Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Proton/Long Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Proton/Long/GlobalPID_Proton_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/BFGS/621/Proton/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/BFGS/621/Proton/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/BFGS/621/Proton/Long/NB.txt Training Host = lxplus432.cern.ch Particle type = proton 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_Proton_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 40 nodes, hidden layer has 46 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 40 Your number of nodes in the hidden layer is: 46 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function You want to use the global preprocessing flag 621 You use momentum: 0. Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 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 RichAbovePiThres PreproFlag 18 Input 19 RichAboveKaThres PreproFlag 18 Input 20 RichAbovePrThres PreproFlag 18 Input 21 RichDLLe PreproFlag 34 Input 22 RichDLLmu PreproFlag 34 Input 23 RichDLLk PreproFlag 34 Input 24 RichDLLp PreproFlag 34 Input 25 RichDLLbt PreproFlag 34 Input 26 MuonBkgLL PreproFlag 34 Input 27 MuonMuLL PreproFlag 34 Input 28 MuonIsMuon PreproFlag 19 Input 29 MuonNShared PreproFlag 19 Input 30 InAccMuon PreproFlag 19 Input 31 MuonIsLooseMuon PreproFlag 19 Input 32 EcalPIDe PreproFlag 34 Input 33 EcalPIDmu PreproFlag 34 Input 34 HcalPIDe PreproFlag 34 Input 35 HcalPIDmu PreproFlag 34 Input 36 CaloPrsE PreproFlag 34 Input 37 PrsPIDe PreproFlag 34 Input 38 InAccBrem PreproFlag 19 Input 39 BremPIDe PreproFlag 34 Input 40 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 = 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 # 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 = 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 # 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 = 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 # 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 = 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 # 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 = 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 # 39 : 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 # 40 : 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: 5.42070007 % ------------------------------ 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 8357.83984 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 warning: map is empty for variable 3 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 268.123718 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 warning: map is empty for variable 4 605.494873 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 warning: map is empty for variable 7 -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 -2.64889002 -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 6.88268 warning: map is empty for variable 9 805 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 regularised 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. 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. 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 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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. build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -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 # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -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 # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -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 # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -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 # 24 build map for variable # 24 ------------------------------ Transdef: Tab for variable 25 -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 # 25 build map for variable # 25 ------------------------------ Transdef: Tab for variable 26 -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 # 26 build map for variable # 26 ------------------------------ Transdef: Tab for variable 27 -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 # 27 build map for variable # 27 ------------------------------ 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. 0. 0. 1. 1. 1. 1. build map for variable # 28 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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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 # 29 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 35. Unregularised mean is returned ------------------------------ 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. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 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 # 30 ------------------------------ Transdef: Tab for variable 31 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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 # 31 ------------------------------ Transdef: Tab for variable 32 -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 # 32 build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -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 # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -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 # 34 build map for variable # 34 ------------------------------ Transdef: Tab for variable 35 -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 # 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. 1.37135875 1.37135875 1.37135875 1.64563048 1.64563048 1.64563048 1.64563048 1.64563048 1.64563048 1.91990221 1.91990221 1.91990221 1.91990221 1.91990221 1.91990221 1.91990221 1.91990221 2.19417405 2.19417405 2.19417405 2.19417405 2.19417405 2.19417405 2.19417405 2.19417405 2.46844578 2.46844578 2.46844578 2.46844578 2.46844578 2.46844578 2.46844578 2.46844578 2.7427175 2.7427175 2.7427175 2.7427175 2.7427175 2.7427175 2.7427175 3.01698923 3.01698923 3.01698923 3.01698923 3.01698923 3.29126096 3.29126096 3.29126096 3.29126096 3.56553268 3.56553268 3.83980441 3.83980441 4.11407614 4.3883481 4.3883481 4.66261959 4.93689156 5.48543501 5.75970697 6.30825043 7.13106537 7.95388079 9.05096817 10.4223261 12.0679569 13.9878588 16.1820335 18.9247513 21.667469 24.4101849 27.7014465 30.9927082 34.558239 38.1237717 42.2378502 46.6261978 51.5630875 57.3227959 65.0024033 75.4247284 94.0752106 280.579987 do regularised spline fit for input variable # 36 build map for variable # 36 ------------------------------ Transdef: Tab for variable 37 -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 # 37 build map for variable # 37 ------------------------------ Transdef: Tab for variable 38 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 # 38 ------------------------------ Transdef: Tab for variable 39 -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 # 39 build map for variable # 39 ------------------------------ Transdef: Tab for variable 40 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 1.104868 warning: map is empty for variable 40 89 1.10674155 1.1095506 1.11235952 1.11423218 1.11735332 1.11891389 1.12359548 1.12359548 1.12827718 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 # 40 build map for variable # 40 warning: map is empty for variable 40 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 0 0.5 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1 100.0 2.0 8.7 13.6 7.6 3.7 7.8 9.1 8.1 3.1 2.5 3.6 2.3 4.2 2.0 2.9 5.7 5.2 8.8 9.0 18.6 13.5 31.8 40.9 38.1 2.9 2.7 2.6 2.4 3.5 2.4 6.5 3.3 4.1 3.6 3.4 6.7 2.8 8.3 11.4 2 2.0 100.0 -1.0 -0.2 13.8 4.7 13.0 19.5 9.3 1.7 0.8 2.0 10.3 2.9 0.7 0.4 -1.1 0.4 0.0 -0.3 -12.1 -9.2 -2.5 0.5 -1.2 2.1 2.6 2.3 3.1 -1.4 4.1 1.9 -1.7 -0.2 -1.0 1.6 -0.1 0.6 -0.4 2.5 3 8.7 -1.0 100.0 52.8 12.5 -18.6 29.8 18.4 15.2 5.5 -7.2 -9.5 6.6 13.2 -49.9 -36.2 73.6 20.2 22.8 31.1 45.4 27.6 0.7 8.4 9.3 -3.5 -1.2 0.0 -0.8 45.5 0.0 41.4 28.5 45.3 46.0 13.0 59.2 -34.4 49.8 -8.5 4 13.6 -0.2 52.8 100.0 16.1 11.8 19.8 25.0 21.1 10.4 12.3 17.6 4.3 16.2 24.8 24.7 34.5 37.3 64.8 65.7 16.1 11.3 12.0 23.3 28.3 -0.6 -0.2 0.5 -0.1 20.4 1.4 32.8 15.5 23.5 23.3 14.1 36.5 23.7 51.9 -5.1 5 7.6 13.8 12.5 16.1 100.0 32.7 79.7 79.8 80.5 8.7 15.2 20.8 49.8 18.6 3.5 6.5 8.5 15.4 13.5 11.1 -9.3 -8.9 -9.0 -4.7 -5.6 2.8 3.1 3.3 2.8 5.7 3.5 10.8 4.4 4.3 6.4 12.7 10.8 7.4 12.4 1.7 6 3.7 4.7 -18.6 11.8 32.7 100.0 32.3 41.8 25.4 4.2 44.3 64.7 15.0 24.9 24.5 49.6 -15.1 15.7 16.2 15.7 -18.2 -15.1 -3.3 1.1 1.6 -0.3 -0.7 -0.7 -0.4 -0.6 -0.1 4.0 -1.1 -5.7 -5.3 12.8 -3.2 50.0 21.7 0.3 7 7.8 13.0 29.8 19.8 79.7 32.3 100.0 79.9 68.7 9.9 9.8 17.1 39.3 23.6 -8.4 -6.2 21.6 15.2 12.5 13.9 -4.3 -9.3 -11.8 -6.2 -7.2 0.5 1.0 1.6 0.7 20.5 1.3 14.5 10.7 11.5 14.9 16.8 18.3 -4.7 19.5 -1.9 8 9.1 19.5 18.4 25.0 79.8 41.8 79.9 100.0 75.9 18.3 20.7 33.9 30.0 22.5 6.7 14.1 13.0 24.8 21.6 18.6 -9.9 -9.8 -9.2 -3.3 -3.9 2.5 2.7 3.2 2.4 9.3 3.3 17.3 5.2 6.6 8.9 17.4 16.3 15.2 19.7 2.4 9 8.1 9.3 15.2 21.1 80.5 25.4 68.7 75.9 100.0 5.2 10.9 16.3 24.0 16.1 5.4 6.8 10.9 19.1 16.3 13.6 -7.2 -7.4 -5.9 -1.9 -2.1 4.9 5.0 5.2 4.4 9.3 4.7 13.3 5.6 6.2 8.6 14.4 13.2 7.9 14.1 1.1 10 3.1 1.7 5.5 10.4 8.7 4.2 9.9 18.3 5.2 100.0 4.8 11.2 1.4 0.6 4.7 -0.6 4.6 5.1 8.3 6.5 -4.5 -3.6 -3.4 -0.8 -0.7 -0.7 -0.7 -0.5 -0.8 2.6 -0.4 10.7 1.1 2.2 3.2 8.3 8.6 -0.7 4.2 5.8 11 2.5 0.8 -7.2 12.3 15.2 44.3 9.8 20.7 10.9 4.8 100.0 61.9 3.1 5.7 17.7 38.3 -5.8 18.3 16.1 14.4 -7.0 -5.9 3.1 5.7 6.9 -0.8 -1.3 -1.2 -1.4 0.1 -1.3 5.6 -1.4 -3.2 -2.7 8.5 1.0 37.4 19.1 4.1 12 3.6 2.0 -9.5 17.6 20.8 64.7 17.1 33.9 16.3 11.2 61.9 100.0 3.8 8.4 24.8 52.7 -7.8 23.8 23.2 21.3 -11.1 -9.8 3.5 7.8 9.6 -1.0 -1.8 -1.5 -1.9 -0.1 -1.7 8.7 -2.0 -3.9 -3.4 12.6 2.1 51.6 27.4 3.2 13 2.3 10.3 6.6 4.3 49.8 15.0 39.3 30.0 24.0 1.4 3.1 3.8 100.0 14.5 -2.8 -1.2 3.8 1.2 2.8 3.3 -4.1 -4.5 -6.3 -3.9 -4.8 0.4 0.9 1.0 1.1 0.7 1.7 2.9 1.7 2.0 2.5 2.7 3.7 -0.8 5.0 -0.1 14 4.2 2.9 13.2 16.2 18.6 24.9 23.6 22.5 16.1 0.6 5.7 8.4 14.5 100.0 -0.6 5.6 7.5 9.0 8.8 12.3 -2.3 -6.5 -5.0 -1.5 -1.3 -1.2 -1.2 -1.1 -1.2 16.2 -0.8 4.8 4.8 5.4 6.5 10.3 5.5 5.8 14.1 -2.3 15 2.0 0.7 -49.9 24.8 3.5 24.5 -8.4 6.7 5.4 4.7 17.7 24.8 -2.8 -0.6 100.0 43.0 -44.3 25.8 54.3 46.0 -30.1 -20.9 8.9 8.3 14.8 2.4 0.2 -0.4 -0.3 -24.0 0.0 -15.6 -16.1 -23.3 -25.1 0.9 -28.3 46.4 -18.0 6.0 16 2.9 0.4 -36.2 24.7 6.5 49.6 -6.2 14.1 6.8 -0.6 38.3 52.7 -1.2 5.6 43.0 100.0 -29.1 35.0 28.9 23.2 -14.2 -5.4 10.9 12.6 14.9 0.4 -1.0 -1.1 -1.1 -13.1 -0.9 -1.8 -8.9 -14.8 -15.7 7.5 -13.7 81.9 26.0 0.5 17 5.7 -1.1 73.6 34.5 8.5 -15.1 21.6 13.0 10.9 4.6 -5.8 -7.8 3.8 7.5 -44.3 -29.1 100.0 25.0 13.6 6.5 31.0 28.1 3.9 9.9 8.4 -2.2 0.1 1.3 0.1 36.5 0.9 40.0 26.6 37.1 44.5 12.7 55.0 -28.2 44.3 -6.8 18 5.2 0.4 20.2 37.3 15.4 15.7 15.2 24.8 19.1 5.1 18.3 23.8 1.2 9.0 25.8 35.0 25.0 100.0 40.3 22.7 17.6 19.0 14.9 12.5 13.4 -1.0 -0.7 -0.4 -0.8 18.7 -0.3 18.0 8.4 9.7 12.6 18.1 18.8 31.5 20.6 -0.3 19 8.8 0.0 22.8 64.8 13.5 16.2 12.5 21.6 16.3 8.3 16.1 23.2 2.8 8.8 54.3 28.9 13.6 40.3 100.0 56.3 7.6 7.5 6.5 16.4 20.5 2.6 2.5 2.7 2.5 1.5 3.6 20.6 6.5 11.0 8.8 8.7 19.4 29.0 25.5 -0.9 20 9.0 -0.3 31.1 65.7 11.1 15.7 13.9 18.6 13.6 6.5 14.4 21.3 3.3 12.3 46.0 23.2 6.5 22.7 56.3 100.0 7.4 -7.5 6.6 12.4 21.8 -2.9 -4.2 -3.4 -4.7 17.9 -4.1 14.0 4.1 12.9 8.9 11.9 14.8 23.5 29.4 -2.7 21 18.6 -12.1 45.4 16.1 -9.3 -18.2 -4.3 -9.9 -7.2 -4.5 -7.0 -11.1 -4.1 -2.3 -30.1 -14.2 31.0 17.6 7.6 7.4 100.0 69.7 38.4 36.3 37.0 -3.1 -1.1 -0.5 -0.2 7.9 0.1 16.1 12.0 21.6 19.3 -4.8 26.0 -17.8 15.1 0.5 22 13.5 -9.2 27.6 11.3 -8.9 -15.1 -9.3 -9.8 -7.4 -3.6 -5.9 -9.8 -4.5 -6.5 -20.9 -5.4 28.1 19.0 7.5 -7.5 69.7 100.0 34.1 28.7 28.5 0.8 3.3 3.6 4.5 -8.7 5.0 16.1 12.0 16.8 18.4 -10.7 24.0 -9.6 8.8 1.5 23 31.8 -2.5 0.7 12.0 -9.0 -3.3 -11.8 -9.2 -5.9 -3.4 3.1 3.5 -6.3 -5.0 8.9 10.9 3.9 14.9 6.5 6.6 38.4 34.1 100.0 81.6 83.7 1.5 1.2 0.8 0.7 1.6 0.4 1.5 0.2 2.0 2.7 -1.9 2.0 11.6 6.7 9.8 24 40.9 0.5 8.4 23.3 -4.7 1.1 -6.2 -3.3 -1.9 -0.8 5.7 7.8 -3.9 -1.5 8.3 12.6 9.9 12.5 16.4 12.4 36.3 28.7 81.6 100.0 95.3 2.3 2.1 1.7 1.6 5.4 1.6 9.4 3.0 5.8 5.5 1.8 8.8 14.0 18.6 9.4 25 38.1 -1.2 9.3 28.3 -5.6 1.6 -7.2 -3.9 -2.1 -0.7 6.9 9.6 -4.8 -1.3 14.8 14.9 8.4 13.4 20.5 21.8 37.0 28.5 83.7 95.3 100.0 1.6 1.1 0.8 0.5 7.2 0.5 9.2 2.5 6.2 5.5 2.7 8.6 16.8 20.5 9.3 26 2.9 2.1 -3.5 -0.6 2.8 -0.3 0.5 2.5 4.9 -0.7 -0.8 -1.0 0.4 -1.2 2.4 0.4 -2.2 -1.0 2.6 -2.9 -3.1 0.8 1.5 2.3 1.6 100.0 93.3 80.1 84.9 -9.7 82.9 -3.6 1.9 3.5 3.2 -6.6 -3.9 0.7 -3.3 1.1 27 2.7 2.6 -1.2 -0.2 3.1 -0.7 1.0 2.7 5.0 -0.7 -1.3 -1.8 0.9 -1.2 0.2 -1.0 0.1 -0.7 2.5 -4.2 -1.1 3.3 1.2 2.1 1.1 93.3 100.0 81.5 88.5 -10.2 87.8 -1.7 2.7 4.5 4.5 -6.6 -1.4 -0.7 -2.0 0.8 28 2.6 2.3 0.0 0.5 3.3 -0.7 1.6 3.2 5.2 -0.5 -1.2 -1.5 1.0 -1.1 -0.4 -1.1 1.3 -0.4 2.7 -3.4 -0.5 3.6 0.8 1.7 0.8 80.1 81.5 100.0 81.4 -9.5 81.4 -1.1 3.0 4.5 4.5 -6.1 -0.3 -1.0 -1.2 0.6 29 2.4 3.1 -0.8 -0.1 2.8 -0.4 0.7 2.4 4.4 -0.8 -1.4 -1.9 1.1 -1.2 -0.3 -1.1 0.1 -0.8 2.5 -4.7 -0.2 4.5 0.7 1.6 0.5 84.9 88.5 81.4 100.0 -11.3 96.9 -0.9 2.6 4.2 4.2 -6.5 -0.7 -0.9 -1.8 0.5 30 3.5 -1.4 45.5 20.4 5.7 -0.6 20.5 9.3 9.3 2.6 0.1 -0.1 0.7 16.2 -24.0 -13.1 36.5 18.7 1.5 17.9 7.9 -8.7 1.6 5.4 7.2 -9.7 -10.2 -9.5 -11.3 100.0 -11.7 21.0 25.2 29.1 32.5 37.4 30.8 -12.3 34.5 -5.4 31 2.4 4.1 0.0 1.4 3.5 -0.1 1.3 3.3 4.7 -0.4 -1.3 -1.7 1.7 -0.8 0.0 -0.9 0.9 -0.3 3.6 -4.1 0.1 5.0 0.4 1.6 0.5 82.9 87.8 81.4 96.9 -11.7 100.0 0.2 2.4 4.2 4.2 -6.2 0.3 -0.6 -1.0 0.4 32 6.5 1.9 41.4 32.8 10.8 4.0 14.5 17.3 13.3 10.7 5.6 8.7 2.9 4.8 -15.6 -1.8 40.0 18.0 20.6 14.0 16.1 16.1 1.5 9.4 9.2 -3.6 -1.7 -1.1 -0.9 21.0 0.2 100.0 12.5 32.6 36.5 38.9 62.0 -0.3 38.2 1.9 33 3.3 -1.7 28.5 15.5 4.4 -1.1 10.7 5.2 5.6 1.1 -1.4 -2.0 1.7 4.8 -16.1 -8.9 26.6 8.4 6.5 4.1 12.0 12.0 0.2 3.0 2.5 1.9 2.7 3.0 2.6 25.2 2.4 12.5 100.0 20.4 19.6 9.4 23.3 -7.3 21.8 -3.9 34 4.1 -0.2 45.3 23.5 4.3 -5.7 11.5 6.6 6.2 2.2 -3.2 -3.9 2.0 5.4 -23.3 -14.8 37.1 9.7 11.0 12.9 21.6 16.8 2.0 5.8 6.2 3.5 4.5 4.5 4.2 29.1 4.2 32.6 20.4 100.0 68.7 11.4 40.7 -13.4 27.0 -4.1 35 3.6 -1.0 46.0 23.3 6.4 -5.3 14.9 8.9 8.6 3.2 -2.7 -3.4 2.5 6.5 -25.1 -15.7 44.5 12.6 8.8 8.9 19.3 18.4 2.7 5.5 5.5 3.2 4.5 4.5 4.2 32.5 4.2 36.5 19.6 68.7 100.0 19.1 45.7 -14.4 28.6 -4.3 36 3.4 1.6 13.0 14.1 12.7 12.8 16.8 17.4 14.4 8.3 8.5 12.6 2.7 10.3 0.9 7.5 12.7 18.1 8.7 11.9 -4.8 -10.7 -1.9 1.8 2.7 -6.6 -6.6 -6.1 -6.5 37.4 -6.2 38.9 9.4 11.4 19.1 100.0 56.8 8.0 18.9 3.7 37 6.7 -0.1 59.2 36.5 10.8 -3.2 18.3 16.3 13.2 8.6 1.0 2.1 3.7 5.5 -28.3 -13.7 55.0 18.8 19.4 14.8 26.0 24.0 2.0 8.8 8.6 -3.9 -1.4 -0.3 -0.7 30.8 0.3 62.0 23.3 40.7 45.7 56.8 100.0 -12.2 41.6 -1.6 38 2.8 0.6 -34.4 23.7 7.4 50.0 -4.7 15.2 7.9 -0.7 37.4 51.6 -0.8 5.8 46.4 81.9 -28.2 31.5 29.0 23.5 -17.8 -9.6 11.6 14.0 16.8 0.7 -0.7 -1.0 -0.9 -12.3 -0.6 -0.3 -7.3 -13.4 -14.4 8.0 -12.2 100.0 33.6 0.5 39 8.3 -0.4 49.8 51.9 12.4 21.7 19.5 19.7 14.1 4.2 19.1 27.4 5.0 14.1 -18.0 26.0 44.3 20.6 25.5 29.4 15.1 8.8 6.7 18.6 20.5 -3.3 -2.0 -1.2 -1.8 34.5 -1.0 38.2 21.8 27.0 28.6 18.9 41.6 33.6 100.0 -7.5 40 11.4 2.5 -8.5 -5.1 1.7 0.3 -1.9 2.4 1.1 5.8 4.1 3.2 -0.1 -2.3 6.0 0.5 -6.8 -0.3 -0.9 -2.7 0.5 1.5 9.8 9.4 9.3 1.1 0.8 0.6 0.5 -5.4 0.4 1.9 -3.9 -4.1 -4.3 3.7 -1.6 0.5 -7.5 100.0 TOTAL CORRELATION TO TARGET (diagonal) 76.7377839 TOTAL CORRELATION OF ALL VARIABLES 44.07438 ROUND 1: MAX CORR ( 44.0743798) AFTER KILLING INPUT VARIABLE 16 CONTR 0.00497361921 ROUND 2: MAX CORR ( 44.0743346) AFTER KILLING INPUT VARIABLE 34 CONTR 0.06311514 ROUND 3: MAX CORR ( 44.0742127) AFTER KILLING INPUT VARIABLE 11 CONTR 0.103660765 ROUND 4: MAX CORR ( 44.0740804) AFTER KILLING INPUT VARIABLE 15 CONTR 0.107972673 ROUND 5: MAX CORR ( 44.0739038) AFTER KILLING INPUT VARIABLE 32 CONTR 0.124763073 ROUND 6: MAX CORR ( 44.0735745) AFTER KILLING INPUT VARIABLE 27 CONTR 0.17036776 ROUND 7: MAX CORR ( 44.0730331) AFTER KILLING INPUT VARIABLE 2 CONTR 0.218459884 ROUND 8: MAX CORR ( 44.0713946) AFTER KILLING INPUT VARIABLE 30 CONTR 0.380028695 ROUND 9: MAX CORR ( 44.0691915) AFTER KILLING INPUT VARIABLE 5 CONTR 0.440668264 ROUND 10: MAX CORR ( 44.0678465) AFTER KILLING INPUT VARIABLE 13 CONTR 0.344304891 ROUND 11: MAX CORR ( 44.0654326) AFTER KILLING INPUT VARIABLE 28 CONTR 0.461237556 ROUND 12: MAX CORR ( 44.0625694) AFTER KILLING INPUT VARIABLE 3 CONTR 0.502327389 ROUND 13: MAX CORR ( 44.0601722) AFTER KILLING INPUT VARIABLE 37 CONTR 0.459613003 ROUND 14: MAX CORR ( 44.0556288) AFTER KILLING INPUT VARIABLE 29 CONTR 0.632727057 ROUND 15: MAX CORR ( 44.0543351) AFTER KILLING INPUT VARIABLE 31 CONTR 0.337628054 ROUND 16: MAX CORR ( 44.0467784) AFTER KILLING INPUT VARIABLE 23 CONTR 0.815933465 ROUND 17: MAX CORR ( 44.040123) AFTER KILLING INPUT VARIABLE 19 CONTR 0.765672333 ROUND 18: MAX CORR ( 44.0342041) AFTER KILLING INPUT VARIABLE 22 CONTR 0.722012856 ROUND 19: MAX CORR ( 44.0272706) AFTER KILLING INPUT VARIABLE 35 CONTR 0.781394312 ROUND 20: MAX CORR ( 44.0177194) AFTER KILLING INPUT VARIABLE 39 CONTR 0.917027308 ROUND 21: MAX CORR ( 44.0095385) AFTER KILLING INPUT VARIABLE 33 CONTR 0.848611078 ROUND 22: MAX CORR ( 43.9974122) AFTER KILLING INPUT VARIABLE 9 CONTR 1.03305352 ROUND 23: MAX CORR ( 43.9800018) AFTER KILLING INPUT VARIABLE 36 CONTR 1.23762562 ROUND 24: MAX CORR ( 43.9566928) AFTER KILLING INPUT VARIABLE 6 CONTR 1.43168437 ROUND 25: MAX CORR ( 43.9394222) AFTER KILLING INPUT VARIABLE 12 CONTR 1.23207808 ROUND 26: MAX CORR ( 43.9196676) AFTER KILLING INPUT VARIABLE 10 CONTR 1.31742996 ROUND 27: MAX CORR ( 43.8809424) AFTER KILLING INPUT VARIABLE 4 CONTR 1.84393415 ROUND 28: MAX CORR ( 43.8426848) AFTER KILLING INPUT VARIABLE 17 CONTR 1.83196658 ROUND 29: MAX CORR ( 43.7999531) AFTER KILLING INPUT VARIABLE 26 CONTR 1.93522934 ROUND 30: MAX CORR ( 43.7542406) AFTER KILLING INPUT VARIABLE 38 CONTR 2.00058104 ROUND 31: MAX CORR ( 43.6920473) AFTER KILLING INPUT VARIABLE 14 CONTR 2.3320741 ROUND 32: MAX CORR ( 43.5961265) AFTER KILLING INPUT VARIABLE 7 CONTR 2.89357137 ROUND 33: MAX CORR ( 43.4221431) AFTER KILLING INPUT VARIABLE 18 CONTR 3.89098104 ROUND 34: MAX CORR ( 43.2933297) AFTER KILLING INPUT VARIABLE 20 CONTR 3.34217291 ROUND 35: MAX CORR ( 43.1793336) AFTER KILLING INPUT VARIABLE 25 CONTR 3.13967302 ROUND 36: MAX CORR ( 42.8591021) AFTER KILLING INPUT VARIABLE 21 CONTR 5.24902027 ROUND 37: MAX CORR ( 42.2276115) AFTER KILLING INPUT VARIABLE 40 CONTR 7.33017449 ROUND 38: MAX CORR ( 40.9093486) AFTER KILLING INPUT VARIABLE 8 CONTR 10.4688286 LAST REMAINING VARIABLE: 24 total correlation to target: 44.07438 % total significance: 440.7438 sigma correlations of single variables to target: variable 2: 1.98630247 % , in sigma: 19.8630247 variable 3: 8.65030928 % , in sigma: 86.5030928 variable 4: 13.5830395 % , in sigma: 135.830395 variable 5: 7.58113825 % , in sigma: 75.8113825 variable 6: 3.73249657 % , in sigma: 37.3249657 variable 7: 7.80360461 % , in sigma: 78.0360461 variable 8: 9.13064951 % , in sigma: 91.3064951 variable 9: 8.14684548 % , in sigma: 81.4684548 variable 10: 3.07675444 % , in sigma: 