Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Electron/Long Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Electron/Long/GlobalPID_Electron_Long_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Electron/Long/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Electron/Long/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Electron/Long/NB.txt Training Host = lxplus436.cern.ch Particle type = electron Background types = all Training Mix = NaturalMix Track type = Long 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_Electron_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 38 Your number of nodes in the hidden layer is: 44 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You do not want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function You want to use the global preprocessing flag 621 You use momentum: 0. Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackFitMatchChi2 PreproFlag 34 Input 10 TrackCloneDist PreproFlag 34 Input 11 TrackFitVeloChi2 PreproFlag 14 Input 12 TrackFitVeloNDoF PreproFlag 19 Input 13 TrackFitTChi2 PreproFlag 14 Input 14 TrackFitTNDoF PreproFlag 19 Input 15 RichUsedAero PreproFlag 18 Input 16 RichUsedR1Gas PreproFlag 18 Input 17 RichUsedR2Gas PreproFlag 18 Input 18 RichAboveMuThres PreproFlag 18 Input 19 RichAboveKaThres PreproFlag 18 Input 20 RichDLLe PreproFlag 34 Input 21 RichDLLmu PreproFlag 34 Input 22 RichDLLk PreproFlag 34 Input 23 RichDLLp PreproFlag 34 Input 24 RichDLLbt PreproFlag 34 Input 25 MuonBkgLL PreproFlag 34 Input 26 MuonMuLL PreproFlag 34 Input 27 MuonIsMuon PreproFlag 19 Input 28 MuonNShared PreproFlag 19 Input 29 InAccMuon PreproFlag 19 Input 30 MuonIsLooseMuon PreproFlag 19 Input 31 EcalPIDe PreproFlag 34 Input 32 EcalPIDmu PreproFlag 34 Input 33 HcalPIDe PreproFlag 34 Input 34 HcalPIDmu PreproFlag 34 Input 35 PrsPIDe PreproFlag 34 Input 36 InAccBrem PreproFlag 19 Input 37 BremPIDe PreproFlag 34 Input 38 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%) Considered 1796476 tracks for input to NN training Sel. Eff. = 55.6645% Selected 1000000 tracks for input to NN training ghost percentage = 17.7101% electron percentage = 3.2769% muon percentage = 0.9167% pion percentage = 63.4828% kaon percentage = 9.1606% Unknown Particle type 411 percentage = 0.0002% Unknown Particle type 431 percentage = 0.0001% proton percentage = 5.4207% Unknown Particle type 3112 percentage = 0.0069% Unknown Particle type 3222 percentage = 0.0223% Unknown Particle type 3312 percentage = 0.0024% Unknown Particle type 1000020040 percentage = 0.0003% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T Project 2001-2003 Copyright Phi-T GmbH Version 20101206 Library compiled with: NB_MAXPATTERN= 1500000 NB_MAXNODE = 100 ----------------------------------- found 1000000 samples to learn from preprocessing flags/parameters: global preprocessing flag: 621 individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 3 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 4 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 5 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 6 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 7 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 8 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 9 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 10 : PreproFlag = 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 # 11 : 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 # 12 : 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 # 13 : 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 # 14 : 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 # 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 = 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 # 18 : 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 # 19 : 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 # 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 = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 23 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. 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. variable # 25 : 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 # 26 : 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 # 27 : 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 # 28 : 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 # 29 : 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 # 30 : 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 # 31 : 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 # 32 : 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 # 33 : 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 # 34 : 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 # 35 : 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 # 36 : 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 # 37 : 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 # 38 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. Using weight factor: 1. now perform preprocessing *** called with option 21 *** This will do for you: *** input variable equalisation *** to flat distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node ************************************ Signal fraction: 3.27689981 % ------------------------------ 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 2. 16. 20. 23. 26. 28. 29. 31. 33. 34. 35. 37. 38. 39. 41. 42. 43. 44. 45. 46. 47. 48. 49. 50. 51. 52. 53. 54. 55. 56. 57. 58. 59. 60. 61. 62. 63. 64. 65. 66. 67. 68. 69. 69. 70. 71. 72. 73. 74. 75. 76. 77. 78. 79. 80. 82. 83. 84. 85. 86. 87. 88. 89. 91. 92. 93. 94. 96. 97. 98. 100. 101. 103. 104. 106. 107. 109. 110. 112. 114. 116. 118. 120. 122. 125. 127. 130. 132. 135. 138. 141. 145. 149. 154. 159. 165. 173. 183. 199. 224. 435. build map for variable # 2 ------------------------------ Transdef: Tab for variable 3 1051.19995 1576.08496 1739.23499 1855.78003 1955.78003 2046.90503 2131.01001 2214.37988 2294.39502 2371.1748 2448.55518 2523.43506 2598.73999 2675.36523 2750.09521 2826.49512 2902.97998 2979.69995 3056.22998 3133.51001 3211.78516 3291.12988 3369.68506 3449.11011 3530.5 3612.22998 3695.45996 3780.40479 3867.75 3954.69995 4044.59521 4135.6748 4227.6748 4321.14014 4417.30957 4514.33984 4613.34473 4712.47998 4815.64502 4919.94531 5026.87012 5137.16992 5251.29492 5365.85498 5486.58984 5607.69531 5731.62988 5859.37988 5994.7749 6129.86035 6271.00977 6413.16016 6560.61523 6713.00488 6873.50488 7038.09473 7207.19531 7384.54004 7566.79004 7750.58008 7948.31982 8147.90527 83 warning: map is empty for variable 3 57.83984 8575.2998 8800.05957 9033.77539 9272.06445 9526.35547 9787.08984 10058.1797 10340.9805 10635.4248 10949.9102 11279.375 11632.9746 12001.8496 12383.835 12791.0449 13223.4453 13682.9805 14182.8105 14715.7344 15289.0996 15907.585 16551.5996 17265.4297 18057.1992 18918.9141 19876.8047 20952.5195 22171.7188 23524.1797 25132.3809 26990.8203 29246.4453 32030.3008 35597. 40584.4414 48211.7188 63785.9531 4761111. 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 3.55318856 61.780571 75.0442276 83.490036 91.5251465 99.2461472 106.917084 114.526993 121.910797 129.059052 136.157104 143.07486 149.956726 156.582275 163.137009 169.556641 175.967621 182.279694 188.696594 194.921356 200.955872 207.073456 213.208374 219.34819 225.409195 231.478729 237.555817 243.521652 249.592896 255.746796 261.978546 268.1237 warning: map is empty for variable 4 18 274.339294 280.577179 286.778076 293.091644 299.477173 305.866455 312.353729 318.817444 325.412842 332.144745 338.879211 345.777985 352.631561 359.809326 367.083984 374.372437 381.838135 389.322815 396.893433 404.737518 412.595825 420.722656 428.895508 437.384827 445.861267 454.726013 463.734375 472.885986 482.413025 492.117401 502.047516 512.240845 522.637939 533.588867 544.687866 556.08252 567.873596 579.893799 592.465027 605.494873 619.111084 633.129639 647.772095 663.185303 679.207031 695.679382 712.953247 731.384888 751.133057 772.2547 794.84259 818.634338 844.423828 872.456055 902.673401 936.057861 972.974792 1013.14868 1058.25024 1110.43677 1172.0813 1244.75146 1332.37256 1440.56934 1585.09644 1787.97803 2103.0708 2742.00049 640132.375 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 0.161407679 0.518016934 0.572030425 0.607863247 0.63563174 0.658714294 0.678919613 0.696864903 0.713098764 0.728441 0.742652595 0.756039977 0.768709719 0.780824661 0.792360008 0.803386331 0.814302981 0.824860096 0.835346162 0.845394015 0.855297446 0.8650316 0.874517441 0.883850038 0.893140197 0.902070642 0.911140561 0.920189798 0.92924428 0.938176274 0.946973085 0.955959916 0.964844584 0.973558068 0.982373357 0.991359711 1.00021434 1.00922203 1.01821899 1.02727318 1.03645897 1.04570937 1.05500913 1.0645591 1.07415891 1.08379841 1.09358072 1.10357261 1.11358333 1.1238997 1.13435876 1.1452471 1.15615928 1.16731417 1.17884648 1.19091082 1.20309246 1.21560764 1.22850633 1.24176168 1.2554816 1.27006292 1.28508806 1.30071235 1.31706536 1.33409584 1.35210872 1.37162578 1.39217854 1.41384554 1.43705273 1.46220517 1.48894894 1.51857817 1.55050838 1.58568358 1.62504816 1.66748786 1.7153275 1.76956069 1.82978082 1.89807713 1.97364533 2.05634117 2.14888096 2.24986529 2.36151195 2.48588085 2.62146568 2.76739168 2.92556429 3.09510255 3.27790165 3.47443438 3.68694878 3.91099834 4.16221333 4.45466185 4.84408951 5.50286961 9.99821091 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 7. 12. 13. 15. 15. 16. 17. 17. 18. 19. 19. 20. 20. 21. 21. 21. 22. 22. 23. 23. 24. 24. 24. 25. 25. 25. 26. 26. 26. 27. 27. 27. 27. 28. 28. 28. 28. 28. 29. 29. 29. 29. 29. 30. 30. 30. 30. 30. 30. 31. 31. 31. 31. 31. 31. 32. 32. 32. 32. 32. 32. 33. 33. 33. 33. 33. 33. 33. 34. 34. 34. 34. 34. 34. 35. 35. 35. 35. 35. 35. 36. 36. 36. 36. 36. 37. 37. 37. 37. 37. 38. 38. 38. 39. 39. 39. 40. 40. 41. 42. 55. build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -99.9702301 -68.6403885 -60.5157776 -54.3923035 -49.2045822 -44.6856079 -40.9243431 -37.8902893 -35.3554459 -33.0707474 -31.050354 -29.1892433 -27.5976372 -26.2067146 -24.9384079 -23.8056793 -22.8534241 -22.0228062 -21.2483597 -20.4263229 -19.3686829 -18.1094666 -17.0336304 -16.0498562 -15.1178417 -14.2062283 -13.3981266 -12.6954117 -12.0663815 -11.4937496 -10.9882317 -10.5277328 -10.1131897 -9.74481964 -9.40937424 -9.09449005 -8.80544662 -8.53594017 -8.28520966 -8.05606461 -7.83761549 -7.63245201 -7.44425774 -7.26581764 -7.09740686 -6.93509102 -6.77894497 -6.63247299 -6.49170971 -6.35536385 -6.22587442 -6.10258198 -5.98147583 -5.8654995 -5.75278568 -5.64488792 -5.53799915 -5.43482018 -5.33443928 -5.23617077 -5.14046955 -5.0462656 -4.95494175 -4.86360598 -4.77483749 -4.68914509 -4.60371304 -4.52061462 -4.43781328 -4.3571682 -4.2775507 -4.20085621 -4.12393284 -4.0493989 -3.97489691 -3.90071726 -3.8259089 -3.75161457 -3.6766901 -3.6015265 -3.52568722 -3.44960785 -3.37246537 -3.29670906 -3.2215867 -3.14613247 -3.06979799 -2.99224949 -2.91248298 -2.82784557 -2.73966455 -2.648890 warning: map is empty for variable 7 02 -2.5528276 -2.45265675 -2.34871197 -2.24119091 -2.12574458 -1.99891675 -1.84827733 -1.60736442 -0.1466005 do regularised spline fit for input variable # 7 build map for variable # 7 warning: map is empty for variable 7 ------------------------------ Transdef: Tab for variable 8 1.00013376E-05 0.000381545455 0.000744894496 0.00110580307 0.00146095641 0.00182177045 0.00217866967 0.00254094368 0.00290734367 0.00327057345 0.00362779037 0.00399105204 0.00436001644 0.00472527137 0.00509139989 0.00545678381 0.00583805423 0.00620949082 0.00658932421 0.00696955808 0.00734717585 0.00772630051 0.0081042042 0.00848564878 0.00887985155 0.00927856751 0.00969239883 0.0101272874 0.0105979489 0.0111239003 0.0117153265 0.0124018323 0.0131275477 0.0139391907 0.0148274461 0.0158115011 0.0168813094 0.0180669818 0.0193949174 0.0208737925 0.0225285962 0.0243819598 0.0265049655 0.0288895182 0.0316321403 0.0346499607 0.0379050076 0.04145585 0.0450543985 0.0481514633 0.0508073196 0.0535130054 0.0564675704 0.0599133596 0.0639393479 0.0686061531 0.0738589987 0.0797122717 0.086027056 0.0930039585 0.100221731 0.108026356 0.116605937 0.125695407 0.135697275 0.146480352 0.157600001 0.169417292 0.181948602 0.195062324 0.208788037 0.222863168 0.237566173 0.252934784 0.268918455 0.285253882 0.30202651 0.319224626 0.33644709 0.354674041 0.373420835 0.393768311 0.415750444 0.439443707 0.46617496 0.495108664 0.527468562 0.562291622 0.598253667 0.635136485 0.671867192 0.70868361 0.743337512 0.776072979 0.805687308 0.831951559 0.856028914 0.879755259 0.905685186 0.936595678 0.999987841 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 0.0111313853 0.651839852 0.893955946 1.08282328 1.2417804 1.38711953 1.52000213 1.64410496 1.76200521 1.87647641 1.98608685 2.09294987 2.19505525 2.29678845 2.3962276 2.49560404 2.59128237 2.68573523 2.78190637 2.8766737 2.97041392 3.06395698 3.15825438 3.25332117 3.34778285 3.44329238 3.53897667 3.63392472 3.72937822 3.82557678 3.92211819 4.01812077 4.11674595 4.21644115 4.31723356 4.42061329 4.52426147 4.62950993 4.73447418 4.84170151 4.94975519 5.06130886 5.17304802 5.28663111 5.40378094 5.52208471 5.64541864 5.76856709 5.89436007 6.02596951 6.16140842 6.29914761 6.43824911 6.58111 6.72970438 6.88268805 7.04077721 7.20549679 7.37535 7.55480814 7.73332787 7.92554569 8.1239748 8.32842064 8.548316 8.76986313 9.00699615 9.26219368 9.52894402 9.814394 10.111412 10.4402256 10.7958832 11.1729374 11.5837231 12.0297079 12.5117493 13.0444937 13.6500788 14.3144417 15.0809631 15.939621 16.9236507 18.0403557 19.3176956 20.7654381 22.4092255 24.2711334 26.3455067 28.6188545 31.1902962 33.9963837 37.1259193 40.6502991 44.6955528 49.2474747 54.6670914 61.3271637 69.7125397 81.894455 136.659332 do reg warning: map is empty for variable 9 ularised spline fit for input variable # 9 build map for variable # 9 warning: map is empty for variable 9 ------------------------------ Transdef: Tab for variable 10 0.0167804044 6.40450287 13.6450405 21.5279884 29.2145405 36.738739 43.0093498 50.6294975 57.5617447 65.0170898 72.0740662 79.208374 88.3353348 96.0295258 104.117371 113.170731 121.751663 131.43309 141.060272 151.952667 162.586945 172.984436 184.621368 195.314117 206.640015 217.411896 230.089142 243.340561 256.025757 270.234985 284.388062 300.293793 316.995209 333.876892 350.626831 367.361633 385.412231 404.481262 425.449921 445.429993 465.751099 489.634949 513.690308 535.043274 557.182373 583.318787 612.730469 636.949341 662.610779 691.757935 721.169312 752.31604 784.589844 819.339966 853.750244 889.776367 927.336914 964.389465 1006.21692 1051.36414 1098.56274 1143.53149 1191.65625 1243.41382 1294.28857 1347.68713 1401.82129 1461.28027 1521.82544 1578.7782 1640.63379 1710.84204 1779.84705 1849.35181 1914.02454 1993.89978 2072.62012 2142.78662 2228.521 2321.76807 2412.47778 2507.87012 2605.66113 2711.49219 2818.37573 2917.82861 3023.93042 3127.02759 3247.78906 3369.24023 3498.89551 3637.39502 3774.93018 3918.9502 4068.09863 4231.2168 4371.65381 4520.73877 4685.55615 4846.24902 4999.86572 do regularised spline fit for input variable # 10 build map for variable # 10 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 11 2.49335508E-09 0.108777918 0.301913083 0.510740995 0.712229729 0.90804249 1.09530401 1.28033292 1.45807767 1.62893701 1.79205966 1.95342422 2.11346149 2.27025366 2.42455292 2.57527828 2.72254133 2.87039471 3.01841068 3.16434956 3.30762696 3.4516449 3.59429026 3.73738337 3.87807894 4.02208424 4.16312695 4.30253792 4.44297791 4.58260679 4.72462177 4.86778831 5.00840998 5.15096617 5.29387951 5.43533564 5.57921124 5.72123528 5.86418819 6.01036453 6.15536833 6.30066204 6.44721603 6.59610176 6.74131012 6.89034271 7.03900623 7.18849182 7.33926105 7.49080849 7.64735794 7.80281544 7.96070957 8.11812878 8.27761364 8.43896484 8.59822655 8.76489639 8.93283939 9.0991888 9.2706604 9.44481945 9.62293625 9.80425262 9.98479271 10.1710358 10.3605556 10.5529165 10.7503777 10.9502602 11.1560106 11.365303 11.57761 11.7947063 12.0224552 12.2541895 12.4911833 12.7394285 12.9961119 13.2580776 13.5303373 13.8201733 14.1164455 14.4235964 14.7471733 15.0919514 15.4520502 15.8383808 16.255291 16.7056408 17.1882057 17.7240868 18.3229141 19.0029564 19.7879562 20.7314053 21.9058304 23.463541 25.8251171 30.3832932 109.591339 do regularised spline fit for input variable # 11 ------------------------------ Transdef: Tab for variable 12 -1. 1. 1. 1. 1. 2. 2. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 4. 4. 4. 4. 4. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 6. 6. 6. 6. 7. 7. 7. 7. 7. 7. 7. 7. 7. 8. 8. 8. 8. 8. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 10. 10. 10. 10. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 12. 12. 12. 13. 13. 13. 13. 13. 13. 13. 14. 15. 15. 15. 17. 28. build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 0.00024962399 1.61910844 2.47818112 3.12548184 3.65801072 4.13338661 4.5504427 4.94073105 5.30541992 5.64918327 5.96897078 6.27966309 6.56577206 6.83920717 7.10363865 7.36225224 7.60584736 7.84544468 8.08535957 8.31294727 8.53276443 8.74925518 8.96652794 9.17410183 9.37997246 9.58383942 9.78407669 9.98098278 10.1751432 10.3698425 10.5607224 10.7495899 10.9423008 11.1302013 11.3195505 11.5013113 11.6862507 11.8732071 12.0575047 12.2423668 12.4267044 12.6111069 12.7975254 12.9828329 13.1714954 13.361084 13.5511894 13.7395153 13.9313488 14.1236515 14.3188229 14.517477 14.716383 14.9174957 15.1188927 15.3249531 15.5261898 15.7349815 15.9498196 16.1650009 16.3859768 16.6087341 16.8409424 17.0761795 17.313549 17.5606041 17.8124008 18.0739708 18.3445587 18.6207733 18.9038181 19.1963272 19.4916267 19.8098793 20.1403427 20.4854393 20.8428154 21.2154083 21.621769 22.0392151 22.4854431 22.9576988 23.46241 24.015379 24.624033 25.2991982 26.0542812 26.8864441 27.8209248 28.9095497 30.207489 31.7236824 33.5582428 35.7836914 38.5421791 41.9603958 46.2954636 51.6872864 59.0032425 70.6583862 135.909805 do regularised spline fit for input variable # 13 ------------------------------ Transdef: Tab for variable 14 1. 3. 4. 5. 6. 6. 7. 7. 7. 7. 7. 7. 7. 7. 8. 8. 8. 9. 9. 10. 10. 11. 11. 11. 12. 12. 12. 12. 13. 13. 13. 13. 13. 13. 14. 14. 14. 14. 14. 14. 14. 14. 14. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 18. 18. 18. 18. 18. 18. 18. 18. 18. 18. 19. 19. 19. 19. 20. 20. 21. 30. 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. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 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. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 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 # 16 ------------------------------ Transdef: Tab for variable 17 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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. build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 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. 1. 1. 1. 1. build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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. build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -132.375595 -69.280899 -60.027298 -54.0655975 -49.5714493 -46.0568008 -43.0702515 -40.6413498 -38.6056519 -36.9046478 -35.3978004 -34.0835991 -32.9028511 -31.8225994 -30.8290501 -29.90345 -29.0580502 -28.253849 -27.5 -26.7915001 -26.10425 -25.4595985 -24.8390999 -24.2388496 -23.6523991 -23.0935001 -22.5457993 -22.0059509 -21.4932003 -20.9862499 -20.4801998 -19.9917488 -19.5237999 -19.0540504 -18.5835991 -18.1172009 -17.6553993 -17.2079506 -16.760849 -16.3243008 -15.8888493 -15.4643497 -15.0427999 -14.6190996 -14.2000999 -13.7814999 -13.3698502 -12.9582005 -12.5433998 -12.1315002 -11.7242508 -11.31985 -10.9167995 -10.5217495 -10.1259995 -9.73004913 -9.33909988 -8.95359993 -8.5685997 -8.18879986 -7.81650019 -7.45170021 -7.07590008 -6.70839977 -6.35220003 -5.99410009 -5.64599991 -5.30480003 -4.96220016 -4.62415028 -4.29554987 -3.97149992 -3.65310001 -3.33789992 -3.03469992 -2.74429989 -2.45889997 -2.18109989 -1.90869999 -1.64345002 -1.38479996 -1.13680005 -0.894400001 -0.657100022 -0.427349985 -0.203500003 0.00710000005 0.255199999 0.557299972 0.926900029 1.37535 1.91670001 2.57809997 3.39449978 4.42404985 5.74454975 7.58994961 10.2517996 14.8096504 24.1777 146.914093 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -109.298897 -43.6083984 -35.8069496 -31.1259003 -27.8845005 -25.4773502 -23.5413494 -21.9172001 -20.5480499 -19.3344994 -18.2549992 -17.3076992 -16.4254494 -15.6311493 -14.9099998 -14.2517996 -13.6287498 -13.0454998 -12.5003996 -11.9928999 -11.5064001 -11.0430002 -10.6028996 -10.1873999 -9.78559971 -9.40279961 -9.03344917 -8.69130039 -8.35354996 -8.03139973 -7.7185998 -7.42054987 -7.13509989 -6.85459995 -6.58179998 -6.3204999 -6.0644002 -5.82450008 -5.58615017 -5.35529995 -5.13395023 -4.91690016 -4.71169996 -4.50909996 -4.31239986 -4.11744976 -3.9302001 -3.74845004 -3.57340002 -3.40264988 -3.23819995 -3.0775001 -2.92385006 -2.77209997 -2.62444997 -2.47979999 -2.33960009 -2.20449996 -2.07470012 -1.94974995 -1.82459998 -1.70385003 -1.58679998 -1.47070003 -1.35880005 -1.24800003 -1.14100003 -1.03699994 -0.933300018 -0.832000017 -0.734499991 -0.638700008 -0.545300007 -0.452899992 -0.364300013 -0.276199996 -0.189899996 -0.105599999 -0.0276999995 0. 0.0744000003 0.172399998 0.280499995 0.400849998 0.526899993 0.666549981 0.82160002 0.991900027 1.18114996 1.39900005 1.63940001 1.91820002 2.23740005 2.61815 3.08920002 3.67285013 4.44875002 5.53884983 7.25934982 10.6357002 92.7198029 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -169.438293 -70.2200012 -59.7008514 -53.3749504 -48.6471481 -45.030201 -42.040947 -39.4561996 -37.1383018 -35.0618973 -33.153801 -31.4294014 -29.8161507 -28.3157005 -26.8994503 -25.5701504 -24.2770996 -23.040451 -21.8656006 -20.7472 -19.6763 -18.6287003 -17.6224003 -16.6338005 -15.6959 -14.7705498 -13.8960495 -13.05585 -12.2436504 -11.4584999 -10.7088003 -9.98209953 -9.29339981 -8.62370014 -7.98089981 -7.38079977 -6.81220007 -6.26070023 -5.73699999 -5.22940016 -4.75255013 -4.29050016 -3.84060001 -3.41345 -3.00309992 -2.60645008 -2.23149991 -1.87024999 -1.52989995 -1.20079994 -0.882200003 -0.574800014 -0.270399988 0. 0. 0. 0.0355999991 0.300599992 0.555350006 0.817250013 1.07130003 1.32910001 1.58975005 1.8556 2.12350011 2.39104986 2.66470003 2.9447999 3.227 3.51275015 3.80170012 4.09724998 4.39909983 4.7048502 5.01879978 5.34385014 5.67229986 6.02225018 6.37720013 6.74980021 7.13455009 7.54570007 7.98745012 8.47729969 9.01210022 9.59430027 10.2699003 11.0241003 11.8873997 12.8705502 13.9579 15.1718502 16.4805984 17.9745998 19.6278992 21.5769997 23.9151993 26.9406013 31.1923504 39.2722473 145.506805 do regularised spline fit for input variable # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -179.763504 -64.8252029 -55.1730499 -49.3689499 -45.1165466 -41.8089981 -39.0223999 -36.655098 -34.5482025 -32.6256485 -30.878849 -29.2676506 -27.7901001 -26.3640499 -25.0397987 -23.7639008 -22.5700493 -21.3990498 -20.2884502 -19.2311001 -18.1733513 -17.1767006 -16.1784992 -15.2304001 -14.3013 -13.3996 -12.5326004 -11.6898003 -10.8655005 -10.0756493 -9.30520058 -8.55560017 -7.84560013 -7.16155005 -6.50594997 -5.85955 -5.23480034 -4.64025021 -4.06244993 -3.51349998 -2.97749996 -2.46204996 -1.96585 -1.48150003 -1.0187 -0.573350012 -0.140699998 0. 0. 0. 0.284000009 0.652800024 1.01434994 1.37264991 1.72440004 2.08060002 2.42404985 2.76845002 3.09905005 3.41589999 3.72819996 4.02904987 4.32320023 4.59959984 4.87020016 5.1329999 5.39050007 5.64069986 5.88910007 6.13360023 6.37729979 6.62884998 6.87459993 7.12249994 7.37529993 7.63770008 7.9053998 8.19149971 8.48789978 8.80539989 9.14365005 9.50990009 9.90849972 10.3599997 10.8564997 11.4182491 12.0574493 12.7979002 13.6336498 14.5569496 15.5883503 16.7042503 17.9123497 19.2584 20.7786503 22.5499992 24.6514492 27.2378998 30.6767502 36.4343987 125.160698 do regularised spline fit for input variable # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -154.501297 -59.9967003 -50.9528503 -45.46875 -41.5066986 -38.3899498 -35.8535004 -33.5992012 -31.6162491 -29.8517494 -28.2297001 -26.7382507 -25.3577003 -24.0480995 -22.7975502 -21.5943489 -20.4604492 -19.3720512 -18.3378487 -17.3270493 -16.3271503 -15.3533993 -14.4133997 -13.4900999 -12.5939503 -11.7266998 -10.8453999 -9.98110008 -9.1388998 -8.31615067 -7.51534986 -6.73769999 -5.97884989 -5.25115013 -4.56155014 -3.90370011 -3.28744984 -2.6961 -2.14034986 -1.61810005 -1.12740004 -0.658850014 -0.200499997 0. 0. 0. 