Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/622/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/622/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/622/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/622/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/622/Kaon/Upstream/NB.txt Training Host = lxplus437.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 = 622 ********************************************* * 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 622 You use momentum: 0. Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackCloneDist PreproFlag 34 Input 10 TrackFitVeloChi2 PreproFlag 14 Input 11 TrackFitVeloNDoF PreproFlag 19 Input 12 RichUsedAero PreproFlag 18 Input 13 RichUsedR1Gas PreproFlag 18 Input 14 RichAbovePiThres PreproFlag 18 Input 15 RichAboveKaThres PreproFlag 18 Input 16 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: 622 individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 3 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 4 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 5 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 6 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 7 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 8 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 9 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 10 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 11 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 12 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 13 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 14 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 15 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 16 : PreproFlag = 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 22 *** This will do for you: *** input variable equalisation *** to Gaussian distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node ************************************ Signal fraction: 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 warning: map is empty for variable 3 2491.26514 2556.35498 2627.18994 2703.18506 2785.25 2874.46997 2971.0249 3077.20996 3195.15991 3323.94482 3467.06494 3627.28003 3811.34009 4023.66992 4262.90527 4539.01465 4869.84961 5245.74512 5693.2251 6233.31006 6872.29492 7639.93018 8567.9043 9715.32031 11142.3799 12968.9551 15317.1445 18586.1191 23868.3008 35725.0898 4692808.5 do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 1.45295644 19.3934059 25.3477707 30.1382904 34.2951813 38.1772003 41.9015388 45.4908142 48.9934883 52.4974442 55.9440079 59.3997345 62.8485031 66.2592163 69.7468719 73.2395935 76.7373734 80.2802124 83.8269348 87.5004578 91.1254883 94.8316345 98.5134659 102.279778 106.026756 109.853912 113.706299 117.644081 121.591629 125.535828 129.517426 133.560669 137.703049 141.799759 145.982788 150.112701 154.281693 158.562851 162.899628 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 regul warning: map is empty for variable 7 arised 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 0.264446 warning: map is empty for variable 8 199 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 warning: map is empty for variable 24 1.04213488 1.04400754 1.04556799 1.04868913 1.05056179 1.05337083 1.05493128 1.05805242 1.05975485 1.06179774 1.06390452 1.06741571 1.06741571 1.07142854 1.07303369 1.07677901 1.07865167 1.08146071 1.08302116 1.0861423 1.0884831 1.09082401 1.09295201 1.0955056 1.0990169 1.10112357 1.10486889 1.10674155 1.1095506 1.11235952 1.11657298 1.11891389 1.12359548 1.12359548 1.12921345 1.13295877 1.13607991 1.1404494 1.14466298 1.14817417 1.15168536 1.15730333 1.16221905 1.16773677 1.17353308 1.17977524 1.18539321 1.19225967 1.20084274 1.20786512 1.21722841 1.22893262 1.24157298 1.25468171 1.27340829 1.29213488 1.32022476 1.35767794 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 3 --> 32.5861092 sigma out 27 active outputs RANK 2 NODE 5 --> 31.3678246 sigma out 27 active outputs RANK 3 NODE 4 --> 29.4959278 sigma out 27 active outputs RANK 4 NODE 6 --> 29.1295605 sigma out 27 active outputs RANK 5 NODE 9 --> 28.6859207 sigma out 27 active outputs RANK 6 NODE 18 --> 24.6198425 sigma out 27 active outputs RANK 7 NODE 7 --> 23.2279568 sigma out 27 active outputs RANK 8 NODE 15 --> 22.3813343 sigma out 27 active outputs RANK 9 NODE 24 --> 21.8122215 sigma out 27 active outputs RANK 10 NODE 8 --> 21.6313477 sigma out 27 active outputs RANK 11 NODE 16 --> 20.2449169 sigma out 27 active outputs RANK 12 NODE 10 --> 19.4043865 sigma out 27 active outputs RANK 13 NODE 11 --> 19.171669 sigma out 27 active outputs RANK 14 NODE 13 --> 19.0459976 sigma out 27 active outputs RANK 15 NODE 20 --> 18.9132919 sigma out 27 active outputs RANK 16 NODE 19 --> 18.8832207 sigma out 27 active outputs RANK 17 NODE 17 --> 18.5443363 sigma out 27 active outputs RANK 18 NODE 2 --> 18.2153416 sigma out 27 active outputs RANK 19 NODE 14 --> 16.9845161 sigma out 27 active outputs RANK 20 NODE 26 --> 16.9805279 sigma out 27 active outputs RANK 21 NODE 21 --> 16.9707165 sigma out 27 active outputs RANK 22 NODE 22 --> 16.9432125 sigma out 27 active outputs RANK 23 NODE 12 --> 15.880311 sigma out 27 active outputs RANK 24 NODE 25 --> 14.4344702 sigma out 27 active outputs RANK 25 NODE 23 --> 13.0251036 sigma out 27 active outputs RANK 26 NODE 1 --> 2.82999825 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 38.8221893 sigma in 26act. ( 38.5336418 sig out 1act.) RANK 2 NODE 4 --> 35.0934372 sigma in 26act. ( 36.2152367 sig out 1act.) RANK 3 NODE 15 --> 31.3566418 sigma in 26act. ( 22.4386425 sig out 1act.) RANK 4 NODE 13 --> 25.4192791 sigma in 26act. ( 20.8978062 sig out 1act.) RANK 5 NODE 9 --> 23.2647953 sigma in 26act. ( 18.4222202 sig out 1act.) RANK 6 NODE 17 --> 22.932991 sigma in 26act. ( 13.9350204 sig out 1act.) RANK 7 NODE 3 --> 22.5106411 sigma in 26act. ( 11.5144138 sig out 1act.) RANK 8 NODE 8 --> 20.666708 sigma in 26act. ( 5.50169659 sig out 1act.) RANK 9 NODE 7 --> 19.6804218 sigma in 26act. ( 12.7138805 sig out 1act.) RANK 10 NODE 24 --> 19.2499371 sigma in 26act. ( 0.00499985553 sig out 1 act.) RANK 11 NODE 10 --> 18.6323414 sigma in 26act. ( 4.19966841 sig out 1act.) RANK 12 NODE 6 --> 18.5036392 sigma in 26act. ( 2.27276158 sig out 1act.) RANK 13 NODE 25 --> 18.3569698 sigma in 26act. ( 1.09085703 sig out 1act.) RANK 14 NODE 5 --> 18.2589397 sigma in 26act. ( 4.5048151 sig out 1act.) RANK 15 NODE 20 --> 17.9097996 sigma in 26act. ( 2.2597115 sig out 1act.) RANK 16 NODE 12 --> 17.6699562 sigma in 26act. ( 3.4474628 sig out 1act.) RANK 17 NODE 16 --> 17.5208302 sigma in 26act. ( 1.66204214 sig out 1act.) RANK 18 NODE 19 --> 17.5100536 sigma in 26act. ( 9.76541805 sig out 1act.) RANK 19 NODE 18 --> 17.4089127 sigma in 26act. ( 9.71131039 sig out 1act.) RANK 20 NODE 21 --> 16.4193134 sigma in 26act. ( 9.41513634 sig out 1act.) RANK 21 NODE 26 --> 16.0939999 sigma in 26act. ( 13.8071833 sig out 1act.) RANK 22 NODE 14 --> 16.0665588 sigma in 26act. ( 2.15595531 sig out 1act.) RANK 23 NODE 1 --> 15.9780006 sigma in 26act. ( 2.02474093 sig out 1act.) RANK 24 NODE 23 --> 14.879241 sigma in 26act. ( 7.36552429 sig out 1act.) RANK 25 NODE 2 --> 14.8605242 sigma in 26act. ( 3.65723276 sig out 1act.) RANK 26 NODE 11 --> 14.1662817 sigma in 26act. ( 7.49848843 sig out 1act.) RANK 27 NODE 27 --> 12.3601151 sigma in 26act. ( 2.91636658 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 38.5336418 sigma out 1act.( 38.8221893 sig in 26act.) RANK 2 NODE 4 --> 36.2152367 sigma out 1act.( 35.0934372 sig in 26act.) RANK 3 NODE 15 --> 22.4386425 sigma out 1act.( 31.3566418 sig in 26act.) RANK 4 NODE 13 --> 20.8978062 sigma out 1act.( 25.4192791 sig in 26act.) RANK 5 NODE 9 --> 18.4222202 sigma out 1act.( 23.2647953 sig in 26act.) RANK 6 NODE 17 --> 13.9350204 sigma out 1act.( 22.932991 sig in 26act.) RANK 7 NODE 26 --> 13.8071833 sigma out 1act.( 16.0939999 sig in 26act.) RANK 8 NODE 7 --> 12.7138805 sigma out 1act.( 19.6804218 sig in 26act.) RANK 9 NODE 3 --> 11.5144138 sigma out 1act.( 22.5106411 sig in 26act.) RANK 10 NODE 19 --> 9.76541805 sigma out 1act.( 17.5100536 sig in 26act.) RANK 11 NODE 18 --> 9.71131039 sigma out 1act.( 17.4089127 sig in 26act.) RANK 12 NODE 21 --> 9.41513634 sigma out 1act.( 16.4193134 sig in 26act.) RANK 13 NODE 11 --> 7.49848843 sigma out 1act.( 14.1662817 sig in 26act.) RANK 14 NODE 23 --> 7.36552429 sigma out 1act.( 14.879241 sig in 26act.) RANK 15 NODE 8 --> 5.50169659 sigma out 1act.( 20.666708 sig in 26act.) RANK 16 NODE 5 --> 4.5048151 sigma out 1act.( 18.2589397 sig in 26act.) RANK 17 NODE 10 --> 4.19966841 sigma out 1act.( 18.6323414 sig in 26act.) RANK 18 NODE 2 --> 3.65723276 sigma out 1act.( 14.8605242 sig in 26act.) RANK 19 NODE 12 --> 3.4474628 sigma out 1act.( 17.6699562 sig in 26act.) RANK 20 NODE 27 --> 2.91636658 sigma out 1act.( 12.3601151 sig in 26act.) RANK 21 NODE 6 --> 2.27276158 sigma out 1act.( 18.5036392 sig in 26act.) RANK 22 NODE 20 --> 2.2597115 sigma out 1act.( 17.9097996 sig in 26act.) RANK 23 NODE 14 --> 2.15595531 sigma out 1act.( 16.0665588 sig in 26act.) RANK 24 NODE 1 --> 2.02474093 sigma out 1act.( 15.9780006 sig in 26act.) RANK 25 NODE 16 --> 1.66204214 sigma out 1act.( 17.5208302 sig in 26act.) RANK 26 NODE 25 --> 1.09085703 sigma out 1act.( 18.3569698 sig in 26act.) RANK 27 NODE 24 --> 0.00499985553 sigma out 1act.( 19.2499371 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 72.5861893 sigma in 27 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 26.8055973 sigma out 27 active outputs RANK 2 NODE 5 --> 24.794239 sigma out 27 active outputs RANK 3 NODE 6 --> 23.6864357 sigma out 27 active outputs RANK 4 NODE 4 --> 23.5013084 sigma out 27 active outputs RANK 5 NODE 2 --> 19.2803822 sigma out 27 active outputs RANK 6 NODE 9 --> 17.8044014 sigma out 27 active outputs RANK 7 NODE 7 --> 14.851491 sigma out 27 active outputs RANK 8 NODE 8 --> 13.7295322 sigma out 27 active outputs RANK 9 NODE 11 --> 13.0170221 sigma out 27 active outputs RANK 10 NODE 15 --> 11.784152 sigma out 27 active outputs RANK 11 NODE 13 --> 10.0380821 sigma out 27 active outputs RANK 12 NODE 10 --> 9.82911777 sigma out 27 active outputs RANK 13 NODE 18 --> 9.59736061 sigma out 27 active outputs RANK 14 NODE 14 --> 9.0796032 sigma out 27 active outputs RANK 15 NODE 16 --> 8.84628963 sigma out 27 active outputs RANK 16 NODE 17 --> 8.40476513 sigma out 27 active outputs RANK 17 NODE 19 --> 8.39183044 sigma out 27 active outputs RANK 18 NODE 1 --> 7.72028875 sigma out 27 active outputs RANK 19 NODE 12 --> 6.91535854 sigma out 27 active outputs RANK 20 NODE 22 --> 6.25662518 sigma out 27 active outputs RANK 21 NODE 20 --> 5.00521755 sigma out 27 active outputs RANK 22 NODE 21 --> 4.45110846 sigma out 27 active outputs RANK 23 NODE 24 --> 3.75478625 sigma out 27 active outputs RANK 24 NODE 23 --> 3.47566009 sigma out 27 active outputs RANK 25 NODE 25 --> 2.94884014 sigma out 27 active outputs RANK 26 NODE 26 --> 1.95395696 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 35.3534241 sigma in 26act. ( 32.8622551 sig out 1act.) RANK 2 NODE 4 --> 31.7532692 sigma in 26act. ( 34.1719017 sig out 1act.) RANK 3 NODE 15 --> 21.2669716 sigma in 26act. ( 21.2392006 sig out 1act.) RANK 4 NODE 13 --> 21.00564 sigma in 26act. ( 18.4647369 sig out 1act.) RANK 5 NODE 9 --> 17.3912334 sigma in 26act. ( 16.3933353 sig out 1act.) RANK 6 NODE 17 --> 14.2070122 sigma in 26act. ( 12.7699041 sig out 1act.) RANK 7 NODE 26 --> 11.7955656 sigma in 26act. ( 11.1842594 sig out 1act.) RANK 8 NODE 7 --> 11.6199932 sigma in 26act. ( 10.8174782 sig out 1act.) RANK 9 NODE 3 --> 10.943737 sigma in 26act. ( 10.7954187 sig out 1act.) RANK 10 NODE 19 --> 8.99042606 sigma in 26act. ( 8.54332161 sig out 1act.) RANK 11 NODE 21 --> 8.60052681 sigma in 26act. ( 8.06388664 sig out 1act.) RANK 12 NODE 18 --> 8.08995152 sigma in 26act. ( 8.91475582 sig out 1act.) RANK 13 NODE 11 --> 7.23078728 sigma in 26act. ( 6.71205568 sig out 1act.) RANK 14 NODE 8 --> 6.86468077 sigma in 26act. ( 5.26942253 sig out 1act.) RANK 15 NODE 23 --> 6.74757099 sigma in 26act. ( 6.0346446 sig out 1act.) RANK 16 NODE 5 --> 5.99298668 sigma in 26act. ( 4.09185696 sig out 1act.) RANK 17 NODE 10 --> 5.8360076 sigma in 26act. ( 3.82409191 sig out 1act.) RANK 18 NODE 12 --> 5.43139124 sigma in 26act. ( 3.30606556 sig out 1act.) RANK 19 NODE 6 --> 4.62941599 sigma in 26act. ( 1.82954955 sig out 1act.) RANK 20 NODE 25 --> 4.5903511 sigma in 26act. ( 0.96689707 sig out 1act.) RANK 21 NODE 2 --> 4.53106165 sigma in 26act. ( 3.02549386 sig out 1act.) RANK 22 NODE 20 --> 4.26228285 sigma in 26act. ( 2.01998758 sig out 1act.) RANK 23 NODE 1 --> 4.18461609 sigma in 26act. ( 1.56552422 sig out 1act.) RANK 24 NODE 16 --> 4.15650702 sigma in 26act. ( 1.34686089 sig out 1act.) RANK 25 NODE 24 --> 4.03677368 sigma in 26act. ( 0.0407957695 sig out 1act.) RANK 26 NODE 14 --> 3.88479114 sigma in 26act. ( 1.88055205 sig out 1act.) RANK 27 NODE 27 --> 3.49594116 sigma in 26act. ( 1.89423406 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 34.1719017 sigma out 1act.