30.7675444 variable 11: 2.492584 % , in sigma: 24.92584 variable 12: 3.58398986 % , in sigma: 35.8398986 variable 13: 2.25233634 % , in sigma: 22.5233634 variable 14: 4.2156615 % , in sigma: 42.156615 variable 15: 2.03115277 % , in sigma: 20.3115277 variable 16: 2.88095473 % , in sigma: 28.8095473 variable 17: 5.67862084 % , in sigma: 56.7862084 variable 18: 5.19080392 % , in sigma: 51.9080392 variable 19: 8.83994475 % , in sigma: 88.3994475 variable 20: 9.00545943 % , in sigma: 90.0545943 variable 21: 18.602588 % , in sigma: 186.02588 variable 22: 13.5006321 % , in sigma: 135.006321 variable 23: 31.8001925 % , in sigma: 318.001925 variable 24: 40.9093486 % , in sigma: 409.093486 variable 25: 38.1344751 % , in sigma: 381.344751 variable 26: 2.90223069 % , in sigma: 29.0223069 variable 27: 2.73303389 % , in sigma: 27.3303389 variable 28: 2.62591957 % , in sigma: 26.2591957 variable 29: 2.44522271 % , in sigma: 24.4522271 variable 30: 3.49656484 % , in sigma: 34.9656484 variable 31: 2.3564078 % , in sigma: 23.564078 variable 32: 6.46077285 % , in sigma: 64.6077285 variable 33: 3.26840132 % , in sigma: 32.6840132 variable 34: 4.0835396 % , in sigma: 40.835396 variable 35: 3.59657174 % , in sigma: 35.9657174 variable 36: 3.44363561 % , in sigma: 34.4363561 variable 37: 6.73346004 % , in sigma: 67.3346004 variable 38: 2.8115895 % , in sigma: 28.115895 variable 39: 8.33893526 % , in sigma: 83.3893526 variable 40: 11.4252069 % , in sigma: 114.252069 variables sorted by significance: 1 most relevant variable 24 corr 40.9093475 , in sigma: 409.093475 2 most relevant variable 8 corr 10.4688282 , in sigma: 104.688282 3 most relevant variable 40 corr 7.33017445 , in sigma: 73.3017445 4 most relevant variable 21 corr 5.2490201 , in sigma: 52.490201 5 most relevant variable 25 corr 3.13967299 , in sigma: 31.3967299 6 most relevant variable 20 corr 3.34217286 , in sigma: 33.4217286 7 most relevant variable 18 corr 3.89098096 , in sigma: 38.9098096 8 most relevant variable 7 corr 2.89357138 , in sigma: 28.9357138 9 most relevant variable 14 corr 2.33207417 , in sigma: 23.3207417 10 most relevant variable 38 corr 2.00058103 , in sigma: 20.0058103 11 most relevant variable 26 corr 1.9352293 , in sigma: 19.352293 12 most relevant variable 17 corr 1.83196664 , in sigma: 18.3196664 13 most relevant variable 4 corr 1.84393418 , in sigma: 18.4393418 14 most relevant variable 10 corr 1.3174299 , in sigma: 13.174299 15 most relevant variable 12 corr 1.23207808 , in sigma: 12.3207808 16 most relevant variable 6 corr 1.43168437 , in sigma: 14.3168437 17 most relevant variable 36 corr 1.2376256 , in sigma: 12.376256 18 most relevant variable 9 corr 1.03305352 , in sigma: 10.3305352 19 most relevant variable 33 corr 0.848611057 , in sigma: 8.48611057 20 most relevant variable 39 corr 0.917027295 , in sigma: 9.17027295 21 most relevant variable 35 corr 0.781394303 , in sigma: 7.81394303 22 most relevant variable 22 corr 0.722012877 , in sigma: 7.22012877 23 most relevant variable 19 corr 0.765672326 , in sigma: 7.65672326 24 most relevant variable 23 corr 0.815933466 , in sigma: 8.15933466 25 most relevant variable 31 corr 0.337628067 , in sigma: 3.37628067 26 most relevant variable 29 corr 0.632727087 , in sigma: 6.32727087 27 most relevant variable 37 corr 0.459612995 , in sigma: 4.59612995 28 most relevant variable 3 corr 0.502327383 , in sigma: 5.02327383 29 most relevant variable 28 corr 0.46123755 , in sigma: 4.6123755 30 most relevant variable 13 corr 0.344304889 , in sigma: 3.44304889 31 most relevant variable 5 corr 0.440668255 , in sigma: 4.40668255 32 most relevant variable 30 corr 0.380028695 , in sigma: 3.80028695 33 most relevant variable 2 corr 0.218459889 , in sigma: 2.18459889 34 most relevant variable 27 corr 0.170367762 , in sigma: 1.70367762 35 most relevant variable 32 corr 0.124763072 , in sigma: 1.24763072 36 most relevant variable 15 corr 0.107972674 , in sigma: 1.07972674 37 most relevant variable 11 corr 0.103660762 , in sigma: 1.03660762 38 most relevant variable 34 corr 0.0631151423 , in sigma: 0.631151423 39 most relevant variable 16 corr 0.00497361924 , in sigma: 0.0497361924 global correlations between input variables: variable 2: 27.7584355 % variable 3: 96.187493 % variable 4: 87.1174729 % variable 5: 90.9804982 % variable 6: 76.1607477 % variable 7: 87.7470548 % variable 8: 89.3546452 % variable 9: 85.0417577 % variable 10: 29.5566775 % variable 11: 62.8183211 % variable 12: 78.7813499 % variable 13: 58.4306753 % variable 14: 37.6684134 % variable 15: 94.0637216 % variable 16: 88.4820822 % variable 17: 80.4250758 % variable 18: 73.4586316 % variable 19: 83.4405854 % variable 20: 85.0200812 % variable 21: 80.4110677 % variable 22: 76.1862059 % variable 23: 86.3352557 % variable 24: 95.8906741 % variable 25: 96.6343501 % variable 26: 93.8656092 % variable 27: 95.2652258 % variable 28: 84.7170462 % variable 29: 97.2625136 % variable 30: 68.224002 % variable 31: 97.1218822 % variable 32: 65.8998164 % variable 33: 36.2590879 % variable 34: 71.4513164 % variable 35: 73.2913588 % variable 36: 74.0819721 % variable 37: 84.289643 % variable 38: 86.848001 % variable 39: 80.0397819 % variable 40: 19.749951 % significance loss when removing single variables: variable 2: corr = 0.212649728 % , sigma = 2.12649728 variable 3: corr = 0.338909798 % , sigma = 3.38909798 variable 4: corr = 1.53324619 % , sigma = 15.3324619 variable 5: corr = 0.426905734 % , sigma = 4.26905734 variable 6: corr = 1.51219092 % , sigma = 15.1219092 variable 7: corr = 1.52624621 % , sigma = 15.2624621 variable 8: corr = 2.55279687 % , sigma = 25.5279687 variable 9: corr = 0.664576707 % , sigma = 6.64576707 variable 10: corr = 1.54553801 % , sigma = 15.4553801 variable 11: corr = 0.102988642 % , sigma = 1.02988642 variable 12: corr = 1.39940192 % , sigma = 13.9940192 variable 13: corr = 0.528208863 % , sigma = 5.28208863 variable 14: corr = 2.02316968 % , sigma = 20.2316968 variable 15: corr = 0.100524348 % , sigma = 1.00524348 variable 16: corr = 0.00497361924 % , sigma = 0.0497361924 variable 17: corr = 1.42248722 % , sigma = 14.2248722 variable 18: corr = 2.03708732 % , sigma = 20.3708732 variable 19: corr = 0.588980918 % , sigma = 5.88980918 variable 20: corr = 1.87552614 % , sigma = 18.7552614 variable 21: corr = 3.2357807 % , sigma = 32.357807 variable 22: corr = 0.904326858 % , sigma = 9.04326858 variable 23: corr = 0.795318869 % , sigma = 7.95318869 variable 24: corr = 14.7706819 % , sigma = 147.706819 variable 25: corr = 3.26801326 % , sigma = 32.6801326 variable 26: corr = 0.710857965 % , sigma = 7.10857965 variable 27: corr = 0.169961174 % , sigma = 1.69961174 variable 28: corr = 0.473729994 % , sigma = 4.73729994 variable 29: corr = 0.604766365 % , sigma = 6.04766365 variable 30: corr = 0.377912962 % , sigma = 3.77912962 variable 31: corr = 0.735606646 % , sigma = 7.35606646 variable 32: corr = 0.118988999 % , sigma = 1.18988999 variable 33: corr = 0.958719881 % , sigma = 9.58719881 variable 34: corr = 0.0630996726 % , sigma = 0.630996726 variable 35: corr = 0.638511136 % , sigma = 6.38511136 variable 36: corr = 1.45103684 % , sigma = 14.5103684 variable 37: corr = 0.642384924 % , sigma = 6.42384924 variable 38: corr = 1.20457846 % , sigma = 12.0457846 variable 39: corr = 0.916946828 % , sigma = 9.16946828 variable 40: corr = 7.53194368 % , sigma = 75.3194368 Keep only 32 most significant input variables Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -2.40859079 create test 22 plots 9100/9200: 2 NVar: 33. 5398 --------- Entering internal boost mode: --------- Weightsum per Output Node: 1000000. Starting analysis with 56 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.84411454 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.63744926 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.21226954 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.06762385 PREPRO: (sigma of derived input)/eigenvalue # 5 : 2.02617168 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.7527653 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.52434778 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.411183 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.34458959 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.30951393 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.13725376 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.07537389 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.03795123 PREPRO: (sigma of derived input)/eigenvalue # 14 : 1.00539327 PREPRO: (sigma of derived input)/eigenvalue # 15 : 1.00235057 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.9926337 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.941967487 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.939130664 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.910931468 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.893301904 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.815241456 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.766770661 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.737794042 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.734626174 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.710476875 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.657434165 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.608402789 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.585387528 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.557796657 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.533017993 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.516067564 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.51131171 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.488797635 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.476113856 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.460879594 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.429807961 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.429085374 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.392513931 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.38683334 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.362712711 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.315330952 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.242498338 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.208708256 PREPRO: (sigma of derived input)/eigenvalue # 44 : 0.178527087 PREPRO: (sigma of derived input)/eigenvalue # 45 : 0.109523818 PREPRO: (sigma of derived input)/eigenvalue # 46 : 0.0898065343 PREPRO: (sigma of derived input)/eigenvalue # 47 : 0.000432676723 PREPRO: (sigma of derived input)/eigenvalue # 48 : 0.000295600446 PREPRO: (sigma of derived input)/eigenvalue # 49 : 0.000262901565 PREPRO: (sigma of derived input)/eigenvalue # 50 : 0.000245780131 PREPRO: (sigma of derived input)/eigenvalue # 51 : 3.05867644E-07 PREPRO: (sigma of derived input)/eigenvalue # 52 : 2.22731018E-07 PREPRO: (sigma of derived input)/eigenvalue # 53 : 0.000166431942 PREPRO: (sigma of derived input)/eigenvalue # 54 : 0.000188510283 PREPRO: (sigma of derived input)/eigenvalue # 55 : 0.000255722203 PREPRO: (sigma of derived input)/eigenvalue # 56 : 0.000436958333 Using 45 variables out of 56 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 45.0 46.0 0 0.5 2.8 2.6 2.2 2.1 2.0 1.8 1.5 1.4 1.3 1.3 1.1 1.1 1.0 1.0 1.0 1.0 0.9 0.9 0.9 0.9 0.8 0.8 0.7 0.7 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 0.4 0.3 0.2 0.2 0.2 0.1 1 100.0 -7.4 2.2 -3.1 -13.4 22.2 -25.2 2.1 0.5 1.0 -0.4 0.8 7.5 1.8 -0.5 1.6 -0.7 4.3 0.5 1.9 -0.9 3.8 5.0 -1.5 1.5 -4.0 0.4 -2.2 0.1 -2.2 2.9 3.0 -2.4 -0.3 -1.0 -0.2 -1.3 2.5 -3.8 4.4 1.2 -0.4 -12.5 -0.4 -1.4 9.1 2 -7.4 100.0 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 0.0 0.0 3 2.2 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 0.0 0.0 4 -3.1 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 0.0 0.0 5 -13.4 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 0.0 0.0 6 22.2 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 -25.2 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 0.0 0.0 8 2.1 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 0.0 0.0 9 0.5 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 0.0 0.0 10 1.0 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 0.0 0.0 0.0 11 -0.4 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 0.0 0.0 12 0.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 7.5 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 0.0 0.0 14 1.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 15 -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 0.0 100.0 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 16 1.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 17 -0.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 18 4.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 19 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 0.0 100.0 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 20 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 0.0 100.0 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 21 -0.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 3.8 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 0.0 100.0 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 23 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 0.0 100.0 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 24 -1.5 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 0.0 0.0 25 1.5 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 0.0 100.0 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 26 -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 0.0 100.0 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 27 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 0.0 100.0 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 28 -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 0.0 100.0 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 29 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 0.0 100.0 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 30 -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 0.0 100.0 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 31 2.9 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 0.0 100.0 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 32 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 0.0 100.0 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 33 -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 0.0 100.0 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 34 -0.3 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 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 35 -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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 36 -0.2 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 37 -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 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 38 2.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 39 -3.8 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 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 40 4.4 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 41 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 0.0 0.0 0.0 0.0 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 42 -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 0.0 0.0 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 43 -12.5 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 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 44 -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 0.0 0.0 0.0 0.0 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 45 -1.4 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 0.0 0.0 0.0 100.0 0.0 46 9.1 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 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 42.9889012 PREPRO: MEAN( 1)= -0.891586 WIDTH 0.20507461 PREPRO: MEAN( 2)= 2.01794654E-08 WIDTH 8.08898095 PREPRO: MEAN( 3)= 9.79501754E-08 WIDTH 6.95613746 PREPRO: MEAN( 4)= -4.44989353E-08 WIDTH 4.89413783 PREPRO: MEAN( 5)= 7.00881332E-08 WIDTH 4.27506929 PREPRO: MEAN( 6)= 1.15315847E-07 WIDTH 4.10537167 PREPRO: MEAN( 7)= -1.63399121E-08 WIDTH 3.0721862 PREPRO: MEAN( 8)= -1.45279653E-08 WIDTH 2.32363608 PREPRO: MEAN( 9)= -5.22149643E-08 WIDTH 1.99143784 PREPRO: MEAN( 10)= -5.80157852E-08 WIDTH 1.80792162 PREPRO: MEAN( 11)= -3.34169343E-09 WIDTH 1.7148268 PREPRO: MEAN( 12)= -4.86103147E-08 WIDTH 1.29334625 PREPRO: MEAN( 13)= 3.27222049E-10 WIDTH 1.15642885 PREPRO: MEAN( 14)= 1.42688751E-08 WIDTH 1.07734266 PREPRO: MEAN( 15)= -5.02375523E-08 WIDTH 1.01081513 PREPRO: MEAN( 16)= -5.78796677E-08 WIDTH 1.00470596 PREPRO: MEAN( 17)= -2.18333472E-08 WIDTH 0.98532087 PREPRO: MEAN( 18)= -7.55467201E-08 WIDTH 0.887302331 PREPRO: MEAN( 19)= -2.23279782E-08 WIDTH 0.881966216 PREPRO: MEAN( 20)= -3.69007178E-08 WIDTH 0.829796156 PREPRO: MEAN( 21)= -2.71683484E-08 WIDTH 0.797988431 PREPRO: MEAN( 22)= 1.62036419E-08 WIDTH 0.664618852 PREPRO: MEAN( 23)= -6.95035979E-09 WIDTH 0.587937209 PREPRO: MEAN( 24)= -3.53224576E-08 WIDTH 0.544340343 PREPRO: MEAN( 25)= -2.72043119E-08 WIDTH 0.539675792 PREPRO: MEAN( 26)= 6.20210152E-08 WIDTH 0.504777397 PREPRO: MEAN( 27)= -3.63068171E-08 WIDTH 0.432219696 PREPRO: MEAN( 28)= 4.36964538E-08 WIDTH 0.3701539 PREPRO: MEAN( 29)= 4.31040917E-08 WIDTH 0.342678396 PREPRO: MEAN( 30)= 1.73206056E-08 WIDTH 0.311137135 PREPRO: MEAN( 31)= 1.71835348E-08 WIDTH 0.284108245 PREPRO: MEAN( 32)= 3.25819589E-08 WIDTH 0.266325843 PREPRO: MEAN( 33)= -2.41190195E-09 WIDTH 0.26143972 PREPRO: MEAN( 34)= 7.45736517E-09 WIDTH 0.238923084 PREPRO: MEAN( 35)= 2.79840548E-08 WIDTH 0.226684331 PREPRO: MEAN( 36)= -4.08669859E-08 WIDTH 0.212409972 PREPRO: MEAN( 37)= -1.05012059E-08 WIDTH 0.184734983 PREPRO: MEAN( 38)= 3.41114402E-09 WIDTH 0.184114318 PREPRO: MEAN( 39)= 2.18072585E-08 WIDTH 0.154067264 PREPRO: MEAN( 40)= 9.5564127E-09 WIDTH 0.149640138 PREPRO: MEAN( 41)= -2.02387474E-08 WIDTH 0.13156057 PREPRO: MEAN( 42)= 1.7252501E-08 WIDTH 0.0994335794 PREPRO: MEAN( 43)= -1.20641999E-08 WIDTH 0.0588054501 PREPRO: MEAN( 44)= 1.12932068E-08 WIDTH 0.0435591707 PREPRO: MEAN( 45)= 2.57366889E-08 WIDTH 0.031871887 PREPRO: MEAN( 46)= 1.52770463E-08 WIDTH 0.0119953747 ------------------------------------- Teacher: actual network topology: Nodes(1) = 46 Nodes(2) = 46 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 --> 214.749344 sigma out 46 active outputs RANK 2 NODE 7 --> 114.870613 sigma out 46 active outputs RANK 3 NODE 2 --> 111.616508 sigma out 46 active outputs RANK 4 NODE 6 --> 103.817841 sigma out 46 active outputs RANK 5 NODE 3 --> 100.175674 sigma out 46 active outputs RANK 6 NODE 5 --> 91.6282959 sigma out 46 active outputs RANK 7 NODE 4 --> 85.1009064 sigma out 46 active outputs RANK 8 NODE 