Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Upstream Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Upstream/GlobalPID_Kaon_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/NOBFGS/621/Kaon/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/NOBFGS/621/Kaon/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/NOBFGS/621/Kaon/Upstream/NB.txt Training Host = lxplus436.cern.ch Particle type = kaon 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_Kaon_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 24 nodes, hidden layer has 27 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 24 Your number of nodes in the hidden layer is: 27 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You do not want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function You want to use the global preprocessing flag 621 You use momentum: 0. Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackCloneDist PreproFlag 34 Input 10 TrackFitVeloChi2 PreproFlag 14 Input 11 TrackFitVeloNDoF PreproFlag 19 Input 12 RichUsedAero PreproFlag 18 Input 13 RichUsedR1Gas PreproFlag 18 Input 14 RichAbovePiThres PreproFlag 18 Input 15 RichAboveKaThres PreproFlag 18 Input 16 RichAbovePrThres PreproFlag 18 Input 17 RichDLLe PreproFlag 34 Input 18 RichDLLmu PreproFlag 34 Input 19 RichDLLk PreproFlag 34 Input 20 RichDLLp PreproFlag 34 Input 21 RichDLLbt PreproFlag 34 Input 22 InAccBrem PreproFlag 19 Input 23 BremPIDe PreproFlag 34 Input 24 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5157981 tracks for input to NN training Sel. Eff. = 19.3874% Selected 1000000 tracks for input to NN training ghost percentage = 29.8513% electron percentage = 5.7412% muon percentage = 0.3947% pion percentage = 53.654% kaon percentage = 7.2871% proton percentage = 2.972% Unknown Particle type 3112 percentage = 0.034% Unknown Particle type 3222 percentage = 0.0368% Unknown Particle type 3312 percentage = 0.0106% Unknown Particle type 3334 percentage = 0.0002% Unknown Particle type 1000010020 percentage = 0.0022% Unknown Particle type 1000010030 percentage = 0.0027% Unknown Particle type 1000020040 percentage = 0.0132% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T Project 2001-2003 Copyright Phi-T GmbH Version 20101206 Library compiled with: NB_MAXPATTERN= 1500000 NB_MAXNODE = 100 ----------------------------------- found 1000000 samples to learn from preprocessing flags/parameters: global preprocessing flag: 621 individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 3 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 4 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 5 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 6 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 7 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 8 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 9 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 10 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 11 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 12 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 13 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 14 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 15 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 16 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 17 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 18 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 19 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 20 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 21 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 22 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 23 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 24 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. Using weight factor: 1. now perform preprocessing *** called with option 21 *** This will do for you: *** input variable equalisation *** to flat distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node ************************************ Signal fraction: 7.28709984 % ------------------------------ 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 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 283. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 284. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 285. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 286. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 287. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 288. Unregularised mean is returned ------------------------------ 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 2216.13989 2265.23999 2317.6001 2372.59009 2429.91504 24 warning: map is empty for variable 3 91.26514 2556.35498 2627.18994 2703.18506 2785.25 2874.46997 2971.0249 3077.20996 3195.15991 3323.94482 3467.06494 3627.28003 3811.34009 4023.66992 4262.90527 4539.01465 4869.84961 5245.74512 5693.2251 6233.31006 6872.29492 7639.93018 8567.9043 9715.32031 11142.3799 12968.9551 15317.1445 18586.1191 23868.3008 35725.0898 4692808.5 do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 1.45295644 19.3934059 25.3477707 30.1382904 34.2951813 38.1772003 41.9015388 45.4908142 48.9934883 52.4974442 55.9440079 59.3997345 62.8485031 66.2592163 69.7468719 73.2395935 76.7373734 80.2802124 83.8269348 87.5004578 91.1254883 94.8316345 98.5134659 102.279778 106.026756 109.853912 113.706299 117.644081 121.591629 125.535828 129.517426 133.560669 137.703049 141.799759 145.982788 150.112701 154.281693 158.562851 162.899628 warning: map is empty for variable 4 167.300323 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 -1.03257203 -0.983424306 -0.916359782 -0.268890202 do regulari warning: map is empty for variable 7 sed 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 0.230388105 0.237917691 0.246039703 0.254933 0.264446199 warning: map is empty for variable 8 0.274248183 0.284248233 0.294195056 0.303867757 0.313237488 0.32230103 0.331067026 0.339505434 0.347644329 0.355792642 0.363818526 0.371784568 0.379935205 0.388080984 0.396359682 0.404852688 0.413651526 0.42268765 0.432419121 0.442879677 0.453706712 0.465693653 0.478866756 0.492860496 0.508566082 0.525378883 0.542761564 0.561311841 0.582660496 0.605876446 0.631032109 0.659291208 0.69334352 0.735185027 0.797511578 0.999990344 do regularised spline fit for input variable # 8 build map for variable # 8 warning: map is empty for variable 8 ------------------------------ Transdef: Tab for variable 9 0.00384638784 2.44956112 4.93080807 7.63105202 10.2911015 13.4466286 16.9693794 20.7407417 24.9398918 29.3135166 33.7895317 38.7562981 44.1361084 50.0816002 56.251976 62.8267517 69.5960236 76.9210281 84.596405 92.7889404 101.088371 109.322426 118.493729 129.184113 138.631302 149.966873 161.794235 175.202408 187.168884 201.347687 216.187408 231.591446 247.734955 264.299438 282.654358 302.614471 321.987427 343.926147 366.567261 391.580353 419.051971 447.703491 480.097595 511.45224 544.345703 581.968628 623.151855 665.371338 709.811646 757.967407 809.292603 859.644653 910.575439 968.691162 1027.67554 1084.48877 1144.34521 1199.39575 1256.05103 1315.13379 1378.12109 1444.48938 1510.59619 1568.03784 1628.50488 1692.84131 1758.29468 1822.92334 1891.43335 1956.26196 2027.95288 2103.3335 2180.72241 2263.74561 2346.71094 2427.62622 2507.83057 2595.4165 2681.7373 2764.61914 2850.90454 2944.33691 3039.31494 3130.99805 3221.84766 3321.71143 3422.53589 3526.71924 3627.00146 3730.59424 3840.04346 3951.31763 4061.24219 4176.86719 4289.4541 4400.81201 4523.82129 4638.2998 4753.42871 4877.31055 4999.66064 do regularised spline fit for input variable # 9 build map for variable # 9 ------------------------------ Transdef: Tab for variable 10 1.12030714E-08 0.106300414 0.223134041 0.337052494 0.446935505 0.554820418 0.662782788 0.768689871 0.873481035 0.978381157 1.07985377 1.18300962 1.28558218 1.3847537 1.48545468 1.58549988 1.68626213 1.78304911 1.88500905 1.98365593 2.08160496 2.18070936 2.28020859 2.3800602 2.47924685 2.57963371 2.67967081 2.78071189 2.88182878 2.98353767 3.08650875 3.18875003 3.29102182 3.39433956 3.49716187 3.59988785 3.70444584 3.8091433 3.91797638 4.02386379 4.13223696 4.24260426 4.35207319 4.46126986 4.57322979 4.68651295 4.79983807 4.91511536 5.03210783 5.15214062 5.27245331 5.3930645 5.51489496 5.63960743 5.76605988 5.8914156 6.01769352 6.14875603 6.28086662 6.41495991 6.55136776 6.69146299 6.83304358 6.9786396 7.12596321 7.2769928 7.42949247 7.58498383 7.74451828 7.90676403 8.07327843 8.24458599 8.41973305 8.60203648 8.78406429 8.97579384 9.17363262 9.37618065 9.58698082 9.80885124 10.0349264 10.2756958 10.5272427 10.7829027 11.056778 11.3438015 11.6469002 11.9694252 12.3121605 12.6840754 13.0913105 13.5271893 14.0148735 14.5599976 15.1695862 15.8878212 16.7800484 17.9011497 19.4505882 22.0691261 73.908371 do regularised spline fit for input variable # 10 ------------------------------ Transdef: Tab for variable 11 -1. 1. 1. 1. 1. 1. 2. 2. 2. 2. 2. 2. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 4. 4. 4. 4. 4. 4. 4. 4. 4. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 6. 6. 6. 6. 6. 6. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 8. 8. 8. 8. 8. 8. 9. 9. 9. 9. 9. 9. 9. 9. 9. 10. 10. 10. 10. 11. 11. 11. 11. 11. 11. 12. 12. 13. 13. 13. 15. 27. build map for variable # 11 ------------------------------ Transdef: Tab for variable 12 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 13 ------------------------------ Transdef: Tab for variable 14 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 15 ------------------------------ Transdef: Tab for variable 16 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 -135.296295 -42.2428513 -37.5018005 -35.3868484 -33.9720001 -32.8713493 -31.9328499 -31.1280499 -30.4075508 -29.7625999 -29.1529503 -28.5891991 -28.0430489 -27.5338993 -27.0564003 -26.5963001 -26.15555 -25.7293015 -25.3148003 -24.9165001 -24.5364494 -24.1625996 -23.7915993 -23.4354992 -23.0808487 -22.7332993 -22.3883991 -22.0475006 -21.7185001 -21.3920498 -21.0699501 -20.7451 -20.4241009 -20.1079006 -19.7872009 -19.4699001 -19.1646996 -18.8544006 -18.54245 -18.2413502 -17.9416504 -17.6352997 -17.3323994 -17.0286503 -16.7227993 -16.4202003 -16.1140003 -15.8055 -15.5026493 -15.1897507 -14.8796997 -14.5717506 -14.2611504 -13.9438 -13.6243 -13.3057003 -12.97855 -12.6527996 -12.3247995 -11.9874001 -11.6464005 -11.3026505 -10.9514999 -10.5967999 -10.2317505 -9.86660004 -9.49914932 -9.11779976 -8.73219967 -8.34700012 -7.93720007 -7.53279972 -7.10895014 -6.67140007 -6.22735023 -5.78205013 -5.32079983 -4.86460018 -4.3908 -3.91709995 -3.44339991 -2.96355009 -2.49014997 -2.02189994 -1.56734991 -1.13399994 -0.711000025 -0.298799992 0.0309999995 0.53490001 1.19509995 2.06040001 3.13849998 4.54055023 6.28520012 8.59625053 11.6105499 15.8311996 22.5276489 34.4958496 127.994202 do regularised spline fit for input variable # 17 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -75.3078003 -19.7052994 -15.5397997 -13.5003996 -12.1303997 -11.0709 -10.1770496 -9.40514946 -8.72374916 -8.12860012 -7.59084988 -7.10114956 -6.65794992 -6.24454975 -5.87625027 -5.54745007 -5.24009991 -4.95494986 -4.69329977 -4.45459986 -4.23134995 -4.02839994 -3.83789992 -3.65665007 -3.48679996 -3.32945013 -3.18309999 -3.03935003 -2.90549994 -2.77719998 -2.65479994 -2.53660011 -2.42560005 -2.31949997 -2.21749997 -2.11610007 -2.01909995 -1.92569995 -1.83369994 -1.74629998 -1.65910006 -1.57420003 -1.49259996 -1.41120005 -1.3319 -1.25590003 -1.17920005 -1.10420001 -1.03009999 -0.957199991 -0.885200024 -0.813799977 -0.744599998 -0.675549984 -0.607599974 -0.538299978 -0.470099986 -0.403400004 -0.334850013 -0.268599987 -0.201299995 -0.135700002 -0.0705000013 -0.0111999996 0. 0. 0. 0. 0. 0. 0. 0. 0.0357000008 0.1052 0.178100005 0.254500002 0.334199995 0.416799992 0.501850009 0.59009999 0.680850029 0.777199984 0.875400007 0.977699995 1.08630002 1.20009995 1.32054996 1.44895005 1.5869 1.74070001 1.90610003 2.08800006 2.29970002 2.54115009 2.82424998 3.17680001 3.63805008 4.30550003 5.46540022 8.3196497 81.2253036 do regularised spline fit for input variable # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -131.308594 -30.8668003 -19.2387505 -12.6422997 -8.75675011 -6.23410034 -4.49909973 -3.29725003 -2.39884996 -1.70910001 -1.15275002 -0.683650017 -0.283150017 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.255100012 0.548600018 0.843800008 1.11730003 1.38559997 1.6401 1.87960005 2.11164999 2.33450007 2.54550004 2.74545002 2.93919992 3.11980009 3.29110003 3.45700002 3.61479998 3.76889992 3.91454983 4.05350018 4.18709993 4.31720018 4.44070005 4.56339979 4.67649984 4.78840017 4.8980999 5.00579977 5.10865021 5.21190023 5.31349993 5.41179991 5.50810003 5.60510015 5.70130014 5.79580021 5.89074993 5.9822998 6.07350016 6.16599989 6.25950003 6.35200024 6.4453001 6.53929996 6.63310003 6.72590017 6.82189989 6.91944981 7.01739979 7.1170001 7.21869993 7.32320023 7.4309001 7.54190016 7.65234995 7.76590014 7.88520002 8.00870037 8.13939953 8.27815056 8.42339993 8.57929993 8.74779987 8.92959976 9.12899971 9.35084915 9.60350037 9.88630009 10.2309999 10.6552 11.2006493 11.9719 13.0541992 14.5678997 16.4528503 18.9633503 22.6791 98.6978989 do regularised spline fit for input variable # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -113.560402 -29.826149 -18.5509491 -12.3297997 -8.3132 -5.46434975 -3.22230005 -1.39450002 -0.122100003 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.405000001 1.16074991 1.82535005 2.32870007 2.7253499 3.04785013 3.32025003 3.55150008 3.75749993 3.94460011 4.1104002 4.26849985 4.4078002 4.54370022 4.66874981 4.78809977 4.90339994 5.01420021 5.11740017 5.22074986 5.32119989 5.41779995 5.51149988 5.60449982 5.6954999 5.78420019 5.87220001 5.95839977 6.04360008 6.12559986 6.20905018 6.29239988 6.375 6.45749998 6.5385499 6.62099981 6.70249987 6.78509998 6.8671999 6.95020008 7.0323 7.11549997 7.19969988 7.28485012 7.37104988 7.45809984 7.54759979 7.63609982 7.72790003 7.82130003 7.91695023 8.01490021 8.11745071 8.22179985 8.32820034 8.43889999 8.55690002 8.6782999 8.8064003 8.93774986 9.07900047 9.22729969 9.38525009 9.55830002 9.74139977 9.93879986 10.1626997 10.4121494 10.6970997 11.0172005 11.4027996 11.86625 12.4251003 13.1203003 13.9780998 14.9938507 16.1765499 17.5839996 19.2912006 21.4733505 24.7597504 83.526001 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -111.776199 -26.7876015 -16.9142494 -11.4761505 -7.58484983 -4.53269958 -2.08389997 -0.368650019 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.291949987 1.14199996 1.85940003 2.37680006 2.78309989 3.10835004 3.37794995 3.6092999 3.81419992 3.99830008 4.16520023 4.31939983 4.46029997 4.59434986 4.7189002 4.83979988 4.95394993 5.06230021 5.16620016 5.27010012 5.37060022 5.46509981 5.55929995 5.65210009 5.74230003 5.83265018 5.92019987 6.00629997 6.09049988 6.17409992 6.2578001 6.34130001 6.42539978 6.50790024 6.59000015 6.6717 6.75489998 6.83820009 6.92210007 7.00589991 7.08830023 7.17320013 7.25829983 7.34549999 7.43310022 7.52299976 7.61259985 7.70510006 7.79839993 7.89470005 7.99249983 8.0934 8.19979954 8.30720043 8.41800022 8.53619957 8.65634918 8.78549957 8.91749954 9.0571003 9.20870018 9.36789989 9.53979969 9.7251997 9.92319965 10.1503 10.4019003 10.6945 11.0226002 11.4193497 11.9059 12.4912996 13.2163 14.1018505 15.1325493 16.2978992 17.6237488 19.1245499 20.8561497 22.8647995 25.4361 29.2203999 53.1357002 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -1.56982756 -0.638976097 -0.625065744 -0.621385098 -0.618835509 -0.607506514 -0.607506514 -0.607506514 -0.59140563 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.46140027 -0.3577528 -0.22497654 -0.197551489 -0.193240166 -0.193240166 -0.193240166 -0.170016766 -0.159759998 -0.10151577 -0.0930809975 -0.0866560936 -0.0866560936 -0.0713868141 -0.0607295036 -0.0593438148 -0.0268115997 -0.00288772583 0.0148792267 