.1 15.7 13.7 14.4 14.5 15.2 -5.8 13.5 7.5 8 28.1 32.4 14.1 8.8 61.6 43.0 60.4 100.0 6.9 9.5 29.2 8.7 10.4 8.8 3.3 14.0 9.4 9.6 9.6 10.6 4.4 14.4 11.5 9 16.2 0.2 3.2 18.1 7.2 9.7 17.1 6.9 100.0 4.7 10.3 10.3 4.8 11.7 9.3 11.2 11.4 10.7 10.4 9.8 -0.7 6.6 12.9 10 13.4 -0.5 11.9 26.1 12.3 51.8 4.3 9.5 4.7 100.0 50.5 17.1 18.0 21.6 14.3 10.2 19.6 17.5 17.0 16.2 13.6 11.6 11.5 11 13.9 3.5 8.2 13.5 18.8 81.1 18.4 29.2 10.3 50.5 100.0 13.6 11.4 15.1 10.4 8.2 13.5 13.3 12.9 12.6 12.5 7.2 20.8 12 26.0 -1.3 53.4 57.5 5.3 14.2 14.2 8.7 10.3 17.1 13.6 100.0 68.6 83.5 43.7 56.2 73.7 69.5 71.7 70.6 27.9 32.2 7.0 13 17.1 1.8 70.4 46.8 1.3 15.6 7.6 10.4 4.8 18.0 11.4 68.6 100.0 82.2 41.9 43.4 69.5 59.8 59.3 57.7 26.8 23.4 5.9 14 23.9 0.1 53.4 66.2 1.0 18.2 13.1 8.8 11.7 21.6 15.1 83.5 82.2 100.0 50.9 48.7 85.8 82.9 82.7 80.5 25.1 26.7 7.7 15 10.7 0.4 21.4 39.1 -3.6 12.6 8.1 3.3 9.3 14.3 10.4 43.7 41.9 50.9 100.0 21.8 50.3 37.7 30.6 26.2 12.3 11.5 5.6 16 39.5 12.8 36.1 42.2 9.5 10.0 15.7 14.0 11.2 10.2 8.2 56.2 43.4 48.7 21.8 100.0 51.2 49.8 50.4 51.2 17.1 28.5 17.1 17 24.5 2.7 43.3 60.2 2.0 16.6 13.7 9.4 11.4 19.6 13.5 73.7 69.5 85.8 50.3 51.2 100.0 75.2 73.4 71.0 22.6 24.5 7.7 18 28.6 -1.1 41.5 57.9 3.6 15.9 14.4 9.6 10.7 17.5 13.3 69.5 59.8 82.9 37.7 49.8 75.2 100.0 94.0 92.4 19.0 23.0 5.5 19 28.9 -1.3 43.8 58.0 4.4 15.3 14.5 9.6 10.4 17.0 12.9 71.7 59.3 82.7 30.6 50.4 73.4 94.0 100.0 97.4 19.6 24.4 5.3 20 29.7 -1.0 46.1 57.3 5.8 15.0 15.2 10.6 9.8 16.2 12.6 70.6 57.7 80.5 26.2 51.2 71.0 92.4 97.4 100.0 19.0 25.5 5.1 21 6.1 -3.1 2.3 13.3 3.2 13.7 -5.8 4.4 -0.7 13.6 12.5 27.9 26.8 25.1 12.3 17.1 22.6 19.0 19.6 19.0 100.0 24.0 2.3 22 25.4 14.1 23.7 35.6 6.7 10.7 13.5 14.4 6.6 11.6 7.2 32.2 23.4 26.7 11.5 28.5 24.5 23.0 24.4 25.5 24.0 100.0 6.8 23 24.4 5.0 5.3 9.8 9.7 20.7 7.5 11.5 12.9 11.5 20.8 7.0 5.9 7.7 5.6 17.1 7.7 5.5 5.3 5.1 2.3 6.8 100.0 TOTAL CORRELATION TO TARGET (diagonal) 112.389499 TOTAL CORRELATION OF ALL VARIABLES 56.3709386 ROUND 1: MAX CORR ( 56.3696874) AFTER KILLING INPUT VARIABLE 5 CONTR 0.375584442 ROUND 2: MAX CORR ( 56.3670236) AFTER KILLING INPUT VARIABLE 19 CONTR 0.548000448 ROUND 3: MAX CORR ( 56.359895) AFTER KILLING INPUT VARIABLE 15 CONTR 0.896434813 ROUND 4: MAX CORR ( 56.3512746) AFTER KILLING INPUT VARIABLE 21 CONTR 0.985705029 ROUND 5: MAX CORR ( 56.3423002) AFTER KILLING INPUT VARIABLE 13 CONTR 1.00565924 ROUND 6: MAX CORR ( 56.3381646) AFTER KILLING INPUT VARIABLE 3 CONTR 0.682644728 ROUND 7: MAX CORR ( 56.332403) AFTER KILLING INPUT VARIABLE 12 CONTR 0.80570791 ROUND 8: MAX CORR ( 56.3229872) AFTER KILLING INPUT VARIABLE 17 CONTR 1.02992274 ROUND 9: MAX CORR ( 56.3140061) AFTER KILLING INPUT VARIABLE 2 CONTR 1.00578367 ROUND 10: MAX CORR ( 56.2866009) AFTER KILLING INPUT VARIABLE 10 CONTR 1.75665583 ROUND 11: MAX CORR ( 56.1931176) AFTER KILLING INPUT VARIABLE 11 CONTR 3.24268075 ROUND 12: MAX CORR ( 56.1409946) AFTER KILLING INPUT VARIABLE 6 CONTR 2.41974977 ROUND 13: MAX CORR ( 56.0501111) AFTER KILLING INPUT VARIABLE 20 CONTR 3.19316745 ROUND 14: MAX CORR ( 55.8644646) AFTER KILLING INPUT VARIABLE 9 CONTR 4.55813038 ROUND 15: MAX CORR ( 55.4485326) AFTER KILLING INPUT VARIABLE 22 CONTR 6.80431059 ROUND 16: MAX CORR ( 54.7423843) AFTER KILLING INPUT VARIABLE 18 CONTR 8.82106116 ROUND 17: MAX CORR ( 54.0065096) AFTER KILLING INPUT VARIABLE 14 CONTR 8.94570115 ROUND 18: MAX CORR ( 53.121978) AFTER KILLING INPUT VARIABLE 7 CONTR 9.73439926 ROUND 19: MAX CORR ( 50.8683834) AFTER KILLING INPUT VARIABLE 23 CONTR 15.3085634 ROUND 20: MAX CORR ( 45.8489501) AFTER KILLING INPUT VARIABLE 8 CONTR 22.0332976 ROUND 21: MAX CORR ( 39.4550488) AFTER KILLING INPUT VARIABLE 4 CONTR 23.3543433 LAST REMAINING VARIABLE: 16 total correlation to target: 56.3709386 % total significance: 563.709386 sigma correlations of single variables to target: variable 2: 10.5055592 % , in sigma: 105.055592 variable 3: 18.2852201 % , in sigma: 182.852201 variable 4: 37.8333291 % , in sigma: 378.333291 variable 5: 19.181455 % , in sigma: 191.81455 variable 6: 20.1828545 % , in sigma: 201.828545 variable 7: 30.6521879 % , in sigma: 306.521879 variable 8: 28.071747 % , in sigma: 280.71747 variable 9: 16.1569917 % , in sigma: 161.569917 variable 10: 13.37427 % , in sigma: 133.7427 variable 11: 13.8662024 % , in sigma: 138.662024 variable 12: 25.9931374 % , in sigma: 259.931374 variable 13: 17.0580286 % , in sigma: 170.580286 variable 14: 23.889054 % , in sigma: 238.89054 variable 15: 10.7482625 % , in sigma: 107.482625 variable 16: 39.4550488 % , in sigma: 394.550488 variable 17: 24.4919583 % , in sigma: 244.919583 variable 18: 28.6129753 % , in sigma: 286.129753 variable 19: 28.9079393 % , in sigma: 289.079393 variable 20: 29.6621724 % , in sigma: 296.621724 variable 21: 6.08075277 % , in sigma: 60.8075277 variable 22: 25.368971 % , in sigma: 253.68971 variable 23: 24.4153969 % , in sigma: 244.153969 variables sorted by significance: 1 most relevant variable 16 corr 39.4550476 , in sigma: 394.550476 2 most relevant variable 4 corr 23.3543434 , in sigma: 233.543434 3 most relevant variable 8 corr 22.0332985 , in sigma: 220.332985 4 most relevant variable 23 corr 15.3085632 , in sigma: 153.085632 5 most relevant variable 7 corr 9.73439884 , in sigma: 97.3439884 6 most relevant variable 14 corr 8.9457016 , in sigma: 89.457016 7 most relevant variable 18 corr 8.82106113 , in sigma: 88.2106113 8 most relevant variable 22 corr 6.8043108 , in sigma: 68.043108 9 most relevant variable 9 corr 4.55813026 , in sigma: 45.5813026 10 most relevant variable 20 corr 3.19316745 , in sigma: 31.9316745 11 most relevant variable 6 corr 2.41974974 , in sigma: 24.1974974 12 most relevant variable 11 corr 3.24268079 , in sigma: 32.4268079 13 most relevant variable 10 corr 1.75665581 , in sigma: 17.5665581 14 most relevant variable 2 corr 1.00578368 , in sigma: 10.0578368 15 most relevant variable 17 corr 1.02992272 , in sigma: 10.2992272 16 most relevant variable 12 corr 0.805707932 , in sigma: 8.05707932 17 most relevant variable 3 corr 0.682644725 , in sigma: 6.82644725 18 most relevant variable 13 corr 1.00565922 , in sigma: 10.0565922 19 most relevant variable 21 corr 0.985705018 , in sigma: 9.85705018 20 most relevant variable 15 corr 0.896434784 , in sigma: 8.96434784 21 most relevant variable 19 corr 0.548000455 , in sigma: 5.48000455 22 most relevant variable 5 corr 0.375584453 , in sigma: 3.75584453 global correlations between input variables: variable 2: 44.452453 % variable 3: 78.565426 % variable 4: 74.5753135 % variable 5: 67.3781223 % variable 6: 85.4595232 % variable 7: 67.6432973 % variable 8: 80.4148812 % variable 9: 26.9684636 % variable 10: 60.0461363 % variable 11: 82.32023 % variable 12: 87.2339754 % variable 13: 91.0846457 % variable 14: 96.4543053 % variable 15: 61.8245735 % variable 16: 65.9638607 % variable 17: 87.1999171 % variable 18: 94.96286 % variable 19: 98.0682813 % variable 20: 97.7108727 % variable 21: 47.142687 % variable 22: 47.4941244 % variable 23: 30.0126954 % significance loss when removing single variables: variable 2: corr = 0.995289654 % , sigma = 9.95289654 variable 3: corr = 1.36336042 % , sigma = 13.6336042 variable 4: corr = 17.3274333 % , sigma = 173.274333 variable 5: corr = 0.375584442 % , sigma = 3.75584442 variable 6: corr = 3.53477239 % , sigma = 35.3477239 variable 7: corr = 8.17566802 % , sigma = 81.7566802 variable 8: corr = 7.10302805 % , sigma = 71.0302805 variable 9: corr = 4.72897574 % , sigma = 47.2897574 variable 10: corr = 1.81749641 % , sigma = 18.1749641 variable 11: corr = 3.4703496 % , sigma = 34.703496 variable 12: corr = 1.22231106 % , sigma = 12.2231106 variable 13: corr = 1.20647824 % , sigma = 12.0647824 variable 14: corr = 7.34737564 % , sigma = 73.4737564 variable 15: corr = 0.905617458 % , sigma = 9.05617458 variable 16: corr = 17.1739726 % , sigma = 171.739726 variable 17: corr = 1.00625556 % , sigma = 10.0625556 variable 18: corr = 3.03411485 % , sigma = 30.3411485 variable 19: corr = 0.540380295 % , sigma = 5.40380295 variable 20: corr = 1.43321402 % , sigma = 14.3321402 variable 21: corr = 0.981188731 % , sigma = 9.81188731 variable 22: corr = 6.2248958 % , sigma = 62.248958 variable 23: corr = 14.6884207 % , sigma = 146.884207 Keep only 22 most significant input variables Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -4.24747467 create test 22 plots 9100/9200: 2 NVar: 23. 3104 --------- Entering internal boost mode: --------- Weightsum per Output Node: 1000000. Starting analysis with 30 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.98768115 PREPRO: (sigma of derived input)/eigenvalue # 2 : 1.74274206 PREPRO: (sigma of derived input)/eigenvalue # 3 : 1.69635141 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.58792794 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.49177969 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.30521989 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.13313699 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.07071006 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.00322878 PREPRO: (sigma of derived input)/eigenvalue # 10 : 0.958775043 PREPRO: (sigma of derived input)/eigenvalue # 11 : 0.925625443 PREPRO: (sigma of derived input)/eigenvalue # 12 : 0.864359677 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.768555403 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.701072335 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.613192499 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.570830345 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.531067669 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.414982051 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.384052366 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.346403092 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.315415233 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.302581728 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.18089506 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.137503713 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.00208612252 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.000344130152 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.000191035113 PREPRO: (sigma of derived input)/eigenvalue # 28 : 9.01690527E-08 PREPRO: (sigma of derived input)/eigenvalue # 29 : 1.67266876E-07 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.000394892908 Using 24 variables out of 30 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 0 1.0 3.0 1.7 1.7 1.6 1.5 1.3 1.1 1.1 1.0 1.0 0.9 0.9 0.8 0.7 0.6 0.6 0.5 0.4 0.4 0.3 0.3 0.3 0.2 0.1 1 100.0 -25.6 -17.4 32.6 -16.5 7.2 -14.9 -16.9 3.2 -1.6 2.9 0.8 15.2 2.5 5.9 0.0 -2.3 5.9 10.2 -7.2 0.7 -7.0 0.4 -0.8 12.1 2 -25.6 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 3 -17.4 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 4 32.6 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 5 -16.5 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 6 7.2 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7 -14.9 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 8 -16.9 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 9 3.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 10 -1.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 11 2.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 12 0.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 13 15.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 14 2.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 15 5.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 16 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 17 -2.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 18 5.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 19 10.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 20 -7.2 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 21 0.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 22 -7.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 23 0.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 24 -0.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 25 12.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 59.4916806 PREPRO: MEAN( 1)= 0.07308 WIDTH 0.994660308 PREPRO: MEAN( 2)= -2.19481662E-07 WIDTH 8.92623945 PREPRO: MEAN( 3)= 2.07395132E-08 WIDTH 3.03715153 PREPRO: MEAN( 4)= -8.41923803E-09 WIDTH 2.87760842 PREPRO: MEAN( 5)= -6.29999787E-08 WIDTH 2.52151518 PREPRO: MEAN( 6)= 1.12455428E-07 WIDTH 2.2254059 PREPRO: MEAN( 7)= -7.2173886E-09 WIDTH 1.70359888 PREPRO: MEAN( 8)= 1.6522184E-09 WIDTH 1.28399929 PREPRO: MEAN( 9)= -7.45733203E-08 WIDTH 1.14642034 PREPRO: MEAN( 10)= 1.63575495E-08 WIDTH 1.00646775 PREPRO: MEAN( 11)= -6.06622733E-08 WIDTH 0.919249736 PREPRO: MEAN( 12)= -1.68456091E-08 WIDTH 0.85678246 PREPRO: MEAN( 13)= -2.72436254E-08 WIDTH 0.747117693 PREPRO: MEAN( 14)= -1.38601549E-08 WIDTH 0.590677517 PREPRO: MEAN( 15)= 9.29342117E-09 WIDTH 0.491502403 PREPRO: MEAN( 16)= 6.91265985E-09 WIDTH 0.376004994 PREPRO: MEAN( 17)= 1.62792676E-08 WIDTH 0.325847247 PREPRO: MEAN( 18)= 5.62941097E-09 WIDTH 0.282032837 PREPRO: MEAN( 19)= -3.49915028E-08 WIDTH 0.172210071 PREPRO: MEAN( 20)= 3.156038E-09 WIDTH 0.147496125 PREPRO: MEAN( 21)= 2.02433853E-08 WIDTH 0.11999511 PREPRO: MEAN( 22)= -1.89366653E-08 WIDTH 0.0994867516 PREPRO: MEAN( 23)= 1.89661048E-10 WIDTH 0.091555744 PREPRO: MEAN( 24)= 1.01607859E-08 WIDTH 0.0327229524 PREPRO: MEAN( 25)= 7.65880905E-09 WIDTH 0.0189072065 ------------------------------------- Teacher: actual network topology: Nodes(1) = 25 Nodes(2) = 26 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 4 --> 157.505707 sigma out 26 active outputs RANK 2 NODE 2 --> 125.711632 sigma out 26 active outputs RANK 3 NODE 3 --> 112.271049 sigma out 26 active outputs RANK 4 NODE 6 --> 106.628296 sigma out 26 active outputs RANK 5 NODE 7 --> 105.383575 sigma out 26 active outputs RANK 6 NODE 8 --> 103.1213 sigma out 26 active outputs RANK 7 NODE 13 --> 84.8318939 sigma out 26 active outputs RANK 8 NODE 5 --> 83.2017059 sigma out 26 active outputs RANK 9 NODE 9 --> 75.2872543 sigma out 26 active outputs RANK 10 NODE 11 --> 74.0386047 sigma out 26 active outputs RANK 11 NODE 10 --> 63.5359802 sigma out 26 active outputs RANK 12 NODE 12 --> 59.1357536 sigma out 26 active outputs RANK 13 NODE 15 --> 56.6273766 sigma out 26 active outputs RANK 14 NODE 18 --> 56.3515205 sigma out 26 active outputs RANK 15 NODE 14 --> 55.5675735 sigma out 26 active outputs RANK 16 NODE 22 --> 49.3133774 sigma out 26 active outputs RANK 17 NODE 20 --> 45.6716652 sigma out 26 active outputs RANK 18 NODE 16 --> 44.8297195 sigma out 26 active outputs RANK 19 NODE 19 --> 43.5556488 sigma out 26 active outputs RANK 20 NODE 21 --> 42.0998383 sigma out 26 active outputs RANK 21 NODE 17 --> 39.7827454 sigma out 26 active outputs RANK 22 NODE 25 --> 38.8407288 sigma out 26 active outputs RANK 23 NODE 23 --> 37.7718163 sigma out 26 active outputs RANK 24 NODE 24 --> 37.0276451 sigma out 26 active outputs RANK 25 NODE 1 --> 22.8804531 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 2 --> 146.069489 sigma in 25act. ( 137.927643 sig out 1act.) RANK 2 NODE 10 --> 138.102371 sigma in 25act. ( 146.97171 sig out 1act.) RANK 3 NODE 3 --> 125.067581 sigma in 25act. ( 141.428009 sig out 1act.) RANK 4 NODE 7 --> 104.392227 sigma in 25act. ( 97.4207382 sig out 1act.) RANK 5 NODE 13 --> 103.484467 sigma in 25act. ( 116.077057 sig out 1act.) RANK 6 NODE 8 --> 95.7295837 sigma in 25act. ( 106.236404 sig out 1act.) RANK 7 NODE 4 --> 91.6188736 sigma in 25act. ( 85.1640854 sig out 1act.) RANK 8 NODE 9 --> 87.4489746 sigma in 25act. ( 93.0089569 sig out 1act.) RANK 9 NODE 22 --> 78.9942551 sigma in 25act. ( 89.5745316 sig out 1act.) RANK 10 NODE 6 --> 76.5048981 sigma in 25act. ( 89.7401428 sig out 1act.) RANK 11 NODE 18 --> 56.2835808 sigma in 25act. ( 57.4689445 sig out 1act.) RANK 12 NODE 25 --> 52.9850044 sigma in 25act. ( 30.5880604 sig out 1act.) RANK 13 NODE 14 --> 51.5888596 sigma in 25act. ( 58.8897705 sig out 1act.) RANK 14 NODE 5 --> 50.9478188 sigma in 25act. ( 40.848278 sig out 1act.) RANK 15 NODE 21 --> 49.8153076 sigma in 25act. ( 46.7203865 sig out 1act.) RANK 16 NODE 15 --> 48.550869 sigma in 25act. ( 46.4500008 sig out 1act.) RANK 17 NODE 23 --> 44.0458832 sigma in 25act. ( 42.3691788 sig out 1act.) RANK 18 NODE 11 --> 43.5928879 sigma in 25act. ( 48.7000732 sig out 1act.) RANK 19 NODE 17 --> 40.5837326 sigma in 25act. ( 6.73380899 sig out 1act.) RANK 20 NODE 1 --> 40.2784004 sigma in 25act. ( 17.2207241 sig out 1act.) RANK 21 NODE 16 --> 39.7647934 sigma in 25act. ( 11.9087305 sig out 1act.) RANK 22 NODE 26 --> 37.4700165 sigma in 25act. ( 14.2064924 sig out 1act.) RANK 23 NODE 20 --> 35.3157272 sigma in 25act. ( 31.8605843 sig out 1act.) RANK 24 NODE 12 --> 34.4795685 sigma in 25act. ( 10.4717617 sig out 1act.) RANK 25 NODE 24 --> 29.2183418 sigma in 25act. ( 5.80257988 sig out 1act.) RANK 26 NODE 19 --> 28.2125721 sigma in 25act. ( 7.20351219 sig out 1act.) sorted by output significance RANK 1 NODE 10 --> 146.97171 sigma out 1act.