18 --> 83.1549149 sigma out 46 active outputs RANK 9 NODE 13 --> 77.2034683 sigma out 46 active outputs RANK 10 NODE 9 --> 74.0841751 sigma out 46 active outputs RANK 11 NODE 15 --> 73.9093399 sigma out 46 active outputs RANK 12 NODE 16 --> 73.162178 sigma out 46 active outputs RANK 13 NODE 19 --> 72.4297714 sigma out 46 active outputs RANK 14 NODE 12 --> 72.4291763 sigma out 46 active outputs RANK 15 NODE 8 --> 71.698761 sigma out 46 active outputs RANK 16 NODE 43 --> 70.2431488 sigma out 46 active outputs RANK 17 NODE 11 --> 70.0633087 sigma out 46 active outputs RANK 18 NODE 25 --> 65.9766388 sigma out 46 active outputs RANK 19 NODE 37 --> 65.3560715 sigma out 46 active outputs RANK 20 NODE 38 --> 64.9514771 sigma out 46 active outputs RANK 21 NODE 22 --> 64.0422821 sigma out 46 active outputs RANK 22 NODE 21 --> 63.9122238 sigma out 46 active outputs RANK 23 NODE 46 --> 62.8529968 sigma out 46 active outputs RANK 24 NODE 34 --> 62.8337517 sigma out 46 active outputs RANK 25 NODE 42 --> 62.5249825 sigma out 46 active outputs RANK 26 NODE 40 --> 62.4202919 sigma out 46 active outputs RANK 27 NODE 30 --> 62.2609787 sigma out 46 active outputs RANK 28 NODE 14 --> 62.223671 sigma out 46 active outputs RANK 29 NODE 31 --> 61.9428406 sigma out 46 active outputs RANK 30 NODE 33 --> 60.9627113 sigma out 46 active outputs RANK 31 NODE 27 --> 60.1165771 sigma out 46 active outputs RANK 32 NODE 10 --> 59.8002319 sigma out 46 active outputs RANK 33 NODE 23 --> 59.6335297 sigma out 46 active outputs RANK 34 NODE 29 --> 59.2088623 sigma out 46 active outputs RANK 35 NODE 24 --> 58.9139786 sigma out 46 active outputs RANK 36 NODE 17 --> 58.8849564 sigma out 46 active outputs RANK 37 NODE 35 --> 58.488266 sigma out 46 active outputs RANK 38 NODE 32 --> 58.4817276 sigma out 46 active outputs RANK 39 NODE 20 --> 56.9050484 sigma out 46 active outputs RANK 40 NODE 44 --> 55.7277489 sigma out 46 active outputs RANK 41 NODE 45 --> 54.1385536 sigma out 46 active outputs RANK 42 NODE 39 --> 53.628376 sigma out 46 active outputs RANK 43 NODE 41 --> 51.4850998 sigma out 46 active outputs RANK 44 NODE 28 --> 50.6988449 sigma out 46 active outputs RANK 45 NODE 26 --> 47.6002579 sigma out 46 active outputs RANK 46 NODE 36 --> 47.3038216 sigma out 46 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 2 --> 166.473312 sigma in 46act. ( 193.272766 sig out 1act.) RANK 2 NODE 39 --> 119.091209 sigma in 46act. ( 135.875443 sig out 1act.) RANK 3 NODE 36 --> 111.859032 sigma in 46act. ( 163.65918 sig out 1act.) RANK 4 NODE 28 --> 102.557014 sigma in 46act. ( 110.730156 sig out 1act.) RANK 5 NODE 27 --> 101.926285 sigma in 46act. ( 121.717201 sig out 1act.) RANK 6 NODE 4 --> 97.4495392 sigma in 46act. ( 107.742508 sig out 1act.) RANK 7 NODE 19 --> 95.4510193 sigma in 46act. ( 103.527557 sig out 1act.) RANK 8 NODE 21 --> 94.9525146 sigma in 46act. ( 130.372681 sig out 1act.) RANK 9 NODE 38 --> 85.7855301 sigma in 46act. ( 107.559113 sig out 1act.) RANK 10 NODE 34 --> 85.3087769 sigma in 46act. ( 112.113998 sig out 1act.) RANK 11 NODE 5 --> 81.1709213 sigma in 46act. ( 91.9705048 sig out 1act.) RANK 12 NODE 31 --> 78.0424423 sigma in 46act. ( 99.764267 sig out 1act.) RANK 13 NODE 3 --> 77.0929718 sigma in 46act. ( 71.0094452 sig out 1act.) RANK 14 NODE 26 --> 76.694725 sigma in 46act. ( 52.3749008 sig out 1act.) RANK 15 NODE 33 --> 74.3779221 sigma in 46act. ( 74.8921356 sig out 1act.) RANK 16 NODE 9 --> 71.6066971 sigma in 46act. ( 18.8024998 sig out 1act.) RANK 17 NODE 15 --> 70.9586792 sigma in 46act. ( 91.9193954 sig out 1act.) RANK 18 NODE 43 --> 70.0456543 sigma in 46act. ( 49.8167496 sig out 1act.) RANK 19 NODE 14 --> 69.9806137 sigma in 46act. ( 42.3946419 sig out 1act.) RANK 20 NODE 6 --> 69.5585022 sigma in 46act. ( 67.4329834 sig out 1act.) RANK 21 NODE 32 --> 67.4933853 sigma in 46act. ( 41.1512909 sig out 1act.) RANK 22 NODE 35 --> 66.9536896 sigma in 46act. ( 51.7416534 sig out 1act.) RANK 23 NODE 8 --> 66.8603363 sigma in 46act. ( 57.676033 sig out 1act.) RANK 24 NODE 46 --> 66.4118195 sigma in 46act. ( 62.5062103 sig out 1act.) RANK 25 NODE 10 --> 64.4508286 sigma in 46act. ( 11.1959429 sig out 1act.) RANK 26 NODE 16 --> 62.6540794 sigma in 46act. ( 62.0062141 sig out 1act.) RANK 27 NODE 12 --> 62.23526 sigma in 46act. ( 35.8896713 sig out 1act.) RANK 28 NODE 7 --> 61.7916603 sigma in 46act. ( 47.8345985 sig out 1act.) RANK 29 NODE 25 --> 61.6058731 sigma in 46act. ( 44.9911385 sig out 1act.) RANK 30 NODE 42 --> 61.2318878 sigma in 46act. ( 25.5203762 sig out 1act.) RANK 31 NODE 24 --> 60.779705 sigma in 46act. ( 12.3741083 sig out 1act.) RANK 32 NODE 29 --> 60.2677383 sigma in 46act. ( 27.2378254 sig out 1act.) RANK 33 NODE 11 --> 59.7978249 sigma in 46act. ( 46.1107712 sig out 1act.) RANK 34 NODE 40 --> 59.7768555 sigma in 46act. ( 35.683033 sig out 1act.) RANK 35 NODE 1 --> 59.6237488 sigma in 46act. ( 53.5862122 sig out 1act.) RANK 36 NODE 13 --> 59.2042656 sigma in 46act. ( 48.8600807 sig out 1act.) RANK 37 NODE 37 --> 58.807724 sigma in 46act. ( 10.5009775 sig out 1act.) RANK 38 NODE 30 --> 58.1077003 sigma in 46act. ( 21.473114 sig out 1act.) RANK 39 NODE 17 --> 57.4661636 sigma in 46act. ( 47.0822792 sig out 1act.) RANK 40 NODE 44 --> 56.9302597 sigma in 46act. ( 17.0431137 sig out 1act.) RANK 41 NODE 45 --> 55.6979256 sigma in 46act. ( 39.797699 sig out 1act.) RANK 42 NODE 23 --> 55.3676491 sigma in 46act. ( 23.469574 sig out 1act.) RANK 43 NODE 22 --> 52.5510864 sigma in 46act. ( 9.99671173 sig out 1act.) RANK 44 NODE 20 --> 52.4221115 sigma in 46act. ( 37.3935699 sig out 1act.) RANK 45 NODE 18 --> 51.6231995 sigma in 46act. ( 10.3035784 sig out 1act.) RANK 46 NODE 41 --> 43.7070847 sigma in 46act. ( 33.0014839 sig out 1act.) sorted by output significance RANK 1 NODE 2 --> 193.272766 sigma out 1act.( 166.473312 sig in 46act.) RANK 2 NODE 36 --> 163.65918 sigma out 1act.( 111.859032 sig in 46act.) RANK 3 NODE 39 --> 135.875443 sigma out 1act.( 119.091209 sig in 46act.) RANK 4 NODE 21 --> 130.372681 sigma out 1act.( 94.9525146 sig in 46act.) RANK 5 NODE 27 --> 121.717201 sigma out 1act.( 101.926285 sig in 46act.) RANK 6 NODE 34 --> 112.113998 sigma out 1act.( 85.3087769 sig in 46act.) RANK 7 NODE 28 --> 110.730156 sigma out 1act.( 102.557014 sig in 46act.) RANK 8 NODE 4 --> 107.742508 sigma out 1act.( 97.4495392 sig in 46act.) RANK 9 NODE 38 --> 107.559113 sigma out 1act.( 85.7855301 sig in 46act.) RANK 10 NODE 19 --> 103.527557 sigma out 1act.( 95.4510193 sig in 46act.) RANK 11 NODE 31 --> 99.764267 sigma out 1act.( 78.0424423 sig in 46act.) RANK 12 NODE 5 --> 91.9705048 sigma out 1act.( 81.1709213 sig in 46act.) RANK 13 NODE 15 --> 91.9193954 sigma out 1act.( 70.9586792 sig in 46act.) RANK 14 NODE 33 --> 74.8921356 sigma out 1act.( 74.3779221 sig in 46act.) RANK 15 NODE 3 --> 71.0094452 sigma out 1act.( 77.0929718 sig in 46act.) RANK 16 NODE 6 --> 67.4329834 sigma out 1act.( 69.5585022 sig in 46act.) RANK 17 NODE 46 --> 62.5062103 sigma out 1act.( 66.4118195 sig in 46act.) RANK 18 NODE 16 --> 62.0062141 sigma out 1act.( 62.6540794 sig in 46act.) RANK 19 NODE 8 --> 57.676033 sigma out 1act.( 66.8603363 sig in 46act.) RANK 20 NODE 1 --> 53.5862122 sigma out 1act.( 59.6237488 sig in 46act.) RANK 21 NODE 26 --> 52.3749008 sigma out 1act.( 76.694725 sig in 46act.) RANK 22 NODE 35 --> 51.7416534 sigma out 1act.( 66.9536896 sig in 46act.) RANK 23 NODE 43 --> 49.8167496 sigma out 1act.( 70.0456543 sig in 46act.) RANK 24 NODE 13 --> 48.8600807 sigma out 1act.( 59.2042656 sig in 46act.) RANK 25 NODE 7 --> 47.8345985 sigma out 1act.( 61.7916603 sig in 46act.) RANK 26 NODE 17 --> 47.0822792 sigma out 1act.( 57.4661636 sig in 46act.) RANK 27 NODE 11 --> 46.1107712 sigma out 1act.( 59.7978249 sig in 46act.) RANK 28 NODE 25 --> 44.9911385 sigma out 1act.( 61.6058731 sig in 46act.) RANK 29 NODE 14 --> 42.3946419 sigma out 1act.( 69.9806137 sig in 46act.) RANK 30 NODE 32 --> 41.1512909 sigma out 1act.( 67.4933853 sig in 46act.) RANK 31 NODE 45 --> 39.797699 sigma out 1act.( 55.6979256 sig in 46act.) RANK 32 NODE 20 --> 37.3935699 sigma out 1act.( 52.4221115 sig in 46act.) RANK 33 NODE 12 --> 35.8896713 sigma out 1act.( 62.23526 sig in 46act.) RANK 34 NODE 40 --> 35.683033 sigma out 1act.( 59.7768555 sig in 46act.) RANK 35 NODE 41 --> 33.0014839 sigma out 1act.( 43.7070847 sig in 46act.) RANK 36 NODE 29 --> 27.2378254 sigma out 1act.( 60.2677383 sig in 46act.) RANK 37 NODE 42 --> 25.5203762 sigma out 1act.( 61.2318878 sig in 46act.) RANK 38 NODE 23 --> 23.469574 sigma out 1act.( 55.3676491 sig in 46act.) RANK 39 NODE 30 --> 21.473114 sigma out 1act.( 58.1077003 sig in 46act.) RANK 40 NODE 9 --> 18.8024998 sigma out 1act.( 71.6066971 sig in 46act.) RANK 41 NODE 44 --> 17.0431137 sigma out 1act.( 56.9302597 sig in 46act.) RANK 42 NODE 24 --> 12.3741083 sigma out 1act.( 60.779705 sig in 46act.) RANK 43 NODE 10 --> 11.1959429 sigma out 1act.( 64.4508286 sig in 46act.) RANK 44 NODE 37 --> 10.5009775 sigma out 1act.( 58.807724 sig in 46act.) RANK 45 NODE 18 --> 10.3035784 sigma out 1act.( 51.6231995 sig in 46act.) RANK 46 NODE 22 --> 9.99671173 sigma out 1act.( 52.5510864 sig in 46act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 511.722351 sigma in 46 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 237.983414 sigma out 46 active outputs RANK 2 NODE 7 --> 113.836311 sigma out 46 active outputs RANK 3 NODE 6 --> 104.323952 sigma out 46 active outputs RANK 4 NODE 2 --> 92.8681641 sigma out 46 active outputs RANK 5 NODE 3 --> 89.0378265 sigma out 46 active outputs RANK 6 NODE 5 --> 76.5630264 sigma out 46 active outputs RANK 7 NODE 4 --> 66.0949783 sigma out 46 active outputs RANK 8 NODE 18 --> 60.3269691 sigma out 46 active outputs RANK 9 NODE 13 --> 53.9291687 sigma out 46 active outputs RANK 10 NODE 9 --> 52.0989876 sigma out 46 active outputs RANK 11 NODE 16 --> 50.396225 sigma out 46 active outputs RANK 12 NODE 11 --> 50.1377487 sigma out 46 active outputs RANK 13 NODE 8 --> 49.7355118 sigma out 46 active outputs RANK 14 NODE 15 --> 48.6083565 sigma out 46 active outputs RANK 15 NODE 12 --> 47.3495941 sigma out 46 active outputs RANK 16 NODE 19 --> 46.439949 sigma out 46 active outputs RANK 17 NODE 22 --> 41.3358574 sigma out 46 active outputs RANK 18 NODE 14 --> 40.6177368 sigma out 46 active outputs RANK 19 NODE 21 --> 39.533844 sigma out 46 active outputs RANK 20 NODE 10 --> 36.203907 sigma out 46 active outputs RANK 21 NODE 23 --> 35.9123917 sigma out 46 active outputs RANK 22 NODE 27 --> 33.3311043 sigma out 46 active outputs RANK 23 NODE 25 --> 33.2973633 sigma out 46 active outputs RANK 24 NODE 29 --> 31.7236137 sigma out 46 active outputs RANK 25 NODE 24 --> 30.5391502 sigma out 46 active outputs RANK 26 NODE 20 --> 30.1553669 sigma out 46 active outputs RANK 27 NODE 17 --> 28.7122345 sigma out 46 active outputs RANK 28 NODE 30 --> 27.6626682 sigma out 46 active outputs RANK 29 NODE 26 --> 26.4245071 sigma out 46 active outputs RANK 30 NODE 31 --> 25.7895603 sigma out 46 active outputs RANK 31 NODE 28 --> 25.5081921 sigma out 46 active outputs RANK 32 NODE 33 --> 24.8368683 sigma out 46 active outputs RANK 33 NODE 37 --> 22.6298714 sigma out 46 active outputs RANK 34 NODE 43 --> 22.1173019 sigma out 46 active outputs RANK 35 NODE 38 --> 21.2058659 sigma out 46 active outputs RANK 36 NODE 35 --> 20.0039158 sigma out 46 active outputs RANK 37 NODE 34 --> 18.800705 sigma out 46 active outputs RANK 38 NODE 39 --> 18.704937 sigma out 46 active outputs RANK 39 NODE 40 --> 18.1983852 sigma out 46 active outputs RANK 40 NODE 32 --> 17.8249302 sigma out 46 active outputs RANK 41 NODE 41 --> 16.6651802 sigma out 46 active outputs RANK 42 NODE 36 --> 16.5167809 sigma out 46 active outputs RANK 43 NODE 42 --> 13.8181009 sigma out 46 active outputs RANK 44 NODE 44 --> 10.0941811 sigma out 46 active outputs RANK 45 NODE 46 --> 7.4100647 sigma out 46 active outputs RANK 46 NODE 45 --> 6.93499994 sigma out 46 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 2 --> 172.002258 sigma in 46act. ( 127.299873 sig out 1act.) RANK 2 NODE 39 --> 117.364975 sigma in 46act. ( 94.0057449 sig out 1act.) RANK 3 NODE 27 --> 104.883408 sigma in 46act. ( 72.2625275 sig out 1act.) RANK 4 NODE 28 --> 101.297646 sigma in 46act. ( 74.1481094 sig out 1act.) RANK 5 NODE 36 --> 94.2461319 sigma in 46act. ( 120.157204 sig out 1act.) RANK 6 NODE 4 --> 91.4179535 sigma in 46act. ( 71.786705 sig out 1act.) RANK 7 NODE 21 --> 87.322876 sigma in 46act. ( 93.0682678 sig out 1act.) RANK 8 NODE 19 --> 80.3855515 sigma in 46act. ( 71.5340118 sig out 1act.) RANK 9 NODE 34 --> 78.2065201 sigma in 46act. ( 79.415535 sig out 1act.) RANK 10 NODE 38 --> 76.0221863 sigma in 46act. ( 70.7021255 sig out 1act.) RANK 11 NODE 15 --> 65.639267 sigma in 46act. ( 60.4285851 sig out 1act.) RANK 12 NODE 5 --> 64.9723282 sigma in 46act. ( 67.4306564 sig out 1act.) RANK 13 NODE 31 --> 58.873497 sigma in 46act. ( 75.4387283 sig out 1act.) RANK 14 NODE 33 --> 52.2786064 sigma in 46act. ( 50.7447243 sig out 1act.) RANK 15 NODE 3 --> 49.551712 sigma in 46act. ( 49.4685287 sig out 1act.) RANK 16 NODE 6 --> 48.3091354 sigma in 46act. ( 43.7858086 sig out 1act.) RANK 17 NODE 16 --> 44.4045753 sigma in 46act. ( 38.4651604 sig out 1act.) RANK 18 NODE 8 --> 43.7025337 sigma in 46act. ( 36.0178566 sig out 1act.) RANK 19 NODE 26 --> 42.7219391 sigma in 46act. ( 34.8130646 sig out 1act.) RANK 20 NODE 46 --> 42.5971909 sigma in 46act. ( 43.7741814 sig out 1act.) RANK 21 NODE 1 --> 37.4179077 sigma in 46act. ( 35.3941193 sig out 1act.) RANK 22 NODE 35 --> 36.4381943 sigma in 46act. ( 36.9616165 sig out 1act.) RANK 23 NODE 7 --> 36.1320534 sigma in 46act. ( 30.3211803 sig out 1act.) RANK 24 NODE 11 --> 35.8178558 sigma in 46act. ( 28.6296635 sig out 1act.) RANK 25 NODE 17 --> 34.1376915 sigma in 46act. ( 29.2143326 sig out 1act.) RANK 26 NODE 13 --> 33.8781548 sigma in 46act. ( 31.2284927 sig out 1act.) RANK 27 NODE 14 --> 32.1126938 sigma in 46act. ( 27.3914108 sig out 1act.) RANK 28 NODE 43 --> 31.9394569 sigma in 46act. ( 33.355011 sig out 1act.) RANK 29 NODE 25 --> 30.025774 sigma in 46act. ( 27.5552158 sig out 1act.) RANK 30 NODE 32 --> 29.0033569 sigma in 46act. ( 27.7640572 sig out 1act.) RANK 31 NODE 20 --> 28.3675499 sigma in 46act. ( 21.1823521 sig out 1act.) RANK 32 NODE 45 --> 26.2008839 sigma in 46act. ( 26.1408615 sig out 1act.) RANK 33 NODE 40 --> 25.7722855 sigma in 46act. ( 22.8345413 sig out 1act.) RANK 34 NODE 12 --> 23.1772995 sigma in 46act. ( 26.1045303 sig out 1act.) RANK 35 NODE 41 --> 22.0312843 sigma in 46act. ( 19.5035629 sig out 1act.) RANK 36 NODE 29 --> 21.8127384 sigma in 46act. ( 17.7340736 sig out 1act.) RANK 37 NODE 23 --> 17.450552 sigma in 46act. ( 15.852438 sig out 1act.) RANK 38 NODE 30 --> 17.0000095 sigma in 46act. ( 13.9449043 sig out 1act.) RANK 39 NODE 9 --> 16.9210453 sigma in 46act. ( 12.0651207 sig out 1act.) RANK 40 NODE 42 --> 16.4585171 sigma in 46act. ( 17.4253922 sig out 1act.) RANK 41 NODE 44 --> 13.1152124 sigma in 46act. ( 11.0017538 sig out 1act.) RANK 42 NODE 10 --> 10.954442 sigma in 46act. ( 8.04057407 sig out 1act.) RANK 43 NODE 24 --> 10.8105555 sigma in 46act. ( 8.64347363 sig out 1act.) RANK 44 NODE 18 --> 9.60864449 sigma in 46act. ( 6.18290901 sig out 1act.) RANK 45 NODE 37 --> 9.50385094 sigma in 46act. ( 6.75926399 sig out 1act.) RANK 46 NODE 22 --> 8.32112312 sigma in 46act. ( 6.15598583 sig out 1act.) sorted by output significance RANK 1 NODE 2 --> 127.299873 sigma out 1act.( 172.002258 sig in 46act.) RANK 2 NODE 36 --> 120.157204 sigma out 1act.( 94.2461319 sig in 46act.) RANK 3 NODE 39 --> 94.0057449 sigma out 1act.( 117.364975 sig in 46act.) RANK 4 NODE 21 --> 93.0682678 sigma out 1act.( 87.322876 sig in 46act.) RANK 5 NODE 34 --> 79.415535 sigma out 1act.( 78.2065201 sig in 46act.) RANK 6 NODE 31 --> 75.4387283 sigma out 1act.( 58.873497 sig in 46act.) RANK 7 NODE 28 --> 74.1481094 sigma out 1act.( 101.297646 sig in 46act.) RANK 8 NODE 27 --> 72.2625275 sigma out 1act.( 104.883408 sig in 46act.) RANK 9 NODE 4 --> 71.786705 sigma out 1act.( 91.4179535 sig in 46act.) RANK 10 NODE 19 --> 71.5340118 sigma out 1act.( 80.3855515 sig in 46act.) RANK 11 NODE 38 --> 70.7021255 sigma out 1act.( 76.0221863 sig in 46act.) RANK 12 NODE 5 --> 67.4306564 sigma out 1act.( 64.9723282 sig in 46act.) RANK 13 NODE 15 --> 60.4285851 sigma out 1act.( 65.639267 sig in 46act.) RANK 14 NODE 33 --> 50.7447243 sigma out 1act.( 52.2786064 sig in 46act.) RANK 15 NODE 3 --> 49.4685287 sigma out 1act.( 49.551712 sig in 46act.) RANK 16 NODE 6 --> 43.7858086 sigma out 1act.( 48.3091354 sig in 46act.) RANK 17 NODE 46 --> 43.7741814 sigma out 1act.( 42.5971909 sig in 46act.) RANK 18 NODE 16 --> 38.4651604 sigma out 1act.( 44.4045753 sig in 46act.) RANK 19 NODE 35 --> 36.9616165 sigma out 1act.( 36.4381943 sig in 46act.) RANK 20 NODE 8 --> 36.0178566 sigma out 1act.( 43.7025337 sig in 46act.) RANK 21 NODE 1 --> 35.3941193 sigma out 1act.( 37.4179077 sig in 46act.) RANK 22 NODE 26 --> 34.8130646 sigma out 1act.( 42.7219391 sig in 46act.) RANK 23 NODE 43 --> 33.355011 sigma out 1act.( 31.9394569 sig in 46act.) RANK 24 NODE 13 --> 31.2284927 sigma out 1act.( 33.8781548 sig in 46act.) RANK 25 NODE 7 --> 30.3211803 sigma out 1act.( 36.1320534 sig in 46act.) RANK 26 NODE 17 --> 29.2143326 sigma out 1act.( 34.1376915 sig in 46act.) RANK 27 NODE 11 --> 28.6296635 sigma out 1act.( 35.8178558 sig in 46act.) RANK 28 NODE 32 --> 27.7640572 sigma out 1act.( 29.0033569 sig in 46act.) RANK 29 NODE 25 --> 27.5552158 sigma out 1act.( 30.025774 sig in 46act.) RANK 30 NODE 14 --> 27.3914108 sigma out 1act.( 32.1126938 sig in 46act.) RANK 31 NODE 45 --> 26.1408615 sigma out 1act.( 26.2008839 sig in 46act.) RANK 32 NODE 12 --> 26.1045303 sigma out 1act.( 23.1772995 sig in 46act.) RANK 33 NODE 40 --> 22.8345413 sigma out 1act.( 25.7722855 sig in 46act.) RANK 34 NODE 20 --> 21.1823521 sigma out 1act.( 28.3675499 sig in 46act.) RANK 35 NODE 41 --> 19.5035629 sigma out 1act.( 22.0312843 sig in 46act.) RANK 36 NODE 29 --> 17.7340736 sigma out 1act.( 21.8127384 sig in 46act.) RANK 37 NODE 42 --> 17.4253922 sigma out 1act.( 16.4585171 sig in 46act.) RANK 38 NODE 23 --> 15.852438 sigma out 1act.( 17.450552 sig in 46act.) RANK 39 NODE 30 --> 13.9449043 sigma out 1act.( 17.0000095 sig in 46act.) RANK 40 NODE 9 --> 12.0651207 sigma out 1act.( 16.9210453 sig in 46act.) RANK 41 NODE 44 --> 11.0017538 sigma out 1act.( 13.1152124 sig in 46act.) RANK 42 NODE 24 --> 8.64347363 sigma out 1act.( 10.8105555 sig in 46act.) RANK 43 NODE 10 --> 8.04057407 sigma out 1act.( 10.954442 sig in 46act.) RANK 44 NODE 37 --> 6.75926399 sigma out 1act.( 9.50385094 sig in 46act.) RANK 45 NODE 18 --> 6.18290901 sigma out 1act.( 9.60864449 sig in 46act.) RANK 46 NODE 22 --> 6.15598583 sigma out 1act.