Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/622/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/622/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/622/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/622/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/622/Pion/Upstream/NB.txt Training Host = lxplus433.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 = 622 ********************************************* * 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 622 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: 622 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 22 *** This will do for you: *** input variable equalisation *** to Gaussian 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. warning: map is empty for variable 3 13989 2265.23999 2317.6001 2372.59009 2429.91504 2491.26514 2556.35498 2627.18994 2703.18506 2785.25 2874.46997 2971.0249 3077.20996 3195.15991 3323.94482 3467.06494 3627.28003 3811.34009 4023.66992 4262.90527 4539.01465 4869.84961 5245.74512 5693.2251 6233.31006 6872.29492 7639.93018 8567.9043 9715.32031 11142.3799 12968.9551 15317.1445 18586.1191 23868.3008 35725.0898 4692808.5 do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 1.45295644 19.3934059 25.3477707 30.1382904 34.2951813 38.1772003 41.9015388 45.4908142 48.9934883 52.4974442 55.9440079 59.3997345 62.8485031 66.2592163 69.7468719 73.2395935 76.7373734 80.2802124 83.8269348 87.5004578 91.1254883 94.8316345 98.5134659 102.279778 106.026756 109.853912 113.706299 117.644081 121.591629 125.535828 129.517426 133.560669 137.703049 141.799759 145. warning: map is empty for variable 4 982788 150.112701 154.281693 158.562851 162.899628 167.300323 171.733383 176.263153 180.781097 185.398346 189.994873 194.691589 199.40947 204.35379 209.242905 214.269867 219.270737 224.448425 229.760284 235.16861 240.721542 246.347656 252.108826 258.002838 264.039368 270.239502 276.633423 283.083374 289.865417 296.841492 303.998108 311.487488 319.014496 326.853302 334.950439 343.4245 352.102783 361.125885 370.403503 380.069366 390.229675 400.551086 411.276886 422.919617 434.943298 447.665527 460.898163 474.911987 489.594849 505.222137 522.138367 540.735962 561.385498 583.817932 608.402222 635.688477 666.849121 703.005554 745.67804 796.140137 857.432007 936.390625 1043.1709 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 -1.0325 warning: map is empty for variable 7 7203 -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 0.23 warning: map is empty for variable 8 0388105 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. warning: map is empty for variable 23 1404494 1.14466298 1.14817417 1.15168536 1.15730333 1.16221905 1.16773677 1.17353308 1.17977524 1.18539321 1.19225967 1.20084274 1.20786512 1.21722841 1.22893262 1.24157298 1.25468171 1.27340829 1.29213488 1.32022476 1.35767794 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 6 --> 33.5456467 sigma out 26 active outputs RANK 2 NODE 4 --> 32.1479111 sigma out 26 active outputs RANK 3 NODE 7 --> 31.6977577 sigma out 26 active outputs RANK 4 NODE 5 --> 30.7913914 sigma out 26 active outputs RANK 5 NODE 3 --> 30.2911015 sigma out 26 active outputs RANK 6 NODE 11 --> 28.3419304 sigma out 26 active outputs RANK 7 NODE 10 --> 26.529747 sigma out 26 active outputs RANK 8 NODE 9 --> 25.8779659 sigma out 26 active outputs RANK 9 NODE 13 --> 24.7096996 sigma out 26 active outputs RANK 10 NODE 22 --> 24.6695538 sigma out 26 active outputs RANK 11 NODE 8 --> 23.6713123 sigma out 26 active outputs RANK 12 NODE 12 --> 23.4146976 sigma out 26 active outputs RANK 13 NODE 18 --> 22.0859661 sigma out 26 active outputs RANK 14 NODE 15 --> 21.4878483 sigma out 26 active outputs RANK 15 NODE 14 --> 20.5142365 sigma out 26 active outputs RANK 16 NODE 21 --> 20.1913185 sigma out 26 active outputs RANK 17 NODE 20 --> 20.0132084 sigma out 26 active outputs RANK 18 NODE 25 --> 18.9446106 sigma out 26 active outputs RANK 19 NODE 24 --> 17.8787861 sigma out 26 active outputs RANK 20 NODE 23 --> 17.6314926 sigma out 26 active outputs RANK 21 NODE 19 --> 17.5471859 sigma out 26 active outputs RANK 22 NODE 16 --> 16.0159798 sigma out 26 active outputs RANK 23 NODE 17 --> 15.9525146 sigma out 26 active outputs RANK 24 NODE 2 --> 7.10130167 sigma out 26 active outputs RANK 25 NODE 1 --> 4.02911472 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 37.067379 sigma in 25act. ( 37.1650696 sig out 1act.) RANK 2 NODE 5 --> 33.4332504 sigma in 25act. ( 31.6675644 sig out 1act.) RANK 3 NODE 25 --> 29.6798687 sigma in 25act. ( 28.7237053 sig out 1act.) RANK 4 NODE 3 --> 28.1584854 sigma in 25act. ( 25.3876953 sig out 1act.) RANK 5 NODE 17 --> 27.5817661 sigma in 25act. ( 18.8174496 sig out 1act.) RANK 6 NODE 12 --> 25.8966122 sigma in 25act. ( 22.5389519 sig out 1act.) RANK 7 NODE 8 --> 25.5642319 sigma in 25act. ( 22.7882786 sig out 1act.) RANK 8 NODE 16 --> 25.497448 sigma in 25act. ( 19.353651 sig out 1act.) RANK 9 NODE 15 --> 24.8504524 sigma in 25act. ( 11.4918652 sig out 1act.) RANK 10 NODE 11 --> 21.8984966 sigma in 25act. ( 20.3212547 sig out 1act.) RANK 11 NODE 24 --> 21.4361172 sigma in 25act. ( 20.1191483 sig out 1act.) RANK 12 NODE 6 --> 20.9021778 sigma in 25act. ( 13.3891973 sig out 1act.) RANK 13 NODE 1 --> 20.6748314 sigma in 25act. ( 15.6672029 sig out 1act.) RANK 14 NODE 21 --> 20.2408772 sigma in 25act. ( 13.8608217 sig out 1act.) RANK 15 NODE 14 --> 19.9914188 sigma in 25act. ( 13.8381643 sig out 1act.) RANK 16 NODE 18 --> 19.9704552 sigma in 25act. ( 13.6531382 sig out 1act.) RANK 17 NODE 23 --> 19.6796474 sigma in 25act. ( 14.0068407 sig out 1act.) RANK 18 NODE 13 --> 19.4398365 sigma in 25act. ( 15.7607002 sig out 1act.) RANK 19 NODE 26 --> 18.6411514 sigma in 25act. ( 4.99822617 sig out 1act.) RANK 20 NODE 2 --> 18.5902538 sigma in 25act. ( 10.9035082 sig out 1act.) RANK 21 NODE 9 --> 18.4584694 sigma in 25act. ( 12.0414639 sig out 1act.) RANK 22 NODE 4 --> 17.2099533 sigma in 25act. ( 8.24259853 sig out 1act.) RANK 23 NODE 7 --> 16.951973 sigma in 25act. ( 3.79058695 sig out 1act.) RANK 24 NODE 22 --> 15.792654 sigma in 25act. ( 9.39746094 sig out 1act.) RANK 25 NODE 20 --> 15.2221909 sigma in 25act. ( 2.91582298 sig out 1act.) RANK 26 NODE 19 --> 13.9231977 sigma in 25act. ( 1.7536726 sig out 1act.) sorted by output significance RANK 1 NODE 10 --> 37.1650696 sigma out 1act.( 37.067379 sig in 25act.) RANK 2 NODE 5 --> 31.6675644 sigma out 1act.( 33.4332504 sig in 25act.) RANK 3 NODE 25 --> 28.7237053 sigma out 1act.( 29.6798687 sig in 25act.) RANK 4 NODE 3 --> 25.3876953 sigma out 1act.( 28.1584854 sig in 25act.) RANK 5 NODE 8 --> 22.7882786 sigma out 1act.( 25.5642319 sig in 25act.) RANK 6 NODE 12 --> 22.5389519 sigma out 1act.( 25.8966122 sig in 25act.) RANK 7 NODE 11 --> 20.3212547 sigma out 1act.( 21.8984966 sig in 25act.) RANK 8 NODE 24 --> 20.1191483 sigma out 1act.( 21.4361172 sig in 25act.) RANK 9 NODE 16 --> 19.353651 sigma out 1act.( 25.497448 sig in 25act.) RANK 10 NODE 17 --> 18.8174496 sigma out 1act.( 27.5817661 sig in 25act.) RANK 11 NODE 13 --> 15.7607002 sigma out 1act.( 19.4398365 sig in 25act.) RANK 12 NODE 1 --> 15.6672029 sigma out 1act.( 20.6748314 sig in 25act.) RANK 13 NODE 23 --> 14.0068407 sigma out 1act.( 19.6796474 sig in 25act.) RANK 14 NODE 21 --> 13.8608217 sigma out 1act.( 20.2408772 sig in 25act.) RANK 15 NODE 14 --> 13.8381643 sigma out 1act.( 19.9914188 sig in 25act.) RANK 16 NODE 18 --> 13.6531382 sigma out 1act.( 19.9704552 sig in 25act.) RANK 17 NODE 6 --> 13.3891973 sigma out 1act.( 20.9021778 sig in 25act.) RANK 18 NODE 9 --> 12.0414639 sigma out 1act.( 18.4584694 sig in 25act.) RANK 19 NODE 15 --> 11.4918652 sigma out 1act.( 24.8504524 sig in 25act.) RANK 20 NODE 2 --> 10.9035082 sigma out 1act.( 18.5902538 sig in 25act.) RANK 21 NODE 22 --> 9.39746094 sigma out 1act.( 15.792654 sig in 25act.) RANK 22 NODE 4 --> 8.24259853 sigma out 1act.( 17.2099533 sig in 25act.) RANK 23 NODE 26 --> 4.99822617 sigma out 1act.( 18.6411514 sig in 25act.) RANK 24 NODE 7 --> 3.79058695 sigma out 1act.( 16.951973 sig in 25act.) RANK 25 NODE 20 --> 2.91582298 sigma out 1act.( 15.2221909 sig in 25act.) RANK 26 NODE 19 --> 1.7536726 sigma out 1act.( 13.9231977 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 92.0317459 sigma in 26 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 6 --> 31.2100754 sigma out 26 active outputs RANK 2 NODE 3 --> 30.014658 sigma out 26 active outputs RANK 3 NODE 4 --> 29.8351936 sigma out 26 active outputs RANK 4 NODE 5 --> 27.6705532 sigma out 26 active outputs RANK 5 NODE 7 --> 26.9120846 sigma out 26 active outputs RANK 6 NODE 11 --> 22.9306812 sigma out 26 active outputs RANK 7 NODE 13 --> 21.0630932 sigma out 26 active outputs RANK 8 NODE 9 --> 20.6875629 sigma out 26 active outputs RANK 9 NODE 10 --> 19.2001019 sigma out 26 active outputs RANK 10 NODE 8 --> 18.6116505 sigma out 26 active outputs RANK 11 NODE 12 --> 18.0730247 sigma out 26 active outputs RANK 12 NODE 18 --> 16.6076946 sigma out 26 active outputs RANK 13 NODE 14 --> 15.6192217 sigma out 26 active outputs RANK 14 NODE 15 --> 15.2865915 sigma out 26 active outputs RANK 15 NODE 22 --> 11.1656752 sigma out 26 active outputs RANK 16 NODE 16 --> 10.9828281 sigma out 26 active outputs RANK 17 NODE 2 --> 10.9797163 sigma out 26 active outputs RANK 18 NODE 21 --> 9.23297024 sigma out 26 active outputs RANK 19 NODE 1 --> 9.15566063 sigma out 26 active outputs RANK 20 NODE 17 --> 9.05626678 sigma out 26 active outputs RANK 21 NODE 19 --> 8.3483963 sigma out 26 active outputs RANK 22 NODE 20 --> 8.11216545 sigma out 26 active outputs RANK 23 NODE 23 --> 6.64939547 sigma out 26 active outputs RANK 24 NODE 24 --> 5.28325272 sigma out 26 active outputs RANK 25 NODE 25 --> 4.33893061 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 37.4032707 sigma in 25act. ( 36.1688728 sig out 1act.) RANK 2 NODE 5 --> 28.6753464 sigma in 25act. ( 29.3076801 sig out 1act.) RANK 3 NODE 3 --> 25.9210682 sigma in 25act. ( 24.8037529 sig out 1act.) RANK 4 NODE 25 --> 25.3288155 sigma in 25act. ( 26.4568043 sig out 1act.) RANK 5 NODE 8 --> 22.5296097 sigma in 25act. ( 22.2564545 sig out 1act.) RANK 6 NODE 12 --> 21.9174519 sigma in 25act. ( 21.2951221 sig out 1act.) RANK 7 NODE 11 --> 19.9252472 sigma in 25act. ( 19.8427944 sig out 1act.) RANK 8 NODE 16 --> 19.7315178 sigma in 25act. ( 18.5666599 sig out 1act.) RANK 9 NODE 17 --> 19.3679562 sigma in 25act. ( 18.1380005 sig out 1act.) RANK 10 NODE 24 --> 18.7940655 sigma in 25act. ( 19.1564331 sig out 1act.) RANK 11 NODE 1 --> 15.6958027 sigma in 25act. ( 15.1064463 sig out 1act.) RANK 12 NODE 13 --> 15.1473083 sigma in 25act. ( 14.9086037 sig out 1act.) RANK 13 NODE 18 --> 14.7326984 sigma in 25act. ( 12.9289913 sig out 1act.) RANK 14 NODE 23 --> 14.6970882 sigma in 25act. ( 13.5569315 sig out 1act.) RANK 15 NODE 14 --> 14.2479448 sigma in 25act. ( 13.275897 sig out 1act.) RANK 16 NODE 21 --> 13.6993227 sigma in 25act. ( 13.3350191 sig out 1act.) RANK 17 NODE 6 --> 13.1911764 sigma in 25act. ( 12.78967 sig out 1act.) RANK 18 NODE 9 --> 13.0966139 sigma in 25act. ( 11.7499685 sig out 1act.) RANK 19 NODE 2 --> 11.6385574 sigma in 25act. ( 9.89110947 sig out 1act.) RANK 20 NODE 15 --> 11.501174 sigma in 25act. ( 10.5121765 sig out 1act.) RANK 21 NODE 22 --> 10.1683493 sigma in 25act. ( 9.10257721 sig out 1act.) RANK 22 NODE 4 --> 9.18825722 sigma in 25act. ( 7.72621775 sig out 1act.) RANK 23 NODE 26 --> 7.41697741 sigma in 25act. ( 4.73678637 sig out 1act.) RANK 24 NODE 7 --> 6.64779854 sigma in 25act. ( 3.40926719 sig out 1act.) RANK 25 NODE 20 --> 5.56831551 sigma in 25act. ( 2.73007941 sig out 1act.) RANK 26 NODE 19 --> 4.77280855 sigma in 25act. ( 1.70521438 sig out 1act.) sorted by output significance RANK 1 NODE 10 --> 36.1688728 sigma out 1act.( 37.4032707 sig in 25act.) RANK 2 NODE 5 --> 29.3076801 sigma out 1act.( 28.6753464 sig in 25act.) RANK 3 NODE 25 --> 26.4568043 sigma out 1act.( 25.3288155 sig in 25act.) RANK 4 NODE 3 --> 24.8037529 sigma out 1act.( 25.9210682 sig in 25act.) RANK 5 NODE 8 --> 22.2564545 sigma out 1act.( 22.5296097 sig in 25act.) RANK 6 NODE 12 --> 21.2951221 sigma out 1act.( 21.9174519 sig in 25act.) RANK 7 NODE 11 --> 19.8427944 sigma out 1act.( 19.9252472 sig in 25act.) RANK 8 NODE 24 --> 19.1564331 sigma out 1act.( 18.7940655 sig in 25act.) RANK 9 NODE 16 --> 18.5666599 sigma out 1act.( 19.7315178 sig in 25act.) RANK 10 NODE 17 --> 18.1380005 sigma out 1act.( 19.3679562 sig in 25act.) RANK 11 NODE 1 --> 15.1064463 sigma out 1act.( 15.6958027 sig in 25act.) RANK 12 NODE 13 --> 14.9086037 sigma out 1act.( 15.1473083 sig in 25act.) RANK 13 NODE 23 --> 13.5569315 sigma out 1act.( 14.6970882 sig in 25act.) RANK 14 NODE 21 --> 13.3350191 sigma out 1act.( 13.6993227 sig in 25act.) RANK 15 NODE 14 --> 13.275897 sigma out 1act.( 14.2479448 sig in 25act.) RANK 16 NODE 18 --> 12.9289913 sigma out 1act.( 14.7326984 sig in 25act.) RANK 17 NODE 6 --> 12.78967 sigma out 1act.( 13.1911764 sig in 25act.) RANK 18 NODE 9 --> 11.7499685 sigma out 1act.( 13.0966139 sig in 25act.) RANK 19 NODE 15 --> 10.5121765 sigma out 1act.( 11.501174 sig in 25act.) RANK 20 NODE 2 --> 9.89110947 sigma out 1act.( 11.6385574 sig in 25act.) RANK 21 NODE 22 --> 9.10257721 sigma out 1act.( 10.1683493 sig in 25act.) RANK 22 NODE 4 --> 7.72621775 sigma out 1act.( 9.18825722 sig in 25act.) RANK 23 NODE 26 --> 4.73678637 sigma out 1act.( 7.41697741 sig in 25act.) RANK 24 NODE 7 --> 3.40926719 sigma out 1act.( 6.64779854 sig in 25act.) RANK 25 NODE 20 --> 2.73007941 sigma out 1act.( 5.56831551 sig in 25act.) RANK 26 NODE 19 --> 1.70521438 sigma out 1act.