( 138.102371 sig in 25act.) RANK 2 NODE 3 --> 141.428009 sigma out 1act.( 125.067581 sig in 25act.) RANK 3 NODE 2 --> 137.927643 sigma out 1act.( 146.069489 sig in 25act.) RANK 4 NODE 13 --> 116.077057 sigma out 1act.( 103.484467 sig in 25act.) RANK 5 NODE 8 --> 106.236404 sigma out 1act.( 95.7295837 sig in 25act.) RANK 6 NODE 7 --> 97.4207382 sigma out 1act.( 104.392227 sig in 25act.) RANK 7 NODE 9 --> 93.0089569 sigma out 1act.( 87.4489746 sig in 25act.) RANK 8 NODE 6 --> 89.7401428 sigma out 1act.( 76.5048981 sig in 25act.) RANK 9 NODE 22 --> 89.5745316 sigma out 1act.( 78.9942551 sig in 25act.) RANK 10 NODE 4 --> 85.1640854 sigma out 1act.( 91.6188736 sig in 25act.) RANK 11 NODE 14 --> 58.8897705 sigma out 1act.( 51.5888596 sig in 25act.) RANK 12 NODE 18 --> 57.4689445 sigma out 1act.( 56.2835808 sig in 25act.) RANK 13 NODE 11 --> 48.7000732 sigma out 1act.( 43.5928879 sig in 25act.) RANK 14 NODE 21 --> 46.7203865 sigma out 1act.( 49.8153076 sig in 25act.) RANK 15 NODE 15 --> 46.4500008 sigma out 1act.( 48.550869 sig in 25act.) RANK 16 NODE 23 --> 42.3691788 sigma out 1act.( 44.0458832 sig in 25act.) RANK 17 NODE 5 --> 40.848278 sigma out 1act.( 50.9478188 sig in 25act.) RANK 18 NODE 20 --> 31.8605843 sigma out 1act.( 35.3157272 sig in 25act.) RANK 19 NODE 25 --> 30.5880604 sigma out 1act.( 52.9850044 sig in 25act.) RANK 20 NODE 1 --> 17.2207241 sigma out 1act.( 40.2784004 sig in 25act.) RANK 21 NODE 26 --> 14.2064924 sigma out 1act.( 37.4700165 sig in 25act.) RANK 22 NODE 16 --> 11.9087305 sigma out 1act.( 39.7647934 sig in 25act.) RANK 23 NODE 12 --> 10.4717617 sigma out 1act.( 34.4795685 sig in 25act.) RANK 24 NODE 19 --> 7.20351219 sigma out 1act.( 28.2125721 sig in 25act.) RANK 25 NODE 17 --> 6.73380899 sigma out 1act.( 40.5837326 sig in 25act.) RANK 26 NODE 24 --> 5.80257988 sigma out 1act.( 29.2183418 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 382.930695 sigma in 26 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 4 --> 165.352051 sigma out 26 active outputs RANK 2 NODE 2 --> 133.61557 sigma out 26 active outputs RANK 3 NODE 3 --> 122.574013 sigma out 26 active outputs RANK 4 NODE 6 --> 112.516838 sigma out 26 active outputs RANK 5 NODE 7 --> 108.323776 sigma out 26 active outputs RANK 6 NODE 8 --> 108.19223 sigma out 26 active outputs RANK 7 NODE 13 --> 85.9442673 sigma out 26 active outputs RANK 8 NODE 5 --> 85.0624695 sigma out 26 active outputs RANK 9 NODE 9 --> 76.2808151 sigma out 26 active outputs RANK 10 NODE 11 --> 73.4306335 sigma out 26 active outputs RANK 11 NODE 12 --> 58.693058 sigma out 26 active outputs RANK 12 NODE 10 --> 55.3658066 sigma out 26 active outputs RANK 13 NODE 14 --> 52.5250893 sigma out 26 active outputs RANK 14 NODE 18 --> 51.172657 sigma out 26 active outputs RANK 15 NODE 15 --> 50.8228455 sigma out 26 active outputs RANK 16 NODE 16 --> 42.9321404 sigma out 26 active outputs RANK 17 NODE 19 --> 31.7538681 sigma out 26 active outputs RANK 18 NODE 17 --> 31.4770222 sigma out 26 active outputs RANK 19 NODE 1 --> 27.3535995 sigma out 26 active outputs RANK 20 NODE 22 --> 26.5245342 sigma out 26 active outputs RANK 21 NODE 20 --> 26.4197617 sigma out 26 active outputs RANK 22 NODE 21 --> 24.5976562 sigma out 26 active outputs RANK 23 NODE 23 --> 22.7338963 sigma out 26 active outputs RANK 24 NODE 24 --> 15.1512585 sigma out 26 active outputs RANK 25 NODE 25 --> 14.0313425 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 2 --> 152.577362 sigma in 25act. ( 136.148758 sig out 1act.) RANK 2 NODE 10 --> 149.370071 sigma in 25act. ( 137.581329 sig out 1act.) RANK 3 NODE 3 --> 137.420197 sigma in 25act. ( 133.456985 sig out 1act.) RANK 4 NODE 13 --> 108.247002 sigma in 25act. ( 113.176254 sig out 1act.) RANK 5 NODE 8 --> 103.742516 sigma in 25act. ( 100.180466 sig out 1act.) RANK 6 NODE 7 --> 98.0693436 sigma in 25act. ( 95.0709305 sig out 1act.) RANK 7 NODE 22 --> 92.1053314 sigma in 25act. ( 85.893074 sig out 1act.) RANK 8 NODE 4 --> 88.0593948 sigma in 25act. ( 83.9124832 sig out 1act.) RANK 9 NODE 6 --> 85.0655365 sigma in 25act. ( 85.9984894 sig out 1act.) RANK 10 NODE 9 --> 84.8317184 sigma in 25act. ( 89.3571472 sig out 1act.) RANK 11 NODE 18 --> 56.4492302 sigma in 25act. ( 53.9716835 sig out 1act.) RANK 12 NODE 14 --> 54.5445824 sigma in 25act. ( 55.9408455 sig out 1act.) RANK 13 NODE 15 --> 42.1375771 sigma in 25act. ( 43.5243073 sig out 1act.) RANK 14 NODE 21 --> 41.9177666 sigma in 25act. ( 44.1932564 sig out 1act.) RANK 15 NODE 11 --> 40.9756584 sigma in 25act. ( 45.391861 sig out 1act.) RANK 16 NODE 23 --> 39.7559814 sigma in 25act. ( 40.4914589 sig out 1act.) RANK 17 NODE 5 --> 36.1254349 sigma in 25act. ( 39.0985794 sig out 1act.) RANK 18 NODE 20 --> 29.1796646 sigma in 25act. ( 30.3233433 sig out 1act.) RANK 19 NODE 25 --> 27.7165108 sigma in 25act. ( 29.0965996 sig out 1act.) RANK 20 NODE 1 --> 17.0929832 sigma in 25act. ( 16.3739758 sig out 1act.) RANK 21 NODE 26 --> 14.2068195 sigma in 25act. ( 13.5766726 sig out 1act.) RANK 22 NODE 16 --> 13.5301294 sigma in 25act. ( 11.2974911 sig out 1act.) RANK 23 NODE 12 --> 11.5263376 sigma in 25act. ( 9.87433243 sig out 1act.) RANK 24 NODE 17 --> 9.86278343 sigma in 25act. ( 6.40206671 sig out 1act.) RANK 25 NODE 19 --> 8.86707211 sigma in 25act. ( 6.86498165 sig out 1act.) RANK 26 NODE 24 --> 7.38380909 sigma in 25act. ( 5.44715357 sig out 1act.) sorted by output significance RANK 1 NODE 10 --> 137.581329 sigma out 1act.( 149.370071 sig in 25act.) RANK 2 NODE 2 --> 136.148758 sigma out 1act.( 152.577362 sig in 25act.) RANK 3 NODE 3 --> 133.456985 sigma out 1act.( 137.420197 sig in 25act.) RANK 4 NODE 13 --> 113.176254 sigma out 1act.( 108.247002 sig in 25act.) RANK 5 NODE 8 --> 100.180466 sigma out 1act.( 103.742516 sig in 25act.) RANK 6 NODE 7 --> 95.0709305 sigma out 1act.( 98.0693436 sig in 25act.) RANK 7 NODE 9 --> 89.3571472 sigma out 1act.( 84.8317184 sig in 25act.) RANK 8 NODE 6 --> 85.9984894 sigma out 1act.( 85.0655365 sig in 25act.) RANK 9 NODE 22 --> 85.893074 sigma out 1act.( 92.1053314 sig in 25act.) RANK 10 NODE 4 --> 83.9124832 sigma out 1act.( 88.0593948 sig in 25act.) RANK 11 NODE 14 --> 55.9408455 sigma out 1act.( 54.5445824 sig in 25act.) RANK 12 NODE 18 --> 53.9716835 sigma out 1act.( 56.4492302 sig in 25act.) RANK 13 NODE 11 --> 45.391861 sigma out 1act.( 40.9756584 sig in 25act.) RANK 14 NODE 21 --> 44.1932564 sigma out 1act.( 41.9177666 sig in 25act.) RANK 15 NODE 15 --> 43.5243073 sigma out 1act.( 42.1375771 sig in 25act.) RANK 16 NODE 23 --> 40.4914589 sigma out 1act.( 39.7559814 sig in 25act.) RANK 17 NODE 5 --> 39.0985794 sigma out 1act.( 36.1254349 sig in 25act.) RANK 18 NODE 20 --> 30.3233433 sigma out 1act.( 29.1796646 sig in 25act.) RANK 19 NODE 25 --> 29.0965996 sigma out 1act.( 27.7165108 sig in 25act.) RANK 20 NODE 1 --> 16.3739758 sigma out 1act.( 17.0929832 sig in 25act.) RANK 21 NODE 26 --> 13.5766726 sigma out 1act.( 14.2068195 sig in 25act.) RANK 22 NODE 16 --> 11.2974911 sigma out 1act.( 13.5301294 sig in 25act.) RANK 23 NODE 12 --> 9.87433243 sigma out 1act.( 11.5263376 sig in 25act.) RANK 24 NODE 19 --> 6.86498165 sigma out 1act.( 8.86707211 sig in 25act.) RANK 25 NODE 17 --> 6.40206671 sigma out 1act.( 9.86278343 sig in 25act.) RANK 26 NODE 24 --> 5.44715357 sigma out 1act.( 7.38380909 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 366.931335 sigma in 26 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.183003306 *** contribution from regularisation: 0.000662306673 *** contribution from error: -0.183665618 *** contribution from DIAG: 0.00133060757 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.195623234 *** contribution from regularisation: 0.00114237284 *** contribution from error: -0.196765602 *** contribution from DIAG: 0.000120060889 *********************************************** ENTER BFGS code START -195603.168 0.0455294177 0. EXIT FROM BFGS code FG_START 0. 0.0455294177 0. --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.197030038 *** contribution from regularisation: 0.000993054011 *** contribution from error: -0.198023096 *** contribution from DIAG: 0.000178744187 *********************************************** ENTER BFGS code FG_START -196851.299 0.0455294177 -1258.15247 EXIT FROM BFGS code FG_LNSRCH 0. 0.00291133951 0. --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.155363828 *** contribution from regularisation: 0.00106754235 *** contribution from error: -0.156431377 *** contribution from DIAG: 0.000585355621 *********************************************** ENTER BFGS code FG_LNSRCH -154778.475 0.00291133951 76.5712967 EXIT FROM BFGS code FG_LNSRCH 0. 0.0320303701 0. --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.197229877 *** contribution from regularisation: 0.00102154596 *** contribution from error: -0.198251426 *** contribution from DIAG: 0.000129041175 *********************************************** ENTER BFGS code FG_LNSRCH -197100.841 0.0320303701 -2323.77881 EXIT FROM BFGS code FG_LNSRCH 0. 0.0388513878 0. --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.198360458 *** contribution from regularisation: 0.00103348552 *** contribution from error: -0.199393943 *** contribution from DIAG: 0.000149023384 *********************************************** ENTER BFGS code FG_LNSRCH -198211.436 0.0388513878 -1842.30713 EXIT FROM BFGS code NEW_X -198211.436 0.0388513878 -1842.30713 ENTER BFGS code NEW_X -198211.436 0.0388513878 -1842.30713 EXIT FROM BFGS code FG_LNSRCH 0. 0.0301965214 0. --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.200087607 *** contribution from regularisation: 0.001051898 *** contribution from error: -0.20113951 *** contribution from DIAG: 0.000154531852 *********************************************** ENTER BFGS code FG_LNSRCH -199933.073 0.0301965214 -2314.36084 EXIT FROM BFGS code NEW_X -199933.073 0.0301965214 -2314.36084 ENTER BFGS code NEW_X -199933.073 0.0301965214 -2314.36084 EXIT FROM BFGS code FG_LNSRCH 0. -0.00943903532 0. --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.203768075 *** contribution from regularisation: 0.00111904857 *** contribution from error: -0.204887122 *** contribution from DIAG: 0.000141882832 *********************************************** ENTER BFGS code FG_LNSRCH -203626.187 -0.00943903532 -875.201721 EXIT FROM BFGS code NEW_X -203626.187 -0.00943903532 -875.201721 ENTER BFGS code NEW_X -203626.187 -0.00943903532 -875.201721 EXIT FROM BFGS code FG_LNSRCH 0. -0.0305127129 0. --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.204871774 *** contribution from regularisation: 0.00114512455 *** contribution from error: -0.206016898 *** contribution from DIAG: 0.000183576311 *********************************************** ENTER BFGS code FG_LNSRCH -204688.194 -0.0305127129 -2399.49243 EXIT FROM BFGS code NEW_X -204688.194 -0.0305127129 -2399.49243 ENTER BFGS code NEW_X -204688.194 -0.0305127129 -2399.49243 EXIT FROM BFGS code FG_LNSRCH 0. -0.0273270439 0. --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 172.762634 sigma out 26 active outputs RANK 2 NODE 4 --> 170.015976 sigma out 26 active outputs RANK 3 NODE 2 --> 166.762421 sigma out 26 active outputs RANK 4 NODE 6 --> 134.382065 sigma out 26 active outputs RANK 5 NODE 7 --> 126.593513 sigma out 26 active outputs RANK 6 NODE 8 --> 124.503342 sigma out 26 active outputs RANK 7 NODE 5 --> 100.665543 sigma out 26 active outputs RANK 8 NODE 13 --> 99.4954224 sigma out 26 active outputs RANK 9 NODE 9 --> 99.4096375 sigma out 26 active outputs RANK 10 NODE 11 --> 89.2183609 sigma out 26 active outputs RANK 11 NODE 12 --> 80.4771576 sigma out 26 active outputs RANK 12 NODE 18 --> 71.8768311 sigma out 26 active outputs RANK 13 NODE 10 --> 69.0146408 sigma out 26 active outputs RANK 14 NODE 19 --> 63.349041 sigma out 26 active outputs RANK 15 NODE 15 --> 57.6899338 sigma out 26 active outputs RANK 16 NODE 14 --> 56.0429688 sigma out 26 active outputs RANK 17 NODE 16 --> 55.4825783 sigma out 26 active outputs RANK 18 NODE 17 --> 42.9202614 sigma out 26 active outputs RANK 19 NODE 22 --> 42.3301125 sigma out 26 active outputs RANK 20 NODE 1 --> 39.0996475 sigma out 26 active outputs RANK 21 NODE 20 --> 38.2239838 sigma out 26 active outputs RANK 22 NODE 25 --> 30.2919598 sigma out 26 active outputs RANK 23 NODE 23 --> 29.8200226 sigma out 26 active outputs RANK 24 NODE 21 --> 27.4595013 sigma out 26 active outputs RANK 25 NODE 24 --> 22.0485077 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 168.197952 sigma in 25act. ( 173.664062 sig out 1act.) RANK 2 NODE 10 --> 165.139832 sigma in 25act. ( 154.820663 sig out 1act.) RANK 3 NODE 6 --> 145.479431 sigma in 25act. ( 151.041321 sig out 1act.) RANK 4 NODE 2 --> 139.301041 sigma in 25act. ( 136.328476 sig out 1act.) RANK 5 NODE 3 --> 131.113724 sigma in 25act. ( 136.686157 sig out 1act.) RANK 6 NODE 22 --> 124.947548 sigma in 25act. ( 120.425407 sig out 1act.) RANK 7 NODE 8 --> 115.163918 sigma in 25act. ( 118.575951 sig out 1act.) RANK 8 NODE 7 --> 102.437141 sigma in 25act. ( 105.416679 sig out 1act.) RANK 9 NODE 15 --> 99.5481873 sigma in 25act. ( 104.309204 sig out 1act.) RANK 10 NODE 9 --> 92.7494965 sigma in 25act. ( 97.9451599 sig out 1act.) RANK 11 NODE 14 --> 87.9234467 sigma in 25act. ( 90.6436157 sig out 1act.) RANK 12 NODE 18 --> 82.7322922 sigma in 25act. ( 80.288353 sig out 1act.) RANK 13 NODE 4 --> 74.7351456 sigma in 25act. ( 72.4690704 sig out 1act.) RANK 14 NODE 23 --> 71.5312805 sigma in 25act. ( 72.3722229 sig out 1act.) RANK 15 NODE 5 --> 70.6741104 sigma in 25act. ( 76.665329 sig out 1act.) RANK 16 NODE 20 --> 62.9377213 sigma in 25act. ( 66.1683807 sig out 1act.) RANK 17 NODE 21 --> 57.5586472 sigma in 25act. ( 59.6733589 sig out 1act.) RANK 18 NODE 11 --> 48.1808205 sigma in 25act. ( 52.5520821 sig out 1act.) RANK 19 NODE 19 --> 29.8616848 sigma in 25act. ( 27.34939 sig out 1act.) RANK 20 NODE 12 --> 24.6018448 sigma in 25act. ( 24.9161434 sig out 1act.) RANK 21 NODE 26 --> 17.2527943 sigma in 25act. ( 16.0643978 sig out 1act.) RANK 22 NODE 17 --> 16.3184299 sigma in 25act. ( 13.0182676 sig out 1act.) RANK 23 NODE 16 --> 12.4311628 sigma in 25act. ( 7.83472776 sig out 1act.) RANK 24 NODE 24 --> 12.0403099 sigma in 25act. ( 10.0500813 sig out 1act.) RANK 25 NODE 1 --> 10.8630543 sigma in 25act. ( 7.90461683 sig out 1act.) RANK 26 NODE 25 --> 10.576642 sigma in 25act. ( 5.9828186 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 173.664062 sigma out 1act.( 168.197952 sig in 25act.) RANK 2 NODE 10 --> 154.820663 sigma out 1act.( 165.139832 sig in 25act.) RANK 3 NODE 6 --> 151.041321 sigma out 1act.( 145.479431 sig in 25act.) RANK 4 NODE 3 --> 136.686157 sigma out 1act.( 131.113724 sig in 25act.) RANK 5 NODE 2 --> 136.328476 sigma out 1act.( 139.301041 sig in 25act.) RANK 6 NODE 22 --> 120.425407 sigma out 1act.( 124.947548 sig in 25act.) RANK 7 NODE 8 --> 118.575951 sigma out 1act.( 115.163918 sig in 25act.) RANK 8 NODE 7 --> 105.416679 sigma out 1act.( 102.437141 sig in 25act.) RANK 9 NODE 15 --> 104.309204 sigma out 1act.