0.0225257874 0.0987143517 0.135342121 0.143006802 0.206151962 0.301524162 0.404599667 0.414528847 0.550283909 0.726033211 0.843950748 1.27634811 1.5115242 1.82782078 2.89827085 4.79148388 do regularised spline fit for input variable # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 0.489566624 0.882825017 0.904494405 0.917603016 0.92696631 0.936329603 0.942571759 0.948813975 0.95505619 0.959737837 0.964419484 0.967540562 0.971910119 0.976123571 0.978464425 0.983146071 0.986267149 0.988764048 0.992509365 0.994382024 0.997191012 1.00070226 1.00321031 1.00561798 1.00811481 1.01123595 1.014045 1.01591766 1.01825845 1.02059925 1.02327442 1.02528095 1.02808988 1.02996254 1.03308368 1.03464425 1.03677225 1.03932583 1 warning: map is empty for variable 24 .04213488 1.04400754 1.04556799 1.04868913 1.05056179 1.05337083 1.05493128 1.05805242 1.05975485 1.06179774 1.06390452 1.06741571 1.06741571 1.07142854 1.07303369 1.07677901 1.07865167 1.08146071 1.08302116 1.0861423 1.0884831 1.09082401 1.09295201 1.0955056 1.0990169 1.10112357 1.10486889 1.10674155 1.1095506 1.11235952 1.11657298 1.11891389 1.12359548 1.12359548 1.12921345 1.13295877 1.13607991 1.1404494 1.14466298 1.14817417 1.15168536 1.15730333 1.16221905 1.16773677 1.17353308 1.17977524 1.18539321 1.19225967 1.20084274 1.20786512 1.21722841 1.22893262 1.24157298 1.25468171 1.27340829 1.29213488 1.32022476 1.35767794 1.4080056 1.47940075 1.59269667 1.80898881 5.38202238 do regularised spline fit for input variable # 24 build map for variable # 24 warning: map is empty for variable 24 COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 0 0.5 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 4.1 18.0 20.7 6.0 8.7 10.1 9.1 5.2 6.1 7.0 9.9 9.9 12.6 16.4 14.0 12.8 13.6 25.3 25.7 26.4 0.6 17.0 7.1 2 4.1 100.0 3.6 1.6 4.1 5.3 8.2 38.4 0.3 -1.1 3.5 -1.0 1.8 0.2 0.6 0.0 -6.2 1.4 3.3 3.5 2.4 -3.0 7.1 4.5 3 18.0 3.6 100.0 69.0 0.4 17.4 8.8 5.2 8.2 18.4 15.1 18.7 43.1 45.3 65.2 57.4 41.6 47.6 38.7 44.2 48.7 -14.3 73.1 0.1 4 20.7 1.6 69.0 100.0 1.4 3.8 19.1 1.9 16.3 10.8 0.5 44.4 41.7 56.4 70.4 55.1 41.1 53.1 44.2 51.0 54.5 0.0 59.1 3.1 5 6.0 4.1 0.4 1.4 100.0 23.5 43.9 50.4 5.7 18.6 21.3 7.8 5.4 6.1 1.8 -3.8 2.6 5.9 0.4 0.3 -1.5 3.8 1.3 7.2 6 8.7 5.3 17.4 3.8 23.5 100.0 28.4 44.1 11.2 56.9 87.8 11.4 18.6 19.8 14.9 9.2 17.8 18.3 10.5 10.3 10.1 15.8 17.0 15.5 7 10.1 8.2 8.8 19.1 43.9 28.4 100.0 57.0 16.7 1.1 21.7 14.3 8.3 13.7 8.7 -0.4 3.0 12.2 4.0 4.4 2.3 -4.7 8.2 4.7 8 9.1 38.4 5.2 1.9 50.4 44.1 57.0 100.0 7.3 8.9 32.3 9.1 11.7 10.3 4.7 -2.2 3.9 9.6 1.8 1.5 -0.7 5.7 7.4 9.6 9 5.2 0.3 8.2 16.3 5.7 11.2 16.7 7.3 100.0 4.1 12.6 10.4 4.8 11.8 9.4 5.4 5.2 10.5 7.3 8.0 8.0 -0.7 8.1 10.8 10 6.1 -1.1 18.4 10.8 18.6 56.9 1.1 8.9 4.1 100.0 56.9 18.4 20.8 24.9 18.2 11.7 21.0 23.0 15.0 15.4 15.8 16.2 16.9 9.6 11 7.0 3.5 15.1 0.5 21.3 87.8 21.7 32.3 12.6 56.9 100.0 9.2 14.6 16.5 13.1 8.8 15.7 15.4 9.8 9.8 9.9 14.1 14.5 16.2 12 9.9 -1.0 18.7 44.4 7.8 11.4 14.3 9.1 10.4 18.4 9.2 100.0 68.6 83.5 43.7 18.9 51.6 71.5 40.9 41.8 40.9 27.9 14.2 7.1 13 9.9 1.8 43.1 41.7 5.4 18.6 8.3 11.7 4.8 20.8 14.6 68.6 100.0 82.2 41.9 20.8 78.1 71.0 39.7 38.6 37.5 26.8 28.6 4.0 14 12.6 0.2 45.3 56.4 6.1 19.8 13.7 10.3 11.8 24.9 16.5 83.5 82.2 100.0 50.9 25.3 69.5 83.7 50.7 49.3 48.0 25.1 35.4 6.0 15 16.4 0.6 65.2 70.4 1.8 14.9 8.7 4.7 9.4 18.2 13.1 43.7 41.9 50.9 100.0 49.7 41.1 51.3 35.0 45.1 48.0 12.3 52.1 2.3 16 14.0 0.0 57.4 55.1 -3.8 9.2 -0.4 -2.2 5.4 11.7 8.8 18.9 20.8 25.3 49.7 100.0 24.4 23.0 37.4 39.5 51.4 5.1 54.2 -0.2 17 12.8 -6.2 41.6 41.1 2.6 17.8 3.0 3.9 5.2 21.0 15.7 51.6 78.1 69.5 41.1 24.4 100.0 60.7 43.2 42.3 42.7 19.5 29.7 8.3 18 13.6 1.4 47.6 53.1 5.9 18.3 12.2 9.6 10.5 23.0 15.4 71.5 71.0 83.7 51.3 23.0 60.7 100.0 43.9 45.0 44.1 22.5 38.0 6.2 19 25.3 3.3 38.7 44.2 0.4 10.5 4.0 1.8 7.3 15.0 9.8 40.9 39.7 50.7 35.0 37.4 43.2 43.9 100.0 87.2 86.1 13.0 36.0 5.6 20 25.7 3.5 44.2 51.0 0.3 10.3 4.4 1.5 8.0 15.4 9.8 41.8 38.6 49.3 45.1 39.5 42.3 45.0 87.2 100.0 95.4 13.5 42.6 5.9 21 26.4 2.4 48.7 54.5 -1.5 10.1 2.3 -0.7 8.0 15.8 9.9 40.9 37.5 48.0 48.0 51.4 42.7 44.1 86.1 95.4 100.0 13.7 46.7 5.6 22 0.6 -3.0 -14.3 0.0 3.8 15.8 -4.7 5.7 -0.7 16.2 14.1 27.9 26.8 25.1 12.3 5.1 19.5 22.5 13.0 13.5 13.7 100.0 3.1 3.5 23 17.0 7.1 73.1 59.1 1.3 17.0 8.2 7.4 8.1 16.9 14.5 14.2 28.6 35.4 52.1 54.2 29.7 38.0 36.0 42.6 46.7 3.1 100.0 1.8 24 7.1 4.5 0.1 3.1 7.2 15.5 4.7 9.6 10.8 9.6 16.2 7.1 4.0 6.0 2.3 -0.2 8.3 6.2 5.6 5.9 5.6 3.5 1.8 100.0 TOTAL CORRELATION TO TARGET (diagonal) 68.4290712 TOTAL CORRELATION OF ALL VARIABLES 31.1139369 ROUND 1: MAX CORR ( 31.1132443) AFTER KILLING INPUT VARIABLE 10 CONTR 0.207598161 ROUND 2: MAX CORR ( 31.108675) AFTER KILLING INPUT VARIABLE 9 CONTR 0.533205206 ROUND 3: MAX CORR ( 31.1037256) AFTER KILLING INPUT VARIABLE 15 CONTR 0.554900446 ROUND 4: MAX CORR ( 31.0969757) AFTER KILLING INPUT VARIABLE 2 CONTR 0.647957765 ROUND 5: MAX CORR ( 31.0888709) AFTER KILLING INPUT VARIABLE 20 CONTR 0.709933428 ROUND 6: MAX CORR ( 31.0805201) AFTER KILLING INPUT VARIABLE 11 CONTR 0.720530583 ROUND 7: MAX CORR ( 31.0704193) AFTER KILLING INPUT VARIABLE 12 CONTR 0.792323394 ROUND 8: MAX CORR ( 31.0615878) AFTER KILLING INPUT VARIABLE 13 CONTR 0.740755423 ROUND 9: MAX CORR ( 31.0484718) AFTER KILLING INPUT VARIABLE 3 CONTR 0.902570221 ROUND 10: MAX CORR ( 31.0299478) AFTER KILLING INPUT VARIABLE 5 CONTR 1.07235357 ROUND 11: MAX CORR ( 30.9943907) AFTER KILLING INPUT VARIABLE 22 CONTR 1.48505938 ROUND 12: MAX CORR ( 30.9414887) AFTER KILLING INPUT VARIABLE 23 CONTR 1.81011982 ROUND 13: MAX CORR ( 30.8650729) AFTER KILLING INPUT VARIABLE 16 CONTR 2.17324604 ROUND 14: MAX CORR ( 30.7800047) AFTER KILLING INPUT VARIABLE 17 CONTR 2.28998581 ROUND 15: MAX CORR ( 30.6716614) AFTER KILLING INPUT VARIABLE 6 CONTR 2.58028592 ROUND 16: MAX CORR ( 30.5430512) AFTER KILLING INPUT VARIABLE 18 CONTR 2.80585838 ROUND 17: MAX CORR ( 30.3701038) AFTER KILLING INPUT VARIABLE 7 CONTR 3.2457311 ROUND 18: MAX CORR ( 29.9819023) AFTER KILLING INPUT VARIABLE 24 CONTR 4.84032387 ROUND 19: MAX CORR ( 29.4233505) AFTER KILLING INPUT VARIABLE 21 CONTR 5.76028736 ROUND 20: MAX CORR ( 28.7114883) AFTER KILLING INPUT VARIABLE 14 CONTR 6.43303972 ROUND 21: MAX CORR ( 27.4047396) AFTER KILLING INPUT VARIABLE 8 CONTR 8.56328232 ROUND 22: MAX CORR ( 25.2542662) AFTER KILLING INPUT VARIABLE 4 CONTR 10.6415127 LAST REMAINING VARIABLE: 19 total correlation to target: 31.1139369 % total significance: 311.139369 sigma correlations of single variables to target: variable 2: 4.06589803 % , in sigma: 40.6589803 variable 3: 17.9810551 % , in sigma: 179.810551 variable 4: 20.699385 % , in sigma: 206.99385 variable 5: 6.03881153 % , in sigma: 60.3881153 variable 6: 8.70544314 % , in sigma: 87.0544314 variable 7: 10.115517 % , in sigma: 101.15517 variable 8: 9.14542822 % , in sigma: 91.4542822 variable 9: 5.17204041 % , in sigma: 51.7204041 variable 10: 6.11862442 % , in sigma: 61.1862442 variable 11: 6.95762521 % , in sigma: 69.5762521 variable 12: 9.85975963 % , in sigma: 98.5975963 variable 13: 9.88609296 % , in sigma: 98.8609296 variable 14: 12.6452123 % , in sigma: 126.452123 variable 15: 16.3743715 % , in sigma: 163.743715 variable 16: 13.9950608 % , in sigma: 139.950608 variable 17: 12.7834695 % , in sigma: 127.834695 variable 18: 13.6371397 % , in sigma: 136.371397 variable 19: 25.2542662 % , in sigma: 252.542662 variable 20: 25.7366725 % , in sigma: 257.366725 variable 21: 26.411327 % , in sigma: 264.11327 variable 22: 0.563047239 % , in sigma: 5.63047239 variable 23: 16.9539664 % , in sigma: 169.539664 variable 24: 7.05157721 % , in sigma: 70.5157721 variables sorted by significance: 1 most relevant variable 19 corr 25.2542667 , in sigma: 252.542667 2 most relevant variable 4 corr 10.6415129 , in sigma: 106.415129 3 most relevant variable 8 corr 8.56328201 , in sigma: 85.6328201 4 most relevant variable 14 corr 6.43303967 , in sigma: 64.3303967 5 most relevant variable 21 corr 5.76028728 , in sigma: 57.6028728 6 most relevant variable 24 corr 4.84032393 , in sigma: 48.4032393 7 most relevant variable 7 corr 3.24573112 , in sigma: 32.4573112 8 most relevant variable 18 corr 2.80585837 , in sigma: 28.0585837 9 most relevant variable 6 corr 2.58028603 , in sigma: 25.8028603 10 most relevant variable 17 corr 2.2899859 , in sigma: 22.899859 11 most relevant variable 16 corr 2.17324615 , in sigma: 21.7324615 12 most relevant variable 23 corr 1.81011987 , in sigma: 18.1011987 13 most relevant variable 22 corr 1.48505938 , in sigma: 14.8505938 14 most relevant variable 5 corr 1.0723536 , in sigma: 10.723536 15 most relevant variable 3 corr 0.902570248 , in sigma: 9.02570248 16 most relevant variable 13 corr 0.740755439 , in sigma: 7.40755439 17 most relevant variable 12 corr 0.792323411 , in sigma: 7.92323411 18 most relevant variable 11 corr 0.72053057 , in sigma: 7.2053057 19 most relevant variable 20 corr 0.7099334 , in sigma: 7.099334 20 most relevant variable 2 corr 0.647957742 , in sigma: 6.47957742 21 most relevant variable 15 corr 0.554900467 , in sigma: 5.54900467 22 most relevant variable 9 corr 0.533205211 , in sigma: 5.33205211 23 most relevant variable 10 corr 0.207598165 , in sigma: 2.07598165 global correlations between input variables: variable 2: 48.5921558 % variable 3: 89.0698731 % variable 4: 84.2806826 % variable 5: 59.0739379 % variable 6: 90.4754859 % variable 7: 67.2957783 % variable 8: 78.3892883 % variable 9: 26.990901 % variable 10: 65.8046361 % variable 11: 88.7755163 % variable 12: 89.6293751 % variable 13: 89.2216677 % variable 14: 94.115511 % variable 15: 79.0590401 % variable 16: 74.581267 % variable 17: 81.5098005 % variable 18: 85.3583126 % variable 19: 88.9637662 % variable 20: 96.5344171 % variable 21: 96.7973108 % variable 22: 54.3540911 % variable 23: 77.4241007 % variable 24: 22.9848961 % significance loss when removing single variables: variable 2: corr = 0.640955522 % , sigma = 6.40955522 variable 3: corr = 1.06784384 % , sigma = 10.6784384 variable 4: corr = 5.61763961 % , sigma = 56.1763961 variable 5: corr = 1.12004546 % , sigma = 11.2004546 variable 6: corr = 1.79746748 % , sigma = 17.9746748 variable 7: corr = 2.76831834 % , sigma = 27.6831834 variable 8: corr = 2.89669802 % , sigma = 28.9669802 variable 9: corr = 0.540910839 % , sigma = 5.40910839 variable 10: corr = 0.207598161 % , sigma = 2.07598161 variable 11: corr = 0.832674846 % , sigma = 8.32674846 variable 12: corr = 0.669463295 % , sigma = 6.69463295 variable 13: corr = 0.849188031 % , sigma = 8.49188031 variable 14: corr = 4.77540059 % , sigma = 47.7540059 variable 15: corr = 0.566865747 % , sigma = 5.66865747 variable 16: corr = 2.78494029 % , sigma = 27.8494029 variable 17: corr = 2.36091494 % , sigma = 23.6091494 variable 18: corr = 1.92337325 % , sigma = 19.2337325 variable 19: corr = 6.10909057 % , sigma = 61.0909057 variable 20: corr = 0.760637248 % , sigma = 7.60637248 variable 21: corr = 3.69918922 % , sigma = 36.9918922 variable 22: corr = 0.948128663 % , sigma = 9.48128663 variable 23: corr = 1.13513016 % , sigma = 11.3513016 variable 24: corr = 4.23323571 % , sigma = 42.3323571 Keep only 22 most significant input variables Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -2.33409572 create test 22 plots 9100/9200: 2 NVar: 23. 3206 --------- Entering internal boost mode: --------- Weightsum per Output Node: 1000000. Starting analysis with 31 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 3.03214359 PREPRO: (sigma of derived input)/eigenvalue # 2 : 1.84525919 PREPRO: (sigma of derived input)/eigenvalue # 3 : 1.64245987 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.60192537 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.5090555 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.29925263 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.12898397 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.06616187 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.00608361 PREPRO: (sigma of derived input)/eigenvalue # 10 : 0.968064606 PREPRO: (sigma of derived input)/eigenvalue # 11 : 0.932910919 PREPRO: (sigma of derived input)/eigenvalue # 12 : 0.819375217 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.788684845 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.752843618 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.679684103 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.620484769 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.574612796 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.522436082 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.415084362 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.384185612 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.341280699 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.297191352 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.241745159 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.168599084 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.138457268 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.00208612508 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.000344130152 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.000191035113 PREPRO: (sigma of derived input)/eigenvalue # 29 : 8.48196962E-08 PREPRO: (sigma of derived input)/eigenvalue # 30 : 1.59564735E-07 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.000394892908 Using 25 variables out of 31 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 0 0.5 3.0 1.8 1.6 1.6 1.5 1.3 1.1 1.1 1.0 1.0 0.9 0.8 0.8 0.8 0.7 0.6 0.6 0.5 0.4 0.4 0.3 0.3 0.2 0.2 0.1 1 100.0 -17.1 22.0 3.0 -3.7 1.9 -1.4 3.5 1.6 -2.0 -2.5 -2.5 -1.8 -2.4 0.4 2.1 -4.3 -1.6 -2.3 2.4 -1.9 3.0 0.7 -3.1 0.0 4.3 2 -17.1 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 3 22.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 4 3.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 5 -3.7 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 6 1.9 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7 -1.4 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 8 3.5 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 9 1.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 10 -2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 11 -2.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 12 -2.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 13 -1.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 14 -2.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 15 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 16 2.1 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 17 -4.3 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 0.0 18 -1.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 19 -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 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 20 2.4 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 21 -1.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 22 3.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 23 0.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 24 -3.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 25 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 26 4.