0.25150001 0.629999995 0.993099988 1.34720004 1.69005001 2.02964997 2.36084986 2.68829989 3.00904989 3.31614995 3.61089993 3.90009999 4.18130016 4.45515013 4.71680021 4.97300005 5.22179985 5.46210003 5.7013998 5.93720007 6.17129993 6.40689993 6.64750004 6.88439989 7.12284994 7.36619997 7.61555004 7.87440014 8.14360046 8.42520046 8.72609997 9.04520035 9.38609982 9.76119995 10.1744499 10.6344004 11.1355495 11.7081509 12.3652 13.1100006 13.9209003 14.8306503 15.82125 16.8905983 18.0480995 19.3096008 20.6945 22.2132988 23.9146004 25.8321991 28.0690994 30.6903 34.0548477 39.024601 76.131897 do regularised spline fit for input variable # 24 build map for variable # 24 ------------------------------ Transdef: Tab for variable 25 -8.3572998 -5.68155003 -5.23750019 -4.93795013 -4.7189002 -4.5158 -4.3416996 -4.18825006 -4.04524994 -3.90495014 -3.75545001 -3.62975001 -3.51135015 -3.39209986 -3.27940011 -3.1791501 -3.07294989 -2.96854997 -2.8680501 -2.76989985 -2.66774988 -2.57504988 -2.48810005 -2.40534997 -2.31634998 -2.23759985 -2.15530014 -2.07585001 -1.99940002 -1.91715002 -1.83864999 -1.75924993 -1.68945003 -1.61945009 -1.55314994 -1.48740005 -1.4221499 -1.36255002 -1.30799997 -1.25020003 -1.19845009 -1.148 -1.09710002 -1.04854989 -1.00465 -0.960350037 -0.917750001 -0.878849983 -0.840300024 -0.804350019 -0.768450022 -0.734650016 -0.702499986 -0.670700014 -0.6426 -0.6153 -0.59009999 -0.563300014 -0.538800001 -0.515200019 -0.493800014 -0.472299993 -0.450399995 -0.430450022 -0.411750019 -0.392399997 -0.37529999 -0.358799994 -0.342400014 -0.327600002 -0.313149989 -0.298400015 -0.284850001 -0.270649999 -0.257699996 -0.24485001 -0.232299998 -0.221000001 -0.209800005 -0.197950006 -0.187299997 -0.177399993 -0.166600004 -0.157399997 -0.1479 -0.138999999 -0.129099995 -0.120700002 -0.1109 -0.101199999 -0.0921000019 -0.0830999985 -0.0741000026 -0.0653000027 -0.0559500009 -0.0467999987 -0.0379000008 -0.028549999 -0.0192500018 -0.00939999986 0.0174000002 do regularised spline fit for input variable # 25 build map for variable # 25 ------------------------------ Transdef: Tab for variable 26 -69.0775986 -3.25219989 -2.48239994 -2.11199999 -1.83889997 -1.63069999 -1.44649994 -1.30900002 -1.19869995 -1.09930003 -1.01139998 -0.931200027 -0.850049973 -0.786800027 -0.732500017 -0.67869997 -0.630699992 -0.581200004 -0.542999983 -0.506799996 -0.474649996 -0.439999998 -0.410400003 -0.382099986 -0.356700003 -0.332899988 -0.309199989 -0.291599989 -0.273400009 -0.255899996 -0.239999995 -0.224600002 -0.209900007 -0.197799996 -0.186199993 -0.1752 -0.164399996 -0.156200007 -0.146200001 -0.1373 -0.127000004 -0.1193 -0.112199999 -0.104400001 -0.0970999971 -0.0914999992 -0.0856999978 -0.0800499991 -0.074149996 -0.0694999993 -0.0658999979 -0.0612000003 -0.0577000007 -0.0549000017 -0.0516999997 -0.0483999997 -0.0451500006 -0.0425999984 -0.0401000008 -0.0373999998 -0.0348999985 -0.0331999995 -0.0309999995 -0.0289999992 -0.0273000002 -0.0251000002 -0.0233999994 -0.0221999995 -0.0199999996 -0.0182000007 -0.0165999997 -0.0153999999 -0.0141000003 -0.0129000004 -0.0115999999 -0.0108000003 -0.00949999969 -0.00860000029 -0.00810000021 -0.00719999988 -0.00659999996 -0.0057000001 -0.00510000018 -0.00469999993 -0.00389999989 -0.00300000003 -0.00240000011 -0.00209999993 -0.00159999996 -0.000699999975 -0.000199999995 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. do regularised spline fit for input variable # 26 build map for variable # 26 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 27 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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. build map for variable # 27 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 28 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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. 2. 4. 78. build map for variable # 28 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 28. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 29. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 30. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 31. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 32. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 33. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 34. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 35. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 36. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 37. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 38. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 39. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 40. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 41. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 42. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 43. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 45. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 46. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 47. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 49. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 50. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 51. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 54. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 55. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 57. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 68. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 78. Unregularised mean is returned Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 29 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. 1. 1. 1. 1. 1. build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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. build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 -4.03346777 -4.03346777 -4.00066662 -4.00066662 -3.91291904 -3.88121271 -3.82042837 -3.82042837 -3.82042837 -3.82042837 -3.71635199 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.66041517 -3.6384654 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.51584101 -3.41426921 -3.25067306 -3.05582118 -2.98295212 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.90038872 -2.84125352 -2.76075888 -2.68617296 -2.61002398 -2.5340209 -2.4546051 -2.21956444 -2.06485081 -1.97997618 -1.86741781 -1.72930145 -1.57959414 -1.40924549 -1.38400507 -1.17399836 -1.09557772 -0.992527008 -0.791801453 -0.691117764 -0.541014194 -0.433674335 -0.341928959 -0.214585781 -0.0620622635 0.0319619179 0.11816597 0.275190115 0.497498035 0.605631351 0.831370115 0.989181757 1.51235867 1.84829021 2.97947407 2.97947407 2.97947407 2.99849629 3.64230013 3.64230013 6.31973982 do regularised spline fit for input variable # 31 build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 -4.99086905 -3.96687531 -3.80792928 -3.63171458 -3.51938272 -3.40305281 -3.2881608 -3.23795366 -3.16124368 -3.07058239 -3.0271349 -2.96280551 -2.93608713 -2.90063429 -2.85439205 -2.83017015 -2.77859068 -2.72931647 -2.70057344 -2.65665436 -2.54584146 -2.50884056 -2.46918464 -2.40840864 -2.38301611 -2.36328912 -2.32770896 -2.258991 -2.22860146 -2.21538401 -2.20555234 -2.19327569 -2.0619669 -2.0246706 -1.97210789 -1.95607567 -1.89318538 -1.86134315 -1.84651351 -1.7673018 -1.70059776 -1.5863657 -1.55777359 -1.45395374 -1.38441586 -1.25307894 -1.2175653 -1.14195728 -0.970830917 -0.87951982 -0.78369832 -0.646797419 -0.501171589 -0.440687895 -0.377619505 -0.290136337 -0.166385174 -0.0845901966 0. 0.00838327408 0.0181838274 0.128510952 0.277213812 0.308817387 0.308817387 0.308817387 0.361777425 0.361777425 0.382698655 0.382698655 0.389704585 0.389704585 0.389704585 0.433955312 0.433955312 0.457905769 0.457905769 0.494732857 0.494732857 0.494732857 0.501777887 0.501777887 0.525694311 0.525694311 0.579755604 0.635345817 0.67813468 0.694030762 0.833259821 0.928457975 1.02509475 1.05187953 1.08819127 1.19217622 1.20941687 1.26222658 1.28206801 1.47887325 1.76475322 1.94135523 2.15297604 do regularised spline fit for input variable # 32 build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -3.0056591 -2.95963359 -2.87457275 -2.8728075 -2.74192214 -2.59631157 -2.58120394 -2.51216125 -2.44289637 -2.32035899 -2.22764921 -2.12496376 -2.09085798 -2.03824854 -2.03708124 -2.01184273 -1.98841333 -1.92659712 -1.89687061 -1.88810682 -1.82530785 -1.7599864 -1.67682743 -1.6255641 -1.59398651 -1.53948641 -1.5048151 -1.48096657 -1.45309401 -1.43830895 -1.38847542 -1.34187746 -1.32141495 -1.31397009 -1.22416258 -1.17838812 -1.13848543 -1.09431982 -1.05373716 -1.03972387 -1.01397276 -0.990127563 -0.954968929 -0.887167931 -0.847379684 -0.789374113 -0.704175472 -0.668461323 -0.57934618 -0.560926676 -0.532412052 -0.431040525 -0.38111496 -0.319373131 -0.310073376 -0.240503311 -0.232178926 -0.19426012 -0.176853418 -0.137809753 -0.113820083 -0.113820083 -0.0471634865 -0.0471634865 0.0890684128 0.0890684128 0.195166588 0.450261354 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.866949558 1.36694193 1.36694193 1.36694193 1.87129617 5.31840134 do regularised spline fit for input variable # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -3.36955762 -3.19943762 -3.02313066 -2.914608 -2.75641847 -2.62392879 -2.49368382 -2.49368382 -2.49368382 -2.49368382 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.36508131 -2.36508131 -2.34610462 -2.19802141 -2.15083313 -2.15083313 -2.08201098 -2.02158165 -1.99796176 -1.89851189 -1.83063865 -1.79244983 -1.79244983 -1.78174317 -1.74553466 -1.69241095 -1.6101861 -1.55284786 -1.54649651 -1.50464725 -1.41196823 -1.39048243 -1.36033034 -1.28075886 -1.20240688 -1.18195915 -1.13277769 -1.07406569 -1.01961374 -0.93444252 -0.917129517 -0.836263895 -0.761936665 -0.696644306 -0.681098938 -0.549491167 -0.496772289 -0.448390245 -0.39668417 -0.373695374 -0.317709923 -0.238512278 -0.170094252 -0.0676465034 -0.0101547241 0.0289404392 0.198624611 0.295010805 0.362701416 0.412639618 0.448674917 0.53110528 0.609510422 0.620397806 0.706530809 0.741551638 0.89694953 1.06057954 1.17984796 1.28544784 1.36282849 1.39740324 1.42607379 1.63925219 1.72387528 1.82195377 1.91257024 2.04963374 2.87338901 do regularised spline fit for input variable # 34 build map for variable # 34 ------------------------------ Transdef: Tab for variable 35 -7.57365847 -6.20528221 -5.80111742 -5.76970482 -5.45413971 -5.45413971 -4.96699333 -4.94243908 -4.91429424 -4.91429424 -4.7867732 -4.7867732 -4.7867732 -4.7867732 -4.56330538 -4.56330538 -4.56330538 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.07898283 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -3.58513713 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -2.9747262 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.06889844 -1.96517491 -1.54486585 -1.32980752 -1.1301074 -0.691428185 -0.52771759 -0.278858662 0.0108852386 0.344604015 0.635157347 0.80283165 1.08898115 1.25590563 1.52515125 1.71195674 1.94468069 2.20026898 2.3383069 2.59236526 2.79442406 3.02862859 4.51999521 do regularised spline fit for input variable # 35 build map for variable # 35 ------------------------------ Transdef: Tab for variable 36 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. 1. build map for variable # 36 ------------------------------ Transdef: Tab for variable 37 -1.56982756 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.625065744 -0.625065744 -0.625065744 -0.625065744 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.618835509 -0.618835509 -0.618835509 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.59140563 -0.59140563 -0.581258476 -0.581258476 -0.554341018 -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 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532522202 -0.520671546 -0.492427349 -0.46140027 -0.406776726 -0.373552322 -0.338530064 -0.256547481 -0.193240166 -0.10151577 -0.0696239471 0.00370359421 0.142466545 0.353880882 0.599494934 1.23514223 2.23395944 4.79148388 do regularised spline fit for input variable # 37 build map for variable # 37 ------------------------------ Transdef: Tab for variable 38 0.706928849 0.905898869 0.92696631 0.938202262 0.94803369 0.95505619 0.961298406 0.967094719 0.971910119 0.976903856 0.98059243 0.983146071 0.988253295 0.992509365 0.994850159 0.997191012 1.0010215 1.00421345 1.00655437 1.01123595 1.01123595 1.01474714 1.01685393 1.01966298 1.02176964 1.0240041 1.02528095 1.02852201 1.02996254 1.03308368 1.03464425 1.03677225 1.03932583 1.03932583 1.04333866 1.04494381 1.0469867 1.04868913 1.05056179 1.05337083 1.05493128 1.05688202 1.05805242 1.06117356 1.06273413 1.06460679 1.06741571 1.06741571 1.07092702 1.07303369 1.07443821 1.07677901 1.07865167 1.08146071 1.08273745 1.0849719 1.0861423 1.08926344 1.09082401 1.09295201 1.0955056 1.0980593 1.1001873 1.1025281 1.10486889 1.10674155 1.1095506 1.11235952 1.11423218 1.11735332 1.11891389 1.12359548 1.12359548 1.12827718 warning: map is empty for variable 38 1.13125634 1.13412917 1.13764048 1.14115167 1.14466298 1.14817417 1.15168536 1.15636706 1.16104865 1.16573036 1.17041194 1.17509365 1.17977524 1.1874361 1.19382024 1.20275795 1.21254683 1.22191012 1.235955 1.25 1.27028716 1.29775286 1.33895135 1.40761542 1.5224719 1.76966298 5.00702238 do regularised spline fit for input variable # 38 build map for variable # 38 warning: map is empty for variable 38 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 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 0 0.4 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 0.9 0.9 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 0.9 1 100.0 2.9 7.1 14.9 4.1 7.4 5.7 11.2 3.0 10.2 5.0 7.7 3.0 5.5 5.7 2.3 5.6 7.0 10.3 47.5 23.7 12.1 11.3 11.1 1.9 2.0 1.6 2.2 3.0 1.4 44.5 16.8 11.7 7.9 40.6 1.5 11.0 38.9 2 2.9 100.0 1.0 -0.7 -8.4 1.8 1.5 -13.1 -11.7 -0.8 0.8 -2.5 -3.6 5.0 -1.0 -0.7 1.4 -0.9 -0.4 -1.0 -3.7 -11.5 -11.9 -11.7 1.6 1.8 2.6 -1.5 1.6 5.0 -1.3 -0.4 6.8 4.2 -0.7 -0.8 -4.4 -2.7 3 7.1 1.0 100.0 40.6 8.2 16.5 21.6 14.7 12.5 5.8 -7.9 -8.6 20.5 33.2 -45.5 -32.5 76.6 12.0 13.0 5.5 1.7 34.9 38.2 35.9 3.0 0.7 -1.4 2.6 36.6 -1.7 7.8 -11.4 31.6 38.5 10.7 -31.3 25.0 0.8 4 14.9 -0.7 40.6 100.0 11.2 9.1 9.0 23.2 23.3 9.3 21.1 25.8 1.7 7.0 34.6 30.6 32.1 52.8 67.6 25.2 27.2 50.7 49.4 49.3 0.8 1.3 -0.6 3.7 21.7 -0.8 21.5 5.6 12.2 19.7 23.9 31.2 24.9 9.0 5 4.1 -8.4 8.2 11.2 100.0 10.4 47.6 45.3 39.4 7.9 -3.6 2.4 19.7 3.9 1.0 0.9 6.3 6.2 7.2 7.5 7.4 10.9 10.7 10.7 -3.1 -3.2 -3.3 -1.6 4.7 -3.1 9.0 2.1 2.1 3.5 8.4 1.0 5.6 5.4 6 7.4 1.8 16.5 9.1 10.4 100.0 19.7 19.1 0.5 6.8 7.9 19.2 13.2 15.8 -6.5 -12.2 12.7 6.0 5.9 5.9 5.1 6.8 6.9 6.3 -0.5 -0.9 -1.2 -0.5 6.2 -1.1 5.6 1.0 5.8 5.8 6.1 -10.4 2.3 4.1 7 5.7 1.5 21.6 9.0 47.6 19.7 100.0 38.6 3.0 7.2 -7.5 -8.9 14.9 26.2 -11.2 -10.6 17.7 2.7 2.6 2.8 0.9 5.9 7.4 7.5 -1.4 -1.5 -1.8 -0.9 12.2 -1.1 6.6 4.7 3.3 8.2 7.1 -11.7 2.5 1.3 8 11.2 -13.1 14.7 23.2 45.3 19.1 38.6 100.0 24.7 16.7 13.0 20.7 12.0 11.4 4.5 10.5 11.3 12.9 16.9 11.6 11.1 21.9 21.7 21.1 -1.8 -1.7 -2.4 0.3 9.8 -2.1 13.1 3.9 3.2 5.8 12.3 10.4 11.8 10.3 9 3.0 -11.7 12.5 23.3 39.4 0.5 3.0 24.7 100.0 2.7 9.1 13.6 2.4 -12.8 4.5 6.4 10.1 14.5 14.5 11.8 14.2 23.8 22.2 21.1 -4.2 -4.2 -4.7 -2.0 8.5 -4.3 10.7 -2.6 7.1 6.8 10.0 7.2 11.4 7.7 10 10.2 -0.8 5.8 9.3 7.9 6.8 7.2 16.7 2.7 100.0 2.3 10.2 1.8 2.2 3.1 -1.3 4.5 1.4 6.5 7.5 4.0 8.0 7.2 6.8 0.7 0.7 0.4 1.6 2.4 0.4 11.4 4.4 3.6 3.6 10.9 -1.5 3.4 13.1 11 5.0 0.8 -7.9 21.1 -3.6 7.9 -7.5 13.0 9.1 2.3 100.0 63.0 -11.8 -16.4 19.3 42.5 -5.6 21.9 18.1 9.5 11.6 17.1 16.9 16.8 1.0 1.6 1.3 1.5 0.9 1.6 8.8 4.3 -1.5 -0.7 8.0 42.0 11.8 11.4 12 7.7 -2.5 -8.6 25.8 2.4 19.2 -8.9 20.7 13.6 10.2 63.0 100.0 -12.9 -21.0 23.1 50.9 -5.8 24.9 22.9 13.4 15.2 23.2 22.5 21.8 1.4 2.2 1.6 2.3 1.3 1.9 12.8 5.0 -0.5 -0.2 11.5 50.9 16.3 15.9 13 3.0 -3.6 20.5 1.7 19.7 13.2 14.9 12.0 2.4 1.8 -11.8 -12.9 100.0 55.6 -15.4 -25.9 17.6 -0.4 -1.4 1.4 0.1 0.8 0.9 0.4 0.2 0.4 -0.1 0.5 3.3 0.6 -0.9 -3.6 8.2 5.2 0.7 -27.4 -1.7 1.2 14 5.5 5.0 33.2 7.0 3.9 15.8 26.2 11.4 -12.8 2.2 -16.4 -21.0 55.6 100.0 -21.3 -33.4 26.7 -0.8 0.7 0.9 -2.4 -1.6 -0.4 -0.5 0.4 0.5 0.2 0.2 8.5 1.4 0.5 0.4 7.8 7.7 3.0 -36.0 -1.9 0.0 15 5.7 -1.0 -45.5 34.6 1.0 -6.5 -11.2 4.5 4.5 3.1 19.3 23.1 -15.4 -21.3 100.0 43.0 -44.3 22.1 54.3 14.4 16.8 1.6 -1.1 1.0 -1.8 0.4 0.4 1.2 -24.0 0.0 8.1 9.4 -18.8 -22.5 7.3 46.4 -5.2 5.3 16 2.3 -0.7 -32.5 30.6 0.9 -12.2 -10.6 10.5 6.4 -1.3 42.5 50.9 -25.9 -33.4 43.0 100.0 -29.1 44.0 28.9 8.8 16.9 25.5 27.4 28.8 0.0 1.3 1.1 1.4 -13.1 0.9 10.3 9.6 -13.0 -11.7 9.0 81.9 11.9 6.7 17 5.6 1.4 76.6 32.1 6.3 12.7 17.7 11.3 10.1 4.5 -5.6 -5.8 17.6 26.7 -44.3 -29.1 100.0 21.4 13.6 6.1 5.4 37.4 39.8 38.5 2.1 0.5 -1.3 2.3 36.5 -0.9 7.5 -5.8 30.7 43.7 10.7 -28.2 23.1 0.4 18 7.0 -0.9 12.0 52.8 6.2 6.0 2.7 12.9 14.5 1.4 21.9 24.9 -0.4 -0.8 22.1 44.0 21.4 100.0 34.5 15.7 28.9 57.6 60.6 62.7 -0.1 -0.1 -1.1 1.5 5.3 -1.6 14.8 5.4 8.1 12.6 16.8 37.6 8.7 6.7 19 10.3 -0.4 13.0 67.6 7.2 5.9 2.6 16.9 14.5 6.5 18.1 22.9 -1.4 0.7 54.3 28.9 13.6 34.5 100.0 18.3 20.5 33.0 29.4 29.3 -1.5 -1.2 -2.7 1.7 1.5 -3.6 15.4 3.7 4.3 8.0 15.9 29.0 13.6 6.4 20 47.5 -1.0 5.5 25.2 7.5 5.9 2.8 11.6 11.8 7.5 9.5 13.4 1.4 0.9 14.4 8.8 6.1 15.7 18.3 100.0 48.6 22.4 20.9 20.5 -0.4 -0.1 -0.4 0.8 2.1 -0.5 36.7 12.9 8.5 6.5 33.0 9.7 11.2 23.6 21 23.7 -3.7 1.7 27.2 7.4 5.1 0.9 11.1 14.2 4.0 11.6 15.2 0.1 -2.4 16.8 16.9 5.4 28.9 20.5 48.6 100.0 31.6 30.2 29.5 -13.0 -12.5 -11.5 -9.7 0.1 -9.7 26.8 7.3 3.1 2.2 22.8 16.4 7.4 13.7 22 12.1 -11.5 34.9 50.7 10.9 6.8 5.9 21.9 23.8 8.0 17.1 23.2 0.8 -1.6 1.6 25.5 37.4 57.6 33.0 22.4 31.6 100.0 90.2 87.2 1.6 1.1 -0.4 3.6 24.8 -0.8 18.8 1.1 16.2 22.2 18.9 20.3 21.4 9.1 23 11.3 -11.9 38.2 49.4 10.7 6.9 7.4 21.7 22.2 7.2 16.9 22.5 0.9 -0.4 -1.1 27.4 39.8 60.6 29.4 20.9 30.2 90.2 100.0 95.1 1.4 0.8 -0.9 3.3 22.5 -1.3 18.6 0.4 16.1 22.2 18.8 21.3 20.8 8.8 24 11.1 -11.7 35.9 49.3 10.7 6.3 7.5 21.1 21.1 6.8 16.8 21.8 0.4 -0.5 1.0 28.8 38.5 62.7 29.3 20.5 29.5 87.2 95.1 100.0 0.7 0.1 -1.4 2.7 20.2 -2.0 18.4 1.3 15.1 21.8 18.7 22.5 19.9 8.8 25 1.9 1.6 3.0 0.8 -3.1 -0.5 -1.4 -1.8 -4.2 0.7 1.0 1.4 0.2 0.4 -1.8 0.0 2.1 -0.1 -1.5 -0.4 -13.0 1.6 1.4 0.7 100.0 91.1 77.3 71.1 9.0 77.5 3.1 10.2 9.7 7.8 3.8 -0.2 2.1 0.8 26 2.0 1.8 0.7 1.3 -3.2 -0.9 -1.5 -1.7 -4.2 0.7 1.6 2.2 0.4 0.5 0.4 1.3 0.5 -0.1 -1.2 -0.1 -12.5 1.1 0.8 0.1 91.1 100.0 76.4 68.1 8.9 76.2 2.9 10.2 9.3 6.6 3.8 1.1 1.7 1.0 27 1.6 2.6 -1.4 -0.6 -3.3 -1.2 -1.8 -2.4 -4.7 0.4 1.3 1.6 -0.1 0.2 0.4 1.1 -1.3 -1.1 -2.7 -0.4 -11.5 -0.4 -0.9 -1.4 77.3 76.4 100.0 62.9 9.5 81.4 2.3 10.0 9.1 6.9 2.8 1.0 0.9 0.7 28 2.2 -1.5 2.6 3.7 -1.6 -0.5 -0.9 0.3 -2.0 1.6 1.5 2.3 0.5 0.2 1.2 1.4 2.3 1.5 1.7 0.8 -9.7 3.6 3.3 2.7 71.1 68.1 62.9 100.0 7.6 65.0 3.4 9.2 7.7 5.8 4.2 1.4 2.5 1.3 29 3.0 1.6 36.6 21.7 4.7 6.2 12.2 9.8 8.5 2.4 0.9 1.3 3.3 8.5 -24.0 -13.1 36.5 5.3 1.5 2.1 0.1 24.8 22.5 20.2 9.0 8.9 9.5 7.6 100.0 11.7 3.9 7.7 14.3 40.8 4.7 -12.3 19.7 -0.1 30 1.4 5.0 -1.7 -0.8 -3.1 -1.1 -1.1 -2.1 -4.3 0.4 1.6 1.9 0.6 1.4 0.0 0.9 -0.9 -1.6 -3.6 -0.5 -9.7 -0.8 -1.3 -2.0 77.5 76.2 81.4 65.0 11.7 100.0 1.5 9.2 8.2 5.9 2.3 0.6 0.9 0.5 31 44.5 -1.3 7.8 21.5 9.0 5.6 6.6 13.1 10.7 11.4 8.8 12.8 -0.9 0.5 8.1 10.3 7.5 14.8 15.4 36.7 26.8 18.8 18.6 18.4 3.1 2.9 2.3 3.4 3.9 1.5 100.0 31.9 18.4 13.6 53.1 10.3 12.0 25.0 32 16.8 -0.4 -11.4 5.6 2.1 1.0 4.7 3.9 -2.6 4.4 4.3 5.0 -3.6 0.4 9.4 9.6 -5.8 5.4 3.7 12.9 7.3 1.1 0.4 1.3 10.2 10.2 10.0 9.2 7.7 9.2 31.9 100.0 20.3 14.6 17.0 9.1 1.2 9.5 33 11.7 6.8 31.6 12.2 2.1 5.8 3.3 3.2 7.1 3.6 -1.5 -0.5 8.2 7.8 -18.8 -13.0 30.7 8.1 4.3 8.5 3.1 16.2 16.1 15.1 9.7 9.3 9.1 7.7 14.3 8.2 18.4 20.3 100.0 61.3 21.6 -12.6 10.3 5.1 34 7.9 4.2 38.5 19.7 3.5 5.8 8.2 5.8 6.8 3.6 -0.7 -0.2 5.2 7.7 -22.5 -11.7 43.7 12.6 8.0 6.5 2.2 22.2 22.2 21.8 7.8 6.6 6.9 5.8 40.8 5.9 13.6 14.6 61.3 100.0 14.9 -10.9 14.0 2.8 35 40.6 -0.7 10.7 23.9 8.4 6.1 7.1 12.3 10.0 10.9 8.0 11.5 0.7 3.0 7.3 9.0 10.7 16.8 15.9 33.0 22.8 18.9 18.8 18.7 3.8 3.8 2.8 4.2 4.7 2.3 53.1 17.0 21.6 14.9 100.0 9.2 11.1 22.6 36 1.5 -0.8 -31.3 31.2 1.0 -10.4 -11.7 10.4 7.2 -1.5 42.0 50.9 -27.4 -36.0 46.4 81.9 -28.2 37.6 29.0 9.7 16.4 20.3 21.3 22.5 -0.2 1.1 1.0 1.4 -12.3 0.6 10.3 9.1 -12.6 -10.9 9.2 100.0 14.4 6.0 37 11.0 -4.4 25.0 24.9 5.6 2.3 2.5 11.8 11.4 3.4 11.8 16.3 -1.7 -1.9 -5.2 11.9 23.1 8.7 13.6 11.2 7.4 21.4 20.8 19.9 2.1 1.7 0.9 2.5 19.7 0.9 12.0 1.2 10.3 14.0 11.1 14.4 100.0 6.4 38 38.9 -2.7 0.8 9.0 5.4 4.1 1.3 10.3 7.7 13.1 11.4 15.9 1.2 0.0 5.3 6.7 0.4 6.7 6.4 23.6 13.7 9.1 8.8 8.8 0.8 1.0 0.7 1.3 -0.1 0.5 25.0 9.5 5.1 2.8 22.6 6.0 6.4 100.0 TOTAL CORRELATION TO TARGET (diagonal) 99.8146891 TOTAL CORRELATION OF ALL VARIABLES 62.8725952 ROUND 1: MAX CORR ( 62.8725908) AFTER KILLING INPUT VARIABLE 33 CONTR 0.0233736601 ROUND 2: MAX CORR ( 62.8725856) AFTER KILLING INPUT VARIABLE 27 CONTR 0.0254939687 ROUND 3: MAX CORR ( 62.8725719) AFTER KILLING INPUT VARIABLE 29 CONTR 0.0416369068 ROUND 4: MAX CORR ( 62.8725173) AFTER KILLING INPUT VARIABLE 28 CONTR 0.0828255607 ROUND 5: MAX CORR ( 62.8724618) AFTER KILLING INPUT VARIABLE 26 CONTR 0.083523099 ROUND 6: MAX CORR ( 62.8723214) AFTER KILLING INPUT VARIABLE 24 CONTR 0.132877831 ROUND 7: MAX CORR ( 62.8720721) AFTER KILLING INPUT VARIABLE 30 CONTR 0.177047441 ROUND 8: MAX CORR ( 62.8720296) AFTER KILLING INPUT VARIABLE 25 CONTR 0.0731321044 ROUND 9: MAX CORR ( 62.8715721) AFTER KILLING INPUT VARIABLE 19 CONTR 0.239837003 ROUND 10: MAX CORR ( 62.8706581) AFTER KILLING INPUT VARIABLE 34 CONTR 0.339024453 ROUND 11: MAX CORR ( 62.869299) AFTER KILLING INPUT VARIABLE 22 CONTR 0.413381936 ROUND 12: MAX CORR ( 62.8686909) AFTER KILLING INPUT VARIABLE 23 CONTR 0.276520684 ROUND 13: MAX CORR ( 62.8673411) AFTER KILLING INPUT VARIABLE 10 CONTR 0.411971216 ROUND 14: MAX CORR ( 62.8658201) AFTER KILLING INPUT VARIABLE 11 CONTR 0.437304335 ROUND 15: MAX CORR ( 62.8641037) AFTER KILLING INPUT VARIABLE 7 CONTR 0.464557785 ROUND 16: MAX CORR ( 62.862143) AFTER KILLING INPUT VARIABLE 13 CONTR 0.496491959 ROUND 17: MAX CORR ( 62.8595175) AFTER KILLING INPUT VARIABLE 4 CONTR 0.574525605 ROUND 18: MAX CORR ( 62.8563822) AFTER KILLING INPUT VARIABLE 16 CONTR 0.627822192 ROUND 19: MAX CORR ( 62.8523737) AFTER KILLING INPUT VARIABLE 15 CONTR 0.709864926 ROUND 20: MAX CORR ( 62.8444974) AFTER KILLING INPUT VARIABLE 3 CONTR 0.994999506 ROUND 21: MAX CORR ( 62.8305465) AFTER KILLING INPUT VARIABLE 21 CONTR 1.32411497 ROUND 22: MAX CORR ( 62.816129) AFTER KILLING INPUT VARIABLE 14 CONTR 1.34592514 ROUND 23: MAX CORR ( 62.8013189) AFTER KILLING INPUT VARIABLE 17 CONTR 1.36396357 ROUND 24: MAX CORR ( 62.7740096) AFTER KILLING INPUT VARIABLE 5 CONTR 1.8518576 ROUND 25: MAX CORR ( 62.7485158) AFTER KILLING INPUT VARIABLE 6 CONTR 1.78886669 ROUND 26: MAX CORR ( 62.7329026) AFTER KILLING INPUT VARIABLE 12 CONTR 1.39970297 ROUND 27: MAX CORR ( 62.698291) AFTER KILLING INPUT VARIABLE 32 CONTR 2.08359759 ROUND 28: MAX CORR ( 62.6550557) AFTER KILLING INPUT VARIABLE 18 CONTR 2.32802089 ROUND 29: MAX CORR ( 62.5816618) AFTER KILLING INPUT VARIABLE 8 CONTR 3.03176726 ROUND 30: MAX CORR ( 62.4775916) AFTER KILLING INPUT VARIABLE 37 CONTR 3.60762299 ROUND 31: MAX CORR ( 62.376686) AFTER KILLING INPUT VARIABLE 2 CONTR 3.54943613 ROUND 32: MAX CORR ( 62.1158408) AFTER KILLING INPUT VARIABLE 9 CONTR 5.69853312 ROUND 33: MAX CORR ( 61.7936763) AFTER KILLING INPUT VARIABLE 36 CONTR 6.31816846 ROUND 34: MAX CORR ( 60.5411095) AFTER KILLING INPUT VARIABLE 35 CONTR 12.3787111 ROUND 35: MAX CORR ( 55.758976) AFTER KILLING INPUT VARIABLE 38 CONTR 23.5830985 ROUND 36: MAX CORR ( 47.5277552) AFTER KILLING INPUT VARIABLE 31 CONTR 29.1577758 LAST REMAINING VARIABLE: 20 total correlation to target: 62.8725952 % total significance: 628.725952 sigma correlations of single variables to target: variable 2: 2.94298849 % , in sigma: 29.4298849 variable 3: 7.14928 % , in sigma: 71.4928 variable 4: 14.9183895 % , in sigma: 149.183895 variable 5: 4.0978776 % , in sigma: 40.978776 variable 6: 7.37037467 % , in sigma: 73.7037467 variable 7: 5.67559134 % , in sigma: 56.7559134 variable 8: 11.2333047 % , in sigma: 112.333047 variable 9: 2.97003913 % , in sigma: 29.7003913 variable 10: 10.1707222 % , in sigma: 101.707222 variable 11: 5.03872368 % , in sigma: 50.3872368 variable 12: 7.70957312 % , in sigma: 77.0957312 variable 13: 3.03847008 % , in sigma: 30.3847008 variable 14: 5.5232062 % , in sigma: 55.232062 variable 15: 5.66126115 % , in sigma: 56.6126115 variable 16: 2.30527597 % , in sigma: 23.0527597 variable 17: 5.58831219 % , in sigma: 55.8831219 variable 18: 7.01213294 % , in sigma: 70.1213294 variable 19: 10.2733859 % , in sigma: 102.733859 variable 20: 47.5277552 % , in sigma: 475.277552 variable 21: 23.700599 % , in sigma: 237.00599 variable 22: 12.0921402 % , in sigma: 120.921402 variable 23: 11.2984286 % , in sigma: 112.984286 variable 24: 11.0818803 % , in sigma: 110.818803 variable 25: 1.90414503 % , in sigma: 19.0414503 variable 26: 1.96921483 % , in sigma: 19.6921483 variable 27: 1.60896462 % , in sigma: 16.0896462 variable 28: 2.15263139 % , in sigma: 21.5263139 variable 29: 2.99459192 % , in sigma: 29.9459192 variable 30: 1.38115898 % , in sigma: 13.8115898 variable 31: 44.5483334 % , in sigma: 445.483334 variable 32: 16.8327418 % , in sigma: 168.327418 variable 33: 11.6615293 % , in sigma: 116.615293 variable 34: 7.92355372 % , in sigma: 79.2355372 variable 35: 40.5695013 % , in sigma: 405.695013 variable 36: 1.45646972 % , in sigma: 14.5646972 variable 37: 11.00756 % , in sigma: 110.0756 variable 38: 38.8877874 % , in sigma: 388.877874 variables sorted by significance: 1 most relevant variable 20 corr 47.5277557 , in sigma: 475.277557 2 most relevant variable 31 corr 29.1577759 , in sigma: 291.577759 3 most relevant variable 38 corr 23.5830994 , in sigma: 235.830994 4 most relevant variable 35 corr 12.3787107 , in sigma: 123.787107 5 most relevant variable 36 corr 6.31816864 , in sigma: 63.1816864 6 most relevant variable 9 corr 5.69853306 , in sigma: 56.9853306 7 most relevant variable 2 corr 3.54943609 , in sigma: 35.4943609 8 most relevant variable 37 corr 3.6076231 , in sigma: 36.076231 9 most relevant variable 8 corr 3.03176737 , in sigma: 30.3176737 10 most relevant variable 18 corr 2.32802081 , in sigma: 23.2802081 11 most relevant variable 32 corr 2.08359766 , in sigma: 20.8359766 12 most relevant variable 12 corr 1.39970291 , in sigma: 13.9970291 13 most relevant variable 6 corr 1.78886664 , in sigma: 17.8886664 14 most relevant variable 5 corr 1.85185766 , in sigma: 18.5185766 15 most relevant variable 17 corr 1.3639636 , in sigma: 13.639636 16 most relevant variable 14 corr 1.34592509 , in sigma: 13.4592509 17 most relevant variable 21 corr 1.32411492 , in sigma: 13.2411492 18 most relevant variable 3 corr 0.994999528 , in sigma: 9.94999528 19 most relevant variable 15 corr 0.709864914 , in sigma: 7.09864914 20 most relevant variable 16 corr 0.62782222 , in sigma: 6.2782222 21 most relevant variable 4 corr 0.574525595 , in sigma: 5.74525595 22 most relevant variable 13 corr 0.496491969 , in sigma: 4.96491969 23 most relevant variable 7 corr 0.464557797 , in sigma: 4.64557797 24 most relevant variable 11 corr 0.437304348 , in sigma: 4.37304348 25 most relevant variable 10 corr 0.411971211 , in sigma: 4.11971211 26 most relevant variable 23 corr 0.276520669 , in sigma: 2.76520669 27 most relevant variable 22 corr 0.413381934 , in sigma: 4.13381934 28 most relevant variable 34 corr 0.339024454 , in sigma: 3.39024454 29 most relevant variable 19 corr 0.239837006 , in sigma: 2.39837006 30 most relevant variable 25 corr 0.0731321052 , in sigma: 0.731321052 31 most relevant variable 30 corr 0.177047446 , in sigma: 1.77047446 32 most relevant variable 24 corr 0.132877827 , in sigma: 1.32877827 33 most relevant variable 26 corr 0.0835231021 , in sigma: 0.835231021 34 most relevant variable 28 corr 0.0828255638 , in sigma: 0.828255638 35 most relevant variable 29 corr 0.0416369066 , in sigma: 0.416369066 36 most relevant variable 27 corr 0.0254939683 , in sigma: 0.254939683 37 most relevant variable 33 corr 0.0233736597 , in sigma: 0.233736597 global correlations between input variables: variable 2: 27.0570294 % variable 3: 86.7543146 % variable 4: 85.2825997 % variable 5: 67.0604276 % variable 6: 41.8311772 % variable 7: 61.6840234 % variable 8: 59.0740828 % variable 9: 52.9231858 % variable 10: 25.7587993 % variable 11: 64.8422389 % variable 12: 74.1075576 % variable 13: 60.4009992 % variable 14: 67.8775027 % variable 15: 82.0412933 % variable 16: 86.1219346 % variable 17: 82.2571796 % variable 18: 74.9205173 % variable 19: 77.7899803 % variable 20: 58.0921613 % variable 21: 57.5160259 % variable 22: 91.0411855 % variable 23: 96.3513776 % variable 24: 95.3948088 % variable 25: 92.6350794 % variable 26: 91.7355689 % variable 27: 84.8675109 % variable 28: 73.3637965 % variable 29: 57.2342767 % variable 30: 85.4234613 % variable 31: 62.5939631 % variable 32: 44.6748496 % variable 33: 67.268709 % variable 34: 71.6857203 % variable 35: 57.9249536 % variable 36: 84.4658227 % variable 37: 40.495585 % variable 38: 34.5083867 % significance loss when removing single variables: variable 2: corr = 3.7634945 % , sigma = 37.634945 variable 3: corr = 1.32116574 % , sigma = 13.2116574 variable 4: corr = 0.475904015 % , sigma = 4.75904015 variable 5: corr = 1.9913743 % , sigma = 19.913743 variable 6: corr = 1.74780629 % , sigma = 17.4780629 variable 7: corr = 0.466805138 % , sigma = 4.66805138 variable 8: corr = 2.98123148 % , sigma = 29.8123148 variable 9: corr = 3.88484104 % , sigma = 38.8484104 variable 10: corr = 0.41273791 % , sigma = 4.1273791 variable 11: corr = 0.42377845 % , sigma = 4.2377845 variable 12: corr = 1.4296162 % , sigma = 14.296162 variable 13: corr = 0.547563874 % , sigma = 5.47563874 variable 14: corr = 0.690133143 % , sigma = 6.90133143 variable 15: corr = 0.891858144 % , sigma = 8.91858144 variable 16: corr = 0.775067592 % , sigma = 7.75067592 variable 17: corr = 1.30693101 % , sigma = 13.0693101 variable 18: corr = 1.38127666 % , sigma = 13.8127666 variable 19: corr = 0.219767832 % , sigma = 2.19767832 variable 20: corr = 25.2541996 % , sigma = 252.541996 variable 21: corr = 1.26263044 % , sigma = 12.6263044 variable 22: corr = 0.422153379 % , sigma = 4.22153379 variable 23: corr = 0.442721332 % , sigma = 4.42721332 variable 24: corr = 0.13607087 % , sigma = 1.3607087 variable 25: corr = 0.155597087 % , sigma = 1.55597087 variable 26: corr = 0.0837165382 % , sigma = 0.837165382 variable 27: corr = 0.0251355315 % , sigma = 0.251355315 variable 28: corr = 0.0837577755 % , sigma = 0.837577755 variable 29: corr = 0.0454489427 % , sigma = 0.454489427 variable 30: corr = 0.132123096 % , sigma = 1.32123096 variable 31: corr = 15.3167558 % , sigma = 153.167558 variable 32: corr = 2.00841116 % , sigma = 20.0841116 variable 33: corr = 0.0233736601 % , sigma = 0.233736601 variable 34: corr = 0.293318119 % , sigma = 2.93318119 variable 35: corr = 12.468268 % , sigma = 124.68268 variable 36: corr = 2.90485627 % , sigma = 29.0485627 variable 37: corr = 3.56543688 % , sigma = 35.6543688 variable 38: corr = 22.3479306 % , sigma = 223.479306 Keep only 28 most significant input variables Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -1.46688855 create test 22 plots 9100/9200: 2 NVar: 29. 