( 99.5481873 sig in 25act.) RANK 10 NODE 9 --> 97.9451599 sigma out 1act.( 92.7494965 sig in 25act.) RANK 11 NODE 14 --> 90.6436157 sigma out 1act.( 87.9234467 sig in 25act.) RANK 12 NODE 18 --> 80.288353 sigma out 1act.( 82.7322922 sig in 25act.) RANK 13 NODE 5 --> 76.665329 sigma out 1act.( 70.6741104 sig in 25act.) RANK 14 NODE 4 --> 72.4690704 sigma out 1act.( 74.7351456 sig in 25act.) RANK 15 NODE 23 --> 72.3722229 sigma out 1act.( 71.5312805 sig in 25act.) RANK 16 NODE 20 --> 66.1683807 sigma out 1act.( 62.9377213 sig in 25act.) RANK 17 NODE 21 --> 59.6733589 sigma out 1act.( 57.5586472 sig in 25act.) RANK 18 NODE 11 --> 52.5520821 sigma out 1act.( 48.1808205 sig in 25act.) RANK 19 NODE 19 --> 27.34939 sigma out 1act.( 29.8616848 sig in 25act.) RANK 20 NODE 12 --> 24.9161434 sigma out 1act.( 24.6018448 sig in 25act.) RANK 21 NODE 26 --> 16.0643978 sigma out 1act.( 17.2527943 sig in 25act.) RANK 22 NODE 17 --> 13.0182676 sigma out 1act.( 16.3184299 sig in 25act.) RANK 23 NODE 24 --> 10.0500813 sigma out 1act.( 12.0403099 sig in 25act.) RANK 24 NODE 1 --> 7.90461683 sigma out 1act.( 10.8630543 sig in 25act.) RANK 25 NODE 16 --> 7.83472776 sigma out 1act.( 12.4311628 sig in 25act.) RANK 26 NODE 25 --> 5.9828186 sigma out 1act.( 10.576642 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 467.062073 sigma in 26 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.206975758 *** contribution from regularisation: 0.00111399044 *** contribution from error: -0.208089754 *** contribution from DIAG: 0.000168785016 *********************************************** ENTER BFGS code FG_LNSRCH -206806.973 -0.0273270439 -1649.29883 EXIT FROM BFGS code NEW_X -206806.973 -0.0273270439 -1649.29883 ENTER BFGS code NEW_X -206806.973 -0.0273270439 -1649.29883 EXIT FROM BFGS code FG_LNSRCH 0. -0.0366985984 0. --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.208251014 *** contribution from regularisation: 0.00112987647 *** contribution from error: -0.209380895 *** contribution from DIAG: 0.000162731216 *********************************************** ENTER BFGS code FG_LNSRCH -208088.283 -0.0366985984 -1270.35254 EXIT FROM BFGS code NEW_X -208088.283 -0.0366985984 -1270.35254 ENTER BFGS code NEW_X -208088.283 -0.0366985984 -1270.35254 EXIT FROM BFGS code FG_LNSRCH 0. -0.0598719306 0. --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.210008189 *** contribution from regularisation: 0.00115541916 *** contribution from error: -0.21116361 *** contribution from DIAG: 0.000161942822 *********************************************** ENTER BFGS code FG_LNSRCH -209846.242 -0.0598719306 -1283.86243 EXIT FROM BFGS code NEW_X -209846.242 -0.0598719306 -1283.86243 ENTER BFGS code NEW_X -209846.242 -0.0598719306 -1283.86243 EXIT FROM BFGS code FG_LNSRCH 0. -0.0900956169 0. --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.21223554 *** contribution from regularisation: 0.00119978562 *** contribution from error: -0.213435322 *** contribution from DIAG: 0.000164766665 *********************************************** ENTER BFGS code FG_LNSRCH -212070.769 -0.0900956169 -1524.61218 EXIT FROM BFGS code NEW_X -212070.769 -0.0900956169 -1524.61218 ENTER BFGS code NEW_X -212070.769 -0.0900956169 -1524.61218 EXIT FROM BFGS code FG_LNSRCH 0. -0.176119775 0. --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.211613342 *** contribution from regularisation: 0.00133533764 *** contribution from error: -0.21294868 *** contribution from DIAG: 0.000190437044 *********************************************** ENTER BFGS code FG_LNSRCH -211422.911 -0.176119775 -974.560791 EXIT FROM BFGS code FG_LNSRCH 0. -0.132869095 0. --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.214292839 *** contribution from regularisation: 0.00112149434 *** contribution from error: -0.21541433 *** contribution from DIAG: 0.000180580595 *********************************************** ENTER BFGS code FG_LNSRCH -214112.253 -0.132869095 -1297.32153 EXIT FROM BFGS code NEW_X -214112.253 -0.132869095 -1297.32153 ENTER BFGS code NEW_X -214112.253 -0.132869095 -1297.32153 EXIT FROM BFGS code FG_LNSRCH 0. -0.171973169 0. --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.216819227 *** contribution from regularisation: 0.00123891607 *** contribution from error: -0.218058139 *** contribution from DIAG: 0.0001853742 *********************************************** ENTER BFGS code FG_LNSRCH -216633.854 -0.171973169 -805.599487 EXIT FROM BFGS code NEW_X -216633.854 -0.171973169 -805.599487 ENTER BFGS code NEW_X -216633.854 -0.171973169 -805.599487 EXIT FROM BFGS code FG_LNSRCH 0. -0.188608021 0. --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.218471363 *** contribution from regularisation: 0.00119287509 *** contribution from error: -0.219664231 *** contribution from DIAG: 0.000180445029 *********************************************** ENTER BFGS code FG_LNSRCH -218290.924 -0.188608021 -531.191162 EXIT FROM BFGS code NEW_X -218290.924 -0.188608021 -531.191162 ENTER BFGS code NEW_X -218290.924 -0.188608021 -531.191162 EXIT FROM BFGS code FG_LNSRCH 0. -0.207072362 0. --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.219767004 *** contribution from regularisation: 0.00119295507 *** contribution from error: -0.220959961 *** contribution from DIAG: 0.000177073205 *********************************************** ENTER BFGS code FG_LNSRCH -219589.934 -0.207072362 -385.513184 EXIT FROM BFGS code NEW_X -219589.934 -0.207072362 -385.513184 ENTER BFGS code NEW_X -219589.934 -0.207072362 -385.513184 EXIT FROM BFGS code FG_LNSRCH 0. -0.20359315 0. --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.216767654 *** contribution from regularisation: 0.00115241727 *** contribution from error: -0.217920065 *** contribution from DIAG: 0.000167855644 *********************************************** ENTER BFGS code FG_LNSRCH -216599.799 -0.20359315 -1377.43066 EXIT FROM BFGS code FG_LNSRCH 0. -0.205743223 0. --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 346.927032 sigma out 26 active outputs RANK 2 NODE 3 --> 314.632812 sigma out 26 active outputs RANK 3 NODE 4 --> 216.386551 sigma out 26 active outputs RANK 4 NODE 6 --> 165.715546 sigma out 26 active outputs RANK 5 NODE 8 --> 162.649567 sigma out 26 active outputs RANK 6 NODE 7 --> 160.688126 sigma out 26 active outputs RANK 7 NODE 5 --> 158.382278 sigma out 26 active outputs RANK 8 NODE 1 --> 134.3526 sigma out 26 active outputs RANK 9 NODE 9 --> 118.906555 sigma out 26 active outputs RANK 10 NODE 11 --> 112.338486 sigma out 26 active outputs RANK 11 NODE 13 --> 110.647446 sigma out 26 active outputs RANK 12 NODE 12 --> 103.565926 sigma out 26 active outputs RANK 13 NODE 10 --> 78.0736847 sigma out 26 active outputs RANK 14 NODE 16 --> 63.0343437 sigma out 26 active outputs RANK 15 NODE 19 --> 60.1276665 sigma out 26 active outputs RANK 16 NODE 15 --> 59.5643196 sigma out 26 active outputs RANK 17 NODE 25 --> 57.8527679 sigma out 26 active outputs RANK 18 NODE 17 --> 56.0665588 sigma out 26 active outputs RANK 19 NODE 18 --> 52.6705017 sigma out 26 active outputs RANK 20 NODE 22 --> 52.5464096 sigma out 26 active outputs RANK 21 NODE 14 --> 51.5957222 sigma out 26 active outputs RANK 22 NODE 20 --> 40.6955643 sigma out 26 active outputs RANK 23 NODE 23 --> 34.1256142 sigma out 26 active outputs RANK 24 NODE 21 --> 28.4883041 sigma out 26 active outputs RANK 25 NODE 24 --> 22.8781395 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 344.202271 sigma in 25act. ( 353.910278 sig out 1act.) RANK 2 NODE 6 --> 289.65744 sigma in 25act. ( 316.996094 sig out 1act.) RANK 3 NODE 22 --> 197.690964 sigma in 25act. ( 206.96048 sig out 1act.) RANK 4 NODE 10 --> 180.555481 sigma in 25act. ( 187.056732 sig out 1act.) RANK 5 NODE 2 --> 175.117599 sigma in 25act. ( 180.661194 sig out 1act.) RANK 6 NODE 7 --> 156.11676 sigma in 25act. ( 161.695694 sig out 1act.) RANK 7 NODE 8 --> 152.132721 sigma in 25act. ( 179.90184 sig out 1act.) RANK 8 NODE 15 --> 134.968582 sigma in 25act. ( 142.083755 sig out 1act.) RANK 9 NODE 3 --> 130.071945 sigma in 25act. ( 138.907104 sig out 1act.) RANK 10 NODE 14 --> 129.976532 sigma in 25act. ( 132.935074 sig out 1act.) RANK 11 NODE 5 --> 106.980606 sigma in 25act. ( 115.602188 sig out 1act.) RANK 12 NODE 9 --> 106.479752 sigma in 25act. ( 127.640015 sig out 1act.) RANK 13 NODE 20 --> 98.4091873 sigma in 25act. ( 103.827667 sig out 1act.) RANK 14 NODE 23 --> 90.479599 sigma in 25act. ( 90.192009 sig out 1act.) RANK 15 NODE 21 --> 88.3093567 sigma in 25act. ( 87.9082184 sig out 1act.) RANK 16 NODE 18 --> 75.8662033 sigma in 25act. ( 77.776207 sig out 1act.) RANK 17 NODE 11 --> 68.7083588 sigma in 25act. ( 76.7343597 sig out 1act.) RANK 18 NODE 19 --> 67.4596634 sigma in 25act. ( 64.6115265 sig out 1act.) RANK 19 NODE 4 --> 60.6126404 sigma in 25act. ( 61.9646034 sig out 1act.) RANK 20 NODE 16 --> 39.7685928 sigma in 25act. ( 40.3615761 sig out 1act.) RANK 21 NODE 24 --> 24.6964378 sigma in 25act. ( 24.686533 sig out 1act.) RANK 22 NODE 25 --> 23.4635468 sigma in 25act. ( 23.561552 sig out 1act.) RANK 23 NODE 26 --> 15.7202139 sigma in 25act. ( 14.245739 sig out 1act.) RANK 24 NODE 17 --> 14.7691536 sigma in 25act. ( 10.7089748 sig out 1act.) RANK 25 NODE 12 --> 10.8477354 sigma in 25act. ( 7.36293173 sig out 1act.) RANK 26 NODE 1 --> 10.0983868 sigma in 25act. ( 6.93098688 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 353.910278 sigma out 1act.( 344.202271 sig in 25act.) RANK 2 NODE 6 --> 316.996094 sigma out 1act.( 289.65744 sig in 25act.) RANK 3 NODE 22 --> 206.96048 sigma out 1act.( 197.690964 sig in 25act.) RANK 4 NODE 10 --> 187.056732 sigma out 1act.( 180.555481 sig in 25act.) RANK 5 NODE 2 --> 180.661194 sigma out 1act.( 175.117599 sig in 25act.) RANK 6 NODE 8 --> 179.90184 sigma out 1act.( 152.132721 sig in 25act.) RANK 7 NODE 7 --> 161.695694 sigma out 1act.( 156.11676 sig in 25act.) RANK 8 NODE 15 --> 142.083755 sigma out 1act.( 134.968582 sig in 25act.) RANK 9 NODE 3 --> 138.907104 sigma out 1act.( 130.071945 sig in 25act.) RANK 10 NODE 14 --> 132.935074 sigma out 1act.( 129.976532 sig in 25act.) RANK 11 NODE 9 --> 127.640015 sigma out 1act.( 106.479752 sig in 25act.) RANK 12 NODE 5 --> 115.602188 sigma out 1act.( 106.980606 sig in 25act.) RANK 13 NODE 20 --> 103.827667 sigma out 1act.( 98.4091873 sig in 25act.) RANK 14 NODE 23 --> 90.192009 sigma out 1act.( 90.479599 sig in 25act.) RANK 15 NODE 21 --> 87.9082184 sigma out 1act.( 88.3093567 sig in 25act.) RANK 16 NODE 18 --> 77.776207 sigma out 1act.( 75.8662033 sig in 25act.) RANK 17 NODE 11 --> 76.7343597 sigma out 1act.( 68.7083588 sig in 25act.) RANK 18 NODE 19 --> 64.6115265 sigma out 1act.( 67.4596634 sig in 25act.) RANK 19 NODE 4 --> 61.9646034 sigma out 1act.( 60.6126404 sig in 25act.) RANK 20 NODE 16 --> 40.3615761 sigma out 1act.( 39.7685928 sig in 25act.) RANK 21 NODE 24 --> 24.686533 sigma out 1act.( 24.6964378 sig in 25act.) RANK 22 NODE 25 --> 23.561552 sigma out 1act.( 23.4635468 sig in 25act.) RANK 23 NODE 26 --> 14.245739 sigma out 1act.( 15.7202139 sig in 25act.) RANK 24 NODE 17 --> 10.7089748 sigma out 1act.( 14.7691536 sig in 25act.) RANK 25 NODE 12 --> 7.36293173 sigma out 1act.( 10.8477354 sig in 25act.) RANK 26 NODE 1 --> 6.93098688 sigma out 1act.( 10.0983868 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 728.923035 sigma in 26 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.220002204 *** contribution from regularisation: 0.00118791335 *** contribution from error: -0.221190125 *** contribution from DIAG: 0.000171547799 *********************************************** ENTER BFGS code FG_LNSRCH -219830.66 -0.205743223 -713.017334 EXIT FROM BFGS code NEW_X -219830.66 -0.205743223 -713.017334 ENTER BFGS code NEW_X -219830.66 -0.205743223 -713.017334 EXIT FROM BFGS code FG_LNSRCH 0. -0.207906887 0. --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.220714197 *** contribution from regularisation: 0.00117382256 *** contribution from error: -0.221888021 *** contribution from DIAG: 0.000170085914 *********************************************** ENTER BFGS code FG_LNSRCH -220544.112 -0.207906887 -901.939575 EXIT FROM BFGS code NEW_X -220544.112 -0.207906887 -901.939575 ENTER BFGS code NEW_X -220544.112 -0.207906887 -901.939575 EXIT FROM BFGS code FG_LNSRCH 0. -0.206092566 0. --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.221146718 *** contribution from regularisation: 0.00117025012 *** contribution from error: -0.222316965 *** contribution from DIAG: 0.00016839405 *********************************************** ENTER BFGS code FG_LNSRCH -220978.324 -0.206092566 -1309.58337 EXIT FROM BFGS code NEW_X -220978.324 -0.206092566 -1309.58337 ENTER BFGS code NEW_X -220978.324 -0.206092566 -1309.58337 EXIT FROM BFGS code FG_LNSRCH 0. -0.204247206 0. --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.221546769 *** contribution from regularisation: 0.00117638207 *** contribution from error: -0.222723156 *** contribution from DIAG: 0.000165377627 *********************************************** ENTER BFGS code FG_LNSRCH -221381.398 -0.204247206 -1773.51318 EXIT FROM BFGS code NEW_X -221381.398 -0.204247206 -1773.51318 ENTER BFGS code NEW_X -221381.398 -0.204247206 -1773.51318 EXIT FROM BFGS code FG_LNSRCH 0. -0.206832901 0. --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.222318202 *** contribution from regularisation: 0.00118510891 *** contribution from error: -0.223503307 *** contribution from DIAG: 0.000163037723 *********************************************** ENTER BFGS code FG_LNSRCH -222155.165 -0.206832901 -2190.01953 EXIT FROM BFGS code NEW_X -222155.165 -0.206832901 -2190.01953 ENTER BFGS code NEW_X -222155.165 -0.206832901 -2190.01953 EXIT FROM BFGS code FG_LNSRCH 0. -0.218335167 0. --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.222806007 *** contribution from regularisation: 0.00119714963 *** contribution from error: -0.224003151 *** contribution from DIAG: 0.00015763496 *********************************************** ENTER BFGS code FG_LNSRCH -222648.378 -0.218335167 -2183.99292 EXIT FROM BFGS code NEW_X -222648.378 -0.218335167 -2183.99292 ENTER BFGS code NEW_X -222648.378 -0.218335167 -2183.99292 EXIT FROM BFGS code FG_LNSRCH 0. -0.228855669 0. --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.2234983 *** contribution from regularisation: 0.00122301315 *** contribution from error: -0.224721313 *** contribution from DIAG: 0.000161414937 *********************************************** ENTER BFGS code FG_LNSRCH -223336.886 -0.228855669 -1590.98914 EXIT FROM BFGS code NEW_X -223336.886 -0.228855669 -1590.98914 ENTER BFGS code NEW_X -223336.886 -0.228855669 -1590.98914 EXIT FROM BFGS code FG_LNSRCH 0. -0.238283679 0. --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.22403954 *** contribution from regularisation: 0.00122529606 *** contribution from error: -0.225264832 *** contribution from DIAG: 0.000165666017 *********************************************** ENTER BFGS code FG_LNSRCH -223873.867 -0.238283679 -765.788208 EXIT FROM BFGS code NEW_X -223873.867 -0.238283679 -765.788208 ENTER BFGS code NEW_X -223873.867 -0.238283679 -765.788208 EXIT FROM BFGS code FG_LNSRCH 0. -0.260844022 0. --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.224856302 *** contribution from regularisation: 0.00122786325 *** contribution from error: -0.226084173 *** contribution from DIAG: 0.000171819949 *********************************************** ENTER BFGS code FG_LNSRCH -224684.479 -0.260844022 391.1315 EXIT FROM BFGS code NEW_X -224684.479 -0.260844022 391.1315 ENTER BFGS code NEW_X -224684.479 -0.260844022 391.1315 EXIT FROM BFGS code FG_LNSRCH 0. -0.32019031 0. --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.226312801 *** contribution from regularisation: 0.00126759731 *** contribution from error: -0.227580398 *** contribution from DIAG: 0.000173006236 *********************************************** ENTER BFGS code FG_LNSRCH -226139.795 -0.32019031 -381.722382 EXIT FROM BFGS