( 31.7532692 sig in 26act.) RANK 2 NODE 22 --> 32.8622551 sigma out 1act.( 35.3534241 sig in 26act.) RANK 3 NODE 15 --> 21.2392006 sigma out 1act.( 21.2669716 sig in 26act.) RANK 4 NODE 13 --> 18.4647369 sigma out 1act.( 21.00564 sig in 26act.) RANK 5 NODE 9 --> 16.3933353 sigma out 1act.( 17.3912334 sig in 26act.) RANK 6 NODE 17 --> 12.7699041 sigma out 1act.( 14.2070122 sig in 26act.) RANK 7 NODE 26 --> 11.1842594 sigma out 1act.( 11.7955656 sig in 26act.) RANK 8 NODE 7 --> 10.8174782 sigma out 1act.( 11.6199932 sig in 26act.) RANK 9 NODE 3 --> 10.7954187 sigma out 1act.( 10.943737 sig in 26act.) RANK 10 NODE 18 --> 8.91475582 sigma out 1act.( 8.08995152 sig in 26act.) RANK 11 NODE 19 --> 8.54332161 sigma out 1act.( 8.99042606 sig in 26act.) RANK 12 NODE 21 --> 8.06388664 sigma out 1act.( 8.60052681 sig in 26act.) RANK 13 NODE 11 --> 6.71205568 sigma out 1act.( 7.23078728 sig in 26act.) RANK 14 NODE 23 --> 6.0346446 sigma out 1act.( 6.74757099 sig in 26act.) RANK 15 NODE 8 --> 5.26942253 sigma out 1act.( 6.86468077 sig in 26act.) RANK 16 NODE 5 --> 4.09185696 sigma out 1act.( 5.99298668 sig in 26act.) RANK 17 NODE 10 --> 3.82409191 sigma out 1act.( 5.8360076 sig in 26act.) RANK 18 NODE 12 --> 3.30606556 sigma out 1act.( 5.43139124 sig in 26act.) RANK 19 NODE 2 --> 3.02549386 sigma out 1act.( 4.53106165 sig in 26act.) RANK 20 NODE 20 --> 2.01998758 sigma out 1act.( 4.26228285 sig in 26act.) RANK 21 NODE 27 --> 1.89423406 sigma out 1act.( 3.49594116 sig in 26act.) RANK 22 NODE 14 --> 1.88055205 sigma out 1act.( 3.88479114 sig in 26act.) RANK 23 NODE 6 --> 1.82954955 sigma out 1act.( 4.62941599 sig in 26act.) RANK 24 NODE 1 --> 1.56552422 sigma out 1act.( 4.18461609 sig in 26act.) RANK 25 NODE 16 --> 1.34686089 sigma out 1act.( 4.15650702 sig in 26act.) RANK 26 NODE 25 --> 0.96689707 sigma out 1act.( 4.5903511 sig in 26act.) RANK 27 NODE 24 --> 0.0407957695 sigma out 1act.( 4.03677368 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 65.0237045 sigma in 27 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.469656795 *** contribution from regularisation: 0.000308232586 *** contribution from error: -0.469965041 *** contribution from DIAG: 0.00204659416 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.471195668 *** contribution from regularisation: 0.000746665348 *** contribution from error: -0.471942335 *** contribution from DIAG: 0.000124930142 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.472578555 *** contribution from regularisation: 0.000469869643 *** contribution from error: -0.473048419 *** contribution from DIAG: 0.000245389063 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.473199099 *** contribution from regularisation: 0.000749635976 *** contribution from error: -0.473948747 *** contribution from DIAG: 0.000194673703 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.47372362 *** contribution from regularisation: 0.000607677794 *** contribution from error: -0.47433129 *** contribution from DIAG: 0.000193242551 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.473890066 *** contribution from regularisation: 0.000677882577 *** contribution from error: -0.47456795 *** contribution from DIAG: 0.000179143084 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.474010319 *** contribution from regularisation: 0.000656669494 *** contribution from error: -0.474666983 *** contribution from DIAG: 0.00023484198 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.474038571 *** contribution from regularisation: 0.000669160043 *** contribution from error: -0.474707723 *** contribution from DIAG: 0.000228070043 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.474058747 *** contribution from regularisation: 0.000668197696 *** contribution from error: -0.474726945 *** contribution from DIAG: 0.000228764475 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 5 --> 29.7785473 sigma out 27 active outputs RANK 2 NODE 3 --> 29.4965115 sigma out 27 active outputs RANK 3 NODE 6 --> 27.7051239 sigma out 27 active outputs RANK 4 NODE 4 --> 26.4475384 sigma out 27 active outputs RANK 5 NODE 2 --> 22.954298 sigma out 27 active outputs RANK 6 NODE 9 --> 21.0364704 sigma out 27 active outputs RANK 7 NODE 26 --> 20.7183399 sigma out 27 active outputs RANK 8 NODE 24 --> 20.5990944 sigma out 27 active outputs RANK 9 NODE 7 --> 18.8723164 sigma out 27 active outputs RANK 10 NODE 8 --> 16.3903255 sigma out 27 active outputs RANK 11 NODE 11 --> 14.6719379 sigma out 27 active outputs RANK 12 NODE 15 --> 14.2390032 sigma out 27 active outputs RANK 13 NODE 21 --> 12.9939775 sigma out 27 active outputs RANK 14 NODE 18 --> 12.8258781 sigma out 27 active outputs RANK 15 NODE 10 --> 12.1316681 sigma out 27 active outputs RANK 16 NODE 13 --> 12.0138378 sigma out 27 active outputs RANK 17 NODE 16 --> 11.0263948 sigma out 27 active outputs RANK 18 NODE 19 --> 10.943675 sigma out 27 active outputs RANK 19 NODE 14 --> 10.4162588 sigma out 27 active outputs RANK 20 NODE 17 --> 10.0323057 sigma out 27 active outputs RANK 21 NODE 22 --> 9.97965622 sigma out 27 active outputs RANK 22 NODE 1 --> 8.89817905 sigma out 27 active outputs RANK 23 NODE 12 --> 8.81849861 sigma out 27 active outputs RANK 24 NODE 20 --> 7.3412075 sigma out 27 active outputs RANK 25 NODE 25 --> 5.3722024 sigma out 27 active outputs RANK 26 NODE 23 --> 4.84414101 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 42.8046455 sigma in 26act. ( 38.3073235 sig out 1act.) RANK 2 NODE 4 --> 35.7072258 sigma in 26act. ( 37.5516243 sig out 1act.) RANK 3 NODE 13 --> 29.5456429 sigma in 26act. ( 25.8182297 sig out 1act.) RANK 4 NODE 15 --> 24.2425194 sigma in 26act. ( 22.865099 sig out 1act.) RANK 5 NODE 9 --> 21.4212437 sigma in 26act. ( 19.7702694 sig out 1act.) RANK 6 NODE 26 --> 18.0437012 sigma in 26act. ( 17.2881641 sig out 1act.) RANK 7 NODE 17 --> 17.4347515 sigma in 26act. ( 15.4269686 sig out 1act.) RANK 8 NODE 7 --> 16.2334404 sigma in 26act. ( 13.3642807 sig out 1act.) RANK 9 NODE 21 --> 13.7552776 sigma in 26act. ( 12.4015236 sig out 1act.) RANK 10 NODE 19 --> 13.7342377 sigma in 26act. ( 12.2341919 sig out 1act.) RANK 11 NODE 11 --> 13.462328 sigma in 26act. ( 11.8103809 sig out 1act.) RANK 12 NODE 3 --> 13.4325466 sigma in 26act. ( 11.3191528 sig out 1act.) RANK 13 NODE 18 --> 12.623374 sigma in 26act. ( 12.7074289 sig out 1act.) RANK 14 NODE 23 --> 10.743185 sigma in 26act. ( 9.01724052 sig out 1act.) RANK 15 NODE 10 --> 9.52869225 sigma in 26act. ( 6.28482962 sig out 1act.) RANK 16 NODE 5 --> 9.33033848 sigma in 26act. ( 6.34188223 sig out 1act.) RANK 17 NODE 8 --> 8.69337845 sigma in 26act. ( 5.58157921 sig out 1act.) RANK 18 NODE 12 --> 7.23164272 sigma in 26act. ( 4.23652697 sig out 1act.) RANK 19 NODE 27 --> 7.22696161 sigma in 26act. ( 5.73537874 sig out 1act.) RANK 20 NODE 14 --> 6.20967722 sigma in 26act. ( 3.40828347 sig out 1act.) RANK 21 NODE 24 --> 5.8056426 sigma in 26act. ( 2.26581287 sig out 1act.) RANK 22 NODE 25 --> 5.66334105 sigma in 26act. ( 1.85828638 sig out 1act.) RANK 23 NODE 2 --> 5.57856846 sigma in 26act. ( 3.58132172 sig out 1act.) RANK 24 NODE 20 --> 5.18314648 sigma in 26act. ( 1.87904978 sig out 1act.) RANK 25 NODE 16 --> 5.15899134 sigma in 26act. ( 1.82362449 sig out 1act.) RANK 26 NODE 6 --> 4.9507494 sigma in 26act. ( 1.49366307 sig out 1act.) RANK 27 NODE 1 --> 4.72057915 sigma in 26act. ( 1.31612539 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 38.3073235 sigma out 1act.( 42.8046455 sig in 26act.) RANK 2 NODE 4 --> 37.5516243 sigma out 1act.( 35.7072258 sig in 26act.) RANK 3 NODE 13 --> 25.8182297 sigma out 1act.( 29.5456429 sig in 26act.) RANK 4 NODE 15 --> 22.865099 sigma out 1act.( 24.2425194 sig in 26act.) RANK 5 NODE 9 --> 19.7702694 sigma out 1act.( 21.4212437 sig in 26act.) RANK 6 NODE 26 --> 17.2881641 sigma out 1act.( 18.0437012 sig in 26act.) RANK 7 NODE 17 --> 15.4269686 sigma out 1act.( 17.4347515 sig in 26act.) RANK 8 NODE 7 --> 13.3642807 sigma out 1act.( 16.2334404 sig in 26act.) RANK 9 NODE 18 --> 12.7074289 sigma out 1act.( 12.623374 sig in 26act.) RANK 10 NODE 21 --> 12.4015236 sigma out 1act.( 13.7552776 sig in 26act.) RANK 11 NODE 19 --> 12.2341919 sigma out 1act.( 13.7342377 sig in 26act.) RANK 12 NODE 11 --> 11.8103809 sigma out 1act.( 13.462328 sig in 26act.) RANK 13 NODE 3 --> 11.3191528 sigma out 1act.( 13.4325466 sig in 26act.) RANK 14 NODE 23 --> 9.01724052 sigma out 1act.( 10.743185 sig in 26act.) RANK 15 NODE 5 --> 6.34188223 sigma out 1act.( 9.33033848 sig in 26act.) RANK 16 NODE 10 --> 6.28482962 sigma out 1act.( 9.52869225 sig in 26act.) RANK 17 NODE 27 --> 5.73537874 sigma out 1act.( 7.22696161 sig in 26act.) RANK 18 NODE 8 --> 5.58157921 sigma out 1act.( 8.69337845 sig in 26act.) RANK 19 NODE 12 --> 4.23652697 sigma out 1act.( 7.23164272 sig in 26act.) RANK 20 NODE 2 --> 3.58132172 sigma out 1act.( 5.57856846 sig in 26act.) RANK 21 NODE 14 --> 3.40828347 sigma out 1act.( 6.20967722 sig in 26act.) RANK 22 NODE 24 --> 2.26581287 sigma out 1act.( 5.8056426 sig in 26act.) RANK 23 NODE 20 --> 1.87904978 sigma out 1act.( 5.18314648 sig in 26act.) RANK 24 NODE 25 --> 1.85828638 sigma out 1act.( 5.66334105 sig in 26act.) RANK 25 NODE 16 --> 1.82362449 sigma out 1act.( 5.15899134 sig in 26act.) RANK 26 NODE 6 --> 1.49366307 sigma out 1act.( 4.9507494 sig in 26act.) RANK 27 NODE 1 --> 1.31612539 sigma out 1act.( 4.72057915 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 78.6939926 sigma in 27 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.4740704 *** contribution from regularisation: 0.000666862412 *** contribution from error: -0.474737257 *** contribution from DIAG: 0.000230679201 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.474085182 *** contribution from regularisation: 0.000666075503 *** contribution from error: -0.474751264 *** contribution from DIAG: 0.000228170873 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.474100322 *** contribution from regularisation: 0.000663943705 *** contribution from error: -0.474764258 *** contribution from DIAG: 0.00023242824 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.474107176 *** contribution from regularisation: 0.000664196035 *** contribution from error: -0.47477138 *** contribution from DIAG: 0.000251268269 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.474122077 *** contribution from regularisation: 0.000661601603 *** contribution from error: -0.474783689 *** contribution from DIAG: 0.00022403308 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.474139154 *** contribution from regularisation: 0.000658182602 *** contribution from error: -0.474797338 *** contribution from DIAG: 0.000232161387 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.474149108 *** contribution from regularisation: 0.000659280398 *** contribution from error: -0.474808395 *** contribution from DIAG: 0.000220948292 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.474164814 *** contribution from regularisation: 0.000658893085 *** contribution from error: -0.474823713 *** contribution from DIAG: 0.000226357253 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.474178523 *** contribution from regularisation: 0.00065888901 *** contribution from error: -0.474837422 *** contribution from DIAG: 0.000224603282 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.474196643 *** contribution from regularisation: 0.000659381738 *** contribution from error: -0.474856019 *** contribution from DIAG: 0.000228474935 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 5 --> 31.9565907 sigma out 27 active outputs RANK 2 NODE 3 --> 30.8075294 sigma out 27 active outputs RANK 3 NODE 6 --> 29.4757118 sigma out 27 active outputs RANK 4 NODE 4 --> 28.1483459 sigma out 27 active outputs RANK 5 NODE 2 --> 25.1265888 sigma out 27 active outputs RANK 6 NODE 26 --> 21.2594357 sigma out 27 active outputs RANK 7 NODE 24 --> 21.0557404 sigma out 27 