( 4.77280855 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 87.8521652 sigma in 26 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.188946396 *** contribution from regularisation: 0.00049909763 *** contribution from error: -0.189445496 *** contribution from DIAG: 0.000335955876 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.194120884 *** contribution from regularisation: 0.00105470081 *** contribution from error: -0.195175588 *** contribution from DIAG: 0.000137265684 *********************************************** ENTER BFGS code START -194083.617 -0.017401075 0. EXIT FROM BFGS code FG_START 0. -0.017401075 0. --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.197263002 *** contribution from regularisation: 0.000661648693 *** contribution from error: -0.197924644 *** contribution from DIAG: 0.000247549498 *********************************************** ENTER BFGS code FG_START -197015.45 -0.017401075 83.9660187 EXIT FROM BFGS code FG_LNSRCH 0. -0.0134780901 0. --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.195740685 *** contribution from regularisation: 0.00110115809 *** contribution from error: -0.196841836 *** contribution from DIAG: 0.00282311067 *********************************************** ENTER BFGS code FG_LNSRCH -192917.57 -0.0134780901 -1362.99304 EXIT FROM BFGS code FG_LNSRCH 0. -0.0155809335 0. --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.200287566 *** contribution from regularisation: 0.000914794742 *** contribution from error: -0.201202363 *** contribution from DIAG: 0.000381568971 *********************************************** ENTER BFGS code FG_LNSRCH -199906.002 -0.0155809335 -204.743774 EXIT FROM BFGS code NEW_X -199906.002 -0.0155809335 -204.743774 ENTER BFGS code NEW_X -199906.002 -0.0155809335 -204.743774 EXIT FROM BFGS code FG_LNSRCH 0. -0.0143217156 0. --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.20054923 *** contribution from regularisation: 0.00100766576 *** contribution from error: -0.201556891 *** contribution from DIAG: 0.000252239988 *********************************************** ENTER BFGS code FG_LNSRCH -200296.987 -0.0143217156 -33.4576569 EXIT FROM BFGS code FG_LNSRCH 0. -0.0150673548 0. --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.201759622 *** contribution from regularisation: 0.00104726281 *** contribution from error: -0.20280689 *** contribution from DIAG: 0.000210897095 *********************************************** ENTER BFGS code FG_LNSRCH -201548.728 -0.0150673548 -168.660156 EXIT FROM BFGS code NEW_X -201548.728 -0.0150673548 -168.660156 ENTER BFGS code NEW_X -201548.728 -0.0150673548 -168.660156 EXIT FROM BFGS code FG_LNSRCH 0. -0.0147307003 0. --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.202495232 *** contribution from regularisation: 0.00104951626 *** contribution from error: -0.203544751 *** contribution from DIAG: 0.000189953978 *********************************************** ENTER BFGS code FG_LNSRCH -202305.278 -0.0147307003 68.5708389 EXIT FROM BFGS code NEW_X -202305.278 -0.0147307003 68.5708389 ENTER BFGS code NEW_X -202305.278 -0.0147307003 68.5708389 EXIT FROM BFGS code FG_LNSRCH 0. -0.0148219364 0. --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.20309113 *** contribution from regularisation: 0.00107862358 *** contribution from error: -0.20416975 *** contribution from DIAG: 0.00018872472 *********************************************** ENTER BFGS code FG_LNSRCH -202902.402 -0.0148219364 157.812683 EXIT FROM BFGS code NEW_X -202902.402 -0.0148219364 157.812683 ENTER BFGS code NEW_X -202902.402 -0.0148219364 157.812683 EXIT FROM BFGS code FG_LNSRCH 0. -0.0145003553 0. --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 6 --> 69.8311234 sigma out 26 active outputs RANK 2 NODE 3 --> 58.3179512 sigma out 26 active outputs RANK 3 NODE 4 --> 57.7556572 sigma out 26 active outputs RANK 4 NODE 7 --> 53.9936485 sigma out 26 active outputs RANK 5 NODE 5 --> 53.7688065 sigma out 26 active outputs RANK 6 NODE 11 --> 44.9973412 sigma out 26 active outputs RANK 7 NODE 9 --> 44.4552765 sigma out 26 active outputs RANK 8 NODE 10 --> 41.2639198 sigma out 26 active outputs RANK 9 NODE 13 --> 41.1272621 sigma out 26 active outputs RANK 10 NODE 8 --> 40.0822182 sigma out 26 active outputs RANK 11 NODE 12 --> 38.009903 sigma out 26 active outputs RANK 12 NODE 18 --> 37.6912804 sigma out 26 active outputs RANK 13 NODE 19 --> 35.7495232 sigma out 26 active outputs RANK 14 NODE 22 --> 32.8701057 sigma out 26 active outputs RANK 15 NODE 14 --> 30.9498291 sigma out 26 active outputs RANK 16 NODE 21 --> 30.8196011 sigma out 26 active outputs RANK 17 NODE 15 --> 30.3976307 sigma out 26 active outputs RANK 18 NODE 25 --> 27.5362225 sigma out 26 active outputs RANK 19 NODE 16 --> 23.9236908 sigma out 26 active outputs RANK 20 NODE 17 --> 20.0767784 sigma out 26 active outputs RANK 21 NODE 20 --> 18.6101646 sigma out 26 active outputs RANK 22 NODE 2 --> 17.1333675 sigma out 26 active outputs RANK 23 NODE 23 --> 14.1777954 sigma out 26 active outputs RANK 24 NODE 24 --> 11.7896814 sigma out 26 active outputs RANK 25 NODE 1 --> 9.05090523 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 75.0221405 sigma in 25act. ( 73.1678391 sig out 1act.) RANK 2 NODE 25 --> 52.4456177 sigma in 25act. ( 53.0149498 sig out 1act.) RANK 3 NODE 8 --> 52.3290901 sigma in 25act. ( 52.1520805 sig out 1act.) RANK 4 NODE 5 --> 50.4160385 sigma in 25act. ( 52.0604324 sig out 1act.) RANK 5 NODE 23 --> 45.492424 sigma in 25act. ( 44.8592796 sig out 1act.) RANK 6 NODE 3 --> 44.2244759 sigma in 25act. ( 42.5321312 sig out 1act.) RANK 7 NODE 12 --> 40.2168541 sigma in 25act. ( 39.3079224 sig out 1act.) RANK 8 NODE 16 --> 39.6599464 sigma in 25act. ( 38.9687729 sig out 1act.) RANK 9 NODE 6 --> 39.2831573 sigma in 25act. ( 39.8451843 sig out 1act.) RANK 10 NODE 17 --> 39.1741219 sigma in 25act. ( 37.3979149 sig out 1act.) RANK 11 NODE 21 --> 38.4954338 sigma in 25act. ( 38.5541229 sig out 1act.) RANK 12 NODE 24 --> 37.8554726 sigma in 25act. ( 37.5174179 sig out 1act.) RANK 13 NODE 9 --> 37.4201889 sigma in 25act. ( 37.1238136 sig out 1act.) RANK 14 NODE 13 --> 36.8695679 sigma in 25act. ( 37.1972847 sig out 1act.) RANK 15 NODE 11 --> 36.3421707 sigma in 25act. ( 35.605011 sig out 1act.) RANK 16 NODE 18 --> 35.9616852 sigma in 25act. ( 35.3251152 sig out 1act.) RANK 17 NODE 14 --> 33.4314461 sigma in 25act. ( 32.4499626 sig out 1act.) RANK 18 NODE 1 --> 33.1074829 sigma in 25act. ( 32.5800781 sig out 1act.) RANK 19 NODE 22 --> 30.7525997 sigma in 25act. ( 28.9551373 sig out 1act.) RANK 20 NODE 4 --> 22.5655403 sigma in 25act. ( 20.6499367 sig out 1act.) RANK 21 NODE 15 --> 21.5308762 sigma in 25act. ( 20.5647812 sig out 1act.) RANK 22 NODE 2 --> 18.1505241 sigma in 25act. ( 15.3363485 sig out 1act.) RANK 23 NODE 26 --> 14.6957693 sigma in 25act. ( 12.5438919 sig out 1act.) RANK 24 NODE 20 --> 13.0648451 sigma in 25act. ( 11.3930712 sig out 1act.) RANK 25 NODE 19 --> 10.7727041 sigma in 25act. ( 8.34231281 sig out 1act.) RANK 26 NODE 7 --> 8.18184662 sigma in 25act. ( 3.32545638 sig out 1act.) sorted by output significance RANK 1 NODE 10 --> 73.1678391 sigma out 1act.( 75.0221405 sig in 25act.) RANK 2 NODE 25 --> 53.0149498 sigma out 1act.( 52.4456177 sig in 25act.) RANK 3 NODE 8 --> 52.1520805 sigma out 1act.( 52.3290901 sig in 25act.) RANK 4 NODE 5 --> 52.0604324 sigma out 1act.( 50.4160385 sig in 25act.) RANK 5 NODE 23 --> 44.8592796 sigma out 1act.( 45.492424 sig in 25act.) RANK 6 NODE 3 --> 42.5321312 sigma out 1act.( 44.2244759 sig in 25act.) RANK 7 NODE 6 --> 39.8451843 sigma out 1act.( 39.2831573 sig in 25act.) RANK 8 NODE 12 --> 39.3079224 sigma out 1act.( 40.2168541 sig in 25act.) RANK 9 NODE 16 --> 38.9687729 sigma out 1act.( 39.6599464 sig in 25act.) RANK 10 NODE 21 --> 38.5541229 sigma out 1act.( 38.4954338 sig in 25act.) RANK 11 NODE 24 --> 37.5174179 sigma out 1act.( 37.8554726 sig in 25act.) RANK 12 NODE 17 --> 37.3979149 sigma out 1act.( 39.1741219 sig in 25act.) RANK 13 NODE 13 --> 37.1972847 sigma out 1act.( 36.8695679 sig in 25act.) RANK 14 NODE 9 --> 37.1238136 sigma out 1act.( 37.4201889 sig in 25act.) RANK 15 NODE 11 --> 35.605011 sigma out 1act.( 36.3421707 sig in 25act.) RANK 16 NODE 18 --> 35.3251152 sigma out 1act.( 35.9616852 sig in 25act.) RANK 17 NODE 1 --> 32.5800781 sigma out 1act.( 33.1074829 sig in 25act.) RANK 18 NODE 14 --> 32.4499626 sigma out 1act.( 33.4314461 sig in 25act.) RANK 19 NODE 22 --> 28.9551373 sigma out 1act.( 30.7525997 sig in 25act.) RANK 20 NODE 4 --> 20.6499367 sigma out 1act.( 22.5655403 sig in 25act.) RANK 21 NODE 15 --> 20.5647812 sigma out 1act.( 21.5308762 sig in 25act.) RANK 22 NODE 2 --> 15.3363485 sigma out 1act.( 18.1505241 sig in 25act.) RANK 23 NODE 26 --> 12.5438919 sigma out 1act.( 14.6957693 sig in 25act.) RANK 24 NODE 20 --> 11.3930712 sigma out 1act.( 13.0648451 sig in 25act.) RANK 25 NODE 19 --> 8.34231281 sigma out 1act.( 10.7727041 sig in 25act.) RANK 26 NODE 7 --> 3.32545638 sigma out 1act.( 8.18184662 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 189.847519 sigma in 26 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.203690231 *** contribution from regularisation: 0.0010661761 *** contribution from error: -0.204756409 *** contribution from DIAG: 0.000183112672 *********************************************** ENTER BFGS code FG_LNSRCH -203507.112 -0.0145003553 270.43634 EXIT FROM BFGS code NEW_X -203507.112 -0.0145003553 270.43634 ENTER BFGS code NEW_X -203507.112 -0.0145003553 270.43634 EXIT FROM BFGS code FG_LNSRCH 0. -0.0136895962 0. --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.204171255 *** contribution from regularisation: 0.00106403942 *** contribution from error: -0.205235288 *** contribution from DIAG: 0.000182965916 *********************************************** ENTER BFGS code FG_LNSRCH -203988.287 -0.0136895962 226.519028 EXIT FROM BFGS code NEW_X -203988.287 -0.0136895962 226.519028 ENTER BFGS code NEW_X -203988.287 -0.0136895962 226.519028 EXIT FROM BFGS code FG_LNSRCH 0. -0.0116379466 0. --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.204376265 *** contribution from regularisation: 0.0010872737 *** contribution from error: -0.205463544 *** contribution from DIAG: 0.000185587312 *********************************************** ENTER BFGS code FG_LNSRCH -204190.677 -0.0116379466 -123.736145 EXIT FROM BFGS code NEW_X -204190.677 -0.0116379466 -123.736145 ENTER BFGS code NEW_X -204190.677 -0.0116379466 -123.736145 EXIT FROM BFGS code FG_LNSRCH 0. -0.0111838207 0. --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.204942569 *** contribution from regularisation: 0.00106581813 *** contribution from error: -0.20600839 *** contribution from DIAG: 0.000188482751 *********************************************** ENTER BFGS code FG_LNSRCH -204754.092 -0.0111838207 -95.9486237 EXIT FROM BFGS code NEW_X -204754.092 -0.0111838207 -95.9486237 ENTER BFGS code NEW_X -204754.092 -0.0111838207 -95.9486237 EXIT FROM BFGS code FG_LNSRCH 0. -0.0104339309 0. --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.205303818 *** contribution from regularisation: 0.00107761065 *** contribution from error: -0.206381425 *** contribution from DIAG: 0.000192139312 *********************************************** ENTER BFGS code FG_LNSRCH -205111.673 -0.0104339309 -149.834259 EXIT FROM BFGS code NEW_X -205111.673 -0.0104339309 -149.834259 ENTER BFGS code NEW_X -205111.673 -0.0104339309 -149.834259 EXIT FROM BFGS code FG_LNSRCH 0. -0.00944474526 0. --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.205684826 *** contribution from regularisation: 0.00108728278 *** contribution from error: -0.206772104 *** contribution from DIAG: 0.000194083914 *********************************************** ENTER BFGS code FG_LNSRCH -205490.737 -0.00944474526 -226.907516 EXIT FROM BFGS code NEW_X -205490.737 -0.00944474526 -226.907516 ENTER BFGS code NEW_X -205490.737 -0.00944474526 -226.907516 EXIT FROM BFGS code FG_LNSRCH 0. -0.00833568815 0. --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.20644635 *** contribution from regularisation: 0.0011103641 *** contribution from error: -0.20755671 *** contribution from DIAG: 0.000194480919 *********************************************** ENTER BFGS code FG_LNSRCH -206251.874 -0.00833568815 -182.078568 EXIT FROM BFGS code NEW_X -206251.874 -0.00833568815 -182.078568 ENTER BFGS code NEW_X -206251.874 -0.00833568815 -182.078568 EXIT FROM BFGS code FG_LNSRCH 0. -0.00655523362 0. --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.20702678 *** contribution from regularisation: 0.00116962881 *** contribution from error: -0.208196402 *** contribution from DIAG: 0.000191684361 *********************************************** ENTER BFGS code FG_LNSRCH -206835.089 -0.00655523362 -292.773499 EXIT FROM BFGS code NEW_X -206835.089 -0.00655523362 -292.773499 ENTER BFGS code NEW_X -206835.089 -0.00655523362 -292.773499 EXIT FROM BFGS code FG_LNSRCH 0. -0.00713332184 0. --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.207844839 *** contribution from regularisation: 0.00114099041 *** contribution from error: -0.208985835 *** contribution from DIAG: 0.000192974345 *********************************************** ENTER BFGS code FG_LNSRCH -207651.862 -0.00713332184 35.8216896 EXIT FROM BFGS code NEW_X -207651.862 -0.00713332184 35.8216896 ENTER BFGS code NEW_X -207651.862 -0.00713332184 35.8216896 EXIT FROM BFGS code FG_LNSRCH 0. -0.00789858773 0. --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.20848079 *** contribution from regularisation: 0.00116035563 *** contribution from error: -0.209641144 *** contribution from DIAG: 0.000193460655 *********************************************** ENTER BFGS code FG_LNSRCH -208287.323 -0.00789858773 333.743561 EXIT FROM BFGS code NEW_X -208287.323 -0.00789858773 333.743561 ENTER BFGS code NEW_X -208287.323 -0.00789858773 333.743561 EXIT FROM BFGS code FG_LNSRCH 0. -0.00576734124 0. --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 124.790932 sigma out 26 active outputs RANK 2 NODE 6 --> 100.866722 sigma out 26 active outputs RANK 3 NODE 2 --> 90.7367554 sigma out 26 active outputs RANK 4 NODE 4 --> 89.9453964 sigma out 26 active outputs RANK 5 NODE 7 --> 81.6594009 sigma out 26 active outputs RANK 6 NODE 5 --> 76.143898 sigma out 26 active outputs RANK 7 NODE 9 --> 66.6807098 sigma out 26 active outputs RANK 8 NODE 11 --> 62.9028091 sigma out 26 active outputs RANK 9 NODE 8 --> 62.5961151 sigma out 26 active outputs RANK 10 NODE 25 --> 61.0139618 sigma out 26 active outputs RANK 11 NODE 10 --> 55.8927727 sigma out 26 active outputs RANK 12 NODE 12 --> 51.9762764 sigma out 26 active outputs RANK 13 NODE 13 --> 49.2148895 sigma out 26 active outputs RANK 14 NODE 15 --> 38.9924545 sigma out 26 active outputs RANK 15 NODE 14 --> 36.2014008 sigma out 26 active outputs RANK 16 NODE 18 --> 35.9124107 sigma out 26 active outputs RANK 17 NODE 22 --> 30.2966175 sigma out 26 active outputs RANK 18 NODE 16 --> 29.8607483 sigma out 26 active outputs RANK 19 NODE 19 --> 26.4241581 sigma out 26 active outputs RANK 20 NODE 21 --> 25.9400234 sigma out 26 active outputs RANK 21 NODE 17 --> 25.2251549 sigma out 26 active outputs RANK 22 NODE 1 --> 24.9139862 sigma out 26 active outputs RANK 23 NODE 20 --> 22.5931244 sigma out 26 active outputs RANK 24 NODE 23 --> 18.9904842 sigma out 26 active outputs RANK 25 NODE 24 --> 14.2924929 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 118.190659 sigma in 25act. ( 130.207535 sig out 1act.) RANK 2 NODE 6 --> 115.686913 sigma in 25act. ( 129.034988 sig out 1act.) RANK 3 NODE 10 --> 102.792374 sigma in 25act. ( 102.492554 sig out 1act.) RANK 4 NODE 8 --> 69.5289459 sigma in 25act. ( 73.0136185 sig out 1act.) RANK 5 NODE 5 --> 69.4803696 sigma in 25act. ( 69.8538208 sig out 1act.) RANK 6 NODE 17 --> 67.1006165 sigma in 25act. ( 62.0152397 sig out 1act.) RANK 7 NODE 11 --> 65.4392242 sigma in 25act. ( 71.2310715 sig out 1act.) RANK 8 NODE 23 --> 63.8493996 sigma in 25act. ( 62.2385941 sig out 1act.) RANK 9 NODE 12 --> 58.984314 sigma in 25act. ( 59.4476051 sig out 1act.) RANK 10 NODE 21 --> 53.6094856 sigma in 25act. ( 54.5924225 sig out 1act.) RANK 11 NODE 3 --> 53.1559792 sigma in 25act. ( 51.6232796 sig out 1act.) RANK 12 NODE 25 --> 50.9380798 sigma in 25act. ( 49.8511887 sig out 1act.) RANK 13 NODE 14 --> 48.3865395 sigma in 25act. ( 47.4739838 sig out 1act.) RANK 14 NODE 22 --> 43.5387802 sigma in 25act. ( 42.2781105 sig out 1act.) RANK 15 NODE 18 --> 43.3646965 sigma in 25act. ( 44.5432777 sig out 1act.) RANK 16 NODE 9 --> 43.3571281 sigma in 25act. ( 43.4320602 sig out 1act.) RANK 17 NODE 16 --> 43.2172279 sigma in 25act. ( 42.5364113 sig out 1act.) RANK 18 NODE 1 --> 41.4323807 sigma in 25act. ( 41.8821373 sig out 1act.) RANK 19 NODE 24 --> 40.914669 sigma in 25act. ( 40.5923386 sig out 1act.) RANK 20 NODE 15 --> 27.2377224 sigma in 25act. ( 27.0029888 sig out 1act.) RANK 21 NODE 4 --> 26.0899239 sigma in 25act. ( 24.6148968 sig out 1act.) RANK 22 NODE 20 --> 23.4011765 sigma in 25act. ( 22.901989 sig out 1act.) RANK 23 NODE 2 --> 20.2147751 sigma in 25act. ( 17.6587276 sig out 1act.) RANK 24 NODE 19 --> 19.7864532 sigma in 25act. ( 18.4847622 sig out 1act.) RANK 25 NODE 26 --> 10.6389227 sigma in 25act. ( 6.47000217 sig out 1act.) RANK 26 NODE 7 --> 10.352438 sigma in 25act. ( 7.23061132 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 130.207535 sigma out 1act.