code NEW_X -226139.795 -0.32019031 -381.722382 ENTER BFGS code NEW_X -226139.795 -0.32019031 -381.722382 EXIT FROM BFGS code FG_LNSRCH 0. -0.327823907 0. --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 283.805481 sigma out 26 active outputs RANK 2 NODE 2 --> 276.719299 sigma out 26 active outputs RANK 3 NODE 1 --> 250.98616 sigma out 26 active outputs RANK 4 NODE 4 --> 242.238937 sigma out 26 active outputs RANK 5 NODE 5 --> 230.57309 sigma out 26 active outputs RANK 6 NODE 6 --> 209.032776 sigma out 26 active outputs RANK 7 NODE 7 --> 192.073532 sigma out 26 active outputs RANK 8 NODE 8 --> 183.570923 sigma out 26 active outputs RANK 9 NODE 12 --> 146.898865 sigma out 26 active outputs RANK 10 NODE 11 --> 138.246094 sigma out 26 active outputs RANK 11 NODE 13 --> 131.261841 sigma out 26 active outputs RANK 12 NODE 9 --> 110.226158 sigma out 26 active outputs RANK 13 NODE 10 --> 102.110222 sigma out 26 active outputs RANK 14 NODE 16 --> 75.5333099 sigma out 26 active outputs RANK 15 NODE 25 --> 75.3120422 sigma out 26 active outputs RANK 16 NODE 17 --> 70.0174637 sigma out 26 active outputs RANK 17 NODE 15 --> 65.2020187 sigma out 26 active outputs RANK 18 NODE 19 --> 62.9838524 sigma out 26 active outputs RANK 19 NODE 14 --> 62.7076607 sigma out 26 active outputs RANK 20 NODE 22 --> 57.3741074 sigma out 26 active outputs RANK 21 NODE 18 --> 56.4346886 sigma out 26 active outputs RANK 22 NODE 20 --> 47.801506 sigma out 26 active outputs RANK 23 NODE 23 --> 34.347393 sigma out 26 active outputs RANK 24 NODE 21 --> 29.3616581 sigma out 26 active outputs RANK 25 NODE 24 --> 24.3793983 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 354.639679 sigma in 25act. ( 361.271667 sig out 1act.) RANK 2 NODE 6 --> 260.18927 sigma in 25act. ( 283.667847 sig out 1act.) RANK 3 NODE 22 --> 241.693344 sigma in 25act. ( 251.722168 sig out 1act.) RANK 4 NODE 8 --> 216.000732 sigma in 25act. ( 228.915634 sig out 1act.) RANK 5 NODE 10 --> 214.731766 sigma in 25act. ( 228.622131 sig out 1act.) RANK 6 NODE 7 --> 182.545364 sigma in 25act. ( 191.542419 sig out 1act.) RANK 7 NODE 2 --> 171.109512 sigma in 25act. ( 175.965759 sig out 1act.) RANK 8 NODE 14 --> 165.102188 sigma in 25act. ( 168.100143 sig out 1act.) RANK 9 NODE 15 --> 156.226089 sigma in 25act. ( 164.540512 sig out 1act.) RANK 10 NODE 9 --> 131.607758 sigma in 25act. ( 161.706284 sig out 1act.) RANK 11 NODE 3 --> 121.087593 sigma in 25act. ( 127.42762 sig out 1act.) RANK 12 NODE 21 --> 117.448746 sigma in 25act. ( 116.629272 sig out 1act.) RANK 13 NODE 5 --> 103.989876 sigma in 25act. ( 117.885071 sig out 1act.) RANK 14 NODE 23 --> 94.6811447 sigma in 25act. ( 95.080162 sig out 1act.) RANK 15 NODE 18 --> 87.9079285 sigma in 25act. ( 92.29142 sig out 1act.) RANK 16 NODE 19 --> 87.1725464 sigma in 25act. ( 86.138031 sig out 1act.) RANK 17 NODE 20 --> 86.9871826 sigma in 25act. ( 94.5374756 sig out 1act.) RANK 18 NODE 11 --> 85.8589096 sigma in 25act. ( 99.5803528 sig out 1act.) RANK 19 NODE 4 --> 81.787674 sigma in 25act. ( 85.9177246 sig out 1act.) RANK 20 NODE 16 --> 49.5165672 sigma in 25act. ( 50.8529091 sig out 1act.) RANK 21 NODE 17 --> 24.9679832 sigma in 25act. ( 23.0632782 sig out 1act.) RANK 22 NODE 12 --> 23.6907692 sigma in 25act. ( 24.7124977 sig out 1act.) RANK 23 NODE 24 --> 21.4798985 sigma in 25act. ( 21.5663261 sig out 1act.) RANK 24 NODE 25 --> 20.9378681 sigma in 25act. ( 20.4783478 sig out 1act.) RANK 25 NODE 26 --> 17.7258587 sigma in 25act. ( 16.7363014 sig out 1act.) RANK 26 NODE 1 --> 17.0486698 sigma in 25act. ( 15.8835583 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 361.271667 sigma out 1act.( 354.639679 sig in 25act.) RANK 2 NODE 6 --> 283.667847 sigma out 1act.( 260.18927 sig in 25act.) RANK 3 NODE 22 --> 251.722168 sigma out 1act.( 241.693344 sig in 25act.) RANK 4 NODE 8 --> 228.915634 sigma out 1act.( 216.000732 sig in 25act.) RANK 5 NODE 10 --> 228.622131 sigma out 1act.( 214.731766 sig in 25act.) RANK 6 NODE 7 --> 191.542419 sigma out 1act.( 182.545364 sig in 25act.) RANK 7 NODE 2 --> 175.965759 sigma out 1act.( 171.109512 sig in 25act.) RANK 8 NODE 14 --> 168.100143 sigma out 1act.( 165.102188 sig in 25act.) RANK 9 NODE 15 --> 164.540512 sigma out 1act.( 156.226089 sig in 25act.) RANK 10 NODE 9 --> 161.706284 sigma out 1act.( 131.607758 sig in 25act.) RANK 11 NODE 3 --> 127.42762 sigma out 1act.( 121.087593 sig in 25act.) RANK 12 NODE 5 --> 117.885071 sigma out 1act.( 103.989876 sig in 25act.) RANK 13 NODE 21 --> 116.629272 sigma out 1act.( 117.448746 sig in 25act.) RANK 14 NODE 11 --> 99.5803528 sigma out 1act.( 85.8589096 sig in 25act.) RANK 15 NODE 23 --> 95.080162 sigma out 1act.( 94.6811447 sig in 25act.) RANK 16 NODE 20 --> 94.5374756 sigma out 1act.( 86.9871826 sig in 25act.) RANK 17 NODE 18 --> 92.29142 sigma out 1act.( 87.9079285 sig in 25act.) RANK 18 NODE 19 --> 86.138031 sigma out 1act.( 87.1725464 sig in 25act.) RANK 19 NODE 4 --> 85.9177246 sigma out 1act.( 81.787674 sig in 25act.) RANK 20 NODE 16 --> 50.8529091 sigma out 1act.( 49.5165672 sig in 25act.) RANK 21 NODE 12 --> 24.7124977 sigma out 1act.( 23.6907692 sig in 25act.) RANK 22 NODE 17 --> 23.0632782 sigma out 1act.( 24.9679832 sig in 25act.) RANK 23 NODE 24 --> 21.5663261 sigma out 1act.( 21.4798985 sig in 25act.) RANK 24 NODE 25 --> 20.4783478 sigma out 1act.( 20.9378681 sig in 25act.) RANK 25 NODE 26 --> 16.7363014 sigma out 1act.( 17.7258587 sig in 25act.) RANK 26 NODE 1 --> 15.8835583 sigma out 1act.( 17.0486698 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 792.620667 sigma in 26 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.227758825 *** contribution from regularisation: 0.00123068725 *** contribution from error: -0.228989512 *** contribution from DIAG: 0.000169363499 *********************************************** ENTER BFGS code FG_LNSRCH -227589.465 -0.327823907 -572.11438 EXIT FROM BFGS code NEW_X -227589.465 -0.327823907 -572.11438 ENTER BFGS code NEW_X -227589.465 -0.327823907 -572.11438 EXIT FROM BFGS code FG_LNSRCH 0. -0.332768112 0. --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.228543699 *** contribution from regularisation: 0.00123631826 *** contribution from error: -0.229780018 *** contribution from DIAG: 0.00016508557 *********************************************** ENTER BFGS code FG_LNSRCH -228378.611 -0.332768112 -1708.92578 EXIT FROM BFGS code NEW_X -228378.611 -0.332768112 -1708.92578 ENTER BFGS code NEW_X -228378.611 -0.332768112 -1708.92578 EXIT FROM BFGS code FG_LNSRCH 0. -0.349177152 0. --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.229232043 *** contribution from regularisation: 0.00125208241 *** contribution from error: -0.230484128 *** contribution from DIAG: 0.000166297003 *********************************************** ENTER BFGS code FG_LNSRCH -229065.744 -0.349177152 -1592.22644 EXIT FROM BFGS code NEW_X -229065.744 -0.349177152 -1592.22644 ENTER BFGS code NEW_X -229065.744 -0.349177152 -1592.22644 EXIT FROM BFGS code FG_LNSRCH 0. -0.376156062 0. --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.230181381 *** contribution from regularisation: 0.00126926438 *** contribution from error: -0.231450647 *** contribution from DIAG: 0.000169675375 *********************************************** ENTER BFGS code FG_LNSRCH -230011.709 -0.376156062 -611.902161 EXIT FROM BFGS code NEW_X -230011.709 -0.376156062 -611.902161 ENTER BFGS code NEW_X -230011.709 -0.376156062 -611.902161 EXIT FROM BFGS code FG_LNSRCH 0. -0.408613056 0. --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.231035545 *** contribution from regularisation: 0.00128171383 *** contribution from error: -0.232317254 *** contribution from DIAG: 0.000182475807 *********************************************** ENTER BFGS code FG_LNSRCH -230853.073 -0.408613056 1466.35034 EXIT FROM BFGS code NEW_X -230853.073 -0.408613056 1466.35034 ENTER BFGS code NEW_X -230853.073 -0.408613056 1466.35034 EXIT FROM BFGS code FG_LNSRCH 0. -0.443401903 0. --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.232223675 *** contribution from regularisation: 0.00129984412 *** contribution from error: -0.233523518 *** contribution from DIAG: 0.000186776117 *********************************************** ENTER BFGS code FG_LNSRCH -232036.902 -0.443401903 871.779602 EXIT FROM BFGS code NEW_X -232036.902 -0.443401903 871.779602 ENTER BFGS code NEW_X -232036.902 -0.443401903 871.779602 EXIT FROM BFGS code FG_LNSRCH 0. -0.464838952 0. --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.233026162 *** contribution from regularisation: 0.00128913682 *** contribution from error: -0.234315306 *** contribution from DIAG: 0.000186524965 *********************************************** ENTER BFGS code FG_LNSRCH -232839.631 -0.464838952 -247.28241 EXIT FROM BFGS code NEW_X -232839.631 -0.464838952 -247.28241 ENTER BFGS code NEW_X -232839.631 -0.464838952 -247.28241 EXIT FROM BFGS code FG_LNSRCH 0. -0.467619032 0. --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.233431414 *** contribution from regularisation: 0.00126474386 *** contribution from error: -0.234696165 *** contribution from DIAG: 0.000181674492 *********************************************** ENTER BFGS code FG_LNSRCH -233249.737 -0.467619032 -922.856812 EXIT FROM BFGS code NEW_X -233249.737 -0.467619032 -922.856812 ENTER BFGS code NEW_X -233249.737 -0.467619032 -922.856812 EXIT FROM BFGS code FG_LNSRCH 0. -0.469387293 0. --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.233860075 *** contribution from regularisation: 0.00126425189 *** contribution from error: -0.235124335 *** contribution from DIAG: 0.000179450813 *********************************************** ENTER BFGS code FG_LNSRCH -233680.622 -0.469387293 -1487.9884 EXIT FROM BFGS code NEW_X -233680.622 -0.469387293 -1487.9884 ENTER BFGS code NEW_X -233680.622 -0.469387293 -1487.9884 EXIT FROM BFGS code FG_LNSRCH 0. -0.472142607 0. --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.234326392 *** contribution from regularisation: 0.00126577332 *** contribution from error: -0.235592172 *** contribution from DIAG: 0.000176639543 *********************************************** ENTER BFGS code FG_LNSRCH -234149.759 -0.472142607 -1331.28699 EXIT FROM BFGS code NEW_X -234149.759 -0.472142607 -1331.28699 ENTER BFGS code NEW_X -234149.759 -0.472142607 -1331.28699 EXIT FROM BFGS code FG_LNSRCH 0. -0.477901787 0. --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 491.734009 sigma out 26 active outputs RANK 2 NODE 1 --> 423.836273 sigma out 26 active outputs RANK 3 NODE 3 --> 325.861664 sigma out 26 active outputs RANK 4 NODE 5 --> 297.205872 sigma out 26 active outputs RANK 5 NODE 6 --> 280.437042 sigma out 26 active outputs RANK 6 NODE 4 --> 260.899841 sigma out 26 active outputs RANK 7 NODE 7 --> 243.563248 sigma out 26 active outputs RANK 8 NODE 8 --> 237.850571 sigma out 26 active outputs RANK 9 NODE 12 --> 225.912231 sigma out 26 active outputs RANK 10 NODE 11 --> 177.004135 sigma out 26 active outputs RANK 11 NODE 13 --> 154.355133 sigma out 26 active outputs RANK 12 NODE 10 --> 131.013 sigma out 26 active outputs RANK 13 NODE 9 --> 122.035057 sigma out 26 active outputs RANK 14 NODE 17 --> 98.9150543 sigma out 26 active outputs RANK 15 NODE 16 --> 97.7182465 sigma out 26 active outputs RANK 16 NODE 25 --> 91.8264999 sigma out 26 active outputs RANK 17 NODE 14 --> 83.6295471 sigma out 26 active outputs RANK 18 NODE 15 --> 77.4550858 sigma out 26 active outputs RANK 19 NODE 19 --> 73.0941238 sigma out 26 active outputs RANK 20 NODE 22 --> 68.7701263 sigma out 26 active outputs RANK 21 NODE 18 --> 61.3232613 sigma out 26 active outputs RANK 22 NODE 20 --> 55.9109077 sigma out 26 active outputs RANK 23 NODE 23 --> 34.5887489 sigma out 26 active outputs RANK 24 NODE 21 --> 31.3198147 sigma out 26 active outputs RANK 25 NODE 24 --> 25.4645901 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 582.281921 sigma in 25act. ( 557.515564 sig out 1act.) RANK 2 NODE 8 --> 336.46756 sigma in 25act. ( 341.649353 sig out 1act.) RANK 3 NODE 6 --> 320.672577 sigma in 25act. ( 344.839081 sig out 1act.) RANK 4 NODE 22 --> 313.55835 sigma in 25act. ( 328.372803 sig out 1act.) RANK 5 NODE 10 --> 266.587738 sigma in 25act. ( 292.263794 sig out 1act.) RANK 6 NODE 14 --> 253.006927 sigma in 25act. ( 248.107803 sig out 1act.) RANK 7 NODE 7 --> 248.774765 sigma in 25act. ( 254.340256 sig out 1act.) RANK 8 NODE 2 --> 193.300491 sigma in 25act. ( 197.798584 sig out 1act.) RANK 9 NODE 15 --> 182.400299 sigma in 25act. ( 194.035629 sig out 1act.) RANK 10 NODE 9 --> 181.82547 sigma in 25act. ( 223.651901 sig out 1act.) RANK 11 NODE 21 --> 135.675552 sigma in 25act. ( 139.773666 sig out 1act.) RANK 12 NODE 3 --> 128.695816 sigma in 25act. ( 134.642593 sig out 1act.) RANK 13 NODE 11 --> 120.705368 sigma in 25act. ( 145.614914 sig out 1act.) RANK 14 NODE 18 --> 117.339485 sigma in 25act. ( 123.462471 sig out 1act.) RANK 15 NODE 19 --> 111.89035 sigma in 25act. ( 112.438072 sig out 1act.) RANK 16 NODE 4 --> 106.001587 sigma in 25act. ( 115.785667 sig out 1act.) RANK 17 NODE 23 --> 100.435501 sigma in 25act. ( 99.4124756 sig out 1act.) RANK 18 NODE 5 --> 99.9702225 sigma in 25act. ( 115.288811 sig out 1act.) RANK 19 NODE 20 --> 81.2250977 sigma in 25act. ( 92.0940628 sig out 1act.) RANK 20 NODE 16 --> 66.7570114 sigma in 25act. ( 70.0206604 sig out 1act.) RANK 21 NODE 17 --> 39.0670433 sigma in 25act. ( 37.8276253 sig out 1act.) RANK 22 NODE 12 --> 31.5432758 sigma in 25act. ( 33.9864807 sig out 1act.) RANK 23 NODE 25 --> 30.3297577 sigma in 25act. ( 31.3281174 sig out 1act.) RANK 24 NODE 26 --> 24.9290028 sigma in 25act. ( 25.6121502 sig out 1act.) RANK 25 NODE 1 --> 23.7316303 sigma in 25act. ( 23.5347271 sig out 1act.) RANK 26 NODE 24 --> 21.3157635 sigma in 25act. ( 22.0565376 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 557.515564 sigma out 1act.( 582.281921 sig in 25act.) RANK 2 NODE 6 --> 344.839081 sigma out 1act.( 320.672577 sig in 25act.) RANK 3 NODE 8 --> 341.649353 sigma out 1act.( 336.46756 sig in 25act.) RANK 4 NODE 22 --> 328.372803 sigma out 1act.( 313.55835 sig in 25act.) RANK 5 NODE 10 --> 292.263794 sigma out 1act.( 266.587738 sig in 25act.) RANK 6 NODE 7 --> 254.340256 sigma out 1act.( 248.774765 sig in 25act.) RANK 7 NODE 14 --> 248.107803 sigma out 1act.( 253.006927 sig in 25act.) RANK 8 NODE 9 --> 223.651901 sigma out 1act.( 181.82547 sig in 25act.) RANK 9 NODE 2 --> 197.798584 sigma out 1act.( 193.300491 sig in 25act.) RANK 10 NODE 15 --> 194.035629 sigma out 1act.( 182.400299 sig in 25act.) RANK 11 NODE 11 --> 145.614914 sigma out 1act.( 120.705368 sig in 25act.) RANK 12 NODE 21 --> 139.773666 sigma out 1act.( 135.675552 sig in 25act.) RANK 13 NODE 3 --> 134.642593 sigma out 1act.( 128.695816 sig in 25act.) RANK 14 NODE 18 --> 123.462471 sigma out 1act.( 117.339485 sig in 25act.) RANK 15 NODE 4 --> 115.785667 sigma out 1act.( 106.001587 sig in 25act.) RANK 16 NODE 5 --> 115.288811 sigma out 1act.( 99.9702225 sig in 25act.) RANK 17 NODE 19 --> 112.438072 sigma out 1act.( 111.89035 sig in 25act.) RANK 18 NODE 23 --> 99.4124756 sigma out 1act.( 100.435501 sig in 25act.) RANK 19 NODE 20 --> 92.0940628 sigma out 1act.( 81.2250977 sig in 25act.) RANK 20 NODE 16 --> 70.0206604 sigma out 1act.( 66.7570114 sig in 25act.) RANK 21 NODE 17 --> 37.8276253 sigma out 1act.( 39.0670433 sig in 25act.) RANK 22 NODE 12 --> 33.9864807 sigma out 1act.( 31.5432758 sig in 25act.) RANK 23 NODE 25 --> 31.3281174 sigma out 1act.( 30.3297577 sig in 25act.) RANK 24 NODE 26 --> 25.6121502 sigma out 1act.( 24.9290028 sig in 25act.) RANK 25 NODE 1 --> 23.5347271 sigma out 1act.( 23.7316303 sig in 25act.) RANK 26 NODE 24 --> 22.0565376 sigma out 1act.