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 30.3807911 PREPRO: MEAN( 1)= -0.854258 WIDTH 0.27024354 PREPRO: MEAN( 2)= -6.58088997E-08 WIDTH 9.19390168 PREPRO: MEAN( 3)= 3.74042764E-08 WIDTH 3.4049803 PREPRO: MEAN( 4)= 1.20290883E-07 WIDTH 2.69767482 PREPRO: MEAN( 5)= 1.8030256E-09 WIDTH 2.56616467 PREPRO: MEAN( 6)= 4.19729985E-08 WIDTH 2.2772484 PREPRO: MEAN( 7)= 1.96600035E-08 WIDTH 1.68805756 PREPRO: MEAN( 8)= -1.75547488E-08 WIDTH 1.27460471 PREPRO: MEAN( 9)= -1.78052597E-08 WIDTH 1.13670096 PREPRO: MEAN( 10)= 5.93803078E-09 WIDTH 1.01220398 PREPRO: MEAN( 11)= 2.36274675E-09 WIDTH 0.93714871 PREPRO: MEAN( 12)= 3.88913564E-08 WIDTH 0.870322773 PREPRO: MEAN( 13)= -1.75437331E-08 WIDTH 0.671375598 PREPRO: MEAN( 14)= 1.49223767E-09 WIDTH 0.62202395 PREPRO: MEAN( 15)= -4.48093321E-08 WIDTH 0.566773629 PREPRO: MEAN( 16)= 1.52470935E-08 WIDTH 0.46197022 PREPRO: MEAN( 17)= 5.30198961E-09 WIDTH 0.385001348 PREPRO: MEAN( 18)= -6.52788393E-09 WIDTH 0.330179778 PREPRO: MEAN( 19)= 3.77992466E-08 WIDTH 0.272939525 PREPRO: MEAN( 20)= -8.67707655E-09 WIDTH 0.172294993 PREPRO: MEAN( 21)= 8.90356302E-09 WIDTH 0.147598555 PREPRO: MEAN( 22)= -8.00128561E-10 WIDTH 0.116472424 PREPRO: MEAN( 23)= -1.2976788E-09 WIDTH 0.0883226834 PREPRO: MEAN( 24)= 4.51487489E-09 WIDTH 0.0584407813 PREPRO: MEAN( 25)= 1.10302216E-08 WIDTH 0.0284255985 PREPRO: MEAN( 26)= 1.27412006E-08 WIDTH 0.0191703401 ------------------------------------- Teacher: actual network topology: Nodes(1) = 26 Nodes(2) = 27 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 326.937317 sigma out 27 active outputs RANK 2 NODE 2 --> 154.392212 sigma out 27 active outputs RANK 3 NODE 3 --> 131.522873 sigma out 27 active outputs RANK 4 NODE 5 --> 109.273621 sigma out 27 active outputs RANK 5 NODE 6 --> 96.0538712 sigma out 27 active outputs RANK 6 NODE 9 --> 84.5123901 sigma out 27 active outputs RANK 7 NODE 4 --> 82.10672 sigma out 27 active outputs RANK 8 NODE 7 --> 79.6195068 sigma out 27 active outputs RANK 9 NODE 8 --> 66.8097076 sigma out 27 active outputs RANK 10 NODE 15 --> 63.8088303 sigma out 27 active outputs RANK 11 NODE 18 --> 59.0862007 sigma out 27 active outputs RANK 12 NODE 11 --> 53.0010986 sigma out 27 active outputs RANK 13 NODE 16 --> 52.2703476 sigma out 27 active outputs RANK 14 NODE 13 --> 51.7753181 sigma out 27 active outputs RANK 15 NODE 17 --> 51.748394 sigma out 27 active outputs RANK 16 NODE 19 --> 47.8529243 sigma out 27 active outputs RANK 17 NODE 10 --> 47.3651314 sigma out 27 active outputs RANK 18 NODE 24 --> 45.3608055 sigma out 27 active outputs RANK 19 NODE 14 --> 43.5502243 sigma out 27 active outputs RANK 20 NODE 20 --> 42.2739563 sigma out 27 active outputs RANK 21 NODE 22 --> 40.5743484 sigma out 27 active outputs RANK 22 NODE 12 --> 39.8295708 sigma out 27 active outputs RANK 23 NODE 21 --> 38.0807419 sigma out 27 active outputs RANK 24 NODE 26 --> 34.8178558 sigma out 27 active outputs RANK 25 NODE 25 --> 30.9497108 sigma out 27 active outputs RANK 26 NODE 23 --> 27.8224468 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 231.77124 sigma in 26act. ( 228.886765 sig out 1act.) RANK 2 NODE 22 --> 231.712845 sigma in 26act. ( 269.957123 sig out 1act.) RANK 3 NODE 13 --> 183.83638 sigma in 26act. ( 182.148163 sig out 1act.) RANK 4 NODE 26 --> 114.810562 sigma in 26act. ( 149.750504 sig out 1act.) RANK 5 NODE 15 --> 106.251343 sigma in 26act. ( 125.581451 sig out 1act.) RANK 6 NODE 8 --> 83.1610565 sigma in 26act. ( 119.780472 sig out 1act.) RANK 7 NODE 17 --> 81.658638 sigma in 26act. ( 93.6180115 sig out 1act.) RANK 8 NODE 21 --> 78.9555893 sigma in 26act. ( 107.501274 sig out 1act.) RANK 9 NODE 9 --> 78.6435013 sigma in 26act. ( 113.864441 sig out 1act.) RANK 10 NODE 7 --> 72.568779 sigma in 26act. ( 97.2925415 sig out 1act.) RANK 11 NODE 19 --> 56.4236755 sigma in 26act. ( 66.4846954 sig out 1act.) RANK 12 NODE 14 --> 54.6700096 sigma in 26act. ( 60.9916077 sig out 1act.) RANK 13 NODE 3 --> 52.5067062 sigma in 26act. ( 41.3253822 sig out 1act.) RANK 14 NODE 24 --> 50.3678398 sigma in 26act. ( 44.3771477 sig out 1act.) RANK 15 NODE 11 --> 49.8052597 sigma in 26act. ( 63.8647499 sig out 1act.) RANK 16 NODE 6 --> 46.6038361 sigma in 26act. ( 47.8030281 sig out 1act.) RANK 17 NODE 10 --> 46.3307762 sigma in 26act. ( 37.3223495 sig out 1act.) RANK 18 NODE 12 --> 43.8124962 sigma in 26act. ( 40.3449516 sig out 1act.) RANK 19 NODE 1 --> 43.4547844 sigma in 26act. ( 38.0222435 sig out 1act.) RANK 20 NODE 25 --> 43.1268806 sigma in 26act. ( 24.3706322 sig out 1act.) RANK 21 NODE 5 --> 40.8404694 sigma in 26act. ( 26.4131927 sig out 1act.) RANK 22 NODE 20 --> 39.5323143 sigma in 26act. ( 23.9916534 sig out 1act.) RANK 23 NODE 16 --> 39.448082 sigma in 26act. ( 26.4415112 sig out 1act.) RANK 24 NODE 23 --> 36.036644 sigma in 26act. ( 30.7723064 sig out 1act.) RANK 25 NODE 27 --> 35.6232529 sigma in 26act. ( 36.730114 sig out 1act.) RANK 26 NODE 18 --> 34.0822525 sigma in 26act. ( 0.672117352 sig out 1act.) RANK 27 NODE 2 --> 29.1167831 sigma in 26act. ( 5.38334131 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 269.957123 sigma out 1act.( 231.712845 sig in 26act.) RANK 2 NODE 4 --> 228.886765 sigma out 1act.( 231.77124 sig in 26act.) RANK 3 NODE 13 --> 182.148163 sigma out 1act.( 183.83638 sig in 26act.) RANK 4 NODE 26 --> 149.750504 sigma out 1act.( 114.810562 sig in 26act.) RANK 5 NODE 15 --> 125.581451 sigma out 1act.( 106.251343 sig in 26act.) RANK 6 NODE 8 --> 119.780472 sigma out 1act.( 83.1610565 sig in 26act.) RANK 7 NODE 9 --> 113.864441 sigma out 1act.( 78.6435013 sig in 26act.) RANK 8 NODE 21 --> 107.501274 sigma out 1act.( 78.9555893 sig in 26act.) RANK 9 NODE 7 --> 97.2925415 sigma out 1act.( 72.568779 sig in 26act.) RANK 10 NODE 17 --> 93.6180115 sigma out 1act.( 81.658638 sig in 26act.) RANK 11 NODE 19 --> 66.4846954 sigma out 1act.( 56.4236755 sig in 26act.) RANK 12 NODE 11 --> 63.8647499 sigma out 1act.( 49.8052597 sig in 26act.) RANK 13 NODE 14 --> 60.9916077 sigma out 1act.( 54.6700096 sig in 26act.) RANK 14 NODE 6 --> 47.8030281 sigma out 1act.( 46.6038361 sig in 26act.) RANK 15 NODE 24 --> 44.3771477 sigma out 1act.( 50.3678398 sig in 26act.) RANK 16 NODE 3 --> 41.3253822 sigma out 1act.( 52.5067062 sig in 26act.) RANK 17 NODE 12 --> 40.3449516 sigma out 1act.( 43.8124962 sig in 26act.) RANK 18 NODE 1 --> 38.0222435 sigma out 1act.( 43.4547844 sig in 26act.) RANK 19 NODE 10 --> 37.3223495 sigma out 1act.( 46.3307762 sig in 26act.) RANK 20 NODE 27 --> 36.730114 sigma out 1act.( 35.6232529 sig in 26act.) RANK 21 NODE 23 --> 30.7723064 sigma out 1act.( 36.036644 sig in 26act.) RANK 22 NODE 16 --> 26.4415112 sigma out 1act.( 39.448082 sig in 26act.) RANK 23 NODE 5 --> 26.4131927 sigma out 1act.( 40.8404694 sig in 26act.) RANK 24 NODE 25 --> 24.3706322 sigma out 1act.( 43.1268806 sig in 26act.) RANK 25 NODE 20 --> 23.9916534 sigma out 1act.( 39.5323143 sig in 26act.) RANK 26 NODE 2 --> 5.38334131 sigma out 1act.( 29.1167831 sig in 26act.) RANK 27 NODE 18 --> 0.672117352 sigma out 1act.( 34.0822525 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 530.35675 sigma in 27 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 369.423492 sigma out 27 active outputs RANK 2 NODE 2 --> 165.658829 sigma out 27 active outputs RANK 3 NODE 3 --> 148.503326 sigma out 27 active outputs RANK 4 NODE 5 --> 115.051498 sigma out 27 active outputs RANK 5 NODE 6 --> 101.083748 sigma out 27 active outputs RANK 6 NODE 4 --> 81.5618515 sigma out 27 active outputs RANK 7 NODE 9 --> 79.2451553 sigma out 27 active outputs RANK 8 NODE 7 --> 78.9542542 sigma out 27 active outputs RANK 9 NODE 8 --> 65.3309021 sigma out 27 active outputs RANK 10 NODE 15 --> 58.4009361 sigma out 27 active outputs RANK 11 NODE 11 --> 48.8485374 sigma out 27 active outputs RANK 12 NODE 13 --> 45.7129059 sigma out 27 active outputs RANK 13 NODE 17 --> 44.7326431 sigma out 27 active outputs RANK 14 NODE 18 --> 42.2140884 sigma out 27 active outputs RANK 15 NODE 16 --> 41.9750557 sigma out 27 active outputs RANK 16 NODE 19 --> 38.4874001 sigma out 27 active outputs RANK 17 NODE 14 --> 36.2499733 sigma out 27 active outputs RANK 18 NODE 10 --> 35.67556 sigma out 27 active outputs RANK 19 NODE 12 --> 30.0731106 sigma out 27 active outputs RANK 20 NODE 22 --> 29.4617462 sigma out 27 active outputs RANK 21 NODE 20 --> 24.2305813 sigma out 27 active outputs RANK 22 NODE 21 --> 21.3780746 sigma out 27 active outputs RANK 23 NODE 24 --> 16.8328037 sigma out 27 active outputs RANK 24 NODE 25 --> 14.62817 sigma out 27 active outputs RANK 25 NODE 23 --> 13.4258013 sigma out 27 active outputs RANK 26 NODE 26 --> 9.69158936 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 263.462341 sigma in 26act. ( 173.616058 sig out 1act.) RANK 2 NODE 22 --> 255.878174 sigma in 26act. ( 206.970688 sig out 1act.) RANK 3 NODE 13 --> 206.943848 sigma in 26act. ( 156.15448 sig out 1act.) RANK 4 NODE 26 --> 131.671066 sigma in 26act. ( 121.747986 sig out 1act.) RANK 5 NODE 15 --> 102.848427 sigma in 26act. ( 100.566742 sig out 1act.) RANK 6 NODE 17 --> 81.9084625 sigma in 26act. ( 68.8336182 sig out 1act.) RANK 7 NODE 8 --> 79.9440613 sigma in 26act. ( 103.249535 sig out 1act.) RANK 8 NODE 9 --> 79.3441086 sigma in 26act. ( 86.4664154 sig out 1act.) RANK 9 NODE 7 --> 75.1337662 sigma in 26act. ( 81.5086594 sig out 1act.) RANK 10 NODE 21 --> 74.9610672 sigma in 26act. ( 94.3201828 sig out 1act.) RANK 11 NODE 19 --> 50.3352699 sigma in 26act. ( 54.5382729 sig out 1act.) RANK 12 NODE 11 --> 50.2692871 sigma in 26act. ( 49.3390579 sig out 1act.) RANK 13 NODE 14 --> 49.5000801 sigma in 26act. ( 48.4051819 sig out 1act.) RANK 14 NODE 24 --> 36.3940163 sigma in 26act. ( 35.9133873 sig out 1act.) RANK 15 NODE 1 --> 36.092495 sigma in 26act. ( 27.6966362 sig out 1act.) RANK 16 NODE 3 --> 35.1287804 sigma in 26act. ( 31.7322121 sig out 1act.) RANK 17 NODE 12 --> 33.5852051 sigma in 26act. ( 31.7681274 sig out 1act.) RANK 18 NODE 6 --> 32.7074165 sigma in 26act. ( 40.1084633 sig out 1act.) RANK 19 NODE 10 --> 29.0474777 sigma in 26act. ( 29.4997292 sig out 1act.) RANK 20 NODE 27 --> 26.7454243 sigma in 26act. ( 29.8934727 sig out 1act.) RANK 21 NODE 23 --> 26.7158413 sigma in 26act. ( 23.4143848 sig out 1act.) RANK 22 NODE 5 --> 21.2672176 sigma in 26act. ( 21.706028 sig out 1act.) RANK 23 NODE 16 --> 20.875906 sigma in 26act. ( 21.229538 sig out 1act.) RANK 24 NODE 20 --> 20.5915298 sigma in 26act. ( 18.9739685 sig out 1act.) RANK 25 NODE 25 --> 20.3511906 sigma in 26act. ( 19.6303749 sig out 1act.) RANK 26 NODE 2 --> 6.76694155 sigma in 26act. ( 4.32197094 sig out 1act.) RANK 27 NODE 18 --> 6.69351101 sigma in 26act. ( 0.572240651 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 206.970688 sigma out 1act.( 255.878174 sig in 26act.) RANK 2 NODE 4 --> 173.616058 sigma out 1act.( 263.462341 sig in 26act.) RANK 3 NODE 13 --> 156.15448 sigma out 1act.( 206.943848 sig in 26act.) RANK 4 NODE 26 --> 121.747986 sigma out 1act.( 131.671066 sig in 26act.) RANK 5 NODE 8 --> 103.249535 sigma out 1act.( 79.9440613 sig in 26act.) RANK 6 NODE 15 --> 100.566742 sigma out 1act.( 102.848427 sig in 26act.) RANK 7 NODE 21 --> 94.3201828 sigma out 1act.( 74.9610672 sig in 26act.) RANK 8 NODE 9 --> 86.4664154 sigma out 1act.( 79.3441086 sig in 26act.) RANK 9 NODE 7 --> 81.5086594 sigma out 1act.( 75.1337662 sig in 26act.) RANK 10 NODE 17 --> 68.8336182 sigma out 1act.( 81.9084625 sig in 26act.) RANK 11 NODE 19 --> 54.5382729 sigma out 1act.( 50.3352699 sig in 26act.) RANK 12 NODE 11 --> 49.3390579 sigma out 1act.( 50.2692871 sig in 26act.) RANK 13 NODE 14 --> 48.4051819 sigma out 1act.( 49.5000801 sig in 26act.) RANK 14 NODE 6 --> 40.1084633 sigma out 1act.( 32.7074165 sig in 26act.) RANK 15 NODE 24 --> 35.9133873 sigma out 1act.( 36.3940163 sig in 26act.) RANK 16 NODE 12 --> 31.7681274 sigma out 1act.( 33.5852051 sig in 26act.) RANK 17 NODE 3 --> 31.7322121 sigma out 1act.( 35.1287804 sig in 26act.) RANK 18 NODE 27 --> 29.8934727 sigma out 1act.( 26.7454243 sig in 26act.) RANK 19 NODE 10 --> 29.4997292 sigma out 1act.( 29.0474777 sig in 26act.) RANK 20 NODE 1 --> 27.6966362 sigma out 1act.( 36.092495 sig in 26act.) RANK 21 NODE 23 --> 23.4143848 sigma out 1act.( 26.7158413 sig in 26act.) RANK 22 NODE 5 --> 21.706028 sigma out 1act.( 21.2672176 sig in 26act.) RANK 23 NODE 16 --> 21.229538 sigma out 1act.( 20.875906 sig in 26act.) RANK 24 NODE 25 --> 19.6303749 sigma out 1act.( 20.3511906 sig in 26act.) RANK 25 NODE 20 --> 18.9739685 sigma out 1act.( 20.5915298 sig in 26act.) RANK 26 NODE 2 --> 4.32197094 sigma out 1act.( 6.76694155 sig in 26act.) RANK 27 NODE 18 --> 0.572240651 sigma out 1act.( 6.69351101 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 422.074219 sigma in 27 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.430797547 *** contribution from regularisation: 0.000673235802 *** contribution from error: -0.431470782 *** contribution from DIAG: 1.09648363E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.470517069 *** contribution from regularisation: 0.00126109028 *** contribution from error: -0.471778154 *** contribution from DIAG: 0.000119958378 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.47128883 *** contribution from regularisation: 0.00106869522 *** contribution from error: -0.472357512 *** contribution from DIAG: 0.000195244327 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.471514404 *** contribution from regularisation: 0.00117523258 *** contribution from error: -0.472689629 *** contribution from DIAG: 0.000179430761 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.471762508 *** contribution from regularisation: 0.00114983809 *** contribution from error: -0.472912341 *** contribution from DIAG: 0.000183579163 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.471950918 *** contribution from regularisation: 0.00115755957 *** contribution from error: -0.47310847 *** contribution from DIAG: 0.000188314851 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.472120672 *** contribution from regularisation: 0.00115714548 *** contribution from error: -0.473277807 *** contribution from DIAG: 0.000189736718 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.472270459 *** contribution from regularisation: 0.00115595327 *** contribution from error: -0.473426402 *** contribution from DIAG: 0.000182943302 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.472398043 *** contribution from regularisation: 0.00115723442 *** contribution from error: -0.473555267 *** contribution from DIAG: 0.000185019526 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 376.50885 sigma out 27 active outputs RANK 2 NODE 2 --> 169.11676 sigma out 27 active outputs RANK 3 NODE 3 --> 152.585022 sigma out 27 active outputs RANK 4 NODE 5 --> 115.625504 sigma out 27 active outputs RANK 5 NODE 6 --> 101.488647 sigma out 27 active outputs RANK 6 NODE 4 --> 83.1255569 sigma out 27 active outputs RANK 7 NODE 9 --> 79.9253082 sigma out 27 active outputs RANK 8 NODE 7 --> 79.7085724 sigma out 27 active outputs RANK 9 NODE 8 --> 64.788147 sigma out 27 active outputs RANK 10 NODE 15 --> 59.4062004 sigma out 27 active outputs RANK 11 NODE 11 --> 49.6447067 sigma out 27 active outputs RANK 12 NODE 13 --> 46.1352501 sigma out 27 active outputs RANK 13 NODE 17 --> 45.3802719 sigma out 27 active outputs RANK 14 NODE 18 --> 42.8645782 sigma out 27 active outputs RANK 15 NODE 16 --> 42.6010666 sigma out 27 active outputs RANK 16 NODE 19 --> 39.2219696 sigma out 27 active outputs RANK 17 NODE 14 --> 36.5447083 sigma out 27 active outputs RANK 18 NODE 10 --> 35.7010384 sigma out 27 active outputs RANK 19 NODE 12 --> 30.7197456 sigma out 27 active outputs RANK 20 NODE 22 --> 30.4937172 sigma out 27 active outputs RANK 21 NODE 20 --> 25.0024204 sigma out 27 active outputs RANK 22 NODE 21 --> 22.2205238 sigma out 27 active outputs RANK 23 NODE 24 --> 18.1770611 sigma out 27 active outputs RANK 24 NODE 25 --> 16.0845871 sigma out 27 active outputs RANK 25 NODE 26 --> 15.7074337 sigma out 27 active outputs RANK 26 NODE 23 --> 15.3735752 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 268.172943 sigma in 26act. ( 175.648514 sig out 1act.) RANK 2 NODE 22 --> 259.500641 sigma in 26act. ( 206.757416 sig out 1act.) RANK 3 NODE 13 --> 210.628204 sigma in 26act. ( 158.107849 sig out 1act.) RANK 4 NODE 26 --> 134.653961 sigma in 26act. ( 123.484299 sig out 1act.) RANK 5 NODE 15 --> 104.232826 sigma in 26act. ( 100.635353 sig out 1act.) RANK 6 NODE 17 --> 83.8994751 sigma in 26act. ( 70.8112106 sig out 1act.) RANK 7 NODE 8 --> 82.0744705 sigma in 26act. ( 104.2771 sig out 1act.) RANK 8 NODE 9 --> 79.8646851 sigma in 26act. ( 85.7887344 sig out 1act.) RANK 9 NODE 7 --> 76.6649094 sigma in 26act. ( 82.4498367 sig out 1act.) RANK 10 NODE 21 --> 74.1656189 sigma in 26act. ( 95.8616638 sig out 1act.) RANK 11 NODE 11 --> 52.6014175 sigma in 26act. ( 50.420063 sig out 1act.) RANK 12 NODE 19 --> 51.5051651 sigma in 26act. ( 55.1837273 sig out 1act.) RANK 13 NODE 14 --> 50.7686234 sigma in 26act. ( 49.0333939 sig out 1act.) RANK 14 NODE 1 --> 38.8203201 sigma in 26act. ( 29.1165352 sig out 1act.) RANK 15 NODE 24 --> 37.3493538 sigma in 26act. ( 35.6142769 sig out 1act.) RANK 16 NODE 3 --> 36.1403313 sigma in 26act. ( 31.6708755 sig out 1act.) RANK 17 NODE 12 --> 35.0742378 sigma in 26act. ( 32.3411217 sig out 1act.) RANK 18 NODE 6 --> 34.4177933 sigma in 26act. ( 41.1171417 sig out 1act.) RANK 19 NODE 10 --> 29.7745075 sigma in 26act. ( 29.6726913 sig out 1act.) RANK 20 NODE 23 --> 28.2917767 sigma in 26act. ( 24.4024944 sig out 1act.) RANK 21 NODE 27 --> 26.9958572 sigma in 26act. ( 30.1338196 sig out 1act.) RANK 22 NODE 20 --> 22.4865513 sigma in 26act. ( 19.8315353 sig out 1act.) RANK 23 NODE 16 --> 22.1733818 sigma in 26act. ( 21.633585 sig out 1act.) RANK 24 NODE 5 --> 21.7032623 sigma in 26act. ( 21.5239639 sig out 1act.) RANK 25 NODE 25 --> 20.5069561 sigma in 26act. ( 19.1113968 sig out 1act.) RANK 26 NODE 18 --> 8.20982933 sigma in 26act. ( 0.577955127 sig out 1act.) RANK 27 NODE 2 --> 8.06181717 sigma in 26act. ( 3.97435951 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 206.757416 sigma out 1act.