( 8.32112312 sig in 46act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 347.934052 sigma in 46 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.505709887 *** contribution from regularisation: 0.00110677513 *** contribution from error: -0.506816685 *** contribution from DIAG: 1.37925144E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.547734201 *** contribution from regularisation: 0.00374917616 *** contribution from error: -0.551483393 *** contribution from DIAG: 0.000171671694 *********************************************** ENTER BFGS code START -547662.534 0.970217824 0. EXIT FROM BFGS code FG_START 0. 0.970217824 0. --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.550213039 *** contribution from regularisation: 0.00269818073 *** contribution from error: -0.552911222 *** contribution from DIAG: 0.000257752195 *********************************************** ENTER BFGS code FG_START -549955.31 0.970217824 1974.01514 EXIT FROM BFGS code FG_LNSRCH 0. 1.0696888 0. --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.517878473 *** contribution from regularisation: 0.00293337461 *** contribution from error: -0.520811856 *** contribution from DIAG: 0.00229218788 *********************************************** ENTER BFGS code FG_LNSRCH -515586.258 1.0696888 47787.875 EXIT FROM BFGS code FG_LNSRCH 0. 1.00109541 0. --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.549068749 *** contribution from regularisation: 0.00306011527 *** contribution from error: -0.552128851 *** contribution from DIAG: 0.00018195626 *********************************************** ENTER BFGS code FG_LNSRCH -548886.817 1.00109541 11221.1943 EXIT FROM BFGS code FG_LNSRCH 0. 0.983730137 0. --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.55039525 *** contribution from regularisation: 0.00308504887 *** contribution from error: -0.553480327 *** contribution from DIAG: 0.000144213467 *********************************************** ENTER BFGS code FG_LNSRCH -550251.019 0.983730137 6201.74268 EXIT FROM BFGS code NEW_X -550251.019 0.983730137 6201.74268 ENTER BFGS code NEW_X -550251.019 0.983730137 6201.74268 EXIT FROM BFGS code FG_LNSRCH 0. 0.997144639 0. --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.55104214 *** contribution from regularisation: 0.00310676591 *** contribution from error: -0.554148912 *** contribution from DIAG: 0.000173618158 *********************************************** ENTER BFGS code FG_LNSRCH -550868.497 0.997144639 2267.40112 EXIT FROM BFGS code NEW_X -550868.497 0.997144639 2267.40112 ENTER BFGS code NEW_X -550868.497 0.997144639 2267.40112 EXIT FROM BFGS code FG_LNSRCH 0. 1.0110184 0. --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.551338553 *** contribution from regularisation: 0.00314324442 *** contribution from error: -0.554481804 *** contribution from DIAG: 0.000219571797 *********************************************** ENTER BFGS code FG_LNSRCH -551119.001 1.0110184 -166.402328 EXIT FROM BFGS code NEW_X -551119.001 1.0110184 -166.402328 ENTER BFGS code NEW_X -551119.001 1.0110184 -166.402328 EXIT FROM BFGS code FG_LNSRCH 0. 1.02315652 0. --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.551607132 *** contribution from regularisation: 0.00316989422 *** contribution from error: -0.554777026 *** contribution from DIAG: 0.000233165585 *********************************************** ENTER BFGS code FG_LNSRCH -551373.944 1.02315652 -1420.64148 EXIT FROM BFGS code NEW_X -551373.944 1.02315652 -1420.64148 ENTER BFGS code NEW_X -551373.944 1.02315652 -1420.64148 EXIT FROM BFGS code FG_LNSRCH 0. 1.0353533 0. --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 272.860352 sigma out 46 active outputs RANK 2 NODE 7 --> 125.942696 sigma out 46 active outputs RANK 3 NODE 6 --> 117.46785 sigma out 46 active outputs RANK 4 NODE 3 --> 99.5248795 sigma out 46 active outputs RANK 5 NODE 2 --> 95.0882874 sigma out 46 active outputs RANK 6 NODE 5 --> 80.8603973 sigma out 46 active outputs RANK 7 NODE 4 --> 68.3807907 sigma out 46 active outputs RANK 8 NODE 18 --> 63.4742699 sigma out 46 active outputs RANK 9 NODE 13 --> 60.9587975 sigma out 46 active outputs RANK 10 NODE 9 --> 56.3023567 sigma out 46 active outputs RANK 11 NODE 8 --> 54.2075806 sigma out 46 active outputs RANK 12 NODE 16 --> 52.2534447 sigma out 46 active outputs RANK 13 NODE 11 --> 51.9576797 sigma out 46 active outputs RANK 14 NODE 12 --> 51.8253746 sigma out 46 active outputs RANK 15 NODE 15 --> 50.8493309 sigma out 46 active outputs RANK 16 NODE 19 --> 49.8280869 sigma out 46 active outputs RANK 17 NODE 14 --> 44.6892471 sigma out 46 active outputs RANK 18 NODE 22 --> 43.571125 sigma out 46 active outputs RANK 19 NODE 21 --> 42.5387802 sigma out 46 active outputs RANK 20 NODE 10 --> 39.4266319 sigma out 46 active outputs RANK 21 NODE 23 --> 37.4025345 sigma out 46 active outputs RANK 22 NODE 27 --> 36.5973129 sigma out 46 active outputs RANK 23 NODE 25 --> 36.5392456 sigma out 46 active outputs RANK 24 NODE 29 --> 34.4248466 sigma out 46 active outputs RANK 25 NODE 24 --> 34.4037895 sigma out 46 active outputs RANK 26 NODE 20 --> 34.0610275 sigma out 46 active outputs RANK 27 NODE 30 --> 32.9664726 sigma out 46 active outputs RANK 28 NODE 43 --> 32.1914673 sigma out 46 active outputs RANK 29 NODE 17 --> 32.0211105 sigma out 46 active outputs RANK 30 NODE 28 --> 30.8345299 sigma out 46 active outputs RANK 31 NODE 26 --> 29.867836 sigma out 46 active outputs RANK 32 NODE 31 --> 29.7631893 sigma out 46 active outputs RANK 33 NODE 33 --> 28.0243645 sigma out 46 active outputs RANK 34 NODE 37 --> 26.0806217 sigma out 46 active outputs RANK 35 NODE 38 --> 25.3413963 sigma out 46 active outputs RANK 36 NODE 35 --> 24.0836334 sigma out 46 active outputs RANK 37 NODE 39 --> 23.3187103 sigma out 46 active outputs RANK 38 NODE 34 --> 22.9233723 sigma out 46 active outputs RANK 39 NODE 32 --> 22.452858 sigma out 46 active outputs RANK 40 NODE 40 --> 22.2637691 sigma out 46 active outputs RANK 41 NODE 41 --> 19.9615765 sigma out 46 active outputs RANK 42 NODE 36 --> 19.6649513 sigma out 46 active outputs RANK 43 NODE 42 --> 17.3870869 sigma out 46 active outputs RANK 44 NODE 44 --> 13.4712372 sigma out 46 active outputs RANK 45 NODE 46 --> 11.521862 sigma out 46 active outputs RANK 46 NODE 45 --> 11.0964813 sigma out 46 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 2 --> 192.74855 sigma in 46act. ( 137.28537 sig out 1act.) RANK 2 NODE 39 --> 125.933266 sigma in 46act. ( 101.086609 sig out 1act.) RANK 3 NODE 27 --> 124.159782 sigma in 46act. ( 74.8612137 sig out 1act.) RANK 4 NODE 28 --> 115.686958 sigma in 46act. ( 83.4885025 sig out 1act.) RANK 5 NODE 4 --> 100.792801 sigma in 46act. ( 76.8889008 sig out 1act.) RANK 6 NODE 36 --> 97.5054321 sigma in 46act. ( 126.334641 sig out 1act.) RANK 7 NODE 21 --> 93.7488327 sigma in 46act. ( 99.6932526 sig out 1act.) RANK 8 NODE 19 --> 88.6686249 sigma in 46act. ( 75.9067535 sig out 1act.) RANK 9 NODE 34 --> 83.2989197 sigma in 46act. ( 82.9103928 sig out 1act.) RANK 10 NODE 38 --> 79.7655792 sigma in 46act. ( 73.9214325 sig out 1act.) RANK 11 NODE 5 --> 73.8036423 sigma in 46act. ( 81.4837189 sig out 1act.) RANK 12 NODE 15 --> 71.0537491 sigma in 46act. ( 62.7330246 sig out 1act.) RANK 13 NODE 31 --> 62.3791389 sigma in 46act. ( 75.989296 sig out 1act.) RANK 14 NODE 3 --> 56.4121666 sigma in 46act. ( 55.0800552 sig out 1act.) RANK 15 NODE 16 --> 54.4414177 sigma in 46act. ( 43.7038078 sig out 1act.) RANK 16 NODE 6 --> 53.6535339 sigma in 46act. ( 45.9713173 sig out 1act.) RANK 17 NODE 33 --> 52.8980713 sigma in 46act. ( 49.2992859 sig out 1act.) RANK 18 NODE 8 --> 48.6500092 sigma in 46act. ( 38.678051 sig out 1act.) RANK 19 NODE 26 --> 48.2351151 sigma in 46act. ( 38.4897079 sig out 1act.) RANK 20 NODE 46 --> 46.0057602 sigma in 46act. ( 45.4097328 sig out 1act.) RANK 21 NODE 1 --> 45.2407112 sigma in 46act. ( 36.4802856 sig out 1act.) RANK 22 NODE 35 --> 43.7687302 sigma in 46act. ( 43.2140236 sig out 1act.) RANK 23 NODE 7 --> 42.0516129 sigma in 46act. ( 33.8792534 sig out 1act.) RANK 24 NODE 11 --> 39.4842949 sigma in 46act. ( 30.107048 sig out 1act.) RANK 25 NODE 17 --> 39.199379 sigma in 46act. ( 31.5417995 sig out 1act.) RANK 26 NODE 13 --> 38.3914871 sigma in 46act. ( 34.36483 sig out 1act.) RANK 27 NODE 43 --> 37.3765488 sigma in 46act. ( 37.3991661 sig out 1act.) RANK 28 NODE 14 --> 36.7564812 sigma in 46act. ( 29.7108479 sig out 1act.) RANK 29 NODE 25 --> 36.1516571 sigma in 46act. ( 30.8264465 sig out 1act.) RANK 30 NODE 32 --> 33.6227455 sigma in 46act. ( 30.5734215 sig out 1act.) RANK 31 NODE 40 --> 31.8573284 sigma in 46act. ( 27.2816601 sig out 1act.) RANK 32 NODE 20 --> 31.1666107 sigma in 46act. ( 22.7793007 sig out 1act.) RANK 33 NODE 29 --> 31.016037 sigma in 46act. ( 23.9971943 sig out 1act.) RANK 34 NODE 45 --> 29.5799141 sigma in 46act. ( 28.0129204 sig out 1act.) RANK 35 NODE 12 --> 28.5698261 sigma in 46act. ( 29.9108353 sig out 1act.) RANK 36 NODE 41 --> 25.5267067 sigma in 46act. ( 21.1821136 sig out 1act.) RANK 37 NODE 30 --> 21.6539745 sigma in 46act. ( 15.8296041 sig out 1act.) RANK 38 NODE 9 --> 21.3209076 sigma in 46act. ( 13.6272297 sig out 1act.) RANK 39 NODE 42 --> 20.9799595 sigma in 46act. ( 20.1250038 sig out 1act.) RANK 40 NODE 23 --> 19.6628666 sigma in 46act. ( 16.3929253 sig out 1act.) RANK 41 NODE 10 --> 16.3806438 sigma in 46act. ( 10.0218563 sig out 1act.) RANK 42 NODE 44 --> 15.9480591 sigma in 46act. ( 10.9182281 sig out 1act.) RANK 43 NODE 37 --> 15.8999252 sigma in 46act. ( 9.96431637 sig out 1act.) RANK 44 NODE 24 --> 15.7277794 sigma in 46act. ( 10.1946068 sig out 1act.) RANK 45 NODE 18 --> 13.3792009 sigma in 46act. ( 7.41063261 sig out 1act.) RANK 46 NODE 22 --> 12.4480982 sigma in 46act. ( 6.85385799 sig out 1act.) sorted by output significance RANK 1 NODE 2 --> 137.28537 sigma out 1act.( 192.74855 sig in 46act.) RANK 2 NODE 36 --> 126.334641 sigma out 1act.( 97.5054321 sig in 46act.) RANK 3 NODE 39 --> 101.086609 sigma out 1act.( 125.933266 sig in 46act.) RANK 4 NODE 21 --> 99.6932526 sigma out 1act.( 93.7488327 sig in 46act.) RANK 5 NODE 28 --> 83.4885025 sigma out 1act.( 115.686958 sig in 46act.) RANK 6 NODE 34 --> 82.9103928 sigma out 1act.( 83.2989197 sig in 46act.) RANK 7 NODE 5 --> 81.4837189 sigma out 1act.( 73.8036423 sig in 46act.) RANK 8 NODE 4 --> 76.8889008 sigma out 1act.( 100.792801 sig in 46act.) RANK 9 NODE 31 --> 75.989296 sigma out 1act.( 62.3791389 sig in 46act.) RANK 10 NODE 19 --> 75.9067535 sigma out 1act.( 88.6686249 sig in 46act.) RANK 11 NODE 27 --> 74.8612137 sigma out 1act.( 124.159782 sig in 46act.) RANK 12 NODE 38 --> 73.9214325 sigma out 1act.( 79.7655792 sig in 46act.) RANK 13 NODE 15 --> 62.7330246 sigma out 1act.( 71.0537491 sig in 46act.) RANK 14 NODE 3 --> 55.0800552 sigma out 1act.( 56.4121666 sig in 46act.) RANK 15 NODE 33 --> 49.2992859 sigma out 1act.( 52.8980713 sig in 46act.) RANK 16 NODE 6 --> 45.9713173 sigma out 1act.( 53.6535339 sig in 46act.) RANK 17 NODE 46 --> 45.4097328 sigma out 1act.( 46.0057602 sig in 46act.) RANK 18 NODE 16 --> 43.7038078 sigma out 1act.( 54.4414177 sig in 46act.) RANK 19 NODE 35 --> 43.2140236 sigma out 1act.( 43.7687302 sig in 46act.) RANK 20 NODE 8 --> 38.678051 sigma out 1act.( 48.6500092 sig in 46act.) RANK 21 NODE 26 --> 38.4897079 sigma out 1act.( 48.2351151 sig in 46act.) RANK 22 NODE 43 --> 37.3991661 sigma out 1act.( 37.3765488 sig in 46act.) RANK 23 NODE 1 --> 36.4802856 sigma out 1act.( 45.2407112 sig in 46act.) RANK 24 NODE 13 --> 34.36483 sigma out 1act.( 38.3914871 sig in 46act.) RANK 25 NODE 7 --> 33.8792534 sigma out 1act.( 42.0516129 sig in 46act.) RANK 26 NODE 17 --> 31.5417995 sigma out 1act.( 39.199379 sig in 46act.) RANK 27 NODE 25 --> 30.8264465 sigma out 1act.( 36.1516571 sig in 46act.) RANK 28 NODE 32 --> 30.5734215 sigma out 1act.( 33.6227455 sig in 46act.) RANK 29 NODE 11 --> 30.107048 sigma out 1act.( 39.4842949 sig in 46act.) RANK 30 NODE 12 --> 29.9108353 sigma out 1act.( 28.5698261 sig in 46act.) RANK 31 NODE 14 --> 29.7108479 sigma out 1act.( 36.7564812 sig in 46act.) RANK 32 NODE 45 --> 28.0129204 sigma out 1act.( 29.5799141 sig in 46act.) RANK 33 NODE 40 --> 27.2816601 sigma out 1act.( 31.8573284 sig in 46act.) RANK 34 NODE 29 --> 23.9971943 sigma out 1act.( 31.016037 sig in 46act.) RANK 35 NODE 20 --> 22.7793007 sigma out 1act.( 31.1666107 sig in 46act.) RANK 36 NODE 41 --> 21.1821136 sigma out 1act.( 25.5267067 sig in 46act.) RANK 37 NODE 42 --> 20.1250038 sigma out 1act.( 20.9799595 sig in 46act.) RANK 38 NODE 23 --> 16.3929253 sigma out 1act.( 19.6628666 sig in 46act.) RANK 39 NODE 30 --> 15.8296041 sigma out 1act.( 21.6539745 sig in 46act.) RANK 40 NODE 9 --> 13.6272297 sigma out 1act.( 21.3209076 sig in 46act.) RANK 41 NODE 44 --> 10.9182281 sigma out 1act.( 15.9480591 sig in 46act.) RANK 42 NODE 24 --> 10.1946068 sigma out 1act.( 15.7277794 sig in 46act.) RANK 43 NODE 10 --> 10.0218563 sigma out 1act.( 16.3806438 sig in 46act.) RANK 44 NODE 37 --> 9.96431637 sigma out 1act.( 15.8999252 sig in 46act.) RANK 45 NODE 18 --> 7.41063261 sigma out 1act.( 13.3792009 sig in 46act.) RANK 46 NODE 22 --> 6.85385799 sigma out 1act.( 12.4480982 sig in 46act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 373.664185 sigma in 46 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.551970422 *** contribution from regularisation: 0.00318480516 *** contribution from error: -0.555155218 *** contribution from DIAG: 0.00023448687 *********************************************** ENTER BFGS code FG_LNSRCH -551735.926 1.0353533 -2129.10498 EXIT FROM BFGS code NEW_X -551735.926 1.0353533 -2129.10498 ENTER BFGS code NEW_X -551735.926 1.0353533 -2129.10498 EXIT FROM BFGS code FG_LNSRCH 0. 1.04284823 0. --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.552313864 *** contribution from regularisation: 0.00319978571 *** contribution from error: -0.55551362 *** contribution from DIAG: 0.000256789179 *********************************************** ENTER BFGS code FG_LNSRCH -552057.097 1.04284823 -1283.58386 EXIT FROM BFGS code NEW_X -552057.097 1.04284823 -1283.58386 ENTER BFGS code NEW_X -552057.097 1.04284823 -1283.58386 EXIT FROM BFGS code FG_LNSRCH 0. 1.04382157 0. --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.552735865 *** contribution from regularisation: 0.00321632973 *** contribution from error: -0.555952191 *** contribution from DIAG: 0.000265757786 *********************************************** ENTER BFGS code FG_LNSRCH -552470.117 1.04382157 -2660.51514 EXIT FROM BFGS code NEW_X -552470.117 1.04382157 -2660.51514 ENTER BFGS code NEW_X -552470.117 1.04382157 -2660.51514 EXIT FROM BFGS code FG_LNSRCH 0. 1.0329181 0. --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.553027809 *** contribution from regularisation: 0.00320907892 *** contribution from error: -0.556236863 *** contribution from DIAG: 0.000253756094 *********************************************** ENTER BFGS code FG_LNSRCH -552774.035 1.0329181 4652.62256 EXIT FROM BFGS code NEW_X -552774.035 1.0329181 4652.62256 ENTER BFGS code NEW_X -552774.035 1.0329181 4652.62256 EXIT FROM BFGS code FG_LNSRCH 0. 1.03508675 0. --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.553381205 *** contribution from regularisation: 0.00320969103 *** contribution from error: -0.556590915 *** contribution from DIAG: 0.000315480342 *********************************************** ENTER BFGS code FG_LNSRCH -553065.734 1.03508675 784.873779 EXIT FROM BFGS code NEW_X -553065.734 1.03508675 784.873779 ENTER BFGS code NEW_X -553065.734 1.03508675 784.873779 EXIT FROM BFGS code FG_LNSRCH 0. 1.03418303 0. --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.553512573 *** contribution from regularisation: 0.00320178363 *** contribution from error: -0.556714356 *** contribution from DIAG: 0.00030521251 *********************************************** ENTER BFGS code FG_LNSRCH -553207.339 1.03418303 -18.2204723 EXIT FROM BFGS code NEW_X -553207.339 1.03418303 -18.2204723 ENTER BFGS code NEW_X -553207.339 1.03418303 -18.2204723 EXIT FROM BFGS code FG_LNSRCH 0. 1.03199887 0. --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.553695261 *** contribution from regularisation: 0.0032013359 *** contribution from error: -0.556896627 *** contribution from DIAG: 0.000272987701 *********************************************** ENTER BFGS code FG_LNSRCH -553422.26 1.03199887 425.379578 EXIT FROM BFGS code NEW_X -553422.26 1.03199887 425.379578 ENTER BFGS code NEW_X -553422.26 1.03199887 425.379578 EXIT FROM BFGS code FG_LNSRCH 0. 1.03355813 0. --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.553986847 *** contribution from regularisation: 0.00319132186 *** contribution from error: -0.55717814 *** contribution from DIAG: 0.000250568904 *********************************************** ENTER BFGS code FG_LNSRCH -553736.254 1.03355813 533.443665 EXIT FROM BFGS code NEW_X -553736.254 1.03355813 533.443665 ENTER BFGS code NEW_X -553736.254 1.03355813 533.443665 EXIT FROM BFGS code FG_LNSRCH 0. 1.04414046 0. --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.554243445 *** contribution from regularisation: 0.00319650373 *** contribution from error: -0.557439923 *** contribution from DIAG: 0.000206186392 *********************************************** ENTER BFGS code FG_LNSRCH -554037.26 1.04414046 5719.65674 EXIT FROM BFGS code NEW_X -554037.26 1.04414046 5719.65674 ENTER BFGS code NEW_X -554037.26 1.04414046 5719.65674 EXIT FROM BFGS code FG_LNSRCH 0. 1.05099583 0. --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.554675996 *** contribution from regularisation: 0.00318591087 *** contribution from error: -0.557861924 *** contribution from DIAG: 0.000226633449 *********************************************** ENTER BFGS code FG_LNSRCH -554449.355 1.05099583 2017.354 EXIT FROM BFGS code NEW_X -554449.355 1.05099583 2017.354 ENTER BFGS code NEW_X -554449.355 1.05099583 2017.354 EXIT FROM BFGS code FG_LNSRCH 0. 