( 118.190659 sig in 25act.) RANK 2 NODE 6 --> 129.034988 sigma out 1act.( 115.686913 sig in 25act.) RANK 3 NODE 10 --> 102.492554 sigma out 1act.( 102.792374 sig in 25act.) RANK 4 NODE 8 --> 73.0136185 sigma out 1act.( 69.5289459 sig in 25act.) RANK 5 NODE 11 --> 71.2310715 sigma out 1act.( 65.4392242 sig in 25act.) RANK 6 NODE 5 --> 69.8538208 sigma out 1act.( 69.4803696 sig in 25act.) RANK 7 NODE 23 --> 62.2385941 sigma out 1act.( 63.8493996 sig in 25act.) RANK 8 NODE 17 --> 62.0152397 sigma out 1act.( 67.1006165 sig in 25act.) RANK 9 NODE 12 --> 59.4476051 sigma out 1act.( 58.984314 sig in 25act.) RANK 10 NODE 21 --> 54.5924225 sigma out 1act.( 53.6094856 sig in 25act.) RANK 11 NODE 3 --> 51.6232796 sigma out 1act.( 53.1559792 sig in 25act.) RANK 12 NODE 25 --> 49.8511887 sigma out 1act.( 50.9380798 sig in 25act.) RANK 13 NODE 14 --> 47.4739838 sigma out 1act.( 48.3865395 sig in 25act.) RANK 14 NODE 18 --> 44.5432777 sigma out 1act.( 43.3646965 sig in 25act.) RANK 15 NODE 9 --> 43.4320602 sigma out 1act.( 43.3571281 sig in 25act.) RANK 16 NODE 16 --> 42.5364113 sigma out 1act.( 43.2172279 sig in 25act.) RANK 17 NODE 22 --> 42.2781105 sigma out 1act.( 43.5387802 sig in 25act.) RANK 18 NODE 1 --> 41.8821373 sigma out 1act.( 41.4323807 sig in 25act.) RANK 19 NODE 24 --> 40.5923386 sigma out 1act.( 40.914669 sig in 25act.) RANK 20 NODE 15 --> 27.0029888 sigma out 1act.( 27.2377224 sig in 25act.) RANK 21 NODE 4 --> 24.6148968 sigma out 1act.( 26.0899239 sig in 25act.) RANK 22 NODE 20 --> 22.901989 sigma out 1act.( 23.4011765 sig in 25act.) RANK 23 NODE 19 --> 18.4847622 sigma out 1act.( 19.7864532 sig in 25act.) RANK 24 NODE 2 --> 17.6587276 sigma out 1act.( 20.2147751 sig in 25act.) RANK 25 NODE 7 --> 7.23061132 sigma out 1act.( 10.352438 sig in 25act.) RANK 26 NODE 26 --> 6.47000217 sigma out 1act.( 10.6389227 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 307.420288 sigma in 26 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.208888069 *** contribution from regularisation: 0.00124119688 *** contribution from error: -0.210129261 *** contribution from DIAG: 0.000188711754 *********************************************** ENTER BFGS code FG_LNSRCH -208699.354 -0.00576734124 439.021179 EXIT FROM BFGS code NEW_X -208699.354 -0.00576734124 439.021179 ENTER BFGS code NEW_X -208699.354 -0.00576734124 439.021179 EXIT FROM BFGS code FG_LNSRCH 0. -0.00539534679 0. --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.209514782 *** contribution from regularisation: 0.00116837211 *** contribution from error: -0.210683152 *** contribution from DIAG: 0.000189370738 *********************************************** ENTER BFGS code FG_LNSRCH -209325.415 -0.00539534679 196.872925 EXIT FROM BFGS code NEW_X -209325.415 -0.00539534679 196.872925 ENTER BFGS code NEW_X -209325.415 -0.00539534679 196.872925 EXIT FROM BFGS code FG_LNSRCH 0. -0.00485561555 0. --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.209678769 *** contribution from regularisation: 0.00117266539 *** contribution from error: -0.210851431 *** contribution from DIAG: 0.000189140046 *********************************************** ENTER BFGS code FG_LNSRCH -209489.634 -0.00485561555 4.75405598 EXIT FROM BFGS code NEW_X -209489.634 -0.00485561555 4.75405598 ENTER BFGS code NEW_X -209489.634 -0.00485561555 4.75405598 EXIT FROM BFGS code FG_LNSRCH 0. -0.0039307056 0. --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.210042983 *** contribution from regularisation: 0.00118581112 *** contribution from error: -0.211228788 *** contribution from DIAG: 0.000189206985 *********************************************** ENTER BFGS code FG_LNSRCH -209853.77 -0.0039307056 -378.907593 EXIT FROM BFGS code NEW_X -209853.77 -0.0039307056 -378.907593 ENTER BFGS code NEW_X -209853.77 -0.0039307056 -378.907593 EXIT FROM BFGS code FG_LNSRCH 0. -0.00405828794 0. --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.210742697 *** contribution from regularisation: 0.0012182456 *** contribution from error: -0.211960942 *** contribution from DIAG: 0.000190025603 *********************************************** ENTER BFGS code FG_LNSRCH -210552.665 -0.00405828794 -459.083069 EXIT FROM BFGS code NEW_X -210552.665 -0.00405828794 -459.083069 ENTER BFGS code NEW_X -210552.665 -0.00405828794 -459.083069 EXIT FROM BFGS code FG_LNSRCH 0. -0.00492501073 0. --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.211131275 *** contribution from regularisation: 0.00135425257 *** contribution from error: -0.212485522 *** contribution from DIAG: 0.000189702754 *********************************************** ENTER BFGS code FG_LNSRCH -210941.568 -0.00492501073 -827.588135 EXIT FROM BFGS code NEW_X -210941.568 -0.00492501073 -827.588135 ENTER BFGS code NEW_X -210941.568 -0.00492501073 -827.588135 EXIT FROM BFGS code FG_LNSRCH 0. -0.006259833 0. --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.212600306 *** contribution from regularisation: 0.00120082125 *** contribution from error: -0.213801131 *** contribution from DIAG: 0.000187303682 *********************************************** ENTER BFGS code FG_LNSRCH -212413.001 -0.006259833 -549.831726 EXIT FROM BFGS code NEW_X -212413.001 -0.006259833 -549.831726 ENTER BFGS code NEW_X -212413.001 -0.006259833 -549.831726 EXIT FROM BFGS code FG_LNSRCH 0. -0.00766086392 0. --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.213392526 *** contribution from regularisation: 0.00120643119 *** contribution from error: -0.214598954 *** contribution from DIAG: 0.000185847472 *********************************************** ENTER BFGS code FG_LNSRCH -213206.681 -0.00766086392 -231.3936 EXIT FROM BFGS code NEW_X -213206.681 -0.00766086392 -231.3936 ENTER BFGS code NEW_X -213206.681 -0.00766086392 -231.3936 EXIT FROM BFGS code FG_LNSRCH 0. -0.0113072079 0. --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.21486479 *** contribution from regularisation: 0.00133352319 *** contribution from error: -0.21619831 *** contribution from DIAG: 0.000183140073 *********************************************** ENTER BFGS code FG_LNSRCH -214681.645 -0.0113072079 125.599106 EXIT FROM BFGS code NEW_X -214681.645 -0.0113072079 125.599106 ENTER BFGS code NEW_X -214681.645 -0.0113072079 125.599106 EXIT FROM BFGS code FG_LNSRCH 0. -0.0140940174 0. --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.216570944 *** contribution from regularisation: 0.00131356064 *** contribution from error: -0.217884511 *** contribution from DIAG: 0.000182729156 *********************************************** ENTER BFGS code FG_LNSRCH -216388.213 -0.0140940174 152.243088 EXIT FROM BFGS code NEW_X -216388.213 -0.0140940174 152.243088 ENTER BFGS code NEW_X -216388.213 -0.0140940174 152.243088 EXIT FROM BFGS code FG_LNSRCH 0. -0.0168091357 0. --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 335.1409 sigma out 26 active outputs RANK 2 NODE 3 --> 268.603363 sigma out 26 active outputs RANK 3 NODE 4 --> 239.255157 sigma out 26 active outputs RANK 4 NODE 6 --> 137.564377 sigma out 26 active outputs RANK 5 NODE 5 --> 120.368095 sigma out 26 active outputs RANK 6 NODE 7 --> 108.045761 sigma out 26 active outputs RANK 7 NODE 8 --> 98.5745621 sigma out 26 active outputs RANK 8 NODE 11 --> 81.9911957 sigma out 26 active outputs RANK 9 NODE 1 --> 78.0847931 sigma out 26 active outputs RANK 10 NODE 9 --> 73.3363419 sigma out 26 active outputs RANK 11 NODE 10 --> 69.1046829 sigma out 26 active outputs RANK 12 NODE 12 --> 66.7915039 sigma out 26 active outputs RANK 13 NODE 25 --> 66.2809982 sigma out 26 active outputs RANK 14 NODE 13 --> 57.5373001 sigma out 26 active outputs RANK 15 NODE 19 --> 41.5809441 sigma out 26 active outputs RANK 16 NODE 15 --> 41.2023201 sigma out 26 active outputs RANK 17 NODE 18 --> 37.5238266 sigma out 26 active outputs RANK 18 NODE 14 --> 36.648098 sigma out 26 active outputs RANK 19 NODE 16 --> 34.575573 sigma out 26 active outputs RANK 20 NODE 22 --> 33.7940292 sigma out 26 active outputs RANK 21 NODE 21 --> 33.3297272 sigma out 26 active outputs RANK 22 NODE 17 --> 33.0468979 sigma out 26 active outputs RANK 23 NODE 20 --> 22.2621613 sigma out 26 active outputs RANK 24 NODE 23 --> 17.3811741 sigma out 26 active outputs RANK 25 NODE 24 --> 13.6155214 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 6 --> 332.600311 sigma in 25act. ( 387.098724 sig out 1act.) RANK 2 NODE 13 --> 328.922211 sigma in 25act. ( 343.154388 sig out 1act.) RANK 3 NODE 10 --> 150.654449 sigma in 25act. ( 157.137192 sig out 1act.) RANK 4 NODE 8 --> 131.56395 sigma in 25act. ( 142.724701 sig out 1act.) RANK 5 NODE 11 --> 122.718849 sigma in 25act. ( 151.578156 sig out 1act.) RANK 6 NODE 17 --> 102.845711 sigma in 25act. ( 94.9059753 sig out 1act.) RANK 7 NODE 5 --> 97.3880844 sigma in 25act. ( 103.741753 sig out 1act.) RANK 8 NODE 23 --> 80.6782913 sigma in 25act. ( 80.728096 sig out 1act.) RANK 9 NODE 12 --> 78.9450684 sigma in 25act. ( 81.6184616 sig out 1act.) RANK 10 NODE 18 --> 71.750946 sigma in 25act. ( 76.8683472 sig out 1act.) RANK 11 NODE 14 --> 71.0967178 sigma in 25act. ( 71.3704987 sig out 1act.) RANK 12 NODE 21 --> 62.064064 sigma in 25act. ( 63.2398071 sig out 1act.) RANK 13 NODE 25 --> 58.8797035 sigma in 25act. ( 58.2000427 sig out 1act.) RANK 14 NODE 3 --> 57.0433922 sigma in 25act. ( 56.085907 sig out 1act.) RANK 15 NODE 9 --> 56.8556175 sigma in 25act. ( 58.2417259 sig out 1act.) RANK 16 NODE 22 --> 52.5884056 sigma in 25act. ( 50.5926514 sig out 1act.) RANK 17 NODE 24 --> 50.7213669 sigma in 25act. ( 50.8420105 sig out 1act.) RANK 18 NODE 1 --> 48.1781311 sigma in 25act. ( 49.3163261 sig out 1act.) RANK 19 NODE 16 --> 43.8516808 sigma in 25act. ( 43.3661232 sig out 1act.) RANK 20 NODE 4 --> 29.2590237 sigma in 25act. ( 28.7295208 sig out 1act.) RANK 21 NODE 15 --> 24.2801247 sigma in 25act. ( 24.0912209 sig out 1act.) RANK 22 NODE 19 --> 23.8254318 sigma in 25act. ( 23.2474079 sig out 1act.) RANK 23 NODE 20 --> 23.46661 sigma in 25act. ( 23.4129086 sig out 1act.) RANK 24 NODE 2 --> 19.0864353 sigma in 25act. ( 16.565836 sig out 1act.) RANK 25 NODE 26 --> 9.26092148 sigma in 25act. ( 5.67747355 sig out 1act.) RANK 26 NODE 7 --> 8.18663883 sigma in 25act. ( 5.51646709 sig out 1act.) sorted by output significance RANK 1 NODE 6 --> 387.098724 sigma out 1act.( 332.600311 sig in 25act.) RANK 2 NODE 13 --> 343.154388 sigma out 1act.( 328.922211 sig in 25act.) RANK 3 NODE 10 --> 157.137192 sigma out 1act.( 150.654449 sig in 25act.) RANK 4 NODE 11 --> 151.578156 sigma out 1act.( 122.718849 sig in 25act.) RANK 5 NODE 8 --> 142.724701 sigma out 1act.( 131.56395 sig in 25act.) RANK 6 NODE 5 --> 103.741753 sigma out 1act.( 97.3880844 sig in 25act.) RANK 7 NODE 17 --> 94.9059753 sigma out 1act.( 102.845711 sig in 25act.) RANK 8 NODE 12 --> 81.6184616 sigma out 1act.( 78.9450684 sig in 25act.) RANK 9 NODE 23 --> 80.728096 sigma out 1act.( 80.6782913 sig in 25act.) RANK 10 NODE 18 --> 76.8683472 sigma out 1act.( 71.750946 sig in 25act.) RANK 11 NODE 14 --> 71.3704987 sigma out 1act.( 71.0967178 sig in 25act.) RANK 12 NODE 21 --> 63.2398071 sigma out 1act.( 62.064064 sig in 25act.) RANK 13 NODE 9 --> 58.2417259 sigma out 1act.( 56.8556175 sig in 25act.) RANK 14 NODE 25 --> 58.2000427 sigma out 1act.( 58.8797035 sig in 25act.) RANK 15 NODE 3 --> 56.085907 sigma out 1act.( 57.0433922 sig in 25act.) RANK 16 NODE 24 --> 50.8420105 sigma out 1act.( 50.7213669 sig in 25act.) RANK 17 NODE 22 --> 50.5926514 sigma out 1act.( 52.5884056 sig in 25act.) RANK 18 NODE 1 --> 49.3163261 sigma out 1act.( 48.1781311 sig in 25act.) RANK 19 NODE 16 --> 43.3661232 sigma out 1act.( 43.8516808 sig in 25act.) RANK 20 NODE 4 --> 28.7295208 sigma out 1act.( 29.2590237 sig in 25act.) RANK 21 NODE 15 --> 24.0912209 sigma out 1act.( 24.2801247 sig in 25act.) RANK 22 NODE 20 --> 23.4129086 sigma out 1act.( 23.46661 sig in 25act.) RANK 23 NODE 19 --> 23.2474079 sigma out 1act.( 23.8254318 sig in 25act.) RANK 24 NODE 2 --> 16.565836 sigma out 1act.( 19.0864353 sig in 25act.) RANK 25 NODE 26 --> 5.67747355 sigma out 1act.( 9.26092148 sig in 25act.) RANK 26 NODE 7 --> 5.51646709 sigma out 1act.