4946 --------- Entering internal boost mode: --------- Weightsum per Output Node: 1000000. Starting analysis with 53 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.83625889 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.52353549 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.20924687 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.04059577 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.96189177 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.61729908 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.5185436 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.39000762 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.34103429 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.24749684 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.13914394 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.06284714 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.02337551 PREPRO: (sigma of derived input)/eigenvalue # 14 : 1.00481367 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.993781745 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.9803195 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.950668812 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.910367668 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.893074393 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.887545586 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.789200068 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.760304809 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.7299667 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.669567823 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.633461893 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.602395356 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.571062684 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.545069754 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.534862041 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.488506705 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.476045638 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.469326794 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.451499999 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.434402645 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.402785689 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.367888212 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.354600251 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.317013323 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.313235253 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.255396307 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.241038427 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.179404736 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.123917632 PREPRO: (sigma of derived input)/eigenvalue # 44 : 0.089879252 PREPRO: (sigma of derived input)/eigenvalue # 45 : 0.000432676723 PREPRO: (sigma of derived input)/eigenvalue # 46 : 0.000295284204 PREPRO: (sigma of derived input)/eigenvalue # 47 : 0.000262901536 PREPRO: (sigma of derived input)/eigenvalue # 48 : 0.000118479409 PREPRO: (sigma of derived input)/eigenvalue # 49 : 6.04016179E-07 PREPRO: (sigma of derived input)/eigenvalue # 50 : 0.000166097088 PREPRO: (sigma of derived input)/eigenvalue # 51 : 0.000247540011 PREPRO: (sigma of derived input)/eigenvalue # 52 : 0.000255722203 PREPRO: (sigma of derived input)/eigenvalue # 53 : 0.000436958362 Using 43 variables out of 53 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 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 39.0 40.0 41.0 42.0 43.0 44.0 0 0.4 2.8 2.5 2.2 2.0 2.0 1.6 1.5 1.4 1.3 1.2 1.1 1.1 1.0 1.0 1.0 1.0 1.0 0.9 0.9 0.9 0.8 0.8 0.7 0.7 0.6 0.6 0.6 0.5 0.5 0.5 0.5 0.5 0.5 0.4 0.4 0.4 0.4 0.3 0.3 0.3 0.2 0.2 0.1 1 100.0 12.6 8.7 4.1 3.6 12.1 -8.5 32.3 -18.4 9.8 -12.9 6.2 -4.8 -2.7 2.0 3.5 -5.1 8.6 2.3 6.0 -3.3 -2.4 0.5 0.5 1.2 2.4 -2.2 -0.4 6.4 5.5 0.1 -1.3 -1.8 4.0 0.8 -0.5 5.9 -2.6 2.2 2.6 -1.9 -2.4 -3.6 -0.1 2 12.6 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 8.7 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 0.0 0.0 0.0 0.0 0.0 0.0 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 4.1 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 0.0 0.0 0.0 0.0 0.0 0.0 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 3.6 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 12.1 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 0.0 0.0 0.0 0.0 0.0 0.0 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 -8.5 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 0.0 0.0 0.0 0.0 0.0 0.0 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 32.3 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 0.0 0.0 0.0 0.0 0.0 0.0 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 -18.4 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 0.0 0.0 0.0 0.0 0.0 0.0 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 9.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 -12.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 12 6.2 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 0.0 0.0 0.0 0.0 0.0 0.0 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 -4.8 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 0.0 0.0 0.0 0.0 0.0 0.0 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 -2.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 0.0 0.0 0.0 0.0 0.0 0.0 15 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 0.0 0.0 0.0 0.0 0.0 16 3.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 0.0 0.0 0.0 0.0 0.0 0.0 17 -5.1 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 0.0 100.0 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 0.0 0.0 0.0 18 8.6 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 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 20 6.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 21 -3.3 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 0.0 100.0 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 22 -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 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 23 0.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 0.0 0.0 0.0 0.0 0.0 0.0 24 0.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 0.0 0.0 0.0 0.0 0.0 0.0 25 1.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 26 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 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 27 -2.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 28 -0.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 29 6.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 30 5.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 0.0 0.0 31 0.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 32 -1.3 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 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 33 -1.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 34 4.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 35 0.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 36 -0.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 37 5.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 38 -2.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 39 2.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 40 2.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 41 -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 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 42 -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 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 43 -3.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 44 -0.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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) 50.5346309 PREPRO: MEAN( 1)= -0.934462 WIDTH 0.126780897 PREPRO: MEAN( 2)= 1.66907981E-08 WIDTH 8.04436089 PREPRO: MEAN( 3)= 1.92454275E-07 WIDTH 6.36823148 PREPRO: MEAN( 4)= -5.45776561E-08 WIDTH 4.88077091 PREPRO: MEAN( 5)= -5.87028116E-08 WIDTH 4.16403244 PREPRO: MEAN( 6)= -1.19627435E-08 WIDTH 3.84902049 PREPRO: MEAN( 7)= 1.26602488E-07 WIDTH 2.61565509 PREPRO: MEAN( 8)= -5.28856553E-08 WIDTH 2.30597472 PREPRO: MEAN( 9)= -5.34428917E-08 WIDTH 1.93212188 PREPRO: MEAN( 10)= 1.10735212E-07 WIDTH 1.79837275 PREPRO: MEAN( 11)= -8.56461041E-08 WIDTH 1.5562482 PREPRO: MEAN( 12)= -6.85554226E-08 WIDTH 1.29764937 PREPRO: MEAN( 13)= -9.57726687E-09 WIDTH 1.12964418 PREPRO: MEAN( 14)= 1.03400983E-08 WIDTH 1.0472972 PREPRO: MEAN( 15)= -3.8869556E-08 WIDTH 1.00965044 PREPRO: MEAN( 16)= 1.10958568E-08 WIDTH 0.987602152 PREPRO: MEAN( 17)= -2.01704986E-08 WIDTH 0.961026596 PREPRO: MEAN( 18)= -3.54542471E-08 WIDTH 0.903770468 PREPRO: MEAN( 19)= -3.41219716E-08 WIDTH 0.828769412 PREPRO: MEAN( 20)= 3.1778276E-08 WIDTH 0.797581687 PREPRO: MEAN( 21)= -5.77992946E-08 WIDTH 0.787737044 PREPRO: MEAN( 22)= 2.16455758E-08 WIDTH 0.622836707 PREPRO: MEAN( 23)= -1.3510365E-08 WIDTH 0.578063451 PREPRO: MEAN( 24)= -4.16016206E-08 WIDTH 0.532851491 PREPRO: MEAN( 25)= 1.20322295E-08 WIDTH 0.448320984 PREPRO: MEAN( 26)= -1.6038225E-08 WIDTH 0.401273819 PREPRO: MEAN( 27)= 2.13377599E-08 WIDTH 0.362880172 PREPRO: MEAN( 28)= -5.85421473E-08 WIDTH 0.326112552 PREPRO: MEAN( 29)= -5.08458186E-08 WIDTH 0.29710104 PREPRO: MEAN( 30)= 5.20572737E-08 WIDTH 0.286077431 PREPRO: MEAN( 31)= -5.40039595E-09 WIDTH 0.238638782 PREPRO: MEAN( 32)= 4.84661218E-08 WIDTH 0.226619298 PREPRO: MEAN( 33)= -2.91109458E-09 WIDTH 0.220267612 PREPRO: MEAN( 34)= 2.34591961E-08 WIDTH 0.203852211 PREPRO: MEAN( 35)= -7.13350251E-10 WIDTH 0.188705647 PREPRO: MEAN( 36)= 5.78465597E-08 WIDTH 0.162236284 PREPRO: MEAN( 37)= 2.82676518E-09 WIDTH 0.135341677 PREPRO: MEAN( 38)= -4.0868883E-08 WIDTH 0.125741241 PREPRO: MEAN( 39)= -7.55501632E-09 WIDTH 0.100497423 PREPRO: MEAN( 40)= -7.06200302E-09 WIDTH 0.0981162178 PREPRO: MEAN( 41)= -2.87990551E-10 WIDTH 0.0652272112 PREPRO: MEAN( 42)= 2.26516356E-08 WIDTH 0.0580994777 PREPRO: MEAN( 43)= 1.12246363E-08 WIDTH 0.032185986 PREPRO: MEAN( 44)= 9.60096787E-09 WIDTH 0.0153554906 ------------------------------------- Teacher: actual network topology: Nodes(1) = 44 Nodes(2) = 44 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 202.480057 sigma out 44 active outputs RANK 2 NODE 2 --> 125.984978 sigma out 44 active outputs RANK 3 NODE 5 --> 103.042 sigma out 44 active outputs RANK 4 NODE 8 --> 96.9306946 sigma out 44 active outputs RANK 5 NODE 9 --> 90.1836319 sigma out 44 active outputs RANK 6 NODE 6 --> 84.4650803 sigma out 44 active outputs RANK 7 NODE 4 --> 79.3016434 sigma out 44 active outputs RANK 8 NODE 3 --> 78.9803238 sigma out 44 active outputs RANK 9 NODE 7 --> 78.7144241 sigma out 44 active outputs RANK 10 NODE 18 --> 78.6974258 sigma out 44 active outputs RANK 11 NODE 11 --> 70.1960983 sigma out 44 active outputs RANK 12 NODE 29 --> 70.0189743 sigma out 44 active outputs RANK 13 NODE 20 --> 65.7902832 sigma out 44 active outputs RANK 14 NODE 15 --> 65.1457062 sigma out 44 active outputs RANK 15 NODE 30 --> 64.8984756 sigma out 44 active outputs RANK 16 NODE 33 --> 64.229538 sigma out 44 active outputs RANK 17 NODE 16 --> 63.1684799 sigma out 44 active outputs RANK 18 NODE 23 --> 62.7358437 sigma out 44 active outputs RANK 19 NODE 13 --> 62.2481003 sigma out 44 active outputs RANK 20 NODE 19 --> 61.6288452 sigma out 44 active outputs RANK 21 NODE 37 --> 61.0698242 sigma out 44 active outputs RANK 22 NODE 12 --> 60.9881477 sigma out 44 active outputs RANK 23 NODE 40 --> 60.5447922 sigma out 44 active outputs RANK 24 NODE 36 --> 60.5191269 sigma out 44 active outputs RANK 25 NODE 17 --> 60.3292274 sigma out 44 active outputs RANK 26 NODE 34 --> 59.3412361 sigma out 44 active outputs RANK 27 NODE 28 --> 59.1275253 sigma out 44 active outputs RANK 28 NODE 39 --> 58.6713638 sigma out 44 active outputs RANK 29 NODE 10 --> 58.5667648 sigma out 44 active outputs RANK 30 NODE 43 --> 58.4857941 sigma out 44 active outputs RANK 31 NODE 21 --> 58.0217323 sigma out 44 active outputs RANK 32 NODE 32 --> 57.5519638 sigma out 44 active outputs RANK 33 NODE 25 --> 57.4039116 sigma out 44 active outputs RANK 34 NODE 22 --> 56.7670288 sigma out 44 active outputs RANK 35 NODE 26 --> 56.69767 sigma out 44 active outputs RANK 36 NODE 27 --> 56.6701355 sigma out 44 active outputs RANK 37 NODE 41 --> 54.5936546 sigma out 44 active outputs RANK 38 NODE 38 --> 54.5611191 sigma out 44 active outputs RANK 39 NODE 24 --> 50.8544731 sigma out 44 active outputs RANK 40 NODE 31 --> 50.1268196 sigma out 44 active outputs RANK 41 NODE 35 --> 50.074295 sigma out 44 active outputs RANK 42 NODE 44 --> 47.378727 sigma out 44 active outputs RANK 43 NODE 14 --> 45.9860992 sigma out 44 active outputs RANK 44 NODE 42 --> 43.4173622 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 197.425491 sigma in 44act. ( 267.797638 sig out 1act.) RANK 2 NODE 34 --> 107.22731 sigma in 44act. ( 144.7341 sig out 1act.) RANK 3 NODE 33 --> 104.199699 sigma in 44act. ( 126.171036 sig out 1act.) RANK 4 NODE 29 --> 96.0920563 sigma in 44act. ( 114.886108 sig out 1act.) RANK 5 NODE 37 --> 95.2978592 sigma in 44act. ( 132.125381 sig out 1act.) RANK 6 NODE 40 --> 94.7018738 sigma in 44act. ( 118.428154 sig out 1act.) RANK 7 NODE 6 --> 94.1025696 sigma in 44act. ( 113.796318 sig out 1act.) RANK 8 NODE 36 --> 85.0995331 sigma in 44act. ( 105.029663 sig out 1act.) RANK 9 NODE 27 --> 84.0277023 sigma in 44act. ( 96.3744507 sig out 1act.) RANK 10 NODE 18 --> 80.0588074 sigma in 44act. ( 110.107376 sig out 1act.) RANK 11 NODE 7 --> 75.8100739 sigma in 44act. ( 91.8138046 sig out 1act.) RANK 12 NODE 10 --> 73.7083893 sigma in 44act. ( 67.9503326 sig out 1act.) RANK 13 NODE 32 --> 71.8311996 sigma in 44act. ( 92.389183 sig out 1act.) RANK 14 NODE 9 --> 68.9614487 sigma in 44act. ( 18.1190815 sig out 1act.) RANK 15 NODE 3 --> 68.5006332 sigma in 44act. ( 74.1591568 sig out 1act.) RANK 16 NODE 31 --> 66.2224045 sigma in 44act. ( 55.3464012 sig out 1act.) RANK 17 NODE 22 --> 64.5255508 sigma in 44act. ( 61.2602615 sig out 1act.) RANK 18 NODE 2 --> 63.121212 sigma in 44act. ( 7.21310186 sig out 1act.) RANK 19 NODE 35 --> 62.2850227 sigma in 44act. ( 48.0029716 sig out 1act.) RANK 20 NODE 12 --> 62.1594391 sigma in 44act. ( 62.6116486 sig out 1act.) RANK 21 NODE 15 --> 61.6210938 sigma in 44act. ( 6.98304987 sig out 1act.) RANK 22 NODE 5 --> 61.0945358 sigma in 44act. ( 27.8231087 sig out 1act.) RANK 23 NODE 44 --> 59.8339081 sigma in 44act. ( 37.280098 sig out 1act.) RANK 24 NODE 25 --> 59.5347519 sigma in 44act. ( 0.564166486 sig out 1act.) RANK 25 NODE 13 --> 59.3853493 sigma in 44act. ( 45.9097862 sig out 1act.) RANK 26 NODE 41 --> 57.3705368 sigma in 44act. ( 9.05242634 sig out 1act.) RANK 27 NODE 39 --> 56.809803 sigma in 44act. ( 19.7675095 sig out 1act.) RANK 28 NODE 28 --> 56.7026558 sigma in 44act. ( 54.0229149 sig out 1act.) RANK 29 NODE 8 --> 56.4832344 sigma in 44act. ( 50.6404877 sig out 1act.) RANK 30 NODE 42 --> 55.6857185 sigma in 44act. ( 19.3616943 sig out 1act.) RANK 31 NODE 19 --> 55.2742577 sigma in 44act. ( 38.7211075 sig out 1act.) RANK 32 NODE 17 --> 54.8604279 sigma in 44act. ( 67.7907028 sig out 1act.) RANK 33 NODE 26 --> 53.8898926 sigma in 44act. ( 21.9987202 sig out 1act.) RANK 34 NODE 24 --> 53.0646019 sigma in 44act. ( 19.7193108 sig out 1act.) RANK 35 NODE 11 --> 52.5117607 sigma in 44act. ( 1.09033704 sig out 1act.) RANK 36 NODE 38 --> 51.6678276 sigma in 44act. ( 0.618225634 sig out 1act.) RANK 37 NODE 23 --> 51.5740242 sigma in 44act. ( 6.95955372 sig out 1act.) RANK 38 NODE 14 --> 51.3123055 sigma in 44act. ( 8.27798748 sig out 1act.) RANK 39 NODE 20 --> 50.9423637 sigma in 44act. ( 11.0552197 sig out 1act.) RANK 40 NODE 1 --> 49.3166618 sigma in 44act. ( 5.38305998 sig out 1act.) RANK 41 NODE 16 --> 47.8182602 sigma in 44act. ( 61.7168198 sig out 1act.) RANK 42 NODE 21 --> 47.1383705 sigma in 44act. ( 2.53062725 sig out 1act.) RANK 43 NODE 43 --> 45.2875137 sigma in 44act. ( 21.3317928 sig out 1act.) RANK 44 NODE 30 --> 44.9300957 sigma in 44act. ( 23.0036831 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 267.797638 sigma out 1act.( 197.425491 sig in 44act.) RANK 2 NODE 34 --> 144.7341 sigma out 1act.( 107.22731 sig in 44act.) RANK 3 NODE 37 --> 132.125381 sigma out 1act.( 95.2978592 sig in 44act.) RANK 4 NODE 33 --> 126.171036 sigma out 1act.( 104.199699 sig in 44act.) RANK 5 NODE 40 --> 118.428154 sigma out 1act.( 94.7018738 sig in 44act.) RANK 6 NODE 29 --> 114.886108 sigma out 1act.( 96.0920563 sig in 44act.) RANK 7 NODE 6 --> 113.796318 sigma out 1act.( 94.1025696 sig in 44act.) RANK 8 NODE 18 --> 110.107376 sigma out 1act.( 80.0588074 sig in 44act.) RANK 9 NODE 36 --> 105.029663 sigma out 1act.( 85.0995331 sig in 44act.) RANK 10 NODE 27 --> 96.3744507 sigma out 1act.( 84.0277023 sig in 44act.) RANK 11 NODE 32 --> 92.389183 sigma out 1act.( 71.8311996 sig in 44act.) RANK 12 NODE 7 --> 91.8138046 sigma out 1act.( 75.8100739 sig in 44act.) RANK 13 NODE 3 --> 74.1591568 sigma out 1act.( 68.5006332 sig in 44act.) RANK 14 NODE 10 --> 67.9503326 sigma out 1act.( 73.7083893 sig in 44act.) RANK 15 NODE 17 --> 67.7907028 sigma out 1act.( 54.8604279 sig in 44act.) RANK 16 NODE 12 --> 62.6116486 sigma out 1act.( 62.1594391 sig in 44act.) RANK 17 NODE 16 --> 61.7168198 sigma out 1act.( 47.8182602 sig in 44act.) RANK 18 NODE 22 --> 61.2602615 sigma out 1act.( 64.5255508 sig in 44act.) RANK 19 NODE 31 --> 55.3464012 sigma out 1act.( 66.2224045 sig in 44act.) RANK 20 NODE 28 --> 54.0229149 sigma out 1act.( 56.7026558 sig in 44act.) RANK 21 NODE 8 --> 50.6404877 sigma out 1act.( 56.4832344 sig in 44act.) RANK 22 NODE 35 --> 48.0029716 sigma out 1act.( 62.2850227 sig in 44act.) RANK 23 NODE 13 --> 45.9097862 sigma out 1act.( 59.3853493 sig in 44act.) RANK 24 NODE 19 --> 38.7211075 sigma out 1act.( 55.2742577 sig in 44act.) RANK 25 NODE 44 --> 37.280098 sigma out 1act.( 59.8339081 sig in 44act.) RANK 26 NODE 5 --> 27.8231087 sigma out 1act.( 61.0945358 sig in 44act.) RANK 27 NODE 30 --> 23.0036831 sigma out 1act.( 44.9300957 sig in 44act.) RANK 28 NODE 26 --> 21.9987202 sigma out 1act.( 53.8898926 sig in 44act.) RANK 29 NODE 43 --> 21.3317928 sigma out 1act.( 45.2875137 sig in 44act.) RANK 30 NODE 39 --> 19.7675095 sigma out 1act.( 56.809803 sig in 44act.) RANK 31 NODE 24 --> 19.7193108 sigma out 1act.( 53.0646019 sig in 44act.) RANK 32 NODE 42 --> 19.3616943 sigma out 1act.( 55.6857185 sig in 44act.) RANK 33 NODE 9 --> 18.1190815 sigma out 1act.( 68.9614487 sig in 44act.) RANK 34 NODE 20 --> 11.0552197 sigma out 1act.( 50.9423637 sig in 44act.) RANK 35 NODE 41 --> 9.05242634 sigma out 1act.( 57.3705368 sig in 44act.) RANK 36 NODE 14 --> 8.27798748 sigma out 1act.( 51.3123055 sig in 44act.) RANK 37 NODE 2 --> 7.21310186 sigma out 1act.( 63.121212 sig in 44act.) RANK 38 NODE 15 --> 6.98304987 sigma out 1act.( 61.6210938 sig in 44act.) RANK 39 NODE 23 --> 6.95955372 sigma out 1act.( 51.5740242 sig in 44act.) RANK 40 NODE 1 --> 5.38305998 sigma out 1act.( 49.3166618 sig in 44act.) RANK 41 NODE 21 --> 2.53062725 sigma out 1act.( 47.1383705 sig in 44act.) RANK 42 NODE 11 --> 1.09033704 sigma out 1act.( 52.5117607 sig in 44act.) RANK 43 NODE 38 --> 0.618225634 sigma out 1act.( 51.6678276 sig in 44act.) RANK 44 NODE 25 --> 0.564166486 sigma out 1act.( 59.5347519 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 511.710632 sigma in 44 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 209.693481 sigma out 44 active outputs RANK 2 NODE 2 --> 110.715111 sigma out 44 active outputs RANK 3 NODE 8 --> 94.5297241 sigma out 44 active outputs RANK 4 NODE 5 --> 80.139679 sigma out 44 active outputs RANK 5 NODE 3 --> 73.7764053 sigma out 44 active outputs RANK 6 NODE 6 --> 66.3553848 sigma out 44 active outputs RANK 7 NODE 9 --> 60.7600517 sigma out 44 active outputs RANK 8 NODE 18 --> 58.8877983 sigma out 44 active outputs RANK 9 NODE 7 --> 55.3711891 sigma out 44 active outputs RANK 10 NODE 11 --> 51.1885605 sigma out 44 active outputs RANK 11 NODE 4 --> 48.2333641 sigma out 44 active outputs RANK 12 NODE 15 --> 45.5638161 sigma out 44 active outputs RANK 13 NODE 16 --> 39.7761574 sigma out 44 active outputs RANK 14 NODE 12 --> 37.8239021 sigma out 44 active outputs RANK 15 NODE 13 --> 37.7878799 sigma out 44 active outputs RANK 16 NODE 29 --> 36.2609901 sigma out 44 active outputs RANK 17 NODE 20 --> 32.7209167 sigma out 44 active outputs RANK 18 NODE 10 --> 31.9879971 sigma out 44 active outputs RANK 19 NODE 23 --> 27.9756298 sigma out 44 active outputs RANK 20 NODE 21 --> 27.7017345 sigma out 44 active outputs RANK 21 NODE 14 --> 27.1504536 sigma out 44 active outputs RANK 22 NODE 17 --> 26.6189384 sigma out 44 active outputs RANK 23 NODE 30 --> 23.128788 sigma out 44 active outputs RANK 24 NODE 25 --> 21.6136665 sigma out 44 active outputs RANK 25 NODE 19 --> 21.2195721 sigma out 44 active outputs RANK 26 NODE 22 --> 20.8323154 sigma out 44 active outputs RANK 27 NODE 28 --> 19.9486504 sigma out 44 active outputs RANK 28 NODE 40 --> 19.6899815 sigma out 44 active outputs RANK 29 NODE 26 --> 19.6114674 sigma out 44 active outputs RANK 30 NODE 27 --> 19.5574818 sigma out 44 active outputs RANK 31 NODE 24 --> 18.9209042 sigma out 44 active outputs RANK 32 NODE 33 --> 16.7666931 sigma out 44 active outputs RANK 33 NODE 32 --> 16.603344 sigma out 44 active outputs RANK 34 NODE 39 --> 16.3154945 sigma out 44 active outputs RANK 35 NODE 34 --> 15.9790421 sigma out 44 active outputs RANK 36 NODE 37 --> 15.5294704 sigma out 44 active outputs RANK 37 NODE 36 --> 13.0045919 sigma out 44 active outputs RANK 38 NODE 31 --> 12.3780365 sigma out 44 active outputs RANK 39 NODE 38 --> 11.7901268 sigma out 44 active outputs RANK 40 NODE 35 --> 10.1379595 sigma out 44 active outputs RANK 41 NODE 43 --> 7.9295578 sigma out 44 active outputs RANK 42 NODE 41 --> 6.39944553 sigma out 44 active outputs RANK 43 NODE 42 --> 6.34937191 sigma out 44 active outputs RANK 44 NODE 44 --> 3.1238153 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 186.053192 sigma in 44act. ( 154.246384 sig out 1act.) RANK 2 NODE 33 --> 99.0533981 sigma in 44act. ( 65.5898514 sig out 1act.) RANK 3 NODE 40 --> 92.5369644 sigma in 44act. ( 50.8256073 sig out 1act.) RANK 4 NODE 34 --> 87.3872452 sigma in 44act. ( 81.1148453 sig out 1act.) RANK 5 NODE 29 --> 83.3764954 sigma in 44act. ( 52.6020699 sig out 1act.) RANK 6 NODE 6 --> 82.0862579 sigma in 44act. ( 49.9277229 sig out 1act.) RANK 7 NODE 36 --> 77.0366745 sigma in 44act. ( 55.3294716 sig out 1act.) RANK 8 NODE 37 --> 76.7513657 sigma in 44act. ( 70.9506912 sig out 1act.) RANK 9 NODE 18 --> 62.1518555 sigma in 44act. ( 57.5592194 sig out 1act.) RANK 10 NODE 7 --> 61.6539268 sigma in 44act. ( 45.6690521 sig out 1act.) RANK 11 NODE 27 --> 56.7117767 sigma in 44act. ( 52.142067 sig out 1act.) RANK 12 NODE 32 --> 51.8792725 sigma in 44act. ( 51.4537201 sig out 1act.) RANK 13 NODE 3 --> 45.4219055 sigma in 44act. ( 39.5607719 sig out 1act.) RANK 14 NODE 22 --> 42.3224106 sigma in 44act. ( 30.1825752 sig out 1act.) RANK 15 NODE 10 --> 39.2777367 sigma in 44act. ( 39.3194427 sig out 1act.) RANK 16 NODE 17 --> 38.2849464 sigma in 44act. ( 33.7784348 sig out 1act.) RANK 17 NODE 16 --> 33.329319 sigma in 44act. ( 32.8282814 sig out 1act.) RANK 18 NODE 28 --> 31.9602871 sigma in 44act. ( 29.4273624 sig out 1act.) RANK 19 NODE 12 --> 31.4274025 sigma in 44act. ( 35.9474525 sig out 1act.) RANK 20 NODE 8 --> 30.108532 sigma in 44act. ( 26.400774 sig out 1act.) RANK 21 NODE 13 --> 28.787281 sigma in 44act. ( 21.8004169 sig out 1act.) RANK 22 NODE 35 --> 25.002985 sigma in 44act. ( 25.8508911 sig out 1act.) RANK 23 NODE 19 --> 24.3374386 sigma in 44act. ( 17.8761616 sig out 1act.) RANK 24 NODE 31 --> 24.2482395 sigma in 44act. ( 35.0031815 sig out 1act.) RANK 25 NODE 44 --> 19.3109474 sigma in 44act. ( 21.2964859 sig out 1act.) RANK 26 NODE 30 --> 13.6053438 sigma in 44act. ( 11.5811529 sig out 1act.) RANK 27 NODE 24 --> 13.5800076 sigma in 44act. ( 9.78954601 sig out 1act.) RANK 28 NODE 26 --> 13.4442644 sigma in 44act. ( 11.1314754 sig out 1act.) RANK 29 NODE 39 --> 12.6206684 sigma in 44act. ( 10.4367113 sig out 1act.) RANK 30 NODE 9 --> 12.5945063 sigma in 44act. ( 9.74420643 sig out 1act.) RANK 31 NODE 5 --> 12.0867205 sigma in 44act. ( 18.9569225 sig out 1act.) RANK 32 NODE 43 --> 11.6680622 sigma in 44act. ( 11.2115641 sig out 1act.) RANK 33 NODE 42 --> 11.2445726 sigma in 44act. ( 11.6424675 sig out 1act.) RANK 34 NODE 20 --> 7.96851873 sigma in 44act. ( 5.48930216 sig out 1act.) RANK 35 NODE 2 --> 7.77079964 sigma in 44act. ( 3.75006318 sig out 1act.) RANK 36 NODE 41 --> 7.75240135 sigma in 44act. ( 4.74265337 sig out 1act.) RANK 37 NODE 15 --> 7.71111584 sigma in 44act. ( 4.35706997 sig out 1act.) RANK 38 NODE 14 --> 6.61691618 sigma in 44act. ( 4.46388865 sig out 1act.) RANK 39 NODE 23 --> 6.18489027 sigma in 44act. ( 3.45286226 sig out 1act.) RANK 40 NODE 1 --> 6.02067041 sigma in 44act. ( 2.70677352 sig out 1act.) RANK 41 NODE 25 --> 5.668787 sigma in 44act. ( 0.260652572 sig out 1act.) RANK 42 NODE 21 --> 5.5796442 sigma in 44act. ( 1.51641011 sig out 1act.) RANK 43 NODE 11 --> 5.18895292 sigma in 44act. ( 0.535104156 sig out 1act.) RANK 44 NODE 38 --> 4.73846865 sigma in 44act. ( 0.321979821 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 154.246384 sigma out 1act.