active outputs RANK 8 NODE 7 --> 20.5930443 sigma out 27 active outputs RANK 9 NODE 9 --> 20.5877228 sigma out 27 active outputs RANK 10 NODE 8 --> 16.1643009 sigma out 27 active outputs RANK 11 NODE 11 --> 14.118413 sigma out 27 active outputs RANK 12 NODE 21 --> 13.477499 sigma out 27 active outputs RANK 13 NODE 15 --> 12.9144449 sigma out 27 active outputs RANK 14 NODE 18 --> 12.4826059 sigma out 27 active outputs RANK 15 NODE 10 --> 11.540082 sigma out 27 active outputs RANK 16 NODE 13 --> 10.9917974 sigma out 27 active outputs RANK 17 NODE 19 --> 10.498764 sigma out 27 active outputs RANK 18 NODE 16 --> 10.253849 sigma out 27 active outputs RANK 19 NODE 1 --> 9.6627903 sigma out 27 active outputs RANK 20 NODE 22 --> 9.42911625 sigma out 27 active outputs RANK 21 NODE 14 --> 9.14806557 sigma out 27 active outputs RANK 22 NODE 17 --> 8.96096706 sigma out 27 active outputs RANK 23 NODE 12 --> 7.71264553 sigma out 27 active outputs RANK 24 NODE 20 --> 6.99013901 sigma out 27 active outputs RANK 25 NODE 25 --> 4.81744957 sigma out 27 active outputs RANK 26 NODE 23 --> 3.77780414 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 45.4956284 sigma in 26act. ( 40.4506416 sig out 1act.) RANK 2 NODE 4 --> 37.2898331 sigma in 26act. ( 38.8697166 sig out 1act.) RANK 3 NODE 13 --> 30.9160175 sigma in 26act. ( 27.0602875 sig out 1act.) RANK 4 NODE 15 --> 23.538311 sigma in 26act. ( 22.4994221 sig out 1act.) RANK 5 NODE 9 --> 21.7037354 sigma in 26act. ( 19.8904991 sig out 1act.) RANK 6 NODE 26 --> 18.0377789 sigma in 26act. ( 16.8502693 sig out 1act.) RANK 7 NODE 17 --> 16.8601704 sigma in 26act. ( 15.0706701 sig out 1act.) RANK 8 NODE 18 --> 16.0002117 sigma in 26act. ( 18.1316586 sig out 1act.) RANK 9 NODE 7 --> 15.9040194 sigma in 26act. ( 12.8289757 sig out 1act.) RANK 10 NODE 19 --> 14.052804 sigma in 26act. ( 12.5699577 sig out 1act.) RANK 11 NODE 21 --> 13.8798981 sigma in 26act. ( 12.6141157 sig out 1act.) RANK 12 NODE 8 --> 13.6785164 sigma in 26act. ( 11.2291298 sig out 1act.) RANK 13 NODE 11 --> 13.6044474 sigma in 26act. ( 11.8915148 sig out 1act.) RANK 14 NODE 3 --> 11.8079405 sigma in 26act. ( 9.31999397 sig out 1act.) RANK 15 NODE 23 --> 10.1732359 sigma in 26act. ( 8.53735352 sig out 1act.) RANK 16 NODE 10 --> 8.72326851 sigma in 26act. ( 6.16561222 sig out 1act.) RANK 17 NODE 5 --> 8.49547005 sigma in 26act. ( 6.33180237 sig out 1act.) RANK 18 NODE 27 --> 7.16455126 sigma in 26act. ( 6.0322156 sig out 1act.) RANK 19 NODE 12 --> 6.12607336 sigma in 26act. ( 3.96866536 sig out 1act.) RANK 20 NODE 24 --> 5.03910351 sigma in 26act. ( 2.6201067 sig out 1act.) RANK 21 NODE 14 --> 4.74286938 sigma in 26act. ( 2.47275734 sig out 1act.) RANK 22 NODE 2 --> 4.37907219 sigma in 26act. ( 3.02866578 sig out 1act.) RANK 23 NODE 25 --> 3.82184005 sigma in 26act. ( 1.19744718 sig out 1act.) RANK 24 NODE 16 --> 3.71234322 sigma in 26act. ( 1.54934752 sig out 1act.) RANK 25 NODE 20 --> 3.70403767 sigma in 26act. ( 1.45388591 sig out 1act.) RANK 26 NODE 6 --> 3.30062008 sigma in 26act. ( 1.33409393 sig out 1act.) RANK 27 NODE 1 --> 3.17321062 sigma in 26act. ( 0.936727941 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 40.4506416 sigma out 1act.( 45.4956284 sig in 26act.) RANK 2 NODE 4 --> 38.8697166 sigma out 1act.( 37.2898331 sig in 26act.) RANK 3 NODE 13 --> 27.0602875 sigma out 1act.( 30.9160175 sig in 26act.) RANK 4 NODE 15 --> 22.4994221 sigma out 1act.( 23.538311 sig in 26act.) RANK 5 NODE 9 --> 19.8904991 sigma out 1act.( 21.7037354 sig in 26act.) RANK 6 NODE 18 --> 18.1316586 sigma out 1act.( 16.0002117 sig in 26act.) RANK 7 NODE 26 --> 16.8502693 sigma out 1act.( 18.0377789 sig in 26act.) RANK 8 NODE 17 --> 15.0706701 sigma out 1act.( 16.8601704 sig in 26act.) RANK 9 NODE 7 --> 12.8289757 sigma out 1act.( 15.9040194 sig in 26act.) RANK 10 NODE 21 --> 12.6141157 sigma out 1act.( 13.8798981 sig in 26act.) RANK 11 NODE 19 --> 12.5699577 sigma out 1act.( 14.052804 sig in 26act.) RANK 12 NODE 11 --> 11.8915148 sigma out 1act.( 13.6044474 sig in 26act.) RANK 13 NODE 8 --> 11.2291298 sigma out 1act.( 13.6785164 sig in 26act.) RANK 14 NODE 3 --> 9.31999397 sigma out 1act.( 11.8079405 sig in 26act.) RANK 15 NODE 23 --> 8.53735352 sigma out 1act.( 10.1732359 sig in 26act.) RANK 16 NODE 5 --> 6.33180237 sigma out 1act.( 8.49547005 sig in 26act.) RANK 17 NODE 10 --> 6.16561222 sigma out 1act.( 8.72326851 sig in 26act.) RANK 18 NODE 27 --> 6.0322156 sigma out 1act.( 7.16455126 sig in 26act.) RANK 19 NODE 12 --> 3.96866536 sigma out 1act.( 6.12607336 sig in 26act.) RANK 20 NODE 2 --> 3.02866578 sigma out 1act.( 4.37907219 sig in 26act.) RANK 21 NODE 24 --> 2.6201067 sigma out 1act.( 5.03910351 sig in 26act.) RANK 22 NODE 14 --> 2.47275734 sigma out 1act.( 4.74286938 sig in 26act.) RANK 23 NODE 16 --> 1.54934752 sigma out 1act.( 3.71234322 sig in 26act.) RANK 24 NODE 20 --> 1.45388591 sigma out 1act.( 3.70403767 sig in 26act.) RANK 25 NODE 6 --> 1.33409393 sigma out 1act.( 3.30062008 sig in 26act.) RANK 26 NODE 25 --> 1.19744718 sigma out 1act.( 3.82184005 sig in 26act.) RANK 27 NODE 1 --> 0.936727941 sigma out 1act.( 3.17321062 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 81.7984848 sigma in 27 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.474213898 *** contribution from regularisation: 0.000659947633 *** contribution from error: -0.474873841 *** contribution from DIAG: 0.000233022351 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.474230587 *** contribution from regularisation: 0.000663223269 *** contribution from error: -0.474893808 *** contribution from DIAG: 0.000235463376 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.474251062 *** contribution from regularisation: 0.000664103602 *** contribution from error: -0.474915177 *** contribution from DIAG: 0.000250434474 *********************************************** --------------------------------------------------- Iteration : 23 kill weight from layer 1 knot 12 to knot 23 *********************************************** *** Learn Path 23 *** loss function: -0.474261612 *** contribution from regularisation: 0.000668483437 *** contribution from error: -0.474930108 *** contribution from DIAG: 0.000206571189 *********************************************** --------------------------------------------------- Iteration : 24 kill weight from layer 1 knot 25 to knot 16 *********************************************** *** Learn Path 24 *** loss function: -0.47428152 *** contribution from regularisation: 0.000664290797 *** contribution from error: -0.474945813 *** contribution from DIAG: 0.00022559402 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.474291235 *** contribution from regularisation: 0.000667827029 *** contribution from error: -0.474959075 *** contribution from DIAG: 0.000223241004 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.474296898 *** contribution from regularisation: 0.000671487825 *** contribution from error: -0.474968374 *** contribution from DIAG: 0.000210889615 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.47431013 *** contribution from regularisation: 0.000669068657 *** contribution from error: -0.474979192 *** contribution from DIAG: 0.000211168983 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.474314332 *** contribution from regularisation: 0.00067398051 *** contribution from error: -0.474988312 *** contribution from DIAG: 0.000210531332 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.474326611 *** contribution from regularisation: 0.0006703494 *** contribution from error: -0.474996954 *** contribution from DIAG: 0.000210385129 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 5 --> 33.2236176 sigma out 27 active outputs RANK 2 NODE 3 --> 32.6280937 sigma out 27 active outputs RANK 3 NODE 6 --> 30.6283016 sigma out 27 active outputs RANK 4 NODE 4 --> 29.7951031 sigma out 27 active outputs RANK 5 NODE 2 --> 26.2503986 sigma out 27 active outputs RANK 6 NODE 26 --> 21.8034725 sigma out 27 active outputs RANK 7 NODE 7 --> 21.7886925 sigma out 27 active outputs RANK 8 NODE 24 --> 21.2334213 sigma out 27 active outputs RANK 9 NODE 9 --> 20.3315296 sigma out 27 active outputs RANK 10 NODE 8 --> 16.0264206 sigma out 27 active outputs RANK 11 NODE 11 --> 13.771452 sigma out 27 active outputs RANK 12 NODE 21 --> 13.7643909 sigma out 27 active outputs RANK 13 NODE 15 --> 12.6201887 sigma out 27 active outputs RANK 14 NODE 18 --> 12.3890381 sigma out 27 active outputs RANK 15 NODE 10 --> 11.4476357 sigma out 27 active outputs RANK 16 NODE 13 --> 10.5029602 sigma out 27 active outputs RANK 17 NODE 19 --> 10.2253666 sigma out 27 active outputs RANK 18 NODE 16 --> 10.0936842 sigma out 27 active outputs RANK 19 NODE 1 --> 9.93728447 sigma out 27 active outputs RANK 20 NODE 22 --> 9.4540987 sigma out 27 active outputs RANK 21 NODE 14 --> 8.85030365 sigma out 27 active outputs RANK 22 NODE 17 --> 8.55705929 sigma out 27 active outputs RANK 23 NODE 12 --> 7.29659081 sigma out 26 active outputs RANK 24 NODE 20 --> 6.6595645 sigma out 27 active outputs RANK 25 NODE 25 --> 4.84205389 sigma out 26 active outputs RANK 26 NODE 23 --> 3.40752554 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 47.049614 sigma in 26act. ( 41.5707779 sig out 1act.) RANK 2 NODE 4 --> 38.0461769 sigma in 26act. ( 39.7565689 sig out 1act.) RANK 3 NODE 13 --> 31.3319206 sigma in 26act. ( 27.4374123 sig out 1act.) RANK 4 NODE 15 --> 23.2191124 sigma in 26act. ( 22.1670914 sig out 1act.) RANK 5 NODE 9 --> 21.8950748 sigma in 26act. ( 19.9676037 sig out 1act.) RANK 6 NODE 18 --> 19.3061581 sigma in 26act. ( 23.1222115 sig out 1act.) RANK 7 NODE 8 --> 18.8919334 sigma in 26act. ( 17.0872192 sig out 1act.) RANK 8 NODE 26 --> 17.8141975 sigma in 26act. ( 16.6256618 sig out 1act.) RANK 9 NODE 17 --> 16.7078114 sigma in 26act. ( 15.141201 sig out 1act.) RANK 10 NODE 7 --> 15.736702 sigma in 26act. ( 12.6393728 sig out 1act.) RANK 11 NODE 19 --> 14.2422171 sigma in 26act. ( 12.8284502 sig out 1act.) RANK 12 NODE 21 --> 13.8994246 sigma in 26act. ( 12.6619549 sig out 1act.) RANK 13 NODE 11 --> 13.614481 sigma in 26act. ( 11.9525042 sig out 1act.) RANK 14 NODE 3 --> 11.1001263 sigma in 26act. ( 8.58365631 sig out 1act.) RANK 15 NODE 23 --> 9.85180569 sigma in 25act. ( 8.34332561 sig out 1act.) RANK 16 NODE 10 --> 8.82330418 sigma in 26act. ( 6.78076839 sig out 1act.) RANK 17 NODE 5 --> 8.19781113 sigma in 26act. ( 6.61251497 sig out 1act.) RANK 18 NODE 27 --> 7.16597414 sigma in 26act. ( 6.19213057 sig out 1act.) RANK 19 NODE 12 --> 5.74056578 sigma in 26act. ( 3.95504856 sig out 1act.) RANK 20 NODE 24 --> 4.75242233 sigma in 26act. ( 2.75697255 sig out 1act.) RANK 21 NODE 14 --> 4.19462776 sigma in 26act. ( 2.24153447 sig out 1act.) RANK 22 NODE 2 --> 3.93736005 sigma in 26act. ( 2.87158513 sig out 1act.) RANK 23 NODE 16 --> 3.21262741 sigma in 25act. ( 1.5552026 sig out 1act.) RANK 24 NODE 25 --> 3.19390345 sigma in 26act. ( 1.1366421 sig out 1act.) RANK 25 NODE 20 --> 3.10859847 sigma in 26act. ( 1.30589831 sig out 1act.) RANK 26 NODE 6 --> 2.73108053 sigma in 26act. ( 1.32063484 sig out 1act.) RANK 27 NODE 1 --> 2.65103865 sigma in 26act. ( 0.87920171 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 41.5707779 sigma out 1act.( 47.049614 sig in 26act.) RANK 2 NODE 4 --> 39.7565689 sigma out 1act.( 38.0461769 sig in 26act.) RANK 3 NODE 13 --> 27.4374123 sigma out 1act.( 31.3319206 sig in 26act.) RANK 4 NODE 18 --> 23.1222115 sigma out 1act.( 19.3061581 sig in 26act.) RANK 5 NODE 15 --> 22.1670914 sigma out 1act.( 23.2191124 sig in 26act.) RANK 6 NODE 9 --> 19.9676037 sigma out 1act.( 21.8950748 sig in 26act.) RANK 7 NODE 8 --> 17.0872192 sigma out 1act.( 18.8919334 sig in 26act.) RANK 8 NODE 26 --> 16.6256618 sigma out 1act.( 17.8141975 sig in 26act.) RANK 9 NODE 17 --> 15.141201 sigma out 1act.( 16.7078114 sig in 26act.) RANK 10 NODE 19 --> 12.8284502 sigma out 1act.( 14.2422171 sig in 26act.) RANK 11 NODE 21 --> 12.6619549 sigma out 1act.( 13.8994246 sig in 26act.) RANK 12 NODE 7 --> 12.6393728 sigma out 1act.( 15.736702 sig in 26act.) RANK 13 NODE 11 --> 11.9525042 sigma out 1act.( 13.614481 sig in 26act.) RANK 14 NODE 3 --> 8.58365631 sigma out 1act.( 11.1001263 sig in 26act.) RANK 15 NODE 23 --> 8.34332561 sigma out 1act.( 9.85180569 sig in 25act.) RANK 16 NODE 10 --> 6.78076839 sigma out 1act.( 8.82330418 sig in 26act.) RANK 17 NODE 5 --> 6.61251497 sigma out 1act.( 8.19781113 sig in 26act.) RANK 18 NODE 27 --> 6.19213057 sigma out 1act.