1.05903912 0. --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 256.483643 sigma out 46 active outputs RANK 2 NODE 6 --> 135.600327 sigma out 46 active outputs RANK 3 NODE 7 --> 131.709976 sigma out 46 active outputs RANK 4 NODE 3 --> 123.3871 sigma out 46 active outputs RANK 5 NODE 2 --> 89.0377579 sigma out 46 active outputs RANK 6 NODE 5 --> 87.6566467 sigma out 46 active outputs RANK 7 NODE 4 --> 65.2396011 sigma out 46 active outputs RANK 8 NODE 8 --> 62.1343422 sigma out 46 active outputs RANK 9 NODE 13 --> 60.287838 sigma out 46 active outputs RANK 10 NODE 18 --> 56.7252388 sigma out 46 active outputs RANK 11 NODE 9 --> 54.5450745 sigma out 46 active outputs RANK 12 NODE 19 --> 50.8923798 sigma out 46 active outputs RANK 13 NODE 12 --> 50.6211395 sigma out 46 active outputs RANK 14 NODE 16 --> 49.2422752 sigma out 46 active outputs RANK 15 NODE 15 --> 48.2358246 sigma out 46 active outputs RANK 16 NODE 11 --> 45.7805634 sigma out 46 active outputs RANK 17 NODE 14 --> 43.7491989 sigma out 46 active outputs RANK 18 NODE 22 --> 40.8389587 sigma out 46 active outputs RANK 19 NODE 43 --> 40.7653656 sigma out 46 active outputs RANK 20 NODE 21 --> 39.5215912 sigma out 46 active outputs RANK 21 NODE 10 --> 37.5757675 sigma out 46 active outputs RANK 22 NODE 24 --> 35.8111343 sigma out 46 active outputs RANK 23 NODE 25 --> 34.8698807 sigma out 46 active outputs RANK 24 NODE 27 --> 33.7684135 sigma out 46 active outputs RANK 25 NODE 20 --> 33.6403923 sigma out 46 active outputs RANK 26 NODE 23 --> 33.4967918 sigma out 46 active outputs RANK 27 NODE 29 --> 30.7028084 sigma out 46 active outputs RANK 28 NODE 17 --> 30.1721535 sigma out 46 active outputs RANK 29 NODE 30 --> 29.8990879 sigma out 46 active outputs RANK 30 NODE 26 --> 28.9419899 sigma out 46 active outputs RANK 31 NODE 31 --> 28.6884651 sigma out 46 active outputs RANK 32 NODE 28 --> 27.4568882 sigma out 46 active outputs RANK 33 NODE 33 --> 26.7837582 sigma out 46 active outputs RANK 34 NODE 37 --> 25.4529037 sigma out 46 active outputs RANK 35 NODE 38 --> 24.2866936 sigma out 46 active outputs RANK 36 NODE 35 --> 23.8673286 sigma out 46 active outputs RANK 37 NODE 34 --> 22.6151066 sigma out 46 active outputs RANK 38 NODE 39 --> 22.3830013 sigma out 46 active outputs RANK 39 NODE 32 --> 21.7379646 sigma out 46 active outputs RANK 40 NODE 40 --> 21.6436272 sigma out 46 active outputs RANK 41 NODE 41 --> 19.3446312 sigma out 46 active outputs RANK 42 NODE 36 --> 18.7476349 sigma out 46 active outputs RANK 43 NODE 42 --> 16.8994522 sigma out 46 active outputs RANK 44 NODE 44 --> 13.3115644 sigma out 46 active outputs RANK 45 NODE 46 --> 12.7082405 sigma out 46 active outputs RANK 46 NODE 45 --> 11.0492315 sigma out 46 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 2 --> 205.280701 sigma in 46act. ( 161.309753 sig out 1act.) RANK 2 NODE 27 --> 121.757149 sigma in 46act. ( 83.5848541 sig out 1act.) RANK 3 NODE 28 --> 117.904488 sigma in 46act. ( 113.196548 sig out 1act.) RANK 4 NODE 39 --> 116.946663 sigma in 46act. ( 111.007645 sig out 1act.) RANK 5 NODE 21 --> 91.9307861 sigma in 46act. ( 108.955452 sig out 1act.) RANK 6 NODE 4 --> 91.1040192 sigma in 46act. ( 84.0131302 sig out 1act.) RANK 7 NODE 36 --> 88.5310516 sigma in 46act. ( 126.458176 sig out 1act.) RANK 8 NODE 19 --> 85.605011 sigma in 46act. ( 79.9951782 sig out 1act.) RANK 9 NODE 5 --> 85.4827728 sigma in 46act. ( 116.891922 sig out 1act.) RANK 10 NODE 34 --> 75.1859207 sigma in 46act. ( 85.4263153 sig out 1act.) RANK 11 NODE 38 --> 72.8990021 sigma in 46act. ( 77.202095 sig out 1act.) RANK 12 NODE 16 --> 70.7753754 sigma in 46act. ( 57.8863258 sig out 1act.) RANK 13 NODE 15 --> 66.0670776 sigma in 46act. ( 63.3633728 sig out 1act.) RANK 14 NODE 31 --> 60.1553268 sigma in 46act. ( 72.3716049 sig out 1act.) RANK 15 NODE 3 --> 58.4018402 sigma in 46act. ( 57.5243683 sig out 1act.) RANK 16 NODE 1 --> 54.4250526 sigma in 46act. ( 39.9148521 sig out 1act.) RANK 17 NODE 35 --> 51.0042305 sigma in 46act. ( 54.3085556 sig out 1act.) RANK 18 NODE 26 --> 49.4653702 sigma in 46act. ( 40.7081528 sig out 1act.) RANK 19 NODE 6 --> 47.8462753 sigma in 46act. ( 40.1710014 sig out 1act.) RANK 20 NODE 8 --> 46.9192162 sigma in 46act. ( 38.3660278 sig out 1act.) RANK 21 NODE 46 --> 46.4952469 sigma in 46act. ( 48.5525093 sig out 1act.) RANK 22 NODE 33 --> 44.8978844 sigma in 46act. ( 43.0004692 sig out 1act.) RANK 23 NODE 43 --> 42.5769081 sigma in 46act. ( 43.686718 sig out 1act.) RANK 24 NODE 32 --> 38.9710808 sigma in 46act. ( 38.0041733 sig out 1act.) RANK 25 NODE 13 --> 38.298542 sigma in 46act. ( 35.2354965 sig out 1act.) RANK 26 NODE 7 --> 38.0937614 sigma in 46act. ( 30.6263695 sig out 1act.) RANK 27 NODE 25 --> 37.7333221 sigma in 46act. ( 34.2615509 sig out 1act.) RANK 28 NODE 11 --> 37.4078598 sigma in 46act. ( 29.3946896 sig out 1act.) RANK 29 NODE 17 --> 34.6266708 sigma in 46act. ( 28.301712 sig out 1act.) RANK 30 NODE 29 --> 34.6158829 sigma in 46act. ( 27.4524956 sig out 1act.) RANK 31 NODE 14 --> 34.5972748 sigma in 46act. ( 28.0266571 sig out 1act.) RANK 32 NODE 12 --> 32.8075218 sigma in 46act. ( 37.2285843 sig out 1act.) RANK 33 NODE 40 --> 30.9218903 sigma in 46act. ( 26.8648243 sig out 1act.) RANK 34 NODE 45 --> 28.8203678 sigma in 46act. ( 27.7018661 sig out 1act.) RANK 35 NODE 20 --> 27.8860016 sigma in 46act. ( 20.8276386 sig out 1act.) RANK 36 NODE 41 --> 22.9039993 sigma in 46act. ( 19.0252781 sig out 1act.) RANK 37 NODE 30 --> 21.9402008 sigma in 46act. ( 16.0325375 sig out 1act.) RANK 38 NODE 9 --> 21.4813805 sigma in 46act. ( 14.838274 sig out 1act.) RANK 39 NODE 42 --> 20.029541 sigma in 46act. ( 18.6321602 sig out 1act.) RANK 40 NODE 23 --> 17.2216091 sigma in 46act. ( 13.8420763 sig out 1act.) RANK 41 NODE 24 --> 15.3607683 sigma in 46act. ( 10.0590801 sig out 1act.) RANK 42 NODE 44 --> 15.3395071 sigma in 46act. ( 10.3583364 sig out 1act.) RANK 43 NODE 37 --> 15.0547523 sigma in 46act. ( 8.93490601 sig out 1act.) RANK 44 NODE 18 --> 14.6766596 sigma in 46act. ( 9.44155884 sig out 1act.) RANK 45 NODE 10 --> 13.8850098 sigma in 46act. ( 5.75658751 sig out 1act.) RANK 46 NODE 22 --> 11.1777506 sigma in 46act. ( 4.47723627 sig out 1act.) sorted by output significance RANK 1 NODE 2 --> 161.309753 sigma out 1act.( 205.280701 sig in 46act.) RANK 2 NODE 36 --> 126.458176 sigma out 1act.( 88.5310516 sig in 46act.) RANK 3 NODE 5 --> 116.891922 sigma out 1act.( 85.4827728 sig in 46act.) RANK 4 NODE 28 --> 113.196548 sigma out 1act.( 117.904488 sig in 46act.) RANK 5 NODE 39 --> 111.007645 sigma out 1act.( 116.946663 sig in 46act.) RANK 6 NODE 21 --> 108.955452 sigma out 1act.( 91.9307861 sig in 46act.) RANK 7 NODE 34 --> 85.4263153 sigma out 1act.( 75.1859207 sig in 46act.) RANK 8 NODE 4 --> 84.0131302 sigma out 1act.( 91.1040192 sig in 46act.) RANK 9 NODE 27 --> 83.5848541 sigma out 1act.( 121.757149 sig in 46act.) RANK 10 NODE 19 --> 79.9951782 sigma out 1act.( 85.605011 sig in 46act.) RANK 11 NODE 38 --> 77.202095 sigma out 1act.( 72.8990021 sig in 46act.) RANK 12 NODE 31 --> 72.3716049 sigma out 1act.( 60.1553268 sig in 46act.) RANK 13 NODE 15 --> 63.3633728 sigma out 1act.( 66.0670776 sig in 46act.) RANK 14 NODE 16 --> 57.8863258 sigma out 1act.( 70.7753754 sig in 46act.) RANK 15 NODE 3 --> 57.5243683 sigma out 1act.( 58.4018402 sig in 46act.) RANK 16 NODE 35 --> 54.3085556 sigma out 1act.( 51.0042305 sig in 46act.) RANK 17 NODE 46 --> 48.5525093 sigma out 1act.( 46.4952469 sig in 46act.) RANK 18 NODE 43 --> 43.686718 sigma out 1act.( 42.5769081 sig in 46act.) RANK 19 NODE 33 --> 43.0004692 sigma out 1act.( 44.8978844 sig in 46act.) RANK 20 NODE 26 --> 40.7081528 sigma out 1act.( 49.4653702 sig in 46act.) RANK 21 NODE 6 --> 40.1710014 sigma out 1act.( 47.8462753 sig in 46act.) RANK 22 NODE 1 --> 39.9148521 sigma out 1act.( 54.4250526 sig in 46act.) RANK 23 NODE 8 --> 38.3660278 sigma out 1act.( 46.9192162 sig in 46act.) RANK 24 NODE 32 --> 38.0041733 sigma out 1act.( 38.9710808 sig in 46act.) RANK 25 NODE 12 --> 37.2285843 sigma out 1act.( 32.8075218 sig in 46act.) RANK 26 NODE 13 --> 35.2354965 sigma out 1act.( 38.298542 sig in 46act.) RANK 27 NODE 25 --> 34.2615509 sigma out 1act.( 37.7333221 sig in 46act.) RANK 28 NODE 7 --> 30.6263695 sigma out 1act.( 38.0937614 sig in 46act.) RANK 29 NODE 11 --> 29.3946896 sigma out 1act.( 37.4078598 sig in 46act.) RANK 30 NODE 17 --> 28.301712 sigma out 1act.( 34.6266708 sig in 46act.) RANK 31 NODE 14 --> 28.0266571 sigma out 1act.( 34.5972748 sig in 46act.) RANK 32 NODE 45 --> 27.7018661 sigma out 1act.( 28.8203678 sig in 46act.) RANK 33 NODE 29 --> 27.4524956 sigma out 1act.( 34.6158829 sig in 46act.) RANK 34 NODE 40 --> 26.8648243 sigma out 1act.( 30.9218903 sig in 46act.) RANK 35 NODE 20 --> 20.8276386 sigma out 1act.( 27.8860016 sig in 46act.) RANK 36 NODE 41 --> 19.0252781 sigma out 1act.( 22.9039993 sig in 46act.) RANK 37 NODE 42 --> 18.6321602 sigma out 1act.( 20.029541 sig in 46act.) RANK 38 NODE 30 --> 16.0325375 sigma out 1act.( 21.9402008 sig in 46act.) RANK 39 NODE 9 --> 14.838274 sigma out 1act.( 21.4813805 sig in 46act.) RANK 40 NODE 23 --> 13.8420763 sigma out 1act.( 17.2216091 sig in 46act.) RANK 41 NODE 44 --> 10.3583364 sigma out 1act.( 15.3395071 sig in 46act.) RANK 42 NODE 24 --> 10.0590801 sigma out 1act.( 15.3607683 sig in 46act.) RANK 43 NODE 18 --> 9.44155884 sigma out 1act.( 14.6766596 sig in 46act.) RANK 44 NODE 37 --> 8.93490601 sigma out 1act.( 15.0547523 sig in 46act.) RANK 45 NODE 10 --> 5.75658751 sigma out 1act.( 13.8850098 sig in 46act.) RANK 46 NODE 22 --> 4.47723627 sigma out 1act.( 11.1777506 sig in 46act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 413.30069 sigma in 46 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.554904044 *** contribution from regularisation: 0.00318310922 *** contribution from error: -0.55808717 *** contribution from DIAG: 0.000240784735 *********************************************** ENTER BFGS code FG_LNSRCH -554663.245 1.05903912 278.612854 EXIT FROM BFGS code NEW_X -554663.245 1.05903912 278.612854 ENTER BFGS code NEW_X -554663.245 1.05903912 278.612854 EXIT FROM BFGS code FG_LNSRCH 0. 1.07708335 0. --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.55529058 *** contribution from regularisation: 0.00318144727 *** contribution from error: -0.558472037 *** contribution from DIAG: 0.000243563278 *********************************************** ENTER BFGS code FG_LNSRCH -555047.036 1.07708335 -852.00238 EXIT FROM BFGS code NEW_X -555047.036 1.07708335 -852.00238 ENTER BFGS code NEW_X -555047.036 1.07708335 -852.00238 EXIT FROM BFGS code FG_LNSRCH 0. 1.1061784 0. --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.555958629 *** contribution from regularisation: 0.00320380973 *** contribution from error: -0.559162438 *** contribution from DIAG: 0.00020891639 *********************************************** ENTER BFGS code FG_LNSRCH -555749.73 1.1061784 -3744.56396 EXIT FROM BFGS code NEW_X -555749.73 1.1061784 -3744.56396 ENTER BFGS code NEW_X -555749.73 1.1061784 -3744.56396 EXIT FROM BFGS code FG_LNSRCH 0. 1.13463914 0. --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.556086242 *** contribution from regularisation: 0.00320009794 *** contribution from error: -0.559286356 *** contribution from DIAG: 0.000204622367 *********************************************** ENTER BFGS code FG_LNSRCH -555881.605 1.13463914 2784.31079 EXIT FROM BFGS code NEW_X -555881.605 1.13463914 2784.31079 ENTER BFGS code NEW_X -555881.605 1.13463914 2784.31079 EXIT FROM BFGS code FG_LNSRCH 0. 1.12398338 0. --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.556467533 *** contribution from regularisation: 0.00317469332 *** contribution from error: -0.559642255 *** contribution from DIAG: 0.000197790592 *********************************************** ENTER BFGS code FG_LNSRCH -556269.714 1.12398338 -580.823303 EXIT FROM BFGS code NEW_X -556269.714 1.12398338 -580.823303 ENTER BFGS code NEW_X -556269.714 1.12398338 -580.823303 EXIT FROM BFGS code FG_LNSRCH 0. 1.12346911 0. --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.55659461 *** contribution from regularisation: 0.00317140785 *** contribution from error: -0.559765995 *** contribution from DIAG: 0.000197839661 *********************************************** ENTER BFGS code FG_LNSRCH -556396.793 1.12346911 -1022.33289 EXIT FROM BFGS code NEW_X -556396.793 1.12346911 -1022.33289 ENTER BFGS code NEW_X -556396.793 1.12346911 -1022.33289 EXIT FROM BFGS code FG_LNSRCH 0. 1.13168907 0. --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.557177961 *** contribution from regularisation: 0.00319243781 *** contribution from error: -0.560370386 *** contribution from DIAG: 0.000174458939 *********************************************** ENTER BFGS code FG_LNSRCH -557003.49 1.13168907 -1675.26868 EXIT FROM BFGS code NEW_X -557003.49 1.13168907 -1675.26868 ENTER BFGS code NEW_X -557003.49 1.13168907 -1675.26868 EXIT FROM BFGS code FG_LNSRCH 0. 1.14824343 0. --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.557736933 *** contribution from regularisation: 0.00319611211 *** contribution from error: -0.560933053 *** contribution from DIAG: 0.000173532084 *********************************************** ENTER BFGS code FG_LNSRCH -557563.423 1.14824343 -2007.43677 EXIT FROM BFGS code NEW_X -557563.423 1.14824343 -2007.43677 ENTER BFGS code NEW_X -557563.423 1.14824343 -2007.43677 EXIT FROM BFGS code FG_LNSRCH 0. 1.17142355 0. --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.556027412 *** contribution from regularisation: 0.0032504031 *** contribution from error: -0.559277833 *** contribution from DIAG: 0.000180510906 *********************************************** ENTER BFGS code FG_LNSRCH -555846.92 1.17142355 11492.3438 EXIT FROM BFGS code FG_LNSRCH 0. 1.15756333 0. --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.5580163 *** contribution from regularisation: 0.00312348385 *** contribution from error: -0.561139762 *** contribution from DIAG: 0.00016409911 *********************************************** ENTER BFGS code FG_LNSRCH -557852.214 1.15756333 3533.87061 EXIT FROM BFGS code NEW_X -557852.214 1.15756333 3533.87061 ENTER BFGS code NEW_X -557852.214 1.15756333 3533.87061 EXIT FROM BFGS code FG_LNSRCH 0. 1.17253006 0. --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 267.742798 sigma out 46 active outputs RANK 2 NODE 6 --> 189.129883 sigma out 46 active outputs RANK 3 NODE 7 --> 159.49826 sigma out 46 active outputs RANK 4 NODE 3 --> 137.851624 sigma out 46 active outputs RANK 5 NODE 5 --> 124.765579 sigma out 46 active outputs RANK 6 NODE 2 --> 88.3889236 sigma out 46 active outputs RANK 7 NODE 8 --> 84.1726761 sigma out 46 active outputs RANK 8 NODE 4 --> 67.5805359 sigma out 46 active outputs RANK 9 NODE 9 --> 65.6020126 sigma out 46 active outputs RANK 10 NODE 19 --> 63.4220695 sigma out 46 active outputs RANK 11 NODE 13 --> 58.0803566 sigma out 46 active outputs RANK 12 NODE 12 --> 57.4339638 sigma out 46 active outputs RANK 13 NODE 11 --> 51.3036804 sigma out 46 active outputs RANK 14 NODE 14 --> 49.8576012 sigma out 46 active outputs RANK 15 NODE 15 --> 49.8190613 sigma out 46 active outputs RANK 16 NODE 16 --> 49.4346886 sigma out 46 active outputs RANK 17 NODE 18 --> 47.0582237 sigma out 46 active outputs RANK 18 NODE 21 --> 44.2364731 sigma out 46 active outputs RANK 19 NODE 10 --> 43.9680367 sigma out 46 active outputs RANK 20 NODE 22 --> 42.8151054 sigma out 46 active outputs RANK 21 NODE 24 --> 41.0580177 sigma out 46 active outputs RANK 22 NODE 43 --> 37.1129417 sigma out 46 active outputs RANK 23 NODE 23 --> 36.2762642 sigma out 46 active outputs RANK 24 NODE 20 --> 35.8681755 sigma out 46 active outputs RANK 25 NODE 25 --> 33.1366844 sigma out 46 active outputs RANK 26 NODE 17 --> 31.2777519 sigma out 46 active outputs RANK 27 NODE 27 --> 30.873148 sigma out 46 active outputs RANK 28 NODE 31 --> 29.1077099 sigma out 46 active outputs RANK 29 NODE 30 --> 28.8833561 sigma out 46 active outputs RANK 30 NODE 33 --> 28.2330246 sigma out 46 active outputs RANK 31 NODE 29 --> 27.7027321 sigma out 46 active outputs RANK 32 NODE 26 --> 26.6907425 sigma out 46 active outputs RANK 33 NODE 37 --> 25.7677536 sigma out 46 active outputs RANK 34 NODE 28 --> 25.1673679 sigma out 46 active outputs RANK 35 NODE 35 --> 25.10672 sigma out 46 active outputs RANK 36 NODE 38 --> 24.6952839 sigma out 46 active outputs RANK 37 NODE 34 --> 22.376646 sigma out 46 active outputs RANK 38 NODE 40 --> 21.560112 sigma out 46 active outputs RANK 39 NODE 32 --> 21.2866325 sigma out 46 active outputs RANK 40 NODE 39 --> 21.0520554 sigma out 46 active outputs RANK 41 NODE 41 --> 18.3507576 sigma out 46 active outputs RANK 42 NODE 36 --> 17.7573414 sigma out 46 active outputs RANK 43 NODE 42 --> 16.6240864 sigma out 46 active outputs RANK 44 NODE 46 --> 14.939682 sigma out 46 active outputs RANK 45 NODE 44 --> 13.3082352 sigma out 46 active outputs RANK 46 NODE 45 --> 11.0700741 sigma out 46 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 2 --> 234.502548 sigma in 46act. ( 191.166138 sig out 1act.) RANK 2 NODE 28 --> 144.597763 sigma in 46act. ( 177.520538 sig out 1act.) RANK 3 NODE 27 --> 135.773956 sigma in 46act. ( 102.890541 sig out 1act.) RANK 4 NODE 5 --> 133.932068 sigma in 46act. ( 194.349808 sig out 1act.) RANK 5 NODE 39 --> 128.176453 sigma in 46act. ( 131.347961 sig out 1act.) RANK 6 NODE 16 --> 110.613655 sigma in 46act. ( 95.0447159 sig out 1act.) RANK 7 NODE 21 --> 96.232338 sigma in 46act. ( 129.758347 sig out 1act.) RANK 8 NODE 36 --> 91.401207 sigma in 46act. ( 137.496826 sig out 1act.) RANK 9 NODE 4 --> 89.2921295 sigma in 46act. ( 101.036118 sig out 1act.) RANK 10 NODE 19 --> 81.5682373 sigma in 46act. ( 92.1448288 sig out 1act.) RANK 11 NODE 38 --> 73.555603 sigma in 46act. ( 90.6113205 sig out 1act.) RANK 12 NODE 34 --> 73.4455261 sigma in 46act. ( 91.2324448 sig out 1act.) RANK 13 NODE 1 --> 69.9157486 sigma in 46act. ( 52.5132523 sig out 1act.) RANK 14 NODE 15 --> 67.85923 sigma in 46act. ( 72.984581 sig out 1act.) RANK 15 NODE 31 --> 65.5512085 sigma in 46act. ( 84.2496414 sig out 1act.) RANK 16 NODE 35 --> 63.0874214 sigma in 46act. ( 78.0244293 sig out 1act.) RANK 17 NODE 43 --> 59.1679916 sigma in 46act. ( 63.0333061 sig out 1act.) RANK 18 NODE 3 --> 56.6574783 sigma in 46act. ( 58.3273277 sig out 1act.) RANK 19 NODE 46 --> 54.3993263 sigma in 46act. ( 60.7881699 sig out 1act.) RANK 20 NODE 26 --> 48.7551422 sigma in 46act. ( 42.5180168 sig out 1act.) RANK 21 NODE 8 --> 47.2071686 sigma in 46act. ( 38.9459305 sig out 1act.) RANK 22 NODE 33 --> 46.6705818 sigma in 46act. ( 46.9113388 sig out 1act.) RANK 23 NODE 32 --> 46.5897827 sigma in 46act. ( 51.2187538 sig out 1act.) RANK 24 NODE 12 --> 45.990654 sigma in 46act. ( 59.947567 sig out 1act.) RANK 25 NODE 25 --> 45.0960464 sigma in 46act. ( 43.7826538 sig out 1act.) RANK 26 NODE 6 --> 43.931282 sigma in 46act. ( 36.8942032 sig out 1act.) RANK 27 NODE 11 --> 35.0962448 sigma in 46act. ( 28.2509098 sig out 1act.) RANK 28 NODE 7 --> 34.9509964 sigma in 46act. ( 28.9515266 sig out 1act.) RANK 29 NODE 14 --> 32.4329376 sigma in 46act. ( 26.0653305 sig out 1act.) RANK 30 NODE 17 --> 32.2522316 sigma in 46act. ( 28.3106766 sig out 1act.) RANK 31 NODE 13 --> 31.6280079 sigma in 46act. ( 30.0707569 sig out 1act.) RANK 32 NODE 29 --> 31.313055 sigma in 46act. ( 23.971138 sig out 1act.) RANK 33 NODE 20 --> 27.8009682 sigma in 46act. ( 21.2983265 sig out 1act.) RANK 34 NODE 45 --> 27.4336395 sigma in 46act. ( 28.194006 sig out 1act.) RANK 35 NODE 40 --> 26.8545341 sigma in 46act. ( 23.1009884 sig out 1act.) RANK 36 NODE 9 --> 24.5824928 sigma in 46act. ( 21.6447048 sig out 1act.) RANK 37 NODE 41 --> 20.5485363 sigma in 46act. ( 17.5384159 sig out 1act.) RANK 38 NODE 42 --> 20.2957802 sigma in 46act. ( 19.7670155 sig out 1act.) RANK 39 NODE 30 --> 20.1200523 sigma in 46act. ( 14.0946817 sig out 1act.) RANK 40 NODE 44 --> 17.1655521 sigma in 46act. ( 13.206418 sig out 1act.) RANK 41 NODE 23 --> 15.2558422 sigma in 46act. ( 12.2164698 sig out 1act.) RANK 42 NODE 18 --> 14.7043276 sigma in 46act. ( 10.1720877 sig out 1act.) RANK 43 NODE 24 --> 13.3280554 sigma in 46act. ( 7.57826376 sig out 1act.) RANK 44 NODE 37 --> 12.5322304 sigma in 46act. ( 5.26417446 sig out 1act.) RANK 45 NODE 10 --> 12.481884 sigma in 46act. ( 4.11428452 sig out 1act.) RANK 46 NODE 22 --> 10.3567495 sigma in 46act. ( 3.42479014 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 194.349808 sigma out 1act.