( 21.3157635 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1065.23828 sigma in 26 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.234744623 *** contribution from regularisation: 0.00126979826 *** contribution from error: -0.236014426 *** contribution from DIAG: 0.000179025461 *********************************************** ENTER BFGS code FG_LNSRCH -234565.596 -0.477901787 9.52686119 EXIT FROM BFGS code NEW_X -234565.596 -0.477901787 9.52686119 ENTER BFGS code NEW_X -234565.596 -0.477901787 9.52686119 EXIT FROM BFGS code FG_LNSRCH 0. -0.478922814 0. --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.235215887 *** contribution from regularisation: 0.00126569113 *** contribution from error: -0.236481577 *** contribution from DIAG: 0.000179816343 *********************************************** ENTER BFGS code FG_LNSRCH -235036.074 -0.478922814 183.450592 EXIT FROM BFGS code NEW_X -235036.074 -0.478922814 183.450592 ENTER BFGS code NEW_X -235036.074 -0.478922814 183.450592 EXIT FROM BFGS code FG_LNSRCH 0. -0.479815871 0. --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.235494852 *** contribution from regularisation: 0.00126427156 *** contribution from error: -0.236759126 *** contribution from DIAG: 0.000181272 *********************************************** ENTER BFGS code FG_LNSRCH -235313.579 -0.479815871 376.113464 EXIT FROM BFGS code NEW_X -235313.579 -0.479815871 376.113464 ENTER BFGS code NEW_X -235313.579 -0.479815871 376.113464 EXIT FROM BFGS code FG_LNSRCH 0. -0.480612308 0. --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.235794768 *** contribution from regularisation: 0.00126439508 *** contribution from error: -0.237059161 *** contribution from DIAG: 0.000182234842 *********************************************** ENTER BFGS code FG_LNSRCH -235612.533 -0.480612308 66.6016159 EXIT FROM BFGS code NEW_X -235612.533 -0.480612308 66.6016159 ENTER BFGS code NEW_X -235612.533 -0.480612308 66.6016159 EXIT FROM BFGS code FG_LNSRCH 0. -0.484057486 0. --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.236417621 *** contribution from regularisation: 0.00126615935 *** contribution from error: -0.237683788 *** contribution from DIAG: 0.000177404028 *********************************************** ENTER BFGS code FG_LNSRCH -236240.214 -0.484057486 -293.35965 EXIT FROM BFGS code NEW_X -236240.214 -0.484057486 -293.35965 ENTER BFGS code NEW_X -236240.214 -0.484057486 -293.35965 EXIT FROM BFGS code FG_LNSRCH 0. -0.489043504 0. --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.236278117 *** contribution from regularisation: 0.00126876449 *** contribution from error: -0.237546876 *** contribution from DIAG: 0.000189633094 *********************************************** ENTER BFGS code FG_LNSRCH -236088.479 -0.489043504 -1045.90063 EXIT FROM BFGS code FG_LNSRCH 0. -0.486416429 0. --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.236684978 *** contribution from regularisation: 0.00126071356 *** contribution from error: -0.237945691 *** contribution from DIAG: 0.00018204053 *********************************************** ENTER BFGS code FG_LNSRCH -236502.935 -0.486416429 -604.729431 EXIT FROM BFGS code NEW_X -236502.935 -0.486416429 -604.729431 ENTER BFGS code NEW_X -236502.935 -0.486416429 -604.729431 EXIT FROM BFGS code FG_LNSRCH 0. -0.48756218 0. --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.236847609 *** contribution from regularisation: 0.00126480695 *** contribution from error: -0.23811242 *** contribution from DIAG: 0.000180317831 *********************************************** ENTER BFGS code FG_LNSRCH -236667.296 -0.48756218 -624.859375 EXIT FROM BFGS code NEW_X -236667.296 -0.48756218 -624.859375 ENTER BFGS code NEW_X -236667.296 -0.48756218 -624.859375 EXIT FROM BFGS code FG_LNSRCH 0. -0.491364598 0. --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.237218022 *** contribution from regularisation: 0.00126782921 *** contribution from error: -0.238485858 *** contribution from DIAG: 0.000177865892 *********************************************** ENTER BFGS code FG_LNSRCH -237040.158 -0.491364598 -930.514282 EXIT FROM BFGS code NEW_X -237040.158 -0.491364598 -930.514282 ENTER BFGS code NEW_X -237040.158 -0.491364598 -930.514282 EXIT FROM BFGS code FG_LNSRCH 0. -0.498080462 0. --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.237611786 *** contribution from regularisation: 0.00127196149 *** contribution from error: -0.238883749 *** contribution from DIAG: 0.000175504319 *********************************************** ENTER BFGS code FG_LNSRCH -237436.278 -0.498080462 -348.895233 EXIT FROM BFGS code NEW_X -237436.278 -0.498080462 -348.895233 ENTER BFGS code NEW_X -237436.278 -0.498080462 -348.895233 EXIT FROM BFGS code FG_LNSRCH 0. -0.508733153 0. --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 473.910461 sigma out 26 active outputs RANK 2 NODE 2 --> 405.586487 sigma out 26 active outputs RANK 3 NODE 3 --> 342.82547 sigma out 26 active outputs RANK 4 NODE 6 --> 275.781219 sigma out 26 active outputs RANK 5 NODE 5 --> 272.162933 sigma out 26 active outputs RANK 6 NODE 7 --> 248.257584 sigma out 26 active outputs RANK 7 NODE 4 --> 243.344391 sigma out 26 active outputs RANK 8 NODE 8 --> 231.182755 sigma out 26 active outputs RANK 9 NODE 12 --> 207.756943 sigma out 26 active outputs RANK 10 NODE 11 --> 164.331299 sigma out 26 active outputs RANK 11 NODE 13 --> 145.072464 sigma out 26 active outputs RANK 12 NODE 10 --> 115.567924 sigma out 26 active outputs RANK 13 NODE 9 --> 112.540695 sigma out 26 active outputs RANK 14 NODE 17 --> 106.253014 sigma out 26 active outputs RANK 15 NODE 16 --> 104.616638 sigma out 26 active outputs RANK 16 NODE 25 --> 88.2511063 sigma out 26 active outputs RANK 17 NODE 14 --> 82.3577423 sigma out 26 active outputs RANK 18 NODE 15 --> 75.9322433 sigma out 26 active outputs RANK 19 NODE 19 --> 74.4666977 sigma out 26 active outputs RANK 20 NODE 22 --> 69.1633148 sigma out 26 active outputs RANK 21 NODE 18 --> 59.1391563 sigma out 26 active outputs RANK 22 NODE 20 --> 54.7345047 sigma out 26 active outputs RANK 23 NODE 23 --> 34.2726784 sigma out 26 active outputs RANK 24 NODE 21 --> 31.39361 sigma out 26 active outputs RANK 25 NODE 24 --> 24.258379 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 539.168945 sigma in 25act. ( 558.208435 sig out 1act.) RANK 2 NODE 6 --> 325.885681 sigma in 25act. ( 354.079559 sig out 1act.) RANK 3 NODE 8 --> 318.381653 sigma in 25act. ( 335.862488 sig out 1act.) RANK 4 NODE 22 --> 302.92334 sigma in 25act. ( 315.339081 sig out 1act.) RANK 5 NODE 10 --> 262.835602 sigma in 25act. ( 289.5961 sig out 1act.) RANK 6 NODE 14 --> 253.833298 sigma in 25act. ( 248.570679 sig out 1act.) RANK 7 NODE 7 --> 223.482315 sigma in 25act. ( 239.150101 sig out 1act.) RANK 8 NODE 9 --> 214.318298 sigma in 25act. ( 262.851532 sig out 1act.) RANK 9 NODE 2 --> 190.912598 sigma in 25act. ( 195.389053 sig out 1act.) RANK 10 NODE 15 --> 176.257935 sigma in 25act. ( 186.889236 sig out 1act.) RANK 11 NODE 11 --> 134.9832 sigma in 25act. ( 161.95694 sig out 1act.) RANK 12 NODE 3 --> 132.981171 sigma in 25act. ( 140.100281 sig out 1act.) RANK 13 NODE 18 --> 119.688606 sigma in 25act. ( 128.026657 sig out 1act.) RANK 14 NODE 21 --> 117.651222 sigma in 25act. ( 124.234108 sig out 1act.) RANK 15 NODE 4 --> 110.782776 sigma in 25act. ( 121.1259 sig out 1act.) RANK 16 NODE 23 --> 109.714699 sigma in 25act. ( 106.779495 sig out 1act.) RANK 17 NODE 19 --> 104.037918 sigma in 25act. ( 105.985191 sig out 1act.) RANK 18 NODE 5 --> 94.5222244 sigma in 25act. ( 108.835861 sig out 1act.) RANK 19 NODE 20 --> 78.4339676 sigma in 25act. ( 89.0713196 sig out 1act.) RANK 20 NODE 16 --> 57.8929863 sigma in 25act. ( 60.8619308 sig out 1act.) RANK 21 NODE 25 --> 46.0283165 sigma in 25act. ( 48.2152596 sig out 1act.) RANK 22 NODE 17 --> 35.3402519 sigma in 25act. ( 33.5496941 sig out 1act.) RANK 23 NODE 24 --> 27.3344803 sigma in 25act. ( 28.9015732 sig out 1act.) RANK 24 NODE 12 --> 26.6330528 sigma in 25act. ( 28.3466682 sig out 1act.) RANK 25 NODE 26 --> 24.1060467 sigma in 25act. ( 24.686924 sig out 1act.) RANK 26 NODE 1 --> 20.7796402 sigma in 25act. ( 20.2838345 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 558.208435 sigma out 1act.( 539.168945 sig in 25act.) RANK 2 NODE 6 --> 354.079559 sigma out 1act.( 325.885681 sig in 25act.) RANK 3 NODE 8 --> 335.862488 sigma out 1act.( 318.381653 sig in 25act.) RANK 4 NODE 22 --> 315.339081 sigma out 1act.( 302.92334 sig in 25act.) RANK 5 NODE 10 --> 289.5961 sigma out 1act.( 262.835602 sig in 25act.) RANK 6 NODE 9 --> 262.851532 sigma out 1act.( 214.318298 sig in 25act.) RANK 7 NODE 14 --> 248.570679 sigma out 1act.( 253.833298 sig in 25act.) RANK 8 NODE 7 --> 239.150101 sigma out 1act.( 223.482315 sig in 25act.) RANK 9 NODE 2 --> 195.389053 sigma out 1act.( 190.912598 sig in 25act.) RANK 10 NODE 15 --> 186.889236 sigma out 1act.( 176.257935 sig in 25act.) RANK 11 NODE 11 --> 161.95694 sigma out 1act.( 134.9832 sig in 25act.) RANK 12 NODE 3 --> 140.100281 sigma out 1act.( 132.981171 sig in 25act.) RANK 13 NODE 18 --> 128.026657 sigma out 1act.( 119.688606 sig in 25act.) RANK 14 NODE 21 --> 124.234108 sigma out 1act.( 117.651222 sig in 25act.) RANK 15 NODE 4 --> 121.1259 sigma out 1act.( 110.782776 sig in 25act.) RANK 16 NODE 5 --> 108.835861 sigma out 1act.( 94.5222244 sig in 25act.) RANK 17 NODE 23 --> 106.779495 sigma out 1act.( 109.714699 sig in 25act.) RANK 18 NODE 19 --> 105.985191 sigma out 1act.( 104.037918 sig in 25act.) RANK 19 NODE 20 --> 89.0713196 sigma out 1act.( 78.4339676 sig in 25act.) RANK 20 NODE 16 --> 60.8619308 sigma out 1act.( 57.8929863 sig in 25act.) RANK 21 NODE 25 --> 48.2152596 sigma out 1act.( 46.0283165 sig in 25act.) RANK 22 NODE 17 --> 33.5496941 sigma out 1act.( 35.3402519 sig in 25act.) RANK 23 NODE 24 --> 28.9015732 sigma out 1act.( 27.3344803 sig in 25act.) RANK 24 NODE 12 --> 28.3466682 sigma out 1act.( 26.6330528 sig in 25act.) RANK 25 NODE 26 --> 24.686924 sigma out 1act.( 24.1060467 sig in 25act.) RANK 26 NODE 1 --> 20.2838345 sigma out 1act.( 20.7796402 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1067.16223 sigma in 26 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.237275571 *** contribution from regularisation: 0.00128058065 *** contribution from error: -0.238556147 *** contribution from DIAG: 0.000175129055 *********************************************** ENTER BFGS code FG_LNSRCH -237100.436 -0.508733153 -1162.91479 EXIT FROM BFGS code FG_LNSRCH 0. -0.502862513 0. --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.237805903 *** contribution from regularisation: 0.00125848677 *** contribution from error: -0.239064395 *** contribution from DIAG: 0.000175093097 *********************************************** ENTER BFGS code FG_LNSRCH -237630.805 -0.502862513 -699.691956 EXIT FROM BFGS code NEW_X -237630.805 -0.502862513 -699.691956 ENTER BFGS code NEW_X -237630.805 -0.502862513 -699.691956 EXIT FROM BFGS code FG_LNSRCH 0. -0.507133961 0. --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.238047391 *** contribution from regularisation: 0.00127211632 *** contribution from error: -0.239319503 *** contribution from DIAG: 0.000176731686 *********************************************** ENTER BFGS code FG_LNSRCH -237870.657 -0.507133961 -523.24353 EXIT FROM BFGS code NEW_X -237870.657 -0.507133961 -523.24353 ENTER BFGS code NEW_X -237870.657 -0.507133961 -523.24353 EXIT FROM BFGS code FG_LNSRCH 0. -0.508808136 0. --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.238154471 *** contribution from regularisation: 0.00126912259 *** contribution from error: -0.239423588 *** contribution from DIAG: 0.000178041329 *********************************************** ENTER BFGS code FG_LNSRCH -237976.428 -0.508808136 -525.510132 EXIT FROM BFGS code NEW_X -237976.428 -0.508808136 -525.510132 ENTER BFGS code NEW_X -237976.428 -0.508808136 -525.510132 EXIT FROM BFGS code FG_LNSRCH 0. -0.512283683 0. --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.238344043 *** contribution from regularisation: 0.00127189152 *** contribution from error: -0.239615932 *** contribution from DIAG: 0.000181043142 *********************************************** ENTER BFGS code FG_LNSRCH -238162.999 -0.512283683 -407.149017 EXIT FROM BFGS code NEW_X -238162.999 -0.512283683 -407.149017 ENTER BFGS code NEW_X -238162.999 -0.512283683 -407.149017 EXIT FROM BFGS code FG_LNSRCH 0. -0.518165708 0. --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.23867476 *** contribution from regularisation: 0.00127545663 *** contribution from error: -0.23995021 *** contribution from DIAG: 0.00018211655 *********************************************** ENTER BFGS code FG_LNSRCH -238492.648 -0.518165708 -297.06958 EXIT FROM BFGS code NEW_X -238492.648 -0.518165708 -297.06958 ENTER BFGS code NEW_X -238492.648 -0.518165708 -297.06958 EXIT FROM BFGS code FG_LNSRCH 0. -0.537200332 0. --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.23902905 *** contribution from regularisation: 0.00130042562 *** contribution from error: -0.240329474 *** contribution from DIAG: 0.00018717481 *********************************************** ENTER BFGS code FG_LNSRCH -238841.87 -0.537200332 -1307.65942 EXIT FROM BFGS code NEW_X -238841.87 -0.537200332 -1307.65942 ENTER BFGS code NEW_X -238841.87 -0.537200332 -1307.65942 EXIT FROM BFGS code FG_LNSRCH 0. -0.545734644 0. --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.239643931 *** contribution from regularisation: 0.00127920019 *** contribution from error: -0.240923136 *** contribution from DIAG: 0.000189547907 *********************************************** ENTER BFGS code FG_LNSRCH -239454.38 -0.545734644 -1311.3656 EXIT FROM BFGS code NEW_X -239454.38 -0.545734644 -1311.3656 ENTER BFGS code NEW_X -239454.38 -0.545734644 -1311.3656 EXIT FROM BFGS code FG_LNSRCH 0. -0.55017674 0. --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.24003461 *** contribution from regularisation: 0.00127263903 *** contribution from error: -0.241307244 *** contribution from DIAG: 0.000188979844 *********************************************** ENTER BFGS code FG_LNSRCH -239845.628 -0.55017674 -1188.99951 EXIT FROM BFGS code NEW_X -239845.628 -0.55017674 -1188.99951 ENTER BFGS code NEW_X -239845.628 -0.55017674 -1188.99951 EXIT FROM BFGS code FG_LNSRCH 0. -0.576920271 0. --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.24090974 *** contribution from regularisation: 0.00131899863 *** contribution from error: -0.242228746 *** contribution from DIAG: 0.000200564245 *********************************************** ENTER BFGS code FG_LNSRCH -240709.172 -0.576920271 -1014.19281 EXIT FROM BFGS code NEW_X -240709.172 -0.576920271 -1014.19281 ENTER BFGS code NEW_X -240709.172 -0.576920271 -1014.19281 EXIT FROM BFGS code FG_LNSRCH 0. -0.610591233 0. --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 633.80481 sigma out 26 active outputs RANK 2 NODE 2 --> 519.732056 sigma out 26 active outputs RANK 3 NODE 3 --> 360.292847 sigma out 26 active outputs RANK 4 NODE 5 --> 336.463257 sigma out 26 active outputs RANK 5 NODE 7 --> 314.759491 sigma out 26 active outputs RANK 6 NODE 6 --> 299.967468 sigma out 26 active outputs RANK 7 NODE 4 --> 291.994049 sigma out 26 active outputs RANK 8 NODE 8 --> 270.161469 sigma out 26 active outputs RANK 9 NODE 12 --> 225.482025 sigma out 26 active outputs RANK 10 NODE 11 --> 192.196457 sigma out 26 active outputs RANK 11 NODE 13 --> 163.259201 sigma out 26 active outputs RANK 12 NODE 17 --> 146.128937 sigma out 26 active outputs RANK 13 NODE 16 --> 140.137772 sigma out 26 active outputs RANK 14 NODE 10 --> 126.808456 sigma out 26 active outputs RANK 15 NODE 9 --> 124.431602 sigma out 26 active outputs RANK 16 NODE 25 --> 95.3505402 sigma out 26 active outputs RANK 17 NODE 14 --> 92.9632339 sigma out 26 active outputs RANK 18 NODE 19 --> 86.5405197 sigma out 26 active outputs RANK 19 NODE 15 --> 81.9314117 sigma out 26 active outputs RANK 20 NODE 22 --> 73.3839035 sigma out 26 active outputs RANK 21 NODE 18 --> 68.0777969 sigma out 26 active outputs RANK 22 NODE 20 --> 62.106308 sigma out 26 active outputs RANK 23 NODE 23 --> 38.6589508 sigma out 26 active outputs RANK 24 NODE 21 --> 34.8763771 sigma out 26 active outputs RANK 25 NODE 24 --> 23.8681793 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 726.181946 sigma in 25act. ( 726.044922 sig out 1act.) RANK 2 NODE 6 --> 406.023926 sigma in 25act. ( 438.957733 sig out 1act.) RANK 3 NODE 22 --> 366.440216 sigma in 25act. ( 389.529297 sig out 1act.) RANK 4 NODE 8 --> 348.821014 sigma in 25act. ( 351.710083 sig out 1act.) RANK 5 NODE 14 --> 291.373169 sigma in 25act. ( 277.55426 sig out 1act.) RANK 6 NODE 9 --> 271.301453 sigma in 25act. ( 326.166809 sig out 1act.) RANK 7 NODE 10 --> 265.777374 sigma in 25act. ( 290.462372 sig out 1act.) RANK 8 NODE 7 --> 262.665283 sigma in 25act. ( 265.374847 sig out 1act.) RANK 9 NODE 2 --> 217.817917 sigma in 25act. ( 230.006577 sig out 1act.) RANK 10 NODE 15 --> 187.857574 sigma in 25act. ( 195.155594 sig out 1act.) RANK 11 NODE 11 --> 171.864807 sigma in 25act. ( 209.465591 sig out 1act.) RANK 12 NODE 3 --> 154.768082 sigma in 25act. ( 163.831161 sig out 1act.) RANK 13 NODE 18 --> 140.334488 sigma in 25act. ( 147.846191 sig out 1act.) RANK 14 NODE 21 --> 136.117874 sigma in 25act. ( 142.644928 sig out 1act.) RANK 15 NODE 4 --> 134.264465 sigma in 25act. ( 147.317581 sig out 1act.) RANK 16 NODE 23 --> 133.086273 sigma in 25act. ( 125.50515 sig out 1act.) RANK 17 NODE 19 --> 120.421356 sigma in 25act. ( 125.602768 sig out 1act.) RANK 18 NODE 5 --> 90.4124374 sigma in 25act. ( 104.956863 sig out 1act.) RANK 19 NODE 25 --> 79.2490845 sigma in 25act. ( 83.9979706 sig out 1act.) RANK 20 NODE 20 --> 72.0841217 sigma in 25act. ( 80.9137497 sig out 1act.) RANK 21 NODE 16 --> 55.4641724 sigma in 25act. ( 59.0492134 sig out 1act.) RANK 22 NODE 17 --> 47.3878479 sigma in 25act. ( 44.8257561 sig out 1act.) RANK 23 NODE 24 --> 30.6358681 sigma in 25act. ( 33.0964394 sig out 1act.) RANK 24 NODE 12 --> 22.3571339 sigma in 25act. ( 23.3403797 sig out 1act.) RANK 25 NODE 26 --> 21.9894886 sigma in 25act. ( 22.346117 sig out 1act.) RANK 26 NODE 1 --> 19.1934834 sigma in 25act. ( 18.6055698 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 726.044922 sigma out 1act.