( 8.18663883 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 637.026123 sigma in 26 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.216633722 *** contribution from regularisation: 0.00126255851 *** contribution from error: -0.217896283 *** contribution from DIAG: 0.000182470176 *********************************************** ENTER BFGS code FG_LNSRCH -216451.251 -0.0168091357 328.234375 EXIT FROM BFGS code FG_LNSRCH 0. -0.0154650379 0. --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.217287794 *** contribution from regularisation: 0.00115600938 *** contribution from error: -0.218443796 *** contribution from DIAG: 0.000181769719 *********************************************** ENTER BFGS code FG_LNSRCH -217106.026 -0.0154650379 228.278488 EXIT FROM BFGS code NEW_X -217106.026 -0.0154650379 228.278488 ENTER BFGS code NEW_X -217106.026 -0.0154650379 228.278488 EXIT FROM BFGS code FG_LNSRCH 0. -0.0151981106 0. --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.217593059 *** contribution from regularisation: 0.00118891918 *** contribution from error: -0.218781978 *** contribution from DIAG: 0.000181269745 *********************************************** ENTER BFGS code FG_LNSRCH -217411.791 -0.0151981106 -27.7923622 EXIT FROM BFGS code NEW_X -217411.791 -0.0151981106 -27.7923622 ENTER BFGS code NEW_X -217411.791 -0.0151981106 -27.7923622 EXIT FROM BFGS code FG_LNSRCH 0. -0.0154512925 0. --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.218293905 *** contribution from regularisation: 0.00119221676 *** contribution from error: -0.219486117 *** contribution from DIAG: 0.000177124966 *********************************************** ENTER BFGS code FG_LNSRCH -218116.777 -0.0154512925 -158.101288 EXIT FROM BFGS code NEW_X -218116.777 -0.0154512925 -158.101288 ENTER BFGS code NEW_X -218116.777 -0.0154512925 -158.101288 EXIT FROM BFGS code FG_LNSRCH 0. -0.019731231 0. --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.218350008 *** contribution from regularisation: 0.00128963683 *** contribution from error: -0.219639644 *** contribution from DIAG: 0.000178898321 *********************************************** ENTER BFGS code FG_LNSRCH -218171.11 -0.019731231 -975.705078 EXIT FROM BFGS code NEW_X -218171.11 -0.019731231 -975.705078 ENTER BFGS code NEW_X -218171.11 -0.019731231 -975.705078 EXIT FROM BFGS code FG_LNSRCH 0. -0.0197111573 0. --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.219979092 *** contribution from regularisation: 0.00116675277 *** contribution from error: -0.221145838 *** contribution from DIAG: 0.000171244203 *********************************************** ENTER BFGS code FG_LNSRCH -219807.849 -0.0197111573 -457.140625 EXIT FROM BFGS code NEW_X -219807.849 -0.0197111573 -457.140625 ENTER BFGS code NEW_X -219807.849 -0.0197111573 -457.140625 EXIT FROM BFGS code FG_LNSRCH 0. -0.0205651969 0. --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.22046642 *** contribution from regularisation: 0.00118897925 *** contribution from error: -0.221655399 *** contribution from DIAG: 0.000169494611 *********************************************** ENTER BFGS code FG_LNSRCH -220296.924 -0.0205651969 -160.230438 EXIT FROM BFGS code NEW_X -220296.924 -0.0205651969 -160.230438 ENTER BFGS code NEW_X -220296.924 -0.0205651969 -160.230438 EXIT FROM BFGS code FG_LNSRCH 0. -0.0229910053 0. --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.221022323 *** contribution from regularisation: 0.00121905701 *** contribution from error: -0.222241387 *** contribution from DIAG: 0.000168674218 *********************************************** ENTER BFGS code FG_LNSRCH -220853.648 -0.0229910053 43.6007156 EXIT FROM BFGS code NEW_X -220853.648 -0.0229910053 43.6007156 ENTER BFGS code NEW_X -220853.648 -0.0229910053 43.6007156 EXIT FROM BFGS code FG_LNSRCH 0. -0.0262021385 0. --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.221693575 *** contribution from regularisation: 0.00123231485 *** contribution from error: -0.222925887 *** contribution from DIAG: 0.000165963982 *********************************************** ENTER BFGS code FG_LNSRCH -221527.618 -0.0262021385 -11.163826 EXIT FROM BFGS code NEW_X -221527.618 -0.0262021385 -11.163826 ENTER BFGS code NEW_X -221527.618 -0.0262021385 -11.163826 EXIT FROM BFGS code FG_LNSRCH 0. -0.0312558599 0. --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.222188771 *** contribution from regularisation: 0.0012685142 *** contribution from error: -0.223457292 *** contribution from DIAG: 0.000165237652 *********************************************** ENTER BFGS code FG_LNSRCH -222023.53 -0.0312558599 -297.65863 EXIT FROM BFGS code NEW_X -222023.53 -0.0312558599 -297.65863 ENTER BFGS code NEW_X -222023.53 -0.0312558599 -297.65863 EXIT FROM BFGS code FG_LNSRCH 0. -0.0331772938 0. --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 443.581177 sigma out 26 active outputs RANK 2 NODE 4 --> 356.618683 sigma out 26 active outputs RANK 3 NODE 3 --> 329.703949 sigma out 26 active outputs RANK 4 NODE 5 --> 201.117554 sigma out 26 active outputs RANK 5 NODE 1 --> 159.302582 sigma out 26 active outputs RANK 6 NODE 6 --> 150.238037 sigma out 26 active outputs RANK 7 NODE 8 --> 112.22953 sigma out 26 active outputs RANK 8 NODE 7 --> 111.502182 sigma out 26 active outputs RANK 9 NODE 12 --> 99.4941711 sigma out 26 active outputs RANK 10 NODE 11 --> 96.7649841 sigma out 26 active outputs RANK 11 NODE 10 --> 81.5272369 sigma out 26 active outputs RANK 12 NODE 9 --> 70.667778 sigma out 26 active outputs RANK 13 NODE 13 --> 70.5849075 sigma out 26 active outputs RANK 14 NODE 25 --> 59.8049316 sigma out 26 active outputs RANK 15 NODE 16 --> 44.8301926 sigma out 26 active outputs RANK 16 NODE 17 --> 42.9922791 sigma out 26 active outputs RANK 17 NODE 15 --> 39.6723328 sigma out 26 active outputs RANK 18 NODE 14 --> 38.4667892 sigma out 26 active outputs RANK 19 NODE 18 --> 36.7268944 sigma out 26 active outputs RANK 20 NODE 22 --> 33.3218079 sigma out 26 active outputs RANK 21 NODE 19 --> 29.0025864 sigma out 26 active outputs RANK 22 NODE 20 --> 25.7632141 sigma out 26 active outputs RANK 23 NODE 21 --> 22.9338284 sigma out 26 active outputs RANK 24 NODE 23 --> 16.4170876 sigma out 26 active outputs RANK 25 NODE 24 --> 11.6165686 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 490.547546 sigma in 25act. ( 454.977051 sig out 1act.) RANK 2 NODE 6 --> 424.266846 sigma in 25act. ( 467.137054 sig out 1act.) RANK 3 NODE 8 --> 186.233856 sigma in 25act. ( 202.768204 sig out 1act.) RANK 4 NODE 11 --> 173.31308 sigma in 25act. ( 210.263428 sig out 1act.) RANK 5 NODE 10 --> 164.709457 sigma in 25act. ( 170.845245 sig out 1act.) RANK 6 NODE 17 --> 134.928329 sigma in 25act. ( 121.544807 sig out 1act.) RANK 7 NODE 5 --> 113.987442 sigma in 25act. ( 127.875015 sig out 1act.) RANK 8 NODE 12 --> 84.281662 sigma in 25act. ( 88.6068344 sig out 1act.) RANK 9 NODE 18 --> 83.6027603 sigma in 25act. ( 89.5635757 sig out 1act.) RANK 10 NODE 14 --> 83.5517502 sigma in 25act. ( 84.1405334 sig out 1act.) RANK 11 NODE 23 --> 78.4533386 sigma in 25act. ( 80.7808456 sig out 1act.) RANK 12 NODE 21 --> 61.6677437 sigma in 25act. ( 62.7582092 sig out 1act.) RANK 13 NODE 25 --> 60.8818321 sigma in 25act. ( 58.9276733 sig out 1act.) RANK 14 NODE 22 --> 60.8712845 sigma in 25act. ( 61.0555916 sig out 1act.) RANK 15 NODE 9 --> 59.7243614 sigma in 25act. ( 62.5511322 sig out 1act.) RANK 16 NODE 24 --> 54.8371658 sigma in 25act. ( 56.5756302 sig out 1act.) RANK 17 NODE 3 --> 48.5533829 sigma in 25act. ( 48.5850868 sig out 1act.) RANK 18 NODE 1 --> 47.6715622 sigma in 25act. ( 49.4561806 sig out 1act.) RANK 19 NODE 16 --> 40.1836014 sigma in 25act. ( 40.0371895 sig out 1act.) RANK 20 NODE 4 --> 24.1621132 sigma in 25act. ( 24.3375912 sig out 1act.) RANK 21 NODE 19 --> 23.9458485 sigma in 25act. ( 23.8064575 sig out 1act.) RANK 22 NODE 15 --> 23.1310673 sigma in 25act. ( 22.8867054 sig out 1act.) RANK 23 NODE 20 --> 20.0075588 sigma in 25act. ( 20.0142498 sig out 1act.) RANK 24 NODE 2 --> 14.0939827 sigma in 25act. ( 12.2703161 sig out 1act.) RANK 25 NODE 26 --> 7.20544672 sigma in 25act. ( 2.93366718 sig out 1act.) RANK 26 NODE 7 --> 6.79945469 sigma in 25act. ( 4.0142417 sig out 1act.) sorted by output significance RANK 1 NODE 6 --> 467.137054 sigma out 1act.( 424.266846 sig in 25act.) RANK 2 NODE 13 --> 454.977051 sigma out 1act.( 490.547546 sig in 25act.) RANK 3 NODE 11 --> 210.263428 sigma out 1act.( 173.31308 sig in 25act.) RANK 4 NODE 8 --> 202.768204 sigma out 1act.( 186.233856 sig in 25act.) RANK 5 NODE 10 --> 170.845245 sigma out 1act.( 164.709457 sig in 25act.) RANK 6 NODE 5 --> 127.875015 sigma out 1act.( 113.987442 sig in 25act.) RANK 7 NODE 17 --> 121.544807 sigma out 1act.( 134.928329 sig in 25act.) RANK 8 NODE 18 --> 89.5635757 sigma out 1act.( 83.6027603 sig in 25act.) RANK 9 NODE 12 --> 88.6068344 sigma out 1act.( 84.281662 sig in 25act.) RANK 10 NODE 14 --> 84.1405334 sigma out 1act.( 83.5517502 sig in 25act.) RANK 11 NODE 23 --> 80.7808456 sigma out 1act.( 78.4533386 sig in 25act.) RANK 12 NODE 21 --> 62.7582092 sigma out 1act.( 61.6677437 sig in 25act.) RANK 13 NODE 9 --> 62.5511322 sigma out 1act.( 59.7243614 sig in 25act.) RANK 14 NODE 22 --> 61.0555916 sigma out 1act.( 60.8712845 sig in 25act.) RANK 15 NODE 25 --> 58.9276733 sigma out 1act.( 60.8818321 sig in 25act.) RANK 16 NODE 24 --> 56.5756302 sigma out 1act.( 54.8371658 sig in 25act.) RANK 17 NODE 1 --> 49.4561806 sigma out 1act.( 47.6715622 sig in 25act.) RANK 18 NODE 3 --> 48.5850868 sigma out 1act.( 48.5533829 sig in 25act.) RANK 19 NODE 16 --> 40.0371895 sigma out 1act.( 40.1836014 sig in 25act.) RANK 20 NODE 4 --> 24.3375912 sigma out 1act.( 24.1621132 sig in 25act.) RANK 21 NODE 19 --> 23.8064575 sigma out 1act.( 23.9458485 sig in 25act.) RANK 22 NODE 15 --> 22.8867054 sigma out 1act.( 23.1310673 sig in 25act.) RANK 23 NODE 20 --> 20.0142498 sigma out 1act.( 20.0075588 sig in 25act.) RANK 24 NODE 2 --> 12.2703161 sigma out 1act.( 14.0939827 sig in 25act.) RANK 25 NODE 7 --> 4.0142417 sigma out 1act.( 6.79945469 sig in 25act.) RANK 26 NODE 26 --> 2.93366718 sigma out 1act.( 7.20544672 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 791.996521 sigma in 26 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.222821563 *** contribution from regularisation: 0.00119305693 *** contribution from error: -0.224014625 *** contribution from DIAG: 0.000165937963 *********************************************** ENTER BFGS code FG_LNSRCH -222655.627 -0.0331772938 -655.393311 EXIT FROM BFGS code NEW_X -222655.627 -0.0331772938 -655.393311 ENTER BFGS code NEW_X -222655.627 -0.0331772938 -655.393311 EXIT FROM BFGS code FG_LNSRCH 0. -0.034696009 0. --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.223195881 *** contribution from regularisation: 0.00118468318 *** contribution from error: -0.224380568 *** contribution from DIAG: 0.000166746773 *********************************************** ENTER BFGS code FG_LNSRCH -223029.135 -0.034696009 -804.459167 EXIT FROM BFGS code NEW_X -223029.135 -0.034696009 -804.459167 ENTER BFGS code NEW_X -223029.135 -0.034696009 -804.459167 EXIT FROM BFGS code FG_LNSRCH 0. -0.0416134559 0. --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.224325404 *** contribution from regularisation: 0.00125571957 *** contribution from error: -0.225581124 *** contribution from DIAG: 0.00016925059 *********************************************** ENTER BFGS code FG_LNSRCH -224156.154 -0.0416134559 -1036.71423 EXIT FROM BFGS code NEW_X -224156.154 -0.0416134559 -1036.71423 ENTER BFGS code NEW_X -224156.154 -0.0416134559 -1036.71423 EXIT FROM BFGS code FG_LNSRCH 0. -0.0549998246 0. --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.225836292 *** contribution from regularisation: 0.00132374989 *** contribution from error: -0.227160037 *** contribution from DIAG: 0.000174685498 *********************************************** ENTER BFGS code FG_LNSRCH -225661.612 -0.0549998246 -791.300476 EXIT FROM BFGS code NEW_X -225661.612 -0.0549998246 -791.300476 ENTER BFGS code NEW_X -225661.612 -0.0549998246 -791.300476 EXIT FROM BFGS code FG_LNSRCH 0. -0.0803090259 0. --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.219601244 *** contribution from regularisation: 0.00148650142 *** contribution from error: -0.221087739 *** contribution from DIAG: 0.000185562574 *********************************************** ENTER BFGS code FG_LNSRCH -219415.676 -0.0803090259 438.189728 EXIT FROM BFGS code FG_LNSRCH 0. -0.0643289015 0. --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.226541057 *** contribution from regularisation: 0.0010243021 *** contribution from error: -0.227565363 *** contribution from DIAG: 0.000176788439 *********************************************** ENTER BFGS code FG_LNSRCH -226364.267 -0.0643289015 -385.513306 EXIT FROM BFGS code NEW_X -226364.267 -0.0643289015 -385.513306 ENTER BFGS code NEW_X -226364.267 -0.0643289015 -385.513306 EXIT FROM BFGS code FG_LNSRCH 0. -0.0652075335 0. --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.227181733 *** contribution from regularisation: 0.00119703438 *** contribution from error: -0.228378773 *** contribution from DIAG: 0.000177243215 *********************************************** ENTER BFGS code FG_LNSRCH -227004.494 -0.0652075335 -117.84816 EXIT FROM BFGS code NEW_X -227004.494 -0.0652075335 -117.84816 ENTER BFGS code NEW_X -227004.494 -0.0652075335 -117.84816 EXIT FROM BFGS code FG_LNSRCH 0. -0.0671335012 0. --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.227639079 *** contribution from regularisation: 0.00119698991 *** contribution from error: -0.228836074 *** contribution from DIAG: 0.000178666785 *********************************************** ENTER BFGS code FG_LNSRCH -227460.41 -0.0671335012 92.3981857 EXIT FROM BFGS code NEW_X -227460.41 -0.0671335012 92.3981857 ENTER BFGS code NEW_X -227460.41 -0.0671335012 92.3981857 EXIT FROM BFGS code FG_LNSRCH 0. -0.0725316927 0. --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.228243306 *** contribution from regularisation: 0.00123613037 *** contribution from error: -0.229479432 *** contribution from DIAG: 0.00018189504 *********************************************** ENTER BFGS code FG_LNSRCH -228061.411 -0.0725316927 238.769028 EXIT FROM BFGS code NEW_X -228061.411 -0.0725316927 238.769028 ENTER BFGS code NEW_X -228061.411 -0.0725316927 238.769028 EXIT FROM BFGS code FG_LNSRCH 0. -0.0782460347 0. --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.228994414 *** contribution from regularisation: 0.00124428747 *** contribution from error: -0.230238706 *** contribution from DIAG: 0.000180001749 *********************************************** ENTER BFGS code FG_LNSRCH -228814.416 -0.0782460347 129.362366 EXIT FROM BFGS code NEW_X -228814.416 -0.0782460347 129.362366 ENTER BFGS code NEW_X -228814.416 -0.0782460347 129.362366 EXIT FROM BFGS