( 186.053192 sig in 44act.) RANK 2 NODE 34 --> 81.1148453 sigma out 1act.( 87.3872452 sig in 44act.) RANK 3 NODE 37 --> 70.9506912 sigma out 1act.( 76.7513657 sig in 44act.) RANK 4 NODE 33 --> 65.5898514 sigma out 1act.( 99.0533981 sig in 44act.) RANK 5 NODE 18 --> 57.5592194 sigma out 1act.( 62.1518555 sig in 44act.) RANK 6 NODE 36 --> 55.3294716 sigma out 1act.( 77.0366745 sig in 44act.) RANK 7 NODE 29 --> 52.6020699 sigma out 1act.( 83.3764954 sig in 44act.) RANK 8 NODE 27 --> 52.142067 sigma out 1act.( 56.7117767 sig in 44act.) RANK 9 NODE 32 --> 51.4537201 sigma out 1act.( 51.8792725 sig in 44act.) RANK 10 NODE 40 --> 50.8256073 sigma out 1act.( 92.5369644 sig in 44act.) RANK 11 NODE 6 --> 49.9277229 sigma out 1act.( 82.0862579 sig in 44act.) RANK 12 NODE 7 --> 45.6690521 sigma out 1act.( 61.6539268 sig in 44act.) RANK 13 NODE 3 --> 39.5607719 sigma out 1act.( 45.4219055 sig in 44act.) RANK 14 NODE 10 --> 39.3194427 sigma out 1act.( 39.2777367 sig in 44act.) RANK 15 NODE 12 --> 35.9474525 sigma out 1act.( 31.4274025 sig in 44act.) RANK 16 NODE 31 --> 35.0031815 sigma out 1act.( 24.2482395 sig in 44act.) RANK 17 NODE 17 --> 33.7784348 sigma out 1act.( 38.2849464 sig in 44act.) RANK 18 NODE 16 --> 32.8282814 sigma out 1act.( 33.329319 sig in 44act.) RANK 19 NODE 22 --> 30.1825752 sigma out 1act.( 42.3224106 sig in 44act.) RANK 20 NODE 28 --> 29.4273624 sigma out 1act.( 31.9602871 sig in 44act.) RANK 21 NODE 8 --> 26.400774 sigma out 1act.( 30.108532 sig in 44act.) RANK 22 NODE 35 --> 25.8508911 sigma out 1act.( 25.002985 sig in 44act.) RANK 23 NODE 13 --> 21.8004169 sigma out 1act.( 28.787281 sig in 44act.) RANK 24 NODE 44 --> 21.2964859 sigma out 1act.( 19.3109474 sig in 44act.) RANK 25 NODE 5 --> 18.9569225 sigma out 1act.( 12.0867205 sig in 44act.) RANK 26 NODE 19 --> 17.8761616 sigma out 1act.( 24.3374386 sig in 44act.) RANK 27 NODE 42 --> 11.6424675 sigma out 1act.( 11.2445726 sig in 44act.) RANK 28 NODE 30 --> 11.5811529 sigma out 1act.( 13.6053438 sig in 44act.) RANK 29 NODE 43 --> 11.2115641 sigma out 1act.( 11.6680622 sig in 44act.) RANK 30 NODE 26 --> 11.1314754 sigma out 1act.( 13.4442644 sig in 44act.) RANK 31 NODE 39 --> 10.4367113 sigma out 1act.( 12.6206684 sig in 44act.) RANK 32 NODE 24 --> 9.78954601 sigma out 1act.( 13.5800076 sig in 44act.) RANK 33 NODE 9 --> 9.74420643 sigma out 1act.( 12.5945063 sig in 44act.) RANK 34 NODE 20 --> 5.48930216 sigma out 1act.( 7.96851873 sig in 44act.) RANK 35 NODE 41 --> 4.74265337 sigma out 1act.( 7.75240135 sig in 44act.) RANK 36 NODE 14 --> 4.46388865 sigma out 1act.( 6.61691618 sig in 44act.) RANK 37 NODE 15 --> 4.35706997 sigma out 1act.( 7.71111584 sig in 44act.) RANK 38 NODE 2 --> 3.75006318 sigma out 1act.( 7.77079964 sig in 44act.) RANK 39 NODE 23 --> 3.45286226 sigma out 1act.( 6.18489027 sig in 44act.) RANK 40 NODE 1 --> 2.70677352 sigma out 1act.( 6.02067041 sig in 44act.) RANK 41 NODE 21 --> 1.51641011 sigma out 1act.( 5.5796442 sig in 44act.) RANK 42 NODE 11 --> 0.535104156 sigma out 1act.( 5.18895292 sig in 44act.) RANK 43 NODE 38 --> 0.321979821 sigma out 1act.( 4.73846865 sig in 44act.) RANK 44 NODE 25 --> 0.260652572 sigma out 1act.( 5.668787 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 273.7164 sigma in 44 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.579627573 *** contribution from regularisation: 0.000843735819 *** contribution from error: -0.580471337 *** contribution from DIAG: 1.46899565E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.630809963 *** contribution from regularisation: 0.0027623612 *** contribution from error: -0.63357234 *** contribution from DIAG: 1.04659212E-05 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.634802401 *** contribution from regularisation: 0.00195872271 *** contribution from error: -0.636761129 *** contribution from DIAG: 1.54561003E-05 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.635543168 *** contribution from regularisation: 0.00237560505 *** contribution from error: -0.63791877 *** contribution from DIAG: 1.20192472E-05 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.636255085 *** contribution from regularisation: 0.00227726158 *** contribution from error: -0.638532341 *** contribution from DIAG: 1.04149467E-05 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.636633694 *** contribution from regularisation: 0.00233358401 *** contribution from error: -0.638967276 *** contribution from DIAG: 9.39665097E-06 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.636993349 *** contribution from regularisation: 0.00232461747 *** contribution from error: -0.639317989 *** contribution from DIAG: 8.42764439E-06 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.637251616 *** contribution from regularisation: 0.00233781314 *** contribution from error: -0.639589429 *** contribution from DIAG: 7.7767736E-06 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.637463808 *** contribution from regularisation: 0.00234196405 *** contribution from error: -0.639805794 *** contribution from DIAG: 7.20640173E-06 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 250.954041 sigma out 44 active outputs RANK 2 NODE 8 --> 119.157402 sigma out 44 active outputs RANK 3 NODE 2 --> 118.324684 sigma out 44 active outputs RANK 4 NODE 3 --> 88.858963 sigma out 44 active outputs RANK 5 NODE 5 --> 85.3495483 sigma out 44 active outputs RANK 6 NODE 6 --> 73.7752457 sigma out 44 active outputs RANK 7 NODE 9 --> 71.3678513 sigma out 44 active outputs RANK 8 NODE 18 --> 66.5118637 sigma out 44 active outputs RANK 9 NODE 7 --> 61.3058586 sigma out 44 active outputs RANK 10 NODE 11 --> 57.7434921 sigma out 44 active outputs RANK 11 NODE 15 --> 53.1551323 sigma out 44 active outputs RANK 12 NODE 4 --> 51.3611603 sigma out 44 active outputs RANK 13 NODE 16 --> 44.2582779 sigma out 44 active outputs RANK 14 NODE 13 --> 43.0375824 sigma out 44 active outputs RANK 15 NODE 12 --> 40.5765038 sigma out 44 active outputs RANK 16 NODE 29 --> 39.5343399 sigma out 44 active outputs RANK 17 NODE 10 --> 36.954586 sigma out 44 active outputs RANK 18 NODE 20 --> 35.8073273 sigma out 44 active outputs RANK 19 NODE 23 --> 31.2321548 sigma out 44 active outputs RANK 20 NODE 21 --> 31.1278114 sigma out 44 active outputs RANK 21 NODE 17 --> 31.0714569 sigma out 44 active outputs RANK 22 NODE 14 --> 30.3416805 sigma out 44 active outputs RANK 23 NODE 30 --> 26.2700653 sigma out 44 active outputs RANK 24 NODE 25 --> 25.1049595 sigma out 44 active outputs RANK 25 NODE 40 --> 23.3162613 sigma out 44 active outputs RANK 26 NODE 28 --> 23.0832424 sigma out 44 active outputs RANK 27 NODE 26 --> 22.5705547 sigma out 44 active outputs RANK 28 NODE 22 --> 22.5104504 sigma out 44 active outputs RANK 29 NODE 19 --> 22.4248619 sigma out 44 active outputs RANK 30 NODE 27 --> 22.3195477 sigma out 44 active outputs RANK 31 NODE 24 --> 21.5081081 sigma out 44 active outputs RANK 32 NODE 39 --> 20.6628513 sigma out 44 active outputs RANK 33 NODE 33 --> 19.196909 sigma out 44 active outputs RANK 34 NODE 32 --> 19.1948528 sigma out 44 active outputs RANK 35 NODE 34 --> 18.6959 sigma out 44 active outputs RANK 36 NODE 37 --> 17.7493992 sigma out 44 active outputs RANK 37 NODE 36 --> 15.4898472 sigma out 44 active outputs RANK 38 NODE 38 --> 14.5201797 sigma out 44 active outputs RANK 39 NODE 31 --> 14.338541 sigma out 44 active outputs RANK 40 NODE 43 --> 12.7696953 sigma out 44 active outputs RANK 41 NODE 35 --> 11.4720573 sigma out 44 active outputs RANK 42 NODE 41 --> 10.2823391 sigma out 44 active outputs RANK 43 NODE 42 --> 9.45054722 sigma out 44 active outputs RANK 44 NODE 44 --> 5.6366396 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 196.583572 sigma in 44act. ( 159.043518 sig out 1act.) RANK 2 NODE 40 --> 118.332718 sigma in 44act. ( 61.3375359 sig out 1act.) RANK 3 NODE 33 --> 115.668076 sigma in 44act. ( 72.1377258 sig out 1act.) RANK 4 NODE 29 --> 102.169106 sigma in 44act. ( 58.576889 sig out 1act.) RANK 5 NODE 6 --> 96.6993637 sigma in 44act. ( 56.933506 sig out 1act.) RANK 6 NODE 36 --> 94.2578812 sigma in 44act. ( 63.208313 sig out 1act.) RANK 7 NODE 34 --> 92.5936661 sigma in 44act. ( 82.3125153 sig out 1act.) RANK 8 NODE 37 --> 83.0307693 sigma in 44act. ( 72.415329 sig out 1act.) RANK 9 NODE 7 --> 75.5524139 sigma in 44act. ( 50.9764748 sig out 1act.) RANK 10 NODE 18 --> 72.1074524 sigma in 44act. ( 62.7017555 sig out 1act.) RANK 11 NODE 27 --> 67.0352478 sigma in 44act. ( 56.6910629 sig out 1act.) RANK 12 NODE 32 --> 60.9800682 sigma in 44act. ( 54.1694183 sig out 1act.) RANK 13 NODE 3 --> 55.0155869 sigma in 44act. ( 47.4236221 sig out 1act.) RANK 14 NODE 22 --> 52.1479416 sigma in 44act. ( 33.5559769 sig out 1act.) RANK 15 NODE 10 --> 47.1499176 sigma in 44act. ( 44.5436096 sig out 1act.) RANK 16 NODE 17 --> 45.728817 sigma in 44act. ( 34.6591911 sig out 1act.) RANK 17 NODE 8 --> 41.5334129 sigma in 44act. ( 32.752224 sig out 1act.) RANK 18 NODE 16 --> 41.4227829 sigma in 44act. ( 35.9821281 sig out 1act.) RANK 19 NODE 28 --> 40.025528 sigma in 44act. ( 33.8267403 sig out 1act.) RANK 20 NODE 13 --> 37.8314705 sigma in 44act. ( 27.1157532 sig out 1act.) RANK 21 NODE 19 --> 35.6282616 sigma in 44act. ( 22.3942127 sig out 1act.) RANK 22 NODE 12 --> 34.7602997 sigma in 44act. ( 37.2971344 sig out 1act.) RANK 23 NODE 31 --> 31.0751724 sigma in 44act. ( 43.0767021 sig out 1act.) RANK 24 NODE 35 --> 29.8621578 sigma in 44act. ( 25.8904839 sig out 1act.) RANK 25 NODE 44 --> 25.0677242 sigma in 44act. ( 23.388443 sig out 1act.) RANK 26 NODE 24 --> 22.4899521 sigma in 44act. ( 12.6108379 sig out 1act.) RANK 27 NODE 30 --> 22.0128994 sigma in 44act. ( 14.8323288 sig out 1act.) RANK 28 NODE 41 --> 20.3735275 sigma in 44act. ( 10.1950235 sig out 1act.) RANK 29 NODE 20 --> 18.4003582 sigma in 44act. ( 9.46450138 sig out 1act.) RANK 30 NODE 26 --> 17.5576038 sigma in 44act. ( 11.8954878 sig out 1act.) RANK 31 NODE 14 --> 17.0541725 sigma in 44act. ( 9.54021645 sig out 1act.) RANK 32 NODE 39 --> 16.9586029 sigma in 44act. ( 12.4104156 sig out 1act.) RANK 33 NODE 9 --> 15.997139 sigma in 44act. ( 10.0264292 sig out 1act.) RANK 34 NODE 43 --> 15.6539726 sigma in 44act. ( 12.7553692 sig out 1act.) RANK 35 NODE 5 --> 15.5617905 sigma in 44act. ( 17.7633686 sig out 1act.) RANK 36 NODE 42 --> 15.3352699 sigma in 44act. ( 13.9343348 sig out 1act.) RANK 37 NODE 2 --> 12.8658886 sigma in 44act. ( 5.28581667 sig out 1act.) RANK 38 NODE 15 --> 11.7255154 sigma in 44act. ( 6.40246487 sig out 1act.) RANK 39 NODE 23 --> 11.5864286 sigma in 44act. ( 6.82184362 sig out 1act.) RANK 40 NODE 1 --> 11.3715029 sigma in 44act. ( 5.94743872 sig out 1act.) RANK 41 NODE 21 --> 10.0527325 sigma in 44act. ( 5.99285698 sig out 1act.) RANK 42 NODE 25 --> 8.82427406 sigma in 44act. ( 1.32175446 sig out 1act.) RANK 43 NODE 11 --> 7.76593733 sigma in 44act. ( 1.16972053 sig out 1act.) RANK 44 NODE 38 --> 7.37087679 sigma in 44act. ( 0.123944566 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 159.043518 sigma out 1act.( 196.583572 sig in 44act.) RANK 2 NODE 34 --> 82.3125153 sigma out 1act.( 92.5936661 sig in 44act.) RANK 3 NODE 37 --> 72.415329 sigma out 1act.( 83.0307693 sig in 44act.) RANK 4 NODE 33 --> 72.1377258 sigma out 1act.( 115.668076 sig in 44act.) RANK 5 NODE 36 --> 63.208313 sigma out 1act.( 94.2578812 sig in 44act.) RANK 6 NODE 18 --> 62.7017555 sigma out 1act.( 72.1074524 sig in 44act.) RANK 7 NODE 40 --> 61.3375359 sigma out 1act.( 118.332718 sig in 44act.) RANK 8 NODE 29 --> 58.576889 sigma out 1act.( 102.169106 sig in 44act.) RANK 9 NODE 6 --> 56.933506 sigma out 1act.( 96.6993637 sig in 44act.) RANK 10 NODE 27 --> 56.6910629 sigma out 1act.( 67.0352478 sig in 44act.) RANK 11 NODE 32 --> 54.1694183 sigma out 1act.( 60.9800682 sig in 44act.) RANK 12 NODE 7 --> 50.9764748 sigma out 1act.( 75.5524139 sig in 44act.) RANK 13 NODE 3 --> 47.4236221 sigma out 1act.( 55.0155869 sig in 44act.) RANK 14 NODE 10 --> 44.5436096 sigma out 1act.( 47.1499176 sig in 44act.) RANK 15 NODE 31 --> 43.0767021 sigma out 1act.( 31.0751724 sig in 44act.) RANK 16 NODE 12 --> 37.2971344 sigma out 1act.( 34.7602997 sig in 44act.) RANK 17 NODE 16 --> 35.9821281 sigma out 1act.( 41.4227829 sig in 44act.) RANK 18 NODE 17 --> 34.6591911 sigma out 1act.( 45.728817 sig in 44act.) RANK 19 NODE 28 --> 33.8267403 sigma out 1act.( 40.025528 sig in 44act.) RANK 20 NODE 22 --> 33.5559769 sigma out 1act.( 52.1479416 sig in 44act.) RANK 21 NODE 8 --> 32.752224 sigma out 1act.( 41.5334129 sig in 44act.) RANK 22 NODE 13 --> 27.1157532 sigma out 1act.( 37.8314705 sig in 44act.) RANK 23 NODE 35 --> 25.8904839 sigma out 1act.( 29.8621578 sig in 44act.) RANK 24 NODE 44 --> 23.388443 sigma out 1act.( 25.0677242 sig in 44act.) RANK 25 NODE 19 --> 22.3942127 sigma out 1act.( 35.6282616 sig in 44act.) RANK 26 NODE 5 --> 17.7633686 sigma out 1act.( 15.5617905 sig in 44act.) RANK 27 NODE 30 --> 14.8323288 sigma out 1act.( 22.0128994 sig in 44act.) RANK 28 NODE 42 --> 13.9343348 sigma out 1act.( 15.3352699 sig in 44act.) RANK 29 NODE 43 --> 12.7553692 sigma out 1act.( 15.6539726 sig in 44act.) RANK 30 NODE 24 --> 12.6108379 sigma out 1act.( 22.4899521 sig in 44act.) RANK 31 NODE 39 --> 12.4104156 sigma out 1act.( 16.9586029 sig in 44act.) RANK 32 NODE 26 --> 11.8954878 sigma out 1act.( 17.5576038 sig in 44act.) RANK 33 NODE 41 --> 10.1950235 sigma out 1act.( 20.3735275 sig in 44act.) RANK 34 NODE 9 --> 10.0264292 sigma out 1act.( 15.997139 sig in 44act.) RANK 35 NODE 14 --> 9.54021645 sigma out 1act.( 17.0541725 sig in 44act.) RANK 36 NODE 20 --> 9.46450138 sigma out 1act.( 18.4003582 sig in 44act.) RANK 37 NODE 23 --> 6.82184362 sigma out 1act.( 11.5864286 sig in 44act.) RANK 38 NODE 15 --> 6.40246487 sigma out 1act.( 11.7255154 sig in 44act.) RANK 39 NODE 21 --> 5.99285698 sigma out 1act.( 10.0527325 sig in 44act.) RANK 40 NODE 1 --> 5.94743872 sigma out 1act.( 11.3715029 sig in 44act.) RANK 41 NODE 2 --> 5.28581667 sigma out 1act.( 12.8658886 sig in 44act.) RANK 42 NODE 25 --> 1.32175446 sigma out 1act.( 8.82427406 sig in 44act.) RANK 43 NODE 11 --> 1.16972053 sigma out 1act.( 7.76593733 sig in 44act.) RANK 44 NODE 38 --> 0.123944566 sigma out 1act.( 7.37087679 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 295.501862 sigma in 44 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.637643933 *** contribution from regularisation: 0.00234791357 *** contribution from error: -0.63999182 *** contribution from DIAG: 6.74660805E-06 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.637798488 *** contribution from regularisation: 0.00235338672 *** contribution from error: -0.640151858 *** contribution from DIAG: 6.60101932E-06 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.637936294 *** contribution from regularisation: 0.00235449639 *** contribution from error: -0.640290797 *** contribution from DIAG: 6.31150624E-06 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.638058722 *** contribution from regularisation: 0.00235868292 *** contribution from error: -0.640417397 *** contribution from DIAG: 6.6469438E-06 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.638170362 *** contribution from regularisation: 0.00236392929 *** contribution from error: -0.640534282 *** contribution from DIAG: 6.57828605E-06 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.638274133 *** contribution from regularisation: 0.00236803084 *** contribution from error: -0.640642166 *** contribution from DIAG: 6.60301203E-06 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.638362288 *** contribution from regularisation: 0.00237444183 *** contribution from error: -0.640736759 *** contribution from DIAG: 6.51441542E-06 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.638462663 *** contribution from regularisation: 0.00236274512 *** contribution from error: -0.640825391 *** contribution from DIAG: 6.33065292E-06 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.638548315 *** contribution from regularisation: 0.00236069015 *** contribution from error: -0.640909016 *** contribution from DIAG: 6.50633046E-06 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.638624489 *** contribution from regularisation: 0.00236731023 *** contribution from error: -0.640991807 *** contribution from DIAG: 6.34664002E-06 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 255.938354 sigma out 44 active outputs RANK 2 NODE 8 --> 123.90892 sigma out 44 active outputs RANK 3 NODE 2 --> 118.006493 sigma out 44 active outputs RANK 4 NODE 3 --> 93.5472107 sigma out 44 active outputs RANK 5 NODE 5 --> 85.5548706 sigma out 44 active outputs RANK 6 NODE 6 --> 74.676918 sigma out 44 active outputs RANK 7 NODE 9 --> 71.0014038 sigma out 44 active outputs RANK 8 NODE 18 --> 66.5106659 sigma out 44 active outputs RANK 9 NODE 7 --> 62.0263062 sigma out 44 active outputs RANK 10 NODE 11 --> 59.080204 sigma out 44 active outputs RANK 11 NODE 15 --> 53.8109818 sigma out 44 active outputs RANK 12 NODE 4 --> 48.2642975 sigma out 44 active outputs RANK 13 NODE 16 --> 44.661953 sigma out 44 active outputs RANK 14 NODE 13 --> 43.6268921 sigma out 44 active outputs RANK 15 NODE 12 --> 40.090786 sigma out 44 active outputs RANK 16 NODE 29 --> 38.2069206 sigma out 44 active outputs RANK 17 NODE 10 --> 35.8003197 sigma out 44 active outputs RANK 18 NODE 20 --> 35.6038628 sigma out 44 active outputs RANK 19 NODE 21 --> 30.6051655 sigma out 44 active outputs RANK 20 NODE 23 --> 30.5436573 sigma out 44 active outputs RANK 21 NODE 17 --> 30.5170212 sigma out 44 active outputs RANK 22 NODE 14 --> 29.8939972 sigma out 44 active outputs RANK 23 NODE 30 --> 25.8304482 sigma out 44 active outputs RANK 24 NODE 25 --> 24.6161156 sigma out 44 active outputs RANK 25 NODE 40 --> 24.0908813 sigma out 44 active outputs RANK 26 NODE 28 --> 22.9697685 sigma out 44 active outputs RANK 27 NODE 26 --> 22.1797371 sigma out 44 active outputs RANK 28 NODE 19 --> 21.6849194 sigma out 44 active outputs RANK 29 NODE 22 --> 21.4167194 sigma out 44 active outputs RANK 30 NODE 27 --> 21.0112 sigma out 44 active outputs RANK 31 NODE 24 --> 20.7916546 sigma out 44 active outputs RANK 32 NODE 39 --> 20.5558929 sigma out 44 active outputs RANK 33 NODE 32 --> 18.6474876 sigma out 44 active outputs RANK 34 NODE 33 --> 18.353529 sigma out 44 active outputs RANK 35 NODE 34 --> 18.1945972 sigma out 44 active outputs RANK 36 NODE 37 --> 16.9295769 sigma out 44 active outputs RANK 37 NODE 36 --> 15.011569 sigma out 44 active outputs RANK 38 NODE 38 --> 13.9528208 sigma out 44 active outputs RANK 39 NODE 31 --> 12.8464355 sigma out 44 active outputs RANK 40 NODE 43 --> 12.5366106 sigma out 44 active outputs RANK 41 NODE 35 --> 10.3391247 sigma out 44 active outputs RANK 42 NODE 41 --> 9.98030281 sigma out 44 active outputs RANK 43 NODE 42 --> 8.80342579 sigma out 44 active outputs RANK 44 NODE 44 --> 5.55614042 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 193.968674 sigma in 44act. ( 158.943726 sig out 1act.) RANK 2 NODE 40 --> 122.264145 sigma in 44act. ( 63.6088448 sig out 1act.) RANK 3 NODE 33 --> 117.226479 sigma in 44act. ( 73.3932953 sig out 1act.) RANK 4 NODE 29 --> 105.363861 sigma in 44act. ( 58.768219 sig out 1act.) RANK 5 NODE 6 --> 97.7627106 sigma in 44act. ( 58.9643364 sig out 1act.) RANK 6 NODE 36 --> 96.8341675 sigma in 44act. ( 64.7803802 sig out 1act.) RANK 7 NODE 34 --> 90.4481049 sigma in 44act. ( 82.1119385 sig out 1act.) RANK 8 NODE 37 --> 81.6253433 sigma in 44act. ( 70.9637985 sig out 1act.) RANK 9 NODE 7 --> 77.3280716 sigma in 44act. ( 51.2797203 sig out 1act.) RANK 10 NODE 18 --> 74.4686127 sigma in 44act. ( 64.776329 sig out 1act.) RANK 11 NODE 27 --> 67.8860855 sigma in 44act. ( 56.6340866 sig out 1act.) RANK 12 NODE 32 --> 62.0781517 sigma in 44act. ( 53.7470856 sig out 1act.) RANK 13 NODE 3 --> 56.480114 sigma in 44act. ( 53.0589981 sig out 1act.) RANK 14 NODE 22 --> 53.0214691 sigma in 44act. ( 33.9664459 sig out 1act.) RANK 15 NODE 10 --> 48.4385414 sigma in 44act. ( 47.7645454 sig out 1act.) RANK 16 NODE 17 --> 46.6187515 sigma in 44act. ( 33.4804726 sig out 1act.) RANK 17 NODE 8 --> 43.5152893 sigma in 44act. ( 36.920269 sig out 1act.) RANK 18 NODE 16 --> 42.093586 sigma in 44act. ( 36.4554977 sig out 1act.) RANK 19 NODE 28 --> 41.1023636 sigma in 44act. ( 34.8885231 sig out 1act.) RANK 20 NODE 13 --> 39.9281731 sigma in 44act. ( 28.9640541 sig out 1act.) RANK 21 NODE 19 --> 36.9736366 sigma in 44act. ( 22.4210281 sig out 1act.) RANK 22 NODE 31 --> 35.4349861 sigma in 44act. ( 54.4687004 sig out 1act.) RANK 23 NODE 12 --> 34.7356567 sigma in 44act. ( 38.5854721 sig out 1act.) RANK 24 NODE 35 --> 29.7077599 sigma in 44act. ( 24.9488316 sig out 1act.) RANK 25 NODE 44 --> 25.1346111 sigma in 44act. ( 23.7897358 sig out 1act.) RANK 26 NODE 41 --> 24.8778343 sigma in 44act. ( 12.129014 sig out 1act.) RANK 27 NODE 24 --> 24.0922623 sigma in 44act. ( 13.065876 sig out 1act.) RANK 28 NODE 30 --> 23.0863152 sigma in 44act. ( 15.7291451 sig out 1act.) RANK 29 NODE 20 --> 21.5369377 sigma in 44act. ( 11.4067011 sig out 1act.) RANK 30 NODE 14 --> 20.7022362 sigma in 44act. ( 11.9949913 sig out 1act.) RANK 31 NODE 26 --> 17.2743778 sigma in 44act. ( 12.1177292 sig out 1act.) RANK 32 NODE 39 --> 17.0786324 sigma in 44act. ( 13.3988705 sig out 1act.) RANK 33 NODE 5 --> 16.615757 sigma in 44act. ( 16.8080654 sig out 1act.) RANK 34 NODE 42 --> 15.8403559 sigma in 44act. ( 15.2963533 sig out 1act.) RANK 35 NODE 43 --> 15.8400326 sigma in 44act. ( 13.9276886 sig out 1act.) RANK 36 NODE 9 --> 14.7533484 sigma in 44act. ( 10.2079191 sig out 1act.) RANK 37 NODE 21 --> 13.1446218 sigma in 44act. ( 13.6762714 sig out 1act.) RANK 38 NODE 2 --> 12.781353 sigma in 44act. ( 5.49094582 sig out 1act.) RANK 39 NODE 23 --> 12.3809538 sigma in 44act. ( 8.93251324 sig out 1act.) RANK 40 NODE 1 --> 12.3710146 sigma in 44act. ( 7.66444111 sig out 1act.) RANK 41 NODE 15 --> 12.1691618 sigma in 44act. ( 10.5638676 sig out 1act.) RANK 42 NODE 25 --> 7.63087225 sigma in 44act. ( 2.41117787 sig out 1act.) RANK 43 NODE 11 --> 6.25167227 sigma in 44act. ( 1.61823583 sig out 1act.) RANK 44 NODE 38 --> 5.63703966 sigma in 44act. ( 0.141859934 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 158.943726 sigma out 1act.( 193.968674 sig in 44act.) RANK 2 NODE 34 --> 82.1119385 sigma out 1act.( 90.4481049 sig in 44act.) RANK 3 NODE 33 --> 73.3932953 sigma out 1act.( 117.226479 sig in 44act.) RANK 4 NODE 37 --> 70.9637985 sigma out 1act.( 81.6253433 sig in 44act.) RANK 5 NODE 36 --> 64.7803802 sigma out 1act.( 96.8341675 sig in 44act.) RANK 6 NODE 18 --> 64.776329 sigma out 1act.( 74.4686127 sig in 44act.) RANK 7 NODE 40 --> 63.6088448 sigma out 1act.( 122.264145 sig in 44act.) RANK 8 NODE 6 --> 58.9643364 sigma out 1act.( 97.7627106 sig in 44act.) RANK 9 NODE 29 --> 58.768219 sigma out 1act.( 105.363861 sig in 44act.) RANK 10 NODE 27 --> 56.6340866 sigma out 1act.( 67.8860855 sig in 44act.) RANK 11 NODE 31 --> 54.4687004 sigma out 1act.( 35.4349861 sig in 44act.) RANK 12 NODE 32 --> 53.7470856 sigma out 1act.