( 726.181946 sig in 25act.) RANK 2 NODE 6 --> 438.957733 sigma out 1act.( 406.023926 sig in 25act.) RANK 3 NODE 22 --> 389.529297 sigma out 1act.( 366.440216 sig in 25act.) RANK 4 NODE 8 --> 351.710083 sigma out 1act.( 348.821014 sig in 25act.) RANK 5 NODE 9 --> 326.166809 sigma out 1act.( 271.301453 sig in 25act.) RANK 6 NODE 10 --> 290.462372 sigma out 1act.( 265.777374 sig in 25act.) RANK 7 NODE 14 --> 277.55426 sigma out 1act.( 291.373169 sig in 25act.) RANK 8 NODE 7 --> 265.374847 sigma out 1act.( 262.665283 sig in 25act.) RANK 9 NODE 2 --> 230.006577 sigma out 1act.( 217.817917 sig in 25act.) RANK 10 NODE 11 --> 209.465591 sigma out 1act.( 171.864807 sig in 25act.) RANK 11 NODE 15 --> 195.155594 sigma out 1act.( 187.857574 sig in 25act.) RANK 12 NODE 3 --> 163.831161 sigma out 1act.( 154.768082 sig in 25act.) RANK 13 NODE 18 --> 147.846191 sigma out 1act.( 140.334488 sig in 25act.) RANK 14 NODE 4 --> 147.317581 sigma out 1act.( 134.264465 sig in 25act.) RANK 15 NODE 21 --> 142.644928 sigma out 1act.( 136.117874 sig in 25act.) RANK 16 NODE 19 --> 125.602768 sigma out 1act.( 120.421356 sig in 25act.) RANK 17 NODE 23 --> 125.50515 sigma out 1act.( 133.086273 sig in 25act.) RANK 18 NODE 5 --> 104.956863 sigma out 1act.( 90.4124374 sig in 25act.) RANK 19 NODE 25 --> 83.9979706 sigma out 1act.( 79.2490845 sig in 25act.) RANK 20 NODE 20 --> 80.9137497 sigma out 1act.( 72.0841217 sig in 25act.) RANK 21 NODE 16 --> 59.0492134 sigma out 1act.( 55.4641724 sig in 25act.) RANK 22 NODE 17 --> 44.8257561 sigma out 1act.( 47.3878479 sig in 25act.) RANK 23 NODE 24 --> 33.0964394 sigma out 1act.( 30.6358681 sig in 25act.) RANK 24 NODE 12 --> 23.3403797 sigma out 1act.( 22.3571339 sig in 25act.) RANK 25 NODE 26 --> 22.346117 sigma out 1act.( 21.9894886 sig in 25act.) RANK 26 NODE 1 --> 18.6055698 sigma out 1act.( 19.1934834 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1274.05383 sigma in 26 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.241737455 *** contribution from regularisation: 0.00133135612 *** contribution from error: -0.243068814 *** contribution from DIAG: 0.000200337221 *********************************************** ENTER BFGS code FG_LNSRCH -241537.113 -0.610591233 2137.57373 EXIT FROM BFGS code NEW_X -241537.113 -0.610591233 2137.57373 ENTER BFGS code NEW_X -241537.113 -0.610591233 2137.57373 EXIT FROM BFGS code FG_LNSRCH 0. -0.629693985 0. --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.242011636 *** contribution from regularisation: 0.00131618406 *** contribution from error: -0.243327826 *** contribution from DIAG: 0.000195696077 *********************************************** ENTER BFGS code FG_LNSRCH -241815.938 -0.629693985 -736.922119 EXIT FROM BFGS code NEW_X -241815.938 -0.629693985 -736.922119 ENTER BFGS code NEW_X -241815.938 -0.629693985 -736.922119 EXIT FROM BFGS code FG_LNSRCH 0. -0.622224331 0. --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.242538169 *** contribution from regularisation: 0.00125601108 *** contribution from error: -0.243794173 *** contribution from DIAG: 0.000206660188 *********************************************** ENTER BFGS code FG_LNSRCH -242331.515 -0.622224331 -521.928223 EXIT FROM BFGS code NEW_X -242331.515 -0.622224331 -521.928223 ENTER BFGS code NEW_X -242331.515 -0.622224331 -521.928223 EXIT FROM BFGS code FG_LNSRCH 0. -0.624780476 0. --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.242626026 *** contribution from regularisation: 0.00127934653 *** contribution from error: -0.243905365 *** contribution from DIAG: 0.000217922832 *********************************************** ENTER BFGS code FG_LNSRCH -242408.109 -0.624780476 -673.07074 EXIT FROM BFGS code NEW_X -242408.109 -0.624780476 -673.07074 ENTER BFGS code NEW_X -242408.109 -0.624780476 -673.07074 EXIT FROM BFGS code FG_LNSRCH 0. -0.631962299 0. --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.24280481 *** contribution from regularisation: 0.00128780899 *** contribution from error: -0.244092613 *** contribution from DIAG: 0.00022726343 *********************************************** ENTER BFGS code FG_LNSRCH -242577.549 -0.631962299 -680.141296 EXIT FROM BFGS code NEW_X -242577.549 -0.631962299 -680.141296 ENTER BFGS code NEW_X -242577.549 -0.631962299 -680.141296 EXIT FROM BFGS code FG_LNSRCH 0. -0.64286226 0. --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.243108302 *** contribution from regularisation: 0.0012944222 *** contribution from error: -0.244402722 *** contribution from DIAG: 0.000229976271 *********************************************** ENTER BFGS code FG_LNSRCH -242878.325 -0.64286226 -329.338898 EXIT FROM BFGS code NEW_X -242878.325 -0.64286226 -329.338898 ENTER BFGS code NEW_X -242878.325 -0.64286226 -329.338898 EXIT FROM BFGS code FG_LNSRCH 0. -0.663796484 0. --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.243609756 *** contribution from regularisation: 0.0013154773 *** contribution from error: -0.244925231 *** contribution from DIAG: 0.000228590055 *********************************************** ENTER BFGS code FG_LNSRCH -243381.17 -0.663796484 -2413.47534 EXIT FROM BFGS code NEW_X -243381.17 -0.663796484 -2413.47534 ENTER BFGS code NEW_X -243381.17 -0.663796484 -2413.47534 EXIT FROM BFGS code FG_LNSRCH 0. -0.691401958 0. --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.243712232 *** contribution from regularisation: 0.00132671383 *** contribution from error: -0.245038942 *** contribution from DIAG: 0.000223277544 *********************************************** ENTER BFGS code FG_LNSRCH -243488.947 -0.691401958 -887.967346 EXIT FROM BFGS code FG_LNSRCH 0. -0.678124249 0. --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.24403961 *** contribution from regularisation: 0.00125410268 *** contribution from error: -0.245293707 *** contribution from DIAG: 0.000230557533 *********************************************** ENTER BFGS code FG_LNSRCH -243809.053 -0.678124249 -1721.33154 EXIT FROM BFGS code NEW_X -243809.053 -0.678124249 -1721.33154 ENTER BFGS code NEW_X -243809.053 -0.678124249 -1721.33154 EXIT FROM BFGS code FG_LNSRCH 0. -0.68197602 0. --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.244252965 *** contribution from regularisation: 0.00128494261 *** contribution from error: -0.245537907 *** contribution from DIAG: 0.000239465706 *********************************************** ENTER BFGS code FG_LNSRCH -244013.502 -0.68197602 -1685.11902 EXIT FROM BFGS code NEW_X -244013.502 -0.68197602 -1685.11902 ENTER BFGS code NEW_X -244013.502 -0.68197602 -1685.11902 EXIT FROM BFGS code FG_LNSRCH 0. -0.709215879 0. --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 773.161438 sigma out 26 active outputs RANK 2 NODE 2 --> 541.767334 sigma out 26 active outputs RANK 3 NODE 3 --> 381.098083 sigma out 26 active outputs RANK 4 NODE 5 --> 372.524567 sigma out 26 active outputs RANK 5 NODE 7 --> 343.513184 sigma out 26 active outputs RANK 6 NODE 6 --> 330.353577 sigma out 26 active outputs RANK 7 NODE 4 --> 319.352325 sigma out 26 active outputs RANK 8 NODE 8 --> 313.019745 sigma out 26 active outputs RANK 9 NODE 12 --> 235.787292 sigma out 26 active outputs RANK 10 NODE 11 --> 221.661774 sigma out 26 active outputs RANK 11 NODE 13 --> 193.821625 sigma out 26 active outputs RANK 12 NODE 17 --> 177.459305 sigma out 26 active outputs RANK 13 NODE 16 --> 177.05513 sigma out 26 active outputs RANK 14 NODE 9 --> 141.223236 sigma out 26 active outputs RANK 15 NODE 10 --> 136.839523 sigma out 26 active outputs RANK 16 NODE 14 --> 104.81958 sigma out 26 active outputs RANK 17 NODE 25 --> 104.393684 sigma out 26 active outputs RANK 18 NODE 19 --> 99.5344009 sigma out 26 active outputs RANK 19 NODE 15 --> 88.8057022 sigma out 26 active outputs RANK 20 NODE 18 --> 87.189476 sigma out 26 active outputs RANK 21 NODE 22 --> 80.6498184 sigma out 26 active outputs RANK 22 NODE 20 --> 71.1455002 sigma out 26 active outputs RANK 23 NODE 23 --> 45.6909561 sigma out 26 active outputs RANK 24 NODE 21 --> 40.5667191 sigma out 26 active outputs RANK 25 NODE 24 --> 24.2972622 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 817.599976 sigma in 25act. ( 869.755249 sig out 1act.) RANK 2 NODE 6 --> 461.013397 sigma in 25act. ( 505.251343 sig out 1act.) RANK 3 NODE 22 --> 440.868378 sigma in 25act. ( 468.566956 sig out 1act.) RANK 4 NODE 8 --> 380.436615 sigma in 25act. ( 373.984039 sig out 1act.) RANK 5 NODE 14 --> 325.445831 sigma in 25act. ( 307.156433 sig out 1act.) RANK 6 NODE 9 --> 313.012817 sigma in 25act. ( 370.115509 sig out 1act.) RANK 7 NODE 10 --> 279.376282 sigma in 25act. ( 299.480804 sig out 1act.) RANK 8 NODE 7 --> 275.635468 sigma in 25act. ( 277.97998 sig out 1act.) RANK 9 NODE 2 --> 240.078339 sigma in 25act. ( 259.800476 sig out 1act.) RANK 10 NODE 15 --> 212.494446 sigma in 25act. ( 212.379044 sig out 1act.) RANK 11 NODE 11 --> 206.5121 sigma in 25act. ( 247.905609 sig out 1act.) RANK 12 NODE 3 --> 175.299042 sigma in 25act. ( 187.403748 sig out 1act.) RANK 13 NODE 18 --> 166.863937 sigma in 25act. ( 176.142838 sig out 1act.) RANK 14 NODE 4 --> 163.983429 sigma in 25act. ( 173.280823 sig out 1act.) RANK 15 NODE 21 --> 160.809647 sigma in 25act. ( 165.460526 sig out 1act.) RANK 16 NODE 23 --> 147.311066 sigma in 25act. ( 137.079071 sig out 1act.) RANK 17 NODE 19 --> 134.835663 sigma in 25act. ( 144.137161 sig out 1act.) RANK 18 NODE 25 --> 108.917236 sigma in 25act. ( 116.018295 sig out 1act.) RANK 19 NODE 5 --> 98.0298767 sigma in 25act. ( 115.164078 sig out 1act.) RANK 20 NODE 20 --> 73.2396851 sigma in 25act. ( 80.9043579 sig out 1act.) RANK 21 NODE 16 --> 51.37854 sigma in 25act. ( 55.329277 sig out 1act.) RANK 22 NODE 17 --> 47.9707832 sigma in 25act. ( 44.1727333 sig out 1act.) RANK 23 NODE 24 --> 39.6541138 sigma in 25act. ( 43.8376732 sig out 1act.) RANK 24 NODE 12 --> 23.0997429 sigma in 25act. ( 24.2012959 sig out 1act.) RANK 25 NODE 26 --> 20.8206234 sigma in 25act. ( 21.1271496 sig out 1act.) RANK 26 NODE 1 --> 20.0033474 sigma in 25act. ( 19.6149769 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 869.755249 sigma out 1act.( 817.599976 sig in 25act.) RANK 2 NODE 6 --> 505.251343 sigma out 1act.( 461.013397 sig in 25act.) RANK 3 NODE 22 --> 468.566956 sigma out 1act.( 440.868378 sig in 25act.) RANK 4 NODE 8 --> 373.984039 sigma out 1act.( 380.436615 sig in 25act.) RANK 5 NODE 9 --> 370.115509 sigma out 1act.( 313.012817 sig in 25act.) RANK 6 NODE 14 --> 307.156433 sigma out 1act.( 325.445831 sig in 25act.) RANK 7 NODE 10 --> 299.480804 sigma out 1act.( 279.376282 sig in 25act.) RANK 8 NODE 7 --> 277.97998 sigma out 1act.( 275.635468 sig in 25act.) RANK 9 NODE 2 --> 259.800476 sigma out 1act.( 240.078339 sig in 25act.) RANK 10 NODE 11 --> 247.905609 sigma out 1act.( 206.5121 sig in 25act.) RANK 11 NODE 15 --> 212.379044 sigma out 1act.( 212.494446 sig in 25act.) RANK 12 NODE 3 --> 187.403748 sigma out 1act.( 175.299042 sig in 25act.) RANK 13 NODE 18 --> 176.142838 sigma out 1act.( 166.863937 sig in 25act.) RANK 14 NODE 4 --> 173.280823 sigma out 1act.( 163.983429 sig in 25act.) RANK 15 NODE 21 --> 165.460526 sigma out 1act.( 160.809647 sig in 25act.) RANK 16 NODE 19 --> 144.137161 sigma out 1act.( 134.835663 sig in 25act.) RANK 17 NODE 23 --> 137.079071 sigma out 1act.( 147.311066 sig in 25act.) RANK 18 NODE 25 --> 116.018295 sigma out 1act.( 108.917236 sig in 25act.) RANK 19 NODE 5 --> 115.164078 sigma out 1act.( 98.0298767 sig in 25act.) RANK 20 NODE 20 --> 80.9043579 sigma out 1act.( 73.2396851 sig in 25act.) RANK 21 NODE 16 --> 55.329277 sigma out 1act.( 51.37854 sig in 25act.) RANK 22 NODE 17 --> 44.1727333 sigma out 1act.( 47.9707832 sig in 25act.) RANK 23 NODE 24 --> 43.8376732 sigma out 1act.( 39.6541138 sig in 25act.) RANK 24 NODE 12 --> 24.2012959 sigma out 1act.( 23.0997429 sig in 25act.) RANK 25 NODE 26 --> 21.1271496 sigma out 1act.( 20.8206234 sig in 25act.) RANK 26 NODE 1 --> 19.6149769 sigma out 1act.