code FG_LNSRCH 0. -0.0931670964 0. --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 531.448792 sigma out 26 active outputs RANK 2 NODE 4 --> 402.970978 sigma out 26 active outputs RANK 3 NODE 1 --> 394.791992 sigma out 26 active outputs RANK 4 NODE 3 --> 339.329803 sigma out 26 active outputs RANK 5 NODE 5 --> 316.767731 sigma out 26 active outputs RANK 6 NODE 12 --> 222.105469 sigma out 26 active outputs RANK 7 NODE 8 --> 203.940292 sigma out 26 active outputs RANK 8 NODE 6 --> 192.535339 sigma out 26 active outputs RANK 9 NODE 11 --> 177.852203 sigma out 26 active outputs RANK 10 NODE 7 --> 168.540039 sigma out 26 active outputs RANK 11 NODE 10 --> 145.044281 sigma out 26 active outputs RANK 12 NODE 9 --> 127.193695 sigma out 26 active outputs RANK 13 NODE 14 --> 92.0708542 sigma out 26 active outputs RANK 14 NODE 13 --> 87.1133804 sigma out 26 active outputs RANK 15 NODE 16 --> 76.567688 sigma out 26 active outputs RANK 16 NODE 17 --> 74.087265 sigma out 26 active outputs RANK 17 NODE 25 --> 70.1448593 sigma out 26 active outputs RANK 18 NODE 15 --> 62.9476318 sigma out 26 active outputs RANK 19 NODE 19 --> 58.8036079 sigma out 26 active outputs RANK 20 NODE 18 --> 55.5675735 sigma out 26 active outputs RANK 21 NODE 22 --> 52.152813 sigma out 26 active outputs RANK 22 NODE 20 --> 47.2139626 sigma out 26 active outputs RANK 23 NODE 21 --> 35.2109489 sigma out 26 active outputs RANK 24 NODE 23 --> 23.5235348 sigma out 26 active outputs RANK 25 NODE 24 --> 10.9620523 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 712.206055 sigma in 25act. ( 649.903809 sig out 1act.) RANK 2 NODE 6 --> 378.015076 sigma in 25act. ( 437.649628 sig out 1act.) RANK 3 NODE 8 --> 359.325745 sigma in 25act. ( 341.235535 sig out 1act.) RANK 4 NODE 11 --> 335.452789 sigma in 25act. ( 352.492889 sig out 1act.) RANK 5 NODE 17 --> 210.084122 sigma in 25act. ( 182.725006 sig out 1act.) RANK 6 NODE 10 --> 186.789948 sigma in 25act. ( 190.645248 sig out 1act.) RANK 7 NODE 5 --> 143.448746 sigma in 25act. ( 171.507767 sig out 1act.) RANK 8 NODE 18 --> 140.384598 sigma in 25act. ( 149.39798 sig out 1act.) RANK 9 NODE 14 --> 111.039192 sigma in 25act. ( 110.030319 sig out 1act.) RANK 10 NODE 21 --> 104.715164 sigma in 25act. ( 102.593719 sig out 1act.) RANK 11 NODE 12 --> 100.450089 sigma in 25act. ( 108.634834 sig out 1act.) RANK 12 NODE 23 --> 100.284058 sigma in 25act. ( 105.163536 sig out 1act.) RANK 13 NODE 25 --> 99.9748764 sigma in 25act. ( 97.269928 sig out 1act.) RANK 14 NODE 22 --> 79.8973083 sigma in 25act. ( 80.682312 sig out 1act.) RANK 15 NODE 9 --> 72.2460785 sigma in 25act. ( 77.5647964 sig out 1act.) RANK 16 NODE 24 --> 71.7945862 sigma in 25act. ( 76.4957199 sig out 1act.) RANK 17 NODE 1 --> 54.6479874 sigma in 25act. ( 56.0347023 sig out 1act.) RANK 18 NODE 3 --> 49.9469223 sigma in 25act. ( 50.6481361 sig out 1act.) RANK 19 NODE 16 --> 33.5115089 sigma in 25act. ( 33.5435677 sig out 1act.) RANK 20 NODE 19 --> 31.6313381 sigma in 25act. ( 32.000576 sig out 1act.) RANK 21 NODE 15 --> 29.267868 sigma in 25act. ( 30.0424919 sig out 1act.) RANK 22 NODE 4 --> 26.4013691 sigma in 25act. ( 27.3378067 sig out 1act.) RANK 23 NODE 20 --> 18.7849197 sigma in 25act. ( 18.7002602 sig out 1act.) RANK 24 NODE 2 --> 14.5279016 sigma in 25act. ( 12.712595 sig out 1act.) RANK 25 NODE 26 --> 8.28291988 sigma in 25act. ( 6.87240458 sig out 1act.) RANK 26 NODE 7 --> 7.1595583 sigma in 25act. ( 5.83411598 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 649.903809 sigma out 1act.( 712.206055 sig in 25act.) RANK 2 NODE 6 --> 437.649628 sigma out 1act.( 378.015076 sig in 25act.) RANK 3 NODE 11 --> 352.492889 sigma out 1act.( 335.452789 sig in 25act.) RANK 4 NODE 8 --> 341.235535 sigma out 1act.( 359.325745 sig in 25act.) RANK 5 NODE 10 --> 190.645248 sigma out 1act.( 186.789948 sig in 25act.) RANK 6 NODE 17 --> 182.725006 sigma out 1act.( 210.084122 sig in 25act.) RANK 7 NODE 5 --> 171.507767 sigma out 1act.( 143.448746 sig in 25act.) RANK 8 NODE 18 --> 149.39798 sigma out 1act.( 140.384598 sig in 25act.) RANK 9 NODE 14 --> 110.030319 sigma out 1act.( 111.039192 sig in 25act.) RANK 10 NODE 12 --> 108.634834 sigma out 1act.( 100.450089 sig in 25act.) RANK 11 NODE 23 --> 105.163536 sigma out 1act.( 100.284058 sig in 25act.) RANK 12 NODE 21 --> 102.593719 sigma out 1act.( 104.715164 sig in 25act.) RANK 13 NODE 25 --> 97.269928 sigma out 1act.( 99.9748764 sig in 25act.) RANK 14 NODE 22 --> 80.682312 sigma out 1act.( 79.8973083 sig in 25act.) RANK 15 NODE 9 --> 77.5647964 sigma out 1act.( 72.2460785 sig in 25act.) RANK 16 NODE 24 --> 76.4957199 sigma out 1act.( 71.7945862 sig in 25act.) RANK 17 NODE 1 --> 56.0347023 sigma out 1act.( 54.6479874 sig in 25act.) RANK 18 NODE 3 --> 50.6481361 sigma out 1act.( 49.9469223 sig in 25act.) RANK 19 NODE 16 --> 33.5435677 sigma out 1act.( 33.5115089 sig in 25act.) RANK 20 NODE 19 --> 32.000576 sigma out 1act.( 31.6313381 sig in 25act.) RANK 21 NODE 15 --> 30.0424919 sigma out 1act.( 29.267868 sig in 25act.) RANK 22 NODE 4 --> 27.3378067 sigma out 1act.( 26.4013691 sig in 25act.) RANK 23 NODE 20 --> 18.7002602 sigma out 1act.( 18.7849197 sig in 25act.) RANK 24 NODE 2 --> 12.712595 sigma out 1act.( 14.5279016 sig in 25act.) RANK 25 NODE 26 --> 6.87240458 sigma out 1act.( 8.28291988 sig in 25act.) RANK 26 NODE 7 --> 5.83411598 sigma out 1act.( 7.1595583 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1029.32153 sigma in 26 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.227990791 *** contribution from regularisation: 0.00135908753 *** contribution from error: -0.229349881 *** contribution from DIAG: 0.000188932216 *********************************************** ENTER BFGS code FG_LNSRCH -227801.857 -0.0931670964 -1658.77417 EXIT FROM BFGS code FG_LNSRCH 0. -0.0848697796 0. --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.229628041 *** contribution from regularisation: 0.00112415943 *** contribution from error: -0.2307522 *** contribution from DIAG: 0.000184241784 *********************************************** ENTER BFGS code FG_LNSRCH -229443.802 -0.0848697796 -697.935913 EXIT FROM BFGS code NEW_X -229443.802 -0.0848697796 -697.935913 ENTER BFGS code NEW_X -229443.802 -0.0848697796 -697.935913 EXIT FROM BFGS code FG_LNSRCH 0. -0.0899023712 0. --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.230349049 *** contribution from regularisation: 0.00125858339 *** contribution from error: -0.231607631 *** contribution from DIAG: 0.000178838338 *********************************************** ENTER BFGS code FG_LNSRCH -230170.21 -0.0899023712 -784.266602 EXIT FROM BFGS code NEW_X -230170.21 -0.0899023712 -784.266602 ENTER BFGS code NEW_X -230170.21 -0.0899023712 -784.266602 EXIT FROM BFGS code FG_LNSRCH 0. -0.0908637717 0. --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.23073712 *** contribution from regularisation: 0.00121114228 *** contribution from error: -0.231948256 *** contribution from DIAG: 0.000177112088 *********************************************** ENTER BFGS code FG_LNSRCH -230560.011 -0.0908637717 -691.174316 EXIT FROM BFGS code NEW_X -230560.011 -0.0908637717 -691.174316 ENTER BFGS code NEW_X -230560.011 -0.0908637717 -691.174316 EXIT FROM BFGS code FG_LNSRCH 0. -0.0966002122 0. --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.231672615 *** contribution from regularisation: 0.00124730275 *** contribution from error: -0.232919917 *** contribution from DIAG: 0.000176641697 *********************************************** ENTER BFGS code FG_LNSRCH -231495.973 -0.0966002122 -278.177032 EXIT FROM BFGS code NEW_X -231495.973 -0.0966002122 -278.177032 ENTER BFGS code NEW_X -231495.973 -0.0966002122 -278.177032 EXIT FROM BFGS code FG_LNSRCH 0. -0.103054889 0. --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.232481942 *** contribution from regularisation: 0.00125395681 *** contribution from error: -0.233735904 *** contribution from DIAG: 0.000181206124 *********************************************** ENTER BFGS code FG_LNSRCH -232300.73 -0.103054889 -4.62985992 EXIT FROM BFGS code NEW_X -232300.73 -0.103054889 -4.62985992 ENTER BFGS code NEW_X -232300.73 -0.103054889 -4.62985992 EXIT FROM BFGS code FG_LNSRCH 0. -0.114875346 0. --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.231276602 *** contribution from regularisation: 0.00129873503 *** contribution from error: -0.232575342 *** contribution from DIAG: 0.000187577243 *********************************************** ENTER BFGS code FG_LNSRCH -231089.031 -0.114875346 -15.1619949 EXIT FROM BFGS code FG_LNSRCH 0. -0.108141266 0. --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.232949346 *** contribution from regularisation: 0.0011761717 *** contribution from error: -0.234125525 *** contribution from DIAG: 0.000182416712 *********************************************** ENTER BFGS code FG_LNSRCH -232766.936 -0.108141266 -20.4416504 EXIT FROM BFGS code NEW_X -232766.936 -0.108141266 -20.4416504 ENTER BFGS code NEW_X -232766.936 -0.108141266 -20.4416504 EXIT FROM BFGS code FG_LNSRCH 0. -0.110990509 0. --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.233357459 *** contribution from regularisation: 0.00124221155 *** contribution from error: -0.234599665 *** contribution from DIAG: 0.000182935779 *********************************************** ENTER BFGS code FG_LNSRCH -233174.529 -0.110990509 65.952095 EXIT FROM BFGS code NEW_X -233174.529 -0.110990509 65.952095 ENTER BFGS code NEW_X -233174.529 -0.110990509 65.952095 EXIT FROM BFGS code FG_LNSRCH 0. -0.112395845 0. --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.233665735 *** contribution from regularisation: 0.00122903776 *** contribution from error: -0.234894767 *** contribution from DIAG: 0.000180450515 *********************************************** ENTER BFGS code FG_LNSRCH -233485.287 -0.112395845 -46.4470024 EXIT FROM BFGS code NEW_X -233485.287 -0.112395845 -46.4470024 ENTER BFGS code NEW_X -233485.287 -0.112395845 -46.4470024 EXIT FROM BFGS code FG_LNSRCH 0. -0.115790389 0. --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 597.491882 sigma out 26 active outputs RANK 2 NODE 1 --> 448.56897 sigma out 26 active outputs RANK 3 NODE 4 --> 345.517792 sigma out 26 active outputs RANK 4 NODE 3 --> 334.389618 sigma out 26 active outputs RANK 5 NODE 5 --> 298.827148 sigma out 26 active outputs RANK 6 NODE 12 --> 231.169113 sigma out 26 active outputs RANK 7 NODE 8 --> 217.505356 sigma out 26 active outputs RANK 8 NODE 6 --> 212.831436 sigma out 26 active outputs RANK 9 NODE 7 --> 192.2742 sigma out 26 active outputs RANK 10 NODE 11 --> 190.241562 sigma out 26 active outputs RANK 11 NODE 10 --> 139.405487 sigma out 26 active outputs RANK 12 NODE 9 --> 136.598602 sigma out 26 active outputs RANK 13 NODE 16 --> 100.877357 sigma out 26 active outputs RANK 14 NODE 14 --> 99.9710922 sigma out 26 active outputs RANK 15 NODE 17 --> 93.3493958 sigma out 26 active outputs RANK 16 NODE 25 --> 78.1183243 sigma out 26 active outputs RANK 17 NODE 13 --> 77.1228943 sigma out 26 active outputs RANK 18 NODE 15 --> 65.1810684 sigma out 26 active outputs RANK 19 NODE 19 --> 62.692421 sigma out 26 active outputs RANK 20 NODE 18 --> 61.3769226 sigma out 26 active outputs RANK 21 NODE 22 --> 60.0681992 sigma out 26 active outputs RANK 22 NODE 20 --> 54.649044 sigma out 26 active outputs RANK 23 NODE 21 --> 37.3201218 sigma out 26 active outputs RANK 24 NODE 23 --> 25.1997566 sigma out 26 active outputs RANK 25 NODE 24 --> 11.3990946 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 749.524414 sigma in 25act. ( 691.214966 sig out 1act.) RANK 2 NODE 8 --> 391.610962 sigma in 25act. ( 371.69101 sig out 1act.) RANK 3 NODE 11 --> 351.748505 sigma in 25act. ( 376.656372 sig out 1act.) RANK 4 NODE 6 --> 351.668945 sigma in 25act. ( 452.63089 sig out 1act.) RANK 5 NODE 17 --> 229.965805 sigma in 25act. ( 196.777115 sig out 1act.) RANK 6 NODE 10 --> 197.709366 sigma in 25act. ( 198.818954 sig out 1act.) RANK 7 NODE 18 --> 179.102493 sigma in 25act. ( 191.219955 sig out 1act.) RANK 8 NODE 5 --> 148.108185 sigma in 25act. ( 174.207352 sig out 1act.) RANK 9 NODE 25 --> 125.34201 sigma in 25act. ( 121.892517 sig out 1act.) RANK 10 NODE 21 --> 116.279343 sigma in 25act. ( 115.374283 sig out 1act.) RANK 11 NODE 14 --> 114.013908 sigma in 25act. ( 112.037819 sig out 1act.) RANK 12 NODE 23 --> 109.457481 sigma in 25act. ( 112.538628 sig out 1act.) RANK 13 NODE 12 --> 99.4910126 sigma in 25act. ( 109.198204 sig out 1act.) RANK 14 NODE 22 --> 74.0738983 sigma in 25act. ( 72.5737839 sig out 1act.) RANK 15 NODE 9 --> 71.6479645 sigma in 25act. ( 77.6225586 sig out 1act.) RANK 16 NODE 24 --> 67.7589188 sigma in 25act. ( 72.755661 sig out 1act.) RANK 17 NODE 1 --> 55.7659187 sigma in 25act. ( 57.405735 sig out 1act.) RANK 18 NODE 3 --> 48.5748482 sigma in 25act. ( 49.2453041 sig out 1act.) RANK 19 NODE 15 --> 33.1845741 sigma in 25act. ( 34.0993118 sig out 1act.) RANK 20 NODE 19 --> 32.2564697 sigma in 25act. ( 32.7370262 sig out 1act.) RANK 21 NODE 4 --> 28.9126129 sigma in 25act. ( 29.9391251 sig out 1act.) RANK 22 NODE 16 --> 25.8315849 sigma in 25act. ( 25.6385365 sig out 1act.) RANK 23 NODE 20 --> 16.8093929 sigma in 25act. ( 16.5514164 sig out 1act.) RANK 24 NODE 2 --> 15.552146 sigma in 25act. ( 13.5548697 sig out 1act.) RANK 25 NODE 7 --> 9.097826 sigma in 25act. ( 8.48321152 sig out 1act.) RANK 26 NODE 26 --> 8.10794544 sigma in 25act. ( 7.15197182 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 691.214966 sigma out 1act.( 749.524414 sig in 25act.) RANK 2 NODE 6 --> 452.63089 sigma out 1act.( 351.668945 sig in 25act.) RANK 3 NODE 11 --> 376.656372 sigma out 1act.( 351.748505 sig in 25act.) RANK 4 NODE 8 --> 371.69101 sigma out 1act.( 391.610962 sig in 25act.) RANK 5 NODE 10 --> 198.818954 sigma out 1act.( 197.709366 sig in 25act.) RANK 6 NODE 17 --> 196.777115 sigma out 1act.( 229.965805 sig in 25act.) RANK 7 NODE 18 --> 191.219955 sigma out 1act.( 179.102493 sig in 25act.) RANK 8 NODE 5 --> 174.207352 sigma out 1act.( 148.108185 sig in 25act.) RANK 9 NODE 25 --> 121.892517 sigma out 1act.( 125.34201 sig in 25act.) RANK 10 NODE 21 --> 115.374283 sigma out 1act.( 116.279343 sig in 25act.) RANK 11 NODE 23 --> 112.538628 sigma out 1act.( 109.457481 sig in 25act.) RANK 12 NODE 14 --> 112.037819 sigma out 1act.( 114.013908 sig in 25act.) RANK 13 NODE 12 --> 109.198204 sigma out 1act.( 99.4910126 sig in 25act.) RANK 14 NODE 9 --> 77.6225586 sigma out 1act.( 71.6479645 sig in 25act.) RANK 15 NODE 24 --> 72.755661 sigma out 1act.