( 7.16597414 sig in 26act.) RANK 19 NODE 12 --> 3.95504856 sigma out 1act.( 5.74056578 sig in 26act.) RANK 20 NODE 2 --> 2.87158513 sigma out 1act.( 3.93736005 sig in 26act.) RANK 21 NODE 24 --> 2.75697255 sigma out 1act.( 4.75242233 sig in 26act.) RANK 22 NODE 14 --> 2.24153447 sigma out 1act.( 4.19462776 sig in 26act.) RANK 23 NODE 16 --> 1.5552026 sigma out 1act.( 3.21262741 sig in 25act.) RANK 24 NODE 6 --> 1.32063484 sigma out 1act.( 2.73108053 sig in 26act.) RANK 25 NODE 20 --> 1.30589831 sigma out 1act.( 3.10859847 sig in 26act.) RANK 26 NODE 25 --> 1.1366421 sigma out 1act.( 3.19390345 sig in 26act.) RANK 27 NODE 1 --> 0.87920171 sigma out 1act.( 2.65103865 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 85.0128479 sigma in 27 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.474332809 *** contribution from regularisation: 0.000672395574 *** contribution from error: -0.475005209 *** contribution from DIAG: 0.00021007075 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.474339664 *** contribution from regularisation: 0.000672925788 *** contribution from error: -0.4750126 *** contribution from DIAG: 0.000211166698 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.474345982 *** contribution from regularisation: 0.000675002171 *** contribution from error: -0.475020975 *** contribution from DIAG: 0.00020947383 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.474353552 *** contribution from regularisation: 0.000675040646 *** contribution from error: -0.475028604 *** contribution from DIAG: 0.000211118488 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.474359959 *** contribution from regularisation: 0.000675551535 *** contribution from error: -0.475035518 *** contribution from DIAG: 0.000209258025 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.474366367 *** contribution from regularisation: 0.000676149677 *** contribution from error: -0.475042522 *** contribution from DIAG: 0.000210959653 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.474372119 *** contribution from regularisation: 0.000677457137 *** contribution from error: -0.475049585 *** contribution from DIAG: 0.000208923564 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.47437802 *** contribution from regularisation: 0.00067809032 *** contribution from error: -0.475056112 *** contribution from DIAG: 0.000215455089 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.474385142 *** contribution from regularisation: 0.000677491887 *** contribution from error: -0.475062639 *** contribution from DIAG: 0.000212472907 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.474388808 *** contribution from regularisation: 0.00068028894 *** contribution from error: -0.475069106 *** contribution from DIAG: 0.000212155239 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 5 --> 33.8777084 sigma out 27 active outputs RANK 2 NODE 3 --> 33.55299 sigma out 27 active outputs RANK 3 NODE 6 --> 31.327177 sigma out 27 active outputs RANK 4 NODE 4 --> 30.8182049 sigma out 27 active outputs RANK 5 NODE 2 --> 26.8454056 sigma out 27 active outputs RANK 6 NODE 7 --> 22.3386803 sigma out 27 active outputs RANK 7 NODE 26 --> 21.9888248 sigma out 27 active outputs RANK 8 NODE 24 --> 21.4355659 sigma out 27 active outputs RANK 9 NODE 9 --> 20.2189808 sigma out 27 active outputs RANK 10 NODE 8 --> 16.2211533 sigma out 27 active outputs RANK 11 NODE 21 --> 14.0208406 sigma out 27 active outputs RANK 12 NODE 11 --> 13.7633953 sigma out 27 active outputs RANK 13 NODE 15 --> 12.5259981 sigma out 27 active outputs RANK 14 NODE 18 --> 12.3560152 sigma out 27 active outputs RANK 15 NODE 10 --> 11.3783836 sigma out 27 active outputs RANK 16 NODE 13 --> 10.3458776 sigma out 27 active outputs RANK 17 NODE 19 --> 10.1473188 sigma out 27 active outputs RANK 18 NODE 16 --> 10.0928736 sigma out 27 active outputs RANK 19 NODE 1 --> 10.0106277 sigma out 27 active outputs RANK 20 NODE 22 --> 9.31740093 sigma out 27 active outputs RANK 21 NODE 14 --> 8.74482822 sigma out 27 active outputs RANK 22 NODE 17 --> 8.41259003 sigma out 27 active outputs RANK 23 NODE 12 --> 7.16048193 sigma out 26 active outputs RANK 24 NODE 20 --> 6.59732199 sigma out 27 active outputs RANK 25 NODE 25 --> 4.79250669 sigma out 26 active outputs RANK 26 NODE 23 --> 3.29206634 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 47.8173409 sigma in 26act. ( 42.0795555 sig out 1act.) RANK 2 NODE 4 --> 38.3518867 sigma in 26act. ( 40.2514839 sig out 1act.) RANK 3 NODE 13 --> 31.5631275 sigma in 26act. ( 27.7809143 sig out 1act.) RANK 4 NODE 15 --> 23.1478443 sigma in 26act. ( 22.240345 sig out 1act.) RANK 5 NODE 9 --> 22.0414238 sigma in 26act. ( 20.3264275 sig out 1act.) RANK 6 NODE 8 --> 21.4433784 sigma in 26act. ( 19.9100723 sig out 1act.) RANK 7 NODE 18 --> 21.0110016 sigma in 26act. ( 25.6289101 sig out 1act.) RANK 8 NODE 26 --> 17.7809772 sigma in 26act. ( 16.6017189 sig out 1act.) RANK 9 NODE 17 --> 16.6722927 sigma in 26act. ( 15.2476254 sig out 1act.) RANK 10 NODE 7 --> 15.6586809 sigma in 26act. ( 12.6252747 sig out 1act.) RANK 11 NODE 19 --> 14.3067789 sigma in 26act. ( 13.0690203 sig out 1act.) RANK 12 NODE 21 --> 13.9431849 sigma in 26act. ( 12.7583122 sig out 1act.) RANK 13 NODE 11 --> 13.7063246 sigma in 26act. ( 12.0903654 sig out 1act.) RANK 14 NODE 3 --> 10.9029493 sigma in 26act. ( 8.50561428 sig out 1act.) RANK 15 NODE 23 --> 9.72117615 sigma in 25act. ( 8.29601765 sig out 1act.) RANK 16 NODE 10 --> 9.01935482 sigma in 26act. ( 7.21222639 sig out 1act.) RANK 17 NODE 5 --> 8.10556316 sigma in 26act. ( 6.75518274 sig out 1act.) RANK 18 NODE 27 --> 7.2124753 sigma in 26act. ( 6.34021044 sig out 1act.) RANK 19 NODE 12 --> 5.67580462 sigma in 26act. ( 4.08360386 sig out 1act.) RANK 20 NODE 24 --> 4.64286137 sigma in 26act. ( 2.79840422 sig out 1act.) RANK 21 NODE 14 --> 4.01198387 sigma in 26act. ( 2.20655155 sig out 1act.) RANK 22 NODE 2 --> 3.81676674 sigma in 26act. ( 2.86519265 sig out 1act.) RANK 23 NODE 16 --> 3.0410738 sigma in 25act. ( 1.57997286 sig out 1act.) RANK 24 NODE 25 --> 2.98096752 sigma in 26act. ( 1.15206182 sig out 1act.) RANK 25 NODE 20 --> 2.91624856 sigma in 26act. ( 1.31147742 sig out 1act.) RANK 26 NODE 6 --> 2.54650092 sigma in 26act. ( 1.31918728 sig out 1act.) RANK 27 NODE 1 --> 2.50273228 sigma in 26act. ( 0.945723653 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 42.0795555 sigma out 1act.( 47.8173409 sig in 26act.) RANK 2 NODE 4 --> 40.2514839 sigma out 1act.( 38.3518867 sig in 26act.) RANK 3 NODE 13 --> 27.7809143 sigma out 1act.( 31.5631275 sig in 26act.) RANK 4 NODE 18 --> 25.6289101 sigma out 1act.( 21.0110016 sig in 26act.) RANK 5 NODE 15 --> 22.240345 sigma out 1act.( 23.1478443 sig in 26act.) RANK 6 NODE 9 --> 20.3264275 sigma out 1act.( 22.0414238 sig in 26act.) RANK 7 NODE 8 --> 19.9100723 sigma out 1act.( 21.4433784 sig in 26act.) RANK 8 NODE 26 --> 16.6017189 sigma out 1act.( 17.7809772 sig in 26act.) RANK 9 NODE 17 --> 15.2476254 sigma out 1act.( 16.6722927 sig in 26act.) RANK 10 NODE 19 --> 13.0690203 sigma out 1act.( 14.3067789 sig in 26act.) RANK 11 NODE 21 --> 12.7583122 sigma out 1act.( 13.9431849 sig in 26act.) RANK 12 NODE 7 --> 12.6252747 sigma out 1act.( 15.6586809 sig in 26act.) RANK 13 NODE 11 --> 12.0903654 sigma out 1act.( 13.7063246 sig in 26act.) RANK 14 NODE 3 --> 8.50561428 sigma out 1act.( 10.9029493 sig in 26act.) RANK 15 NODE 23 --> 8.29601765 sigma out 1act.( 9.72117615 sig in 25act.) RANK 16 NODE 10 --> 7.21222639 sigma out 1act.( 9.01935482 sig in 26act.) RANK 17 NODE 5 --> 6.75518274 sigma out 1act.( 8.10556316 sig in 26act.) RANK 18 NODE 27 --> 6.34021044 sigma out 1act.( 7.2124753 sig in 26act.) RANK 19 NODE 12 --> 4.08360386 sigma out 1act.( 5.67580462 sig in 26act.) RANK 20 NODE 2 --> 2.86519265 sigma out 1act.( 3.81676674 sig in 26act.) RANK 21 NODE 24 --> 2.79840422 sigma out 1act.( 4.64286137 sig in 26act.) RANK 22 NODE 14 --> 2.20655155 sigma out 1act.( 4.01198387 sig in 26act.) RANK 23 NODE 16 --> 1.57997286 sigma out 1act.( 3.0410738 sig in 25act.) RANK 24 NODE 6 --> 1.31918728 sigma out 1act.( 2.54650092 sig in 26act.) RANK 25 NODE 20 --> 1.31147742 sigma out 1act.( 2.91624856 sig in 26act.) RANK 26 NODE 25 --> 1.15206182 sigma out 1act.( 2.98096752 sig in 26act.) RANK 27 NODE 1 --> 0.945723653 sigma out 1act.( 2.50273228 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 87.1535034 sigma in 27 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.474394351 *** contribution from regularisation: 0.000680249184 *** contribution from error: -0.475074589 *** contribution from DIAG: 0.000213524923 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.474400818 *** contribution from regularisation: 0.000679969497 *** contribution from error: -0.475080788 *** contribution from DIAG: 0.000213493098 *********************************************** --------------------------------------------------- Iteration : 42 kill weight from layer 1 knot 9 to knot 23 *********************************************** *** Learn Path 42 *** loss function: -0.47440511 *** contribution from regularisation: 0.000681076839 *** contribution from error: -0.475086182 *** contribution from DIAG: 0.000214537096 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.474411339 *** contribution from regularisation: 0.000680544239 *** contribution from error: -0.475091875 *** contribution from DIAG: 0.000214518252 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.474416733 *** contribution from regularisation: 0.000680904603 *** contribution from error: -0.475097626 *** contribution from DIAG: 0.000214372136 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.474422753 *** contribution from regularisation: 0.000679936958 *** contribution from error: -0.475102693 *** contribution from DIAG: 0.000214358879 *********************************************** --------------------------------------------------- Iteration : 46 kill weight from layer 1 knot 11 to knot 6 *********************************************** *** Learn Path 46 *** loss function: -0.474425167 *** contribution from regularisation: 0.000683259452 *** contribution from error: -0.475108415 *** contribution from DIAG: 0.000214611049 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.474432319 *** contribution from regularisation: 0.00068163895 *** contribution from error: -0.475113958 *** contribution from DIAG: 0.00021446067 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.474436849 *** contribution from regularisation: 0.000682226848 *** contribution from error: -0.475119084 *** contribution from DIAG: 0.000215267413 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.47443819 *** contribution from regularisation: 0.00068575301 *** contribution from error: -0.475123942 *** contribution from DIAG: 0.000215186548 *********************************************** --------------------------------------------------- Iteration : 50 kill weight from layer 1 knot 2 to knot 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 5 --> 34.2902298 sigma out 27 active outputs RANK 2 NODE 3 --> 34.2848167 sigma out 27 active outputs RANK 3 NODE 6 --> 31.8731041 sigma out 27 active outputs RANK 4 NODE 4 --> 31.6274071 sigma out 27 active outputs RANK 5 NODE 2 --> 27.2618217 sigma out 26 active outputs RANK 6 NODE 7 --> 22.6554871 sigma out 27 active outputs RANK 7 NODE 26 --> 21.9701347 sigma out 27 active outputs RANK 8 NODE 24 --> 21.634531 sigma out 27 active outputs RANK 9 NODE 9 --> 20.0584717 sigma out 26 active outputs RANK 10 NODE 8 --> 16.2353897 sigma out 27 active outputs RANK 11 NODE 21 --> 14.1149359 sigma out 27 active outputs RANK 12 NODE 11 --> 13.6853476 sigma out 26 active outputs RANK 13 NODE 15 --> 12.505332 sigma out 27 active outputs RANK 14 NODE 18 --> 12.3406601 sigma out 27 active outputs RANK 15 NODE 10 --> 11.2860527 sigma out 27 active outputs RANK 16 NODE 13 --> 10.1841478 sigma out 27 active outputs RANK 17 NODE 16 --> 10.0929117 sigma out 27 active outputs RANK 18 NODE 19 --> 10.092145 sigma out 27 active outputs RANK 19 NODE 1 --> 10.0540171 sigma out 27 active outputs RANK 20 NODE 22 --> 9.45070839 sigma out 27 active outputs RANK 21 NODE 14 --> 8.63531399 sigma out 27 active outputs RANK 22 NODE 17 --> 8.32351017 sigma out 27 active outputs RANK 23 NODE 12 --> 7.05229568 sigma out 26 active outputs RANK 24 NODE 20 --> 6.60069942 sigma out 27 active outputs RANK 25 NODE 25 --> 4.8339839 sigma out 26 active outputs RANK 26 NODE 23 --> 3.20419455 