( 20.0033474 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1465.69385 sigma in 26 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.244760841 *** contribution from regularisation: 0.00132082356 *** contribution from error: -0.246081665 *** contribution from DIAG: 0.000237586573 *********************************************** ENTER BFGS code FG_LNSRCH -244523.254 -0.709215879 1898.87561 EXIT FROM BFGS code NEW_X -244523.254 -0.709215879 1898.87561 ENTER BFGS code NEW_X -244523.254 -0.709215879 1898.87561 EXIT FROM BFGS code FG_LNSRCH 0. -0.713547945 0. --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.245092943 *** contribution from regularisation: 0.00128692086 *** contribution from error: -0.246379867 *** contribution from DIAG: 0.000240588037 *********************************************** ENTER BFGS code FG_LNSRCH -244852.348 -0.713547945 -1310.44312 EXIT FROM BFGS code NEW_X -244852.348 -0.713547945 -1310.44312 ENTER BFGS code NEW_X -244852.348 -0.713547945 -1310.44312 EXIT FROM BFGS code FG_LNSRCH 0. -0.71512264 0. --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.245250672 *** contribution from regularisation: 0.00128241826 *** contribution from error: -0.246533096 *** contribution from DIAG: 0.000251717342 *********************************************** ENTER BFGS code FG_LNSRCH -244998.961 -0.71512264 -703.364014 EXIT FROM BFGS code NEW_X -244998.961 -0.71512264 -703.364014 ENTER BFGS code NEW_X -244998.961 -0.71512264 -703.364014 EXIT FROM BFGS code FG_LNSRCH 0. -0.721450746 0. --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.245421082 *** contribution from regularisation: 0.00129041902 *** contribution from error: -0.246711507 *** contribution from DIAG: 0.000240244568 *********************************************** ENTER BFGS code FG_LNSRCH -245180.842 -0.721450746 1326.63806 EXIT FROM BFGS code NEW_X -245180.842 -0.721450746 1326.63806 ENTER BFGS code NEW_X -245180.842 -0.721450746 1326.63806 EXIT FROM BFGS code FG_LNSRCH 0. -0.724952757 0. --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.245540023 *** contribution from regularisation: 0.00128834974 *** contribution from error: -0.246828377 *** contribution from DIAG: 0.000246672775 *********************************************** ENTER BFGS code FG_LNSRCH -245293.345 -0.724952757 992.63385 EXIT FROM BFGS code NEW_X -245293.345 -0.724952757 992.63385 ENTER BFGS code NEW_X -245293.345 -0.724952757 992.63385 EXIT FROM BFGS code FG_LNSRCH 0. -0.739648283 0. --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.24587664 *** contribution from regularisation: 0.00130569714 *** contribution from error: -0.247182339 *** contribution from DIAG: 0.000240702677 *********************************************** ENTER BFGS code FG_LNSRCH -245635.935 -0.739648283 440.403503 EXIT FROM BFGS code NEW_X -245635.935 -0.739648283 440.403503 ENTER BFGS code NEW_X -245635.935 -0.739648283 440.403503 EXIT FROM BFGS code FG_LNSRCH 0. -0.753696263 0. --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.246123999 *** contribution from regularisation: 0.00130667479 *** contribution from error: -0.247430667 *** contribution from DIAG: 0.00023733516 *********************************************** ENTER BFGS code FG_LNSRCH -245886.659 -0.753696263 -2902.65112 EXIT FROM BFGS code NEW_X -245886.659 -0.753696263 -2902.65112 ENTER BFGS code NEW_X -245886.659 -0.753696263 -2902.65112 EXIT FROM BFGS code FG_LNSRCH 0. -0.766836107 0. --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.246305883 *** contribution from regularisation: 0.00130580144 *** contribution from error: -0.247611687 *** contribution from DIAG: 0.000222205548 *********************************************** ENTER BFGS code FG_LNSRCH -246083.674 -0.766836107 -3038.57739 EXIT FROM BFGS code NEW_X -246083.674 -0.766836107 -3038.57739 ENTER BFGS code NEW_X -246083.674 -0.766836107 -3038.57739 EXIT FROM BFGS code FG_LNSRCH 0. -0.767927408 0. --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.24647525 *** contribution from regularisation: 0.00128937629 *** contribution from error: -0.247764632 *** contribution from DIAG: 0.000234322753 *********************************************** ENTER BFGS code FG_LNSRCH -246240.93 -0.767927408 -2326.84961 EXIT FROM BFGS code NEW_X -246240.93 -0.767927408 -2326.84961 ENTER BFGS code NEW_X -246240.93 -0.767927408 -2326.84961 EXIT FROM BFGS code FG_LNSRCH 0. -0.781772017 0. --------------------------------------------------- Iteration : 79 *********************************************** *** Learn Path 79 *** loss function: -0.246798828 *** contribution from regularisation: 0.0013041239 *** contribution from error: -0.248102948 *** contribution from DIAG: 0.000225596625 *********************************************** ENTER BFGS code FG_LNSRCH -246573.237 -0.781772017 764.925964 EXIT FROM BFGS code NEW_X -246573.237 -0.781772017 764.925964 ENTER BFGS code NEW_X -246573.237 -0.781772017 764.925964 EXIT FROM BFGS code FG_LNSRCH 0. -0.790286303 0. --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 853.197876 sigma out 26 active outputs RANK 2 NODE 2 --> 546.707458 sigma out 26 active outputs RANK 3 NODE 3 --> 393.394135 sigma out 26 active outputs RANK 4 NODE 5 --> 381.71759 sigma out 26 active outputs RANK 5 NODE 7 --> 345.708954 sigma out 26 active outputs RANK 6 NODE 6 --> 342.432373 sigma out 26 active outputs RANK 7 NODE 4 --> 334.169281 sigma out 26 active outputs RANK 8 NODE 8 --> 332.441162 sigma out 26 active outputs RANK 9 NODE 12 --> 244.39389 sigma out 26 active outputs RANK 10 NODE 11 --> 236.858322 sigma out 26 active outputs RANK 11 NODE 13 --> 202.546509 sigma out 26 active outputs RANK 12 NODE 16 --> 201.68959 sigma out 26 active outputs RANK 13 NODE 17 --> 186.266876 sigma out 26 active outputs RANK 14 NODE 9 --> 158.763855 sigma out 26 active outputs RANK 15 NODE 10 --> 144.421692 sigma out 26 active outputs RANK 16 NODE 25 --> 113.740524 sigma out 26 active outputs RANK 17 NODE 14 --> 112.778748 sigma out 26 active outputs RANK 18 NODE 19 --> 104.539726 sigma out 26 active outputs RANK 19 NODE 18 --> 102.666458 sigma out 26 active outputs RANK 20 NODE 15 --> 94.680603 sigma out 26 active outputs RANK 21 NODE 22 --> 89.0050278 sigma out 26 active outputs RANK 22 NODE 20 --> 78.7883453 sigma out 26 active outputs RANK 23 NODE 23 --> 50.7430992 sigma out 26 active outputs RANK 24 NODE 21 --> 44.2247124 sigma out 26 active outputs RANK 25 NODE 24 --> 24.7858353 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 841.916199 sigma in 25act. ( 953.667114 sig out 1act.) RANK 2 NODE 22 --> 495.498779 sigma in 25act. ( 524.722046 sig out 1act.) RANK 3 NODE 6 --> 487.434937 sigma in 25act. ( 548.474487 sig out 1act.) RANK 4 NODE 8 --> 404.169983 sigma in 25act. ( 386.720825 sig out 1act.) RANK 5 NODE 14 --> 344.878265 sigma in 25act. ( 321.801117 sig out 1act.) RANK 6 NODE 9 --> 301.180939 sigma in 25act. ( 385.571808 sig out 1act.) RANK 7 NODE 7 --> 283.770081 sigma in 25act. ( 291.887848 sig out 1act.) RANK 8 NODE 10 --> 273.899292 sigma in 25act. ( 290.789368 sig out 1act.) RANK 9 NODE 2 --> 271.491119 sigma in 25act. ( 287.85376 sig out 1act.) RANK 10 NODE 15 --> 243.653671 sigma in 25act. ( 239.648941 sig out 1act.) RANK 11 NODE 11 --> 230.085266 sigma in 25act. ( 272.378998 sig out 1act.) RANK 12 NODE 3 --> 194.261841 sigma in 25act. ( 206.881531 sig out 1act.) RANK 13 NODE 4 --> 194.128082 sigma in 25act. ( 197.402237 sig out 1act.) RANK 14 NODE 18 --> 191.326736 sigma in 25act. ( 203.11647 sig out 1act.) RANK 15 NODE 21 --> 172.97168 sigma in 25act. ( 183.949646 sig out 1act.) RANK 16 NODE 19 --> 156.133102 sigma in 25act. ( 167.706619 sig out 1act.) RANK 17 NODE 23 --> 146.841293 sigma in 25act. ( 138.669464 sig out 1act.) RANK 18 NODE 25 --> 129.891541 sigma in 25act. ( 140.424179 sig out 1act.) RANK 19 NODE 5 --> 113.638184 sigma in 25act. ( 134.254135 sig out 1act.) RANK 20 NODE 20 --> 82.6176834 sigma in 25act. ( 90.2405319 sig out 1act.) RANK 21 NODE 16 --> 51.6835213 sigma in 25act. ( 55.7493706 sig out 1act.) RANK 22 NODE 24 --> 47.7507095 sigma in 25act. ( 54.0921173 sig out 1act.) RANK 23 NODE 17 --> 45.9637756 sigma in 25act. ( 41.4842453 sig out 1act.) RANK 24 NODE 26 --> 26.5511875 sigma in 25act. ( 27.7692509 sig out 1act.) RANK 25 NODE 1 --> 25.9429455 sigma in 25act. ( 25.8897572 sig out 1act.) RANK 26 NODE 12 --> 21.9058418 sigma in 25act. ( 22.926178 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 953.667114 sigma out 1act.( 841.916199 sig in 25act.) RANK 2 NODE 6 --> 548.474487 sigma out 1act.( 487.434937 sig in 25act.) RANK 3 NODE 22 --> 524.722046 sigma out 1act.( 495.498779 sig in 25act.) RANK 4 NODE 8 --> 386.720825 sigma out 1act.( 404.169983 sig in 25act.) RANK 5 NODE 9 --> 385.571808 sigma out 1act.( 301.180939 sig in 25act.) RANK 6 NODE 14 --> 321.801117 sigma out 1act.( 344.878265 sig in 25act.) RANK 7 NODE 7 --> 291.887848 sigma out 1act.( 283.770081 sig in 25act.) RANK 8 NODE 10 --> 290.789368 sigma out 1act.( 273.899292 sig in 25act.) RANK 9 NODE 2 --> 287.85376 sigma out 1act.( 271.491119 sig in 25act.) RANK 10 NODE 11 --> 272.378998 sigma out 1act.( 230.085266 sig in 25act.) RANK 11 NODE 15 --> 239.648941 sigma out 1act.( 243.653671 sig in 25act.) RANK 12 NODE 3 --> 206.881531 sigma out 1act.( 194.261841 sig in 25act.) RANK 13 NODE 18 --> 203.11647 sigma out 1act.( 191.326736 sig in 25act.) RANK 14 NODE 4 --> 197.402237 sigma out 1act.( 194.128082 sig in 25act.) RANK 15 NODE 21 --> 183.949646 sigma out 1act.( 172.97168 sig in 25act.) RANK 16 NODE 19 --> 167.706619 sigma out 1act.( 156.133102 sig in 25act.) RANK 17 NODE 25 --> 140.424179 sigma out 1act.( 129.891541 sig in 25act.) RANK 18 NODE 23 --> 138.669464 sigma out 1act.( 146.841293 sig in 25act.) RANK 19 NODE 5 --> 134.254135 sigma out 1act.( 113.638184 sig in 25act.) RANK 20 NODE 20 --> 90.2405319 sigma out 1act.( 82.6176834 sig in 25act.) RANK 21 NODE 16 --> 55.7493706 sigma out 1act.( 51.6835213 sig in 25act.) RANK 22 NODE 24 --> 54.0921173 sigma out 1act.( 47.7507095 sig in 25act.) RANK 23 NODE 17 --> 41.4842453 sigma out 1act.( 45.9637756 sig in 25act.) RANK 24 NODE 26 --> 27.7692509 sigma out 1act.( 26.5511875 sig in 25act.) RANK 25 NODE 1 --> 25.8897572 sigma out 1act.( 25.9429455 sig in 25act.) RANK 26 NODE 12 --> 22.926178 sigma out 1act.( 21.9058418 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1591.0614 sigma in 26 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.246960342 *** contribution from regularisation: 0.00130148022 *** contribution from error: -0.248261824 *** contribution from DIAG: 0.000223001945 *********************************************** ENTER BFGS code FG_LNSRCH -246737.339 -0.790286303 341.531677 EXIT FROM BFGS code NEW_X -246737.339 -0.790286303 341.531677 ENTER BFGS code NEW_X -246737.339 -0.790286303 341.531677 EXIT FROM BFGS code FG_LNSRCH 0. -0.823018014 0. --------------------------------------------------- Iteration : 81 *********************************************** *** Learn Path 81 *** loss function: -0.247304857 *** contribution from regularisation: 0.00133276836 *** contribution from error: -0.248637632 *** contribution from DIAG: 0.000211163351 *********************************************** ENTER BFGS code FG_LNSRCH -247093.688 -0.823018014 2058.54248 EXIT FROM BFGS code NEW_X -247093.688 -0.823018014 2058.54248 ENTER BFGS code NEW_X -247093.688 -0.823018014 2058.54248 EXIT FROM BFGS code FG_LNSRCH 0. -0.847697198 0. --------------------------------------------------- Iteration : 82 *********************************************** *** Learn Path 82 *** loss function: -0.247456387 *** contribution from regularisation: 0.0013290745 *** contribution from error: -0.248785466 *** contribution from DIAG: 0.00021009201 *********************************************** ENTER BFGS code FG_LNSRCH -247246.3 -0.847697198 -818.98822 EXIT FROM BFGS code NEW_X -247246.3 -0.847697198 -818.98822 ENTER BFGS code NEW_X -247246.3 -0.847697198 -818.98822 EXIT FROM BFGS code FG_LNSRCH 0. -0.836918652 0. --------------------------------------------------- Iteration : 83 *********************************************** *** Learn Path 83 *** loss function: -0.247758716 *** contribution from regularisation: 0.00127993943 *** contribution from error: -0.249038652 *** contribution from DIAG: 0.000212511324 *********************************************** ENTER BFGS code FG_LNSRCH -247546.205 -0.836918652 -1262.44861 EXIT FROM BFGS code NEW_X -247546.205 -0.836918652 -1262.44861 ENTER BFGS code NEW_X -247546.205 -0.836918652 -1262.44861 EXIT FROM BFGS code FG_LNSRCH 0. -0.838520527 0. --------------------------------------------------- Iteration : 84 *********************************************** *** Learn Path 84 *** loss function: -0.247818753 *** contribution from regularisation: 0.00129720243 *** contribution from error: -0.249115959 *** contribution from DIAG: 0.000210627695 *********************************************** ENTER BFGS code FG_LNSRCH -247608.132 -0.838520527 -1305.61536 EXIT FROM BFGS code NEW_X -247608.132 -0.838520527 -1305.61536 ENTER BFGS code NEW_X -247608.132 -0.838520527 -1305.61536 EXIT FROM BFGS code FG_LNSRCH 0. -0.845904231 0. --------------------------------------------------- Iteration : 85 *********************************************** *** Learn Path 85 *** loss function: -0.247942388 *** contribution from regularisation: 0.00130300084 *** contribution from error: -0.24924539 *** contribution from DIAG: 0.000209342121 *********************************************** ENTER BFGS code FG_LNSRCH -247733.042 -0.845904231 -902.041443 EXIT FROM BFGS code NEW_X -247733.042 -0.845904231 -902.041443 ENTER BFGS code NEW_X -247733.042 -0.845904231 -902.041443 EXIT FROM BFGS code FG_LNSRCH 0. -0.857710361 0. --------------------------------------------------- Iteration : 86 *********************************************** *** Learn Path 86 *** loss function: -0.248121262 *** contribution from regularisation: 0.00130852812 *** contribution from error: -0.249429792 *** contribution from DIAG: 0.00020938486 *********************************************** ENTER BFGS code FG_LNSRCH -247911.87 -0.857710361 -789.580444 EXIT FROM BFGS code NEW_X -247911.87 -0.857710361 -789.580444 ENTER BFGS code NEW_X -247911.87 -0.857710361 -789.580444 EXIT FROM BFGS code FG_LNSRCH 0. -0.891416848 0. --------------------------------------------------- Iteration : 87 *********************************************** *** Learn Path 87 *** loss function: -0.248415127 *** contribution from regularisation: 0.00132999918 *** contribution from error: -0.249745131 *** contribution from DIAG: 0.000205194112 *********************************************** ENTER BFGS code FG_LNSRCH -248209.937 -0.891416848 2847.29053 EXIT FROM BFGS code NEW_X -248209.937 -0.891416848 2847.29053 ENTER BFGS code NEW_X -248209.937 -0.891416848 2847.29053 EXIT FROM BFGS code FG_LNSRCH 0. -0.91342628 0. --------------------------------------------------- Iteration : 88 *********************************************** *** Learn Path 88 *** loss function: -0.248567253 *** contribution from regularisation: 0.00132378482 *** contribution from error: -0.249891043 *** contribution from DIAG: 0.000207511388 *********************************************** ENTER BFGS code FG_LNSRCH -248359.739 -0.91342628 770.089844 EXIT FROM BFGS code NEW_X -248359.739 -0.91342628 770.089844 ENTER BFGS code NEW_X -248359.739 -0.91342628 770.089844 EXIT FROM BFGS code FG_LNSRCH 0. -0.907637298 0. --------------------------------------------------- Iteration : 89 *********************************************** *** Learn Path 89 *** loss function: -0.248801783 *** contribution from regularisation: 0.00129401439 *** contribution from error: -0.250095785 *** contribution from DIAG: 0.000209113845 *********************************************** ENTER BFGS code FG_LNSRCH -248592.665 -0.907637298 449.660126 EXIT FROM BFGS code NEW_X -248592.665 -0.907637298 449.660126 ENTER BFGS code NEW_X -248592.665 -0.907637298 449.660126 EXIT FROM BFGS code FG_LNSRCH 0. -0.913183749 0. --------------------------------------------------- Iteration : 90 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 963.119141 sigma out 26 active outputs RANK 2 NODE 2 --> 579.06543 sigma out 26 active outputs RANK 3 NODE 5 --> 421.329071 sigma out 26 active outputs RANK 4 NODE 3 --> 399.794952 sigma out 26 active outputs RANK 5 NODE 6 --> 366.4104 sigma out 26 active outputs RANK 6 NODE 4 --> 359.183594 sigma out 26 active outputs RANK 7 NODE 8 --> 357.79483 sigma out 26 active outputs RANK 8 NODE 7 --> 356.349731 sigma out 26 active outputs RANK 9 NODE 12 --> 264.904755 sigma out 26 active outputs RANK 10 NODE 11 --> 248.880814 sigma out 26 active outputs RANK 11 NODE 16 --> 228.257935 sigma out 26 active outputs RANK 12 NODE 13 --> 209.189407 sigma out 26 active outputs RANK 13 NODE 17 --> 196.376923 sigma out 26 active outputs RANK 14 NODE 9 --> 178.335739 sigma out 26 active outputs RANK 15 NODE 10 --> 151.14328 sigma out 26 active outputs RANK 16 NODE 25 --> 125.558212 sigma out 26 active outputs RANK 17 NODE 14 --> 123.456779 sigma out 26 active outputs RANK 18 NODE 18 --> 121.410492 sigma out 26 active outputs RANK 19 NODE 19 --> 111.951622 sigma out 26 active outputs RANK 20 NODE 15 --> 106.832596 sigma out 26 active outputs RANK 21 NODE 22 --> 98.9714813 sigma out 26 active outputs RANK 22 NODE 20 --> 91.4688797 sigma out 26 active outputs RANK 23 NODE 23 --> 57.1476135 sigma out 26 active outputs RANK 24 NODE 21 --> 49.536808 sigma out 26 active outputs RANK 25 NODE 24 --> 25.9978218 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 922.56604 sigma in 25act. ( 1048.19922 sig out 1act.) RANK 2 NODE 22 --> 559.91156 sigma in 25act. ( 588.524475 sig out 1act.) RANK 3 NODE 6 --> 518.558838 sigma in 25act. ( 594.679321 sig out 1act.) RANK 4 NODE 8 --> 419.031403 sigma in 25act. ( 384.638 sig out 1act.) RANK 5 NODE 14 --> 341.257843 sigma in 25act. ( 316.091583 sig out 1act.) RANK 6 NODE 2 --> 332.876953 sigma in 25act. ( 340.649139 sig out 1act.) RANK 7 NODE 7 --> 324.365631 sigma in 25act. ( 331.352173 sig out 1act.) RANK 8 NODE 15 --> 285.715759 sigma in 25act. ( 273.687286 sig out 1act.) RANK 9 NODE 9 --> 274.696472 sigma in 25act. ( 395.966797 sig out 1act.) RANK 10 NODE 10 --> 261.867981 sigma in 25act. ( 272.057617 sig out 1act.) RANK 11 NODE 11 --> 261.558105 sigma in 25act. ( 306.786499 sig out 1act.) RANK 12 NODE 4 --> 230.264938 sigma in 25act. ( 227.100372 sig out 1act.) RANK 13 NODE 18 --> 223.007568 sigma in 25act. ( 237.235611 sig out 1act.) RANK 14 NODE 3 --> 217.208328 sigma in 25act. ( 230.712036 sig out 1act.) RANK 15 NODE 21 --> 194.644531 sigma in 25act. ( 214.466293 sig out 1act.) RANK 16 NODE 19 --> 181.156433 sigma in 25act. ( 192.209305 sig out 1act.) RANK 17 NODE 25 --> 155.380447 sigma in 25act. ( 171.10611 sig out 1act.) RANK 18 NODE 5 --> 130.465439 sigma in 25act. ( 154.727005 sig out 1act.) RANK 19 NODE 23 --> 129.436325 sigma in 25act. ( 125.204239 sig out 1act.) RANK 20 NODE 20 --> 92.8226242 sigma in 25act. ( 100.094681 sig out 1act.) RANK 21 NODE 24 --> 61.913414 sigma in 25act. ( 71.8231812 sig out 1act.) RANK 22 NODE 16 --> 53.2267265 sigma in 25act. ( 58.0183678 sig out 1act.) RANK 23 NODE 17 --> 42.121067 sigma in 25act. ( 37.5293961 sig out 1act.) RANK 24 NODE 1 --> 33.434185 sigma in 25act. ( 33.6697083 sig out 1act.) RANK 25 NODE 26 --> 28.8915062 sigma in 25act. ( 30.230814 sig out 1act.) RANK 26 NODE 12 --> 27.2207088 sigma in 25act. ( 28.990406 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 1048.19922 sigma out 1act.