( 259.500641 sig in 26act.) RANK 2 NODE 4 --> 175.648514 sigma out 1act.( 268.172943 sig in 26act.) RANK 3 NODE 13 --> 158.107849 sigma out 1act.( 210.628204 sig in 26act.) RANK 4 NODE 26 --> 123.484299 sigma out 1act.( 134.653961 sig in 26act.) RANK 5 NODE 8 --> 104.2771 sigma out 1act.( 82.0744705 sig in 26act.) RANK 6 NODE 15 --> 100.635353 sigma out 1act.( 104.232826 sig in 26act.) RANK 7 NODE 21 --> 95.8616638 sigma out 1act.( 74.1656189 sig in 26act.) RANK 8 NODE 9 --> 85.7887344 sigma out 1act.( 79.8646851 sig in 26act.) RANK 9 NODE 7 --> 82.4498367 sigma out 1act.( 76.6649094 sig in 26act.) RANK 10 NODE 17 --> 70.8112106 sigma out 1act.( 83.8994751 sig in 26act.) RANK 11 NODE 19 --> 55.1837273 sigma out 1act.( 51.5051651 sig in 26act.) RANK 12 NODE 11 --> 50.420063 sigma out 1act.( 52.6014175 sig in 26act.) RANK 13 NODE 14 --> 49.0333939 sigma out 1act.( 50.7686234 sig in 26act.) RANK 14 NODE 6 --> 41.1171417 sigma out 1act.( 34.4177933 sig in 26act.) RANK 15 NODE 24 --> 35.6142769 sigma out 1act.( 37.3493538 sig in 26act.) RANK 16 NODE 12 --> 32.3411217 sigma out 1act.( 35.0742378 sig in 26act.) RANK 17 NODE 3 --> 31.6708755 sigma out 1act.( 36.1403313 sig in 26act.) RANK 18 NODE 27 --> 30.1338196 sigma out 1act.( 26.9958572 sig in 26act.) RANK 19 NODE 10 --> 29.6726913 sigma out 1act.( 29.7745075 sig in 26act.) RANK 20 NODE 1 --> 29.1165352 sigma out 1act.( 38.8203201 sig in 26act.) RANK 21 NODE 23 --> 24.4024944 sigma out 1act.( 28.2917767 sig in 26act.) RANK 22 NODE 16 --> 21.633585 sigma out 1act.( 22.1733818 sig in 26act.) RANK 23 NODE 5 --> 21.5239639 sigma out 1act.( 21.7032623 sig in 26act.) RANK 24 NODE 20 --> 19.8315353 sigma out 1act.( 22.4865513 sig in 26act.) RANK 25 NODE 25 --> 19.1113968 sigma out 1act.( 20.5069561 sig in 26act.) RANK 26 NODE 2 --> 3.97435951 sigma out 1act.( 8.06181717 sig in 26act.) RANK 27 NODE 18 --> 0.577955127 sigma out 1act.( 8.20982933 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 425.614258 sigma in 27 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.472509772 *** contribution from regularisation: 0.00115771778 *** contribution from error: -0.473667502 *** contribution from DIAG: 0.000198543697 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.472608656 *** contribution from regularisation: 0.00115839671 *** contribution from error: -0.473767042 *** contribution from DIAG: 0.00017815399 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.472697675 *** contribution from regularisation: 0.00115770195 *** contribution from error: -0.473855376 *** contribution from DIAG: 0.000180355244 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.472772956 *** contribution from regularisation: 0.00115846482 *** contribution from error: -0.473931432 *** contribution from DIAG: 0.000185819183 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.472842962 *** contribution from regularisation: 0.00115826074 *** contribution from error: -0.474001229 *** contribution from DIAG: 0.000196486013 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.472907454 *** contribution from regularisation: 0.00115718518 *** contribution from error: -0.474064648 *** contribution from DIAG: 0.000183725671 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.472963035 *** contribution from regularisation: 0.00115916936 *** contribution from error: -0.474122196 *** contribution from DIAG: 0.000184033153 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.473017037 *** contribution from regularisation: 0.00115834258 *** contribution from error: -0.474175394 *** contribution from DIAG: 0.000184175718 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.473064929 *** contribution from regularisation: 0.00115931756 *** contribution from error: -0.47422424 *** contribution from DIAG: 0.000189393671 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.473112196 *** contribution from regularisation: 0.00115839613 *** contribution from error: -0.474270582 *** contribution from DIAG: 0.000192788706 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 378.543091 sigma out 27 active outputs RANK 2 NODE 2 --> 169.660431 sigma out 27 active outputs RANK 3 NODE 3 --> 151.517151 sigma out 27 active outputs RANK 4 NODE 5 --> 115.769394 sigma out 27 active outputs RANK 5 NODE 6 --> 101.773773 sigma out 27 active outputs RANK 6 NODE 4 --> 84.3102493 sigma out 27 active outputs RANK 7 NODE 9 --> 80.0914078 sigma out 27 active outputs RANK 8 NODE 7 --> 79.0487671 sigma out 27 active outputs RANK 9 NODE 8 --> 64.118515 sigma out 27 active outputs RANK 10 NODE 15 --> 59.413414 sigma out 27 active outputs RANK 11 NODE 11 --> 49.7691536 sigma out 27 active outputs RANK 12 NODE 13 --> 45.740963 sigma out 27 active outputs RANK 13 NODE 17 --> 44.7218018 sigma out 27 active outputs RANK 14 NODE 18 --> 42.6233482 sigma out 27 active outputs RANK 15 NODE 16 --> 42.4254646 sigma out 27 active outputs RANK 16 NODE 19 --> 38.7027054 sigma out 27 active outputs RANK 17 NODE 14 --> 35.8017197 sigma out 27 active outputs RANK 18 NODE 10 --> 35.370018 sigma out 27 active outputs RANK 19 NODE 12 --> 30.9582367 sigma out 27 active outputs RANK 20 NODE 22 --> 29.9797745 sigma out 27 active outputs RANK 21 NODE 20 --> 24.6556873 sigma out 27 active outputs RANK 22 NODE 21 --> 21.8994274 sigma out 27 active outputs RANK 23 NODE 26 --> 18.8549557 sigma out 27 active outputs RANK 24 NODE 24 --> 17.9680748 sigma out 27 active outputs RANK 25 NODE 23 --> 15.4723749 sigma out 27 active outputs RANK 26 NODE 25 --> 15.3536167 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 268.300537 sigma in 26act. ( 175.981796 sig out 1act.) RANK 2 NODE 22 --> 259.556305 sigma in 26act. ( 205.635605 sig out 1act.) RANK 3 NODE 13 --> 211.850601 sigma in 26act. ( 158.373718 sig out 1act.) RANK 4 NODE 26 --> 136.007477 sigma in 26act. ( 123.857117 sig out 1act.) RANK 5 NODE 15 --> 103.563072 sigma in 26act. ( 100.432343 sig out 1act.) RANK 6 NODE 17 --> 84.9707489 sigma in 26act. ( 71.2087479 sig out 1act.) RANK 7 NODE 8 --> 83.2218399 sigma in 26act. ( 103.015175 sig out 1act.) RANK 8 NODE 9 --> 79.6335678 sigma in 26act. ( 84.8570862 sig out 1act.) RANK 9 NODE 7 --> 76.9999084 sigma in 26act. ( 82.6556702 sig out 1act.) RANK 10 NODE 21 --> 72.7924347 sigma in 26act. ( 96.5676346 sig out 1act.) RANK 11 NODE 11 --> 53.5254402 sigma in 26act. ( 50.2179108 sig out 1act.) RANK 12 NODE 19 --> 52.1162949 sigma in 26act. ( 56.1592789 sig out 1act.) RANK 13 NODE 14 --> 50.9602509 sigma in 26act. ( 49.3337059 sig out 1act.) RANK 14 NODE 1 --> 39.3034782 sigma in 26act. ( 29.3193722 sig out 1act.) RANK 15 NODE 24 --> 37.3682175 sigma in 26act. ( 35.2834396 sig out 1act.) RANK 16 NODE 12 --> 36.2637138 sigma in 26act. ( 33.2782745 sig out 1act.) RANK 17 NODE 3 --> 35.9326706 sigma in 26act. ( 31.1735287 sig out 1act.) RANK 18 NODE 6 --> 34.9711227 sigma in 26act. ( 41.2323647 sig out 1act.) RANK 19 NODE 10 --> 29.8213367 sigma in 26act. ( 29.8106518 sig out 1act.) RANK 20 NODE 23 --> 28.3616447 sigma in 26act. ( 24.4799595 sig out 1act.) RANK 21 NODE 27 --> 26.9502087 sigma in 26act. ( 30.5415745 sig out 1act.) RANK 22 NODE 20 --> 22.9421444 sigma in 26act. ( 20.3141594 sig out 1act.) RANK 23 NODE 16 --> 22.2552872 sigma in 26act. ( 21.8664551 sig out 1act.) RANK 24 NODE 5 --> 21.492363 sigma in 26act. ( 21.430027 sig out 1act.) RANK 25 NODE 25 --> 19.5278282 sigma in 26act. ( 18.6532097 sig out 1act.) RANK 26 NODE 18 --> 7.70996666 sigma in 26act. ( 0.441960573 sig out 1act.) RANK 27 NODE 2 --> 7.64252758 sigma in 26act. ( 3.83397055 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 205.635605 sigma out 1act.( 259.556305 sig in 26act.) RANK 2 NODE 4 --> 175.981796 sigma out 1act.( 268.300537 sig in 26act.) RANK 3 NODE 13 --> 158.373718 sigma out 1act.( 211.850601 sig in 26act.) RANK 4 NODE 26 --> 123.857117 sigma out 1act.( 136.007477 sig in 26act.) RANK 5 NODE 8 --> 103.015175 sigma out 1act.( 83.2218399 sig in 26act.) RANK 6 NODE 15 --> 100.432343 sigma out 1act.( 103.563072 sig in 26act.) RANK 7 NODE 21 --> 96.5676346 sigma out 1act.( 72.7924347 sig in 26act.) RANK 8 NODE 9 --> 84.8570862 sigma out 1act.( 79.6335678 sig in 26act.) RANK 9 NODE 7 --> 82.6556702 sigma out 1act.( 76.9999084 sig in 26act.) RANK 10 NODE 17 --> 71.2087479 sigma out 1act.( 84.9707489 sig in 26act.) RANK 11 NODE 19 --> 56.1592789 sigma out 1act.( 52.1162949 sig in 26act.) RANK 12 NODE 11 --> 50.2179108 sigma out 1act.( 53.5254402 sig in 26act.) RANK 13 NODE 14 --> 49.3337059 sigma out 1act.( 50.9602509 sig in 26act.) RANK 14 NODE 6 --> 41.2323647 sigma out 1act.( 34.9711227 sig in 26act.) RANK 15 NODE 24 --> 35.2834396 sigma out 1act.( 37.3682175 sig in 26act.) RANK 16 NODE 12 --> 33.2782745 sigma out 1act.( 36.2637138 sig in 26act.) RANK 17 NODE 3 --> 31.1735287 sigma out 1act.( 35.9326706 sig in 26act.) RANK 18 NODE 27 --> 30.5415745 sigma out 1act.( 26.9502087 sig in 26act.) RANK 19 NODE 10 --> 29.8106518 sigma out 1act.( 29.8213367 sig in 26act.) RANK 20 NODE 1 --> 29.3193722 sigma out 1act.( 39.3034782 sig in 26act.) RANK 21 NODE 23 --> 24.4799595 sigma out 1act.( 28.3616447 sig in 26act.) RANK 22 NODE 16 --> 21.8664551 sigma out 1act.( 22.2552872 sig in 26act.) RANK 23 NODE 5 --> 21.430027 sigma out 1act.( 21.492363 sig in 26act.) RANK 24 NODE 20 --> 20.3141594 sigma out 1act.( 22.9421444 sig in 26act.) RANK 25 NODE 25 --> 18.6532097 sigma out 1act.( 19.5278282 sig in 26act.) RANK 26 NODE 2 --> 3.83397055 sigma out 1act.( 7.64252758 sig in 26act.) RANK 27 NODE 18 --> 0.441960573 sigma out 1act.( 7.70996666 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 425.362061 sigma in 27 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.473156214 *** contribution from regularisation: 0.00115838158 *** contribution from error: -0.4743146 *** contribution from DIAG: 0.000195585992 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.473197162 *** contribution from regularisation: 0.00115807925 *** contribution from error: -0.474355251 *** contribution from DIAG: 0.000189933271 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.473232806 *** contribution from regularisation: 0.00115952699 *** contribution from error: -0.474392325 *** contribution from DIAG: 0.000192014835 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.473259747 *** contribution from regularisation: 0.00115943432 *** contribution from error: -0.474419177 *** contribution from DIAG: 0.000195184097 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.473282576 *** contribution from regularisation: 0.00115838787 *** contribution from error: -0.474440962 *** contribution from DIAG: 0.000188528225 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.473300308 *** contribution from regularisation: 0.00115935924 *** contribution from error: -0.474459678 *** contribution from DIAG: 0.00018459608 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.473315269 *** contribution from regularisation: 0.00115980254 *** contribution from error: -0.474475086 *** contribution from DIAG: 0.000185762357 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.47333014 *** contribution from regularisation: 0.00115960382 *** contribution from error: -0.474489748 *** contribution from DIAG: 0.000185898869 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.473343015 *** contribution from regularisation: 0.00115955702 *** contribution from error: -0.474502563 *** contribution from DIAG: 0.000184976234 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.47335574 *** contribution from regularisation: 0.00115878985 *** contribution from error: -0.474514544 *** contribution from DIAG: 0.000184859353 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 377.606995 sigma out 27 active outputs RANK 2 NODE 2 --> 169.595413 sigma out 27 active outputs RANK 3 NODE 3 --> 151.238785 sigma out 27 active outputs RANK 4 NODE 5 --> 115.078316 sigma out 27 active outputs RANK 5 NODE 6 --> 100.877045 sigma out 27 active outputs RANK 6 NODE 4 --> 84.074707 sigma out 27 active outputs RANK 7 NODE 9 --> 80.031601 sigma out 27 active outputs RANK 8 NODE 7 --> 79.0088425 sigma out 27 active outputs RANK 9 NODE 8 --> 63.2709084 sigma out 27 active outputs RANK 10 NODE 15 --> 59.2802086 sigma out 27 active outputs RANK 11 NODE 11 --> 49.2386742 sigma out 27 active outputs RANK 12 NODE 13 --> 45.542305 sigma out 27 active outputs RANK 13 NODE 17 --> 44.263752 sigma out 27 active outputs RANK 14 NODE 18 --> 42.5590897 sigma out 27 active outputs RANK 15 NODE 16 --> 42.2575302 sigma out 27 active outputs RANK 16 NODE 19 --> 38.4041138 sigma out 27 active outputs RANK 17 NODE 14 --> 35.6177788 sigma out 27 active outputs RANK 18 NODE 10 --> 35.0466461 sigma out 27 active outputs RANK 19 NODE 12 --> 31.0586491 sigma out 27 active outputs RANK 20 NODE 22 --> 29.8731766 sigma out 27 active outputs RANK 21 NODE 20 --> 24.3247623 sigma out 27 active outputs RANK 22 NODE 21 --> 21.7285366 sigma out 27 active outputs RANK 23 NODE 26 --> 19.8048 sigma out 27 active outputs RANK 24 NODE 24 --> 17.9518127 sigma out 27 active outputs RANK 25 NODE 25 --> 15.4769869 sigma out 27 active outputs RANK 26 NODE 23 --> 15.44242 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 267.254944 sigma in 26act. ( 175.812927 sig out 1act.) RANK 2 NODE 22 --> 258.44632 sigma in 26act. ( 204.390259 sig out 1act.) RANK 3 NODE 13 --> 211.57019 sigma in 26act. ( 157.968826 sig out 1act.) RANK 4 NODE 26 --> 135.818436 sigma in 26act. ( 124.118324 sig out 1act.) RANK 5 NODE 15 --> 103.086327 sigma in 26act. ( 99.5614853 sig out 1act.) RANK 6 NODE 17 --> 85.1127319 sigma in 26act. ( 71.6166687 sig out 1act.) RANK 7 NODE 8 --> 83.4311447 sigma in 26act. ( 102.792168 sig out 1act.) RANK 8 NODE 9 --> 79.2309341 sigma in 26act. ( 84.2275009 sig out 1act.) RANK 9 NODE 7 --> 76.9593124 sigma in 26act. ( 82.7992401 sig out 1act.) RANK 10 NODE 21 --> 71.7744827 sigma in 26act. ( 96.9699631 sig out 1act.) RANK 11 NODE 11 --> 53.6605301 sigma in 26act. ( 50.0733833 sig out 1act.) RANK 12 NODE 19 --> 52.4821358 sigma in 26act. ( 56.3584557 sig out 1act.) RANK 13 NODE 14 --> 50.9173813 sigma in 26act. ( 49.0687561 sig out 1act.) RANK 14 NODE 1 --> 39.295681 sigma in 26act. ( 29.3378563 sig out 1act.) RANK 15 NODE 24 --> 37.3862038 sigma in 26act. ( 34.9467964 sig out 1act.) RANK 16 NODE 12 --> 36.8779488 sigma in 26act. ( 33.6415176 sig out 1act.) RANK 17 NODE 3 --> 35.7435875 sigma in 26act. ( 30.8487377 sig out 1act.) RANK 18 NODE 6 --> 35.0242767 sigma in 26act. ( 41.4926758 sig out 1act.) RANK 19 NODE 10 --> 29.8131294 sigma in 26act. ( 29.9361172 sig out 1act.) RANK 20 NODE 23 --> 28.2644272 sigma in 26act. ( 24.4195805 sig out 1act.) RANK 21 NODE 27 --> 26.8728886 sigma in 26act. ( 30.6997166 sig out 1act.) RANK 22 NODE 20 --> 23.172224 sigma in 26act. ( 20.4212494 sig out 1act.) RANK 23 NODE 16 --> 22.2124081 sigma in 26act. ( 22.0705395 sig out 1act.) RANK 24 NODE 5 --> 21.3439522 sigma in 26act. ( 21.5383434 sig out 1act.) RANK 25 NODE 25 --> 19.1012936 sigma in 26act. ( 18.3019123 sig out 1act.) RANK 26 NODE 18 --> 7.43236876 sigma in 26act. ( 0.354367882 sig out 1act.) RANK 27 NODE 2 --> 7.4169302 sigma in 26act. ( 3.7721746 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 204.390259 sigma out 1act.