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 48.3316612 sigma in 26act. ( 42.6344795 sig out 1act.) RANK 2 NODE 4 --> 38.5722542 sigma in 26act. ( 40.4211617 sig out 1act.) RANK 3 NODE 13 --> 31.6653996 sigma in 26act. ( 27.9712486 sig out 1act.) RANK 4 NODE 8 --> 23.3230972 sigma in 26act. ( 21.9284916 sig out 1act.) RANK 5 NODE 15 --> 23.0108261 sigma in 26act. ( 22.283453 sig out 1act.) RANK 6 NODE 18 --> 22.2664928 sigma in 26act. ( 27.4990234 sig out 1act.) RANK 7 NODE 9 --> 22.1083527 sigma in 26act. ( 20.3253536 sig out 1act.) RANK 8 NODE 26 --> 17.6989326 sigma in 26act. ( 16.3938046 sig out 1act.) RANK 9 NODE 17 --> 16.6471157 sigma in 26act. ( 15.2773905 sig out 1act.) RANK 10 NODE 7 --> 15.5794973 sigma in 26act. ( 12.6222782 sig out 1act.) RANK 11 NODE 19 --> 14.3426561 sigma in 26act. ( 13.1140604 sig out 1act.) RANK 12 NODE 21 --> 13.9277716 sigma in 26act. ( 12.8333693 sig out 1act.) RANK 13 NODE 11 --> 13.7090483 sigma in 26act. ( 12.2171535 sig out 1act.) RANK 14 NODE 3 --> 10.7402172 sigma in 26act. ( 8.38610935 sig out 1act.) RANK 15 NODE 23 --> 9.60130215 sigma in 24act. ( 8.21831036 sig out 1act.) RANK 16 NODE 10 --> 9.19133282 sigma in 26act. ( 7.5488658 sig out 1act.) RANK 17 NODE 5 --> 8.04626369 sigma in 26act. ( 6.87061787 sig out 1act.) RANK 18 NODE 27 --> 7.21662569 sigma in 26act. ( 6.4156146 sig out 1act.) RANK 19 NODE 12 --> 5.6318078 sigma in 26act. ( 4.13905382 sig out 1act.) RANK 20 NODE 24 --> 4.57249212 sigma in 26act. ( 2.83989 sig out 1act.) RANK 21 NODE 14 --> 3.86293125 sigma in 26act. ( 2.1692462 sig out 1act.) RANK 22 NODE 2 --> 3.73120332 sigma in 26act. ( 2.87450886 sig out 1act.) RANK 23 NODE 16 --> 2.93307042 sigma in 25act. ( 1.61592948 sig out 1act.) RANK 24 NODE 25 --> 2.8398304 sigma in 26act. ( 1.17205107 sig out 1act.) RANK 25 NODE 20 --> 2.79058456 sigma in 26act. ( 1.32776189 sig out 1act.) RANK 26 NODE 6 --> 2.44447088 sigma in 25act. ( 1.34599662 sig out 1act.) RANK 27 NODE 1 --> 2.4122293 sigma in 25act. ( 1.00457311 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 42.6344795 sigma out 1act.( 48.3316612 sig in 26act.) RANK 2 NODE 4 --> 40.4211617 sigma out 1act.( 38.5722542 sig in 26act.) RANK 3 NODE 13 --> 27.9712486 sigma out 1act.( 31.6653996 sig in 26act.) RANK 4 NODE 18 --> 27.4990234 sigma out 1act.( 22.2664928 sig in 26act.) RANK 5 NODE 15 --> 22.283453 sigma out 1act.( 23.0108261 sig in 26act.) RANK 6 NODE 8 --> 21.9284916 sigma out 1act.( 23.3230972 sig in 26act.) RANK 7 NODE 9 --> 20.3253536 sigma out 1act.( 22.1083527 sig in 26act.) RANK 8 NODE 26 --> 16.3938046 sigma out 1act.( 17.6989326 sig in 26act.) RANK 9 NODE 17 --> 15.2773905 sigma out 1act.( 16.6471157 sig in 26act.) RANK 10 NODE 19 --> 13.1140604 sigma out 1act.( 14.3426561 sig in 26act.) RANK 11 NODE 21 --> 12.8333693 sigma out 1act.( 13.9277716 sig in 26act.) RANK 12 NODE 7 --> 12.6222782 sigma out 1act.( 15.5794973 sig in 26act.) RANK 13 NODE 11 --> 12.2171535 sigma out 1act.( 13.7090483 sig in 26act.) RANK 14 NODE 3 --> 8.38610935 sigma out 1act.( 10.7402172 sig in 26act.) RANK 15 NODE 23 --> 8.21831036 sigma out 1act.( 9.60130215 sig in 24act.) RANK 16 NODE 10 --> 7.5488658 sigma out 1act.( 9.19133282 sig in 26act.) RANK 17 NODE 5 --> 6.87061787 sigma out 1act.( 8.04626369 sig in 26act.) RANK 18 NODE 27 --> 6.4156146 sigma out 1act.( 7.21662569 sig in 26act.) RANK 19 NODE 12 --> 4.13905382 sigma out 1act.( 5.6318078 sig in 26act.) RANK 20 NODE 2 --> 2.87450886 sigma out 1act.( 3.73120332 sig in 26act.) RANK 21 NODE 24 --> 2.83989 sigma out 1act.( 4.57249212 sig in 26act.) RANK 22 NODE 14 --> 2.1692462 sigma out 1act.( 3.86293125 sig in 26act.) RANK 23 NODE 16 --> 1.61592948 sigma out 1act.( 2.93307042 sig in 25act.) RANK 24 NODE 6 --> 1.34599662 sigma out 1act.( 2.44447088 sig in 25act.) RANK 25 NODE 20 --> 1.32776189 sigma out 1act.( 2.79058456 sig in 26act.) RANK 26 NODE 25 --> 1.17205107 sigma out 1act.( 2.8398304 sig in 26act.) RANK 27 NODE 1 --> 1.00457311 sigma out 1act.( 2.4122293 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 88.6456375 sigma in 27 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.47444433 *** contribution from regularisation: 0.000684430299 *** contribution from error: -0.47512877 *** contribution from DIAG: 0.000215365551 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.47445032 *** contribution from regularisation: 0.000683556835 *** contribution from error: -0.475133866 *** contribution from DIAG: 0.000212856467 *********************************************** --------------------------------------------------- Iteration : 52 kill weight from layer 1 knot 9 to knot 2 *********************************************** *** Learn Path 52 *** loss function: -0.474453211 *** contribution from regularisation: 0.000685026578 *** contribution from error: -0.475138247 *** contribution from DIAG: 0.000213712236 *********************************************** --------------------------------------------------- Iteration : 53 kill weight from layer 1 knot 8 to knot 20 *********************************************** *** Learn Path 53 *** loss function: -0.474459827 *** contribution from regularisation: 0.000683663355 *** contribution from error: -0.475143492 *** contribution from DIAG: 0.00021342338 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.47446236 *** contribution from regularisation: 0.00068584067 *** contribution from error: -0.475148201 *** contribution from DIAG: 0.000214261381 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.47446838 *** contribution from regularisation: 0.000684602768 *** contribution from error: -0.475152969 *** contribution from DIAG: 0.000216113476 *********************************************** --------------------------------------------------- Iteration : 56 kill weight from layer 1 knot 6 to knot 18 *********************************************** *** Learn Path 56 *** loss function: -0.474470913 *** contribution from regularisation: 0.000686948479 *** contribution from error: -0.475157857 *** contribution from DIAG: 0.000213547217 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.474478692 *** contribution from regularisation: 0.00068334653 *** contribution from error: -0.475162029 *** contribution from DIAG: 0.000214586122 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.474480897 *** contribution from regularisation: 0.000685790728 *** contribution from error: -0.475166678 *** contribution from DIAG: 0.0002133331 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.474486142 *** contribution from regularisation: 0.000685243518 *** contribution from error: -0.475171387 *** contribution from DIAG: 0.00021512041 *********************************************** --------------------------------------------------- Iteration : 60 kill weight from layer 1 knot 23 to knot 25 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 35.0186081 sigma out 27 active outputs RANK 2 NODE 5 --> 34.4315987 sigma out 27 active outputs RANK 3 NODE 4 --> 32.3947067 sigma out 27 active outputs RANK 4 NODE 6 --> 32.3238487 sigma out 26 active outputs RANK 5 NODE 2 --> 27.5947933 sigma out 26 active outputs RANK 6 NODE 7 --> 22.8781567 sigma out 27 active outputs RANK 7 NODE 26 --> 22.2218513 sigma out 27 active outputs RANK 8 NODE 24 --> 21.7761116 sigma out 27 active outputs RANK 9 NODE 9 --> 19.990942 sigma out 25 active outputs RANK 10 NODE 8 --> 16.2847691 sigma out 26 active outputs RANK 11 NODE 21 --> 14.1504774 sigma out 27 active outputs RANK 12 NODE 11 --> 13.6222696 sigma out 26 active outputs RANK 13 NODE 15 --> 12.444788 sigma out 27 active outputs RANK 14 NODE 18 --> 12.3719063 sigma out 27 active outputs RANK 15 NODE 10 --> 11.1363811 sigma out 27 active outputs RANK 16 NODE 1 --> 10.1293125 sigma out 27 active outputs RANK 17 NODE 13 --> 10.1030989 sigma out 27 active outputs RANK 18 NODE 16 --> 10.089077 sigma out 27 active outputs RANK 19 NODE 19 --> 10.0868254 sigma out 27 active outputs RANK 20 NODE 22 --> 9.39176273 sigma out 27 active outputs RANK 21 NODE 14 --> 8.59544659 sigma out 27 active outputs RANK 22 NODE 17 --> 8.26791573 sigma out 27 active outputs RANK 23 NODE 12 --> 7.00463009 sigma out 26 active outputs RANK 24 NODE 20 --> 6.53068924 sigma out 27 active outputs RANK 25 NODE 25 --> 4.79313087 sigma out 26 active outputs RANK 26 NODE 23 --> 3.14722061 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 48.6970444 sigma in 26act. ( 43.1685791 sig out 1act.) RANK 2 NODE 4 --> 38.7685432 sigma in 26act. ( 40.4795036 sig out 1act.) RANK 3 NODE 13 --> 31.7405758 sigma in 26act. ( 28.0555592 sig out 1act.) RANK 4 NODE 8 --> 24.9336834 sigma in 26act. ( 23.6145515 sig out 1act.) RANK 5 NODE 18 --> 23.3822308 sigma in 25act. ( 29.0735703 sig out 1act.) RANK 6 NODE 15 --> 22.9306889 sigma in 26act. ( 22.2119293 sig out 1act.) RANK 7 NODE 9 --> 22.1649323 sigma in 26act. ( 20.3947449 sig out 1act.) RANK 8 NODE 26 --> 17.619669 sigma in 26act. ( 16.3721848 sig out 1act.) RANK 9 NODE 17 --> 16.5998173 sigma in 26act. ( 15.2554092 sig out 1act.) RANK 10 NODE 7 --> 15.5195379 sigma in 26act. ( 12.5655985 sig out 1act.) RANK 11 NODE 19 --> 14.3560152 sigma in 26act. ( 13.1891699 sig out 1act.) RANK 12 NODE 21 --> 13.911191 sigma in 26act. ( 12.8341427 sig out 1act.) RANK 13 NODE 11 --> 13.7475672 sigma in 26act. ( 12.2347355 sig out 1act.) RANK 14 NODE 3 --> 10.6187744 sigma in 26act. ( 8.29854012 sig out 1act.) RANK 15 NODE 23 --> 9.50754356 sigma in 24act. ( 8.14063168 sig out 1act.) RANK 16 NODE 10 --> 9.40100574 sigma in 26act. ( 7.8801012 sig out 1act.) RANK 17 NODE 5 --> 8.01629353 sigma in 26act. ( 6.99494982 sig out 1act.) RANK 18 NODE 27 --> 7.23403311 sigma in 26act. ( 6.48099947 sig out 1act.) RANK 19 NODE 12 --> 5.60099649 sigma in 26act. ( 4.20448446 sig out 1act.) RANK 20 NODE 24 --> 4.52419138 sigma in 26act. ( 2.88393497 sig out 1act.) RANK 21 NODE 14 --> 3.77396202 sigma in 26act. ( 2.16326833 sig out 1act.) RANK 22 NODE 2 --> 3.67929506 sigma in 25act. ( 2.88640213 sig out 1act.) RANK 23 NODE 16 --> 2.86133552 sigma in 25act. ( 1.65750408 sig out 1act.) RANK 24 NODE 25 --> 2.74342203 sigma in 25act. ( 1.20111859 sig out 1act.) RANK 25 NODE 20 --> 2.70584774 sigma in 25act. ( 1.35561645 sig out 1act.) RANK 26 NODE 6 --> 2.36925125 sigma in 25act. ( 1.3730098 sig out 1act.) RANK 27 NODE 1 --> 2.3593812 sigma in 25act. ( 1.06258714 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 43.1685791 sigma out 1act.( 48.6970444 sig in 26act.) RANK 2 NODE 4 --> 40.4795036 sigma out 1act.( 38.7685432 sig in 26act.) RANK 3 NODE 18 --> 29.0735703 sigma out 1act.( 23.3822308 sig in 25act.) RANK 4 NODE 13 --> 28.0555592 sigma out 1act.( 31.7405758 sig in 26act.) RANK 5 NODE 8 --> 23.6145515 sigma out 1act.( 24.9336834 sig in 26act.) RANK 6 NODE 15 --> 22.2119293 sigma out 1act.( 22.9306889 sig in 26act.) RANK 7 NODE 9 --> 20.3947449 sigma out 1act.( 22.1649323 sig in 26act.) RANK 8 NODE 26 --> 16.3721848 sigma out 1act.( 17.619669 sig in 26act.) RANK 9 NODE 17 --> 15.2554092 sigma out 1act.( 16.5998173 sig in 26act.) RANK 10 NODE 19 --> 13.1891699 sigma out 1act.( 14.3560152 sig in 26act.) RANK 11 NODE 21 --> 12.8341427 sigma out 1act.( 13.911191 sig in 26act.) RANK 12 NODE 7 --> 12.5655985 sigma out 1act.( 15.5195379 sig in 26act.) RANK 13 NODE 11 --> 12.2347355 sigma out 1act.( 13.7475672 sig in 26act.) RANK 14 NODE 3 --> 8.29854012 sigma out 1act.( 10.6187744 sig in 26act.) RANK 15 NODE 23 --> 8.14063168 sigma out 1act.( 9.50754356 sig in 24act.) RANK 16 NODE 10 --> 7.8801012 sigma out 1act.( 9.40100574 sig in 26act.) RANK 17 NODE 5 --> 6.99494982 sigma out 1act.( 8.01629353 sig in 26act.) RANK 18 NODE 27 --> 6.48099947 sigma out 1act.( 7.23403311 sig in 26act.) RANK 19 NODE 12 --> 4.20448446 sigma out 1act.( 5.60099649 sig in 26act.) RANK 20 NODE 2 --> 2.88640213 sigma out 1act.( 3.67929506 sig in 25act.) RANK 21 NODE 24 --> 2.88393497 sigma out 1act.( 4.52419138 sig in 26act.) RANK 22 NODE 14 --> 2.16326833 sigma out 1act.( 3.77396202 sig in 26act.) RANK 23 NODE 16 --> 1.65750408 sigma out 1act.( 2.86133552 sig in 25act.) RANK 24 NODE 6 --> 1.3730098 sigma out 1act.( 2.36925125 sig in 25act.) RANK 25 NODE 20 --> 1.35561645 sigma out 1act.( 2.70584774 sig in 25act.) RANK 26 NODE 25 --> 1.20111859 sigma out 1act.( 2.74342203 sig in 25act.) RANK 27 NODE 1 --> 1.06258714 sigma out 1act.