( 62.0781517 sig in 44act.) RANK 13 NODE 3 --> 53.0589981 sigma out 1act.( 56.480114 sig in 44act.) RANK 14 NODE 7 --> 51.2797203 sigma out 1act.( 77.3280716 sig in 44act.) RANK 15 NODE 10 --> 47.7645454 sigma out 1act.( 48.4385414 sig in 44act.) RANK 16 NODE 12 --> 38.5854721 sigma out 1act.( 34.7356567 sig in 44act.) RANK 17 NODE 8 --> 36.920269 sigma out 1act.( 43.5152893 sig in 44act.) RANK 18 NODE 16 --> 36.4554977 sigma out 1act.( 42.093586 sig in 44act.) RANK 19 NODE 28 --> 34.8885231 sigma out 1act.( 41.1023636 sig in 44act.) RANK 20 NODE 22 --> 33.9664459 sigma out 1act.( 53.0214691 sig in 44act.) RANK 21 NODE 17 --> 33.4804726 sigma out 1act.( 46.6187515 sig in 44act.) RANK 22 NODE 13 --> 28.9640541 sigma out 1act.( 39.9281731 sig in 44act.) RANK 23 NODE 35 --> 24.9488316 sigma out 1act.( 29.7077599 sig in 44act.) RANK 24 NODE 44 --> 23.7897358 sigma out 1act.( 25.1346111 sig in 44act.) RANK 25 NODE 19 --> 22.4210281 sigma out 1act.( 36.9736366 sig in 44act.) RANK 26 NODE 5 --> 16.8080654 sigma out 1act.( 16.615757 sig in 44act.) RANK 27 NODE 30 --> 15.7291451 sigma out 1act.( 23.0863152 sig in 44act.) RANK 28 NODE 42 --> 15.2963533 sigma out 1act.( 15.8403559 sig in 44act.) RANK 29 NODE 43 --> 13.9276886 sigma out 1act.( 15.8400326 sig in 44act.) RANK 30 NODE 21 --> 13.6762714 sigma out 1act.( 13.1446218 sig in 44act.) RANK 31 NODE 39 --> 13.3988705 sigma out 1act.( 17.0786324 sig in 44act.) RANK 32 NODE 24 --> 13.065876 sigma out 1act.( 24.0922623 sig in 44act.) RANK 33 NODE 41 --> 12.129014 sigma out 1act.( 24.8778343 sig in 44act.) RANK 34 NODE 26 --> 12.1177292 sigma out 1act.( 17.2743778 sig in 44act.) RANK 35 NODE 14 --> 11.9949913 sigma out 1act.( 20.7022362 sig in 44act.) RANK 36 NODE 20 --> 11.4067011 sigma out 1act.( 21.5369377 sig in 44act.) RANK 37 NODE 15 --> 10.5638676 sigma out 1act.( 12.1691618 sig in 44act.) RANK 38 NODE 9 --> 10.2079191 sigma out 1act.( 14.7533484 sig in 44act.) RANK 39 NODE 23 --> 8.93251324 sigma out 1act.( 12.3809538 sig in 44act.) RANK 40 NODE 1 --> 7.66444111 sigma out 1act.( 12.3710146 sig in 44act.) RANK 41 NODE 2 --> 5.49094582 sigma out 1act.( 12.781353 sig in 44act.) RANK 42 NODE 25 --> 2.41117787 sigma out 1act.( 7.63087225 sig in 44act.) RANK 43 NODE 11 --> 1.61823583 sigma out 1act.( 6.25167227 sig in 44act.) RANK 44 NODE 38 --> 0.141859934 sigma out 1act.( 5.63703966 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 302.068176 sigma in 44 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.63870573 *** contribution from regularisation: 0.00236580498 *** contribution from error: -0.641071558 *** contribution from DIAG: 6.0872494E-06 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.638780415 *** contribution from regularisation: 0.00236485689 *** contribution from error: -0.641145289 *** contribution from DIAG: 6.40139478E-06 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.638851047 *** contribution from regularisation: 0.00236502197 *** contribution from error: -0.64121604 *** contribution from DIAG: 6.10941925E-06 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.638903379 *** contribution from regularisation: 0.00236721616 *** contribution from error: -0.641270578 *** contribution from DIAG: 6.03647322E-06 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.638952374 *** contribution from regularisation: 0.00236116 *** contribution from error: -0.641313553 *** contribution from DIAG: 6.07080665E-06 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.638981581 *** contribution from regularisation: 0.00236616726 *** contribution from error: -0.641347766 *** contribution from DIAG: 6.06783215E-06 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.639013112 *** contribution from regularisation: 0.00236340193 *** contribution from error: -0.641376495 *** contribution from DIAG: 6.08763639E-06 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.639034986 *** contribution from regularisation: 0.0023680788 *** contribution from error: -0.641403079 *** contribution from DIAG: 6.05221749E-06 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.639067888 *** contribution from regularisation: 0.00235969992 *** contribution from error: -0.641427577 *** contribution from DIAG: 5.94553012E-06 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.639091909 *** contribution from regularisation: 0.00235862192 *** contribution from error: -0.641450524 *** contribution from DIAG: 5.90467562E-06 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 253.864883 sigma out 44 active outputs RANK 2 NODE 8 --> 123.238098 sigma out 44 active outputs RANK 3 NODE 2 --> 115.52993 sigma out 44 active outputs RANK 4 NODE 3 --> 92.9360123 sigma out 44 active outputs RANK 5 NODE 5 --> 85.4990616 sigma out 44 active outputs RANK 6 NODE 6 --> 74.5199051 sigma out 44 active outputs RANK 7 NODE 9 --> 70.2967606 sigma out 44 active outputs RANK 8 NODE 18 --> 65.4385605 sigma out 44 active outputs RANK 9 NODE 7 --> 61.8976631 sigma out 44 active outputs RANK 10 NODE 11 --> 59.2109032 sigma out 44 active outputs RANK 11 NODE 15 --> 53.3715134 sigma out 44 active outputs RANK 12 NODE 4 --> 47.5060921 sigma out 44 active outputs RANK 13 NODE 13 --> 42.8681984 sigma out 44 active outputs RANK 14 NODE 16 --> 42.7146454 sigma out 44 active outputs RANK 15 NODE 12 --> 39.5658302 sigma out 44 active outputs RANK 16 NODE 29 --> 37.622654 sigma out 44 active outputs RANK 17 NODE 10 --> 35.1235657 sigma out 44 active outputs RANK 18 NODE 20 --> 35.0327263 sigma out 44 active outputs RANK 19 NODE 21 --> 30.1544647 sigma out 44 active outputs RANK 20 NODE 23 --> 29.985466 sigma out 44 active outputs RANK 21 NODE 17 --> 29.9784794 sigma out 44 active outputs RANK 22 NODE 14 --> 29.4297142 sigma out 44 active outputs RANK 23 NODE 30 --> 25.2972717 sigma out 44 active outputs RANK 24 NODE 40 --> 24.2543869 sigma out 44 active outputs RANK 25 NODE 25 --> 23.7550602 sigma out 44 active outputs RANK 26 NODE 28 --> 22.6862297 sigma out 44 active outputs RANK 27 NODE 26 --> 21.627615 sigma out 44 active outputs RANK 28 NODE 19 --> 21.301815 sigma out 44 active outputs RANK 29 NODE 22 --> 20.7817059 sigma out 44 active outputs RANK 30 NODE 27 --> 20.33494 sigma out 44 active outputs RANK 31 NODE 24 --> 20.2112789 sigma out 44 active outputs RANK 32 NODE 39 --> 20.0051975 sigma out 44 active outputs RANK 33 NODE 32 --> 18.1454163 sigma out 44 active outputs RANK 34 NODE 33 --> 17.9984398 sigma out 44 active outputs RANK 35 NODE 34 --> 17.9170685 sigma out 44 active outputs RANK 36 NODE 37 --> 16.5903778 sigma out 44 active outputs RANK 37 NODE 36 --> 14.5970287 sigma out 44 active outputs RANK 38 NODE 38 --> 13.3068838 sigma out 44 active outputs RANK 39 NODE 31 --> 12.361022 sigma out 44 active outputs RANK 40 NODE 43 --> 12.3091927 sigma out 44 active outputs RANK 41 NODE 35 --> 9.97939396 sigma out 44 active outputs RANK 42 NODE 41 --> 9.96381569 sigma out 44 active outputs RANK 43 NODE 42 --> 8.6003809 sigma out 44 active outputs RANK 44 NODE 44 --> 5.57831955 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 190.651764 sigma in 44act. ( 157.721664 sig out 1act.) RANK 2 NODE 40 --> 122.09565 sigma in 44act. ( 62.9944878 sig out 1act.) RANK 3 NODE 33 --> 115.821419 sigma in 44act. ( 73.4695663 sig out 1act.) RANK 4 NODE 29 --> 104.654724 sigma in 44act. ( 57.990509 sig out 1act.) RANK 5 NODE 6 --> 96.2743683 sigma in 44act. ( 59.6694298 sig out 1act.) RANK 6 NODE 36 --> 95.9544144 sigma in 44act. ( 64.796257 sig out 1act.) RANK 7 NODE 34 --> 88.9187775 sigma in 44act. ( 82.0948639 sig out 1act.) RANK 8 NODE 37 --> 80.3155823 sigma in 44act. ( 69.9128036 sig out 1act.) RANK 9 NODE 7 --> 76.721344 sigma in 44act. ( 50.7906303 sig out 1act.) RANK 10 NODE 18 --> 74.21315 sigma in 44act. ( 65.1214523 sig out 1act.) RANK 11 NODE 27 --> 67.0685196 sigma in 44act. ( 56.2310638 sig out 1act.) RANK 12 NODE 32 --> 61.4978828 sigma in 44act. ( 53.1801949 sig out 1act.) RANK 13 NODE 3 --> 56.2253227 sigma in 44act. ( 55.3346138 sig out 1act.) RANK 14 NODE 22 --> 52.5111046 sigma in 44act. ( 33.5459595 sig out 1act.) RANK 15 NODE 10 --> 48.2118645 sigma in 44act. ( 48.873867 sig out 1act.) RANK 16 NODE 17 --> 46.1131439 sigma in 44act. ( 32.8436966 sig out 1act.) RANK 17 NODE 8 --> 43.3318329 sigma in 44act. ( 38.7404518 sig out 1act.) RANK 18 NODE 16 --> 41.6674995 sigma in 44act. ( 36.2665443 sig out 1act.) RANK 19 NODE 28 --> 40.5654411 sigma in 44act. ( 35.283474 sig out 1act.) RANK 20 NODE 13 --> 39.7676849 sigma in 44act. ( 29.5559273 sig out 1act.) RANK 21 NODE 31 --> 38.1707191 sigma in 44act. ( 58.8063469 sig out 1act.) RANK 22 NODE 19 --> 36.5958557 sigma in 44act. ( 21.9140701 sig out 1act.) RANK 23 NODE 12 --> 34.2812538 sigma in 44act. ( 38.9353027 sig out 1act.) RANK 24 NODE 35 --> 29.1239414 sigma in 44act. ( 24.318697 sig out 1act.) RANK 25 NODE 41 --> 25.4224415 sigma in 44act. ( 12.4909964 sig out 1act.) RANK 26 NODE 44 --> 24.8208847 sigma in 44act. ( 23.7309151 sig out 1act.) RANK 27 NODE 24 --> 23.9799538 sigma in 44act. ( 13.0473518 sig out 1act.) RANK 28 NODE 30 --> 22.9050808 sigma in 44act. ( 16.0456924 sig out 1act.) RANK 29 NODE 20 --> 21.6012917 sigma in 44act. ( 12.1236782 sig out 1act.) RANK 30 NODE 14 --> 21.418047 sigma in 44act. ( 12.6654024 sig out 1act.) RANK 31 NODE 26 --> 16.9227104 sigma in 44act. ( 12.1943121 sig out 1act.) RANK 32 NODE 39 --> 16.7817249 sigma in 44act. ( 13.6839571 sig out 1act.) RANK 33 NODE 5 --> 16.7584534 sigma in 44act. ( 16.8272152 sig out 1act.) RANK 34 NODE 42 --> 15.8260937 sigma in 44act. ( 15.8380499 sig out 1act.) RANK 35 NODE 43 --> 15.6486177 sigma in 44act. ( 14.354785 sig out 1act.) RANK 36 NODE 21 --> 15.2980623 sigma in 44act. ( 16.9514084 sig out 1act.) RANK 37 NODE 9 --> 14.0940514 sigma in 44act. ( 10.3628826 sig out 1act.) RANK 38 NODE 15 --> 12.9876566 sigma in 44act. ( 13.1259756 sig out 1act.) RANK 39 NODE 1 --> 12.4482899 sigma in 44act. ( 8.30704594 sig out 1act.) RANK 40 NODE 2 --> 12.3709412 sigma in 44act. ( 5.53730583 sig out 1act.) RANK 41 NODE 23 --> 12.210187 sigma in 44act. ( 9.66619587 sig out 1act.) RANK 42 NODE 25 --> 7.17864799 sigma in 44act. ( 2.83846879 sig out 1act.) RANK 43 NODE 11 --> 5.60778522 sigma in 44act. ( 1.70518005 sig out 1act.) RANK 44 NODE 38 --> 4.92358255 sigma in 44act. ( 0.143261909 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 157.721664 sigma out 1act.( 190.651764 sig in 44act.) RANK 2 NODE 34 --> 82.0948639 sigma out 1act.( 88.9187775 sig in 44act.) RANK 3 NODE 33 --> 73.4695663 sigma out 1act.( 115.821419 sig in 44act.) RANK 4 NODE 37 --> 69.9128036 sigma out 1act.( 80.3155823 sig in 44act.) RANK 5 NODE 18 --> 65.1214523 sigma out 1act.( 74.21315 sig in 44act.) RANK 6 NODE 36 --> 64.796257 sigma out 1act.( 95.9544144 sig in 44act.) RANK 7 NODE 40 --> 62.9944878 sigma out 1act.( 122.09565 sig in 44act.) RANK 8 NODE 6 --> 59.6694298 sigma out 1act.( 96.2743683 sig in 44act.) RANK 9 NODE 31 --> 58.8063469 sigma out 1act.( 38.1707191 sig in 44act.) RANK 10 NODE 29 --> 57.990509 sigma out 1act.( 104.654724 sig in 44act.) RANK 11 NODE 27 --> 56.2310638 sigma out 1act.( 67.0685196 sig in 44act.) RANK 12 NODE 3 --> 55.3346138 sigma out 1act.( 56.2253227 sig in 44act.) RANK 13 NODE 32 --> 53.1801949 sigma out 1act.( 61.4978828 sig in 44act.) RANK 14 NODE 7 --> 50.7906303 sigma out 1act.( 76.721344 sig in 44act.) RANK 15 NODE 10 --> 48.873867 sigma out 1act.( 48.2118645 sig in 44act.) RANK 16 NODE 12 --> 38.9353027 sigma out 1act.( 34.2812538 sig in 44act.) RANK 17 NODE 8 --> 38.7404518 sigma out 1act.( 43.3318329 sig in 44act.) RANK 18 NODE 16 --> 36.2665443 sigma out 1act.( 41.6674995 sig in 44act.) RANK 19 NODE 28 --> 35.283474 sigma out 1act.( 40.5654411 sig in 44act.) RANK 20 NODE 22 --> 33.5459595 sigma out 1act.( 52.5111046 sig in 44act.) RANK 21 NODE 17 --> 32.8436966 sigma out 1act.( 46.1131439 sig in 44act.) RANK 22 NODE 13 --> 29.5559273 sigma out 1act.( 39.7676849 sig in 44act.) RANK 23 NODE 35 --> 24.318697 sigma out 1act.( 29.1239414 sig in 44act.) RANK 24 NODE 44 --> 23.7309151 sigma out 1act.( 24.8208847 sig in 44act.) RANK 25 NODE 19 --> 21.9140701 sigma out 1act.( 36.5958557 sig in 44act.) RANK 26 NODE 21 --> 16.9514084 sigma out 1act.( 15.2980623 sig in 44act.) RANK 27 NODE 5 --> 16.8272152 sigma out 1act.( 16.7584534 sig in 44act.) RANK 28 NODE 30 --> 16.0456924 sigma out 1act.( 22.9050808 sig in 44act.) RANK 29 NODE 42 --> 15.8380499 sigma out 1act.( 15.8260937 sig in 44act.) RANK 30 NODE 43 --> 14.354785 sigma out 1act.( 15.6486177 sig in 44act.) RANK 31 NODE 39 --> 13.6839571 sigma out 1act.( 16.7817249 sig in 44act.) RANK 32 NODE 15 --> 13.1259756 sigma out 1act.( 12.9876566 sig in 44act.) RANK 33 NODE 24 --> 13.0473518 sigma out 1act.( 23.9799538 sig in 44act.) RANK 34 NODE 14 --> 12.6654024 sigma out 1act.( 21.418047 sig in 44act.) RANK 35 NODE 41 --> 12.4909964 sigma out 1act.( 25.4224415 sig in 44act.) RANK 36 NODE 26 --> 12.1943121 sigma out 1act.( 16.9227104 sig in 44act.) RANK 37 NODE 20 --> 12.1236782 sigma out 1act.( 21.6012917 sig in 44act.) RANK 38 NODE 9 --> 10.3628826 sigma out 1act.( 14.0940514 sig in 44act.) RANK 39 NODE 23 --> 9.66619587 sigma out 1act.( 12.210187 sig in 44act.) RANK 40 NODE 1 --> 8.30704594 sigma out 1act.( 12.4482899 sig in 44act.) RANK 41 NODE 2 --> 5.53730583 sigma out 1act.( 12.3709412 sig in 44act.) RANK 42 NODE 25 --> 2.83846879 sigma out 1act.( 7.17864799 sig in 44act.) RANK 43 NODE 11 --> 1.70518005 sigma out 1act.( 5.60778522 sig in 44act.) RANK 44 NODE 38 --> 0.143261909 sigma out 1act.( 4.92358255 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 302.883453 sigma in 44 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.639110267 *** contribution from regularisation: 0.00236216979 *** contribution from error: -0.641472459 *** contribution from DIAG: 5.94053745E-06 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.639134049 *** contribution from regularisation: 0.0023584757 *** contribution from error: -0.641492546 *** contribution from DIAG: 5.90267473E-06 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.639148295 *** contribution from regularisation: 0.00236351951 *** contribution from error: -0.641511798 *** contribution from DIAG: 5.78095342E-06 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.639169037 *** contribution from regularisation: 0.00236073835 *** contribution from error: -0.641529799 *** contribution from DIAG: 5.83242854E-06 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.639186144 *** contribution from regularisation: 0.00236077001 *** contribution from error: -0.641546905 *** contribution from DIAG: 5.74540809E-06 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.639208496 *** contribution from regularisation: 0.00235372363 *** contribution from error: -0.641562223 *** contribution from DIAG: 5.71826922E-06 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.639218152 *** contribution from regularisation: 0.002359387 *** contribution from error: -0.641577542 *** contribution from DIAG: 5.66058952E-06 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.639238775 *** contribution from regularisation: 0.00235333969 *** contribution from error: -0.641592085 *** contribution from DIAG: 5.70921202E-06 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.63924849 *** contribution from regularisation: 0.00235773833 *** contribution from error: -0.641606212 *** contribution from DIAG: 5.68215364E-06 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.63925916 *** contribution from regularisation: 0.00236074044 *** contribution from error: -0.641619921 *** contribution from DIAG: 5.67799952E-06 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 254.063644 sigma out 44 active outputs RANK 2 NODE 8 --> 124.004234 sigma out 44 active outputs RANK 3 NODE 2 --> 113.413284 sigma out 44 active outputs RANK 4 NODE 3 --> 93.1545029 sigma out 44 active outputs RANK 5 NODE 5 --> 85.046936 sigma out 44 active outputs RANK 6 NODE 6 --> 74.2437973 sigma out 44 active outputs RANK 7 NODE 9 --> 70.3341751 sigma out 44 active outputs RANK 8 NODE 18 --> 65.4072418 sigma out 44 active outputs RANK 9 NODE 7 --> 62.4228668 sigma out 44 active outputs RANK 10 NODE 11 --> 59.2516594 sigma out 44 active outputs RANK 11 NODE 15 --> 53.3148041 sigma out 44 active outputs RANK 12 NODE 4 --> 46.9950562 sigma out 44 active outputs RANK 13 NODE 16 --> 43.374073 sigma out 44 active outputs RANK 14 NODE 13 --> 43.3031998 sigma out 44 active outputs RANK 15 NODE 12 --> 39.1673012 sigma out 44 active outputs RANK 16 NODE 29 --> 37.9363747 sigma out 44 active outputs RANK 17 NODE 20 --> 34.9535637 sigma out 44 active outputs RANK 18 NODE 10 --> 34.7634659 sigma out 44 active outputs RANK 19 NODE 21 --> 29.835577 sigma out 44 active outputs RANK 20 NODE 17 --> 29.7961311 sigma out 44 active outputs RANK 21 NODE 23 --> 29.7713032 sigma out 44 active outputs RANK 22 NODE 14 --> 29.2164459 sigma out 44 active outputs RANK 23 NODE 30 --> 25.2922249 sigma out 44 active outputs RANK 24 NODE 25 --> 23.9983501 sigma out 44 active outputs RANK 25 NODE 40 --> 23.7944775 sigma out 44 active outputs RANK 26 NODE 28 --> 22.6549664 sigma out 44 active outputs RANK 27 NODE 26 --> 21.7330799 sigma out 44 active outputs RANK 28 NODE 19 --> 21.0871773 sigma out 44 active outputs RANK 29 NODE 22 --> 20.4810867 sigma out 44 active outputs RANK 30 NODE 24 --> 20.1796741 sigma out 44 active outputs RANK 31 NODE 39 --> 20.1569176 sigma out 44 active outputs RANK 32 NODE 27 --> 20.1347904 sigma out 44 active outputs RANK 33 NODE 32 --> 18.168417 sigma out 44 active outputs RANK 34 NODE 34 --> 17.9089851 sigma out 44 active outputs RANK 35 NODE 33 --> 17.5216503 sigma out 44 active outputs RANK 36 NODE 37 --> 16.5580063 sigma out 44 active outputs RANK 37 NODE 36 --> 14.3641005 sigma out 44 active outputs RANK 38 NODE 38 --> 13.357358 sigma out 44 active outputs RANK 39 NODE 43 --> 12.2125254 sigma out 44 active outputs RANK 40 NODE 31 --> 11.9135065 sigma out 44 active outputs RANK 41 NODE 41 --> 9.86610508 sigma out 44 active outputs RANK 42 NODE 35 --> 9.61474133 sigma out 44 active outputs RANK 43 NODE 42 --> 8.50861073 sigma out 44 active outputs RANK 44 NODE 44 --> 5.5109334 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 188.836441 sigma in 44act. ( 158.137131 sig out 1act.) RANK 2 NODE 40 --> 122.31321 sigma in 44act. ( 63.5425911 sig out 1act.) RANK 3 NODE 33 --> 116.046684 sigma in 44act. ( 73.0800629 sig out 1act.) RANK 4 NODE 29 --> 104.986221 sigma in 44act. ( 57.8423309 sig out 1act.) RANK 5 NODE 6 --> 96.1604919 sigma in 44act. ( 59.9008675 sig out 1act.) RANK 6 NODE 36 --> 96.0928116 sigma in 44act. ( 65.1209869 sig out 1act.) RANK 7 NODE 34 --> 88.627655 sigma in 44act. ( 82.4972687 sig out 1act.) RANK 8 NODE 37 --> 80.0536499 sigma in 44act. ( 69.9623642 sig out 1act.) RANK 9 NODE 7 --> 76.9369507 sigma in 44act. ( 50.4590607 sig out 1act.) RANK 10 NODE 18 --> 74.5280609 sigma in 44act. ( 65.2434158 sig out 1act.) RANK 11 NODE 27 --> 66.8001633 sigma in 44act. ( 56.3057022 sig out 1act.) RANK 12 NODE 32 --> 61.6127014 sigma in 44act. ( 53.1490974 sig out 1act.) RANK 13 NODE 3 --> 56.2982826 sigma in 44act. ( 56.8184929 sig out 1act.) RANK 14 NODE 22 --> 52.528553 sigma in 44act. ( 33.3853455 sig out 1act.) RANK 15 NODE 10 --> 48.603054 sigma in 44act. ( 49.4746284 sig out 1act.) RANK 16 NODE 17 --> 46.1787682 sigma in 44act. ( 32.7567139 sig out 1act.) RANK 17 NODE 8 --> 43.5370903 sigma in 44act. ( 39.5635452 sig out 1act.) RANK 18 NODE 16 --> 41.5750809 sigma in 44act. ( 36.4670486 sig out 1act.) RANK 19 NODE 28 --> 40.6131287 sigma in 44act. ( 35.3381767 sig out 1act.) RANK 20 NODE 13 --> 39.9870872 sigma in 44act. ( 29.6248207 sig out 1act.) RANK 21 NODE 31 --> 39.5488319 sigma in 44act. ( 61.0465698 sig out 1act.) RANK 22 NODE 19 --> 36.5478516 sigma in 44act. ( 21.8060055 sig out 1act.) RANK 23 NODE 12 --> 34.2593498 sigma in 44act. ( 39.121891 sig out 1act.) RANK 24 NODE 35 --> 28.8787746 sigma in 44act. ( 24.3258209 sig out 1act.) RANK 25 NODE 41 --> 25.7205696 sigma in 44act. ( 12.4619713 sig out 1act.) RANK 26 NODE 44 --> 24.6022377 sigma in 44act. ( 23.8950844 sig out 1act.) RANK 27 NODE 24 --> 23.9197845 sigma in 44act. ( 13.0355968 sig out 1act.) RANK 28 NODE 30 --> 22.9070911 sigma in 44act. ( 16.2050591 sig out 1act.) RANK 29 NODE 14 --> 21.7226467 sigma in 44act. ( 13.0161495 sig out 1act.) RANK 30 NODE 20 --> 21.6626492 sigma in 44act. ( 12.4855642 sig out 1act.) RANK 31 NODE 5 --> 16.8646221 sigma in 44act. ( 16.9911594 sig out 1act.) RANK 32 NODE 26 --> 16.7569313 sigma in 44act. ( 12.3815556 sig out 1act.) RANK 33 NODE 39 --> 16.6915226 sigma in 44act. ( 13.8937311 sig out 1act.) RANK 34 NODE 21 --> 16.3635902 sigma in 44act. ( 18.3788548 sig out 1act.) RANK 35 NODE 42 --> 15.8315725 sigma in 44act. ( 16.1980782 sig out 1act.) RANK 36 NODE 43 --> 15.5171165 sigma in 44act. ( 14.6404581 sig out 1act.) RANK 37 NODE 9 --> 13.8416967 sigma in 44act. ( 10.4673948 sig out 1act.) RANK 38 NODE 15 --> 13.5026112 sigma in 44act. ( 14.3012314 sig out 1act.) RANK 39 NODE 1 --> 12.5277405 sigma in 44act. ( 8.50499344 sig out 1act.) RANK 40 NODE 2 --> 12.2109241 sigma in 44act. ( 5.68243122 sig out 1act.) RANK 41 NODE 23 --> 12.1401634 sigma in 44act. ( 9.99291706 sig out 1act.) RANK 42 NODE 25 --> 7.02622318 sigma in 44act. ( 3.02050233 sig out 1act.) RANK 43 NODE 11 --> 5.34631729 sigma in 44act. ( 1.73130631 sig out 1act.) RANK 44 NODE 38 --> 4.6347332 sigma in 44act. ( 0.159002438 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 158.137131 sigma out 1act.( 188.836441 sig in 44act.) RANK 2 NODE 34 --> 82.4972687 sigma out 1act.( 88.627655 sig in 44act.) RANK 3 NODE 33 --> 73.0800629 sigma out 1act.( 116.046684 sig in 44act.) RANK 4 NODE 37 --> 69.9623642 sigma out 1act.( 80.0536499 sig in 44act.) RANK 5 NODE 18 --> 65.2434158 sigma out 1act.( 74.5280609 sig in 44act.) RANK 6 NODE 36 --> 65.1209869 sigma out 1act.( 96.0928116 sig in 44act.) RANK 7 NODE 40 --> 63.5425911 sigma out 1act.( 122.31321 sig in 44act.) RANK 8 NODE 31 --> 61.0465698 sigma out 1act.( 39.5488319 sig in 44act.) RANK 9 NODE 6 --> 59.9008675 sigma out 1act.( 96.1604919 sig in 44act.) RANK 10 NODE 29 --> 57.8423309 sigma out 1act.( 104.986221 sig in 44act.) RANK 11 NODE 3 --> 56.8184929 sigma out 1act.( 56.2982826 sig in 44act.) RANK 12 NODE 27 --> 56.3057022 sigma out 1act.( 66.8001633 sig in 44act.) RANK 13 NODE 32 --> 53.1490974 sigma out 1act.( 61.6127014 sig in 44act.) RANK 14 NODE 7 --> 50.4590607 sigma out 1act.( 76.9369507 sig in 44act.) RANK 15 NODE 10 --> 49.4746284 sigma out 1act.( 48.603054 sig in 44act.) RANK 16 NODE 8 --> 39.5635452 sigma out 1act.( 43.5370903 sig in 44act.) RANK 17 NODE 12 --> 39.121891 sigma out 1act.( 34.2593498 sig in 44act.) RANK 18 NODE 16 --> 36.4670486 sigma out 1act.( 41.5750809 sig in 44act.) RANK 19 NODE 28 --> 35.3381767 sigma out 1act.( 40.6131287 sig in 44act.) RANK 20 NODE 22 --> 33.3853455 sigma out 1act.( 52.528553 sig in 44act.) RANK 21 NODE 17 --> 32.7567139 sigma out 1act.( 46.1787682 sig in 44act.) RANK 22 NODE 13 --> 29.6248207 sigma out 1act.( 39.9870872 sig in 44act.) RANK 23 NODE 35 --> 24.3258209 sigma out 1act.( 28.8787746 sig in 44act.) RANK 24 NODE 44 --> 23.8950844 sigma out 1act.( 24.6022377 sig in 44act.) RANK 25 NODE 19 --> 21.8060055 sigma out 1act.( 36.5478516 sig in 44act.) RANK 26 NODE 21 --> 18.3788548 sigma out 1act.( 16.3635902 sig in 44act.) RANK 27 NODE 5 --> 16.9911594 sigma out 1act.( 16.8646221 sig in 44act.) RANK 28 NODE 30 --> 16.2050591 sigma out 1act.( 22.9070911 sig in 44act.) RANK 29 NODE 42 --> 16.1980782 sigma out 1act.( 15.8315725 sig in 44act.) RANK 30 NODE 43 --> 14.6404581 sigma out 1act.( 15.5171165 sig in 44act.) RANK 31 NODE 15 --> 14.3012314 sigma out 1act.( 13.5026112 sig in 44act.) RANK 32 NODE 39 --> 13.8937311 sigma out 1act.( 16.6915226 sig in 44act.) RANK 33 NODE 24 --> 13.0355968 sigma out 1act.( 23.9197845 sig in 44act.) RANK 34 NODE 14 --> 13.0161495 sigma out 1act.( 21.7226467 sig in 44act.) RANK 35 NODE 20 --> 12.4855642 sigma out 1act.( 21.6626492 sig in 44act.) RANK 36 NODE 41 --> 12.4619713 sigma out 1act.( 25.7205696 sig in 44act.) RANK 37 NODE 26 --> 12.3815556 sigma out 1act.( 16.7569313 sig in 44act.) RANK 38 NODE 9 --> 10.4673948 sigma out 1act.( 13.8416967 sig in 44act.) RANK 39 NODE 23 --> 9.99291706 sigma out 1act.( 12.1401634 sig in 44act.) RANK 40 NODE 1 --> 8.50499344 sigma out 1act.( 12.5277405 sig in 44act.) RANK 41 NODE 2 --> 5.68243122 sigma out 1act.( 12.2109241 sig in 44act.) RANK 42 NODE 25 --> 3.02050233 sigma out 1act.( 7.02622318 sig in 44act.) RANK 43 NODE 11 --> 1.73130631 sigma out 1act.( 5.34631729 sig in 44act.) RANK 44 NODE 38 --> 0.159002438 sigma out 1act.