( 922.56604 sig in 25act.) RANK 2 NODE 6 --> 594.679321 sigma out 1act.( 518.558838 sig in 25act.) RANK 3 NODE 22 --> 588.524475 sigma out 1act.( 559.91156 sig in 25act.) RANK 4 NODE 9 --> 395.966797 sigma out 1act.( 274.696472 sig in 25act.) RANK 5 NODE 8 --> 384.638 sigma out 1act.( 419.031403 sig in 25act.) RANK 6 NODE 2 --> 340.649139 sigma out 1act.( 332.876953 sig in 25act.) RANK 7 NODE 7 --> 331.352173 sigma out 1act.( 324.365631 sig in 25act.) RANK 8 NODE 14 --> 316.091583 sigma out 1act.( 341.257843 sig in 25act.) RANK 9 NODE 11 --> 306.786499 sigma out 1act.( 261.558105 sig in 25act.) RANK 10 NODE 15 --> 273.687286 sigma out 1act.( 285.715759 sig in 25act.) RANK 11 NODE 10 --> 272.057617 sigma out 1act.( 261.867981 sig in 25act.) RANK 12 NODE 18 --> 237.235611 sigma out 1act.( 223.007568 sig in 25act.) RANK 13 NODE 3 --> 230.712036 sigma out 1act.( 217.208328 sig in 25act.) RANK 14 NODE 4 --> 227.100372 sigma out 1act.( 230.264938 sig in 25act.) RANK 15 NODE 21 --> 214.466293 sigma out 1act.( 194.644531 sig in 25act.) RANK 16 NODE 19 --> 192.209305 sigma out 1act.( 181.156433 sig in 25act.) RANK 17 NODE 25 --> 171.10611 sigma out 1act.( 155.380447 sig in 25act.) RANK 18 NODE 5 --> 154.727005 sigma out 1act.( 130.465439 sig in 25act.) RANK 19 NODE 23 --> 125.204239 sigma out 1act.( 129.436325 sig in 25act.) RANK 20 NODE 20 --> 100.094681 sigma out 1act.( 92.8226242 sig in 25act.) RANK 21 NODE 24 --> 71.8231812 sigma out 1act.( 61.913414 sig in 25act.) RANK 22 NODE 16 --> 58.0183678 sigma out 1act.( 53.2267265 sig in 25act.) RANK 23 NODE 17 --> 37.5293961 sigma out 1act.( 42.121067 sig in 25act.) RANK 24 NODE 1 --> 33.6697083 sigma out 1act.( 33.434185 sig in 25act.) RANK 25 NODE 26 --> 30.230814 sigma out 1act.( 28.8915062 sig in 25act.) RANK 26 NODE 12 --> 28.990406 sigma out 1act.( 27.2207088 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1734.36108 sigma in 26 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.24891308 *** contribution from regularisation: 0.00130702951 *** contribution from error: -0.25022012 *** contribution from DIAG: 0.0002062813 *********************************************** ENTER BFGS code FG_LNSRCH -248706.793 -0.913183749 -514.662598 EXIT FROM BFGS code NEW_X -248706.793 -0.913183749 -514.662598 ENTER BFGS code NEW_X -248706.793 -0.913183749 -514.662598 EXIT FROM BFGS code FG_LNSRCH 0. -0.922296524 0. --------------------------------------------------- Iteration : 91 *********************************************** *** Learn Path 91 *** loss function: -0.249008834 *** contribution from regularisation: 0.00131099776 *** contribution from error: -0.250319839 *** contribution from DIAG: 0.000204431984 *********************************************** ENTER BFGS code FG_LNSRCH -248804.403 -0.922296524 -979.239136 EXIT FROM BFGS code NEW_X -248804.403 -0.922296524 -979.239136 ENTER BFGS code NEW_X -248804.403 -0.922296524 -979.239136 EXIT FROM BFGS code FG_LNSRCH 0. -0.938259482 0. --------------------------------------------------- Iteration : 92 *********************************************** *** Learn Path 92 *** loss function: -0.249197528 *** contribution from regularisation: 0.00131766289 *** contribution from error: -0.250515193 *** contribution from DIAG: 0.000204113821 *********************************************** ENTER BFGS code FG_LNSRCH -248993.407 -0.938259482 -350.799652 EXIT FROM BFGS code NEW_X -248993.407 -0.938259482 -350.799652 ENTER BFGS code NEW_X -248993.407 -0.938259482 -350.799652 EXIT FROM BFGS code FG_LNSRCH 0. -0.96716392 0. --------------------------------------------------- Iteration : 93 *********************************************** *** Learn Path 93 *** loss function: -0.249347776 *** contribution from regularisation: 0.00133406173 *** contribution from error: -0.250681847 *** contribution from DIAG: 0.000197763671 *********************************************** ENTER BFGS code FG_LNSRCH -249150.018 -0.96716392 -5085.2915 EXIT FROM BFGS code NEW_X -249150.018 -0.96716392 -5085.2915 ENTER BFGS code NEW_X -249150.018 -0.96716392 -5085.2915 EXIT FROM BFGS code FG_LNSRCH 0. -0.971731067 0. --------------------------------------------------- Iteration : 94 *********************************************** *** Learn Path 94 *** loss function: -0.249590412 *** contribution from regularisation: 0.00130782451 *** contribution from error: -0.250898242 *** contribution from DIAG: 0.000202504234 *********************************************** ENTER BFGS code FG_LNSRCH -249387.904 -0.971731067 -2048.56323 EXIT FROM BFGS code NEW_X -249387.904 -0.971731067 -2048.56323 ENTER BFGS code NEW_X -249387.904 -0.971731067 -2048.56323 EXIT FROM BFGS code FG_LNSRCH 0. -0.970502794 0. --------------------------------------------------- Iteration : 95 *********************************************** *** Learn Path 95 *** loss function: -0.249710247 *** contribution from regularisation: 0.00130314648 *** contribution from error: -0.251013398 *** contribution from DIAG: 0.000205691147 *********************************************** ENTER BFGS code FG_LNSRCH -249504.552 -0.970502794 398.871735 EXIT FROM BFGS code NEW_X -249504.552 -0.970502794 398.871735 ENTER BFGS code NEW_X -249504.552 -0.970502794 398.871735 EXIT FROM BFGS code FG_LNSRCH 0. -0.978095829 0. --------------------------------------------------- Iteration : 96 *********************************************** *** Learn Path 96 *** loss function: -0.249813944 *** contribution from regularisation: 0.00131316518 *** contribution from error: -0.251127124 *** contribution from DIAG: 0.000205942357 *********************************************** ENTER BFGS code FG_LNSRCH -249607.998 -0.978095829 457.543823 EXIT FROM BFGS code NEW_X -249607.998 -0.978095829 457.543823 ENTER BFGS code NEW_X -249607.998 -0.978095829 457.543823 EXIT FROM BFGS code FG_LNSRCH 0. -1.01321471 0. --------------------------------------------------- Iteration : 97 *********************************************** *** Learn Path 97 *** loss function: -0.250213504 *** contribution from regularisation: 0.00133445661 *** contribution from error: -0.251547962 *** contribution from DIAG: 0.000200424111 *********************************************** ENTER BFGS code FG_LNSRCH -250013.074 -1.01321471 1875.11072 EXIT FROM BFGS code NEW_X -250013.074 -1.01321471 1875.11072 ENTER BFGS code NEW_X -250013.074 -1.01321471 1875.11072 EXIT FROM BFGS code FG_LNSRCH 0. -1.05135107 0. --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.250087678 *** contribution from regularisation: 0.00134489255 *** contribution from error: -0.251432568 *** contribution from DIAG: 0.00020069645 *********************************************** ENTER BFGS code FG_LNSRCH -249886.986 -1.05135107 -3905.30908 EXIT FROM BFGS code FG_LNSRCH 0. -1.03147185 0. --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.250423849 *** contribution from regularisation: 0.001292428 *** contribution from error: -0.251716286 *** contribution from DIAG: 0.000203092393 *********************************************** ENTER BFGS code FG_LNSRCH -250220.751 -1.03147185 -845.983276 EXIT FROM BFGS code NEW_X -250220.751 -1.03147185 -845.983276 ENTER BFGS code NEW_X -250220.751 -1.03147185 -845.983276 EXIT FROM BFGS code FG_LNSRCH 0. -1.04185653 0. --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 1047.24719 sigma out 26 active outputs RANK 2 NODE 2 --> 613.925781 sigma out 26 active outputs RANK 3 NODE 5 --> 467.423401 sigma out 26 active outputs RANK 4 NODE 3 --> 412.263062 sigma out 26 active outputs RANK 5 NODE 6 --> 386.454102 sigma out 26 active outputs RANK 6 NODE 4 --> 380.268646 sigma out 26 active outputs RANK 7 NODE 7 --> 367.894226 sigma out 26 active outputs RANK 8 NODE 8 --> 366.402924 sigma out 26 active outputs RANK 9 NODE 12 --> 270.361176 sigma out 26 active outputs RANK 10 NODE 11 --> 246.312195 sigma out 26 active outputs RANK 11 NODE 16 --> 245.617401 sigma out 26 active outputs RANK 12 NODE 13 --> 216.334351 sigma out 26 active outputs RANK 13 NODE 17 --> 197.181351 sigma out 26 active outputs RANK 14 NODE 9 --> 186.141556 sigma out 26 active outputs RANK 15 NODE 10 --> 153.631744 sigma out 26 active outputs RANK 16 NODE 25 --> 134.69368 sigma out 26 active outputs RANK 17 NODE 14 --> 129.28775 sigma out 26 active outputs RANK 18 NODE 18 --> 125.776985 sigma out 26 active outputs RANK 19 NODE 15 --> 116.774872 sigma out 26 active outputs RANK 20 NODE 19 --> 116.221809 sigma out 26 active outputs RANK 21 NODE 22 --> 104.939384 sigma out 26 active outputs RANK 22 NODE 20 --> 104.30162 sigma out 26 active outputs RANK 23 NODE 23 --> 60.308136 sigma out 26 active outputs RANK 24 NODE 21 --> 56.6161613 sigma out 26 active outputs RANK 25 NODE 24 --> 27.2939034 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 981.761292 sigma in 25act. ( 1099.51416 sig out 1act.) RANK 2 NODE 22 --> 613.989685 sigma in 25act. ( 638.383728 sig out 1act.) RANK 3 NODE 6 --> 532.188965 sigma in 25act. ( 620.74176 sig out 1act.) RANK 4 NODE 2 --> 405.751801 sigma in 25act. ( 403.211456 sig out 1act.) RANK 5 NODE 8 --> 403.545929 sigma in 25act. ( 372.755707 sig out 1act.) RANK 6 NODE 7 --> 385.938782 sigma in 25act. ( 383.736359 sig out 1act.) RANK 7 NODE 14 --> 332.021606 sigma in 25act. ( 304.975159 sig out 1act.) RANK 8 NODE 15 --> 309.137543 sigma in 25act. ( 291.492859 sig out 1act.) RANK 9 NODE 11 --> 282.868195 sigma in 25act. ( 334.720276 sig out 1act.) RANK 10 NODE 4 --> 260.115082 sigma in 25act. ( 253.321594 sig out 1act.) RANK 11 NODE 3 --> 245.180313 sigma in 25act. ( 262.126251 sig out 1act.) RANK 12 NODE 10 --> 244.343857 sigma in 25act. ( 255.780365 sig out 1act.) RANK 13 NODE 18 --> 243.862015 sigma in 25act. ( 261.832184 sig out 1act.) RANK 14 NODE 9 --> 242.934006 sigma in 25act. ( 394.0448 sig out 1act.) RANK 15 NODE 21 --> 210.783234 sigma in 25act. ( 235.785538 sig out 1act.) RANK 16 NODE 19 --> 197.675125 sigma in 25act. ( 203.435623 sig out 1act.) RANK 17 NODE 25 --> 188.591797 sigma in 25act. ( 205.609238 sig out 1act.) RANK 18 NODE 5 --> 145.542984 sigma in 25act. ( 169.380829 sig out 1act.) RANK 19 NODE 20 --> 108.07975 sigma in 25act. ( 115.347008 sig out 1act.) RANK 20 NODE 23 --> 97.1745529 sigma in 25act. ( 95.4026031 sig out 1act.) RANK 21 NODE 24 --> 83.9597473 sigma in 25act. ( 100.291832 sig out 1act.) RANK 22 NODE 16 --> 60.5955849 sigma in 25act. ( 67.0544739 sig out 1act.) RANK 23 NODE 1 --> 44.7109642 sigma in 25act. ( 45.1053314 sig out 1act.) RANK 24 NODE 17 --> 44.4241982 sigma in 25act. ( 39.6602516 sig out 1act.) RANK 25 NODE 26 --> 38.3778419 sigma in 25act. ( 40.3910484 sig out 1act.) RANK 26 NODE 12 --> 33.5796814 sigma in 25act. ( 36.1031837 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 1099.51416 sigma out 1act.( 981.761292 sig in 25act.) RANK 2 NODE 22 --> 638.383728 sigma out 1act.( 613.989685 sig in 25act.) RANK 3 NODE 6 --> 620.74176 sigma out 1act.( 532.188965 sig in 25act.) RANK 4 NODE 2 --> 403.211456 sigma out 1act.( 405.751801 sig in 25act.) RANK 5 NODE 9 --> 394.0448 sigma out 1act.( 242.934006 sig in 25act.) RANK 6 NODE 7 --> 383.736359 sigma out 1act.( 385.938782 sig in 25act.) RANK 7 NODE 8 --> 372.755707 sigma out 1act.( 403.545929 sig in 25act.) RANK 8 NODE 11 --> 334.720276 sigma out 1act.( 282.868195 sig in 25act.) RANK 9 NODE 14 --> 304.975159 sigma out 1act.( 332.021606 sig in 25act.) RANK 10 NODE 15 --> 291.492859 sigma out 1act.( 309.137543 sig in 25act.) RANK 11 NODE 3 --> 262.126251 sigma out 1act.( 245.180313 sig in 25act.) RANK 12 NODE 18 --> 261.832184 sigma out 1act.( 243.862015 sig in 25act.) RANK 13 NODE 10 --> 255.780365 sigma out 1act.( 244.343857 sig in 25act.) RANK 14 NODE 4 --> 253.321594 sigma out 1act.( 260.115082 sig in 25act.) RANK 15 NODE 21 --> 235.785538 sigma out 1act.( 210.783234 sig in 25act.) RANK 16 NODE 25 --> 205.609238 sigma out 1act.( 188.591797 sig in 25act.) RANK 17 NODE 19 --> 203.435623 sigma out 1act.( 197.675125 sig in 25act.) RANK 18 NODE 5 --> 169.380829 sigma out 1act.( 145.542984 sig in 25act.) RANK 19 NODE 20 --> 115.347008 sigma out 1act.( 108.07975 sig in 25act.) RANK 20 NODE 24 --> 100.291832 sigma out 1act.( 83.9597473 sig in 25act.) RANK 21 NODE 23 --> 95.4026031 sigma out 1act.( 97.1745529 sig in 25act.) RANK 22 NODE 16 --> 67.0544739 sigma out 1act.( 60.5955849 sig in 25act.) RANK 23 NODE 1 --> 45.1053314 sigma out 1act.( 44.7109642 sig in 25act.) RANK 24 NODE 26 --> 40.3910484 sigma out 1act.( 38.3778419 sig in 25act.) RANK 25 NODE 17 --> 39.6602516 sigma out 1act.( 44.4241982 sig in 25act.) RANK 26 NODE 12 --> 36.1031837 sigma out 1act.( 33.5796814 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1836.88965 sigma in 26 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.250572264 *** contribution from regularisation: 0.00131989806 *** contribution from error: -0.251892149 *** contribution from DIAG: 0.000199799848 *********************************************** -----------------> Test sample create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Pion_Upstream_NeuroBayes.conf NB_AHISTOUT: storage space 117623 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/Pion/Upstream/GlobalPID_Pion_Upstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Pion/Upstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Pion/Upstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Pion/Upstream/NB.txt Training Host = lxplus432.cern.ch Particle type = pion Background types = all Training Mix = NaturalMix Track type = Upstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Pion_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 23 nodes, hidden layer has 26 nodes NB_DEF_TASK = CLA NB_DEF_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 RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input InAccBrem Making plots for input BremPIDe Making plots for input VeloCharge Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Found 9023704 evaluation data points Read entry 902370 (10%) Read entry 1804740 (20%) Read entry 2707110 (30%) Read entry 3609480 (40%) Read entry 4511850 (50%) Read entry 5414220 (60%) Read entry 6316590 (70%) Read entry 7218960 (80%) Read entry 8121330 (90%) Read entry 9023700 (100%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 22 input variables. ***************Training results***************** number of nodes in the 1st layer: 25 number of nodes in the 2nd layer: 26 number of nodes in the 3rd layer: 1 number of iterations: 100