( 133.932068 sig in 46act.) RANK 2 NODE 2 --> 191.166138 sigma out 1act.( 234.502548 sig in 46act.) RANK 3 NODE 28 --> 177.520538 sigma out 1act.( 144.597763 sig in 46act.) RANK 4 NODE 36 --> 137.496826 sigma out 1act.( 91.401207 sig in 46act.) RANK 5 NODE 39 --> 131.347961 sigma out 1act.( 128.176453 sig in 46act.) RANK 6 NODE 21 --> 129.758347 sigma out 1act.( 96.232338 sig in 46act.) RANK 7 NODE 27 --> 102.890541 sigma out 1act.( 135.773956 sig in 46act.) RANK 8 NODE 4 --> 101.036118 sigma out 1act.( 89.2921295 sig in 46act.) RANK 9 NODE 16 --> 95.0447159 sigma out 1act.( 110.613655 sig in 46act.) RANK 10 NODE 19 --> 92.1448288 sigma out 1act.( 81.5682373 sig in 46act.) RANK 11 NODE 34 --> 91.2324448 sigma out 1act.( 73.4455261 sig in 46act.) RANK 12 NODE 38 --> 90.6113205 sigma out 1act.( 73.555603 sig in 46act.) RANK 13 NODE 31 --> 84.2496414 sigma out 1act.( 65.5512085 sig in 46act.) RANK 14 NODE 35 --> 78.0244293 sigma out 1act.( 63.0874214 sig in 46act.) RANK 15 NODE 15 --> 72.984581 sigma out 1act.( 67.85923 sig in 46act.) RANK 16 NODE 43 --> 63.0333061 sigma out 1act.( 59.1679916 sig in 46act.) RANK 17 NODE 46 --> 60.7881699 sigma out 1act.( 54.3993263 sig in 46act.) RANK 18 NODE 12 --> 59.947567 sigma out 1act.( 45.990654 sig in 46act.) RANK 19 NODE 3 --> 58.3273277 sigma out 1act.( 56.6574783 sig in 46act.) RANK 20 NODE 1 --> 52.5132523 sigma out 1act.( 69.9157486 sig in 46act.) RANK 21 NODE 32 --> 51.2187538 sigma out 1act.( 46.5897827 sig in 46act.) RANK 22 NODE 33 --> 46.9113388 sigma out 1act.( 46.6705818 sig in 46act.) RANK 23 NODE 25 --> 43.7826538 sigma out 1act.( 45.0960464 sig in 46act.) RANK 24 NODE 26 --> 42.5180168 sigma out 1act.( 48.7551422 sig in 46act.) RANK 25 NODE 8 --> 38.9459305 sigma out 1act.( 47.2071686 sig in 46act.) RANK 26 NODE 6 --> 36.8942032 sigma out 1act.( 43.931282 sig in 46act.) RANK 27 NODE 13 --> 30.0707569 sigma out 1act.( 31.6280079 sig in 46act.) RANK 28 NODE 7 --> 28.9515266 sigma out 1act.( 34.9509964 sig in 46act.) RANK 29 NODE 17 --> 28.3106766 sigma out 1act.( 32.2522316 sig in 46act.) RANK 30 NODE 11 --> 28.2509098 sigma out 1act.( 35.0962448 sig in 46act.) RANK 31 NODE 45 --> 28.194006 sigma out 1act.( 27.4336395 sig in 46act.) RANK 32 NODE 14 --> 26.0653305 sigma out 1act.( 32.4329376 sig in 46act.) RANK 33 NODE 29 --> 23.971138 sigma out 1act.( 31.313055 sig in 46act.) RANK 34 NODE 40 --> 23.1009884 sigma out 1act.( 26.8545341 sig in 46act.) RANK 35 NODE 9 --> 21.6447048 sigma out 1act.( 24.5824928 sig in 46act.) RANK 36 NODE 20 --> 21.2983265 sigma out 1act.( 27.8009682 sig in 46act.) RANK 37 NODE 42 --> 19.7670155 sigma out 1act.( 20.2957802 sig in 46act.) RANK 38 NODE 41 --> 17.5384159 sigma out 1act.( 20.5485363 sig in 46act.) RANK 39 NODE 30 --> 14.0946817 sigma out 1act.( 20.1200523 sig in 46act.) RANK 40 NODE 44 --> 13.206418 sigma out 1act.( 17.1655521 sig in 46act.) RANK 41 NODE 23 --> 12.2164698 sigma out 1act.( 15.2558422 sig in 46act.) RANK 42 NODE 18 --> 10.1720877 sigma out 1act.( 14.7043276 sig in 46act.) RANK 43 NODE 24 --> 7.57826376 sigma out 1act.( 13.3280554 sig in 46act.) RANK 44 NODE 37 --> 5.26417446 sigma out 1act.( 12.5322304 sig in 46act.) RANK 45 NODE 10 --> 4.11428452 sigma out 1act.( 12.481884 sig in 46act.) RANK 46 NODE 22 --> 3.42479014 sigma out 1act.( 10.3567495 sig in 46act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 518.963562 sigma in 46 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.558455884 *** contribution from regularisation: 0.0031882457 *** contribution from error: -0.561644137 *** contribution from DIAG: 0.000165106219 *********************************************** ENTER BFGS code FG_LNSRCH -558290.801 1.17253006 1001.17291 EXIT FROM BFGS code NEW_X -558290.801 1.17253006 1001.17291 ENTER BFGS code NEW_X -558290.801 1.17253006 1001.17291 EXIT FROM BFGS code FG_LNSRCH 0. 1.18218565 0. --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.558754265 *** contribution from regularisation: 0.0031750591 *** contribution from error: -0.561929345 *** contribution from DIAG: 0.000170357933 *********************************************** ENTER BFGS code FG_LNSRCH -558583.891 1.18218565 -123.554092 EXIT FROM BFGS code NEW_X -558583.891 1.18218565 -123.554092 ENTER BFGS code NEW_X -558583.891 1.18218565 -123.554092 EXIT FROM BFGS code FG_LNSRCH 0. 1.1987015 0. --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.559140444 *** contribution from regularisation: 0.00318909483 *** contribution from error: -0.562329531 *** contribution from DIAG: 0.000172632019 *********************************************** ENTER BFGS code FG_LNSRCH -558967.823 1.1987015 -676.512817 EXIT FROM BFGS code NEW_X -558967.823 1.1987015 -676.512817 ENTER BFGS code NEW_X -558967.823 1.1987015 -676.512817 EXIT FROM BFGS code FG_LNSRCH 0. 1.22096443 0. --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.559680641 *** contribution from regularisation: 0.00320127024 *** contribution from error: -0.562881887 *** contribution from DIAG: 0.000184906356 *********************************************** ENTER BFGS code FG_LNSRCH -559495.721 1.22096443 -308.536926 EXIT FROM BFGS code NEW_X -559495.721 1.22096443 -308.536926 ENTER BFGS code NEW_X -559495.721 1.22096443 -308.536926 EXIT FROM BFGS code FG_LNSRCH 0. 1.26986408 0. --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.55895108 *** contribution from regularisation: 0.0032635699 *** contribution from error: -0.562214673 *** contribution from DIAG: 0.000197782982 *********************************************** ENTER BFGS code FG_LNSRCH -558753.308 1.26986408 -6495.79492 EXIT FROM BFGS code FG_LNSRCH 0. 1.24188733 0. --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.560005724 *** contribution from regularisation: 0.00311834505 *** contribution from error: -0.563124061 *** contribution from DIAG: 0.000189251165 *********************************************** ENTER BFGS code FG_LNSRCH -559816.488 1.24188733 -3514.8396 EXIT FROM BFGS code NEW_X -559816.488 1.24188733 -3514.8396 ENTER BFGS code NEW_X -559816.488 1.24188733 -3514.8396 EXIT FROM BFGS code FG_LNSRCH 0. 1.25380003 0. --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.560280502 *** contribution from regularisation: 0.00318867574 *** contribution from error: -0.563469172 *** contribution from DIAG: 0.000182402393 *********************************************** ENTER BFGS code FG_LNSRCH -560098.119 1.25380003 561.349426 EXIT FROM BFGS code NEW_X -560098.119 1.25380003 561.349426 ENTER BFGS code NEW_X -560098.119 1.25380003 561.349426 EXIT FROM BFGS code FG_LNSRCH 0. 1.25307596 0. --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.560403824 *** contribution from regularisation: 0.00316089159 *** contribution from error: -0.563564718 *** contribution from DIAG: 0.000180894218 *********************************************** ENTER BFGS code FG_LNSRCH -560222.929 1.25307596 605.296326 EXIT FROM BFGS code NEW_X -560222.929 1.25307596 605.296326 ENTER BFGS code NEW_X -560222.929 1.25307596 605.296326 EXIT FROM BFGS code FG_LNSRCH 0. 1.26183295 0. --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.560939312 *** contribution from regularisation: 0.00317796762 *** contribution from error: -0.564117253 *** contribution from DIAG: 0.000183279699 *********************************************** ENTER BFGS code FG_LNSRCH -560756.061 1.26183295 186.761368 EXIT FROM BFGS code NEW_X -560756.061 1.26183295 186.761368 ENTER BFGS code NEW_X -560756.061 1.26183295 186.761368 EXIT FROM BFGS code FG_LNSRCH 0. 1.26934254 0. --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.561192632 *** contribution from regularisation: 0.0031902506 *** contribution from error: -0.564382911 *** contribution from DIAG: 0.000198917973 *********************************************** ENTER BFGS code FG_LNSRCH -560993.72 1.26934254 -421.781769 EXIT FROM BFGS code NEW_X -560993.72 1.26934254 -421.781769 ENTER BFGS code NEW_X -560993.72 1.26934254 -421.781769 EXIT FROM BFGS code FG_LNSRCH 0. 1.2750839 0. --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 294.923798 sigma out 46 active outputs RANK 2 NODE 6 --> 230.714142 sigma out 46 active outputs RANK 3 NODE 7 --> 195.680634 sigma out 46 active outputs RANK 4 NODE 3 --> 165.29213 sigma out 46 active outputs RANK 5 NODE 5 --> 163.21196 sigma out 46 active outputs RANK 6 NODE 8 --> 106.82402 sigma out 46 active outputs RANK 7 NODE 2 --> 87.8519974 sigma out 46 active outputs RANK 8 NODE 9 --> 85.7332153 sigma out 46 active outputs RANK 9 NODE 19 --> 81.8116302 sigma out 46 active outputs RANK 10 NODE 4 --> 81.1521301 sigma out 46 active outputs RANK 11 NODE 11 --> 74.967804 sigma out 46 active outputs RANK 12 NODE 12 --> 71.6110306 sigma out 46 active outputs RANK 13 NODE 21 --> 63.4711456 sigma out 46 active outputs RANK 14 NODE 14 --> 62.9440308 sigma out 46 active outputs RANK 15 NODE 13 --> 62.468174 sigma out 46 active outputs RANK 16 NODE 10 --> 57.7964249 sigma out 46 active outputs RANK 17 NODE 15 --> 53.5693016 sigma out 46 active outputs RANK 18 NODE 16 --> 51.328476 sigma out 46 active outputs RANK 19 NODE 24 --> 46.1526833 sigma out 46 active outputs RANK 20 NODE 23 --> 45.5785065 sigma out 46 active outputs RANK 21 NODE 22 --> 45.5380974 sigma out 46 active outputs RANK 22 NODE 18 --> 42.630352 sigma out 46 active outputs RANK 23 NODE 43 --> 42.5946426 sigma out 46 active outputs RANK 24 NODE 20 --> 42.0209389 sigma out 46 active outputs RANK 25 NODE 17 --> 37.6943741 sigma out 46 active outputs RANK 26 NODE 33 --> 34.8886261 sigma out 46 active outputs RANK 27 NODE 25 --> 32.1489296 sigma out 46 active outputs RANK 28 NODE 31 --> 30.6884041 sigma out 46 active outputs RANK 29 NODE 27 --> 28.478756 sigma out 46 active outputs RANK 30 NODE 35 --> 28.3704185 sigma out 46 active outputs RANK 31 NODE 38 --> 27.2154045 sigma out 46 active outputs RANK 32 NODE 37 --> 27.0492001 sigma out 46 active outputs RANK 33 NODE 30 --> 27.0418091 sigma out 46 active outputs RANK 34 NODE 39 --> 25.6418438 sigma out 46 active outputs RANK 35 NODE 26 --> 25.4072189 sigma out 46 active outputs RANK 36 NODE 29 --> 25.3991814 sigma out 46 active outputs RANK 37 NODE 40 --> 24.4212341 sigma out 46 active outputs RANK 38 NODE 32 --> 22.9190063 sigma out 46 active outputs RANK 39 NODE 28 --> 22.8048058 sigma out 46 active outputs RANK 40 NODE 34 --> 21.9477825 sigma out 46 active outputs RANK 41 NODE 41 --> 18.320116 sigma out 46 active outputs RANK 42 NODE 46 --> 17.5365276 sigma out 46 active outputs RANK 43 NODE 36 --> 16.9504204 sigma out 46 active outputs RANK 44 NODE 42 --> 16.7659512 sigma out 46 active outputs RANK 45 NODE 44 --> 14.0233555 sigma out 46 active outputs RANK 46 NODE 45 --> 11.3483267 sigma out 46 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 2 --> 268.486145 sigma in 46act. ( 235.278534 sig out 1act.) RANK 2 NODE 5 --> 194.175446 sigma in 46act. ( 269.59137 sig out 1act.) RANK 3 NODE 16 --> 165.634705 sigma in 46act. ( 118.819702 sig out 1act.) RANK 4 NODE 39 --> 161.033691 sigma in 46act. ( 147.642654 sig out 1act.) RANK 5 NODE 27 --> 158.4487 sigma in 46act. ( 124.733841 sig out 1act.) RANK 6 NODE 28 --> 156.973938 sigma in 46act. ( 210.788666 sig out 1act.) RANK 7 NODE 21 --> 105.833214 sigma in 46act. ( 133.841003 sig out 1act.) RANK 8 NODE 36 --> 97.6065903 sigma in 46act. ( 161.007339 sig out 1act.) RANK 9 NODE 4 --> 93.8622665 sigma in 46act. ( 107.224525 sig out 1act.) RANK 10 NODE 1 --> 90.7614136 sigma in 46act. ( 63.3292999 sig out 1act.) RANK 11 NODE 35 --> 86.2279282 sigma in 46act. ( 113.010628 sig out 1act.) RANK 12 NODE 43 --> 80.290596 sigma in 46act. ( 79.558342 sig out 1act.) RANK 13 NODE 19 --> 78.1184464 sigma in 46act. ( 109.337402 sig out 1act.) RANK 14 NODE 15 --> 77.9143753 sigma in 46act. ( 89.7959671 sig out 1act.) RANK 15 NODE 34 --> 73.5417938 sigma in 46act. ( 92.4189377 sig out 1act.) RANK 16 NODE 38 --> 72.9339905 sigma in 46act. ( 95.3224411 sig out 1act.) RANK 17 NODE 31 --> 66.5998764 sigma in 46act. ( 95.593544 sig out 1act.) RANK 18 NODE 46 --> 60.9324455 sigma in 46act. ( 72.2885208 sig out 1act.) RANK 19 NODE 32 --> 60.0257187 sigma in 46act. ( 71.7631607 sig out 1act.) RANK 20 NODE 25 --> 58.0762787 sigma in 46act. ( 59.8447456 sig out 1act.) RANK 21 NODE 3 --> 56.5322227 sigma in 46act. ( 59.4958115 sig out 1act.) RANK 22 NODE 12 --> 53.5036087 sigma in 46act. ( 76.2544403 sig out 1act.) RANK 23 NODE 26 --> 51.9677963 sigma in 46act. ( 45.2630348 sig out 1act.) RANK 24 NODE 33 --> 45.3983383 sigma in 46act. ( 47.0318146 sig out 1act.) RANK 25 NODE 8 --> 42.1823463 sigma in 46act. ( 34.9224396 sig out 1act.) RANK 26 NODE 6 --> 42.0902443 sigma in 46act. ( 36.0375977 sig out 1act.) RANK 27 NODE 29 --> 35.7422981 sigma in 46act. ( 28.5735874 sig out 1act.) RANK 28 NODE 11 --> 34.5642662 sigma in 46act. ( 29.2786655 sig out 1act.) RANK 29 NODE 7 --> 34.4407578 sigma in 46act. ( 29.9862843 sig out 1act.) RANK 30 NODE 17 --> 33.772995 sigma in 46act. ( 32.083477 sig out 1act.) RANK 31 NODE 40 --> 32.2803612 sigma in 46act. ( 28.9397011 sig out 1act.) RANK 32 NODE 14 --> 30.8496017 sigma in 46act. ( 25.6709118 sig out 1act.) RANK 33 NODE 9 --> 29.5380344 sigma in 46act. ( 32.4145775 sig out 1act.) RANK 34 NODE 20 --> 28.0342941 sigma in 46act. ( 22.2787037 sig out 1act.) RANK 35 NODE 45 --> 27.8162155 sigma in 46act. ( 30.2171783 sig out 1act.) RANK 36 NODE 13 --> 27.5433788 sigma in 46act. ( 26.5864429 sig out 1act.) RANK 37 NODE 30 --> 22.2169151 sigma in 46act. ( 16.147274 sig out 1act.) RANK 38 NODE 44 --> 19.2710438 sigma in 46act. ( 16.2736626 sig out 1act.) RANK 39 NODE 41 --> 18.6657524 sigma in 46act. ( 17.2052212 sig out 1act.) RANK 40 NODE 42 --> 18.5924759 sigma in 46act. ( 18.0078144 sig out 1act.) RANK 41 NODE 18 --> 16.9653015 sigma in 46act. ( 13.7203865 sig out 1act.) RANK 42 NODE 37 --> 12.8630686 sigma in 46act. ( 6.68904495 sig out 1act.) RANK 43 NODE 24 --> 11.8463869 sigma in 46act. ( 5.94983149 sig out 1act.) RANK 44 NODE 23 --> 11.276556 sigma in 46act. ( 7.26949787 sig out 1act.) RANK 45 NODE 10 --> 10.864789 sigma in 46act. ( 0.737325609 sig out 1act.) RANK 46 NODE 22 --> 9.30034351 sigma in 46act. ( 1.84615362 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 269.59137 sigma out 1act.( 194.175446 sig in 46act.) RANK 2 NODE 2 --> 235.278534 sigma out 1act.( 268.486145 sig in 46act.) RANK 3 NODE 28 --> 210.788666 sigma out 1act.( 156.973938 sig in 46act.) RANK 4 NODE 36 --> 161.007339 sigma out 1act.( 97.6065903 sig in 46act.) RANK 5 NODE 39 --> 147.642654 sigma out 1act.( 161.033691 sig in 46act.) RANK 6 NODE 21 --> 133.841003 sigma out 1act.( 105.833214 sig in 46act.) RANK 7 NODE 27 --> 124.733841 sigma out 1act.( 158.4487 sig in 46act.) RANK 8 NODE 16 --> 118.819702 sigma out 1act.( 165.634705 sig in 46act.) RANK 9 NODE 35 --> 113.010628 sigma out 1act.( 86.2279282 sig in 46act.) RANK 10 NODE 19 --> 109.337402 sigma out 1act.( 78.1184464 sig in 46act.) RANK 11 NODE 4 --> 107.224525 sigma out 1act.( 93.8622665 sig in 46act.) RANK 12 NODE 31 --> 95.593544 sigma out 1act.( 66.5998764 sig in 46act.) RANK 13 NODE 38 --> 95.3224411 sigma out 1act.( 72.9339905 sig in 46act.) RANK 14 NODE 34 --> 92.4189377 sigma out 1act.( 73.5417938 sig in 46act.) RANK 15 NODE 15 --> 89.7959671 sigma out 1act.( 77.9143753 sig in 46act.) RANK 16 NODE 43 --> 79.558342 sigma out 1act.( 80.290596 sig in 46act.) RANK 17 NODE 12 --> 76.2544403 sigma out 1act.( 53.5036087 sig in 46act.) RANK 18 NODE 46 --> 72.2885208 sigma out 1act.( 60.9324455 sig in 46act.) RANK 19 NODE 32 --> 71.7631607 sigma out 1act.( 60.0257187 sig in 46act.) RANK 20 NODE 1 --> 63.3292999 sigma out 1act.( 90.7614136 sig in 46act.) RANK 21 NODE 25 --> 59.8447456 sigma out 1act.( 58.0762787 sig in 46act.) RANK 22 NODE 3 --> 59.4958115 sigma out 1act.( 56.5322227 sig in 46act.) RANK 23 NODE 33 --> 47.0318146 sigma out 1act.( 45.3983383 sig in 46act.) RANK 24 NODE 26 --> 45.2630348 sigma out 1act.( 51.9677963 sig in 46act.) RANK 25 NODE 6 --> 36.0375977 sigma out 1act.( 42.0902443 sig in 46act.) RANK 26 NODE 8 --> 34.9224396 sigma out 1act.( 42.1823463 sig in 46act.) RANK 27 NODE 9 --> 32.4145775 sigma out 1act.( 29.5380344 sig in 46act.) RANK 28 NODE 17 --> 32.083477 sigma out 1act.( 33.772995 sig in 46act.) RANK 29 NODE 45 --> 30.2171783 sigma out 1act.( 27.8162155 sig in 46act.) RANK 30 NODE 7 --> 29.9862843 sigma out 1act.( 34.4407578 sig in 46act.) RANK 31 NODE 11 --> 29.2786655 sigma out 1act.( 34.5642662 sig in 46act.) RANK 32 NODE 40 --> 28.9397011 sigma out 1act.( 32.2803612 sig in 46act.) RANK 33 NODE 29 --> 28.5735874 sigma out 1act.( 35.7422981 sig in 46act.) RANK 34 NODE 13 --> 26.5864429 sigma out 1act.( 27.5433788 sig in 46act.) RANK 35 NODE 14 --> 25.6709118 sigma out 1act.( 30.8496017 sig in 46act.) RANK 36 NODE 20 --> 22.2787037 sigma out 1act.( 28.0342941 sig in 46act.) RANK 37 NODE 42 --> 18.0078144 sigma out 1act.( 18.5924759 sig in 46act.) RANK 38 NODE 41 --> 17.2052212 sigma out 1act.( 18.6657524 sig in 46act.) RANK 39 NODE 44 --> 16.2736626 sigma out 1act.( 19.2710438 sig in 46act.) RANK 40 NODE 30 --> 16.147274 sigma out 1act.( 22.2169151 sig in 46act.) RANK 41 NODE 18 --> 13.7203865 sigma out 1act.( 16.9653015 sig in 46act.) RANK 42 NODE 23 --> 7.26949787 sigma out 1act.( 11.276556 sig in 46act.) RANK 43 NODE 37 --> 6.68904495 sigma out 1act.( 12.8630686 sig in 46act.) RANK 44 NODE 24 --> 5.94983149 sigma out 1act.( 11.8463869 sig in 46act.) RANK 45 NODE 22 --> 1.84615362 sigma out 1act.( 9.30034351 sig in 46act.) RANK 46 NODE 10 --> 0.737325609 sigma out 1act.( 10.864789 sig in 46act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 623.697632 sigma in 46 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.561480284 *** contribution from regularisation: 0.0031960085 *** contribution from error: -0.564676285 *** contribution from DIAG: 0.000200542316 *********************************************** ENTER BFGS code FG_LNSRCH -561279.72 1.2750839 -1713.35327 EXIT FROM BFGS code NEW_X -561279.72 1.2750839 -1713.35327 ENTER BFGS code NEW_X -561279.72 1.2750839 -1713.35327 EXIT FROM BFGS code FG_LNSRCH 0. 