( 258.44632 sig in 26act.) RANK 2 NODE 4 --> 175.812927 sigma out 1act.( 267.254944 sig in 26act.) RANK 3 NODE 13 --> 157.968826 sigma out 1act.( 211.57019 sig in 26act.) RANK 4 NODE 26 --> 124.118324 sigma out 1act.( 135.818436 sig in 26act.) RANK 5 NODE 8 --> 102.792168 sigma out 1act.( 83.4311447 sig in 26act.) RANK 6 NODE 15 --> 99.5614853 sigma out 1act.( 103.086327 sig in 26act.) RANK 7 NODE 21 --> 96.9699631 sigma out 1act.( 71.7744827 sig in 26act.) RANK 8 NODE 9 --> 84.2275009 sigma out 1act.( 79.2309341 sig in 26act.) RANK 9 NODE 7 --> 82.7992401 sigma out 1act.( 76.9593124 sig in 26act.) RANK 10 NODE 17 --> 71.6166687 sigma out 1act.( 85.1127319 sig in 26act.) RANK 11 NODE 19 --> 56.3584557 sigma out 1act.( 52.4821358 sig in 26act.) RANK 12 NODE 11 --> 50.0733833 sigma out 1act.( 53.6605301 sig in 26act.) RANK 13 NODE 14 --> 49.0687561 sigma out 1act.( 50.9173813 sig in 26act.) RANK 14 NODE 6 --> 41.4926758 sigma out 1act.( 35.0242767 sig in 26act.) RANK 15 NODE 24 --> 34.9467964 sigma out 1act.( 37.3862038 sig in 26act.) RANK 16 NODE 12 --> 33.6415176 sigma out 1act.( 36.8779488 sig in 26act.) RANK 17 NODE 3 --> 30.8487377 sigma out 1act.( 35.7435875 sig in 26act.) RANK 18 NODE 27 --> 30.6997166 sigma out 1act.( 26.8728886 sig in 26act.) RANK 19 NODE 10 --> 29.9361172 sigma out 1act.( 29.8131294 sig in 26act.) RANK 20 NODE 1 --> 29.3378563 sigma out 1act.( 39.295681 sig in 26act.) RANK 21 NODE 23 --> 24.4195805 sigma out 1act.( 28.2644272 sig in 26act.) RANK 22 NODE 16 --> 22.0705395 sigma out 1act.( 22.2124081 sig in 26act.) RANK 23 NODE 5 --> 21.5383434 sigma out 1act.( 21.3439522 sig in 26act.) RANK 24 NODE 20 --> 20.4212494 sigma out 1act.( 23.172224 sig in 26act.) RANK 25 NODE 25 --> 18.3019123 sigma out 1act.( 19.1012936 sig in 26act.) RANK 26 NODE 2 --> 3.7721746 sigma out 1act.( 7.4169302 sig in 26act.) RANK 27 NODE 18 --> 0.354367882 sigma out 1act.( 7.43236876 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 424.424988 sigma in 27 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.473366976 *** contribution from regularisation: 0.00115873024 *** contribution from error: -0.47452572 *** contribution from DIAG: 0.000186138976 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.47337687 *** contribution from regularisation: 0.00115934538 *** contribution from error: -0.47453621 *** contribution from DIAG: 0.000188406702 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.473387063 *** contribution from regularisation: 0.00115940638 *** contribution from error: -0.474546462 *** contribution from DIAG: 0.000188498147 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.473396957 *** contribution from regularisation: 0.00115898682 *** contribution from error: -0.474555939 *** contribution from DIAG: 0.000188658611 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.473405451 *** contribution from regularisation: 0.00115946168 *** contribution from error: -0.47456491 *** contribution from DIAG: 0.000189028986 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.473414242 *** contribution from regularisation: 0.00115929684 *** contribution from error: -0.474573553 *** contribution from DIAG: 0.000188602833 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.473422259 *** contribution from regularisation: 0.00115965179 *** contribution from error: -0.474581897 *** contribution from DIAG: 0.000189881874 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.473430425 *** contribution from regularisation: 0.00115933665 *** contribution from error: -0.474589765 *** contribution from DIAG: 0.000190130231 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.473438859 *** contribution from regularisation: 0.00115855911 *** contribution from error: -0.474597424 *** contribution from DIAG: 0.000190217674 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.473444909 *** contribution from regularisation: 0.00116001698 *** contribution from error: -0.474604934 *** contribution from DIAG: 0.000190206134 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 377.941864 sigma out 27 active outputs RANK 2 NODE 2 --> 169.653778 sigma out 27 active outputs RANK 3 NODE 3 --> 150.952667 sigma out 27 active outputs RANK 4 NODE 5 --> 115.407364 sigma out 27 active outputs RANK 5 NODE 6 --> 100.639786 sigma out 27 active outputs RANK 6 NODE 4 --> 84.4380722 sigma out 27 active outputs RANK 7 NODE 9 --> 79.898941 sigma out 27 active outputs RANK 8 NODE 7 --> 79.0775299 sigma out 27 active outputs RANK 9 NODE 8 --> 63.6151123 sigma out 27 active outputs RANK 10 NODE 15 --> 59.2355576 sigma out 27 active outputs RANK 11 NODE 11 --> 49.4489861 sigma out 27 active outputs RANK 12 NODE 13 --> 45.3952904 sigma out 27 active outputs RANK 13 NODE 17 --> 44.0946655 sigma out 27 active outputs RANK 14 NODE 18 --> 42.3056374 sigma out 27 active outputs RANK 15 NODE 16 --> 42.2741699 sigma out 27 active outputs RANK 16 NODE 19 --> 38.2740707 sigma out 27 active outputs RANK 17 NODE 14 --> 35.5677834 sigma out 27 active outputs RANK 18 NODE 10 --> 35.0528183 sigma out 27 active outputs RANK 19 NODE 12 --> 31.1930809 sigma out 27 active outputs RANK 20 NODE 22 --> 29.6046963 sigma out 27 active outputs RANK 21 NODE 20 --> 24.1783943 sigma out 27 active outputs RANK 22 NODE 21 --> 21.914608 sigma out 27 active outputs RANK 23 NODE 26 --> 20.0766087 sigma out 27 active outputs RANK 24 NODE 24 --> 17.8887577 sigma out 27 active outputs RANK 25 NODE 23 --> 15.4337101 sigma out 27 active outputs RANK 26 NODE 25 --> 15.3323984 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 267.315399 sigma in 26act. ( 175.417694 sig out 1act.) RANK 2 NODE 22 --> 258.358124 sigma in 26act. ( 204.259003 sig out 1act.) RANK 3 NODE 13 --> 211.808365 sigma in 26act. ( 157.964005 sig out 1act.) RANK 4 NODE 26 --> 136.209686 sigma in 26act. ( 124.074982 sig out 1act.) RANK 5 NODE 15 --> 102.935852 sigma in 26act. ( 99.6461334 sig out 1act.) RANK 6 NODE 17 --> 85.3560104 sigma in 26act. ( 71.8198853 sig out 1act.) RANK 7 NODE 8 --> 83.7794495 sigma in 26act. ( 102.459122 sig out 1act.) RANK 8 NODE 9 --> 79.1739655 sigma in 26act. ( 84.3651123 sig out 1act.) RANK 9 NODE 7 --> 76.9253845 sigma in 26act. ( 82.9554443 sig out 1act.) RANK 10 NODE 21 --> 71.4261398 sigma in 26act. ( 97.2118301 sig out 1act.) RANK 11 NODE 11 --> 53.8162193 sigma in 26act. ( 49.8533707 sig out 1act.) RANK 12 NODE 19 --> 52.6728363 sigma in 26act. ( 56.8577766 sig out 1act.) RANK 13 NODE 14 --> 50.9630165 sigma in 26act. ( 49.1624527 sig out 1act.) RANK 14 NODE 1 --> 39.3178406 sigma in 26act. ( 29.2986393 sig out 1act.) RANK 15 NODE 24 --> 37.4076042 sigma in 26act. ( 34.8977928 sig out 1act.) RANK 16 NODE 12 --> 37.1257973 sigma in 26act. ( 34.1095695 sig out 1act.) RANK 17 NODE 3 --> 35.6906929 sigma in 26act. ( 30.8711491 sig out 1act.) RANK 18 NODE 6 --> 35.1403008 sigma in 26act. ( 41.6005516 sig out 1act.) RANK 19 NODE 10 --> 29.8356476 sigma in 26act. ( 30.0730515 sig out 1act.) RANK 20 NODE 23 --> 28.220892 sigma in 26act. ( 24.4808903 sig out 1act.) RANK 21 NODE 27 --> 26.8913918 sigma in 26act. ( 30.7812347 sig out 1act.) RANK 22 NODE 20 --> 23.2537594 sigma in 26act. ( 20.569334 sig out 1act.) RANK 23 NODE 16 --> 22.2348328 sigma in 26act. ( 22.0742168 sig out 1act.) RANK 24 NODE 5 --> 21.3173332 sigma in 26act. ( 21.5581913 sig out 1act.) RANK 25 NODE 25 --> 18.9419308 sigma in 26act. ( 18.1954403 sig out 1act.) RANK 26 NODE 2 --> 7.31915808 sigma in 26act. ( 3.74764752 sig out 1act.) RANK 27 NODE 18 --> 7.30159283 sigma in 26act. ( 0.309255272 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 204.259003 sigma out 1act.( 258.358124 sig in 26act.) RANK 2 NODE 4 --> 175.417694 sigma out 1act.( 267.315399 sig in 26act.) RANK 3 NODE 13 --> 157.964005 sigma out 1act.( 211.808365 sig in 26act.) RANK 4 NODE 26 --> 124.074982 sigma out 1act.( 136.209686 sig in 26act.) RANK 5 NODE 8 --> 102.459122 sigma out 1act.( 83.7794495 sig in 26act.) RANK 6 NODE 15 --> 99.6461334 sigma out 1act.( 102.935852 sig in 26act.) RANK 7 NODE 21 --> 97.2118301 sigma out 1act.( 71.4261398 sig in 26act.) RANK 8 NODE 9 --> 84.3651123 sigma out 1act.( 79.1739655 sig in 26act.) RANK 9 NODE 7 --> 82.9554443 sigma out 1act.( 76.9253845 sig in 26act.) RANK 10 NODE 17 --> 71.8198853 sigma out 1act.( 85.3560104 sig in 26act.) RANK 11 NODE 19 --> 56.8577766 sigma out 1act.( 52.6728363 sig in 26act.) RANK 12 NODE 11 --> 49.8533707 sigma out 1act.( 53.8162193 sig in 26act.) RANK 13 NODE 14 --> 49.1624527 sigma out 1act.( 50.9630165 sig in 26act.) RANK 14 NODE 6 --> 41.6005516 sigma out 1act.( 35.1403008 sig in 26act.) RANK 15 NODE 24 --> 34.8977928 sigma out 1act.( 37.4076042 sig in 26act.) RANK 16 NODE 12 --> 34.1095695 sigma out 1act.( 37.1257973 sig in 26act.) RANK 17 NODE 3 --> 30.8711491 sigma out 1act.( 35.6906929 sig in 26act.) RANK 18 NODE 27 --> 30.7812347 sigma out 1act.( 26.8913918 sig in 26act.) RANK 19 NODE 10 --> 30.0730515 sigma out 1act.( 29.8356476 sig in 26act.) RANK 20 NODE 1 --> 29.2986393 sigma out 1act.( 39.3178406 sig in 26act.) RANK 21 NODE 23 --> 24.4808903 sigma out 1act.( 28.220892 sig in 26act.) RANK 22 NODE 16 --> 22.0742168 sigma out 1act.( 22.2348328 sig in 26act.) RANK 23 NODE 5 --> 21.5581913 sigma out 1act.( 21.3173332 sig in 26act.) RANK 24 NODE 20 --> 20.569334 sigma out 1act.( 23.2537594 sig in 26act.) RANK 25 NODE 25 --> 18.1954403 sigma out 1act.( 18.9419308 sig in 26act.) RANK 26 NODE 2 --> 3.74764752 sigma out 1act.( 7.31915808 sig in 26act.) RANK 27 NODE 18 --> 0.309255272 sigma out 1act.( 7.30159283 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 424.387634 sigma in 27 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.4734523 *** contribution from regularisation: 0.00115977018 *** contribution from error: -0.474612057 *** contribution from DIAG: 0.000189791972 *********************************************** --------------------------------------------------- Iteration : 41 kill weight from layer 1 knot 9 to knot 19 *********************************************** *** Learn Path 41 *** loss function: -0.473460168 *** contribution from regularisation: 0.00115904224 *** contribution from error: -0.47461921 *** contribution from DIAG: 0.000189718499 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.473468542 *** contribution from regularisation: 0.00115738832 *** contribution from error: -0.474625945 *** contribution from DIAG: 0.000190260413 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.47347486 *** contribution from regularisation: 0.0011576867 *** contribution from error: -0.474632561 *** contribution from DIAG: 0.000190087798 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.473481447 *** contribution from regularisation: 0.00115764269 *** contribution from error: -0.474639088 *** contribution from DIAG: 0.000189797167 *********************************************** --------------------------------------------------- Iteration : 45 kill weight from layer 1 knot 14 to knot 23 *********************************************** *** Learn Path 45 *** loss function: -0.473489434 *** contribution from regularisation: 0.00115599053 *** contribution from error: -0.474645436 *** contribution from DIAG: 0.000189707062 *********************************************** --------------------------------------------------- Iteration : 46 kill weight from layer 1 knot 25 to knot 22 *********************************************** *** Learn Path 46 *** loss function: -0.473495334 *** contribution from regularisation: 0.00115627632 *** contribution from error: -0.474651605 *** contribution from DIAG: 0.000189724975 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.473504841 *** contribution from regularisation: 0.00115295546 *** contribution from error: -0.474657804 *** contribution from DIAG: 0.000186075078 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.473509729 *** contribution from regularisation: 0.00115402485 *** contribution from error: -0.474663764 *** contribution from DIAG: 0.000186152189 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.473513782 *** contribution from regularisation: 0.00115563581 *** contribution from error: -0.474669427 *** contribution from DIAG: 0.000183938551 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 378.43631 sigma out 27 active outputs RANK 2 NODE 2 --> 169.766373 sigma out 27 active outputs RANK 3 NODE 3 --> 150.520691 sigma out 27 active outputs RANK 4 NODE 5 --> 115.09639 sigma out 27 active outputs RANK 5 NODE 6 --> 100.69725 sigma out 27 active outputs RANK 6 NODE 4 --> 84.4649963 sigma out 27 active outputs RANK 7 NODE 9 --> 79.7416916 sigma out 26 active outputs RANK 8 NODE 7 --> 78.8805466 sigma out 27 active outputs RANK 9 NODE 8 --> 63.3114395 sigma out 27 active outputs RANK 10 NODE 15 --> 59.3315582 sigma out 27 active outputs RANK 11 NODE 11 --> 49.3490257 sigma out 27 active outputs RANK 12 NODE 13 --> 45.2250938 sigma out 27 active outputs RANK 13 NODE 17 --> 44.0909233 sigma out 27 active outputs RANK 14 NODE 18 --> 42.206646 sigma out 27 active outputs RANK 15 NODE 16 --> 42.1720963 sigma out 27 active outputs RANK 16 NODE 19 --> 38.0946732 sigma out 27 active outputs RANK 17 NODE 14 --> 35.4413986 sigma out 26 active outputs RANK 18 NODE 10 --> 34.6968117 sigma out 27 active outputs RANK 19 NODE 12 --> 31.1654167 sigma out 27 active outputs RANK 20 NODE 22 --> 30.0245018 sigma out 27 active outputs RANK 21 NODE 20 --> 24.2452221 sigma out 27 active outputs RANK 22 NODE 21 --> 21.8023262 sigma out 27 active outputs RANK 23 NODE 26 --> 20.044939 sigma out 27 active outputs RANK 24 NODE 24 --> 17.9389801 sigma out 27 active outputs RANK 25 NODE 23 --> 15.4579268 sigma out 27 active outputs RANK 26 NODE 25 --> 15.1942444 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 267.187622 sigma in 26act. ( 175.628647 sig out 1act.) RANK 2 NODE 22 --> 258.386932 sigma in 25act. ( 203.876358 sig out 1act.) RANK 3 NODE 13 --> 212.233047 sigma in 26act. ( 157.437714 sig out 1act.) RANK 4 NODE 26 --> 136.298065 sigma in 26act. ( 124.127563 sig out 1act.) RANK 5 NODE 15 --> 102.762749 sigma in 26act. ( 99.430687 sig out 1act.) RANK 6 NODE 17 --> 85.2408905 sigma in 26act. ( 72.0640106 sig out 1act.) RANK 7 NODE 8 --> 83.8160553 sigma in 26act. ( 102.353699 sig out 1act.) RANK 8 NODE 9 --> 79.2412949 sigma in 26act. ( 83.8424988 sig out 1act.) RANK 9 NODE 7 --> 76.893013 sigma in 26act. ( 83.0663757 sig out 1act.) RANK 10 NODE 21 --> 71.1080322 sigma in 26act. ( 97.552742 sig out 1act.) RANK 11 NODE 11 --> 53.8376961 sigma in 26act. ( 49.9240189 sig out 1act.) RANK 12 NODE 19 --> 52.8375397 sigma in 25act. ( 56.9700127 sig out 1act.) RANK 13 NODE 14 --> 50.8861771 sigma in 26act. ( 49.1020889 sig out 1act.) RANK 14 NODE 1 --> 39.2160339 sigma in 26act. ( 29.2721481 sig out 1act.) RANK 15 NODE 12 --> 37.4148674 sigma in 26act. ( 34.1979904 sig out 1act.) RANK 16 NODE 24 --> 37.3773346 sigma in 26act. ( 34.8114319 sig out 1act.) RANK 17 NODE 3 --> 35.6241798 sigma in 26act. ( 30.7327995 sig out 1act.) RANK 18 NODE 6 --> 35.2754745 sigma in 26act. ( 41.5801277 sig out 1act.) RANK 19 NODE 10 --> 29.8216476 sigma in 26act. ( 30.1941357 sig out 1act.) RANK 20 NODE 23 --> 28.150301 sigma in 25act. ( 24.4523888 sig out 1act.) RANK 21 NODE 27 --> 26.8797874 sigma in 26act. ( 30.881237 sig out 1act.) RANK 22 NODE 20 --> 23.2717476 sigma in 26act. ( 20.682888 sig out 1act.) RANK 23 NODE 16 --> 22.1972713 sigma in 26act. ( 22.1269379 sig out 1act.) RANK 24 NODE 5 --> 21.2540188 sigma in 26act. ( 21.6154346 sig out 1act.) RANK 25 NODE 25 --> 18.7710056 sigma in 26act. ( 18.2161884 sig out 1act.) RANK 26 NODE 2 --> 7.22467375 sigma in 26act. ( 3.73494267 sig out 1act.) RANK 27 NODE 18 --> 7.19636822 sigma in 26act. ( 0.273108304 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 203.876358 sigma out 1act.