( 4.6347332 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 304.52066 sigma in 44 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.639276326 *** contribution from regularisation: 0.00235717394 *** contribution from error: -0.641633511 *** contribution from DIAG: 5.58041074E-06 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.639292002 *** contribution from regularisation: 0.00235473784 *** contribution from error: -0.641646743 *** contribution from DIAG: 5.54458438E-06 *********************************************** --------------------------------------------------- Iteration : 42 kill weight from layer 1 knot 8 to knot 2 *********************************************** *** Learn Path 42 *** loss function: -0.63930738 *** contribution from regularisation: 0.00235213176 *** contribution from error: -0.641659498 *** contribution from DIAG: 5.55146471E-06 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.639322042 *** contribution from regularisation: 0.00234962837 *** contribution from error: -0.641671658 *** contribution from DIAG: 5.53845166E-06 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.639328063 *** contribution from regularisation: 0.00235560024 *** contribution from error: -0.641683638 *** contribution from DIAG: 5.56803525E-06 *********************************************** --------------------------------------------------- Iteration : 45 kill weight from layer 1 knot 43 to knot 42 *********************************************** *** Learn Path 45 *** loss function: -0.639348269 *** contribution from regularisation: 0.00234721368 *** contribution from error: -0.641695499 *** contribution from DIAG: 5.54923236E-06 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.639353395 *** contribution from regularisation: 0.00235358719 *** contribution from error: -0.641707003 *** contribution from DIAG: 5.57485782E-06 *********************************************** --------------------------------------------------- Iteration : 47 kill weight from layer 1 knot 28 to knot 15 *********************************************** *** Learn Path 47 *** loss function: -0.63937062 *** contribution from regularisation: 0.00234766444 *** contribution from error: -0.641718268 *** contribution from DIAG: 5.5479336E-06 *********************************************** --------------------------------------------------- Iteration : 48 kill weight from layer 1 knot 39 to knot 31 *********************************************** *** Learn Path 48 *** loss function: -0.639379859 *** contribution from regularisation: 0.00234950497 *** contribution from error: -0.641729355 *** contribution from DIAG: 5.54835242E-06 *********************************************** --------------------------------------------------- Iteration : 49 kill weight from layer 1 knot 36 to knot 31 *********************************************** *** Learn Path 49 *** loss function: -0.63938731 *** contribution from regularisation: 0.00235293061 *** contribution from error: -0.641740263 *** contribution from DIAG: 5.51040057E-06 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 252.178574 sigma out 44 active outputs RANK 2 NODE 8 --> 123.808403 sigma out 43 active outputs RANK 3 NODE 2 --> 113.419792 sigma out 44 active outputs RANK 4 NODE 3 --> 92.9427719 sigma out 44 active outputs RANK 5 NODE 5 --> 83.7367783 sigma out 44 active outputs RANK 6 NODE 6 --> 74.1589355 sigma out 44 active outputs RANK 7 NODE 9 --> 69.8672256 sigma out 44 active outputs RANK 8 NODE 18 --> 65.0923309 sigma out 44 active outputs RANK 9 NODE 7 --> 61.4802322 sigma out 44 active outputs RANK 10 NODE 11 --> 58.470417 sigma out 44 active outputs RANK 11 NODE 15 --> 53.6102943 sigma out 44 active outputs RANK 12 NODE 4 --> 46.2082214 sigma out 44 active outputs RANK 13 NODE 13 --> 43.2451096 sigma out 44 active outputs RANK 14 NODE 16 --> 42.9021912 sigma out 44 active outputs RANK 15 NODE 12 --> 38.6414108 sigma out 44 active outputs RANK 16 NODE 29 --> 37.3734703 sigma out 44 active outputs RANK 17 NODE 20 --> 34.612133 sigma out 44 active outputs RANK 18 NODE 10 --> 34.580555 sigma out 44 active outputs RANK 19 NODE 21 --> 29.7987728 sigma out 44 active outputs RANK 20 NODE 17 --> 29.5431728 sigma out 44 active outputs RANK 21 NODE 23 --> 29.447197 sigma out 44 active outputs RANK 22 NODE 14 --> 29.1113167 sigma out 44 active outputs RANK 23 NODE 30 --> 24.7541695 sigma out 44 active outputs RANK 24 NODE 40 --> 23.6116943 sigma out 44 active outputs RANK 25 NODE 25 --> 23.5059013 sigma out 44 active outputs RANK 26 NODE 28 --> 22.527792 sigma out 43 active outputs RANK 27 NODE 26 --> 21.5159454 sigma out 44 active outputs RANK 28 NODE 19 --> 20.9662628 sigma out 44 active outputs RANK 29 NODE 22 --> 20.1571598 sigma out 44 active outputs RANK 30 NODE 24 --> 19.8771496 sigma out 44 active outputs RANK 31 NODE 39 --> 19.8708134 sigma out 43 active outputs RANK 32 NODE 27 --> 19.8569031 sigma out 44 active outputs RANK 33 NODE 32 --> 17.8720188 sigma out 44 active outputs RANK 34 NODE 34 --> 17.7322197 sigma out 44 active outputs RANK 35 NODE 33 --> 17.3834782 sigma out 44 active outputs RANK 36 NODE 37 --> 16.3640499 sigma out 44 active outputs RANK 37 NODE 36 --> 14.0878611 sigma out 43 active outputs RANK 38 NODE 38 --> 13.1110859 sigma out 44 active outputs RANK 39 NODE 43 --> 12.1316156 sigma out 43 active outputs RANK 40 NODE 31 --> 11.7863188 sigma out 44 active outputs RANK 41 NODE 41 --> 9.70421124 sigma out 44 active outputs RANK 42 NODE 35 --> 9.24005318 sigma out 44 active outputs RANK 43 NODE 42 --> 8.32696629 sigma out 44 active outputs RANK 44 NODE 44 --> 5.52030611 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 187.42662 sigma in 44act. ( 157.47464 sig out 1act.) RANK 2 NODE 40 --> 121.947075 sigma in 44act. ( 62.927803 sig out 1act.) RANK 3 NODE 33 --> 115.207657 sigma in 44act. ( 73.1957321 sig out 1act.) RANK 4 NODE 29 --> 104.385918 sigma in 44act. ( 57.3191376 sig out 1act.) RANK 5 NODE 36 --> 95.6272125 sigma in 44act. ( 64.8658905 sig out 1act.) RANK 6 NODE 6 --> 95.3703079 sigma in 44act. ( 60.2339821 sig out 1act.) RANK 7 NODE 34 --> 87.3532257 sigma in 44act. ( 82.4085159 sig out 1act.) RANK 8 NODE 37 --> 79.4139175 sigma in 44act. ( 69.5203857 sig out 1act.) RANK 9 NODE 7 --> 76.3658676 sigma in 44act. ( 50.3927422 sig out 1act.) RANK 10 NODE 18 --> 73.8852081 sigma in 44act. ( 65.8908844 sig out 1act.) RANK 11 NODE 27 --> 66.3747787 sigma in 44act. ( 55.9884682 sig out 1act.) RANK 12 NODE 32 --> 61.0502815 sigma in 44act. ( 53.1673126 sig out 1act.) RANK 13 NODE 3 --> 56.1005363 sigma in 44act. ( 57.3989334 sig out 1act.) RANK 14 NODE 22 --> 52.0906448 sigma in 44act. ( 33.4361229 sig out 1act.) RANK 15 NODE 10 --> 48.3632736 sigma in 44act. ( 49.7496681 sig out 1act.) RANK 16 NODE 17 --> 45.8415489 sigma in 44act. ( 32.3933678 sig out 1act.) RANK 17 NODE 8 --> 43.344326 sigma in 44act. ( 40.223938 sig out 1act.) RANK 18 NODE 16 --> 41.2924004 sigma in 44act. ( 36.3913078 sig out 1act.) RANK 19 NODE 28 --> 40.3514862 sigma in 44act. ( 35.2604866 sig out 1act.) RANK 20 NODE 31 --> 40.2744408 sigma in 42act. ( 62.2162704 sig out 1act.) RANK 21 NODE 13 --> 39.6826782 sigma in 44act. ( 30.0320702 sig out 1act.) RANK 22 NODE 19 --> 36.335392 sigma in 44act. ( 21.3710403 sig out 1act.) RANK 23 NODE 12 --> 34.086525 sigma in 44act. ( 39.2385254 sig out 1act.) RANK 24 NODE 35 --> 28.6309319 sigma in 44act. ( 23.9615803 sig out 1act.) RANK 25 NODE 41 --> 25.6923962 sigma in 44act. ( 12.5615892 sig out 1act.) RANK 26 NODE 44 --> 24.4721584 sigma in 44act. ( 23.7839699 sig out 1act.) RANK 27 NODE 24 --> 23.7878952 sigma in 44act. ( 12.9356003 sig out 1act.) RANK 28 NODE 30 --> 22.7317028 sigma in 44act. ( 16.2868652 sig out 1act.) RANK 29 NODE 14 --> 21.8128929 sigma in 44act. ( 13.1408081 sig out 1act.) RANK 30 NODE 20 --> 21.5475636 sigma in 44act. ( 12.8927498 sig out 1act.) RANK 31 NODE 21 --> 17.1120567 sigma in 44act. ( 19.3131618 sig out 1act.) RANK 32 NODE 5 --> 16.8482933 sigma in 44act. ( 17.0052509 sig out 1act.) RANK 33 NODE 26 --> 16.6276417 sigma in 44act. ( 12.3745804 sig out 1act.) RANK 34 NODE 39 --> 16.5440998 sigma in 44act. ( 13.9073753 sig out 1act.) RANK 35 NODE 42 --> 15.8207827 sigma in 43act. ( 16.2990818 sig out 1act.) RANK 36 NODE 43 --> 15.3856306 sigma in 44act. ( 14.6992311 sig out 1act.) RANK 37 NODE 15 --> 13.8865223 sigma in 43act. ( 15.096633 sig out 1act.) RANK 38 NODE 9 --> 13.6084766 sigma in 44act. ( 10.4955711 sig out 1act.) RANK 39 NODE 1 --> 12.4922085 sigma in 44act. ( 8.62135696 sig out 1act.) RANK 40 NODE 2 --> 12.0623169 sigma in 43act. ( 5.70240259 sig out 1act.) RANK 41 NODE 23 --> 12.045764 sigma in 44act. ( 10.1177607 sig out 1act.) RANK 42 NODE 25 --> 6.9024415 sigma in 44act. ( 3.13787818 sig out 1act.) RANK 43 NODE 11 --> 5.14662361 sigma in 44act. ( 1.7505331 sig out 1act.) RANK 44 NODE 38 --> 4.42409468 sigma in 44act. ( 0.15395014 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 157.47464 sigma out 1act.( 187.42662 sig in 44act.) RANK 2 NODE 34 --> 82.4085159 sigma out 1act.( 87.3532257 sig in 44act.) RANK 3 NODE 33 --> 73.1957321 sigma out 1act.( 115.207657 sig in 44act.) RANK 4 NODE 37 --> 69.5203857 sigma out 1act.( 79.4139175 sig in 44act.) RANK 5 NODE 18 --> 65.8908844 sigma out 1act.( 73.8852081 sig in 44act.) RANK 6 NODE 36 --> 64.8658905 sigma out 1act.( 95.6272125 sig in 44act.) RANK 7 NODE 40 --> 62.927803 sigma out 1act.( 121.947075 sig in 44act.) RANK 8 NODE 31 --> 62.2162704 sigma out 1act.( 40.2744408 sig in 42act.) RANK 9 NODE 6 --> 60.2339821 sigma out 1act.( 95.3703079 sig in 44act.) RANK 10 NODE 3 --> 57.3989334 sigma out 1act.( 56.1005363 sig in 44act.) RANK 11 NODE 29 --> 57.3191376 sigma out 1act.( 104.385918 sig in 44act.) RANK 12 NODE 27 --> 55.9884682 sigma out 1act.( 66.3747787 sig in 44act.) RANK 13 NODE 32 --> 53.1673126 sigma out 1act.( 61.0502815 sig in 44act.) RANK 14 NODE 7 --> 50.3927422 sigma out 1act.( 76.3658676 sig in 44act.) RANK 15 NODE 10 --> 49.7496681 sigma out 1act.( 48.3632736 sig in 44act.) RANK 16 NODE 8 --> 40.223938 sigma out 1act.( 43.344326 sig in 44act.) RANK 17 NODE 12 --> 39.2385254 sigma out 1act.( 34.086525 sig in 44act.) RANK 18 NODE 16 --> 36.3913078 sigma out 1act.( 41.2924004 sig in 44act.) RANK 19 NODE 28 --> 35.2604866 sigma out 1act.( 40.3514862 sig in 44act.) RANK 20 NODE 22 --> 33.4361229 sigma out 1act.( 52.0906448 sig in 44act.) RANK 21 NODE 17 --> 32.3933678 sigma out 1act.( 45.8415489 sig in 44act.) RANK 22 NODE 13 --> 30.0320702 sigma out 1act.( 39.6826782 sig in 44act.) RANK 23 NODE 35 --> 23.9615803 sigma out 1act.( 28.6309319 sig in 44act.) RANK 24 NODE 44 --> 23.7839699 sigma out 1act.( 24.4721584 sig in 44act.) RANK 25 NODE 19 --> 21.3710403 sigma out 1act.( 36.335392 sig in 44act.) RANK 26 NODE 21 --> 19.3131618 sigma out 1act.( 17.1120567 sig in 44act.) RANK 27 NODE 5 --> 17.0052509 sigma out 1act.( 16.8482933 sig in 44act.) RANK 28 NODE 42 --> 16.2990818 sigma out 1act.( 15.8207827 sig in 43act.) RANK 29 NODE 30 --> 16.2868652 sigma out 1act.( 22.7317028 sig in 44act.) RANK 30 NODE 15 --> 15.096633 sigma out 1act.( 13.8865223 sig in 43act.) RANK 31 NODE 43 --> 14.6992311 sigma out 1act.( 15.3856306 sig in 44act.) RANK 32 NODE 39 --> 13.9073753 sigma out 1act.( 16.5440998 sig in 44act.) RANK 33 NODE 14 --> 13.1408081 sigma out 1act.( 21.8128929 sig in 44act.) RANK 34 NODE 24 --> 12.9356003 sigma out 1act.( 23.7878952 sig in 44act.) RANK 35 NODE 20 --> 12.8927498 sigma out 1act.( 21.5475636 sig in 44act.) RANK 36 NODE 41 --> 12.5615892 sigma out 1act.( 25.6923962 sig in 44act.) RANK 37 NODE 26 --> 12.3745804 sigma out 1act.( 16.6276417 sig in 44act.) RANK 38 NODE 9 --> 10.4955711 sigma out 1act.( 13.6084766 sig in 44act.) RANK 39 NODE 23 --> 10.1177607 sigma out 1act.( 12.045764 sig in 44act.) RANK 40 NODE 1 --> 8.62135696 sigma out 1act.( 12.4922085 sig in 44act.) RANK 41 NODE 2 --> 5.70240259 sigma out 1act.( 12.0623169 sig in 43act.) RANK 42 NODE 25 --> 3.13787818 sigma out 1act.( 6.9024415 sig in 44act.) RANK 43 NODE 11 --> 1.7505331 sigma out 1act.( 5.14662361 sig in 44act.) RANK 44 NODE 38 --> 0.15395014 sigma out 1act.( 4.42409468 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 304.491821 sigma in 44 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.639402211 *** contribution from regularisation: 0.00234831381 *** contribution from error: -0.641750515 *** contribution from DIAG: 5.55408951E-06 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.639418125 *** contribution from regularisation: 0.00234280783 *** contribution from error: -0.641760945 *** contribution from DIAG: 5.58906868E-06 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.639425755 *** contribution from regularisation: 0.00234550447 *** contribution from error: -0.641771257 *** contribution from DIAG: 5.58207057E-06 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.639433622 *** contribution from regularisation: 0.00234804698 *** contribution from error: -0.641781688 *** contribution from DIAG: 5.4977495E-06 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.639446199 *** contribution from regularisation: 0.00234557432 *** contribution from error: -0.641791761 *** contribution from DIAG: 5.50866071E-06 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.639450788 *** contribution from regularisation: 0.00235081976 *** contribution from error: -0.641801596 *** contribution from DIAG: 5.5127357E-06 *********************************************** --------------------------------------------------- Iteration : 56 kill weight from layer 1 knot 25 to knot 39 *********************************************** *** Learn Path 56 *** loss function: -0.639468491 *** contribution from regularisation: 0.00234266184 *** contribution from error: -0.641811132 *** contribution from DIAG: 5.50283312E-06 *********************************************** --------------------------------------------------- Iteration : 57 kill weight from layer 1 knot 11 to knot 21 *********************************************** *** Learn Path 57 *** loss function: -0.639470756 *** contribution from regularisation: 0.00234961626 *** contribution from error: -0.641820371 *** contribution from DIAG: 5.47825584E-06 *********************************************** --------------------------------------------------- Iteration : 58 kill weight from layer 1 knot 21 to knot 15 *********************************************** *** Learn Path 58 *** loss function: -0.639481425 *** contribution from regularisation: 0.00234797178 *** contribution from error: -0.641829371 *** contribution from DIAG: 5.4898278E-06 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.639493763 *** contribution from regularisation: 0.00234422507 *** contribution from error: -0.641838014 *** contribution from DIAG: 5.45660123E-06 *********************************************** --------------------------------------------------- Iteration : 60 kill weight from layer 1 knot 26 to knot 35 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 253.738098 sigma out 44 active outputs RANK 2 NODE 8 --> 124.557304 sigma out 43 active outputs RANK 3 NODE 2 --> 114.363167 sigma out 44 active outputs RANK 4 NODE 3 --> 93.6111298 sigma out 44 active outputs RANK 5 NODE 5 --> 84.4508972 sigma out 44 active outputs RANK 6 NODE 6 --> 74.8524475 sigma out 44 active outputs RANK 7 NODE 9 --> 70.3012314 sigma out 44 active outputs RANK 8 NODE 18 --> 64.9736404 sigma out 44 active outputs RANK 9 NODE 7 --> 62.2826996 sigma out 44 active outputs RANK 10 NODE 11 --> 59.1167374 sigma out 43 active outputs RANK 11 NODE 15 --> 53.7338486 sigma out 44 active outputs RANK 12 NODE 4 --> 46.3380699 sigma out 44 active outputs RANK 13 NODE 13 --> 43.3096352 sigma out 44 active outputs RANK 14 NODE 16 --> 42.9798164 sigma out 44 active outputs RANK 15 NODE 12 --> 38.6401558 sigma out 44 active outputs RANK 16 NODE 29 --> 37.409523 sigma out 44 active outputs RANK 17 NODE 20 --> 34.783989 sigma out 44 active outputs RANK 18 NODE 10 --> 34.5507507 sigma out 44 active outputs RANK 19 NODE 21 --> 29.7002659 sigma out 43 active outputs RANK 20 NODE 17 --> 29.5220776 sigma out 44 active outputs RANK 21 NODE 23 --> 29.4669647 sigma out 44 active outputs RANK 22 NODE 14 --> 29.0918369 sigma out 44 active outputs RANK 23 NODE 30 --> 24.8850384 sigma out 44 active outputs RANK 24 NODE 40 --> 24.0238514 sigma out 44 active outputs RANK 25 NODE 25 --> 23.407589 sigma out 43 active outputs RANK 26 NODE 28 --> 22.4545841 sigma out 43 active outputs RANK 27 NODE 26 --> 21.4850578 sigma out 43 active outputs RANK 28 NODE 19 --> 20.9963493 sigma out 44 active outputs RANK 29 NODE 39 --> 20.01021 sigma out 43 active outputs RANK 30 NODE 22 --> 19.961565 sigma out 44 active outputs RANK 31 NODE 24 --> 19.8836842 sigma out 44 active outputs RANK 32 NODE 27 --> 19.8549194 sigma out 44 active outputs RANK 33 NODE 32 --> 18.0014496 sigma out 44 active outputs RANK 34 NODE 34 --> 17.9154568 sigma out 44 active outputs RANK 35 NODE 33 --> 17.5837784 sigma out 44 active outputs RANK 36 NODE 37 --> 16.4575424 sigma out 44 active outputs RANK 37 NODE 36 --> 14.0247049 sigma out 43 active outputs RANK 38 NODE 38 --> 13.0015841 sigma out 44 active outputs RANK 39 NODE 43 --> 12.1555405 sigma out 43 active outputs RANK 40 NODE 31 --> 11.9766226 sigma out 44 active outputs RANK 41 NODE 41 --> 9.76884842 sigma out 44 active outputs RANK 42 NODE 35 --> 9.34637642 sigma out 44 active outputs RANK 43 NODE 42 --> 8.32137203 sigma out 44 active outputs RANK 44 NODE 44 --> 5.44964314 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 188.940002 sigma in 44act. ( 158.024307 sig out 1act.) RANK 2 NODE 40 --> 122.508308 sigma in 44act. ( 64.0877838 sig out 1act.) RANK 3 NODE 33 --> 115.816483 sigma in 44act. ( 73.4874573 sig out 1act.) RANK 4 NODE 29 --> 105.049934 sigma in 44act. ( 57.8668938 sig out 1act.) RANK 5 NODE 36 --> 96.1287155 sigma in 44act. ( 65.3808823 sig out 1act.) RANK 6 NODE 6 --> 95.6625214 sigma in 44act. ( 60.9879608 sig out 1act.) RANK 7 NODE 34 --> 87.5523911 sigma in 44act. ( 83.3151779 sig out 1act.) RANK 8 NODE 37 --> 79.5874863 sigma in 44act. ( 70.0251007 sig out 1act.) RANK 9 NODE 7 --> 76.8498917 sigma in 44act. ( 50.4475327 sig out 1act.) RANK 10 NODE 18 --> 74.493927 sigma in 44act. ( 66.0807724 sig out 1act.) RANK 11 NODE 27 --> 66.6811829 sigma in 44act. ( 56.3782578 sig out 1act.) RANK 12 NODE 32 --> 61.5785294 sigma in 44act. ( 53.0988235 sig out 1act.) RANK 13 NODE 3 --> 56.5518036 sigma in 44act. ( 58.2620888 sig out 1act.) RANK 14 NODE 22 --> 52.3065758 sigma in 44act. ( 33.7358742 sig out 1act.) RANK 15 NODE 10 --> 48.8152695 sigma in 44act. ( 50.2863655 sig out 1act.) RANK 16 NODE 17 --> 46.0821571 sigma in 44act. ( 32.5079956 sig out 1act.) RANK 17 NODE 8 --> 43.6086388 sigma in 44act. ( 41.0745544 sig out 1act.) RANK 18 NODE 16 --> 41.5353775 sigma in 44act. ( 36.4885139 sig out 1act.) RANK 19 NODE 31 --> 40.9310875 sigma in 42act. ( 63.9192657 sig out 1act.) RANK 20 NODE 28 --> 40.5396843 sigma in 44act. ( 35.5697823 sig out 1act.) RANK 21 NODE 13 --> 40.0837593 sigma in 44act. ( 29.9738255 sig out 1act.) RANK 22 NODE 19 --> 36.4210434 sigma in 44act. ( 21.5663757 sig out 1act.) RANK 23 NODE 12 --> 34.2298126 sigma in 44act. ( 39.672245 sig out 1act.) RANK 24 NODE 35 --> 28.6469631 sigma in 43act. ( 24.0581379 sig out 1act.) RANK 25 NODE 41 --> 25.8940601 sigma in 44act. ( 12.7160463 sig out 1act.) RANK 26 NODE 44 --> 24.5838127 sigma in 44act. ( 23.9284134 sig out 1act.) RANK 27 NODE 24 --> 23.8233833 sigma in 44act. ( 13.1229715 sig out 1act.) RANK 28 NODE 30 --> 22.7864609 sigma in 44act. ( 16.4844608 sig out 1act.) RANK 29 NODE 14 --> 22.0631676 sigma in 44act. ( 13.4695387 sig out 1act.) RANK 30 NODE 20 --> 21.6333141 sigma in 44act. ( 13.3120728 sig out 1act.) RANK 31 NODE 21 --> 17.8113766 sigma in 43act. ( 20.3505726 sig out 1act.) RANK 32 NODE 5 --> 16.9878197 sigma in 44act. ( 17.1703625 sig out 1act.) RANK 33 NODE 26 --> 16.6159344 sigma in 44act. ( 12.6218557 sig out 1act.) RANK 34 NODE 39 --> 16.5382671 sigma in 43act. ( 14.1368942 sig out 1act.) RANK 35 NODE 42 --> 15.9067154 sigma in 43act. ( 16.6393852 sig out 1act.) RANK 36 NODE 43 --> 15.4052935 sigma in 44act. ( 14.9764938 sig out 1act.) RANK 37 NODE 15 --> 14.2695045 sigma in 42act. ( 15.9175377 sig out 1act.) RANK 38 NODE 9 --> 13.4984055 sigma in 44act. ( 10.6112661 sig out 1act.) RANK 39 NODE 1 --> 12.5646648 sigma in 44act. ( 8.86499882 sig out 1act.) RANK 40 NODE 23 --> 12.0369835 sigma in 44act. ( 10.3975067 sig out 1act.) RANK 41 NODE 2 --> 11.9951982 sigma in 43act. ( 5.81496763 sig out 1act.) RANK 42 NODE 25 --> 6.84961176 sigma in 44act. ( 3.2958169 sig out 1act.) RANK 43 NODE 11 --> 4.99711609 sigma in 44act. ( 1.77717578 sig out 1act.) RANK 44 NODE 38 --> 4.26473427 sigma in 44act. ( 0.161682919 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 158.024307 sigma out 1act.( 188.940002 sig in 44act.) RANK 2 NODE 34 --> 83.3151779 sigma out 1act.( 87.5523911 sig in 44act.) RANK 3 NODE 33 --> 73.4874573 sigma out 1act.( 115.816483 sig in 44act.) RANK 4 NODE 37 --> 70.0251007 sigma out 1act.( 79.5874863 sig in 44act.) RANK 5 NODE 18 --> 66.0807724 sigma out 1act.( 74.493927 sig in 44act.) RANK 6 NODE 36 --> 65.3808823 sigma out 1act.( 96.1287155 sig in 44act.) RANK 7 NODE 40 --> 64.0877838 sigma out 1act.( 122.508308 sig in 44act.) RANK 8 NODE 31 --> 63.9192657 sigma out 1act.( 40.9310875 sig in 42act.) RANK 9 NODE 6 --> 60.9879608 sigma out 1act.( 95.6625214 sig in 44act.) RANK 10 NODE 3 --> 58.2620888 sigma out 1act.( 56.5518036 sig in 44act.) RANK 11 NODE 29 --> 57.8668938 sigma out 1act.( 105.049934 sig in 44act.) RANK 12 NODE 27 --> 56.3782578 sigma out 1act.( 66.6811829 sig in 44act.) RANK 13 NODE 32 --> 53.0988235 sigma out 1act.( 61.5785294 sig in 44act.) RANK 14 NODE 7 --> 50.4475327 sigma out 1act.( 76.8498917 sig in 44act.) RANK 15 NODE 10 --> 50.2863655 sigma out 1act.( 48.8152695 sig in 44act.) RANK 16 NODE 8 --> 41.0745544 sigma out 1act.( 43.6086388 sig in 44act.) RANK 17 NODE 12 --> 39.672245 sigma out 1act.( 34.2298126 sig in 44act.) RANK 18 NODE 16 --> 36.4885139 sigma out 1act.( 41.5353775 sig in 44act.) RANK 19 NODE 28 --> 35.5697823 sigma out 1act.( 40.5396843 sig in 44act.) RANK 20 NODE 22 --> 33.7358742 sigma out 1act.( 52.3065758 sig in 44act.) RANK 21 NODE 17 --> 32.5079956 sigma out 1act.( 46.0821571 sig in 44act.) RANK 22 NODE 13 --> 29.9738255 sigma out 1act.( 40.0837593 sig in 44act.) RANK 23 NODE 35 --> 24.0581379 sigma out 1act.( 28.6469631 sig in 43act.) RANK 24 NODE 44 --> 23.9284134 sigma out 1act.( 24.5838127 sig in 44act.) RANK 25 NODE 19 --> 21.5663757 sigma out 1act.( 36.4210434 sig in 44act.) RANK 26 NODE 21 --> 20.3505726 sigma out 1act.( 17.8113766 sig in 43act.) RANK 27 NODE 5 --> 17.1703625 sigma out 1act.( 16.9878197 sig in 44act.) RANK 28 NODE 42 --> 16.6393852 sigma out 1act.( 15.9067154 sig in 43act.) RANK 29 NODE 30 --> 16.4844608 sigma out 1act.( 22.7864609 sig in 44act.) RANK 30 NODE 15 --> 15.9175377 sigma out 1act.( 14.2695045 sig in 42act.) RANK 31 NODE 43 --> 14.9764938 sigma out 1act.( 15.4052935 sig in 44act.) RANK 32 NODE 39 --> 14.1368942 sigma out 1act.( 16.5382671 sig in 43act.) RANK 33 NODE 14 --> 13.4695387 sigma out 1act.( 22.0631676 sig in 44act.) RANK 34 NODE 20 --> 13.3120728 sigma out 1act.( 21.6333141 sig in 44act.) RANK 35 NODE 24 --> 13.1229715 sigma out 1act.( 23.8233833 sig in 44act.) RANK 36 NODE 41 --> 12.7160463 sigma out 1act.( 25.8940601 sig in 44act.) RANK 37 NODE 26 --> 12.6218557 sigma out 1act.( 16.6159344 sig in 44act.) RANK 38 NODE 9 --> 10.6112661 sigma out 1act.( 13.4984055 sig in 44act.) RANK 39 NODE 23 --> 10.3975067 sigma out 1act.( 12.0369835 sig in 44act.) RANK 40 NODE 1 --> 8.86499882 sigma out 1act.( 12.5646648 sig in 44act.) RANK 41 NODE 2 --> 5.81496763 sigma out 1act.( 11.9951982 sig in 43act.) RANK 42 NODE 25 --> 3.2958169 sigma out 1act.( 6.84961176 sig in 44act.) RANK 43 NODE 11 --> 1.77717578 sigma out 1act.( 4.99711609 sig in 44act.) RANK 44 NODE 38 --> 0.161682919 sigma out 1act.