( 67.7589188 sig in 25act.) RANK 16 NODE 22 --> 72.5737839 sigma out 1act.( 74.0738983 sig in 25act.) RANK 17 NODE 1 --> 57.405735 sigma out 1act.( 55.7659187 sig in 25act.) RANK 18 NODE 3 --> 49.2453041 sigma out 1act.( 48.5748482 sig in 25act.) RANK 19 NODE 15 --> 34.0993118 sigma out 1act.( 33.1845741 sig in 25act.) RANK 20 NODE 19 --> 32.7370262 sigma out 1act.( 32.2564697 sig in 25act.) RANK 21 NODE 4 --> 29.9391251 sigma out 1act.( 28.9126129 sig in 25act.) RANK 22 NODE 16 --> 25.6385365 sigma out 1act.( 25.8315849 sig in 25act.) RANK 23 NODE 20 --> 16.5514164 sigma out 1act.( 16.8093929 sig in 25act.) RANK 24 NODE 2 --> 13.5548697 sigma out 1act.( 15.552146 sig in 25act.) RANK 25 NODE 7 --> 8.48321152 sigma out 1act.( 9.097826 sig in 25act.) RANK 26 NODE 26 --> 7.15197182 sigma out 1act.( 8.10794544 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1095.36597 sigma in 26 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.234209701 *** contribution from regularisation: 0.00124276208 *** contribution from error: -0.235452458 *** contribution from DIAG: 0.000176456408 *********************************************** ENTER BFGS code FG_LNSRCH -234033.24 -0.115790389 -310.373474 EXIT FROM BFGS code NEW_X -234033.24 -0.115790389 -310.373474 ENTER BFGS code NEW_X -234033.24 -0.115790389 -310.373474 EXIT FROM BFGS code FG_LNSRCH 0. -0.120525971 0. --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.23497963 *** contribution from regularisation: 0.00124717574 *** contribution from error: -0.236226812 *** contribution from DIAG: 0.000174380795 *********************************************** ENTER BFGS code FG_LNSRCH -234805.243 -0.120525971 -213.029785 EXIT FROM BFGS code NEW_X -234805.243 -0.120525971 -213.029785 ENTER BFGS code NEW_X -234805.243 -0.120525971 -213.029785 EXIT FROM BFGS code FG_LNSRCH 0. -0.126422524 0. --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.235752851 *** contribution from regularisation: 0.00126250158 *** contribution from error: -0.237015352 *** contribution from DIAG: 0.000176232148 *********************************************** ENTER BFGS code FG_LNSRCH -235576.62 -0.126422524 -550.142151 EXIT FROM BFGS code NEW_X -235576.62 -0.126422524 -550.142151 ENTER BFGS code NEW_X -235576.62 -0.126422524 -550.142151 EXIT FROM BFGS code FG_LNSRCH 0. -0.127929285 0. --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.236347437 *** contribution from regularisation: 0.00123411103 *** contribution from error: -0.237581551 *** contribution from DIAG: 0.00017898246 *********************************************** ENTER BFGS code FG_LNSRCH -236168.447 -0.127929285 -304.531464 EXIT FROM BFGS code NEW_X -236168.447 -0.127929285 -304.531464 ENTER BFGS code NEW_X -236168.447 -0.127929285 -304.531464 EXIT FROM BFGS code FG_LNSRCH 0. -0.134553567 0. --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.237634599 *** contribution from regularisation: 0.00127547805 *** contribution from error: -0.238910079 *** contribution from DIAG: 0.000179500683 *********************************************** ENTER BFGS code FG_LNSRCH -237455.096 -0.134553567 -355.437744 EXIT FROM BFGS code NEW_X -237455.096 -0.134553567 -355.437744 ENTER BFGS code NEW_X -237455.096 -0.134553567 -355.437744 EXIT FROM BFGS code FG_LNSRCH 0. -0.132705003 0. --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.230673626 *** contribution from regularisation: 0.00121170189 *** contribution from error: -0.231885329 *** contribution from DIAG: 0.000185792393 *********************************************** ENTER BFGS code FG_LNSRCH -230487.84 -0.132705003 396.009094 EXIT FROM BFGS code FG_LNSRCH 0. -0.133964762 0. --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.237568751 *** contribution from regularisation: 0.0012557822 *** contribution from error: -0.238824531 *** contribution from DIAG: 0.000189601764 *********************************************** ENTER BFGS code FG_LNSRCH -237379.149 -0.133964762 -64.8110123 EXIT FROM BFGS code FG_LNSRCH 0. -0.134269103 0. --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.237899229 *** contribution from regularisation: 0.00123990141 *** contribution from error: -0.239139125 *** contribution from DIAG: 0.000183677184 *********************************************** ENTER BFGS code FG_LNSRCH -237715.556 -0.134269103 -218.82486 EXIT FROM BFGS code NEW_X -237715.556 -0.134269103 -218.82486 ENTER BFGS code NEW_X -237715.556 -0.134269103 -218.82486 EXIT FROM BFGS code FG_LNSRCH 0. -0.136292294 0. --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.238245666 *** contribution from regularisation: 0.00125111849 *** contribution from error: -0.239496782 *** contribution from DIAG: 0.000181164054 *********************************************** ENTER BFGS code FG_LNSRCH -238064.499 -0.136292294 -161.356476 EXIT FROM BFGS code NEW_X -238064.499 -0.136292294 -161.356476 ENTER BFGS code NEW_X -238064.499 -0.136292294 -161.356476 EXIT FROM BFGS code FG_LNSRCH 0. -0.137710676 0. --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.238499105 *** contribution from regularisation: 0.00124833721 *** contribution from error: -0.239747435 *** contribution from DIAG: 0.000179527458 *********************************************** ENTER BFGS code FG_LNSRCH -238319.572 -0.137710676 -146.36319 EXIT FROM BFGS code NEW_X -238319.572 -0.137710676 -146.36319 ENTER BFGS code NEW_X -238319.572 -0.137710676 -146.36319 EXIT FROM BFGS code FG_LNSRCH 0. -0.141048744 0. --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 552.650635 sigma out 26 active outputs RANK 2 NODE 1 --> 517.454712 sigma out 26 active outputs RANK 3 NODE 4 --> 365.76001 sigma out 26 active outputs RANK 4 NODE 3 --> 347.402344 sigma out 26 active outputs RANK 5 NODE 5 --> 337.076721 sigma out 26 active outputs RANK 6 NODE 6 --> 227.160492 sigma out 26 active outputs RANK 7 NODE 12 --> 226.248978 sigma out 26 active outputs RANK 8 NODE 7 --> 224.645966 sigma out 26 active outputs RANK 9 NODE 8 --> 212.11554 sigma out 26 active outputs RANK 10 NODE 11 --> 171.29689 sigma out 26 active outputs RANK 11 NODE 16 --> 146.089508 sigma out 26 active outputs RANK 12 NODE 9 --> 131.474167 sigma out 26 active outputs RANK 13 NODE 17 --> 113.943329 sigma out 26 active outputs RANK 14 NODE 10 --> 111.426178 sigma out 26 active outputs RANK 15 NODE 13 --> 106.56974 sigma out 26 active outputs RANK 16 NODE 25 --> 91.5816956 sigma out 26 active outputs RANK 17 NODE 14 --> 91.4967804 sigma out 26 active outputs RANK 18 NODE 19 --> 73.4619217 sigma out 26 active outputs RANK 19 NODE 22 --> 70.0718842 sigma out 26 active outputs RANK 20 NODE 20 --> 65.8281784 sigma out 26 active outputs RANK 21 NODE 18 --> 65.3972778 sigma out 26 active outputs RANK 22 NODE 15 --> 59.1313553 sigma out 26 active outputs RANK 23 NODE 21 --> 36.5770416 sigma out 26 active outputs RANK 24 NODE 23 --> 31.283453 sigma out 26 active outputs RANK 25 NODE 24 --> 12.2453918 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 729.954346 sigma in 25act. ( 697.655579 sig out 1act.) RANK 2 NODE 6 --> 396.52417 sigma in 25act. ( 514.990723 sig out 1act.) RANK 3 NODE 11 --> 362.80127 sigma in 25act. ( 397.582489 sig out 1act.) RANK 4 NODE 8 --> 352.364929 sigma in 25act. ( 344.155792 sig out 1act.) RANK 5 NODE 18 --> 272.050903 sigma in 25act. ( 281.612854 sig out 1act.) RANK 6 NODE 10 --> 237.010132 sigma in 25act. ( 232.23764 sig out 1act.) RANK 7 NODE 17 --> 235.088654 sigma in 25act. ( 197.335953 sig out 1act.) RANK 8 NODE 5 --> 166.323364 sigma in 25act. ( 192.307877 sig out 1act.) RANK 9 NODE 25 --> 154.14119 sigma in 25act. ( 151.311264 sig out 1act.) RANK 10 NODE 21 --> 137.809052 sigma in 25act. ( 136.958115 sig out 1act.) RANK 11 NODE 14 --> 137.165741 sigma in 25act. ( 136.401627 sig out 1act.) RANK 12 NODE 23 --> 122.401169 sigma in 25act. ( 125.046791 sig out 1act.) RANK 13 NODE 12 --> 118.418663 sigma in 25act. ( 131.617798 sig out 1act.) RANK 14 NODE 22 --> 93.0009232 sigma in 25act. ( 86.1208954 sig out 1act.) RANK 15 NODE 9 --> 89.9303741 sigma in 25act. ( 97.6346054 sig out 1act.) RANK 16 NODE 24 --> 71.2978668 sigma in 25act. ( 77.3785172 sig out 1act.) RANK 17 NODE 1 --> 68.2883987 sigma in 25act. ( 70.1423721 sig out 1act.) RANK 18 NODE 3 --> 57.2098198 sigma in 25act. ( 56.4563866 sig out 1act.) RANK 19 NODE 15 --> 47.4583206 sigma in 25act. ( 49.6074524 sig out 1act.) RANK 20 NODE 19 --> 37.397934 sigma in 25act. ( 37.9285316 sig out 1act.) RANK 21 NODE 4 --> 36.744297 sigma in 25act. ( 38.3926582 sig out 1act.) RANK 22 NODE 16 --> 25.5721474 sigma in 25act. ( 25.688343 sig out 1act.) RANK 23 NODE 2 --> 20.2300377 sigma in 25act. ( 17.6068363 sig out 1act.) RANK 24 NODE 20 --> 17.8878784 sigma in 25act. ( 17.5946903 sig out 1act.) RANK 25 NODE 7 --> 12.760314 sigma in 25act. ( 12.4357901 sig out 1act.) RANK 26 NODE 26 --> 6.7765851 sigma in 25act. ( 5.74451208 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 697.655579 sigma out 1act.( 729.954346 sig in 25act.) RANK 2 NODE 6 --> 514.990723 sigma out 1act.( 396.52417 sig in 25act.) RANK 3 NODE 11 --> 397.582489 sigma out 1act.( 362.80127 sig in 25act.) RANK 4 NODE 8 --> 344.155792 sigma out 1act.( 352.364929 sig in 25act.) RANK 5 NODE 18 --> 281.612854 sigma out 1act.( 272.050903 sig in 25act.) RANK 6 NODE 10 --> 232.23764 sigma out 1act.( 237.010132 sig in 25act.) RANK 7 NODE 17 --> 197.335953 sigma out 1act.( 235.088654 sig in 25act.) RANK 8 NODE 5 --> 192.307877 sigma out 1act.( 166.323364 sig in 25act.) RANK 9 NODE 25 --> 151.311264 sigma out 1act.( 154.14119 sig in 25act.) RANK 10 NODE 21 --> 136.958115 sigma out 1act.( 137.809052 sig in 25act.) RANK 11 NODE 14 --> 136.401627 sigma out 1act.( 137.165741 sig in 25act.) RANK 12 NODE 12 --> 131.617798 sigma out 1act.( 118.418663 sig in 25act.) RANK 13 NODE 23 --> 125.046791 sigma out 1act.( 122.401169 sig in 25act.) RANK 14 NODE 9 --> 97.6346054 sigma out 1act.( 89.9303741 sig in 25act.) RANK 15 NODE 22 --> 86.1208954 sigma out 1act.( 93.0009232 sig in 25act.) RANK 16 NODE 24 --> 77.3785172 sigma out 1act.( 71.2978668 sig in 25act.) RANK 17 NODE 1 --> 70.1423721 sigma out 1act.( 68.2883987 sig in 25act.) RANK 18 NODE 3 --> 56.4563866 sigma out 1act.( 57.2098198 sig in 25act.) RANK 19 NODE 15 --> 49.6074524 sigma out 1act.( 47.4583206 sig in 25act.) RANK 20 NODE 4 --> 38.3926582 sigma out 1act.( 36.744297 sig in 25act.) RANK 21 NODE 19 --> 37.9285316 sigma out 1act.( 37.397934 sig in 25act.) RANK 22 NODE 16 --> 25.688343 sigma out 1act.( 25.5721474 sig in 25act.) RANK 23 NODE 2 --> 17.6068363 sigma out 1act.( 20.2300377 sig in 25act.) RANK 24 NODE 20 --> 17.5946903 sigma out 1act.( 17.8878784 sig in 25act.) RANK 25 NODE 7 --> 12.4357901 sigma out 1act.( 12.760314 sig in 25act.) RANK 26 NODE 26 --> 5.74451208 sigma out 1act.( 6.7765851 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1169.92322 sigma in 26 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.238966823 *** contribution from regularisation: 0.00126540347 *** contribution from error: -0.240232229 *** contribution from DIAG: 0.000175974303 *********************************************** ENTER BFGS code FG_LNSRCH -238790.855 -0.141048744 -160.985794 EXIT FROM BFGS code NEW_X -238790.855 -0.141048744 -160.985794 ENTER BFGS code NEW_X -238790.855 -0.141048744 -160.985794 EXIT FROM BFGS code FG_LNSRCH 0. -0.145483866 0. --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.239515513 *** contribution from regularisation: 0.00127516245 *** contribution from error: -0.24079068 *** contribution from DIAG: 0.000179985262 *********************************************** ENTER BFGS code FG_LNSRCH -239335.531 -0.145483866 58.9555054 EXIT FROM BFGS code NEW_X -239335.531 -0.145483866 58.9555054 ENTER BFGS code NEW_X -239335.531 -0.145483866 58.9555054 EXIT FROM BFGS code FG_LNSRCH 0. -0.154102743 0. --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.239386529 *** contribution from regularisation: 0.0013282724 *** contribution from error: -0.240714803 *** contribution from DIAG: 0.000173125518 *********************************************** ENTER BFGS code FG_LNSRCH -239213.407 -0.154102743 -75.7558517 EXIT FROM BFGS code FG_LNSRCH 0. -0.149692878 0. --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.239989534 *** contribution from regularisation: 0.00119731936 *** contribution from error: -0.241186857 *** contribution from DIAG: 0.000175057779 *********************************************** ENTER BFGS code FG_LNSRCH -239814.478 -0.149692878 -24.9042587 EXIT FROM BFGS code NEW_X -239814.478 -0.149692878 -24.9042587 ENTER BFGS code NEW_X -239814.478 -0.149692878 -24.9042587 EXIT FROM BFGS code FG_LNSRCH 0. -0.153948024 0. --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.240364328 *** contribution from regularisation: 0.00128659455 *** contribution from error: -0.241650924 *** contribution from DIAG: 0.000186287332 *********************************************** ENTER BFGS code FG_LNSRCH -240178.04 -0.153948024 -269.250061 EXIT FROM BFGS code NEW_X -240178.04 -0.153948024 -269.250061 ENTER BFGS code NEW_X -240178.04 -0.153948024 -269.250061 EXIT FROM BFGS code FG_LNSRCH 0. -0.152939722 0. --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.24056226 *** contribution from regularisation: 0.0012329343 *** contribution from error: -0.241795197 *** contribution from DIAG: 0.000184535311 *********************************************** ENTER BFGS code FG_LNSRCH -240377.72 -0.152939722 -338.83609 EXIT FROM BFGS code NEW_X -240377.72 -0.152939722 -338.83609 ENTER BFGS code NEW_X -240377.72 -0.152939722 -338.83609 EXIT FROM BFGS code FG_LNSRCH 0. -0.153907433 0. --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.240908846 *** contribution from regularisation: 0.00124877994 *** contribution from error: -0.242157623 *** contribution from DIAG: 0.00018806431 *********************************************** ENTER BFGS code FG_LNSRCH -240720.784 -0.153907433 -188.283707 EXIT FROM BFGS code NEW_X -240720.784 -0.153907433 -188.283707 ENTER BFGS code NEW_X -240720.784 -0.153907433 -188.283707 EXIT FROM BFGS code FG_LNSRCH 0. -0.15550743 0. --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.241277099 *** contribution from regularisation: 0.00125446834 *** contribution from error: -0.242531568 *** contribution from DIAG: 0.000188409787 *********************************************** ENTER BFGS code FG_LNSRCH -241088.689 -0.15550743 -343.984344 EXIT FROM BFGS code NEW_X -241088.689 -0.15550743 -343.984344 ENTER BFGS code NEW_X -241088.689 -0.15550743 -343.984344 EXIT FROM BFGS code FG_LNSRCH 0. -0.167026252 0. --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.240024194 *** contribution from regularisation: 0.00133719482 *** contribution from error: -0.241361395 *** contribution from DIAG: 0.000187414422 *********************************************** ENTER BFGS code FG_LNSRCH -239836.779 -0.167026252 648.144409 EXIT FROM BFGS code FG_LNSRCH 0. -0.160123497 0. --------------------------------------------------- Iteration : 79 *********************************************** *** Learn Path 79 *** loss function: -0.241542578 *** contribution from regularisation: 0.00119295227 *** contribution from error: -0.242735535 *** contribution from DIAG: 0.000186732243 *********************************************** ENTER BFGS code FG_LNSRCH -241355.847 -0.160123497 86.4198303 EXIT FROM BFGS code NEW_X -241355.847 -0.160123497 86.4198303 ENTER BFGS code NEW_X -241355.847 -0.160123497 86.4198303 EXIT FROM BFGS code FG_LNSRCH 0. -0.161685318 0. --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 638.924744 sigma out 26 active outputs RANK 2 NODE 1 --> 590.969421 sigma out 26 active outputs RANK 3 NODE 4 --> 393.763184 sigma out 26 active outputs RANK 4 NODE 5 --> 352.195465 sigma out 26 active outputs RANK 5 NODE 3 --> 342.17041 sigma out 26 active outputs RANK 6 NODE 6 --> 254.577011 sigma out 26 active outputs RANK 7 NODE 8 --> 246.454407 sigma out 26 active outputs RANK 8 NODE 7 --> 242.023819 sigma out 26 active outputs RANK 9 NODE 12 --> 227.13765 sigma out 26 active outputs RANK 10 NODE 11 --> 175.827362 sigma out 26 active outputs RANK 11 NODE 16 --> 166.110519 sigma out 26 active outputs RANK 12 NODE 9 --> 148.644989 sigma out 26 active outputs RANK 13 NODE 17 --> 136.063583 sigma out 26 active outputs RANK 14 NODE 13 --> 120.083336 sigma out 26 active outputs RANK 15 NODE 10 --> 103.541718 sigma out 26 active outputs RANK 16 NODE 25 --> 100.536125 sigma out 26 active outputs RANK 17 NODE 19 --> 90.0788269 sigma out 26 active outputs RANK 18 NODE 14 --> 78.1201324 sigma out 26 active outputs RANK 19 NODE 22 --> 77.0700455 sigma out 26 active outputs RANK 20 NODE 18 --> 74.3355637 sigma out 26 active outputs RANK 21 NODE 20 --> 68.4234848 sigma out 26 active outputs RANK 22 NODE 15 --> 66.3285904 sigma out 26 active outputs RANK 23 NODE 21 --> 38.2095642 sigma out 26 active outputs RANK 24 NODE 23 --> 36.2330208 sigma out 26 active outputs RANK 25 NODE 24 --> 12.5609961 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 792.062012 sigma in 25act. ( 763.848938 sig out 1act.) RANK 2 NODE 6 --> 455.028259 sigma in 25act. ( 580.151855 sig out 1act.) RANK 3 NODE 11 --> 410.647064 sigma in 25act. ( 435.865112 sig out 1act.) RANK 4 NODE 8 --> 343.510773 sigma in 25act. ( 332.917999 sig out 1act.) RANK 5 NODE 18 --> 320.17749 sigma in 25act. ( 328.192566 sig out 1act.) RANK 6 NODE 10 --> 274.846771 sigma in 25act. ( 269.774353 sig out 1act.) RANK 7 NODE 17 --> 230.043594 sigma in 25act. ( 196.825653 sig out 1act.) RANK 8 NODE 25 --> 211.223236 sigma in 25act. ( 201.297165 sig out 1act.) RANK 9 NODE 5 --> 195.2314 sigma in 25act. ( 232.200058 sig out 1act.) RANK 10 NODE 21 --> 163.845352 sigma in 25act. ( 159.477615 sig out 1act.) RANK 11 NODE 14 --> 148.985962 sigma in 25act. ( 147.208557 sig out 1act.) RANK 12 NODE 12 --> 128.728806 sigma in 25act. ( 144.703064 sig out 1act.) RANK 13 NODE 23 --> 125.868851 sigma in 25act. ( 127.881882 sig out 1act.) RANK 14 NODE 22 --> 111.837112 sigma in 25act. ( 101.019409 sig out 1act.) RANK 15 NODE 9 --> 100.227104 sigma in 25act. ( 109.28537 sig out 1act.) RANK 16 NODE 1 --> 73.8941879 sigma in 25act. ( 76.0586548 sig out 1act.) RANK 17 NODE 24 --> 68.3727875 sigma in 25act. ( 75.3314133 sig out 1act.) RANK 18 NODE 3 --> 61.4620438 sigma in 25act. ( 60.1415215 sig out 1act.) RANK 19 NODE 15 --> 57.3408012 sigma in 25act. ( 60.8064194 sig out 1act.) RANK 20 NODE 4 --> 46.4922562 sigma in 25act. ( 49.2506332 sig out 1act.) RANK 21 NODE 19 --> 43.4214363 sigma in 25act. ( 44.2385406 sig out 1act.) RANK 22 NODE 16 --> 21.4549618 sigma in 25act. ( 21.4916325 sig out 1act.) RANK 23 NODE 2 --> 21.2130337 sigma in 25act. ( 18.4841347 sig out 1act.) RANK 24 NODE 20 --> 16.3450527 sigma in 25act. ( 16.0360775 sig out 1act.) RANK 25 NODE 7 --> 13.4657507 sigma in 25act. ( 13.2064085 sig out 1act.) RANK 26 NODE 26 --> 7.25693178 sigma in 25act. ( 6.65050507 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 763.848938 sigma out 1act.( 792.062012 sig in 25act.) RANK 2 NODE 6 --> 580.151855 sigma out 1act.( 455.028259 sig in 25act.) RANK 3 NODE 11 --> 435.865112 sigma out 1act.( 410.647064 sig in 25act.) RANK 4 NODE 8 --> 332.917999 sigma out 1act.( 343.510773 sig in 25act.) RANK 5 NODE 18 --> 328.192566 sigma out 1act.( 320.17749 sig in 25act.) RANK 6 NODE 10 --> 269.774353 sigma out 1act.( 274.846771 sig in 25act.) RANK 7 NODE 5 --> 232.200058 sigma out 1act.( 195.2314 sig in 25act.) RANK 8 NODE 25 --> 201.297165 sigma out 1act.( 211.223236 sig in 25act.) RANK 9 NODE 17 --> 196.825653 sigma out 1act.( 230.043594 sig in 25act.) RANK 10 NODE 21 --> 159.477615 sigma out 1act.( 163.845352 sig in 25act.) RANK 11 NODE 14 --> 147.208557 sigma out 1act.( 148.985962 sig in 25act.) RANK 12 NODE 12 --> 144.703064 sigma out 1act.( 128.728806 sig in 25act.) RANK 13 NODE 23 --> 127.881882 sigma out 1act.( 125.868851 sig in 25act.) RANK 14 NODE 9 --> 109.28537 sigma out 1act.( 100.227104 sig in 25act.) RANK 15 NODE 22 --> 101.019409 sigma out 1act.( 111.837112 sig in 25act.) RANK 16 NODE 1 --> 76.0586548 sigma out 1act.( 73.8941879 sig in 25act.) RANK 17 NODE 24 --> 75.3314133 sigma out 1act.( 68.3727875 sig in 25act.) RANK 18 NODE 15 --> 60.8064194 sigma out 1act.( 57.3408012 sig in 25act.) RANK 19 NODE 3 --> 60.1415215 sigma out 1act.( 61.4620438 sig in 25act.) RANK 20 NODE 4 --> 49.2506332 sigma out 1act.( 46.4922562 sig in 25act.) RANK 21 NODE 19 --> 44.2385406 sigma out 1act.( 43.4214363 sig in 25act.) RANK 22 NODE 16 --> 21.4916325 sigma out 1act.( 21.4549618 sig in 25act.) RANK 23 NODE 2 --> 18.4841347 sigma out 1act.( 21.2130337 sig in 25act.) RANK 24 NODE 20 --> 16.0360775 sigma out 1act.( 16.3450527 sig in 25act.) RANK 25 NODE 7 --> 13.2064085 sigma out 1act.( 13.4657507 sig in 25act.) RANK 26 NODE 26 --> 6.65050507 sigma out 1act.( 7.25693178 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1290.54297 sigma in 26 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.24185878 *** contribution from regularisation: 0.00126094627 *** contribution from error: -0.243119732 *** contribution from DIAG: 0.000190010847 *********************************************** ENTER BFGS code FG_LNSRCH -241668.772 -0.161685318 -74.2448578 EXIT FROM BFGS code NEW_X -241668.772 -0.161685318 -74.2448578 ENTER BFGS code NEW_X -241668.772 -0.161685318 -74.2448578 EXIT FROM BFGS code FG_LNSRCH 0. -0.165451899 0. --------------------------------------------------- Iteration : 81 *********************************************** *** Learn Path 81 *** loss function: -0.24218215 *** contribution from regularisation: 0.0012769181 *** contribution from error: -0.243459076 *** contribution from DIAG: 0.000193493906 *********************************************** ENTER BFGS code FG_LNSRCH -241988.655 -0.165451899 -48.4822502 EXIT FROM BFGS code NEW_X -241988.655 -0.165451899 -48.4822502 ENTER BFGS code NEW_X -241988.655 -0.165451899 -48.4822502 EXIT FROM BFGS code FG_LNSRCH 0. -0.1691349 0. --------------------------------------------------- Iteration : 82 *********************************************** *** Learn Path 82 *** loss function: -0.242427617 *** contribution from regularisation: 0.00127816421 *** contribution from error: -0.243705779 *** contribution from DIAG: 0.000197124915 *********************************************** ENTER BFGS code FG_LNSRCH -242230.489 -0.1691349 4.47685909 EXIT FROM BFGS code NEW_X -242230.489 -0.1691349 4.47685909 ENTER BFGS code NEW_X -242230.489 -0.1691349 4.47685909 EXIT FROM BFGS code FG_LNSRCH 0. -0.175978303 0. --------------------------------------------------- Iteration : 83 *********************************************** *** Learn Path 83 *** loss function: -0.243015036 *** contribution from regularisation: 0.00131049228 *** contribution from error: -0.244325534 *** contribution from DIAG: 0.000202048715 *********************************************** ENTER BFGS code FG_LNSRCH -242812.985 -0.175978303 -297.52002 EXIT FROM BFGS code NEW_X -242812.985 -0.175978303 -297.52002 ENTER BFGS code NEW_X -242812.985 -0.175978303 -297.52002 EXIT FROM BFGS code FG_LNSRCH 0. -0.183841452 0. --------------------------------------------------- Iteration : 84 *********************************************** *** Learn Path 84 *** loss function: -0.243343636 *** contribution from regularisation: 0.00131695846 *** contribution from error: -0.244660601 *** contribution from DIAG: 0.000202093303 *********************************************** ENTER BFGS code FG_LNSRCH -243141.549 -0.183841452 -32.4033432 EXIT FROM BFGS code NEW_X -243141.549 -0.183841452 -32.4033432 ENTER BFGS code NEW_X -243141.549 -0.183841452 -32.4033432 EXIT FROM BFGS code FG_LNSRCH 0. -0.181869164 0. --------------------------------------------------- Iteration : 85 *********************************************** *** Learn Path 85 *** loss function: -0.24363932 *** contribution from regularisation: 0.00123174547 *** contribution from error: -0.244871065 *** contribution from DIAG: 0.00020424425 *********************************************** ENTER BFGS code FG_LNSRCH -243435.069 -0.181869164 -156.342438 EXIT FROM BFGS code NEW_X -243435.069 -0.181869164 -156.342438 ENTER BFGS code NEW_X -243435.069 -0.181869164 -156.342438 EXIT FROM BFGS code FG_LNSRCH 0. -0.182689473 0. --------------------------------------------------- Iteration : 86 *********************************************** *** Learn Path 86 *** loss function: -0.24387686 *** contribution from regularisation: 0.00125679735 *** contribution from error: -0.245133653 *** contribution from DIAG: 0.000205655961 *********************************************** ENTER BFGS code FG_LNSRCH -243671.209 -0.182689473 -195.223419 EXIT FROM BFGS code NEW_X -243671.209 -0.182689473 -195.223419 ENTER BFGS code NEW_X -243671.209 -0.182689473 -195.223419 EXIT FROM BFGS code FG_LNSRCH 0. -0.188083008 0. --------------------------------------------------- Iteration : 87 *********************************************** *** Learn Path 87 *** loss function: -0.244352624 *** contribution from regularisation: 0.00129152427 *** contribution from error: -0.245644152 *** contribution from DIAG: 0.000208527403 *********************************************** ENTER BFGS code FG_LNSRCH -244144.089 -0.188083008 -229.659531 EXIT FROM BFGS code NEW_X -244144.089 -0.188083008 -229.659531 ENTER BFGS code NEW_X -244144.089 -0.188083008 -229.659531 EXIT FROM BFGS code FG_LNSRCH 0. -0.204199478 0. --------------------------------------------------- Iteration : 88 *********************************************** *** Learn Path 88 *** loss function: -0.243941009 *** contribution from regularisation: 0.001379619 *** contribution from error: -0.245320633 *** contribution from DIAG: 0.000188257938 *********************************************** ENTER BFGS code FG_LNSRCH -243752.746 -0.204199478 -571.473877 EXIT FROM BFGS code FG_LNSRCH 0. -0.195461899 0. --------------------------------------------------- Iteration : 89 *********************************************** *** Learn Path 89 *** loss function: -0.244741708 *** contribution from regularisation: 0.00117625331 *** contribution from error: -0.245917961 *** contribution from DIAG: 0.000201463889 *********************************************** ENTER BFGS code FG_LNSRCH -244540.242 -0.195461899 -413.191132 EXIT FROM BFGS code NEW_X -244540.242 -0.195461899 -413.191132 ENTER BFGS code NEW_X -244540.242 -0.195461899 -413.191132 EXIT FROM BFGS code FG_LNSRCH 0. -0.203249022 0. --------------------------------------------------- Iteration : 90 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 730.672363 sigma out 26 active outputs RANK 2 NODE 2 --> 694.529968 sigma out 26 active outputs RANK 3 NODE 4 --> 438.258545 sigma out 26 active outputs RANK 4 NODE 5 --> 413.0784 sigma out 26 active outputs RANK 5 NODE 3 --> 344.175323 sigma out 26 active outputs RANK 6 NODE 8 --> 298.239655 sigma out 26 active outputs RANK 7 NODE 6 --> 267.761017 sigma out 26 active outputs RANK 8 NODE 7 --> 258.132965 sigma out 26 active outputs RANK 9 NODE 12 --> 235.676682 sigma out 26 active outputs RANK 10 NODE 9 --> 200.566544 sigma out 26 active outputs RANK 11 NODE 11 --> 198.562881 sigma out 26 active outputs RANK 12 NODE 16 --> 189.538361 sigma out 26 active outputs RANK 13 NODE 17 --> 165.976105 sigma out 26 active outputs RANK 14 NODE 13 --> 137.736465 sigma out 26 active outputs RANK 15 NODE 25 --> 115.740959 sigma out 26 active outputs RANK 16 NODE 10 --> 113.043907 sigma out 26 active outputs RANK 17 NODE 19 --> 108.155342 sigma out 26 active outputs RANK 18 NODE 15 --> 94.5548248 sigma out 26 active outputs RANK 19 NODE 22 --> 92.9864349 sigma out 26 active outputs RANK 20 NODE 18 --> 87.1883621 sigma out 26 active outputs RANK 21 NODE 20 --> 76.6131821 sigma out 26 active outputs RANK 22 NODE 14 --> 76.4955063 sigma out 26 active outputs RANK 23 NODE 23 --> 42.8321915 sigma out 26 active outputs RANK 24 NODE 21 --> 42.568634 sigma out 26 active outputs RANK 25 NODE 24 --> 13.7840633 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 857.627808 sigma in 25act. ( 845.822388 sig out 1act.) RANK 2 NODE 11 --> 531.731445 sigma in 25act. ( 550.46051 sig out 1act.) RANK 3 NODE 6 --> 483.978241 sigma in 25act. ( 679.296509 sig out 1act.) RANK 4 NODE 18 --> 394.687408 sigma in 25act. ( 398.588654 sig out 1act.) RANK 5 NODE 25 --> 347.358551 sigma in 25act. ( 316.635101 sig out 1act.) RANK 6 NODE 10 --> 321.677765 sigma in 25act. ( 321.667023 sig out 1act.) RANK 7 NODE 8 --> 318.747589 sigma in 25act. ( 305.536041 sig out 1act.) RANK 8 NODE 5 --> 238.391312 sigma in 25act. ( 293.506195 sig out 1act.) RANK 9 NODE 21 --> 214.025696 sigma in 25act. ( 202.530991 sig out 1act.) RANK 10 NODE 17 --> 211.415665 sigma in 25act. ( 190.191254 sig out 1act.) RANK 11 NODE 14 --> 169.211945 sigma in 25act. ( 165.731537 sig out 1act.) RANK 12 NODE 12 --> 162.48024 sigma in 25act. ( 176.254074 sig out 1act.) RANK 13 NODE 22 --> 150.615662 sigma in 25act. ( 134.051208 sig out 1act.) RANK 14 NODE 23 --> 131.510635 sigma in 25act. ( 131.256104 sig out 1act.) RANK 15 NODE 9 --> 126.826714 sigma in 25act. ( 136.121185 sig out 1act.) RANK 16 NODE 1 --> 82.6808014 sigma in 25act. ( 85.9234467 sig out 1act.) RANK 17 NODE 15 --> 76.8157349 sigma in 25act. ( 82.0910873 sig out 1act.) RANK 18 NODE 3 --> 64.4305801 sigma in 25act. ( 64.5344925 sig out 1act.) RANK 19 NODE 4 --> 62.9869499 sigma in 25act. ( 67.6968842 sig out 1act.) RANK 20 NODE 24 --> 58.3492775 sigma in 25act. ( 65.4254532 sig out 1act.) RANK 21 NODE 19 --> 56.4792519 sigma in 25act. ( 57.4226837 sig out 1act.) RANK 22 NODE 2 --> 21.3397732 sigma in 25act. ( 18.6994896 sig out 1act.) RANK 23 NODE 7 --> 14.9082346 sigma in 25act. ( 14.6158018 sig out 1act.) RANK 24 NODE 20 --> 14.1232252 sigma in 25act. ( 13.7182426 sig out 1act.) RANK 25 NODE 16 --> 12.0821819 sigma in 25act. ( 11.5875845 sig out 1act.) RANK 26 NODE 26 --> 5.93829203 sigma in 25act. ( 5.32981348 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 845.822388 sigma out 1act.