( 258.386932 sig in 25act.) RANK 2 NODE 4 --> 175.628647 sigma out 1act.( 267.187622 sig in 26act.) RANK 3 NODE 13 --> 157.437714 sigma out 1act.( 212.233047 sig in 26act.) RANK 4 NODE 26 --> 124.127563 sigma out 1act.( 136.298065 sig in 26act.) RANK 5 NODE 8 --> 102.353699 sigma out 1act.( 83.8160553 sig in 26act.) RANK 6 NODE 15 --> 99.430687 sigma out 1act.( 102.762749 sig in 26act.) RANK 7 NODE 21 --> 97.552742 sigma out 1act.( 71.1080322 sig in 26act.) RANK 8 NODE 9 --> 83.8424988 sigma out 1act.( 79.2412949 sig in 26act.) RANK 9 NODE 7 --> 83.0663757 sigma out 1act.( 76.893013 sig in 26act.) RANK 10 NODE 17 --> 72.0640106 sigma out 1act.( 85.2408905 sig in 26act.) RANK 11 NODE 19 --> 56.9700127 sigma out 1act.( 52.8375397 sig in 25act.) RANK 12 NODE 11 --> 49.9240189 sigma out 1act.( 53.8376961 sig in 26act.) RANK 13 NODE 14 --> 49.1020889 sigma out 1act.( 50.8861771 sig in 26act.) RANK 14 NODE 6 --> 41.5801277 sigma out 1act.( 35.2754745 sig in 26act.) RANK 15 NODE 24 --> 34.8114319 sigma out 1act.( 37.3773346 sig in 26act.) RANK 16 NODE 12 --> 34.1979904 sigma out 1act.( 37.4148674 sig in 26act.) RANK 17 NODE 27 --> 30.881237 sigma out 1act.( 26.8797874 sig in 26act.) RANK 18 NODE 3 --> 30.7327995 sigma out 1act.( 35.6241798 sig in 26act.) RANK 19 NODE 10 --> 30.1941357 sigma out 1act.( 29.8216476 sig in 26act.) RANK 20 NODE 1 --> 29.2721481 sigma out 1act.( 39.2160339 sig in 26act.) RANK 21 NODE 23 --> 24.4523888 sigma out 1act.( 28.150301 sig in 25act.) RANK 22 NODE 16 --> 22.1269379 sigma out 1act.( 22.1972713 sig in 26act.) RANK 23 NODE 5 --> 21.6154346 sigma out 1act.( 21.2540188 sig in 26act.) RANK 24 NODE 20 --> 20.682888 sigma out 1act.( 23.2717476 sig in 26act.) RANK 25 NODE 25 --> 18.2161884 sigma out 1act.( 18.7710056 sig in 26act.) RANK 26 NODE 2 --> 3.73494267 sigma out 1act.( 7.22467375 sig in 26act.) RANK 27 NODE 18 --> 0.273108304 sigma out 1act.( 7.19636822 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 424.101044 sigma in 27 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.473519892 *** contribution from regularisation: 0.00115504628 *** contribution from error: -0.47467494 *** contribution from DIAG: 0.000183748562 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.473526746 *** contribution from regularisation: 0.00115368061 *** contribution from error: -0.474680424 *** contribution from DIAG: 0.000183638229 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.473531812 *** contribution from regularisation: 0.001153989 *** contribution from error: -0.474685788 *** contribution from DIAG: 0.000183520708 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.473537087 *** contribution from regularisation: 0.00115419691 *** contribution from error: -0.474691272 *** contribution from DIAG: 0.000183138734 *********************************************** --------------------------------------------------- Iteration : 54 kill weight from layer 1 knot 2 to knot 5 *********************************************** *** Learn Path 54 *** loss function: -0.473542243 *** contribution from regularisation: 0.00115415419 *** contribution from error: -0.474696398 *** contribution from DIAG: 0.000183302807 *********************************************** --------------------------------------------------- Iteration : 55 kill weight from layer 1 knot 23 to knot 1 *********************************************** *** Learn Path 55 *** loss function: -0.473549366 *** contribution from regularisation: 0.00115230912 *** contribution from error: -0.474701673 *** contribution from DIAG: 0.000183506112 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.473555475 *** contribution from regularisation: 0.00115113857 *** contribution from error: -0.47470662 *** contribution from DIAG: 0.000183445722 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.47356081 *** contribution from regularisation: 0.00115071808 *** contribution from error: -0.474711537 *** contribution from DIAG: 0.000183470533 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.473565698 *** contribution from regularisation: 0.00115081156 *** contribution from error: -0.474716514 *** contribution from DIAG: 0.00018363561 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.473570347 *** contribution from regularisation: 0.00115114939 *** contribution from error: -0.474721491 *** contribution from DIAG: 0.000183408454 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 377.966278 sigma out 27 active outputs RANK 2 NODE 2 --> 169.707031 sigma out 26 active outputs RANK 3 NODE 3 --> 150.550766 sigma out 27 active outputs RANK 4 NODE 5 --> 114.296921 sigma out 27 active outputs RANK 5 NODE 6 --> 100.491272 sigma out 27 active outputs RANK 6 NODE 4 --> 84.5914688 sigma out 27 active outputs RANK 7 NODE 9 --> 79.6813126 sigma out 26 active outputs RANK 8 NODE 7 --> 78.5022049 sigma out 27 active outputs RANK 9 NODE 8 --> 63.1572533 sigma out 27 active outputs RANK 10 NODE 15 --> 59.0645027 sigma out 27 active outputs RANK 11 NODE 11 --> 49.1977348 sigma out 27 active outputs RANK 12 NODE 13 --> 45.1423111 sigma out 27 active outputs RANK 13 NODE 17 --> 43.9943237 sigma out 27 active outputs RANK 14 NODE 18 --> 42.1719589 sigma out 27 active outputs RANK 15 NODE 16 --> 42.1182175 sigma out 27 active outputs RANK 16 NODE 19 --> 38.1391754 sigma out 27 active outputs RANK 17 NODE 14 --> 35.4511261 sigma out 26 active outputs RANK 18 NODE 10 --> 34.4482689 sigma out 27 active outputs RANK 19 NODE 12 --> 31.1986542 sigma out 27 active outputs RANK 20 NODE 22 --> 29.7451954 sigma out 27 active outputs RANK 21 NODE 20 --> 23.9792805 sigma out 27 active outputs RANK 22 NODE 21 --> 21.6370087 sigma out 27 active outputs RANK 23 NODE 26 --> 20.2385979 sigma out 27 active outputs RANK 24 NODE 24 --> 17.9369526 sigma out 27 active outputs RANK 25 NODE 23 --> 15.2701674 sigma out 26 active outputs RANK 26 NODE 25 --> 15.1968327 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 266.731384 sigma in 26act. ( 176.142914 sig out 1act.) RANK 2 NODE 22 --> 257.723511 sigma in 25act. ( 204.315231 sig out 1act.) RANK 3 NODE 13 --> 212.02916 sigma in 26act. ( 157.91449 sig out 1act.) RANK 4 NODE 26 --> 136.069321 sigma in 26act. ( 124.293602 sig out 1act.) RANK 5 NODE 15 --> 102.598976 sigma in 26act. ( 99.2265778 sig out 1act.) RANK 6 NODE 17 --> 85.2206726 sigma in 26act. ( 72.1627655 sig out 1act.) RANK 7 NODE 8 --> 84.0906372 sigma in 26act. ( 102.232857 sig out 1act.) RANK 8 NODE 9 --> 79.1078796 sigma in 26act. ( 83.9062881 sig out 1act.) RANK 9 NODE 7 --> 76.8735809 sigma in 26act. ( 82.8611679 sig out 1act.) RANK 10 NODE 21 --> 70.8260803 sigma in 26act. ( 97.5819702 sig out 1act.) RANK 11 NODE 11 --> 53.9063301 sigma in 26act. ( 49.7492218 sig out 1act.) RANK 12 NODE 19 --> 52.9542542 sigma in 25act. ( 57.053688 sig out 1act.) RANK 13 NODE 14 --> 50.8907051 sigma in 26act. ( 49.0602951 sig out 1act.) RANK 14 NODE 1 --> 39.188961 sigma in 25act. ( 29.1521893 sig out 1act.) RANK 15 NODE 12 --> 37.5619926 sigma in 26act. ( 34.4328995 sig out 1act.) RANK 16 NODE 24 --> 37.3158951 sigma in 26act. ( 34.753231 sig out 1act.) RANK 17 NODE 3 --> 35.6144676 sigma in 26act. ( 30.6358986 sig out 1act.) RANK 18 NODE 6 --> 35.3174057 sigma in 26act. ( 41.7531357 sig out 1act.) RANK 19 NODE 10 --> 29.8650723 sigma in 26act. ( 30.2421436 sig out 1act.) RANK 20 NODE 23 --> 28.0583878 sigma in 25act. ( 24.401844 sig out 1act.) RANK 21 NODE 27 --> 26.8637276 sigma in 26act. ( 30.8915043 sig out 1act.) RANK 22 NODE 20 --> 23.303854 sigma in 26act. ( 20.7589226 sig out 1act.) RANK 23 NODE 16 --> 22.1725616 sigma in 26act. ( 22.1557217 sig out 1act.) RANK 24 NODE 5 --> 21.2092361 sigma in 25act. ( 21.6386833 sig out 1act.) RANK 25 NODE 25 --> 18.6648006 sigma in 26act. ( 18.1374435 sig out 1act.) RANK 26 NODE 2 --> 7.15930414 sigma in 26act. ( 3.71043849 sig out 1act.) RANK 27 NODE 18 --> 7.09503126 sigma in 26act. ( 0.242607728 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 204.315231 sigma out 1act.( 257.723511 sig in 25act.) RANK 2 NODE 4 --> 176.142914 sigma out 1act.( 266.731384 sig in 26act.) RANK 3 NODE 13 --> 157.91449 sigma out 1act.( 212.02916 sig in 26act.) RANK 4 NODE 26 --> 124.293602 sigma out 1act.( 136.069321 sig in 26act.) RANK 5 NODE 8 --> 102.232857 sigma out 1act.( 84.0906372 sig in 26act.) RANK 6 NODE 15 --> 99.2265778 sigma out 1act.( 102.598976 sig in 26act.) RANK 7 NODE 21 --> 97.5819702 sigma out 1act.( 70.8260803 sig in 26act.) RANK 8 NODE 9 --> 83.9062881 sigma out 1act.( 79.1078796 sig in 26act.) RANK 9 NODE 7 --> 82.8611679 sigma out 1act.( 76.8735809 sig in 26act.) RANK 10 NODE 17 --> 72.1627655 sigma out 1act.( 85.2206726 sig in 26act.) RANK 11 NODE 19 --> 57.053688 sigma out 1act.( 52.9542542 sig in 25act.) RANK 12 NODE 11 --> 49.7492218 sigma out 1act.( 53.9063301 sig in 26act.) RANK 13 NODE 14 --> 49.0602951 sigma out 1act.( 50.8907051 sig in 26act.) RANK 14 NODE 6 --> 41.7531357 sigma out 1act.( 35.3174057 sig in 26act.) RANK 15 NODE 24 --> 34.753231 sigma out 1act.( 37.3158951 sig in 26act.) RANK 16 NODE 12 --> 34.4328995 sigma out 1act.( 37.5619926 sig in 26act.) RANK 17 NODE 27 --> 30.8915043 sigma out 1act.( 26.8637276 sig in 26act.) RANK 18 NODE 3 --> 30.6358986 sigma out 1act.( 35.6144676 sig in 26act.) RANK 19 NODE 10 --> 30.2421436 sigma out 1act.( 29.8650723 sig in 26act.) RANK 20 NODE 1 --> 29.1521893 sigma out 1act.( 39.188961 sig in 25act.) RANK 21 NODE 23 --> 24.401844 sigma out 1act.( 28.0583878 sig in 25act.) RANK 22 NODE 16 --> 22.1557217 sigma out 1act.( 22.1725616 sig in 26act.) RANK 23 NODE 5 --> 21.6386833 sigma out 1act.( 21.2092361 sig in 25act.) RANK 24 NODE 20 --> 20.7589226 sigma out 1act.( 23.303854 sig in 26act.) RANK 25 NODE 25 --> 18.1374435 sigma out 1act.( 18.6648006 sig in 26act.) RANK 26 NODE 2 --> 3.71043849 sigma out 1act.( 7.15930414 sig in 26act.) RANK 27 NODE 18 --> 0.242607728 sigma out 1act.( 7.09503126 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 424.675964 sigma in 27 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.473574787 *** contribution from regularisation: 0.00115139433 *** contribution from error: -0.47472617 *** contribution from DIAG: 0.000183510521 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.47358039 *** contribution from regularisation: 0.00115041493 *** contribution from error: -0.474730819 *** contribution from DIAG: 0.000183672557 *********************************************** --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.473583817 *** contribution from regularisation: 0.00115151401 *** contribution from error: -0.47473532 *** contribution from DIAG: 0.000183831071 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.473588616 *** contribution from regularisation: 0.00115104613 *** contribution from error: -0.474739671 *** contribution from DIAG: 0.000183923534 *********************************************** --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.473593086 *** contribution from regularisation: 0.0011510076 *** contribution from error: -0.474744081 *** contribution from DIAG: 0.000183871496 *********************************************** --------------------------------------------------- Iteration : 65 kill weight from layer 1 knot 8 to knot 16 *********************************************** *** Learn Path 65 *** loss function: -0.473596603 *** contribution from regularisation: 0.00115165615 *** contribution from error: -0.474748254 *** contribution from DIAG: 0.00018403554 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.473603487 *** contribution from regularisation: 0.0011490708 *** contribution from error: -0.474752545 *** contribution from DIAG: 0.000184198012 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.473607689 *** contribution from regularisation: 0.0011491878 *** contribution from error: -0.474756867 *** contribution from DIAG: 0.000183956116 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.473612994 *** contribution from regularisation: 0.00114826765 *** contribution from error: -0.474761248 *** contribution from DIAG: 0.000184161821 *********************************************** --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.473614931 *** contribution from regularisation: 0.0011504651 *** contribution from error: -0.47476539 *** contribution from DIAG: 0.000184398537 *********************************************** --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 378.09201 sigma out 27 active outputs RANK 2 NODE 2 --> 169.585693 sigma out 26 active outputs RANK 3 NODE 3 --> 150.562592 sigma out 27 active outputs RANK 4 NODE 5 --> 114.174034 sigma out 27 active outputs RANK 5 NODE 6 --> 100.54863 sigma out 27 active outputs RANK 6 NODE 4 --> 84.8055878 sigma out 27 active outputs RANK 7 NODE 9 --> 79.3514786 sigma out 26 active outputs RANK 8 NODE 7 --> 78.4883728 sigma out 27 active outputs RANK 9 NODE 8 --> 63.2683144 sigma out 26 active outputs RANK 10 NODE 15 --> 59.1963425 sigma out 27 active outputs RANK 11 NODE 11 --> 49.2500191 sigma out 27 active outputs RANK 12 NODE 13 --> 45.2388992 sigma out 27 active outputs RANK 13 NODE 17 --> 44.0258904 sigma out 27 active outputs RANK 14 NODE 18 --> 42.3023758 sigma out 27 active outputs RANK 15 NODE 16 --> 42.1760292 sigma out 27 active outputs RANK 16 NODE 19 --> 38.104332 sigma out 27 active outputs RANK 17 NODE 14 --> 35.5427589 sigma out 26 active outputs RANK 18 NODE 10 --> 34.4975548 sigma out 27 active outputs RANK 19 NODE 12 --> 31.2675495 sigma out 27 active outputs RANK 20 NODE 22 --> 29.8692379 sigma out 27 active outputs RANK 21 NODE 20 --> 23.9938316 sigma out 27 active outputs RANK 22 NODE 21 --> 21.619482 sigma out 27 active outputs RANK 23 NODE 26 --> 20.1855755 sigma out 27 active outputs RANK 24 NODE 24 --> 18.0395927 sigma out 27 active outputs RANK 25 NODE 25 --> 15.4141178 sigma out 26 active outputs RANK 26 NODE 23 --> 15.3542061 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 266.745178 sigma in 26act. ( 175.973495 sig out 1act.) RANK 2 NODE 22 --> 257.769531 sigma in 25act. ( 203.609329 sig out 1act.) RANK 3 NODE 13 --> 212.058609 sigma in 26act. ( 157.881104 sig out 1act.) RANK 4 NODE 26 --> 136.299149 sigma in 26act. ( 123.907532 sig out 1act.) RANK 5 NODE 15 --> 102.493752 sigma in 26act. ( 99.0212936 sig out 1act.) RANK 6 NODE 17 --> 85.3856888 sigma in 26act. ( 72.0912781 sig out 1act.) RANK 7 NODE 8 --> 84.0019379 sigma in 26act. ( 102.523842 sig out 1act.) RANK 8 NODE 9 --> 79.1337891 sigma in 26act. ( 83.7060394 sig out 1act.) RANK 9 NODE 7 --> 76.8385239 sigma in 26act. ( 83.1344986 sig out 1act.) RANK 10 NODE 21 --> 70.6160431 sigma in 26act. ( 97.7088928 sig out 1act.) RANK 11 NODE 11 --> 53.930275 sigma in 26act. ( 49.739357 sig out 1act.) RANK 12 NODE 19 --> 53.1285286 sigma in 25act. ( 57.0932426 sig out 1act.) RANK 13 NODE 14 --> 50.8856125 sigma in 26act. ( 48.9643517 sig out 1act.) RANK 14 NODE 1 --> 39.1781197 sigma in 25act. ( 29.1767902 sig out 1act.) RANK 15 NODE 12 --> 37.7647057 sigma in 26act. ( 34.5165367 sig out 1act.) RANK 16 NODE 24 --> 37.379673 sigma in 26act. ( 34.5269775 sig out 1act.) RANK 17 NODE 3 --> 35.6059151 sigma in 26act. ( 30.591608 sig out 1act.) RANK 18 NODE 6 --> 35.3741455 sigma in 26act. ( 41.859108 sig out 1act.) RANK 19 NODE 10 --> 29.9813957 sigma in 26act. ( 30.190155 sig out 1act.) RANK 20 NODE 23 --> 28.026804 sigma in 25act. ( 24.4864349 sig out 1act.) RANK 21 NODE 27 --> 26.8437958 sigma in 26act. ( 30.9529457 sig out 1act.) RANK 22 NODE 20 --> 23.3809299 sigma in 26act. ( 20.8468113 sig out 1act.) RANK 23 NODE 16 --> 22.1961021 sigma in 25act. ( 22.1903477 sig out 1act.) RANK 24 NODE 5 --> 21.2149315 sigma in 25act. ( 21.6861095 sig out 1act.) RANK 25 NODE 25 --> 18.5891094 sigma in 26act. ( 18.0662327 sig out 1act.) RANK 26 NODE 2 --> 7.10557032 sigma in 26act. ( 3.69524145 sig out 1act.) RANK 27 NODE 18 --> 7.02348518 sigma in 26act. ( 0.217286661 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 203.609329 sigma out 1act.