( 4.26473427 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 307.06192 sigma in 44 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.639500856 *** contribution from regularisation: 0.00234575151 *** contribution from error: -0.641846597 *** contribution from DIAG: 5.47071068E-06 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.639508545 *** contribution from regularisation: 0.00234645535 *** contribution from error: -0.641855001 *** contribution from DIAG: 5.42725866E-06 *********************************************** --------------------------------------------------- Iteration : 62 kill weight from layer 1 knot 24 to knot 25 *********************************************** *** Learn Path 62 *** loss function: -0.639518559 *** contribution from regularisation: 0.0023449955 *** contribution from error: -0.641863525 *** contribution from DIAG: 5.41614099E-06 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.639529884 *** contribution from regularisation: 0.00234191772 *** contribution from error: -0.64187181 *** contribution from DIAG: 5.46698129E-06 *********************************************** --------------------------------------------------- Iteration : 64 kill weight from layer 1 knot 15 to knot 15 *********************************************** *** Learn Path 64 *** loss function: -0.63953644 *** contribution from regularisation: 0.00234359829 *** contribution from error: -0.641880035 *** contribution from DIAG: 5.48238086E-06 *********************************************** --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.639548063 *** contribution from regularisation: 0.00234018988 *** contribution from error: -0.641888261 *** contribution from DIAG: 5.42963744E-06 *********************************************** --------------------------------------------------- Iteration : 66 kill weight from layer 1 knot 12 to knot 31 *********************************************** *** Learn Path 66 *** loss function: -0.639557242 *** contribution from regularisation: 0.00233887648 *** contribution from error: -0.641896129 *** contribution from DIAG: 5.44206614E-06 *********************************************** --------------------------------------------------- Iteration : 67 kill weight from layer 1 knot 26 to knot 23 *********************************************** *** Learn Path 67 *** loss function: -0.639565766 *** contribution from regularisation: 0.00233844691 *** contribution from error: -0.641904235 *** contribution from DIAG: 5.42982843E-06 *********************************************** --------------------------------------------------- Iteration : 68 kill weight from layer 1 knot 12 to knot 39 *********************************************** *** Learn Path 68 *** loss function: -0.639577448 *** contribution from regularisation: 0.00233460055 *** contribution from error: -0.641912043 *** contribution from DIAG: 5.40263636E-06 *********************************************** --------------------------------------------------- Iteration : 69 kill weight from layer 1 knot 26 to knot 37 kill weight from layer 1 knot 43 to knot 39 *********************************************** *** Learn Path 69 *** loss function: -0.639582038 *** contribution from regularisation: 0.00233785599 *** contribution from error: -0.641919911 *** contribution from DIAG: 5.35915888E-06 *********************************************** --------------------------------------------------- Iteration : 70 kill weight from layer 1 knot 44 to knot 39 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 252.546249 sigma out 44 active outputs RANK 2 NODE 8 --> 124.001549 sigma out 43 active outputs RANK 3 NODE 2 --> 113.320007 sigma out 44 active outputs RANK 4 NODE 3 --> 93.8647614 sigma out 44 active outputs RANK 5 NODE 5 --> 84.7175827 sigma out 44 active outputs RANK 6 NODE 6 --> 74.644722 sigma out 44 active outputs RANK 7 NODE 9 --> 69.7191772 sigma out 44 active outputs RANK 8 NODE 18 --> 64.8741302 sigma out 44 active outputs RANK 9 NODE 7 --> 62.3902817 sigma out 44 active outputs RANK 10 NODE 11 --> 58.8702431 sigma out 43 active outputs RANK 11 NODE 15 --> 53.6441803 sigma out 43 active outputs RANK 12 NODE 4 --> 46.4716568 sigma out 44 active outputs RANK 13 NODE 13 --> 43.3050728 sigma out 44 active outputs RANK 14 NODE 16 --> 43.1890488 sigma out 44 active outputs RANK 15 NODE 12 --> 38.4317207 sigma out 42 active outputs RANK 16 NODE 29 --> 37.1115303 sigma out 44 active outputs RANK 17 NODE 20 --> 34.7615547 sigma out 44 active outputs RANK 18 NODE 10 --> 34.5171852 sigma out 44 active outputs RANK 19 NODE 17 --> 29.4750519 sigma out 44 active outputs RANK 20 NODE 21 --> 29.4693871 sigma out 43 active outputs RANK 21 NODE 23 --> 29.3847294 sigma out 44 active outputs RANK 22 NODE 14 --> 28.9996166 sigma out 44 active outputs RANK 23 NODE 30 --> 24.8330345 sigma out 44 active outputs RANK 24 NODE 40 --> 24.0056953 sigma out 44 active outputs RANK 25 NODE 25 --> 23.2264442 sigma out 43 active outputs RANK 26 NODE 28 --> 22.4067612 sigma out 43 active outputs RANK 27 NODE 26 --> 21.40732 sigma out 41 active outputs RANK 28 NODE 19 --> 21.0392532 sigma out 44 active outputs RANK 29 NODE 39 --> 19.8299541 sigma out 43 active outputs RANK 30 NODE 22 --> 19.8227444 sigma out 44 active outputs RANK 31 NODE 24 --> 19.6441956 sigma out 43 active outputs RANK 32 NODE 27 --> 19.5874329 sigma out 44 active outputs RANK 33 NODE 34 --> 17.844347 sigma out 44 active outputs RANK 34 NODE 32 --> 17.7640591 sigma out 44 active outputs RANK 35 NODE 33 --> 17.3189659 sigma out 44 active outputs RANK 36 NODE 37 --> 16.4172115 sigma out 44 active outputs RANK 37 NODE 36 --> 13.9171772 sigma out 43 active outputs RANK 38 NODE 38 --> 12.8213959 sigma out 44 active outputs RANK 39 NODE 43 --> 12.0303974 sigma out 42 active outputs RANK 40 NODE 31 --> 11.6554127 sigma out 44 active outputs RANK 41 NODE 41 --> 9.82058716 sigma out 44 active outputs RANK 42 NODE 35 --> 9.14260674 sigma out 44 active outputs RANK 43 NODE 42 --> 8.31410408 sigma out 44 active outputs RANK 44 NODE 44 --> 5.4447298 sigma out 43 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 187.047012 sigma in 44act. ( 158.939423 sig out 1act.) RANK 2 NODE 40 --> 122.251099 sigma in 44act. ( 64.1659698 sig out 1act.) RANK 3 NODE 33 --> 115.304482 sigma in 44act. ( 73.7983704 sig out 1act.) RANK 4 NODE 29 --> 104.963776 sigma in 44act. ( 57.6982536 sig out 1act.) RANK 5 NODE 36 --> 96.040596 sigma in 44act. ( 65.3069763 sig out 1act.) RANK 6 NODE 6 --> 95.3833618 sigma in 44act. ( 60.9005318 sig out 1act.) RANK 7 NODE 34 --> 87.5682068 sigma in 44act. ( 83.0293732 sig out 1act.) RANK 8 NODE 37 --> 79.2705383 sigma in 43act. ( 69.9406433 sig out 1act.) RANK 9 NODE 7 --> 76.4879074 sigma in 44act. ( 50.9087143 sig out 1act.) RANK 10 NODE 18 --> 74.4557724 sigma in 44act. ( 66.3648224 sig out 1act.) RANK 11 NODE 27 --> 66.4932556 sigma in 44act. ( 56.3356667 sig out 1act.) RANK 12 NODE 32 --> 61.2635574 sigma in 44act. ( 53.4135132 sig out 1act.) RANK 13 NODE 3 --> 56.4060516 sigma in 44act. ( 58.8940392 sig out 1act.) RANK 14 NODE 22 --> 52.1368256 sigma in 44act. ( 33.6224136 sig out 1act.) RANK 15 NODE 10 --> 48.4557991 sigma in 44act. ( 50.6855431 sig out 1act.) RANK 16 NODE 17 --> 46.0608864 sigma in 44act. ( 32.473526 sig out 1act.) RANK 17 NODE 8 --> 43.5562744 sigma in 44act. ( 41.5720329 sig out 1act.) RANK 18 NODE 31 --> 42.1762657 sigma in 41act. ( 64.6447601 sig out 1act.) RANK 19 NODE 16 --> 41.339817 sigma in 44act. ( 36.6176834 sig out 1act.) RANK 20 NODE 28 --> 40.491024 sigma in 44act. ( 35.6562805 sig out 1act.) RANK 21 NODE 13 --> 40.0556221 sigma in 44act. ( 30.2097225 sig out 1act.) RANK 22 NODE 19 --> 36.2231598 sigma in 44act. ( 21.6479263 sig out 1act.) RANK 23 NODE 12 --> 34.1442032 sigma in 44act. ( 39.7837906 sig out 1act.) RANK 24 NODE 35 --> 28.5288239 sigma in 43act. ( 23.90868 sig out 1act.) RANK 25 NODE 41 --> 25.9392204 sigma in 44act. ( 12.7223396 sig out 1act.) RANK 26 NODE 44 --> 24.4313965 sigma in 44act. ( 24.0894718 sig out 1act.) RANK 27 NODE 24 --> 23.7570858 sigma in 44act. ( 13.0765133 sig out 1act.) RANK 28 NODE 30 --> 22.7628899 sigma in 44act. ( 16.5803146 sig out 1act.) RANK 29 NODE 14 --> 22.1065235 sigma in 44act. ( 13.7644024 sig out 1act.) RANK 30 NODE 20 --> 21.5812016 sigma in 44act. ( 13.5723543 sig out 1act.) RANK 31 NODE 21 --> 18.5092354 sigma in 43act. ( 20.9531021 sig out 1act.) RANK 32 NODE 5 --> 17.0180111 sigma in 44act. ( 17.1731892 sig out 1act.) RANK 33 NODE 39 --> 16.511879 sigma in 40act. ( 14.1171007 sig out 1act.) RANK 34 NODE 26 --> 16.5057392 sigma in 44act. ( 12.75949 sig out 1act.) RANK 35 NODE 42 --> 15.8898144 sigma in 43act. ( 16.7869473 sig out 1act.) RANK 36 NODE 43 --> 15.3138371 sigma in 44act. ( 15.1243391 sig out 1act.) RANK 37 NODE 15 --> 14.6851826 sigma in 41act. ( 16.4291859 sig out 1act.) RANK 38 NODE 9 --> 13.3402433 sigma in 44act. ( 10.6925049 sig out 1act.) RANK 39 NODE 1 --> 12.5332632 sigma in 44act. ( 9.00466251 sig out 1act.) RANK 40 NODE 23 --> 11.9871578 sigma in 43act. ( 10.4519606 sig out 1act.) RANK 41 NODE 2 --> 11.8840055 sigma in 43act. ( 5.87073135 sig out 1act.) RANK 42 NODE 25 --> 6.77335548 sigma in 43act. ( 3.3823204 sig out 1act.) RANK 43 NODE 11 --> 4.86242676 sigma in 44act. ( 1.78829074 sig out 1act.) RANK 44 NODE 38 --> 4.1280632 sigma in 44act. ( 0.161934689 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 158.939423 sigma out 1act.( 187.047012 sig in 44act.) RANK 2 NODE 34 --> 83.0293732 sigma out 1act.( 87.5682068 sig in 44act.) RANK 3 NODE 33 --> 73.7983704 sigma out 1act.( 115.304482 sig in 44act.) RANK 4 NODE 37 --> 69.9406433 sigma out 1act.( 79.2705383 sig in 43act.) RANK 5 NODE 18 --> 66.3648224 sigma out 1act.( 74.4557724 sig in 44act.) RANK 6 NODE 36 --> 65.3069763 sigma out 1act.( 96.040596 sig in 44act.) RANK 7 NODE 31 --> 64.6447601 sigma out 1act.( 42.1762657 sig in 41act.) RANK 8 NODE 40 --> 64.1659698 sigma out 1act.( 122.251099 sig in 44act.) RANK 9 NODE 6 --> 60.9005318 sigma out 1act.( 95.3833618 sig in 44act.) RANK 10 NODE 3 --> 58.8940392 sigma out 1act.( 56.4060516 sig in 44act.) RANK 11 NODE 29 --> 57.6982536 sigma out 1act.( 104.963776 sig in 44act.) RANK 12 NODE 27 --> 56.3356667 sigma out 1act.( 66.4932556 sig in 44act.) RANK 13 NODE 32 --> 53.4135132 sigma out 1act.( 61.2635574 sig in 44act.) RANK 14 NODE 7 --> 50.9087143 sigma out 1act.( 76.4879074 sig in 44act.) RANK 15 NODE 10 --> 50.6855431 sigma out 1act.( 48.4557991 sig in 44act.) RANK 16 NODE 8 --> 41.5720329 sigma out 1act.( 43.5562744 sig in 44act.) RANK 17 NODE 12 --> 39.7837906 sigma out 1act.( 34.1442032 sig in 44act.) RANK 18 NODE 16 --> 36.6176834 sigma out 1act.( 41.339817 sig in 44act.) RANK 19 NODE 28 --> 35.6562805 sigma out 1act.( 40.491024 sig in 44act.) RANK 20 NODE 22 --> 33.6224136 sigma out 1act.( 52.1368256 sig in 44act.) RANK 21 NODE 17 --> 32.473526 sigma out 1act.( 46.0608864 sig in 44act.) RANK 22 NODE 13 --> 30.2097225 sigma out 1act.( 40.0556221 sig in 44act.) RANK 23 NODE 44 --> 24.0894718 sigma out 1act.( 24.4313965 sig in 44act.) RANK 24 NODE 35 --> 23.90868 sigma out 1act.( 28.5288239 sig in 43act.) RANK 25 NODE 19 --> 21.6479263 sigma out 1act.( 36.2231598 sig in 44act.) RANK 26 NODE 21 --> 20.9531021 sigma out 1act.( 18.5092354 sig in 43act.) RANK 27 NODE 5 --> 17.1731892 sigma out 1act.( 17.0180111 sig in 44act.) RANK 28 NODE 42 --> 16.7869473 sigma out 1act.( 15.8898144 sig in 43act.) RANK 29 NODE 30 --> 16.5803146 sigma out 1act.( 22.7628899 sig in 44act.) RANK 30 NODE 15 --> 16.4291859 sigma out 1act.( 14.6851826 sig in 41act.) RANK 31 NODE 43 --> 15.1243391 sigma out 1act.( 15.3138371 sig in 44act.) RANK 32 NODE 39 --> 14.1171007 sigma out 1act.( 16.511879 sig in 40act.) RANK 33 NODE 14 --> 13.7644024 sigma out 1act.( 22.1065235 sig in 44act.) RANK 34 NODE 20 --> 13.5723543 sigma out 1act.( 21.5812016 sig in 44act.) RANK 35 NODE 24 --> 13.0765133 sigma out 1act.( 23.7570858 sig in 44act.) RANK 36 NODE 26 --> 12.75949 sigma out 1act.( 16.5057392 sig in 44act.) RANK 37 NODE 41 --> 12.7223396 sigma out 1act.( 25.9392204 sig in 44act.) RANK 38 NODE 9 --> 10.6925049 sigma out 1act.( 13.3402433 sig in 44act.) RANK 39 NODE 23 --> 10.4519606 sigma out 1act.( 11.9871578 sig in 43act.) RANK 40 NODE 1 --> 9.00466251 sigma out 1act.( 12.5332632 sig in 44act.) RANK 41 NODE 2 --> 5.87073135 sigma out 1act.( 11.8840055 sig in 43act.) RANK 42 NODE 25 --> 3.3823204 sigma out 1act.( 6.77335548 sig in 43act.) RANK 43 NODE 11 --> 1.78829074 sigma out 1act.( 4.86242676 sig in 44act.) RANK 44 NODE 38 --> 0.161934689 sigma out 1act.( 4.1280632 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 308.230499 sigma in 44 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.639592171 *** contribution from regularisation: 0.00233530113 *** contribution from error: -0.641927481 *** contribution from DIAG: 5.35203253E-06 *********************************************** --------------------------------------------------- Iteration : 71 kill weight from layer 1 knot 44 to knot 3 kill weight from layer 1 knot 44 to knot 42 *********************************************** *** Learn Path 71 *** loss function: -0.639592171 *** contribution from regularisation: 0.00234276638 *** contribution from error: -0.641934931 *** contribution from DIAG: 5.35496611E-06 *********************************************** --------------------------------------------------- Iteration : 72 kill weight from layer 1 knot 35 to knot 38 *********************************************** *** Learn Path 72 *** loss function: -0.639609933 *** contribution from regularisation: 0.0023323847 *** contribution from error: -0.641942322 *** contribution from DIAG: 5.3425656E-06 *********************************************** --------------------------------------------------- Iteration : 73 kill weight from layer 1 knot 36 to knot 14 kill weight from layer 1 knot 43 to knot 21 kill weight from layer 1 knot 10 to knot 30 *********************************************** *** Learn Path 73 *** loss function: -0.6396088 *** contribution from regularisation: 0.00234065624 *** contribution from error: -0.641949475 *** contribution from DIAG: 5.3444187E-06 *********************************************** --------------------------------------------------- Iteration : 74 kill weight from layer 1 knot 22 to knot 42 *********************************************** *** Learn Path 74 *** loss function: -0.63961941 *** contribution from regularisation: 0.00233718473 *** contribution from error: -0.641956568 *** contribution from DIAG: 5.2963228E-06 *********************************************** --------------------------------------------------- Iteration : 75 kill weight from layer 1 knot 11 to knot 5 kill weight from layer 1 knot 28 to knot 19 *********************************************** *** Learn Path 75 *** loss function: -0.639628172 *** contribution from regularisation: 0.00233535934 *** contribution from error: -0.641963542 *** contribution from DIAG: 5.29458839E-06 *********************************************** --------------------------------------------------- Iteration : 76 kill weight from layer 1 knot 12 to knot 23 *********************************************** *** Learn Path 76 *** loss function: -0.639640987 *** contribution from regularisation: 0.00232974463 *** contribution from error: -0.641970754 *** contribution from DIAG: 5.27794236E-06 *********************************************** --------------------------------------------------- Iteration : 77 kill weight from layer 1 knot 41 to knot 10 *********************************************** *** Learn Path 77 *** loss function: -0.639644802 *** contribution from regularisation: 0.00233317399 *** contribution from error: -0.641977966 *** contribution from DIAG: 5.2581986E-06 *********************************************** --------------------------------------------------- Iteration : 78 kill weight from layer 1 knot 15 to knot 38 *********************************************** *** Learn Path 78 *** loss function: -0.639651358 *** contribution from regularisation: 0.00233357144 *** contribution from error: -0.64198494 *** contribution from DIAG: 5.27648353E-06 *********************************************** --------------------------------------------------- Iteration : 79 kill weight from layer 1 knot 18 to knot 5 kill weight from layer 1 knot 33 to knot 15 *********************************************** *** Learn Path 79 *** loss function: -0.63966316 *** contribution from regularisation: 0.00232885196 *** contribution from error: -0.641992033 *** contribution from DIAG: 5.26733038E-06 *********************************************** --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 251.622986 sigma out 44 active outputs RANK 2 NODE 8 --> 123.555054 sigma out 43 active outputs RANK 3 NODE 2 --> 112.469391 sigma out 44 active outputs RANK 4 NODE 3 --> 93.1531296 sigma out 44 active outputs RANK 5 NODE 5 --> 84.2229691 sigma out 44 active outputs RANK 6 NODE 6 --> 74.2806091 sigma out 44 active outputs RANK 7 NODE 9 --> 69.7136002 sigma out 44 active outputs RANK 8 NODE 18 --> 64.5538406 sigma out 43 active outputs RANK 9 NODE 7 --> 61.9680328 sigma out 44 active outputs RANK 10 NODE 11 --> 58.9942322 sigma out 42 active outputs RANK 11 NODE 15 --> 53.2555885 sigma out 42 active outputs RANK 12 NODE 4 --> 45.3330498 sigma out 44 active outputs RANK 13 NODE 13 --> 43.1995811 sigma out 44 active outputs RANK 14 NODE 16 --> 42.6639671 sigma out 44 active outputs RANK 15 NODE 12 --> 38.4264221 sigma out 41 active outputs RANK 16 NODE 29 --> 37.2808723 sigma out 44 active outputs RANK 17 NODE 20 --> 34.3574944 sigma out 44 active outputs RANK 18 NODE 10 --> 34.0044975 sigma out 43 active outputs RANK 19 NODE 17 --> 29.4310265 sigma out 44 active outputs RANK 20 NODE 21 --> 29.2768631 sigma out 43 active outputs RANK 21 NODE 23 --> 29.0745163 sigma out 44 active outputs RANK 22 NODE 14 --> 28.8434563 sigma out 44 active outputs RANK 23 NODE 30 --> 24.7539864 sigma out 44 active outputs RANK 24 NODE 40 --> 24.1187382 sigma out 44 active outputs RANK 25 NODE 25 --> 22.9461708 sigma out 43 active outputs RANK 26 NODE 28 --> 22.1452904 sigma out 42 active outputs RANK 27 NODE 26 --> 21.2123375 sigma out 41 active outputs RANK 28 NODE 19 --> 20.8827381 sigma out 44 active outputs RANK 29 NODE 39 --> 19.7728519 sigma out 43 active outputs RANK 30 NODE 22 --> 19.5656872 sigma out 43 active outputs RANK 31 NODE 24 --> 19.4582996 sigma out 43 active outputs RANK 32 NODE 27 --> 19.4174309 sigma out 44 active outputs RANK 33 NODE 32 --> 17.7281284 sigma out 44 active outputs RANK 34 NODE 34 --> 17.5350666 sigma out 44 active outputs RANK 35 NODE 33 --> 17.1165752 sigma out 43 active outputs RANK 36 NODE 37 --> 16.329916 sigma out 44 active outputs RANK 37 NODE 36 --> 13.5643749 sigma out 42 active outputs RANK 38 NODE 38 --> 12.5809116 sigma out 44 active outputs RANK 39 NODE 43 --> 11.986598 sigma out 41 active outputs RANK 40 NODE 31 --> 11.5124016 sigma out 44 active outputs RANK 41 NODE 41 --> 9.79500294 sigma out 43 active outputs RANK 42 NODE 35 --> 8.99658775 sigma out 43 active outputs RANK 43 NODE 42 --> 8.24328899 sigma out 44 active outputs RANK 44 NODE 44 --> 5.6319356 sigma out 41 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 186.520874 sigma in 44act. ( 157.067825 sig out 1act.) RANK 2 NODE 40 --> 121.876945 sigma in 44act. ( 63.2800674 sig out 1act.) RANK 3 NODE 33 --> 114.739304 sigma in 44act. ( 73.2047272 sig out 1act.) RANK 4 NODE 29 --> 104.25148 sigma in 44act. ( 57.1865768 sig out 1act.) RANK 5 NODE 36 --> 95.4691925 sigma in 44act. ( 64.9189987 sig out 1act.) RANK 6 NODE 6 --> 94.5590515 sigma in 44act. ( 60.8921165 sig out 1act.) RANK 7 NODE 34 --> 86.718689 sigma in 44act. ( 82.5732498 sig out 1act.) RANK 8 NODE 37 --> 78.7838593 sigma in 43act. ( 69.3195953 sig out 1act.) RANK 9 NODE 7 --> 76.2624893 sigma in 44act. ( 50.0511932 sig out 1act.) RANK 10 NODE 18 --> 74.1157379 sigma in 44act. ( 65.9838791 sig out 1act.) RANK 11 NODE 27 --> 65.9923553 sigma in 44act. ( 55.9198685 sig out 1act.) RANK 12 NODE 32 --> 60.8146782 sigma in 44act. ( 53.2402534 sig out 1act.) RANK 13 NODE 3 --> 56.1088371 sigma in 43act. ( 59.0653038 sig out 1act.) RANK 14 NODE 22 --> 51.8144608 sigma in 44act. ( 33.3053284 sig out 1act.) RANK 15 NODE 10 --> 48.425869 sigma in 43act. ( 50.4759674 sig out 1act.) RANK 16 NODE 17 --> 45.7028084 sigma in 44act. ( 32.2791405 sig out 1act.) RANK 17 NODE 8 --> 43.3297729 sigma in 44act. ( 41.8888321 sig out 1act.) RANK 18 NODE 31 --> 42.3546677 sigma in 41act. ( 65.2519073 sig out 1act.) RANK 19 NODE 16 --> 41.092186 sigma in 44act. ( 36.3162041 sig out 1act.) RANK 20 NODE 28 --> 40.1213379 sigma in 44act. ( 35.4598274 sig out 1act.) RANK 21 NODE 13 --> 39.8454132 sigma in 44act. ( 30.0750713 sig out 1act.) RANK 22 NODE 19 --> 35.9490776 sigma in 43act. ( 21.3630619 sig out 1act.) RANK 23 NODE 12 --> 33.9836349 sigma in 44act. ( 39.5135765 sig out 1act.) RANK 24 NODE 35 --> 28.2407455 sigma in 43act. ( 23.7978783 sig out 1act.) RANK 25 NODE 41 --> 25.8210773 sigma in 44act. ( 12.6987944 sig out 1act.) RANK 26 NODE 44 --> 24.2886009 sigma in 44act. ( 23.860939 sig out 1act.) RANK 27 NODE 24 --> 23.5935707 sigma in 44act. ( 12.969635 sig out 1act.) RANK 28 NODE 30 --> 22.5788212 sigma in 43act. ( 16.55583 sig out 1act.) RANK 29 NODE 14 --> 22.1786652 sigma in 43act. ( 13.6346874 sig out 1act.) RANK 30 NODE 20 --> 21.427063 sigma in 44act. ( 13.8230639 sig out 1act.) RANK 31 NODE 21 --> 18.9648819 sigma in 42act. ( 21.4780769 sig out 1act.) RANK 32 NODE 5 --> 16.9944401 sigma in 42act. ( 17.1190548 sig out 1act.) RANK 33 NODE 26 --> 16.4122105 sigma in 44act. ( 12.6699638 sig out 1act.) RANK 34 NODE 39 --> 16.362957 sigma in 40act. ( 14.1298838 sig out 1act.) RANK 35 NODE 42 --> 15.8124962 sigma in 41act. ( 16.8677158 sig out 1act.) RANK 36 NODE 43 --> 15.2344189 sigma in 44act. ( 15.123765 sig out 1act.) RANK 37 NODE 15 --> 14.9950104 sigma in 40act. ( 16.8580208 sig out 1act.) RANK 38 NODE 9 --> 13.1518812 sigma in 44act. ( 10.7337971 sig out 1act.) RANK 39 NODE 1 --> 12.4926062 sigma in 44act. ( 9.00484848 sig out 1act.) RANK 40 NODE 23 --> 11.8859663 sigma in 42act. ( 10.5502281 sig out 1act.) RANK 41 NODE 2 --> 11.7504406 sigma in 43act. ( 5.89780378 sig out 1act.) RANK 42 NODE 25 --> 6.7040453 sigma in 43act. ( 3.46338534 sig out 1act.) RANK 43 NODE 11 --> 4.75078678 sigma in 44act. ( 1.79975653 sig out 1act.) RANK 44 NODE 38 --> 4.00476694 sigma in 42act. ( 0.161990255 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 157.067825 sigma out 1act.( 186.520874 sig in 44act.) RANK 2 NODE 34 --> 82.5732498 sigma out 1act.( 86.718689 sig in 44act.) RANK 3 NODE 33 --> 73.2047272 sigma out 1act.( 114.739304 sig in 44act.) RANK 4 NODE 37 --> 69.3195953 sigma out 1act.( 78.7838593 sig in 43act.) RANK 5 NODE 18 --> 65.9838791 sigma out 1act.( 74.1157379 sig in 44act.) RANK 6 NODE 31 --> 65.2519073 sigma out 1act.( 42.3546677 sig in 41act.) RANK 7 NODE 36 --> 64.9189987 sigma out 1act.( 95.4691925 sig in 44act.) RANK 8 NODE 40 --> 63.2800674 sigma out 1act.( 121.876945 sig in 44act.) RANK 9 NODE 6 --> 60.8921165 sigma out 1act.( 94.5590515 sig in 44act.) RANK 10 NODE 3 --> 59.0653038 sigma out 1act.( 56.1088371 sig in 43act.) RANK 11 NODE 29 --> 57.1865768 sigma out 1act.( 104.25148 sig in 44act.) RANK 12 NODE 27 --> 55.9198685 sigma out 1act.( 65.9923553 sig in 44act.) RANK 13 NODE 32 --> 53.2402534 sigma out 1act.( 60.8146782 sig in 44act.) RANK 14 NODE 10 --> 50.4759674 sigma out 1act.( 48.425869 sig in 43act.) RANK 15 NODE 7 --> 50.0511932 sigma out 1act.( 76.2624893 sig in 44act.) RANK 16 NODE 8 --> 41.8888321 sigma out 1act.( 43.3297729 sig in 44act.) RANK 17 NODE 12 --> 39.5135765 sigma out 1act.( 33.9836349 sig in 44act.) RANK 18 NODE 16 --> 36.3162041 sigma out 1act.( 41.092186 sig in 44act.) RANK 19 NODE 28 --> 35.4598274 sigma out 1act.( 40.1213379 sig in 44act.) RANK 20 NODE 22 --> 33.3053284 sigma out 1act.( 51.8144608 sig in 44act.) RANK 21 NODE 17 --> 32.2791405 sigma out 1act.( 45.7028084 sig in 44act.) RANK 22 NODE 13 --> 30.0750713 sigma out 1act.( 39.8454132 sig in 44act.) RANK 23 NODE 44 --> 23.860939 sigma out 1act.( 24.2886009 sig in 44act.) RANK 24 NODE 35 --> 23.7978783 sigma out 1act.( 28.2407455 sig in 43act.) RANK 25 NODE 21 --> 21.4780769 sigma out 1act.( 18.9648819 sig in 42act.) RANK 26 NODE 19 --> 21.3630619 sigma out 1act.( 35.9490776 sig in 43act.) RANK 27 NODE 5 --> 17.1190548 sigma out 1act.( 16.9944401 sig in 42act.) RANK 28 NODE 42 --> 16.8677158 sigma out 1act.( 15.8124962 sig in 41act.) RANK 29 NODE 15 --> 16.8580208 sigma out 1act.( 14.9950104 sig in 40act.) RANK 30 NODE 30 --> 16.55583 sigma out 1act.( 22.5788212 sig in 43act.) RANK 31 NODE 43 --> 15.123765 sigma out 1act.( 15.2344189 sig in 44act.) RANK 32 NODE 39 --> 14.1298838 sigma out 1act.( 16.362957 sig in 40act.) RANK 33 NODE 20 --> 13.8230639 sigma out 1act.( 21.427063 sig in 44act.) RANK 34 NODE 14 --> 13.6346874 sigma out 1act.( 22.1786652 sig in 43act.) RANK 35 NODE 24 --> 12.969635 sigma out 1act.( 23.5935707 sig in 44act.) RANK 36 NODE 41 --> 12.6987944 sigma out 1act.( 25.8210773 sig in 44act.) RANK 37 NODE 26 --> 12.6699638 sigma out 1act.( 16.4122105 sig in 44act.) RANK 38 NODE 9 --> 10.7337971 sigma out 1act.( 13.1518812 sig in 44act.) RANK 39 NODE 23 --> 10.5502281 sigma out 1act.( 11.8859663 sig in 42act.) RANK 40 NODE 1 --> 9.00484848 sigma out 1act.( 12.4926062 sig in 44act.) RANK 41 NODE 2 --> 5.89780378 sigma out 1act.( 11.7504406 sig in 43act.) RANK 42 NODE 25 --> 3.46338534 sigma out 1act.( 6.7040453 sig in 43act.) RANK 43 NODE 11 --> 1.79975653 sigma out 1act.( 4.75078678 sig in 44act.) RANK 44 NODE 38 --> 0.161990255 sigma out 1act.