1.28070259 0. --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.561621964 *** contribution from regularisation: 0.00321244658 *** contribution from error: -0.564834416 *** contribution from DIAG: 0.000192666907 *********************************************** ENTER BFGS code FG_LNSRCH -561429.282 1.28070259 2333.4519 EXIT FROM BFGS code NEW_X -561429.282 1.28070259 2333.4519 ENTER BFGS code NEW_X -561429.282 1.28070259 2333.4519 EXIT FROM BFGS code FG_LNSRCH 0. 1.28051102 0. --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.561810255 *** contribution from regularisation: 0.00319131836 *** contribution from error: -0.565001547 *** contribution from DIAG: 0.000188923994 *********************************************** ENTER BFGS code FG_LNSRCH -561621.341 1.28051102 -234.502808 EXIT FROM BFGS code NEW_X -561621.341 1.28051102 -234.502808 ENTER BFGS code NEW_X -561621.341 1.28051102 -234.502808 EXIT FROM BFGS code FG_LNSRCH 0. 1.27964735 0. --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.561933637 *** contribution from regularisation: 0.00318518165 *** contribution from error: -0.56511879 *** contribution from DIAG: 0.000183573575 *********************************************** ENTER BFGS code FG_LNSRCH -561750.079 1.27964735 -1224.51648 EXIT FROM BFGS code NEW_X -561750.079 1.27964735 -1224.51648 ENTER BFGS code NEW_X -561750.079 1.27964735 -1224.51648 EXIT FROM BFGS code FG_LNSRCH 0. 1.2785368 0. --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.56216234 *** contribution from regularisation: 0.00319324411 *** contribution from error: -0.565355599 *** contribution from DIAG: 0.000175879526 *********************************************** ENTER BFGS code FG_LNSRCH -561986.451 1.2785368 -1856.74963 EXIT FROM BFGS code NEW_X -561986.451 1.2785368 -1856.74963 ENTER BFGS code NEW_X -561986.451 1.2785368 -1856.74963 EXIT FROM BFGS code FG_LNSRCH 0. 1.2766341 0. --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.562407076 *** contribution from regularisation: 0.00319505692 *** contribution from error: -0.565602124 *** contribution from DIAG: 0.000167259815 *********************************************** ENTER BFGS code FG_LNSRCH -562239.845 1.2766341 -1181.34045 EXIT FROM BFGS code NEW_X -562239.845 1.2766341 -1181.34045 ENTER BFGS code NEW_X -562239.845 1.2766341 -1181.34045 EXIT FROM BFGS code FG_LNSRCH 0. 1.27504003 0. --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.562643409 *** contribution from regularisation: 0.00320286234 *** contribution from error: -0.565846264 *** contribution from DIAG: 0.000155813395 *********************************************** ENTER BFGS code FG_LNSRCH -562487.589 1.27504003 -1706.89978 EXIT FROM BFGS code NEW_X -562487.589 1.27504003 -1706.89978 ENTER BFGS code NEW_X -562487.589 1.27504003 -1706.89978 EXIT FROM BFGS code FG_LNSRCH 0. 1.26844645 0. --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.562102318 *** contribution from regularisation: 0.0032249589 *** contribution from error: -0.565327287 *** contribution from DIAG: 0.000171660125 *********************************************** ENTER BFGS code FG_LNSRCH -561930.645 1.26844645 8511.25781 EXIT FROM BFGS code FG_LNSRCH 0. 1.27222502 0. --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.562797546 *** contribution from regularisation: 0.00318138907 *** contribution from error: -0.565978944 *** contribution from DIAG: 0.000152372217 *********************************************** ENTER BFGS code FG_LNSRCH -562645.2 1.27222502 2854.90283 EXIT FROM BFGS code NEW_X -562645.2 1.27222502 2854.90283 ENTER BFGS code NEW_X -562645.2 1.27222502 2854.90283 EXIT FROM BFGS code FG_LNSRCH 0. 1.27313721 0. --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.562939107 *** contribution from regularisation: 0.00318597467 *** contribution from error: -0.566125095 *** contribution from DIAG: 0.000148920502 *********************************************** ENTER BFGS code FG_LNSRCH -562790.182 1.27313721 1207.04846 EXIT FROM BFGS code NEW_X -562790.182 1.27313721 1207.04846 ENTER BFGS code NEW_X -562790.182 1.27313721 1207.04846 EXIT FROM BFGS code FG_LNSRCH 0. 1.27397323 0. --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 309.762024 sigma out 46 active outputs RANK 2 NODE 6 --> 228.817581 sigma out 46 active outputs RANK 3 NODE 7 --> 223.427673 sigma out 46 active outputs RANK 4 NODE 3 --> 184.766647 sigma out 46 active outputs RANK 5 NODE 5 --> 175.938568 sigma out 46 active outputs RANK 6 NODE 8 --> 118.270622 sigma out 46 active outputs RANK 7 NODE 4 --> 103.911194 sigma out 46 active outputs RANK 8 NODE 9 --> 100.031883 sigma out 46 active outputs RANK 9 NODE 2 --> 96.0649414 sigma out 46 active outputs RANK 10 NODE 11 --> 93.0366592 sigma out 46 active outputs RANK 11 NODE 19 --> 87.1169891 sigma out 46 active outputs RANK 12 NODE 12 --> 76.3415985 sigma out 46 active outputs RANK 13 NODE 21 --> 75.7550507 sigma out 46 active outputs RANK 14 NODE 13 --> 66.455719 sigma out 46 active outputs RANK 15 NODE 14 --> 65.6272888 sigma out 46 active outputs RANK 16 NODE 10 --> 64.1712494 sigma out 46 active outputs RANK 17 NODE 15 --> 53.2717476 sigma out 46 active outputs RANK 18 NODE 16 --> 51.738163 sigma out 46 active outputs RANK 19 NODE 20 --> 49.7214279 sigma out 46 active outputs RANK 20 NODE 43 --> 49.3162537 sigma out 46 active outputs RANK 21 NODE 23 --> 48.9426613 sigma out 46 active outputs RANK 22 NODE 18 --> 46.7697029 sigma out 46 active outputs RANK 23 NODE 24 --> 46.6836205 sigma out 46 active outputs RANK 24 NODE 22 --> 44.9814377 sigma out 46 active outputs RANK 25 NODE 33 --> 41.1463509 sigma out 46 active outputs RANK 26 NODE 17 --> 37.7965126 sigma out 46 active outputs RANK 27 NODE 25 --> 32.1752396 sigma out 46 active outputs RANK 28 NODE 39 --> 31.6007862 sigma out 46 active outputs RANK 29 NODE 31 --> 31.4199047 sigma out 46 active outputs RANK 30 NODE 38 --> 31.3965111 sigma out 46 active outputs RANK 31 NODE 35 --> 30.6287785 sigma out 46 active outputs RANK 32 NODE 37 --> 29.1600018 sigma out 46 active outputs RANK 33 NODE 30 --> 28.061636 sigma out 46 active outputs RANK 34 NODE 40 --> 27.0544662 sigma out 46 active outputs RANK 35 NODE 27 --> 27.038187 sigma out 46 active outputs RANK 36 NODE 28 --> 24.2819138 sigma out 46 active outputs RANK 37 NODE 29 --> 24.250845 sigma out 46 active outputs RANK 38 NODE 26 --> 23.1320782 sigma out 46 active outputs RANK 39 NODE 32 --> 22.6489906 sigma out 46 active outputs RANK 40 NODE 34 --> 22.4404068 sigma out 46 active outputs RANK 41 NODE 41 --> 18.3517494 sigma out 46 active outputs RANK 42 NODE 46 --> 18.3295326 sigma out 46 active outputs RANK 43 NODE 42 --> 16.9620342 sigma out 46 active outputs RANK 44 NODE 36 --> 16.6705265 sigma out 46 active outputs RANK 45 NODE 44 --> 14.6194134 sigma out 46 active outputs RANK 46 NODE 45 --> 11.4288969 sigma out 46 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 2 --> 296.471802 sigma in 46act. ( 239.223648 sig out 1act.) RANK 2 NODE 5 --> 214.208725 sigma in 46act. ( 289.824219 sig out 1act.) RANK 3 NODE 39 --> 184.913712 sigma in 46act. ( 162.411713 sig out 1act.) RANK 4 NODE 16 --> 177.78569 sigma in 46act. ( 131.0112 sig out 1act.) RANK 5 NODE 27 --> 165.971298 sigma in 46act. ( 133.970947 sig out 1act.) RANK 6 NODE 28 --> 152.380356 sigma in 46act. ( 221.386185 sig out 1act.) RANK 7 NODE 21 --> 115.471634 sigma in 46act. ( 123.060555 sig out 1act.) RANK 8 NODE 36 --> 110.644043 sigma in 46act. ( 176.832825 sig out 1act.) RANK 9 NODE 35 --> 106.054634 sigma in 46act. ( 131.544739 sig out 1act.) RANK 10 NODE 1 --> 98.603775 sigma in 46act. ( 63.9456711 sig out 1act.) RANK 11 NODE 4 --> 97.4646988 sigma in 46act. ( 102.308418 sig out 1act.) RANK 12 NODE 43 --> 88.3798218 sigma in 46act. ( 80.3213043 sig out 1act.) RANK 13 NODE 15 --> 83.4206924 sigma in 46act. ( 93.0107498 sig out 1act.) RANK 14 NODE 19 --> 76.8131485 sigma in 46act. ( 118.424149 sig out 1act.) RANK 15 NODE 34 --> 73.1051331 sigma in 46act. ( 88.9487228 sig out 1act.) RANK 16 NODE 38 --> 72.5872192 sigma in 46act. ( 94.7667084 sig out 1act.) RANK 17 NODE 31 --> 67.7562866 sigma in 46act. ( 101.923111 sig out 1act.) RANK 18 NODE 32 --> 66.905899 sigma in 46act. ( 78.6004105 sig out 1act.) RANK 19 NODE 46 --> 65.2773285 sigma in 46act. ( 80.3387604 sig out 1act.) RANK 20 NODE 25 --> 63.6122322 sigma in 46act. ( 67.096405 sig out 1act.) RANK 21 NODE 3 --> 58.3991623 sigma in 46act. ( 62.3880157 sig out 1act.) RANK 22 NODE 12 --> 56.269474 sigma in 46act. ( 83.5242767 sig out 1act.) RANK 23 NODE 26 --> 53.1232147 sigma in 46act. ( 45.790535 sig out 1act.) RANK 24 NODE 6 --> 43.3531075 sigma in 46act. ( 36.6117325 sig out 1act.) RANK 25 NODE 33 --> 43.2795334 sigma in 46act. ( 46.3779068 sig out 1act.) RANK 26 NODE 29 --> 39.8206596 sigma in 46act. ( 33.3354492 sig out 1act.) RANK 27 NODE 8 --> 38.617897 sigma in 46act. ( 31.657198 sig out 1act.) RANK 28 NODE 40 --> 34.9346924 sigma in 46act. ( 31.5784073 sig out 1act.) RANK 29 NODE 7 --> 34.5314674 sigma in 46act. ( 31.2942486 sig out 1act.) RANK 30 NODE 17 --> 33.9892387 sigma in 46act. ( 33.1615677 sig out 1act.) RANK 31 NODE 11 --> 32.7564659 sigma in 46act. ( 28.5036926 sig out 1act.) RANK 32 NODE 9 --> 30.8905354 sigma in 46act. ( 36.9807739 sig out 1act.) RANK 33 NODE 14 --> 30.5276432 sigma in 46act. ( 25.8593159 sig out 1act.) RANK 34 NODE 20 --> 28.5354099 sigma in 46act. ( 23.7163582 sig out 1act.) RANK 35 NODE 45 --> 28.5250225 sigma in 46act. ( 31.7626095 sig out 1act.) RANK 36 NODE 13 --> 27.0904465 sigma in 46act. ( 25.5332146 sig out 1act.) RANK 37 NODE 30 --> 25.4293728 sigma in 46act. ( 19.3334484 sig out 1act.) RANK 38 NODE 44 --> 19.996006 sigma in 46act. ( 17.4868317 sig out 1act.) RANK 39 NODE 41 --> 17.8741074 sigma in 46act. ( 17.7091808 sig out 1act.) RANK 40 NODE 18 --> 17.5608349 sigma in 46act. ( 14.8297386 sig out 1act.) RANK 41 NODE 42 --> 16.2350502 sigma in 46act. ( 15.3322592 sig out 1act.) RANK 42 NODE 37 --> 12.8505564 sigma in 46act. ( 7.13632822 sig out 1act.) RANK 43 NODE 24 --> 10.8446751 sigma in 46act. ( 4.26446819 sig out 1act.) RANK 44 NODE 23 --> 10.4332561 sigma in 46act. ( 6.45209503 sig out 1act.) RANK 45 NODE 10 --> 10.2946119 sigma in 46act. ( 0.472789884 sig out 1act.) RANK 46 NODE 22 --> 8.69134808 sigma in 46act. ( 0.366198927 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 289.824219 sigma out 1act.( 214.208725 sig in 46act.) RANK 2 NODE 2 --> 239.223648 sigma out 1act.( 296.471802 sig in 46act.) RANK 3 NODE 28 --> 221.386185 sigma out 1act.( 152.380356 sig in 46act.) RANK 4 NODE 36 --> 176.832825 sigma out 1act.( 110.644043 sig in 46act.) RANK 5 NODE 39 --> 162.411713 sigma out 1act.( 184.913712 sig in 46act.) RANK 6 NODE 27 --> 133.970947 sigma out 1act.( 165.971298 sig in 46act.) RANK 7 NODE 35 --> 131.544739 sigma out 1act.( 106.054634 sig in 46act.) RANK 8 NODE 16 --> 131.0112 sigma out 1act.( 177.78569 sig in 46act.) RANK 9 NODE 21 --> 123.060555 sigma out 1act.( 115.471634 sig in 46act.) RANK 10 NODE 19 --> 118.424149 sigma out 1act.( 76.8131485 sig in 46act.) RANK 11 NODE 4 --> 102.308418 sigma out 1act.( 97.4646988 sig in 46act.) RANK 12 NODE 31 --> 101.923111 sigma out 1act.( 67.7562866 sig in 46act.) RANK 13 NODE 38 --> 94.7667084 sigma out 1act.( 72.5872192 sig in 46act.) RANK 14 NODE 15 --> 93.0107498 sigma out 1act.( 83.4206924 sig in 46act.) RANK 15 NODE 34 --> 88.9487228 sigma out 1act.( 73.1051331 sig in 46act.) RANK 16 NODE 12 --> 83.5242767 sigma out 1act.( 56.269474 sig in 46act.) RANK 17 NODE 46 --> 80.3387604 sigma out 1act.( 65.2773285 sig in 46act.) RANK 18 NODE 43 --> 80.3213043 sigma out 1act.( 88.3798218 sig in 46act.) RANK 19 NODE 32 --> 78.6004105 sigma out 1act.( 66.905899 sig in 46act.) RANK 20 NODE 25 --> 67.096405 sigma out 1act.( 63.6122322 sig in 46act.) RANK 21 NODE 1 --> 63.9456711 sigma out 1act.( 98.603775 sig in 46act.) RANK 22 NODE 3 --> 62.3880157 sigma out 1act.( 58.3991623 sig in 46act.) RANK 23 NODE 33 --> 46.3779068 sigma out 1act.( 43.2795334 sig in 46act.) RANK 24 NODE 26 --> 45.790535 sigma out 1act.( 53.1232147 sig in 46act.) RANK 25 NODE 9 --> 36.9807739 sigma out 1act.( 30.8905354 sig in 46act.) RANK 26 NODE 6 --> 36.6117325 sigma out 1act.( 43.3531075 sig in 46act.) RANK 27 NODE 29 --> 33.3354492 sigma out 1act.( 39.8206596 sig in 46act.) RANK 28 NODE 17 --> 33.1615677 sigma out 1act.( 33.9892387 sig in 46act.) RANK 29 NODE 45 --> 31.7626095 sigma out 1act.( 28.5250225 sig in 46act.) RANK 30 NODE 8 --> 31.657198 sigma out 1act.( 38.617897 sig in 46act.) RANK 31 NODE 40 --> 31.5784073 sigma out 1act.( 34.9346924 sig in 46act.) RANK 32 NODE 7 --> 31.2942486 sigma out 1act.( 34.5314674 sig in 46act.) RANK 33 NODE 11 --> 28.5036926 sigma out 1act.( 32.7564659 sig in 46act.) RANK 34 NODE 14 --> 25.8593159 sigma out 1act.( 30.5276432 sig in 46act.) RANK 35 NODE 13 --> 25.5332146 sigma out 1act.( 27.0904465 sig in 46act.) RANK 36 NODE 20 --> 23.7163582 sigma out 1act.( 28.5354099 sig in 46act.) RANK 37 NODE 30 --> 19.3334484 sigma out 1act.( 25.4293728 sig in 46act.) RANK 38 NODE 41 --> 17.7091808 sigma out 1act.( 17.8741074 sig in 46act.) RANK 39 NODE 44 --> 17.4868317 sigma out 1act.( 19.996006 sig in 46act.) RANK 40 NODE 42 --> 15.3322592 sigma out 1act.( 16.2350502 sig in 46act.) RANK 41 NODE 18 --> 14.8297386 sigma out 1act.( 17.5608349 sig in 46act.) RANK 42 NODE 37 --> 7.13632822 sigma out 1act.( 12.8505564 sig in 46act.) RANK 43 NODE 23 --> 6.45209503 sigma out 1act.( 10.4332561 sig in 46act.) RANK 44 NODE 24 --> 4.26446819 sigma out 1act.( 10.8446751 sig in 46act.) RANK 45 NODE 10 --> 0.472789884 sigma out 1act.( 10.2946119 sig in 46act.) RANK 46 NODE 22 --> 0.366198927 sigma out 1act.( 8.69134808 sig in 46act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 657.130859 sigma in 46 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.563117921 *** contribution from regularisation: 0.00319532212 *** contribution from error: -0.566313267 *** contribution from DIAG: 0.000145244238 *********************************************** ENTER BFGS code FG_LNSRCH -562972.678 1.27397323 -366.885284 EXIT FROM BFGS code NEW_X -562972.678 1.27397323 -366.885284 ENTER BFGS code NEW_X -562972.678 1.27397323 -366.885284 EXIT FROM BFGS code FG_LNSRCH 0. 1.27393961 0. --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.563297153 *** contribution from regularisation: 0.0032010756 *** contribution from error: -0.56649822 *** contribution from DIAG: 0.000136643561 *********************************************** ENTER BFGS code FG_LNSRCH -563160.537 1.27393961 -884.584106 EXIT FROM BFGS code NEW_X -563160.537 1.27393961 -884.584106 ENTER BFGS code NEW_X -563160.537 1.27393961 -884.584106 EXIT FROM BFGS code FG_LNSRCH 0. 1.27301466 0. --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.563561618 *** contribution from regularisation: 0.003208671 *** contribution from error: -0.566770315 *** contribution from DIAG: 0.000128918575 *********************************************** ENTER BFGS code FG_LNSRCH -563432.722 1.27301466 -1240.68884 EXIT FROM BFGS code NEW_X -563432.722 1.27301466 -1240.68884 ENTER BFGS code NEW_X -563432.722 1.27301466 -1240.68884 EXIT FROM BFGS code FG_LNSRCH 0. 1.27030444 0. --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.563414872 *** contribution from regularisation: 0.003226517 *** contribution from error: -0.56664139 *** contribution from DIAG: 0.000152419292 *********************************************** ENTER BFGS code FG_LNSRCH -563262.463 1.27030444 5514.53027 EXIT FROM BFGS code FG_LNSRCH 0. 1.2717551 0. --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.563718796 *** contribution from regularisation: 0.00319284433 *** contribution from error: -0.566911638 *** contribution from DIAG: 0.000130454588 *********************************************** ENTER BFGS code FG_LNSRCH -563588.353 1.2717551 1886.24976 EXIT FROM BFGS code NEW_X -563588.353 1.2717551 1886.24976 ENTER BFGS code NEW_X -563588.353 1.2717551 1886.24976 EXIT FROM BFGS code FG_LNSRCH 0. 1.2715894 0. --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.56389451 *** contribution from regularisation: 0.00319434679 *** contribution from error: -0.567088842 *** contribution from DIAG: 0.000126769199 *********************************************** ENTER BFGS code FG_LNSRCH -563767.72 1.2715894 708.609863 EXIT FROM BFGS code NEW_X -563767.72 1.2715894 708.609863 ENTER BFGS code NEW_X -563767.72 1.2715894 708.609863 EXIT FROM BFGS code FG_LNSRCH 0. 1.27204013 0. --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.564029157 *** contribution from regularisation: 0.00319631328 *** contribution from error: -0.567225456 *** contribution from DIAG: 0.000129116408 *********************************************** ENTER BFGS code FG_LNSRCH -563900.015 1.27204013 167.716919 EXIT FROM BFGS code NEW_X -563900.015 1.27204013 167.716919 ENTER BFGS code NEW_X -563900.015 1.27204013 167.716919 EXIT FROM BFGS code FG_LNSRCH 0. 1.27329099 0. --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.56428194 *** contribution from regularisation: 0.00320068444 *** contribution from error: -0.56748265 *** contribution from DIAG: 0.00013320455 *********************************************** ENTER BFGS code FG_LNSRCH -564148.759 1.27329099 -457.876251 EXIT FROM BFGS code NEW_X -564148.759 1.27329099 -457.876251 ENTER BFGS code NEW_X -564148.759 1.27329099 -457.876251 EXIT FROM BFGS code FG_LNSRCH 0. 1.27403152 0. --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.564638853 *** contribution from regularisation: 0.00320507656 *** contribution from error: -0.567843914 *** contribution from DIAG: 0.000131972352 *********************************************** ENTER BFGS code FG_LNSRCH -564506.909 1.27403152 -762.188721 EXIT FROM BFGS code NEW_X -564506.909 1.27403152 -762.188721 ENTER BFGS code NEW_X -564506.909 1.27403152 -762.188721 EXIT FROM BFGS code FG_LNSRCH 0. 1.27451897 0. --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.564817846 *** contribution from regularisation: 0.00322233397 *** contribution from error: -0.568040192 *** contribution from DIAG: 0.000132808942 *********************************************** ENTER BFGS code FG_LNSRCH -564685.06 1.27451897 -176.056488 EXIT FROM BFGS code NEW_X -564685.06 1.27451897 -176.056488 ENTER BFGS code NEW_X -564685.06 1.27451897 -176.056488 EXIT FROM BFGS code FG_LNSRCH 0. 