( 257.769531 sig in 25act.) RANK 2 NODE 4 --> 175.973495 sigma out 1act.( 266.745178 sig in 26act.) RANK 3 NODE 13 --> 157.881104 sigma out 1act.( 212.058609 sig in 26act.) RANK 4 NODE 26 --> 123.907532 sigma out 1act.( 136.299149 sig in 26act.) RANK 5 NODE 8 --> 102.523842 sigma out 1act.( 84.0019379 sig in 26act.) RANK 6 NODE 15 --> 99.0212936 sigma out 1act.( 102.493752 sig in 26act.) RANK 7 NODE 21 --> 97.7088928 sigma out 1act.( 70.6160431 sig in 26act.) RANK 8 NODE 9 --> 83.7060394 sigma out 1act.( 79.1337891 sig in 26act.) RANK 9 NODE 7 --> 83.1344986 sigma out 1act.( 76.8385239 sig in 26act.) RANK 10 NODE 17 --> 72.0912781 sigma out 1act.( 85.3856888 sig in 26act.) RANK 11 NODE 19 --> 57.0932426 sigma out 1act.( 53.1285286 sig in 25act.) RANK 12 NODE 11 --> 49.739357 sigma out 1act.( 53.930275 sig in 26act.) RANK 13 NODE 14 --> 48.9643517 sigma out 1act.( 50.8856125 sig in 26act.) RANK 14 NODE 6 --> 41.859108 sigma out 1act.( 35.3741455 sig in 26act.) RANK 15 NODE 24 --> 34.5269775 sigma out 1act.( 37.379673 sig in 26act.) RANK 16 NODE 12 --> 34.5165367 sigma out 1act.( 37.7647057 sig in 26act.) RANK 17 NODE 27 --> 30.9529457 sigma out 1act.( 26.8437958 sig in 26act.) RANK 18 NODE 3 --> 30.591608 sigma out 1act.( 35.6059151 sig in 26act.) RANK 19 NODE 10 --> 30.190155 sigma out 1act.( 29.9813957 sig in 26act.) RANK 20 NODE 1 --> 29.1767902 sigma out 1act.( 39.1781197 sig in 25act.) RANK 21 NODE 23 --> 24.4864349 sigma out 1act.( 28.026804 sig in 25act.) RANK 22 NODE 16 --> 22.1903477 sigma out 1act.( 22.1961021 sig in 25act.) RANK 23 NODE 5 --> 21.6861095 sigma out 1act.( 21.2149315 sig in 25act.) RANK 24 NODE 20 --> 20.8468113 sigma out 1act.( 23.3809299 sig in 26act.) RANK 25 NODE 25 --> 18.0662327 sigma out 1act.( 18.5891094 sig in 26act.) RANK 26 NODE 2 --> 3.69524145 sigma out 1act.( 7.10557032 sig in 26act.) RANK 27 NODE 18 --> 0.217286661 sigma out 1act.( 7.02348518 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 424.195679 sigma in 27 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.473620325 *** contribution from regularisation: 0.001149107 *** contribution from error: -0.474769443 *** contribution from DIAG: 0.000184043543 *********************************************** --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.473623693 *** contribution from regularisation: 0.00114960852 *** contribution from error: -0.474773288 *** contribution from DIAG: 0.00018404999 *********************************************** --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.473627895 *** contribution from regularisation: 0.00114945578 *** contribution from error: -0.474777341 *** contribution from DIAG: 0.000184255608 *********************************************** --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.473633558 *** contribution from regularisation: 0.0011479255 *** contribution from error: -0.474781483 *** contribution from DIAG: 0.000184314267 *********************************************** --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.473636508 *** contribution from regularisation: 0.00114885357 *** contribution from error: -0.474785358 *** contribution from DIAG: 0.000184443183 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.473640203 *** contribution from regularisation: 0.00114919525 *** contribution from error: -0.474789411 *** contribution from DIAG: 0.000184212884 *********************************************** --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.473644644 *** contribution from regularisation: 0.00114863738 *** contribution from error: -0.474793285 *** contribution from DIAG: 0.000184181001 *********************************************** --------------------------------------------------- Iteration : 77 kill weight from layer 1 knot 8 to knot 21 *********************************************** *** Learn Path 77 *** loss function: -0.473646998 *** contribution from regularisation: 0.00115005381 *** contribution from error: -0.47479704 *** contribution from DIAG: 0.000184213146 *********************************************** --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.473654062 *** contribution from regularisation: 0.0011467617 *** contribution from error: -0.474800825 *** contribution from DIAG: 0.00018419628 *********************************************** --------------------------------------------------- Iteration : 79 *********************************************** *** Learn Path 79 *** loss function: -0.473656178 *** contribution from regularisation: 0.00114828639 *** contribution from error: -0.474804461 *** contribution from DIAG: 0.00018424014 *********************************************** --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 378.279755 sigma out 27 active outputs RANK 2 NODE 2 --> 169.717957 sigma out 26 active outputs RANK 3 NODE 3 --> 150.235367 sigma out 27 active outputs RANK 4 NODE 5 --> 114.753494 sigma out 27 active outputs RANK 5 NODE 6 --> 100.246834 sigma out 27 active outputs RANK 6 NODE 4 --> 84.7825089 sigma out 27 active outputs RANK 7 NODE 9 --> 79.7012177 sigma out 26 active outputs RANK 8 NODE 7 --> 78.532692 sigma out 27 active outputs RANK 9 NODE 8 --> 63.1492348 sigma out 25 active outputs RANK 10 NODE 15 --> 59.1316261 sigma out 27 active outputs RANK 11 NODE 11 --> 49.3727608 sigma out 27 active outputs RANK 12 NODE 13 --> 45.0656395 sigma out 27 active outputs RANK 13 NODE 17 --> 43.6249161 sigma out 27 active outputs RANK 14 NODE 16 --> 42.2438049 sigma out 27 active outputs RANK 15 NODE 18 --> 42.0895767 sigma out 27 active outputs RANK 16 NODE 19 --> 37.8915062 sigma out 27 active outputs RANK 17 NODE 14 --> 35.2904091 sigma out 26 active outputs RANK 18 NODE 10 --> 34.2107239 sigma out 27 active outputs RANK 19 NODE 12 --> 31.1683826 sigma out 27 active outputs RANK 20 NODE 22 --> 29.8334541 sigma out 27 active outputs RANK 21 NODE 20 --> 23.8910904 sigma out 27 active outputs RANK 22 NODE 21 --> 21.6402359 sigma out 27 active outputs RANK 23 NODE 26 --> 20.3322964 sigma out 27 active outputs RANK 24 NODE 24 --> 17.9630508 sigma out 27 active outputs RANK 25 NODE 25 --> 15.2734213 sigma out 26 active outputs RANK 26 NODE 23 --> 15.2313271 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 266.543182 sigma in 26act. ( 176.205292 sig out 1act.) RANK 2 NODE 22 --> 257.966156 sigma in 25act. ( 203.362885 sig out 1act.) RANK 3 NODE 13 --> 212.029434 sigma in 26act. ( 158.193375 sig out 1act.) RANK 4 NODE 26 --> 136.319275 sigma in 26act. ( 124.296021 sig out 1act.) RANK 5 NODE 15 --> 102.492775 sigma in 26act. ( 98.8266296 sig out 1act.) RANK 6 NODE 17 --> 85.4921188 sigma in 26act. ( 72.3316116 sig out 1act.) RANK 7 NODE 8 --> 84.4041061 sigma in 26act. ( 102.23101 sig out 1act.) RANK 8 NODE 9 --> 78.9475555 sigma in 26act. ( 84.0529709 sig out 1act.) RANK 9 NODE 7 --> 76.8933029 sigma in 26act. ( 83.0562515 sig out 1act.) RANK 10 NODE 21 --> 70.611084 sigma in 25act. ( 97.8248062 sig out 1act.) RANK 11 NODE 11 --> 54.0022125 sigma in 26act. ( 49.5987396 sig out 1act.) RANK 12 NODE 19 --> 53.1820259 sigma in 25act. ( 57.3867188 sig out 1act.) RANK 13 NODE 14 --> 50.8538704 sigma in 26act. ( 49.1699638 sig out 1act.) RANK 14 NODE 1 --> 39.1627312 sigma in 25act. ( 29.2047863 sig out 1act.) RANK 15 NODE 12 --> 37.9019394 sigma in 26act. ( 34.7632065 sig out 1act.) RANK 16 NODE 24 --> 37.3984718 sigma in 26act. ( 34.461586 sig out 1act.) RANK 17 NODE 3 --> 35.571785 sigma in 26act. ( 30.6171856 sig out 1act.) RANK 18 NODE 6 --> 35.4876671 sigma in 26act. ( 41.8273582 sig out 1act.) RANK 19 NODE 10 --> 30.0157681 sigma in 26act. ( 30.2555256 sig out 1act.) RANK 20 NODE 23 --> 28.0132294 sigma in 25act. ( 24.4799709 sig out 1act.) RANK 21 NODE 27 --> 26.8711567 sigma in 26act. ( 30.9522915 sig out 1act.) RANK 22 NODE 20 --> 23.4186287 sigma in 26act. ( 20.8295403 sig out 1act.) RANK 23 NODE 16 --> 22.1835079 sigma in 25act. ( 22.2044582 sig out 1act.) RANK 24 NODE 5 --> 21.2090893 sigma in 25act. ( 21.6666756 sig out 1act.) RANK 25 NODE 25 --> 18.466074 sigma in 26act. ( 18.0722313 sig out 1act.) RANK 26 NODE 2 --> 7.04664421 sigma in 26act. ( 3.68564177 sig out 1act.) RANK 27 NODE 18 --> 6.95265818 sigma in 26act. ( 0.19305256 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 203.362885 sigma out 1act.( 257.966156 sig in 25act.) RANK 2 NODE 4 --> 176.205292 sigma out 1act.( 266.543182 sig in 26act.) RANK 3 NODE 13 --> 158.193375 sigma out 1act.( 212.029434 sig in 26act.) RANK 4 NODE 26 --> 124.296021 sigma out 1act.( 136.319275 sig in 26act.) RANK 5 NODE 8 --> 102.23101 sigma out 1act.( 84.4041061 sig in 26act.) RANK 6 NODE 15 --> 98.8266296 sigma out 1act.( 102.492775 sig in 26act.) RANK 7 NODE 21 --> 97.8248062 sigma out 1act.( 70.611084 sig in 25act.) RANK 8 NODE 9 --> 84.0529709 sigma out 1act.( 78.9475555 sig in 26act.) RANK 9 NODE 7 --> 83.0562515 sigma out 1act.( 76.8933029 sig in 26act.) RANK 10 NODE 17 --> 72.3316116 sigma out 1act.( 85.4921188 sig in 26act.) RANK 11 NODE 19 --> 57.3867188 sigma out 1act.( 53.1820259 sig in 25act.) RANK 12 NODE 11 --> 49.5987396 sigma out 1act.( 54.0022125 sig in 26act.) RANK 13 NODE 14 --> 49.1699638 sigma out 1act.( 50.8538704 sig in 26act.) RANK 14 NODE 6 --> 41.8273582 sigma out 1act.( 35.4876671 sig in 26act.) RANK 15 NODE 12 --> 34.7632065 sigma out 1act.( 37.9019394 sig in 26act.) RANK 16 NODE 24 --> 34.461586 sigma out 1act.( 37.3984718 sig in 26act.) RANK 17 NODE 27 --> 30.9522915 sigma out 1act.( 26.8711567 sig in 26act.) RANK 18 NODE 3 --> 30.6171856 sigma out 1act.( 35.571785 sig in 26act.) RANK 19 NODE 10 --> 30.2555256 sigma out 1act.( 30.0157681 sig in 26act.) RANK 20 NODE 1 --> 29.2047863 sigma out 1act.( 39.1627312 sig in 25act.) RANK 21 NODE 23 --> 24.4799709 sigma out 1act.( 28.0132294 sig in 25act.) RANK 22 NODE 16 --> 22.2044582 sigma out 1act.( 22.1835079 sig in 25act.) RANK 23 NODE 5 --> 21.6666756 sigma out 1act.( 21.2090893 sig in 25act.) RANK 24 NODE 20 --> 20.8295403 sigma out 1act.( 23.4186287 sig in 26act.) RANK 25 NODE 25 --> 18.0722313 sigma out 1act.( 18.466074 sig in 26act.) RANK 26 NODE 2 --> 3.68564177 sigma out 1act.( 7.04664421 sig in 26act.) RANK 27 NODE 18 --> 0.19305256 sigma out 1act.( 6.95265818 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 424.474091 sigma in 27 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.47366178 *** contribution from regularisation: 0.00114627462 *** contribution from error: -0.474808067 *** contribution from DIAG: 0.000184237986 *********************************************** --------------------------------------------------- Iteration : 81 *********************************************** *** Learn Path 81 *** loss function: -0.473664463 *** contribution from regularisation: 0.00114715216 *** contribution from error: -0.474811614 *** contribution from DIAG: 0.000187724159 *********************************************** --------------------------------------------------- Iteration : 82 *********************************************** *** Learn Path 82 *** loss function: -0.47366789 *** contribution from regularisation: 0.00114714215 *** contribution from error: -0.474815041 *** contribution from DIAG: 0.000187568832 *********************************************** --------------------------------------------------- Iteration : 83 *********************************************** *** Learn Path 83 *** loss function: -0.473671913 *** contribution from regularisation: 0.00114663679 *** contribution from error: -0.474818558 *** contribution from DIAG: 0.000187647995 *********************************************** --------------------------------------------------- Iteration : 84 *********************************************** *** Learn Path 84 *** loss function: -0.473674536 *** contribution from regularisation: 0.00114746729 *** contribution from error: -0.474822015 *** contribution from DIAG: 0.000187858604 *********************************************** --------------------------------------------------- Iteration : 85 *********************************************** *** Learn Path 85 *** loss function: -0.473678231 *** contribution from regularisation: 0.00114701723 *** contribution from error: -0.474825263 *** contribution from DIAG: 0.000187867903 *********************************************** --------------------------------------------------- Iteration : 86 *********************************************** *** Learn Path 86 *** loss function: -0.473682195 *** contribution from regularisation: 0.00114650151 *** contribution from error: -0.47482869 *** contribution from DIAG: 0.000188007136 *********************************************** --------------------------------------------------- Iteration : 87 kill weight from layer 1 knot 1 to knot 18 *********************************************** *** Learn Path 87 *** loss function: -0.473684996 *** contribution from regularisation: 0.00114694529 *** contribution from error: -0.474831939 *** contribution from DIAG: 0.000187824422 *********************************************** --------------------------------------------------- Iteration : 88 *********************************************** *** Learn Path 88 *** loss function: -0.473688275 *** contribution from regularisation: 0.00114708184 *** contribution from error: -0.474835366 *** contribution from DIAG: 0.000187581201 *********************************************** --------------------------------------------------- Iteration : 89 *********************************************** *** Learn Path 89 *** loss function: -0.473691612 *** contribution from regularisation: 0.00114712585 *** contribution from error: -0.474838734 *** contribution from DIAG: 0.000187596495 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 17 to knot 19 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 378.624847 sigma out 26 active outputs RANK 2 NODE 2 --> 169.894638 sigma out 26 active outputs RANK 3 NODE 3 --> 150.818954 sigma out 27 active outputs RANK 4 NODE 5 --> 114.83194 sigma out 27 active outputs RANK 5 NODE 6 --> 100.855995 sigma out 27 active outputs RANK 6 NODE 4 --> 85.2692032 sigma out 27 active outputs RANK 7 NODE 9 --> 79.3485336 sigma out 26 active outputs RANK 8 NODE 7 --> 78.6927032 sigma out 27 active outputs RANK 9 NODE 8 --> 63.3205566 sigma out 25 active outputs RANK 10 NODE 15 --> 59.106144 sigma out 27 active outputs RANK 11 NODE 11 --> 49.3989296 sigma out 27 active outputs RANK 12 NODE 13 --> 45.1369743 sigma out 27 active outputs RANK 13 NODE 17 --> 43.7622643 sigma out 26 active outputs RANK 14 NODE 18 --> 42.3651428 sigma out 27 active outputs RANK 15 NODE 16 --> 42.1583595 sigma out 27 active outputs RANK 16 NODE 19 --> 37.9093475 sigma out 27 active outputs RANK 17 NODE 14 --> 35.20998 sigma out 26 active outputs RANK 18 NODE 10 --> 34.2251167 sigma out 27 active outputs RANK 19 NODE 12 --> 31.2575111 sigma out 27 active outputs RANK 20 NODE 22 --> 