( 4.00476694 sig in 42act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 306.194214 sigma in 44 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.639666557 *** contribution from regularisation: 0.0023322762 *** contribution from error: -0.641998827 *** contribution from DIAG: 5.24503957E-06 *********************************************** --------------------------------------------------- Iteration : 81 kill weight from layer 1 knot 33 to knot 5 kill weight from layer 1 knot 26 to knot 14 kill weight from layer 1 knot 7 to knot 38 *********************************************** *** Learn Path 81 *** loss function: -0.639680803 *** contribution from regularisation: 0.00232487754 *** contribution from error: -0.642005682 *** contribution from DIAG: 5.23144217E-06 *********************************************** --------------------------------------------------- Iteration : 82 *********************************************** *** Learn Path 82 *** loss function: -0.639677882 *** contribution from regularisation: 0.00233439147 *** contribution from error: -0.642012298 *** contribution from DIAG: 5.19145124E-06 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 30 to knot 2 kill weight from layer 1 knot 42 to knot 9 kill weight from layer 1 knot 12 to knot 16 *********************************************** *** Learn Path 83 *** loss function: -0.639698207 *** contribution from regularisation: 0.00232035783 *** contribution from error: -0.642018557 *** contribution from DIAG: 5.20341655E-06 *********************************************** --------------------------------------------------- Iteration : 84 kill weight from layer 1 knot 31 to knot 9 kill weight from layer 1 knot 37 to knot 11 kill weight from layer 1 knot 26 to knot 15 kill weight from layer 1 knot 38 to knot 38 kill weight from layer 1 knot 41 to knot 43 *********************************************** *** Learn Path 84 *** loss function: -0.639688969 *** contribution from regularisation: 0.00233591511 *** contribution from error: -0.642024875 *** contribution from DIAG: 5.18296156E-06 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 29 to knot 11 kill weight from layer 1 knot 35 to knot 24 kill weight from layer 1 knot 31 to knot 42 *********************************************** *** Learn Path 85 *** loss function: -0.639711499 *** contribution from regularisation: 0.00231993757 *** contribution from error: -0.642031431 *** contribution from DIAG: 5.17735089E-06 *********************************************** --------------------------------------------------- Iteration : 86 kill weight from layer 1 knot 27 to knot 9 kill weight from layer 1 knot 41 to knot 15 kill weight from layer 1 knot 7 to knot 20 *********************************************** *** Learn Path 86 *** loss function: -0.639716029 *** contribution from regularisation: 0.00232191826 *** contribution from error: -0.642037928 *** contribution from DIAG: 5.1716429E-06 *********************************************** --------------------------------------------------- Iteration : 87 kill weight from layer 1 knot 18 to knot 1 kill weight from layer 1 knot 31 to knot 5 kill weight from layer 1 knot 13 to knot 9 kill weight from layer 1 knot 41 to knot 14 kill weight from layer 1 knot 42 to knot 24 kill weight from layer 1 knot 1 to knot 38 *********************************************** *** Learn Path 87 *** loss function: -0.639722466 *** contribution from regularisation: 0.00232204632 *** contribution from error: -0.642044485 *** contribution from DIAG: 5.13315672E-06 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 13 to knot 11 kill weight from layer 1 knot 17 to knot 25 kill weight from layer 1 knot 5 to knot 26 kill weight from layer 1 knot 39 to knot 38 *********************************************** *** Learn Path 88 *** loss function: -0.639738202 *** contribution from regularisation: 0.00231260573 *** contribution from error: -0.642050803 *** contribution from DIAG: 5.0992835E-06 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 24 to knot 15 kill weight from layer 1 knot 40 to knot 19 *********************************************** *** Learn Path 89 *** loss function: -0.639737248 *** contribution from regularisation: 0.00232003233 *** contribution from error: -0.6420573 *** contribution from DIAG: 5.10940163E-06 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 14 to knot 1 kill weight from layer 1 knot 31 to knot 12 kill weight from layer 1 knot 31 to knot 15 kill weight from layer 1 knot 30 to knot 20 kill weight from layer 1 knot 41 to knot 24 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 251.374542 sigma out 43 active outputs RANK 2 NODE 8 --> 123.217476 sigma out 43 active outputs RANK 3 NODE 2 --> 113.078041 sigma out 44 active outputs RANK 4 NODE 3 --> 94.2377319 sigma out 44 active outputs RANK 5 NODE 5 --> 84.4531555 sigma out 43 active outputs RANK 6 NODE 6 --> 74.1627426 sigma out 44 active outputs RANK 7 NODE 9 --> 69.6674881 sigma out 44 active outputs RANK 8 NODE 18 --> 64.7109528 sigma out 42 active outputs RANK 9 NODE 7 --> 62.31464 sigma out 42 active outputs RANK 10 NODE 11 --> 59.0040665 sigma out 42 active outputs RANK 11 NODE 15 --> 53.6505699 sigma out 42 active outputs RANK 12 NODE 4 --> 45.5575981 sigma out 44 active outputs RANK 13 NODE 13 --> 43.1708679 sigma out 42 active outputs RANK 14 NODE 16 --> 42.4426346 sigma out 44 active outputs RANK 15 NODE 12 --> 38.2685852 sigma out 40 active outputs RANK 16 NODE 29 --> 36.7587471 sigma out 43 active outputs RANK 17 NODE 20 --> 34.2012482 sigma out 44 active outputs RANK 18 NODE 10 --> 33.8340454 sigma out 43 active outputs RANK 19 NODE 17 --> 29.086668 sigma out 43 active outputs RANK 20 NODE 21 --> 28.9907551 sigma out 43 active outputs RANK 21 NODE 14 --> 28.9837627 sigma out 43 active outputs RANK 22 NODE 23 --> 28.9558792 sigma out 44 active outputs RANK 23 NODE 30 --> 24.486311 sigma out 42 active outputs RANK 24 NODE 40 --> 23.5505753 sigma out 43 active outputs RANK 25 NODE 25 --> 23.0178719 sigma out 43 active outputs RANK 26 NODE 28 --> 21.9965572 sigma out 42 active outputs RANK 27 NODE 26 --> 21.1212158 sigma out 39 active outputs RANK 28 NODE 19 --> 20.7232189 sigma out 44 active outputs RANK 29 NODE 39 --> 19.7865601 sigma out 42 active outputs RANK 30 NODE 27 --> 19.3799896 sigma out 43 active outputs RANK 31 NODE 22 --> 19.2784805 sigma out 43 active outputs RANK 32 NODE 24 --> 19.2784348 sigma out 42 active outputs RANK 33 NODE 34 --> 17.5126476 sigma out 44 active outputs RANK 34 NODE 32 --> 17.4682255 sigma out 44 active outputs RANK 35 NODE 33 --> 16.9904003 sigma out 42 active outputs RANK 36 NODE 37 --> 16.3085709 sigma out 43 active outputs RANK 37 NODE 36 --> 13.5932026 sigma out 42 active outputs RANK 38 NODE 38 --> 12.7111683 sigma out 43 active outputs RANK 39 NODE 43 --> 11.9746542 sigma out 41 active outputs RANK 40 NODE 31 --> 11.3597698 sigma out 39 active outputs RANK 41 NODE 41 --> 9.57916164 sigma out 39 active outputs RANK 42 NODE 35 --> 9.08453465 sigma out 42 active outputs RANK 43 NODE 42 --> 8.07612514 sigma out 42 active outputs RANK 44 NODE 44 --> 5.3115983 sigma out 41 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 186.130157 sigma in 44act. ( 158.267395 sig out 1act.) RANK 2 NODE 40 --> 122.080101 sigma in 44act. ( 63.6575851 sig out 1act.) RANK 3 NODE 33 --> 114.370384 sigma in 44act. ( 74.0500641 sig out 1act.) RANK 4 NODE 29 --> 104.594261 sigma in 44act. ( 57.2826462 sig out 1act.) RANK 5 NODE 36 --> 95.7296906 sigma in 44act. ( 65.0498734 sig out 1act.) RANK 6 NODE 6 --> 94.6222458 sigma in 44act. ( 60.9904251 sig out 1act.) RANK 7 NODE 34 --> 86.8042679 sigma in 44act. ( 82.7877502 sig out 1act.) RANK 8 NODE 37 --> 78.567627 sigma in 43act. ( 69.5979767 sig out 1act.) RANK 9 NODE 7 --> 76.1027603 sigma in 44act. ( 50.4269409 sig out 1act.) RANK 10 NODE 18 --> 74.384964 sigma in 44act. ( 66.1457367 sig out 1act.) RANK 11 NODE 27 --> 65.9604263 sigma in 44act. ( 56.3185883 sig out 1act.) RANK 12 NODE 32 --> 60.9571266 sigma in 44act. ( 53.3495102 sig out 1act.) RANK 13 NODE 3 --> 56.3389778 sigma in 43act. ( 59.450882 sig out 1act.) RANK 14 NODE 22 --> 51.6917992 sigma in 44act. ( 33.6362991 sig out 1act.) RANK 15 NODE 10 --> 48.5034637 sigma in 43act. ( 50.7914085 sig out 1act.) RANK 16 NODE 17 --> 45.8679314 sigma in 44act. ( 32.1392403 sig out 1act.) RANK 17 NODE 8 --> 43.3443069 sigma in 44act. ( 42.5793381 sig out 1act.) RANK 18 NODE 31 --> 42.5604019 sigma in 41act. ( 66.2779236 sig out 1act.) RANK 19 NODE 16 --> 41.0063667 sigma in 43act. ( 36.7026558 sig out 1act.) RANK 20 NODE 28 --> 40.2097588 sigma in 44act. ( 35.7871323 sig out 1act.) RANK 21 NODE 13 --> 40.0076523 sigma in 44act. ( 30.2950745 sig out 1act.) RANK 22 NODE 19 --> 35.9160957 sigma in 42act. ( 21.3521175 sig out 1act.) RANK 23 NODE 12 --> 33.9348907 sigma in 43act. ( 39.9476433 sig out 1act.) RANK 24 NODE 35 --> 28.1633739 sigma in 43act. ( 23.8646202 sig out 1act.) RANK 25 NODE 41 --> 25.9466915 sigma in 44act. ( 12.7192516 sig out 1act.) RANK 26 NODE 44 --> 24.2715054 sigma in 44act. ( 24.0715961 sig out 1act.) RANK 27 NODE 24 --> 23.5375481 sigma in 41act. ( 13.0111589 sig out 1act.) RANK 28 NODE 30 --> 22.6692715 sigma in 43act. ( 16.6196957 sig out 1act.) RANK 29 NODE 14 --> 22.2447567 sigma in 41act. ( 13.9389362 sig out 1act.) RANK 30 NODE 20 --> 21.4339886 sigma in 42act. ( 14.1907663 sig out 1act.) RANK 31 NODE 21 --> 19.4192505 sigma in 42act. ( 22.1373272 sig out 1act.) RANK 32 NODE 5 --> 17.0131721 sigma in 40act. ( 17.3329144 sig out 1act.) RANK 33 NODE 39 --> 16.3852501 sigma in 40act. ( 14.1761341 sig out 1act.) RANK 34 NODE 26 --> 16.3448143 sigma in 43act. ( 12.8371716 sig out 1act.) RANK 35 NODE 42 --> 15.8802624 sigma in 40act. ( 16.9790344 sig out 1act.) RANK 36 NODE 15 --> 15.2373962 sigma in 36act. ( 17.3900719 sig out 1act.) RANK 37 NODE 43 --> 15.1682854 sigma in 43act. ( 15.3379545 sig out 1act.) RANK 38 NODE 9 --> 13.06036 sigma in 40act. ( 10.7652769 sig out 1act.) RANK 39 NODE 1 --> 12.5003138 sigma in 42act. ( 9.1033926 sig out 1act.) RANK 40 NODE 23 --> 11.8689194 sigma in 42act. ( 10.6101303 sig out 1act.) RANK 41 NODE 2 --> 11.6907301 sigma in 42act. ( 5.92152405 sig out 1act.) RANK 42 NODE 25 --> 6.65809965 sigma in 42act. ( 3.5544486 sig out 1act.) RANK 43 NODE 11 --> 4.65690327 sigma in 41act. ( 1.80800045 sig out 1act.) RANK 44 NODE 38 --> 3.88185954 sigma in 38act. ( 0.172601193 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 158.267395 sigma out 1act.( 186.130157 sig in 44act.) RANK 2 NODE 34 --> 82.7877502 sigma out 1act.( 86.8042679 sig in 44act.) RANK 3 NODE 33 --> 74.0500641 sigma out 1act.( 114.370384 sig in 44act.) RANK 4 NODE 37 --> 69.5979767 sigma out 1act.( 78.567627 sig in 43act.) RANK 5 NODE 31 --> 66.2779236 sigma out 1act.( 42.5604019 sig in 41act.) RANK 6 NODE 18 --> 66.1457367 sigma out 1act.( 74.384964 sig in 44act.) RANK 7 NODE 36 --> 65.0498734 sigma out 1act.( 95.7296906 sig in 44act.) RANK 8 NODE 40 --> 63.6575851 sigma out 1act.( 122.080101 sig in 44act.) RANK 9 NODE 6 --> 60.9904251 sigma out 1act.( 94.6222458 sig in 44act.) RANK 10 NODE 3 --> 59.450882 sigma out 1act.( 56.3389778 sig in 43act.) RANK 11 NODE 29 --> 57.2826462 sigma out 1act.( 104.594261 sig in 44act.) RANK 12 NODE 27 --> 56.3185883 sigma out 1act.( 65.9604263 sig in 44act.) RANK 13 NODE 32 --> 53.3495102 sigma out 1act.( 60.9571266 sig in 44act.) RANK 14 NODE 10 --> 50.7914085 sigma out 1act.( 48.5034637 sig in 43act.) RANK 15 NODE 7 --> 50.4269409 sigma out 1act.( 76.1027603 sig in 44act.) RANK 16 NODE 8 --> 42.5793381 sigma out 1act.( 43.3443069 sig in 44act.) RANK 17 NODE 12 --> 39.9476433 sigma out 1act.( 33.9348907 sig in 43act.) RANK 18 NODE 16 --> 36.7026558 sigma out 1act.( 41.0063667 sig in 43act.) RANK 19 NODE 28 --> 35.7871323 sigma out 1act.( 40.2097588 sig in 44act.) RANK 20 NODE 22 --> 33.6362991 sigma out 1act.( 51.6917992 sig in 44act.) RANK 21 NODE 17 --> 32.1392403 sigma out 1act.( 45.8679314 sig in 44act.) RANK 22 NODE 13 --> 30.2950745 sigma out 1act.( 40.0076523 sig in 44act.) RANK 23 NODE 44 --> 24.0715961 sigma out 1act.( 24.2715054 sig in 44act.) RANK 24 NODE 35 --> 23.8646202 sigma out 1act.( 28.1633739 sig in 43act.) RANK 25 NODE 21 --> 22.1373272 sigma out 1act.( 19.4192505 sig in 42act.) RANK 26 NODE 19 --> 21.3521175 sigma out 1act.( 35.9160957 sig in 42act.) RANK 27 NODE 15 --> 17.3900719 sigma out 1act.( 15.2373962 sig in 36act.) RANK 28 NODE 5 --> 17.3329144 sigma out 1act.( 17.0131721 sig in 40act.) RANK 29 NODE 42 --> 16.9790344 sigma out 1act.( 15.8802624 sig in 40act.) RANK 30 NODE 30 --> 16.6196957 sigma out 1act.( 22.6692715 sig in 43act.) RANK 31 NODE 43 --> 15.3379545 sigma out 1act.( 15.1682854 sig in 43act.) RANK 32 NODE 20 --> 14.1907663 sigma out 1act.( 21.4339886 sig in 42act.) RANK 33 NODE 39 --> 14.1761341 sigma out 1act.( 16.3852501 sig in 40act.) RANK 34 NODE 14 --> 13.9389362 sigma out 1act.( 22.2447567 sig in 41act.) RANK 35 NODE 24 --> 13.0111589 sigma out 1act.( 23.5375481 sig in 41act.) RANK 36 NODE 26 --> 12.8371716 sigma out 1act.( 16.3448143 sig in 43act.) RANK 37 NODE 41 --> 12.7192516 sigma out 1act.( 25.9466915 sig in 44act.) RANK 38 NODE 9 --> 10.7652769 sigma out 1act.( 13.06036 sig in 40act.) RANK 39 NODE 23 --> 10.6101303 sigma out 1act.( 11.8689194 sig in 42act.) RANK 40 NODE 1 --> 9.1033926 sigma out 1act.( 12.5003138 sig in 42act.) RANK 41 NODE 2 --> 5.92152405 sigma out 1act.( 11.6907301 sig in 42act.) RANK 42 NODE 25 --> 3.5544486 sigma out 1act.( 6.65809965 sig in 42act.) RANK 43 NODE 11 --> 1.80800045 sigma out 1act.( 4.65690327 sig in 41act.) RANK 44 NODE 38 --> 0.172601193 sigma out 1act.( 3.88185954 sig in 38act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 308.267273 sigma in 44 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.639745116 *** contribution from regularisation: 0.00231849658 *** contribution from error: -0.642063618 *** contribution from DIAG: 5.10723157E-06 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 18 to knot 38 kill weight from layer 1 knot 20 to knot 41 *********************************************** *** Learn Path 91 *** loss function: -0.639760077 *** contribution from regularisation: 0.00230960501 *** contribution from error: -0.642069697 *** contribution from DIAG: 5.1128518E-06 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 28 to knot 1 kill weight from layer 1 knot 39 to knot 42 *********************************************** *** Learn Path 92 *** loss function: -0.639760733 *** contribution from regularisation: 0.00231494871 *** contribution from error: -0.642075658 *** contribution from DIAG: 5.08524545E-06 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 31 to knot 8 kill weight from layer 1 knot 44 to knot 11 kill weight from layer 1 knot 36 to knot 25 kill weight from layer 1 knot 39 to knot 34 kill weight from layer 1 knot 21 to knot 35 *********************************************** *** Learn Path 93 *** loss function: -0.639769256 *** contribution from regularisation: 0.0023122828 *** contribution from error: -0.642081559 *** contribution from DIAG: 5.10045857E-06 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 41 to knot 1 kill weight from layer 1 knot 25 to knot 11 kill weight from layer 1 knot 27 to knot 26 kill weight from layer 1 knot 41 to knot 35 kill weight from layer 1 knot 11 to knot 42 kill weight from layer 1 knot 35 to knot 44 *********************************************** *** Learn Path 94 *** loss function: -0.639782846 *** contribution from regularisation: 0.00230507203 *** contribution from error: -0.642087936 *** contribution from DIAG: 5.13526311E-06 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 7 to knot 6 kill weight from layer 1 knot 43 to knot 15 kill weight from layer 1 knot 13 to knot 25 kill weight from layer 1 knot 38 to knot 30 kill weight from layer 1 knot 33 to knot 32 kill weight from layer 1 knot 38 to knot 35 kill weight from layer 1 knot 26 to knot 38 *********************************************** *** Learn Path 95 *** loss function: -0.639781356 *** contribution from regularisation: 0.00231266092 *** contribution from error: -0.642094016 *** contribution from DIAG: 5.1306879E-06 *********************************************** --------------------------------------------------- Iteration : 96 kill weight from layer 1 knot 36 to knot 39 *********************************************** *** Learn Path 96 *** loss function: -0.639801145 *** contribution from regularisation: 0.00229908875 *** contribution from error: -0.642100215 *** contribution from DIAG: 5.15261627E-06 *********************************************** --------------------------------------------------- Iteration : 97 *********************************************** *** Learn Path 97 *** loss function: -0.639803708 *** contribution from regularisation: 0.00230245385 *** contribution from error: -0.642106175 *** contribution from DIAG: 5.16843647E-06 *********************************************** --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.639806151 *** contribution from regularisation: 0.00230605807 *** contribution from error: -0.642112195 *** contribution from DIAG: 5.17066928E-06 *********************************************** --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.639816344 *** contribution from regularisation: 0.00230143941 *** contribution from error: -0.642117798 *** contribution from DIAG: 5.1678885E-06 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 252.005646 sigma out 43 active outputs RANK 2 NODE 8 --> 124.343681 sigma out 43 active outputs RANK 3 NODE 2 --> 112.466164 sigma out 44 active outputs RANK 4 NODE 3 --> 93.1463089 sigma out 44 active outputs RANK 5 NODE 5 --> 84.3515549 sigma out 43 active outputs RANK 6 NODE 6 --> 75.1943436 sigma out 44 active outputs RANK 7 NODE 9 --> 70.0862808 sigma out 44 active outputs RANK 8 NODE 18 --> 64.8250275 sigma out 41 active outputs RANK 9 NODE 7 --> 62.558033 sigma out 41 active outputs RANK 10 NODE 11 --> 59.2050362 sigma out 41 active outputs RANK 11 NODE 15 --> 53.5388718 sigma out 42 active outputs RANK 12 NODE 4 --> 46.2026634 sigma out 44 active outputs RANK 13 NODE 13 --> 43.3520851 sigma out 41 active outputs RANK 14 NODE 16 --> 43.1952667 sigma out 44 active outputs RANK 15 NODE 12 --> 38.1935425 sigma out 40 active outputs RANK 16 NODE 29 --> 37.2032585 sigma out 43 active outputs RANK 17 NODE 10 --> 34.5398674 sigma out 43 active outputs RANK 18 NODE 20 --> 34.2998619 sigma out 43 active outputs RANK 19 NODE 17 --> 29.2008057 sigma out 43 active outputs RANK 20 NODE 14 --> 29.0335712 sigma out 43 active outputs RANK 21 NODE 21 --> 28.8634892 sigma out 42 active outputs RANK 22 NODE 23 --> 28.7554836 sigma out 44 active outputs RANK 23 NODE 30 --> 24.5167027 sigma out 42 active outputs RANK 24 NODE 40 --> 23.5861797 sigma out 43 active outputs RANK 25 NODE 25 --> 22.8140659 sigma out 42 active outputs RANK 26 NODE 28 --> 22.0738335 sigma out 41 active outputs RANK 27 NODE 26 --> 21.023468 sigma out 38 active outputs RANK 28 NODE 19 --> 20.6022396 sigma out 44 active outputs RANK 29 NODE 39 --> 19.7237377 sigma out 40 active outputs RANK 30 NODE 27 --> 19.3907623 sigma out 42 active outputs RANK 31 NODE 24 --> 19.3818054 sigma out 42 active outputs RANK 32 NODE 22 --> 19.3033142 sigma out 43 active outputs RANK 33 NODE 32 --> 17.5937767 sigma out 44 active outputs RANK 34 NODE 34 --> 17.5740852 sigma out 44 active outputs RANK 35 NODE 33 --> 16.7848663 sigma out 41 active outputs RANK 36 NODE 37 --> 16.3939152 sigma out 43 active outputs RANK 37 NODE 36 --> 13.6095724 sigma out 40 active outputs RANK 38 NODE 38 --> 12.6254787 sigma out 41 active outputs RANK 39 NODE 43 --> 11.9811754 sigma out 40 active outputs RANK 40 NODE 31 --> 11.5230675 sigma out 38 active outputs RANK 41 NODE 41 --> 9.62471199 sigma out 37 active outputs RANK 42 NODE 35 --> 9.04130363 sigma out 41 active outputs RANK 43 NODE 42 --> 8.11986351 sigma out 42 active outputs RANK 44 NODE 44 --> 5.52900314 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 186.530457 sigma in 44act. ( 158.091522 sig out 1act.) RANK 2 NODE 40 --> 122.237999 sigma in 44act. ( 64.2112961 sig out 1act.) RANK 3 NODE 33 --> 114.889381 sigma in 44act. ( 73.9343185 sig out 1act.) RANK 4 NODE 29 --> 104.643234 sigma in 44act. ( 57.4984741 sig out 1act.) RANK 5 NODE 36 --> 95.6666031 sigma in 44act. ( 65.5649796 sig out 1act.) RANK 6 NODE 6 --> 94.7516479 sigma in 43act. ( 61.5754585 sig out 1act.) RANK 7 NODE 34 --> 87.0288925 sigma in 43act. ( 83.068428 sig out 1act.) RANK 8 NODE 37 --> 78.9365616 sigma in 43act. ( 69.7322693 sig out 1act.) RANK 9 NODE 7 --> 76.2657928 sigma in 44act. ( 50.540432 sig out 1act.) RANK 10 NODE 18 --> 74.407692 sigma in 44act. ( 66.4621964 sig out 1act.) RANK 11 NODE 27 --> 66.2022171 sigma in 44act. ( 56.194313 sig out 1act.) RANK 12 NODE 32 --> 61.104496 sigma in 43act. ( 53.3344116 sig out 1act.) RANK 13 NODE 3 --> 56.584938 sigma in 43act. ( 60.2720909 sig out 1act.) RANK 14 NODE 22 --> 51.8625984 sigma in 44act. ( 33.6838036 sig out 1act.) RANK 15 NODE 10 --> 48.8462334 sigma in 43act. ( 51.2738609 sig out 1act.) RANK 16 NODE 17 --> 45.8802643 sigma in 44act. ( 32.199543 sig out 1act.) RANK 17 NODE 8 --> 43.4224586 sigma in 43act. ( 43.1574974 sig out 1act.) RANK 18 NODE 31 --> 43.3099174 sigma in 41act. ( 67.2954788 sig out 1act.) RANK 19 NODE 16 --> 41.1961441 sigma in 43act. ( 36.5541306 sig out 1act.) RANK 20 NODE 28 --> 40.1821327 sigma in 44act. ( 35.85429 sig out 1act.) RANK 21 NODE 13 --> 39.9217033 sigma in 44act. ( 30.6071415 sig out 1act.) RANK 22 NODE 19 --> 36.0191956 sigma in 42act. ( 21.3436661 sig out 1act.) RANK 23 NODE 12 --> 34.0378265 sigma in 43act. ( 40.0197563 sig out 1act.) RANK 24 NODE 35 --> 28.1569843 sigma in 40act. ( 23.8506165 sig out 1act.) RANK 25 NODE 41 --> 25.9998932 sigma in 43act. ( 12.7380095 sig out 1act.) RANK 26 NODE 44 --> 24.3171921 sigma in 43act. ( 23.9681282 sig out 1act.) RANK 27 NODE 24 --> 23.6236019 sigma in 41act. ( 13.0582047 sig out 1act.) RANK 28 NODE 30 --> 22.6648502 sigma in 42act. ( 16.7276077 sig out 1act.) RANK 29 NODE 14 --> 22.4418926 sigma in 41act. ( 13.9946012 sig out 1act.) RANK 30 NODE 20 --> 21.44561 sigma in 42act. ( 14.5157804 sig out 1act.) RANK 31 NODE 21 --> 19.9573574 sigma in 42act. ( 22.7674484 sig out 1act.) RANK 32 NODE 5 --> 17.0786057 sigma in 40act. ( 17.4197216 sig out 1act.) RANK 33 NODE 26 --> 16.3608971 sigma in 42act. ( 12.8819237 sig out 1act.) RANK 34 NODE 39 --> 16.3187561 sigma in 39act. ( 14.4086609 sig out 1act.) RANK 35 NODE 42 --> 15.8304663 sigma in 38act. ( 17.2686081 sig out 1act.) RANK 36 NODE 15 --> 15.5304594 sigma in 35act. ( 17.9476185 sig out 1act.) RANK 37 NODE 43 --> 15.2217121 sigma in 43act. ( 15.3632832 sig out 1act.) RANK 38 NODE 9 --> 12.9712639 sigma in 40act. ( 10.8443174 sig out 1act.) RANK 39 NODE 1 --> 12.4846544 sigma in 40act. ( 9.24947929 sig out 1act.) RANK 40 NODE 23 --> 11.8293753 sigma in 42act. ( 10.81007 sig out 1act.) RANK 41 NODE 2 --> 11.5981045 sigma in 42act. ( 6.07035303 sig out 1act.) RANK 42 NODE 25 --> 6.60608339 sigma in 40act. ( 3.64745903 sig out 1act.) RANK 43 NODE 11 --> 4.55632734 sigma in 39act. ( 1.84220946 sig out 1act.) RANK 44 NODE 38 --> 3.78033304 sigma in 36act. ( 0.168857351 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 158.091522 sigma out 1act.( 186.530457 sig in 44act.) RANK 2 NODE 34 --> 83.068428 sigma out 1act.( 87.0288925 sig in 43act.) RANK 3 NODE 33 --> 73.9343185 sigma out 1act.( 114.889381 sig in 44act.) RANK 4 NODE 37 --> 69.7322693 sigma out 1act.( 78.9365616 sig in 43act.) RANK 5 NODE 31 --> 67.2954788 sigma out 1act.( 43.3099174 sig in 41act.) RANK 6 NODE 18 --> 66.4621964 sigma out 1act.( 74.407692 sig in 44act.) RANK 7 NODE 36 --> 65.5649796 sigma out 1act.( 95.6666031 sig in 44act.) RANK 8 NODE 40 --> 64.2112961 sigma out 1act.( 122.237999 sig in 44act.) RANK 9 NODE 6 --> 61.5754585 sigma out 1act.( 94.7516479 sig in 43act.) RANK 10 NODE 3 --> 60.2720909 sigma out 1act.( 56.584938 sig in 43act.) RANK 11 NODE 29 --> 57.4984741 sigma out 1act.( 104.643234 sig in 44act.) RANK 12 NODE 27 --> 56.194313 sigma out 1act.( 66.2022171 sig in 44act.) RANK 13 NODE 32 --> 53.3344116 sigma out 1act.( 61.104496 sig in 43act.) RANK 14 NODE 10 --> 51.2738609 sigma out 1act.( 48.8462334 sig in 43act.) RANK 15 NODE 7 --> 50.540432 sigma out 1act.( 76.2657928 sig in 44act.) RANK 16 NODE 8 --> 43.1574974 sigma out 1act.( 43.4224586 sig in 43act.) RANK 17 NODE 12 --> 40.0197563 sigma out 1act.( 34.0378265 sig in 43act.) RANK 18 NODE 16 --> 36.5541306 sigma out 1act.( 41.1961441 sig in 43act.) RANK 19 NODE 28 --> 35.85429 sigma out 1act.( 40.1821327 sig in 44act.) RANK 20 NODE 22 --> 33.6838036 sigma out 1act.( 51.8625984 sig in 44act.) RANK 21 NODE 17 --> 32.199543 sigma out 1act.( 45.8802643 sig in 44act.) RANK 22 NODE 13 --> 30.6071415 sigma out 1act.( 39.9217033 sig in 44act.) RANK 23 NODE 44 --> 23.9681282 sigma out 1act.( 24.3171921 sig in 43act.) RANK 24 NODE 35 --> 23.8506165 sigma out 1act.( 28.1569843 sig in 40act.) RANK 25 NODE 21 --> 22.7674484 sigma out 1act.( 19.9573574 sig in 42act.) RANK 26 NODE 19 --> 21.3436661 sigma out 1act.( 36.0191956 sig in 42act.) RANK 27 NODE 15 --> 17.9476185 sigma out 1act.( 15.5304594 sig in 35act.) RANK 28 NODE 5 --> 17.4197216 sigma out 1act.( 17.0786057 sig in 40act.) RANK 29 NODE 42 --> 17.2686081 sigma out 1act.( 15.8304663 sig in 38act.) RANK 30 NODE 30 --> 16.7276077 sigma out 1act.( 22.6648502 sig in 42act.) RANK 31 NODE 43 --> 15.3632832 sigma out 1act.( 15.2217121 sig in 43act.) RANK 32 NODE 20 --> 14.5157804 sigma out 1act.( 21.44561 sig in 42act.) RANK 33 NODE 39 --> 14.4086609 sigma out 1act.( 16.3187561 sig in 39act.) RANK 34 NODE 14 --> 13.9946012 sigma out 1act.( 22.4418926 sig in 41act.) RANK 35 NODE 24 --> 13.0582047 sigma out 1act.( 23.6236019 sig in 41act.) RANK 36 NODE 26 --> 12.8819237 sigma out 1act.( 16.3608971 sig in 42act.) RANK 37 NODE 41 --> 12.7380095 sigma out 1act.( 25.9998932 sig in 43act.) RANK 38 NODE 9 --> 10.8443174 sigma out 1act.( 12.9712639 sig in 40act.) RANK 39 NODE 23 --> 10.81007 sigma out 1act.( 11.8293753 sig in 42act.) RANK 40 NODE 1 --> 9.24947929 sigma out 1act.( 12.4846544 sig in 40act.) RANK 41 NODE 2 --> 6.07035303 sigma out 1act.( 11.5981045 sig in 42act.) RANK 42 NODE 25 --> 3.64745903 sigma out 1act.( 6.60608339 sig in 40act.) RANK 43 NODE 11 --> 1.84220946 sigma out 1act.( 4.55632734 sig in 39act.) RANK 44 NODE 38 --> 0.168857351 sigma out 1act.( 3.78033304 sig in 36act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 309.424255 sigma in 44 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.639818072 *** contribution from regularisation: 0.00230550626 *** contribution from error: -0.64212358 *** contribution from DIAG: 5.16198861E-06 *********************************************** -----------------> Test sample create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Electron_Long_NeuroBayes.conf NB_AHISTOUT: storage space 267006 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Electron/Long/GlobalPID_Electron_Long_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Electron/Long/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Electron/Long/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Electron/Long/NB.txt Training Host = lxplus436.cern.ch Particle type = electron Background types = all Training Mix = NaturalMix Track type = Long 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_Electron_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Considered 1796476 tracks for input to NN training Sel. Eff. = 55.6645% Selected 1000000 tracks for input to NN training ghost percentage = 17.7101% electron percentage = 3.2769% muon percentage = 0.9167% pion percentage = 63.4828% kaon percentage = 9.1606% Unknown Particle type 411 percentage = 0.0002% Unknown Particle type 431 percentage = 0.0001% proton percentage = 5.4207% Unknown Particle type 3112 percentage = 0.0069% Unknown Particle type 3222 percentage = 0.0223% Unknown Particle type 3312 percentage = 0.0024% Unknown Particle type 1000020040 percentage = 0.0003% 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 TrackFitMatchChi2 Making plots for input TrackCloneDist Making plots for input TrackFitVeloChi2 Making plots for input TrackFitVeloNDoF Making plots for input TrackFitTChi2 Making plots for input TrackFitTNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichUsedR2Gas Making plots for input RichAboveMuThres Making plots for input RichAboveKaThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsMuon Making plots for input MuonNShared Making plots for input InAccMuon Making plots for input MuonIsLooseMuon Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input PrsPIDe 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%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 37 input variables. ***************Training results***************** number of nodes in the 1st layer: 44 number of nodes in the 2nd layer: 44 number of nodes in the 3rd layer: 1 number of iterations: 100