( 2.3593812 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 89.9150009 sigma in 27 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.474488616 *** contribution from regularisation: 0.000687045918 *** contribution from error: -0.475175649 *** contribution from DIAG: 0.000215011576 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.474494368 *** contribution from regularisation: 0.000685542356 *** contribution from error: -0.475179911 *** contribution from DIAG: 0.000215226377 *********************************************** --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.474496007 *** contribution from regularisation: 0.000687834574 *** contribution from error: -0.475183845 *** contribution from DIAG: 0.000218063098 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.474500686 *** contribution from regularisation: 0.000687231252 *** contribution from error: -0.475187927 *** contribution from DIAG: 0.000222237228 *********************************************** --------------------------------------------------- Iteration : 64 kill weight from layer 1 knot 7 to knot 6 kill weight from layer 1 knot 22 to knot 15 kill weight from layer 1 knot 14 to knot 21 *********************************************** *** Learn Path 64 *** loss function: -0.474503815 *** contribution from regularisation: 0.000688469561 *** contribution from error: -0.475192279 *** contribution from DIAG: 0.000218070258 *********************************************** --------------------------------------------------- Iteration : 65 kill weight from layer 1 knot 10 to knot 2 *********************************************** *** Learn Path 65 *** loss function: -0.474508554 *** contribution from regularisation: 0.000687581836 *** contribution from error: -0.475196123 *** contribution from DIAG: 0.000202534808 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.474512637 *** contribution from regularisation: 0.000687535561 *** contribution from error: -0.475200176 *** contribution from DIAG: 0.000204065 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.474516839 *** contribution from regularisation: 0.000687207619 *** contribution from error: -0.475204051 *** contribution from DIAG: 0.000204576194 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.474520862 *** contribution from regularisation: 0.000687239051 *** contribution from error: -0.475208104 *** contribution from DIAG: 0.000204628959 *********************************************** --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.474521399 *** contribution from regularisation: 0.000690816902 *** contribution from error: -0.475212216 *** contribution from DIAG: 0.000207030083 *********************************************** --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 35.668293 sigma out 27 active outputs RANK 2 NODE 5 --> 34.722229 sigma out 27 active outputs RANK 3 NODE 4 --> 33.0677681 sigma out 27 active outputs RANK 4 NODE 6 --> 32.7684135 sigma out 26 active outputs RANK 5 NODE 2 --> 27.8235149 sigma out 26 active outputs RANK 6 NODE 7 --> 23.1050987 sigma out 26 active outputs RANK 7 NODE 26 --> 22.1778316 sigma out 27 active outputs RANK 8 NODE 24 --> 22.0301476 sigma out 27 active outputs RANK 9 NODE 9 --> 19.8618469 sigma out 25 active outputs RANK 10 NODE 8 --> 16.3758793 sigma out 26 active outputs RANK 11 NODE 21 --> 14.2590179 sigma out 27 active outputs RANK 12 NODE 11 --> 13.6111574 sigma out 26 active outputs RANK 13 NODE 15 --> 12.4632444 sigma out 27 active outputs RANK 14 NODE 18 --> 12.4160128 sigma out 27 active outputs RANK 15 NODE 10 --> 11.1022472 sigma out 26 active outputs RANK 16 NODE 1 --> 10.1882143 sigma out 27 active outputs RANK 17 NODE 16 --> 10.1375875 sigma out 27 active outputs RANK 18 NODE 19 --> 10.0533819 sigma out 27 active outputs RANK 19 NODE 13 --> 10.043273 sigma out 27 active outputs RANK 20 NODE 22 --> 9.3759594 sigma out 26 active outputs RANK 21 NODE 14 --> 8.5007143 sigma out 26 active outputs RANK 22 NODE 17 --> 8.21489906 sigma out 27 active outputs RANK 23 NODE 12 --> 6.94275665 sigma out 26 active outputs RANK 24 NODE 20 --> 6.50668383 sigma out 27 active outputs RANK 25 NODE 25 --> 4.79501295 sigma out 26 active outputs RANK 26 NODE 23 --> 3.05119443 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 49.1060066 sigma in 26act. ( 43.3922729 sig out 1act.) RANK 2 NODE 4 --> 38.8917122 sigma in 26act. ( 40.9575768 sig out 1act.) RANK 3 NODE 13 --> 31.8330173 sigma in 26act. ( 28.2912445 sig out 1act.) RANK 4 NODE 8 --> 26.2372417 sigma in 26act. ( 25.1576138 sig out 1act.) RANK 5 NODE 18 --> 24.3678074 sigma in 25act. ( 30.5065994 sig out 1act.) RANK 6 NODE 15 --> 22.8891258 sigma in 25act. ( 22.1663494 sig out 1act.) RANK 7 NODE 9 --> 22.2286987 sigma in 26act. ( 20.5160809 sig out 1act.) RANK 8 NODE 26 --> 17.5852623 sigma in 26act. ( 16.2971478 sig out 1act.) RANK 9 NODE 17 --> 16.5997963 sigma in 26act. ( 15.3475237 sig out 1act.) RANK 10 NODE 7 --> 15.4890966 sigma in 26act. ( 12.5882502 sig out 1act.) RANK 11 NODE 19 --> 14.3879271 sigma in 26act. ( 13.2617044 sig out 1act.) RANK 12 NODE 21 --> 13.9292793 sigma in 25act. ( 12.828886 sig out 1act.) RANK 13 NODE 11 --> 13.772419 sigma in 26act. ( 12.3412352 sig out 1act.) RANK 14 NODE 3 --> 10.5287237 sigma in 26act. ( 8.25127029 sig out 1act.) RANK 15 NODE 10 --> 9.61692429 sigma in 26act. ( 8.22262764 sig out 1act.) RANK 16 NODE 23 --> 9.44424248 sigma in 24act. ( 8.16716862 sig out 1act.) RANK 17 NODE 5 --> 8.01640797 sigma in 26act. ( 7.10864925 sig out 1act.) RANK 18 NODE 27 --> 7.25297928 sigma in 26act. ( 6.52209806 sig out 1act.) RANK 19 NODE 12 --> 5.57947016 sigma in 26act. ( 4.26747942 sig out 1act.) RANK 20 NODE 24 --> 4.49761772 sigma in 26act. ( 2.92543483 sig out 1act.) RANK 21 NODE 14 --> 3.70470476 sigma in 26act. ( 2.1629591 sig out 1act.) RANK 22 NODE 2 --> 3.63737273 sigma in 24act. ( 2.89803839 sig out 1act.) RANK 23 NODE 16 --> 2.7952702 sigma in 25act. ( 1.70010221 sig out 1act.) RANK 24 NODE 25 --> 2.67253757 sigma in 25act. ( 1.2408154 sig out 1act.) RANK 25 NODE 20 --> 2.6326406 sigma in 25act. ( 1.38165855 sig out 1act.) RANK 26 NODE 6 --> 2.31746745 sigma in 24act. ( 1.4026494 sig out 1act.) RANK 27 NODE 1 --> 2.31742477 sigma in 25act. ( 1.11436808 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 43.3922729 sigma out 1act.( 49.1060066 sig in 26act.) RANK 2 NODE 4 --> 40.9575768 sigma out 1act.( 38.8917122 sig in 26act.) RANK 3 NODE 18 --> 30.5065994 sigma out 1act.( 24.3678074 sig in 25act.) RANK 4 NODE 13 --> 28.2912445 sigma out 1act.( 31.8330173 sig in 26act.) RANK 5 NODE 8 --> 25.1576138 sigma out 1act.( 26.2372417 sig in 26act.) RANK 6 NODE 15 --> 22.1663494 sigma out 1act.( 22.8891258 sig in 25act.) RANK 7 NODE 9 --> 20.5160809 sigma out 1act.( 22.2286987 sig in 26act.) RANK 8 NODE 26 --> 16.2971478 sigma out 1act.( 17.5852623 sig in 26act.) RANK 9 NODE 17 --> 15.3475237 sigma out 1act.( 16.5997963 sig in 26act.) RANK 10 NODE 19 --> 13.2617044 sigma out 1act.( 14.3879271 sig in 26act.) RANK 11 NODE 21 --> 12.828886 sigma out 1act.( 13.9292793 sig in 25act.) RANK 12 NODE 7 --> 12.5882502 sigma out 1act.( 15.4890966 sig in 26act.) RANK 13 NODE 11 --> 12.3412352 sigma out 1act.( 13.772419 sig in 26act.) RANK 14 NODE 3 --> 8.25127029 sigma out 1act.( 10.5287237 sig in 26act.) RANK 15 NODE 10 --> 8.22262764 sigma out 1act.( 9.61692429 sig in 26act.) RANK 16 NODE 23 --> 8.16716862 sigma out 1act.( 9.44424248 sig in 24act.) RANK 17 NODE 5 --> 7.10864925 sigma out 1act.( 8.01640797 sig in 26act.) RANK 18 NODE 27 --> 6.52209806 sigma out 1act.( 7.25297928 sig in 26act.) RANK 19 NODE 12 --> 4.26747942 sigma out 1act.( 5.57947016 sig in 26act.) RANK 20 NODE 24 --> 2.92543483 sigma out 1act.( 4.49761772 sig in 26act.) RANK 21 NODE 2 --> 2.89803839 sigma out 1act.( 3.63737273 sig in 24act.) RANK 22 NODE 14 --> 2.1629591 sigma out 1act.( 3.70470476 sig in 26act.) RANK 23 NODE 16 --> 1.70010221 sigma out 1act.( 2.7952702 sig in 25act.) RANK 24 NODE 6 --> 1.4026494 sigma out 1act.( 2.31746745 sig in 24act.) RANK 25 NODE 20 --> 1.38165855 sigma out 1act.( 2.6326406 sig in 25act.) RANK 26 NODE 25 --> 1.2408154 sigma out 1act.( 2.67253757 sig in 25act.) RANK 27 NODE 1 --> 1.11436808 sigma out 1act.( 2.31742477 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 91.2899399 sigma in 27 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.474527955 *** contribution from regularisation: 0.000688009255 *** contribution from error: -0.475215971 *** contribution from DIAG: 0.000205167496 *********************************************** --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.474529088 *** contribution from regularisation: 0.000690359389 *** contribution from error: -0.475219458 *** contribution from DIAG: 0.000205513687 *********************************************** --------------------------------------------------- Iteration : 72 kill weight from layer 1 knot 25 to knot 2 kill weight from layer 1 knot 10 to knot 20 *********************************************** *** Learn Path 72 *** loss function: -0.474533588 *** contribution from regularisation: 0.000689930166 *** contribution from error: -0.475223511 *** contribution from DIAG: 0.00020753275 *********************************************** --------------------------------------------------- Iteration : 73 kill weight from layer 1 knot 2 to knot 6 kill weight from layer 1 knot 1 to knot 10 *********************************************** *** Learn Path 73 *** loss function: -0.474538803 *** contribution from regularisation: 0.000688659144 *** contribution from error: -0.475227475 *** contribution from DIAG: 0.000207318895 *********************************************** --------------------------------------------------- Iteration : 74 kill weight from layer 1 knot 24 to knot 10 *********************************************** *** Learn Path 74 *** loss function: -0.474541396 *** contribution from regularisation: 0.000689668173 *** contribution from error: -0.475231051 *** contribution from DIAG: 0.000209353457 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.474545598 *** contribution from regularisation: 0.000689505832 *** contribution from error: -0.475235105 *** contribution from DIAG: 0.00020951833 *********************************************** --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.474549145 *** contribution from regularisation: 0.000689700071 *** contribution from error: -0.47523883 *** contribution from DIAG: 0.00020921629 *********************************************** --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.474550933 *** contribution from regularisation: 0.000691620342 *** contribution from error: -0.475242555 *** contribution from DIAG: 0.000208951882 *********************************************** --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.474556953 *** contribution from regularisation: 0.000689424167 *** contribution from error: -0.47524637 *** contribution from DIAG: 0.000209311576 *********************************************** --------------------------------------------------- Iteration : 79 *********************************************** *** Learn Path 79 *** loss function: -0.474556565 *** contribution from regularisation: 0.000693416921 *** contribution from error: -0.475249976 *** contribution from DIAG: 0.00020899513 *********************************************** --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 36.1681595 sigma out 27 active outputs RANK 2 NODE 5 --> 35.146492 sigma out 27 active outputs RANK 3 NODE 4 --> 33.6223335 sigma out 27 active outputs RANK 4 NODE 6 --> 33.116497 sigma out 26 active outputs RANK 5 NODE 2 --> 28.0887012 sigma out 25 active outputs RANK 6 NODE 7 --> 23.3114605 sigma out 26 active outputs RANK 7 NODE 26 --> 22.3736115 sigma out 27 active outputs RANK 8 NODE 24 --> 21.9706306 sigma out 26 active outputs RANK 9 NODE 9 --> 19.8963985 sigma out 25 active outputs RANK 10 NODE 8 --> 16.4457893 sigma out 26 active outputs RANK 11 NODE 21 --> 14.363945 sigma out 27 active outputs RANK 12 NODE 11 --> 13.6331873 sigma out 26 active outputs RANK 13 NODE 15 --> 12.427557 sigma out 27 active outputs RANK 14 NODE 18 --> 12.4059162 sigma out 27 active outputs RANK 15 NODE 10 --> 10.992816 sigma out 25 active outputs RANK 16 NODE 1 --> 10.2088547 sigma out 26 active outputs RANK 17 NODE 16 --> 10.1586065 sigma out 27 active outputs RANK 18 NODE 19 --> 10.0022249 sigma out 27 active outputs RANK 19 NODE 13 --> 9.94358826 sigma out 27 active outputs RANK 20 NODE 22 --> 