29.6009121 sigma out 27 active outputs RANK 21 NODE 20 --> 23.8224621 sigma out 27 active outputs RANK 22 NODE 21 --> 21.6410942 sigma out 27 active outputs RANK 23 NODE 26 --> 20.459446 sigma out 27 active outputs RANK 24 NODE 24 --> 17.962326 sigma out 27 active outputs RANK 25 NODE 23 --> 15.2671633 sigma out 26 active outputs RANK 26 NODE 25 --> 15.0919914 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 267.120789 sigma in 26act. ( 176.193726 sig out 1act.) RANK 2 NODE 22 --> 258.13504 sigma in 25act. ( 203.436813 sig out 1act.) RANK 3 NODE 13 --> 212.420609 sigma in 26act. ( 158.173828 sig out 1act.) RANK 4 NODE 26 --> 136.457886 sigma in 26act. ( 124.559822 sig out 1act.) RANK 5 NODE 15 --> 102.477913 sigma in 26act. ( 99.2707825 sig out 1act.) RANK 6 NODE 17 --> 85.6940765 sigma in 26act. ( 72.4700623 sig out 1act.) RANK 7 NODE 8 --> 84.3379135 sigma in 26act. ( 102.695152 sig out 1act.) RANK 8 NODE 9 --> 79.1505203 sigma in 26act. ( 83.8549728 sig out 1act.) RANK 9 NODE 7 --> 76.9554596 sigma in 26act. ( 83.2615128 sig out 1act.) RANK 10 NODE 21 --> 70.5550613 sigma in 25act. ( 98.1594772 sig out 1act.) RANK 11 NODE 11 --> 54.0723648 sigma in 26act. ( 49.8803558 sig out 1act.) RANK 12 NODE 19 --> 53.3937836 sigma in 24act. ( 57.6179543 sig out 1act.) RANK 13 NODE 14 --> 50.8987045 sigma in 26act. ( 49.1404724 sig out 1act.) RANK 14 NODE 1 --> 39.218689 sigma in 25act. ( 29.2628212 sig out 1act.) RANK 15 NODE 12 --> 38.171711 sigma in 26act. ( 34.8631935 sig out 1act.) RANK 16 NODE 24 --> 37.4461937 sigma in 26act. ( 34.5592194 sig out 1act.) RANK 17 NODE 3 --> 35.5895653 sigma in 26act. ( 30.6262608 sig out 1act.) RANK 18 NODE 6 --> 35.4985657 sigma in 26act. ( 42.2003975 sig out 1act.) RANK 19 NODE 10 --> 30.0876427 sigma in 26act. ( 30.4538307 sig out 1act.) RANK 20 NODE 23 --> 28.0474453 sigma in 25act. ( 24.5750351 sig out 1act.) RANK 21 NODE 27 --> 26.8904972 sigma in 26act. ( 31.1116428 sig out 1act.) RANK 22 NODE 20 --> 23.5170822 sigma in 26act. ( 20.9513569 sig out 1act.) RANK 23 NODE 16 --> 22.1777573 sigma in 25act. ( 22.3417835 sig out 1act.) RANK 24 NODE 5 --> 21.2699909 sigma in 25act. ( 21.7300587 sig out 1act.) RANK 25 NODE 25 --> 18.4546585 sigma in 26act. ( 18.0223045 sig out 1act.) RANK 26 NODE 2 --> 7.00376081 sigma in 26act. ( 3.69446611 sig out 1act.) RANK 27 NODE 18 --> 6.88685703 sigma in 25act. ( 0.171080828 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 203.436813 sigma out 1act.( 258.13504 sig in 25act.) RANK 2 NODE 4 --> 176.193726 sigma out 1act.( 267.120789 sig in 26act.) RANK 3 NODE 13 --> 158.173828 sigma out 1act.( 212.420609 sig in 26act.) RANK 4 NODE 26 --> 124.559822 sigma out 1act.( 136.457886 sig in 26act.) RANK 5 NODE 8 --> 102.695152 sigma out 1act.( 84.3379135 sig in 26act.) RANK 6 NODE 15 --> 99.2707825 sigma out 1act.( 102.477913 sig in 26act.) RANK 7 NODE 21 --> 98.1594772 sigma out 1act.( 70.5550613 sig in 25act.) RANK 8 NODE 9 --> 83.8549728 sigma out 1act.( 79.1505203 sig in 26act.) RANK 9 NODE 7 --> 83.2615128 sigma out 1act.( 76.9554596 sig in 26act.) RANK 10 NODE 17 --> 72.4700623 sigma out 1act.( 85.6940765 sig in 26act.) RANK 11 NODE 19 --> 57.6179543 sigma out 1act.( 53.3937836 sig in 24act.) RANK 12 NODE 11 --> 49.8803558 sigma out 1act.( 54.0723648 sig in 26act.) RANK 13 NODE 14 --> 49.1404724 sigma out 1act.( 50.8987045 sig in 26act.) RANK 14 NODE 6 --> 42.2003975 sigma out 1act.( 35.4985657 sig in 26act.) RANK 15 NODE 12 --> 34.8631935 sigma out 1act.( 38.171711 sig in 26act.) RANK 16 NODE 24 --> 34.5592194 sigma out 1act.( 37.4461937 sig in 26act.) RANK 17 NODE 27 --> 31.1116428 sigma out 1act.( 26.8904972 sig in 26act.) RANK 18 NODE 3 --> 30.6262608 sigma out 1act.( 35.5895653 sig in 26act.) RANK 19 NODE 10 --> 30.4538307 sigma out 1act.( 30.0876427 sig in 26act.) RANK 20 NODE 1 --> 29.2628212 sigma out 1act.( 39.218689 sig in 25act.) RANK 21 NODE 23 --> 24.5750351 sigma out 1act.( 28.0474453 sig in 25act.) RANK 22 NODE 16 --> 22.3417835 sigma out 1act.( 22.1777573 sig in 25act.) RANK 23 NODE 5 --> 21.7300587 sigma out 1act.( 21.2699909 sig in 25act.) RANK 24 NODE 20 --> 20.9513569 sigma out 1act.( 23.5170822 sig in 26act.) RANK 25 NODE 25 --> 18.0223045 sigma out 1act.( 18.4546585 sig in 26act.) RANK 26 NODE 2 --> 3.69446611 sigma out 1act.( 7.00376081 sig in 26act.) RANK 27 NODE 18 --> 0.171080828 sigma out 1act.( 6.88685703 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 425.056366 sigma in 27 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.473695248 *** contribution from regularisation: 0.00114674098 *** contribution from error: -0.474841982 *** contribution from DIAG: 0.000187767611 *********************************************** --------------------------------------------------- Iteration : 91 *********************************************** *** Learn Path 91 *** loss function: -0.473700136 *** contribution from regularisation: 0.0011450958 *** contribution from error: -0.474845231 *** contribution from DIAG: 0.000187868645 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 25 to knot 20 *********************************************** *** Learn Path 92 *** loss function: -0.473702699 *** contribution from regularisation: 0.00114553969 *** contribution from error: -0.474848241 *** contribution from DIAG: 0.000188086298 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 7 to knot 11 kill weight from layer 1 knot 11 to knot 18 *********************************************** *** Learn Path 93 *** loss function: -0.473705053 *** contribution from regularisation: 0.00114636589 *** contribution from error: -0.474851429 *** contribution from DIAG: 0.000188042512 *********************************************** --------------------------------------------------- Iteration : 94 *********************************************** *** Learn Path 94 *** loss function: -0.473712087 *** contribution from regularisation: 0.0011425314 *** contribution from error: -0.474854618 *** contribution from DIAG: 0.000187972575 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 16 to knot 2 kill weight from layer 1 knot 20 to knot 2 kill weight from layer 1 knot 11 to knot 8 kill weight from layer 1 knot 17 to knot 23 *********************************************** *** Learn Path 95 *** loss function: -0.473714381 *** contribution from regularisation: 0.00114328298 *** contribution from error: -0.474857658 *** contribution from DIAG: 0.000187996542 *********************************************** --------------------------------------------------- Iteration : 96 *********************************************** *** Learn Path 96 *** loss function: -0.473721266 *** contribution from regularisation: 0.00113958027 *** contribution from error: -0.474860847 *** contribution from DIAG: 0.000188032878 *********************************************** --------------------------------------------------- Iteration : 97 *********************************************** *** Learn Path 97 *** loss function: -0.473724067 *** contribution from regularisation: 0.00113982183 *** contribution from error: -0.474863887 *** contribution from DIAG: 0.000188046746 *********************************************** --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.473727643 *** contribution from regularisation: 0.00113928888 *** contribution from error: -0.474866927 *** contribution from DIAG: 0.000187971847 *********************************************** --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.473730266 *** contribution from regularisation: 0.0011396294 *** contribution from error: -0.474869907 *** contribution from DIAG: 0.000188041493 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 377.438538 sigma out 26 active outputs RANK 2 NODE 2 --> 169.313843 sigma out 26 active outputs RANK 3 NODE 3 --> 150.021194 sigma out 27 active outputs RANK 4 NODE 5 --> 114.031158 sigma out 27 active outputs RANK 5 NODE 6 --> 100.058441 sigma out 27 active outputs RANK 6 NODE 4 --> 84.9342194 sigma out 27 active outputs RANK 7 NODE 9 --> 79.5873718 sigma out 26 active outputs RANK 8 NODE 7 --> 78.3806458 sigma out 26 active outputs RANK 9 NODE 8 --> 62.8392334 sigma out 25 active outputs RANK 10 NODE 15 --> 59.068119 sigma out 27 active outputs RANK 11 NODE 11 --> 49.0323944 sigma out 25 active outputs RANK 12 NODE 13 --> 44.9061317 sigma out 27 active outputs RANK 13 NODE 17 --> 43.6027679 sigma out 25 active outputs RANK 14 NODE 16 --> 42.2440033 sigma out 26 active outputs RANK 15 NODE 18 --> 42.0450325 sigma out 27 active outputs RANK 16 NODE 19 --> 37.7465706 sigma out 27 active outputs RANK 17 NODE 14 --> 35.2484169 sigma out 26 active outputs RANK 18 NODE 10 --> 34.1187439 sigma out 27 active outputs RANK 19 NODE 12 --> 31.2609978 sigma out 27 active outputs RANK 20 NODE 22 --> 29.8019161 sigma out 27 active outputs RANK 21 NODE 20 --> 23.8354092 sigma out 26 active outputs RANK 22 NODE 21 --> 21.6775703 sigma out 27 active outputs RANK 23 NODE 26 --> 20.2864323 sigma out 27 active outputs RANK 24 NODE 24 --> 17.9227962 sigma out 27 active outputs RANK 25 NODE 23 --> 15.1352749 sigma out 26 active outputs RANK 26 NODE 25 --> 14.7799778 sigma out 25 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 265.846252 sigma in 26act. ( 175.737946 sig out 1act.) RANK 2 NODE 22 --> 257.310669 sigma in 25act. ( 202.346756 sig out 1act.) RANK 3 NODE 13 --> 211.761414 sigma in 26act. ( 157.526489 sig out 1act.) RANK 4 NODE 26 --> 136.063568 sigma in 26act. ( 124.057854 sig out 1act.) RANK 5 NODE 15 --> 101.878555 sigma in 26act. ( 98.8100281 sig out 1act.) RANK 6 NODE 17 --> 85.211853 sigma in 26act. ( 72.4347458 sig out 1act.) RANK 7 NODE 8 --> 84.4420242 sigma in 25act. ( 101.815811 sig out 1act.) RANK 8 NODE 9 --> 78.8017654 sigma in 26act. ( 83.4598694 sig out 1act.) RANK 9 NODE 7 --> 76.7955856 sigma in 26act. ( 82.8301086 sig out 1act.) RANK 10 NODE 21 --> 70.1018906 sigma in 25act. ( 97.9656525 sig out 1act.) RANK 11 NODE 11 --> 54.0022011 sigma in 25act. ( 49.3354034 sig out 1act.) RANK 12 NODE 19 --> 53.2666283 sigma in 24act. ( 57.417942 sig out 1act.) RANK 13 NODE 14 --> 50.7300987 sigma in 26act. ( 49.0251694 sig out 1act.) RANK 14 NODE 1 --> 39.0671921 sigma in 25act. ( 29.1864758 sig out 1act.) RANK 15 NODE 12 --> 38.180191 sigma in 26act. ( 34.8177261 sig out 1act.) RANK 16 NODE 24 --> 37.3278046 sigma in 26act. ( 34.3551369 sig out 1act.) RANK 17 NODE 6 --> 35.5252533 sigma in 26act. ( 41.9124298 sig out 1act.) RANK 18 NODE 3 --> 35.4987488 sigma in 26act. ( 30.4526672 sig out 1act.) RANK 19 NODE 10 --> 29.9868431 sigma in 26act. ( 30.4893703 sig out 1act.) RANK 20 NODE 23 --> 27.9085636 sigma in 24act. ( 24.474165 sig out 1act.) RANK 21 NODE 27 --> 26.7561779 sigma in 26act. ( 31.0376778 sig out 1act.) RANK 22 NODE 20 --> 23.4252148 sigma in 25act. ( 20.9545612 sig out 1act.) RANK 23 NODE 16 --> 22.1282234 sigma in 25act. ( 22.2343979 sig out 1act.) RANK 24 NODE 5 --> 21.1721516 sigma in 25act. ( 21.6725979 sig out 1act.) RANK 25 NODE 25 --> 18.2867146 sigma in 26act. ( 18.0329838 sig out 1act.) RANK 26 NODE 2 --> 6.91084003 sigma in 24act. ( 3.6678896 sig out 1act.) RANK 27 NODE 18 --> 6.77341366 sigma in 24act. ( 0.14935796 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 202.346756 sigma out 1act.( 257.310669 sig in 25act.) RANK 2 NODE 4 --> 175.737946 sigma out 1act.( 265.846252 sig in 26act.) RANK 3 NODE 13 --> 157.526489 sigma out 1act.( 211.761414 sig in 26act.) RANK 4 NODE 26 --> 124.057854 sigma out 1act.( 136.063568 sig in 26act.) RANK 5 NODE 8 --> 101.815811 sigma out 1act.( 84.4420242 sig in 25act.) RANK 6 NODE 15 --> 98.8100281 sigma out 1act.( 101.878555 sig in 26act.) RANK 7 NODE 21 --> 97.9656525 sigma out 1act.( 70.1018906 sig in 25act.) RANK 8 NODE 9 --> 83.4598694 sigma out 1act.( 78.8017654 sig in 26act.) RANK 9 NODE 7 --> 82.8301086 sigma out 1act.( 76.7955856 sig in 26act.) RANK 10 NODE 17 --> 72.4347458 sigma out 1act.( 85.211853 sig in 26act.) RANK 11 NODE 19 --> 57.417942 sigma out 1act.( 53.2666283 sig in 24act.) RANK 12 NODE 11 --> 49.3354034 sigma out 1act.( 54.0022011 sig in 25act.) RANK 13 NODE 14 --> 49.0251694 sigma out 1act.( 50.7300987 sig in 26act.) RANK 14 NODE 6 --> 41.9124298 sigma out 1act.( 35.5252533 sig in 26act.) RANK 15 NODE 12 --> 34.8177261 sigma out 1act.( 38.180191 sig in 26act.) RANK 16 NODE 24 --> 34.3551369 sigma out 1act.( 37.3278046 sig in 26act.) RANK 17 NODE 27 --> 31.0376778 sigma out 1act.( 26.7561779 sig in 26act.) RANK 18 NODE 10 --> 30.4893703 sigma out 1act.( 29.9868431 sig in 26act.) RANK 19 NODE 3 --> 30.4526672 sigma out 1act.( 35.4987488 sig in 26act.) RANK 20 NODE 1 --> 29.1864758 sigma out 1act.( 39.0671921 sig in 25act.) RANK 21 NODE 23 --> 24.474165 sigma out 1act.( 27.9085636 sig in 24act.) RANK 22 NODE 16 --> 22.2343979 sigma out 1act.( 22.1282234 sig in 25act.) RANK 23 NODE 5 --> 21.6725979 sigma out 1act.( 21.1721516 sig in 25act.) RANK 24 NODE 20 --> 20.9545612 sigma out 1act.( 23.4252148 sig in 25act.) RANK 25 NODE 25 --> 18.0329838 sigma out 1act.( 18.2867146 sig in 26act.) RANK 26 NODE 2 --> 3.6678896 sigma out 1act.( 6.91084003 sig in 24act.) RANK 27 NODE 18 --> 0.14935796 sigma out 1act.( 6.77341366 sig in 24act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 423.237213 sigma in 27 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.473734409 *** contribution from regularisation: 0.00113860355 *** contribution from error: -0.474873006 *** contribution from DIAG: 0.000187437254 *********************************************** -----------------> Test sample create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Kaon_Upstream_NeuroBayes.conf NB_AHISTOUT: storage space 123920 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Upstream/GlobalPID_Kaon_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/NOBFGS/621/Kaon/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/NOBFGS/621/Kaon/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/NOBFGS/621/Kaon/Upstream/NB.txt Training Host = lxplus436.cern.ch Particle type = kaon 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_Kaon_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 24 nodes, hidden layer has 27 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5157981 tracks for input to NN training Sel. Eff. = 19.3874% Selected 1000000 tracks for input to NN training ghost percentage = 29.8513% electron percentage = 5.7412% muon percentage = 0.3947% pion percentage = 53.654% kaon percentage = 7.2871% proton percentage = 2.972% Unknown Particle type 3112 percentage = 0.034% Unknown Particle type 3222 percentage = 0.0368% Unknown Particle type 3312 percentage = 0.0106% Unknown Particle type 3334 percentage = 0.0002% Unknown Particle type 1000010020 percentage = 0.0022% Unknown Particle type 1000010030 percentage = 0.0027% Unknown Particle type 1000020040 percentage = 0.0132% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackCloneDist Making plots for input TrackFitVeloChi2 Making plots for input TrackFitVeloNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichAbovePiThres Making plots for input RichAboveKaThres Making plots for input RichAbovePrThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input InAccBrem Making plots for input BremPIDe Making plots for input VeloCharge Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Found 9023704 evaluation data points Read entry 902370 (10%) Read entry 1804740 (20%) Read entry 2707110 (30%) Read entry 3609480 (40%) Read entry 4511850 (50%) Read entry 5414220 (60%) Read entry 6316590 (70%) Read entry 7218960 (80%) Read entry 8121330 (90%) Read entry 9023700 (100%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 23 input variables. ***************Training results***************** number of nodes in the 1st layer: 26 number of nodes in the 2nd layer: 27 number of nodes in the 3rd layer: 1 number of iterations: 100