( 857.627808 sig in 25act.) RANK 2 NODE 6 --> 679.296509 sigma out 1act.( 483.978241 sig in 25act.) RANK 3 NODE 11 --> 550.46051 sigma out 1act.( 531.731445 sig in 25act.) RANK 4 NODE 18 --> 398.588654 sigma out 1act.( 394.687408 sig in 25act.) RANK 5 NODE 10 --> 321.667023 sigma out 1act.( 321.677765 sig in 25act.) RANK 6 NODE 25 --> 316.635101 sigma out 1act.( 347.358551 sig in 25act.) RANK 7 NODE 8 --> 305.536041 sigma out 1act.( 318.747589 sig in 25act.) RANK 8 NODE 5 --> 293.506195 sigma out 1act.( 238.391312 sig in 25act.) RANK 9 NODE 21 --> 202.530991 sigma out 1act.( 214.025696 sig in 25act.) RANK 10 NODE 17 --> 190.191254 sigma out 1act.( 211.415665 sig in 25act.) RANK 11 NODE 12 --> 176.254074 sigma out 1act.( 162.48024 sig in 25act.) RANK 12 NODE 14 --> 165.731537 sigma out 1act.( 169.211945 sig in 25act.) RANK 13 NODE 9 --> 136.121185 sigma out 1act.( 126.826714 sig in 25act.) RANK 14 NODE 22 --> 134.051208 sigma out 1act.( 150.615662 sig in 25act.) RANK 15 NODE 23 --> 131.256104 sigma out 1act.( 131.510635 sig in 25act.) RANK 16 NODE 1 --> 85.9234467 sigma out 1act.( 82.6808014 sig in 25act.) RANK 17 NODE 15 --> 82.0910873 sigma out 1act.( 76.8157349 sig in 25act.) RANK 18 NODE 4 --> 67.6968842 sigma out 1act.( 62.9869499 sig in 25act.) RANK 19 NODE 24 --> 65.4254532 sigma out 1act.( 58.3492775 sig in 25act.) RANK 20 NODE 3 --> 64.5344925 sigma out 1act.( 64.4305801 sig in 25act.) RANK 21 NODE 19 --> 57.4226837 sigma out 1act.( 56.4792519 sig in 25act.) RANK 22 NODE 2 --> 18.6994896 sigma out 1act.( 21.3397732 sig in 25act.) RANK 23 NODE 7 --> 14.6158018 sigma out 1act.( 14.9082346 sig in 25act.) RANK 24 NODE 20 --> 13.7182426 sigma out 1act.( 14.1232252 sig in 25act.) RANK 25 NODE 16 --> 11.5875845 sigma out 1act.( 12.0821819 sig in 25act.) RANK 26 NODE 26 --> 5.32981348 sigma out 1act.( 5.93829203 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1497.59045 sigma in 26 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.245061666 *** contribution from regularisation: 0.00131388253 *** contribution from error: -0.246375546 *** contribution from DIAG: 0.000204556898 *********************************************** ENTER BFGS code FG_LNSRCH -244857.107 -0.203249022 -230.396118 EXIT FROM BFGS code NEW_X -244857.107 -0.203249022 -230.396118 ENTER BFGS code NEW_X -244857.107 -0.203249022 -230.396118 EXIT FROM BFGS code FG_LNSRCH 0. -0.205394968 0. --------------------------------------------------- Iteration : 91 *********************************************** *** Learn Path 91 *** loss function: -0.245286256 *** contribution from regularisation: 0.0012591657 *** contribution from error: -0.246545419 *** contribution from DIAG: 0.000205789736 *********************************************** ENTER BFGS code FG_LNSRCH -245080.463 -0.205394968 -119.364021 EXIT FROM BFGS code NEW_X -245080.463 -0.205394968 -119.364021 ENTER BFGS code NEW_X -245080.463 -0.205394968 -119.364021 EXIT FROM BFGS code FG_LNSRCH 0. -0.209872469 0. --------------------------------------------------- Iteration : 92 *********************************************** *** Learn Path 92 *** loss function: -0.245504692 *** contribution from regularisation: 0.0012789343 *** contribution from error: -0.246783629 *** contribution from DIAG: 0.000206650919 *********************************************** ENTER BFGS code FG_LNSRCH -245298.039 -0.209872469 -47.0218544 EXIT FROM BFGS code NEW_X -245298.039 -0.209872469 -47.0218544 ENTER BFGS code NEW_X -245298.039 -0.209872469 -47.0218544 EXIT FROM BFGS code FG_LNSRCH 0. -0.212802812 0. --------------------------------------------------- Iteration : 93 *********************************************** *** Learn Path 93 *** loss function: -0.24571225 *** contribution from regularisation: 0.00126455107 *** contribution from error: -0.246976808 *** contribution from DIAG: 0.000208021651 *********************************************** ENTER BFGS code FG_LNSRCH -245504.225 -0.212802812 9.5144825 EXIT FROM BFGS code NEW_X -245504.225 -0.212802812 9.5144825 ENTER BFGS code NEW_X -245504.225 -0.212802812 9.5144825 EXIT FROM BFGS code FG_LNSRCH 0. -0.224224061 0. --------------------------------------------------- Iteration : 94 *********************************************** *** Learn Path 94 *** loss function: -0.246328369 *** contribution from regularisation: 0.00132533116 *** contribution from error: -0.247653693 *** contribution from DIAG: 0.000204537107 *********************************************** ENTER BFGS code FG_LNSRCH -246123.83 -0.224224061 -566.154358 EXIT FROM BFGS code NEW_X -246123.83 -0.224224061 -566.154358 ENTER BFGS code NEW_X -246123.83 -0.224224061 -566.154358 EXIT FROM BFGS code FG_LNSRCH 0. -0.239443824 0. --------------------------------------------------- Iteration : 95 *********************************************** *** Learn Path 95 *** loss function: -0.246064395 *** contribution from regularisation: 0.00133404275 *** contribution from error: -0.247398436 *** contribution from DIAG: 0.000196372057 *********************************************** ENTER BFGS code FG_LNSRCH -245868.02 -0.239443824 566.18335 EXIT FROM BFGS code FG_LNSRCH 0. -0.23142767 0. --------------------------------------------------- Iteration : 96 *********************************************** *** Learn Path 96 *** loss function: -0.246757776 *** contribution from regularisation: 0.00117560627 *** contribution from error: -0.247933388 *** contribution from DIAG: 0.000205531527 *********************************************** ENTER BFGS code FG_LNSRCH -246552.24 -0.23142767 12.8579378 EXIT FROM BFGS code NEW_X -246552.24 -0.23142767 12.8579378 ENTER BFGS code NEW_X -246552.24 -0.23142767 12.8579378 EXIT FROM BFGS code FG_LNSRCH 0. -0.235334918 0. --------------------------------------------------- Iteration : 97 *********************************************** *** Learn Path 97 *** loss function: -0.247083634 *** contribution from regularisation: 0.00126196537 *** contribution from error: -0.248345599 *** contribution from DIAG: 0.000207649806 *********************************************** ENTER BFGS code FG_LNSRCH -246875.987 -0.235334918 102.775368 EXIT FROM BFGS code NEW_X -246875.987 -0.235334918 102.775368 ENTER BFGS code NEW_X -246875.987 -0.235334918 102.775368 EXIT FROM BFGS code FG_LNSRCH 0. -0.238727868 0. --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.247526914 *** contribution from regularisation: 0.00124643522 *** contribution from error: -0.248773351 *** contribution from DIAG: 0.000207763296 *********************************************** ENTER BFGS code FG_LNSRCH -247319.145 -0.238727868 165.949844 EXIT FROM BFGS code NEW_X -247319.145 -0.238727868 165.949844 ENTER BFGS code NEW_X -247319.145 -0.238727868 165.949844 EXIT FROM BFGS code FG_LNSRCH 0. -0.24086456 0. --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.247773379 *** contribution from regularisation: 0.00123263395 *** contribution from error: -0.249006018 *** contribution from DIAG: 0.000209993275 *********************************************** ENTER BFGS code FG_LNSRCH -247563.379 -0.24086456 -166.414276 EXIT FROM BFGS code NEW_X -247563.379 -0.24086456 -166.414276 ENTER BFGS code NEW_X -247563.379 -0.24086456 -166.414276 EXIT FROM BFGS code FG_LNSRCH 0. -0.243381441 0. --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 847.686218 sigma out 26 active outputs RANK 2 NODE 2 --> 697.363159 sigma out 26 active outputs RANK 3 NODE 5 --> 452.957184 sigma out 26 active outputs RANK 4 NODE 4 --> 445.231171 sigma out 26 active outputs RANK 5 NODE 3 --> 378.528015 sigma out 26 active outputs RANK 6 NODE 6 --> 295.289246 sigma out 26 active outputs RANK 7 NODE 8 --> 278.022491 sigma out 26 active outputs RANK 8 NODE 11 --> 227.829285 sigma out 26 active outputs RANK 9 NODE 7 --> 223.936111 sigma out 26 active outputs RANK 10 NODE 9 --> 222.453217 sigma out 26 active outputs RANK 11 NODE 12 --> 222.140442 sigma out 26 active outputs RANK 12 NODE 16 --> 198.249466 sigma out 26 active outputs RANK 13 NODE 17 --> 190.165268 sigma out 26 active outputs RANK 14 NODE 13 --> 157.379425 sigma out 26 active outputs RANK 15 NODE 10 --> 137.423294 sigma out 26 active outputs RANK 16 NODE 25 --> 133.051895 sigma out 26 active outputs RANK 17 NODE 19 --> 119.300903 sigma out 26 active outputs RANK 18 NODE 15 --> 117.015167 sigma out 26 active outputs RANK 19 NODE 22 --> 106.96122 sigma out 26 active outputs RANK 20 NODE 18 --> 96.4220276 sigma out 26 active outputs RANK 21 NODE 14 --> 87.6355972 sigma out 26 active outputs RANK 22 NODE 20 --> 75.2746048 sigma out 26 active outputs RANK 23 NODE 21 --> 49.0499649 sigma out 26 active outputs RANK 24 NODE 23 --> 47.7868118 sigma out 26 active outputs RANK 25 NODE 24 --> 13.033658 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 881.434631 sigma in 25act. ( 868.39801 sig out 1act.) RANK 2 NODE 11 --> 660.801147 sigma in 25act. ( 682.190002 sig out 1act.) RANK 3 NODE 18 --> 442.228729 sigma in 25act. ( 449.181793 sig out 1act.) RANK 4 NODE 25 --> 422.638489 sigma in 25act. ( 382.703247 sig out 1act.) RANK 5 NODE 6 --> 410.404083 sigma in 25act. ( 727.213684 sig out 1act.) RANK 6 NODE 8 --> 322.125824 sigma in 25act. ( 313.714294 sig out 1act.) RANK 7 NODE 10 --> 321.638824 sigma in 25act. ( 323.279663 sig out 1act.) RANK 8 NODE 5 --> 273.154755 sigma in 25act. ( 339.004303 sig out 1act.) RANK 9 NODE 21 --> 247.576385 sigma in 25act. ( 230.780411 sig out 1act.) RANK 10 NODE 12 --> 204.584549 sigma in 25act. ( 210.437668 sig out 1act.) RANK 11 NODE 14 --> 181.614944 sigma in 25act. ( 175.264084 sig out 1act.) RANK 12 NODE 17 --> 179.340179 sigma in 25act. ( 167.269135 sig out 1act.) RANK 13 NODE 22 --> 172.430115 sigma in 25act. ( 149.960373 sig out 1act.) RANK 14 NODE 9 --> 162.772827 sigma in 25act. ( 168.739563 sig out 1act.) RANK 15 NODE 23 --> 133.043564 sigma in 25act. ( 131.551544 sig out 1act.) RANK 16 NODE 1 --> 102.19175 sigma in 25act. ( 106.861839 sig out 1act.) RANK 17 NODE 15 --> 96.3398209 sigma in 25act. ( 102.641174 sig out 1act.) RANK 18 NODE 4 --> 83.8723297 sigma in 25act. ( 90.2013931 sig out 1act.) RANK 19 NODE 19 --> 73.1562119 sigma in 25act. ( 73.4313126 sig out 1act.) RANK 20 NODE 3 --> 72.8491669 sigma in 25act. ( 78.4867249 sig out 1act.) RANK 21 NODE 24 --> 48.0189552 sigma in 25act. ( 54.9131813 sig out 1act.) RANK 22 NODE 2 --> 16.4652538 sigma in 25act. ( 14.3335619 sig out 1act.) RANK 23 NODE 7 --> 13.7778463 sigma in 25act. ( 13.323452 sig out 1act.) RANK 24 NODE 20 --> 12.1834583 sigma in 25act. ( 11.6474543 sig out 1act.) RANK 25 NODE 26 --> 5.4187479 sigma in 25act. ( 4.98992586 sig out 1act.) RANK 26 NODE 16 --> 4.21012831 sigma in 25act. ( 0.793678939 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 868.39801 sigma out 1act.( 881.434631 sig in 25act.) RANK 2 NODE 6 --> 727.213684 sigma out 1act.( 410.404083 sig in 25act.) RANK 3 NODE 11 --> 682.190002 sigma out 1act.( 660.801147 sig in 25act.) RANK 4 NODE 18 --> 449.181793 sigma out 1act.( 442.228729 sig in 25act.) RANK 5 NODE 25 --> 382.703247 sigma out 1act.( 422.638489 sig in 25act.) RANK 6 NODE 5 --> 339.004303 sigma out 1act.( 273.154755 sig in 25act.) RANK 7 NODE 10 --> 323.279663 sigma out 1act.( 321.638824 sig in 25act.) RANK 8 NODE 8 --> 313.714294 sigma out 1act.( 322.125824 sig in 25act.) RANK 9 NODE 21 --> 230.780411 sigma out 1act.( 247.576385 sig in 25act.) RANK 10 NODE 12 --> 210.437668 sigma out 1act.( 204.584549 sig in 25act.) RANK 11 NODE 14 --> 175.264084 sigma out 1act.( 181.614944 sig in 25act.) RANK 12 NODE 9 --> 168.739563 sigma out 1act.( 162.772827 sig in 25act.) RANK 13 NODE 17 --> 167.269135 sigma out 1act.( 179.340179 sig in 25act.) RANK 14 NODE 22 --> 149.960373 sigma out 1act.( 172.430115 sig in 25act.) RANK 15 NODE 23 --> 131.551544 sigma out 1act.( 133.043564 sig in 25act.) RANK 16 NODE 1 --> 106.861839 sigma out 1act.( 102.19175 sig in 25act.) RANK 17 NODE 15 --> 102.641174 sigma out 1act.( 96.3398209 sig in 25act.) RANK 18 NODE 4 --> 90.2013931 sigma out 1act.( 83.8723297 sig in 25act.) RANK 19 NODE 3 --> 78.4867249 sigma out 1act.( 72.8491669 sig in 25act.) RANK 20 NODE 19 --> 73.4313126 sigma out 1act.( 73.1562119 sig in 25act.) RANK 21 NODE 24 --> 54.9131813 sigma out 1act.( 48.0189552 sig in 25act.) RANK 22 NODE 2 --> 14.3335619 sigma out 1act.( 16.4652538 sig in 25act.) RANK 23 NODE 7 --> 13.323452 sigma out 1act.( 13.7778463 sig in 25act.) RANK 24 NODE 20 --> 11.6474543 sigma out 1act.( 12.1834583 sig in 25act.) RANK 25 NODE 26 --> 4.98992586 sigma out 1act.( 5.4187479 sig in 25act.) RANK 26 NODE 16 --> 0.793678939 sigma out 1act.( 4.21012831 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1638.32983 sigma in 26 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.24803932 *** contribution from regularisation: 0.00122788292 *** contribution from error: -0.249267206 *** contribution from DIAG: 0.000208978556 *********************************************** -----------------> Test sample Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -8.85111237 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 130093 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/622/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/622/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/622/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/622/Pion/Upstream/NB.txt Training Host = lxplus433.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 = 622 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