9.35611248 sigma out 26 active outputs RANK 21 NODE 14 --> 8.45803833 sigma out 26 active outputs RANK 22 NODE 17 --> 8.14444733 sigma out 27 active outputs RANK 23 NODE 12 --> 6.89231157 sigma out 26 active outputs RANK 24 NODE 20 --> 6.50275373 sigma out 27 active outputs RANK 25 NODE 25 --> 4.73603535 sigma out 25 active outputs RANK 26 NODE 23 --> 2.97162795 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 49.4621735 sigma in 26act. ( 43.6946411 sig out 1act.) RANK 2 NODE 4 --> 39.0283737 sigma in 26act. ( 41.0854111 sig out 1act.) RANK 3 NODE 13 --> 31.9307709 sigma in 26act. ( 28.3306293 sig out 1act.) RANK 4 NODE 8 --> 27.4289608 sigma in 26act. ( 26.4464645 sig out 1act.) RANK 5 NODE 18 --> 25.2382355 sigma in 25act. ( 31.723547 sig out 1act.) RANK 6 NODE 15 --> 22.8565388 sigma in 25act. ( 22.1236401 sig out 1act.) RANK 7 NODE 9 --> 22.2477074 sigma in 26act. ( 20.603363 sig out 1act.) RANK 8 NODE 26 --> 17.525835 sigma in 26act. ( 16.3312988 sig out 1act.) RANK 9 NODE 17 --> 16.6087551 sigma in 26act. ( 15.4461985 sig out 1act.) RANK 10 NODE 7 --> 15.418642 sigma in 26act. ( 12.584712 sig out 1act.) RANK 11 NODE 19 --> 14.3788652 sigma in 26act. ( 13.3446817 sig out 1act.) RANK 12 NODE 21 --> 13.9271364 sigma in 25act. ( 12.8817825 sig out 1act.) RANK 13 NODE 11 --> 13.7822914 sigma in 26act. ( 12.3704977 sig out 1act.) RANK 14 NODE 3 --> 10.4677591 sigma in 26act. ( 8.24744892 sig out 1act.) RANK 15 NODE 10 --> 9.84318066 sigma in 24act. ( 8.55318069 sig out 1act.) RANK 16 NODE 23 --> 9.38713932 sigma in 24act. ( 8.14408588 sig out 1act.) RANK 17 NODE 5 --> 7.99448347 sigma in 26act. ( 7.18874645 sig out 1act.) RANK 18 NODE 27 --> 7.25281 sigma in 26act. ( 6.5795536 sig out 1act.) RANK 19 NODE 12 --> 5.55700302 sigma in 26act. ( 4.30871868 sig out 1act.) RANK 20 NODE 24 --> 4.46718216 sigma in 26act. ( 2.94135952 sig out 1act.) RANK 21 NODE 14 --> 3.6311698 sigma in 26act. ( 2.16506052 sig out 1act.) RANK 22 NODE 2 --> 3.5968883 sigma in 23act. ( 2.90435028 sig out 1act.) RANK 23 NODE 16 --> 2.73717403 sigma in 25act. ( 1.71865261 sig out 1act.) RANK 24 NODE 25 --> 2.60536528 sigma in 25act. ( 1.26818359 sig out 1act.) RANK 25 NODE 20 --> 2.57614541 sigma in 24act. ( 1.4015367 sig out 1act.) RANK 26 NODE 1 --> 2.29065323 sigma in 25act. ( 1.170344 sig out 1act.) RANK 27 NODE 6 --> 2.26906466 sigma in 23act. ( 1.41292298 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 43.6946411 sigma out 1act.( 49.4621735 sig in 26act.) RANK 2 NODE 4 --> 41.0854111 sigma out 1act.( 39.0283737 sig in 26act.) RANK 3 NODE 18 --> 31.723547 sigma out 1act.( 25.2382355 sig in 25act.) RANK 4 NODE 13 --> 28.3306293 sigma out 1act.( 31.9307709 sig in 26act.) RANK 5 NODE 8 --> 26.4464645 sigma out 1act.( 27.4289608 sig in 26act.) RANK 6 NODE 15 --> 22.1236401 sigma out 1act.( 22.8565388 sig in 25act.) RANK 7 NODE 9 --> 20.603363 sigma out 1act.( 22.2477074 sig in 26act.) RANK 8 NODE 26 --> 16.3312988 sigma out 1act.( 17.525835 sig in 26act.) RANK 9 NODE 17 --> 15.4461985 sigma out 1act.( 16.6087551 sig in 26act.) RANK 10 NODE 19 --> 13.3446817 sigma out 1act.( 14.3788652 sig in 26act.) RANK 11 NODE 21 --> 12.8817825 sigma out 1act.( 13.9271364 sig in 25act.) RANK 12 NODE 7 --> 12.584712 sigma out 1act.( 15.418642 sig in 26act.) RANK 13 NODE 11 --> 12.3704977 sigma out 1act.( 13.7822914 sig in 26act.) RANK 14 NODE 10 --> 8.55318069 sigma out 1act.( 9.84318066 sig in 24act.) RANK 15 NODE 3 --> 8.24744892 sigma out 1act.( 10.4677591 sig in 26act.) RANK 16 NODE 23 --> 8.14408588 sigma out 1act.( 9.38713932 sig in 24act.) RANK 17 NODE 5 --> 7.18874645 sigma out 1act.( 7.99448347 sig in 26act.) RANK 18 NODE 27 --> 6.5795536 sigma out 1act.( 7.25281 sig in 26act.) RANK 19 NODE 12 --> 4.30871868 sigma out 1act.( 5.55700302 sig in 26act.) RANK 20 NODE 24 --> 2.94135952 sigma out 1act.( 4.46718216 sig in 26act.) RANK 21 NODE 2 --> 2.90435028 sigma out 1act.( 3.5968883 sig in 23act.) RANK 22 NODE 14 --> 2.16506052 sigma out 1act.( 3.6311698 sig in 26act.) RANK 23 NODE 16 --> 1.71865261 sigma out 1act.( 2.73717403 sig in 25act.) RANK 24 NODE 6 --> 1.41292298 sigma out 1act.( 2.26906466 sig in 23act.) RANK 25 NODE 20 --> 1.4015367 sigma out 1act.( 2.57614541 sig in 24act.) RANK 26 NODE 25 --> 1.26818359 sigma out 1act.( 2.60536528 sig in 25act.) RANK 27 NODE 1 --> 1.170344 sigma out 1act.( 2.29065323 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 92.3744202 sigma in 27 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.474563748 *** contribution from regularisation: 0.000689765497 *** contribution from error: -0.475253522 *** contribution from DIAG: 0.00020950436 *********************************************** --------------------------------------------------- Iteration : 81 kill weight from layer 1 knot 15 to knot 14 *********************************************** *** Learn Path 81 *** loss function: -0.474564791 *** contribution from regularisation: 0.000692219997 *** contribution from error: -0.475257009 *** contribution from DIAG: 0.000208699435 *********************************************** --------------------------------------------------- Iteration : 82 *********************************************** *** Learn Path 82 *** loss function: -0.474568337 *** contribution from regularisation: 0.000692108646 *** contribution from error: -0.475260437 *** contribution from DIAG: 0.000209919919 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 12 to knot 16 kill weight from layer 1 knot 5 to knot 19 *********************************************** *** Learn Path 83 *** loss function: -0.47457251 *** contribution from regularisation: 0.000691497757 *** contribution from error: -0.475264013 *** contribution from DIAG: 0.000208339028 *********************************************** --------------------------------------------------- Iteration : 84 kill weight from layer 1 knot 16 to knot 2 kill weight from layer 1 knot 23 to knot 3 kill weight from layer 1 knot 17 to knot 25 *********************************************** *** Learn Path 84 *** loss function: -0.4745754 *** contribution from regularisation: 0.000692033034 *** contribution from error: -0.47526744 *** contribution from DIAG: 0.000211509716 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 16 to knot 6 kill weight from layer 1 knot 20 to knot 19 *********************************************** *** Learn Path 85 *** loss function: -0.474579453 *** contribution from regularisation: 0.000691213179 *** contribution from error: -0.475270659 *** contribution from DIAG: 0.000211093968 *********************************************** --------------------------------------------------- Iteration : 86 kill weight from layer 1 knot 17 to knot 1 kill weight from layer 1 knot 22 to knot 6 kill weight from layer 1 knot 16 to knot 14 *********************************************** *** Learn Path 86 *** loss function: -0.474583507 *** contribution from regularisation: 0.000690669869 *** contribution from error: -0.475274175 *** contribution from DIAG: 0.000211112783 *********************************************** --------------------------------------------------- Iteration : 87 *********************************************** *** Learn Path 87 *** loss function: -0.474586815 *** contribution from regularisation: 0.000690567249 *** contribution from error: -0.475277394 *** contribution from DIAG: 0.000211951105 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 6 to knot 14 kill weight from layer 1 knot 10 to knot 14 *********************************************** *** Learn Path 88 *** loss function: -0.47458902 *** contribution from regularisation: 0.00069165224 *** contribution from error: -0.475280672 *** contribution from DIAG: 0.00021452058 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 2 to knot 14 kill weight from layer 1 knot 17 to knot 16 kill weight from layer 1 knot 17 to knot 24 *********************************************** *** Learn Path 89 *** loss function: -0.474594176 *** contribution from regularisation: 0.000690074638 *** contribution from error: -0.475284249 *** contribution from DIAG: 0.000211933409 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 22 to knot 25 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 36.812191 sigma out 27 active outputs RANK 2 NODE 5 --> 35.3960533 sigma out 26 active outputs RANK 3 NODE 4 --> 34.346756 sigma out 27 active outputs RANK 4 NODE 6 --> 33.6423187 sigma out 25 active outputs RANK 5 NODE 2 --> 28.3127556 sigma out 24 active outputs RANK 6 NODE 7 --> 23.5799847 sigma out 26 active outputs RANK 7 NODE 26 --> 22.5173359 sigma out 27 active outputs RANK 8 NODE 24 --> 22.1007824 sigma out 26 active outputs RANK 9 NODE 9 --> 19.7950058 sigma out 25 active outputs RANK 10 NODE 8 --> 16.5325356 sigma out 26 active outputs RANK 11 NODE 21 --> 14.4816246 sigma out 27 active outputs RANK 12 NODE 11 --> 13.6185274 sigma out 26 active outputs RANK 13 NODE 18 --> 12.4850626 sigma out 27 active outputs RANK 14 NODE 15 --> 12.3965216 sigma out 26 active outputs RANK 15 NODE 10 --> 11.0364227 sigma out 24 active outputs RANK 16 NODE 1 --> 10.2797422 sigma out 26 active outputs RANK 17 NODE 16 --> 10.1210957 sigma out 24 active outputs RANK 18 NODE 19 --> 9.9939003 sigma out 27 active outputs RANK 19 NODE 13 --> 9.93955421 sigma out 27 active outputs RANK 20 NODE 22 --> 9.33047676 sigma out 24 active outputs RANK 21 NODE 14 --> 8.44967556 sigma out 26 active outputs RANK 22 NODE 17 --> 8.09519672 sigma out 23 active outputs RANK 23 NODE 12 --> 6.84705305 sigma out 25 active outputs RANK 24 NODE 20 --> 6.41894865 sigma out 26 active outputs RANK 25 NODE 25 --> 4.68381405 sigma out 25 active outputs RANK 26 NODE 23 --> 2.93495107 sigma out 25 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 49.8927574 sigma in 26act. ( 43.9040489 sig out 1act.) RANK 2 NODE 4 --> 39.2773514 sigma in 26act. ( 41.5541878 sig out 1act.) RANK 3 NODE 13 --> 32.0799789 sigma in 26act. ( 28.4838371 sig out 1act.) RANK 4 NODE 8 --> 28.5111065 sigma in 26act. ( 27.7861233 sig out 1act.) RANK 5 NODE 18 --> 26.1048317 sigma in 25act. ( 32.8572388 sig out 1act.) RANK 6 NODE 15 --> 22.8389187 sigma in 25act. ( 22.2736912 sig out 1act.) RANK 7 NODE 9 --> 22.3473911 sigma in 26act. ( 20.6870651 sig out 1act.) RANK 8 NODE 26 --> 17.5361633 sigma in 26act. ( 16.4035587 sig out 1act.) RANK 9 NODE 17 --> 16.6349277 sigma in 26act. ( 15.5764894 sig out 1act.) RANK 10 NODE 7 --> 15.4081812 sigma in 26act. ( 12.5699158 sig out 1act.) RANK 11 NODE 19 --> 14.4365587 sigma in 24act. ( 13.4745722 sig out 1act.) RANK 12 NODE 21 --> 13.9388151 sigma in 25act. ( 12.9666386 sig out 1act.) RANK 13 NODE 11 --> 13.8239517 sigma in 26act. ( 12.4528484 sig out 1act.) RANK 14 NODE 3 --> 10.4198303 sigma in 25act. ( 8.21754932 sig out 1act.) RANK 15 NODE 10 --> 10.088809 sigma in 24act. ( 8.92747021 sig out 1act.) RANK 16 NODE 23 --> 9.35713291 sigma in 24act. ( 8.20653629 sig out 1act.) RANK 17 NODE 5 --> 8.02875042 sigma in 26act. ( 7.29942846 sig out 1act.) RANK 18 NODE 27 --> 7.26997042 sigma in 26act. ( 6.64640236 sig out 1act.) RANK 19 NODE 12 --> 5.54999495 sigma in 26act. ( 4.34421015 sig out 1act.) RANK 20 NODE 24 --> 4.44570923 sigma in 25act. ( 2.97408247 sig out 1act.) RANK 21 NODE 14 --> 3.58635759 sigma in 21act. ( 2.18191004 sig out 1act.) RANK 22 NODE 2 --> 3.56425309 sigma in 22act. ( 2.91298652 sig out 1act.) RANK 23 NODE 16 --> 2.69926262 sigma in 23act. ( 1.75479126 sig out 1act.) RANK 24 NODE 25 --> 2.56338859 sigma in 23act. ( 1.30109 sig out 1act.) RANK 25 NODE 20 --> 2.53761172 sigma in 24act. ( 1.4415791 sig out 1act.) RANK 26 NODE 1 --> 2.27441788 sigma in 24act. ( 1.21961999 sig out 1act.) RANK 27 NODE 6 --> 2.22711635 sigma in 21act. ( 1.43795383 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 43.9040489 sigma out 1act.( 49.8927574 sig in 26act.) RANK 2 NODE 4 --> 41.5541878 sigma out 1act.( 39.2773514 sig in 26act.) RANK 3 NODE 18 --> 32.8572388 sigma out 1act.( 26.1048317 sig in 25act.) RANK 4 NODE 13 --> 28.4838371 sigma out 1act.( 32.0799789 sig in 26act.) RANK 5 NODE 8 --> 27.7861233 sigma out 1act.( 28.5111065 sig in 26act.) RANK 6 NODE 15 --> 22.2736912 sigma out 1act.( 22.8389187 sig in 25act.) RANK 7 NODE 9 --> 20.6870651 sigma out 1act.( 22.3473911 sig in 26act.) RANK 8 NODE 26 --> 16.4035587 sigma out 1act.( 17.5361633 sig in 26act.) RANK 9 NODE 17 --> 15.5764894 sigma out 1act.( 16.6349277 sig in 26act.) RANK 10 NODE 19 --> 13.4745722 sigma out 1act.( 14.4365587 sig in 24act.) RANK 11 NODE 21 --> 12.9666386 sigma out 1act.( 13.9388151 sig in 25act.) RANK 12 NODE 7 --> 12.5699158 sigma out 1act.( 15.4081812 sig in 26act.) RANK 13 NODE 11 --> 12.4528484 sigma out 1act.( 13.8239517 sig in 26act.) RANK 14 NODE 10 --> 8.92747021 sigma out 1act.( 10.088809 sig in 24act.) RANK 15 NODE 3 --> 8.21754932 sigma out 1act.( 10.4198303 sig in 25act.) RANK 16 NODE 23 --> 8.20653629 sigma out 1act.( 9.35713291 sig in 24act.) RANK 17 NODE 5 --> 7.29942846 sigma out 1act.( 8.02875042 sig in 26act.) RANK 18 NODE 27 --> 6.64640236 sigma out 1act.( 7.26997042 sig in 26act.) RANK 19 NODE 12 --> 4.34421015 sigma out 1act.( 5.54999495 sig in 26act.) RANK 20 NODE 24 --> 2.97408247 sigma out 1act.( 4.44570923 sig in 25act.) RANK 21 NODE 2 --> 2.91298652 sigma out 1act.( 3.56425309 sig in 22act.) RANK 22 NODE 14 --> 2.18191004 sigma out 1act.( 3.58635759 sig in 21act.) RANK 23 NODE 16 --> 1.75479126 sigma out 1act.( 2.69926262 sig in 23act.) RANK 24 NODE 20 --> 1.4415791 sigma out 1act.( 2.53761172 sig in 24act.) RANK 25 NODE 6 --> 1.43795383 sigma out 1act.( 2.22711635 sig in 21act.) RANK 26 NODE 25 --> 1.30109 sigma out 1act.( 2.56338859 sig in 23act.) RANK 27 NODE 1 --> 1.21961999 sigma out 1act.( 2.27441788 sig in 24act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 93.6977158 sigma in 27 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.47459802 *** contribution from regularisation: 0.000689449836 *** contribution from error: -0.475287467 *** contribution from DIAG: 0.000214986183 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 23 to knot 5 kill weight from layer 1 knot 10 to knot 13 kill weight from layer 1 knot 4 to knot 25 *********************************************** *** Learn Path 91 *** loss function: -0.474600345 *** contribution from regularisation: 0.000690418936 *** contribution from error: -0.475290775 *** contribution from DIAG: 0.000217403925 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 12 to knot 6 kill weight from layer 1 knot 7 to knot 10 kill weight from layer 1 knot 19 to knot 12 *********************************************** *** Learn Path 92 *** loss function: -0.474605113 *** contribution from regularisation: 0.00068836211 *** contribution from error: -0.475293487 *** contribution from DIAG: 0.000218377303 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 19 to knot 7 kill weight from layer 1 knot 12 to knot 11 kill weight from layer 1 knot 8 to knot 24 kill weight from layer 1 knot 14 to knot 24 *********************************************** *** Learn Path 93 *** loss function: -0.474606782 *** contribution from regularisation: 0.000689897977 *** contribution from error: -0.475296676 *** contribution from DIAG: 0.000218515372 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 22 to knot 1 kill weight from layer 1 knot 15 to knot 2 kill weight from layer 1 knot 6 to knot 3 kill weight from layer 1 knot 19 to knot 8 kill weight from layer 1 knot 23 to knot 22 *********************************************** *** Learn Path 94 *** loss function: -0.474614888 *** contribution from regularisation: 0.000685161212 *** contribution from error: -0.475300044 *** contribution from DIAG: 0.000218371293 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 17 to knot 12 kill weight from layer 1 knot 19 to knot 23 kill weight from layer 1 knot 23 to knot 26 *********************************************** *** Learn Path 95 *** loss function: -0.474618912 *** contribution from regularisation: 0.000684094499 *** contribution from error: -0.475302994 *** contribution from DIAG: 0.000230550548 *********************************************** --------------------------------------------------- Iteration : 96 kill weight from layer 1 knot 18 to knot 16 *********************************************** *** Learn Path 96 *** loss function: -0.474621594 *** contribution from regularisation: 0.000684519589 *** contribution from error: -0.475306123 *** contribution from DIAG: 0.000229958823 *********************************************** --------------------------------------------------- Iteration : 97 kill weight from layer 1 knot 2 to knot 20 *********************************************** *** Learn Path 97 *** loss function: -0.474625111 *** contribution from regularisation: 0.00068426854 *** contribution from error: -0.475309372 *** contribution from DIAG: 0.000229339363 *********************************************** --------------------------------------------------- Iteration : 98 kill weight from layer 1 knot 15 to knot 6 *********************************************** *** Learn Path 98 *** loss function: -0.474628687 *** contribution from regularisation: 0.000683739607 *** contribution from error: -0.475312412 *** contribution from DIAG: 0.000229844401 *********************************************** --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.47463116 *** contribution from regularisation: 0.000684174185 *** contribution from error: -0.475315332 *** contribution from DIAG: 0.000230319391 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 37.0997276 sigma out 27 active outputs RANK 2 NODE 5 --> 35.4153786 sigma out 26 active outputs RANK 3 NODE 4 --> 34.6848068 sigma out 26 active outputs RANK 4 NODE 6 --> 33.7869263 sigma out 24 active outputs RANK 5 NODE 2 --> 28.4570656 sigma out 23 active outputs RANK 6 NODE 7 --> 23.6254654 sigma out 25 active outputs RANK 7 NODE 26 --> 22.4043999 sigma out 27 active outputs RANK 8 NODE 24 --> 22.1412697 sigma out 26 active outputs RANK 9 NODE 9 --> 19.7917099 sigma out 25 active outputs RANK 10 NODE 8 --> 16.4777927 sigma out 25 active outputs RANK 11 NODE 21 --> 14.5859995 sigma out 27 active outputs RANK 12 NODE 11 --> 13.5335255 sigma out 26 active outputs RANK 13 NODE 18 --> 12.4013529 sigma out 26 active outputs RANK 14 NODE 15 --> 12.3673038 sigma out 24 active outputs RANK 15 NODE 10 --> 10.7987671 sigma out 23 active outputs RANK 16 NODE 1 --> 10.3462477 sigma out 26 active outputs RANK 17 NODE 16 --> 10.1569786 sigma out 24 active outputs RANK 18 NODE 13 --> 9.83181 sigma out 27 active outputs RANK 19 NODE 19 --> 9.8212595 sigma out 23 active outputs RANK 20 NODE 22 --> 9.39810944 sigma out 23 active outputs RANK 21 NODE 14 --> 8.42637157 sigma out 25 active outputs RANK 22 NODE 17 --> 8.05876923 sigma out 22 active outputs RANK 23 NODE 12 --> 6.70157719 sigma out 23 active outputs RANK 24 NODE 20 --> 6.3932519 sigma out 26 active outputs RANK 25 NODE 25 --> 4.64983606 sigma out 25 active outputs RANK 26 NODE 23 --> 2.69240284 sigma out 22 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 49.9516029 sigma in 25act. ( 44.1732292 sig out 1act.) RANK 2 NODE 4 --> 39.1885643 sigma in 26act. ( 41.3715286 sig out 1act.) RANK 3 NODE 13 --> 31.9982967 sigma in 25act. ( 28.5051155 sig out 1act.) RANK 4 NODE 8 --> 29.3993092 sigma in 25act. ( 28.6353512 sig out 1act.) RANK 5 NODE 18 --> 26.6302128 sigma in 25act. ( 33.824955 sig out 1act.) RANK 6 NODE 15 --> 22.7027721 sigma in 25act. ( 22.149971 sig out 1act.) RANK 7 NODE 9 --> 22.2996845 sigma in 26act. ( 20.5888538 sig out 1act.) RANK 8 NODE 26 --> 17.4173794 sigma in 25act. ( 16.2057381 sig out 1act.) RANK 9 NODE 17 --> 16.5347443 sigma in 26act. ( 15.530344 sig out 1act.) RANK 10 NODE 7 --> 15.3183641 sigma in 25act. ( 12.478199 sig out 1act.) RANK 11 NODE 19 --> 14.3779078 sigma in 24act. ( 13.4090939 sig out 1act.) RANK 12 NODE 21 --> 13.8733597 sigma in 25act. ( 12.8944979 sig out 1act.) RANK 13 NODE 11 --> 13.7787046 sigma in 25act. ( 12.4128618 sig out 1act.) RANK 14 NODE 3 --> 10.3471022 sigma in 24act. ( 8.20211792 sig out 1act.) RANK 15 NODE 10 --> 10.2638025 sigma in 23act. ( 9.19757175 sig out 1act.) RANK 16 NODE 23 --> 9.2653389 sigma in 23act. ( 8.13236809 sig out 1act.) RANK 17 NODE 5 --> 7.99350643 sigma in 25act. ( 7.37317991 sig out 1act.) RANK 18 NODE 27 --> 7.25357246 sigma in 26act. ( 6.62863398 sig out 1act.) RANK 19 NODE 12 --> 5.5160594 sigma in 24act. ( 4.36825371 sig out 1act.) RANK 20 NODE 24 --> 4.39094639 sigma in 23act. ( 2.97679114 sig out 1act.) RANK 21 NODE 2 --> 3.52814317 sigma in 21act. ( 2.922822 sig out 1act.) RANK 22 NODE 14 --> 3.52452874 sigma in 21act. ( 2.17630363 sig out 1act.) RANK 23 NODE 16 --> 2.64775777 sigma in 22act. ( 1.7693541 sig out 1act.) RANK 24 NODE 25 --> 2.50583529 sigma in 22act. ( 1.33374965 sig out 1act.) RANK 25 NODE 20 --> 2.49595571 sigma in 23act. ( 1.47906435 sig out 1act.) RANK 26 NODE 1 --> 2.25139785 sigma in 23act. ( 1.26920664 sig out 1act.) RANK 27 NODE 6 --> 2.18464994 sigma in 19act. ( 1.45422542 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 44.1732292 sigma out 1act.( 49.9516029 sig in 25act.) RANK 2 NODE 4 --> 41.3715286 sigma out 1act.( 39.1885643 sig in 26act.) RANK 3 NODE 18 --> 33.824955 sigma out 1act.( 26.6302128 sig in 25act.) RANK 4 NODE 8 --> 28.6353512 sigma out 1act.( 29.3993092 sig in 25act.) RANK 5 NODE 13 --> 28.5051155 sigma out 1act.( 31.9982967 sig in 25act.) RANK 6 NODE 15 --> 22.149971 sigma out 1act.( 22.7027721 sig in 25act.) RANK 7 NODE 9 --> 20.5888538 sigma out 1act.( 22.2996845 sig in 26act.) RANK 8 NODE 26 --> 16.2057381 sigma out 1act.( 17.4173794 sig in 25act.) RANK 9 NODE 17 --> 15.530344 sigma out 1act.( 16.5347443 sig in 26act.) RANK 10 NODE 19 --> 13.4090939 sigma out 1act.( 14.3779078 sig in 24act.) RANK 11 NODE 21 --> 12.8944979 sigma out 1act.( 13.8733597 sig in 25act.) RANK 12 NODE 7 --> 12.478199 sigma out 1act.( 15.3183641 sig in 25act.) RANK 13 NODE 11 --> 12.4128618 sigma out 1act.( 13.7787046 sig in 25act.) RANK 14 NODE 10 --> 9.19757175 sigma out 1act.( 10.2638025 sig in 23act.) RANK 15 NODE 3 --> 8.20211792 sigma out 1act.( 10.3471022 sig in 24act.) RANK 16 NODE 23 --> 8.13236809 sigma out 1act.( 9.2653389 sig in 23act.) RANK 17 NODE 5 --> 7.37317991 sigma out 1act.( 7.99350643 sig in 25act.) RANK 18 NODE 27 --> 6.62863398 sigma out 1act.( 7.25357246 sig in 26act.) RANK 19 NODE 12 --> 4.36825371 sigma out 1act.( 5.5160594 sig in 24act.) RANK 20 NODE 24 --> 2.97679114 sigma out 1act.( 4.39094639 sig in 23act.) RANK 21 NODE 2 --> 2.922822 sigma out 1act.( 3.52814317 sig in 21act.) RANK 22 NODE 14 --> 2.17630363 sigma out 1act.( 3.52452874 sig in 21act.) RANK 23 NODE 16 --> 1.7693541 sigma out 1act.( 2.64775777 sig in 22act.) RANK 24 NODE 20 --> 1.47906435 sigma out 1act.( 2.49595571 sig in 23act.) RANK 25 NODE 6 --> 1.45422542 sigma out 1act.( 2.18464994 sig in 19act.) RANK 26 NODE 25 --> 1.33374965 sigma out 1act.( 2.50583529 sig in 22act.) RANK 27 NODE 1 --> 1.26920664 sigma out 1act.( 2.25139785 sig in 23act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 94.2447815 sigma in 27 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.474635392 *** contribution from regularisation: 0.000683112536 *** contribution from error: -0.475318491 *** contribution from DIAG: 0.000228772857 *********************************************** -----------------> Test sample Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -7.90665531 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 136390 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/622/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/622/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/622/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/622/Kaon/Upstream/NB.txt Training Host = lxplus437.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 = 622 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5157981 tracks for input to NN training Sel. Eff. = 19.3874% Selected 1000000 tracks for input to NN training ghost percentage = 29.8513% electron percentage = 5.7412% muon percentage = 0.3947% pion percentage = 53.654% kaon percentage = 7.2871% proton percentage = 2.972% Unknown Particle type 3112 percentage = 0.034% Unknown Particle type 3222 percentage = 0.0368% Unknown Particle type 3312 percentage = 0.0106% Unknown Particle type 3334 percentage = 0.0002% Unknown Particle type 1000010020 percentage = 0.0022% Unknown Particle type 1000010030 percentage = 0.0027% Unknown Particle type 1000020040 percentage = 0.0132% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackCloneDist Making plots for input TrackFitVeloChi2 Making plots for input TrackFitVeloNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichAbovePiThres Making plots for input RichAboveKaThres Making plots for input 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