1.27432013 0. --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 332.736267 sigma out 46 active outputs RANK 2 NODE 6 --> 249.033401 sigma out 46 active outputs RANK 3 NODE 7 --> 241.09462 sigma out 46 active outputs RANK 4 NODE 3 --> 199.515564 sigma out 46 active outputs RANK 5 NODE 5 --> 183.190231 sigma out 46 active outputs RANK 6 NODE 8 --> 134.08461 sigma out 46 active outputs RANK 7 NODE 9 --> 118.184494 sigma out 46 active outputs RANK 8 NODE 4 --> 117.799423 sigma out 46 active outputs RANK 9 NODE 2 --> 117.108932 sigma out 46 active outputs RANK 10 NODE 11 --> 110.657112 sigma out 46 active outputs RANK 11 NODE 21 --> 89.8812332 sigma out 46 active outputs RANK 12 NODE 19 --> 86.0022202 sigma out 46 active outputs RANK 13 NODE 12 --> 79.4509354 sigma out 46 active outputs RANK 14 NODE 13 --> 74.4819717 sigma out 46 active outputs RANK 15 NODE 10 --> 71.788826 sigma out 46 active outputs RANK 16 NODE 14 --> 65.276413 sigma out 46 active outputs RANK 17 NODE 43 --> 64.2530746 sigma out 46 active outputs RANK 18 NODE 20 --> 62.2234268 sigma out 46 active outputs RANK 19 NODE 18 --> 59.609642 sigma out 46 active outputs RANK 20 NODE 33 --> 52.586277 sigma out 46 active outputs RANK 21 NODE 16 --> 52.1986313 sigma out 46 active outputs RANK 22 NODE 15 --> 49.0488243 sigma out 46 active outputs RANK 23 NODE 23 --> 48.3339806 sigma out 46 active outputs RANK 24 NODE 39 --> 48.1087837 sigma out 46 active outputs RANK 25 NODE 22 --> 47.1399765 sigma out 46 active outputs RANK 26 NODE 24 --> 46.3656616 sigma out 46 active outputs RANK 27 NODE 38 --> 42.4076576 sigma out 46 active outputs RANK 28 NODE 17 --> 37.8696899 sigma out 46 active outputs RANK 29 NODE 37 --> 36.1989899 sigma out 46 active outputs RANK 30 NODE 35 --> 35.5336723 sigma out 46 active outputs RANK 31 NODE 40 --> 34.6449585 sigma out 46 active outputs RANK 32 NODE 25 --> 32.4845886 sigma out 46 active outputs RANK 33 NODE 31 --> 32.3910408 sigma out 46 active outputs RANK 34 NODE 30 --> 28.381691 sigma out 46 active outputs RANK 35 NODE 27 --> 28.0833797 sigma out 46 active outputs RANK 36 NODE 28 --> 24.7278519 sigma out 46 active outputs RANK 37 NODE 29 --> 23.940567 sigma out 46 active outputs RANK 38 NODE 32 --> 22.6570549 sigma out 46 active outputs RANK 39 NODE 34 --> 21.9911785 sigma out 46 active outputs RANK 40 NODE 26 --> 21.5813084 sigma out 46 active outputs RANK 41 NODE 41 --> 19.0748501 sigma out 46 active outputs RANK 42 NODE 46 --> 18.6258602 sigma out 46 active outputs RANK 43 NODE 36 --> 16.9480495 sigma out 46 active outputs RANK 44 NODE 42 --> 16.8747272 sigma out 46 active outputs RANK 45 NODE 44 --> 15.8581438 sigma out 46 active outputs RANK 46 NODE 45 --> 11.3092766 sigma out 46 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 2 --> 302.585083 sigma in 46act. ( 238.793472 sig out 1act.) RANK 2 NODE 5 --> 247.674393 sigma in 46act. ( 334.401062 sig out 1act.) RANK 3 NODE 39 --> 222.756363 sigma in 46act. ( 194.197205 sig out 1act.) RANK 4 NODE 16 --> 175.802246 sigma in 46act. ( 137.296295 sig out 1act.) RANK 5 NODE 27 --> 170.215012 sigma in 46act. ( 138.536087 sig out 1act.) RANK 6 NODE 28 --> 161.017822 sigma in 46act. ( 249.570328 sig out 1act.) RANK 7 NODE 36 --> 141.231796 sigma in 46act. ( 205.085831 sig out 1act.) RANK 8 NODE 35 --> 137.29921 sigma in 46act. ( 157.67421 sig out 1act.) RANK 9 NODE 21 --> 136.529037 sigma in 46act. ( 127.290718 sig out 1act.) RANK 10 NODE 1 --> 109.599136 sigma in 46act. ( 69.3072052 sig out 1act.) RANK 11 NODE 4 --> 104.033295 sigma in 46act. ( 110.121429 sig out 1act.) RANK 12 NODE 43 --> 103.219887 sigma in 46act. ( 88.9986877 sig out 1act.) RANK 13 NODE 15 --> 89.4382935 sigma in 46act. ( 96.4819794 sig out 1act.) RANK 14 NODE 32 --> 81.4829941 sigma in 46act. ( 90.6571579 sig out 1act.) RANK 15 NODE 38 --> 76.7197266 sigma in 46act. ( 98.0197601 sig out 1act.) RANK 16 NODE 19 --> 76.520874 sigma in 46act. ( 124.753746 sig out 1act.) RANK 17 NODE 34 --> 74.3514328 sigma in 46act. ( 88.4781036 sig out 1act.) RANK 18 NODE 46 --> 72.0100632 sigma in 46act. ( 91.0475006 sig out 1act.) RANK 19 NODE 25 --> 71.0357056 sigma in 46act. ( 77.0141907 sig out 1act.) RANK 20 NODE 31 --> 70.7909698 sigma in 46act. ( 113.365997 sig out 1act.) RANK 21 NODE 12 --> 69.3184738 sigma in 46act. ( 109.331215 sig out 1act.) RANK 22 NODE 3 --> 57.5059776 sigma in 46act. ( 65.7818527 sig out 1act.) RANK 23 NODE 26 --> 52.0788956 sigma in 46act. ( 46.0032196 sig out 1act.) RANK 24 NODE 6 --> 47.6207314 sigma in 46act. ( 39.1683388 sig out 1act.) RANK 25 NODE 29 --> 43.7243576 sigma in 46act. ( 38.9169464 sig out 1act.) RANK 26 NODE 40 --> 40.0925751 sigma in 46act. ( 36.3759766 sig out 1act.) RANK 27 NODE 33 --> 38.3572464 sigma in 46act. ( 44.5032425 sig out 1act.) RANK 28 NODE 9 --> 38.1538696 sigma in 46act. ( 52.1841621 sig out 1act.) RANK 29 NODE 17 --> 36.3822823 sigma in 46act. ( 35.4717445 sig out 1act.) RANK 30 NODE 7 --> 33.1393967 sigma in 46act. ( 31.7589874 sig out 1act.) RANK 31 NODE 8 --> 31.8552971 sigma in 46act. ( 24.7754555 sig out 1act.) RANK 32 NODE 11 --> 30.3991699 sigma in 46act. ( 26.5282803 sig out 1act.) RANK 33 NODE 45 --> 30.1053314 sigma in 46act. ( 34.3387375 sig out 1act.) RANK 34 NODE 14 --> 29.7918911 sigma in 46act. ( 25.7346897 sig out 1act.) RANK 35 NODE 30 --> 29.0690479 sigma in 46act. ( 22.9226456 sig out 1act.) RANK 36 NODE 20 --> 28.34231 sigma in 46act. ( 25.7249641 sig out 1act.) RANK 37 NODE 13 --> 26.6151218 sigma in 46act. ( 23.8548603 sig out 1act.) RANK 38 NODE 44 --> 19.8043594 sigma in 46act. ( 18.0339184 sig out 1act.) RANK 39 NODE 18 --> 19.0056782 sigma in 46act. ( 16.9225006 sig out 1act.) RANK 40 NODE 41 --> 18.0460892 sigma in 46act. ( 20.4092407 sig out 1act.) RANK 41 NODE 42 --> 15.1589098 sigma in 46act. ( 14.5784321 sig out 1act.) RANK 42 NODE 37 --> 11.9763222 sigma in 46act. ( 6.98138618 sig out 1act.) RANK 43 NODE 10 --> 9.80740738 sigma in 46act. ( 2.70228553 sig out 1act.) RANK 44 NODE 24 --> 9.48573112 sigma in 46act. ( 1.40327382 sig out 1act.) RANK 45 NODE 23 --> 9.16813564 sigma in 46act. ( 5.28751898 sig out 1act.) RANK 46 NODE 22 --> 7.98170328 sigma in 46act. ( 0.471776783 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 334.401062 sigma out 1act.( 247.674393 sig in 46act.) RANK 2 NODE 28 --> 249.570328 sigma out 1act.( 161.017822 sig in 46act.) RANK 3 NODE 2 --> 238.793472 sigma out 1act.( 302.585083 sig in 46act.) RANK 4 NODE 36 --> 205.085831 sigma out 1act.( 141.231796 sig in 46act.) RANK 5 NODE 39 --> 194.197205 sigma out 1act.( 222.756363 sig in 46act.) RANK 6 NODE 35 --> 157.67421 sigma out 1act.( 137.29921 sig in 46act.) RANK 7 NODE 27 --> 138.536087 sigma out 1act.( 170.215012 sig in 46act.) RANK 8 NODE 16 --> 137.296295 sigma out 1act.( 175.802246 sig in 46act.) RANK 9 NODE 21 --> 127.290718 sigma out 1act.( 136.529037 sig in 46act.) RANK 10 NODE 19 --> 124.753746 sigma out 1act.( 76.520874 sig in 46act.) RANK 11 NODE 31 --> 113.365997 sigma out 1act.( 70.7909698 sig in 46act.) RANK 12 NODE 4 --> 110.121429 sigma out 1act.( 104.033295 sig in 46act.) RANK 13 NODE 12 --> 109.331215 sigma out 1act.( 69.3184738 sig in 46act.) RANK 14 NODE 38 --> 98.0197601 sigma out 1act.( 76.7197266 sig in 46act.) RANK 15 NODE 15 --> 96.4819794 sigma out 1act.( 89.4382935 sig in 46act.) RANK 16 NODE 46 --> 91.0475006 sigma out 1act.( 72.0100632 sig in 46act.) RANK 17 NODE 32 --> 90.6571579 sigma out 1act.( 81.4829941 sig in 46act.) RANK 18 NODE 43 --> 88.9986877 sigma out 1act.( 103.219887 sig in 46act.) RANK 19 NODE 34 --> 88.4781036 sigma out 1act.( 74.3514328 sig in 46act.) RANK 20 NODE 25 --> 77.0141907 sigma out 1act.( 71.0357056 sig in 46act.) RANK 21 NODE 1 --> 69.3072052 sigma out 1act.( 109.599136 sig in 46act.) RANK 22 NODE 3 --> 65.7818527 sigma out 1act.( 57.5059776 sig in 46act.) RANK 23 NODE 9 --> 52.1841621 sigma out 1act.( 38.1538696 sig in 46act.) RANK 24 NODE 26 --> 46.0032196 sigma out 1act.( 52.0788956 sig in 46act.) RANK 25 NODE 33 --> 44.5032425 sigma out 1act.( 38.3572464 sig in 46act.) RANK 26 NODE 6 --> 39.1683388 sigma out 1act.( 47.6207314 sig in 46act.) RANK 27 NODE 29 --> 38.9169464 sigma out 1act.( 43.7243576 sig in 46act.) RANK 28 NODE 40 --> 36.3759766 sigma out 1act.( 40.0925751 sig in 46act.) RANK 29 NODE 17 --> 35.4717445 sigma out 1act.( 36.3822823 sig in 46act.) RANK 30 NODE 45 --> 34.3387375 sigma out 1act.( 30.1053314 sig in 46act.) RANK 31 NODE 7 --> 31.7589874 sigma out 1act.( 33.1393967 sig in 46act.) RANK 32 NODE 11 --> 26.5282803 sigma out 1act.( 30.3991699 sig in 46act.) RANK 33 NODE 14 --> 25.7346897 sigma out 1act.( 29.7918911 sig in 46act.) RANK 34 NODE 20 --> 25.7249641 sigma out 1act.( 28.34231 sig in 46act.) RANK 35 NODE 8 --> 24.7754555 sigma out 1act.( 31.8552971 sig in 46act.) RANK 36 NODE 13 --> 23.8548603 sigma out 1act.( 26.6151218 sig in 46act.) RANK 37 NODE 30 --> 22.9226456 sigma out 1act.( 29.0690479 sig in 46act.) RANK 38 NODE 41 --> 20.4092407 sigma out 1act.( 18.0460892 sig in 46act.) RANK 39 NODE 44 --> 18.0339184 sigma out 1act.( 19.8043594 sig in 46act.) RANK 40 NODE 18 --> 16.9225006 sigma out 1act.( 19.0056782 sig in 46act.) RANK 41 NODE 42 --> 14.5784321 sigma out 1act.( 15.1589098 sig in 46act.) RANK 42 NODE 37 --> 6.98138618 sigma out 1act.( 11.9763222 sig in 46act.) RANK 43 NODE 23 --> 5.28751898 sigma out 1act.( 9.16813564 sig in 46act.) RANK 44 NODE 10 --> 2.70228553 sigma out 1act.( 9.80740738 sig in 46act.) RANK 45 NODE 24 --> 1.40327382 sigma out 1act.( 9.48573112 sig in 46act.) RANK 46 NODE 22 --> 0.471776783 sigma out 1act.( 7.98170328 sig in 46act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 726.941223 sigma in 46 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.565147936 *** contribution from regularisation: 0.00320572359 *** contribution from error: -0.568353653 *** contribution from DIAG: 0.000132808462 *********************************************** ENTER BFGS code FG_LNSRCH -565015.118 1.27432013 1363.36548 EXIT FROM BFGS code NEW_X -565015.118 1.27432013 1363.36548 ENTER BFGS code NEW_X -565015.118 1.27432013 1363.36548 EXIT FROM BFGS code FG_LNSRCH 0. 1.27556074 0. --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.565332592 *** contribution from regularisation: 0.00320190447 *** contribution from error: -0.568534493 *** contribution from DIAG: 0.000130258704 *********************************************** ENTER BFGS code FG_LNSRCH -565202.361 1.27556074 -1045.09229 EXIT FROM BFGS code NEW_X -565202.361 1.27556074 -1045.09229 ENTER BFGS code NEW_X -565202.361 1.27556074 -1045.09229 EXIT FROM BFGS code FG_LNSRCH 0. 1.27557206 0. --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.565474868 *** contribution from regularisation: 0.00321547734 *** contribution from error: -0.56869036 *** contribution from DIAG: 0.000126105166 *********************************************** ENTER BFGS code FG_LNSRCH -565348.735 1.27557206 -307.798798 EXIT FROM BFGS code NEW_X -565348.735 1.27557206 -307.798798 ENTER BFGS code NEW_X -565348.735 1.27557206 -307.798798 EXIT FROM BFGS code FG_LNSRCH 0. 1.27583301 0. --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.565751433 *** contribution from regularisation: 0.00322977663 *** contribution from error: -0.56898123 *** contribution from DIAG: 0.000121840843 *********************************************** ENTER BFGS code FG_LNSRCH -565629.599 1.27583301 19.4750938 EXIT FROM BFGS code NEW_X -565629.599 1.27583301 19.4750938 ENTER BFGS code NEW_X -565629.599 1.27583301 19.4750938 EXIT FROM BFGS code FG_LNSRCH 0. 1.27669239 0. --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.565908551 *** contribution from regularisation: 0.00326481741 *** contribution from error: -0.569173396 *** contribution from DIAG: 0.000133943613 *********************************************** ENTER BFGS code FG_LNSRCH -565774.599 1.27669239 3658.8606 EXIT FROM BFGS code NEW_X -565774.599 1.27669239 3658.8606 ENTER BFGS code NEW_X -565774.599 1.27669239 3658.8606 EXIT FROM BFGS code FG_LNSRCH 0. 1.27828288 0. --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.56620121 *** contribution from regularisation: 0.00325665227 *** contribution from error: -0.569457889 *** contribution from DIAG: 0.000128470085 *********************************************** ENTER BFGS code FG_LNSRCH -566072.721 1.27828288 341.582428 EXIT FROM BFGS code NEW_X -566072.721 1.27828288 341.582428 ENTER BFGS code NEW_X -566072.721 1.27828288 341.582428 EXIT FROM BFGS code FG_LNSRCH 0. 1.2792021 0. --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.566331923 *** contribution from regularisation: 0.00324687664 *** contribution from error: -0.569578826 *** contribution from DIAG: 0.00013037007 *********************************************** ENTER BFGS code FG_LNSRCH -566201.55 1.2792021 -746.381348 EXIT FROM BFGS code NEW_X -566201.55 1.2792021 -746.381348 ENTER BFGS code NEW_X -566201.55 1.2792021 -746.381348 EXIT FROM BFGS code FG_LNSRCH 0. 1.28014934 0. --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.566475272 *** contribution from regularisation: 0.00325481617 *** contribution from error: -0.569730103 *** contribution from DIAG: 0.000133439229 *********************************************** ENTER BFGS code FG_LNSRCH -566341.859 1.28014934 -662.908569 EXIT FROM BFGS code NEW_X -566341.859 1.28014934 -662.908569 ENTER BFGS code NEW_X -566341.859 1.28014934 -662.908569 EXIT FROM BFGS code FG_LNSRCH 0. 1.28181052 0. --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.566623986 *** contribution from regularisation: 0.00325907534 *** contribution from error: -0.569883049 *** contribution from DIAG: 0.000142681383 *********************************************** ENTER BFGS code FG_LNSRCH -566481.322 1.28181052 -2658.79321 EXIT FROM BFGS code NEW_X -566481.322 1.28181052 -2658.79321 ENTER BFGS code NEW_X -566481.322 1.28181052 -2658.79321 EXIT FROM BFGS code FG_LNSRCH 0. 1.27937996 0. --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.566724241 *** contribution from regularisation: 0.00326411077 *** contribution from error: -0.56998837 *** contribution from DIAG: 0.000138817282 *********************************************** ENTER BFGS code FG_LNSRCH -566585.419 1.27937996 492.824432 EXIT FROM BFGS code NEW_X -566585.419 1.27937996 492.824432 ENTER BFGS code NEW_X -566585.419 1.27937996 492.824432 EXIT FROM BFGS code CONVERGENC -566585.419 1.27937996 492.824432 --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 355.609894 sigma out 46 active outputs RANK 2 NODE 6 --> 272.268433 sigma out 46 active outputs RANK 3 NODE 7 --> 258.333923 sigma out 46 active outputs RANK 4 NODE 3 --> 202.710388 sigma out 46 active outputs RANK 5 NODE 5 --> 192.105209 sigma out 46 active outputs RANK 6 NODE 8 --> 141.91449 sigma out 46 active outputs RANK 7 NODE 2 --> 130.854095 sigma out 46 active outputs RANK 8 NODE 9 --> 118.351059 sigma out 46 active outputs RANK 9 NODE 4 --> 116.758865 sigma out 46 active outputs RANK 10 NODE 11 --> 115.089088 sigma out 46 active outputs RANK 11 NODE 21 --> 99.7455673 sigma out 46 active outputs RANK 12 NODE 19 --> 86.169548 sigma out 46 active outputs RANK 13 NODE 12 --> 83.9009018 sigma out 46 active outputs RANK 14 NODE 13 --> 81.0448685 sigma out 46 active outputs RANK 15 NODE 43 --> 79.9063492 sigma out 46 active outputs RANK 16 NODE 10 --> 75.3023682 sigma out 46 active outputs RANK 17 NODE 18 --> 69.5368271 sigma out 46 active outputs RANK 18 NODE 20 --> 68.3744278 sigma out 46 active outputs RANK 19 NODE 14 --> 64.3253784 sigma out 46 active outputs RANK 20 NODE 39 --> 64.2507477 sigma out 46 active outputs RANK 21 NODE 33 --> 61.3467751 sigma out 46 active outputs RANK 22 NODE 38 --> 52.2034302 sigma out 46 active outputs RANK 23 NODE 23 --> 50.4165649 sigma out 46 active outputs RANK 24 NODE 16 --> 50.0102272 sigma out 46 active outputs RANK 25 NODE 22 --> 49.895874 sigma out 46 active outputs RANK 26 NODE 15 --> 49.4328613 sigma out 46 active outputs RANK 27 NODE 24 --> 47.9277992 sigma out 46 active outputs RANK 28 NODE 37 --> 43.1811676 sigma out 46 active outputs RANK 29 NODE 40 --> 42.3068008 sigma out 46 active outputs RANK 30 NODE 17 --> 37.6634598 sigma out 46 active outputs RANK 31 NODE 35 --> 37.0737839 sigma out 46 active outputs RANK 32 NODE 31 --> 34.7544899 sigma out 46 active outputs RANK 33 NODE 27 --> 33.9244957 sigma out 46 active outputs RANK 34 NODE 25 --> 33.8720245 sigma out 46 active outputs RANK 35 NODE 30 --> 31.15382 sigma out 46 active outputs RANK 36 NODE 28 --> 28.7904167 sigma out 46 active outputs RANK 37 NODE 29 --> 24.4926682 sigma out 46 active outputs RANK 38 NODE 26 --> 24.4360657 sigma out 46 active outputs RANK 39 NODE 32 --> 23.0647144 sigma out 46 active outputs RANK 40 NODE 34 --> 20.8626804 sigma out 46 active outputs RANK 41 NODE 41 --> 20.5793686 sigma out 46 active outputs RANK 42 NODE 46 --> 18.3913918 sigma out 46 active outputs RANK 43 NODE 42 --> 17.2981529 sigma out 46 active outputs RANK 44 NODE 36 --> 17.1874447 sigma out 46 active outputs RANK 45 NODE 44 --> 16.7726364 sigma out 46 active outputs RANK 46 NODE 45 --> 11.1905832 sigma out 46 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 2 --> 306.392609 sigma in 46act. ( 236.431854 sig out 1act.) RANK 2 NODE 5 --> 276.335876 sigma in 46act. ( 377.83252 sig out 1act.) RANK 3 NODE 39 --> 249.92572 sigma in 46act. ( 200.621811 sig out 1act.) RANK 4 NODE 27 --> 175.370605 sigma in 46act. ( 144.353836 sig out 1act.) RANK 5 NODE 16 --> 173.411911 sigma in 46act. ( 126.819778 sig out 1act.) RANK 6 NODE 28 --> 171.398987 sigma in 46act. ( 270.649231 sig out 1act.) RANK 7 NODE 36 --> 157.216629 sigma in 46act. ( 223.795593 sig out 1act.) RANK 8 NODE 35 --> 151.088577 sigma in 46act. ( 171.953598 sig out 1act.) RANK 9 NODE 21 --> 145.997406 sigma in 46act. ( 145.490128 sig out 1act.) RANK 10 NODE 1 --> 118.434349 sigma in 46act. ( 74.3041458 sig out 1act.) RANK 11 NODE 43 --> 112.382202 sigma in 46act. ( 95.6196442 sig out 1act.) RANK 12 NODE 4 --> 107.343529 sigma in 46act. ( 124.484734 sig out 1act.) RANK 13 NODE 15 --> 96.7209549 sigma in 46act. ( 98.009758 sig out 1act.) RANK 14 NODE 32 --> 90.2787094 sigma in 46act. ( 97.4261246 sig out 1act.) RANK 15 NODE 12 --> 82.4787903 sigma in 46act. ( 130.148987 sig out 1act.) RANK 16 NODE 25 --> 81.1309128 sigma in 46act. ( 86.3437881 sig out 1act.) RANK 17 NODE 46 --> 79.6429749 sigma in 46act. ( 103.859428 sig out 1act.) RANK 18 NODE 38 --> 78.4444885 sigma in 46act. ( 100.023941 sig out 1act.) RANK 19 NODE 34 --> 77.2323074 sigma in 46act. ( 89.9367676 sig out 1act.) RANK 20 NODE 19 --> 76.1358871 sigma in 46act. ( 126.311203 sig out 1act.) RANK 21 NODE 31 --> 74.4360962 sigma in 46act. ( 124.485023 sig out 1act.) RANK 22 NODE 3 --> 60.6471672 sigma in 46act. ( 71.9310303 sig out 1act.) RANK 23 NODE 26 --> 53.6551704 sigma in 46act. ( 49.0490837 sig out 1act.) RANK 24 NODE 6 --> 52.7032242 sigma in 46act. ( 43.0733528 sig out 1act.) RANK 25 NODE 29 --> 48.2233696 sigma in 46act. ( 44.5722656 sig out 1act.) RANK 26 NODE 40 --> 45.8264961 sigma in 46act. ( 40.5183449 sig out 1act.) RANK 27 NODE 9 --> 45.1868362 sigma in 46act. ( 64.7742081 sig out 1act.) RANK 28 NODE 17 --> 38.885231 sigma in 46act. ( 37.4165497 sig out 1act.) RANK 29 NODE 33 --> 37.6245232 sigma in 46act. ( 47.0647469 sig out 1act.) RANK 30 NODE 7 --> 33.4914703 sigma in 46act. ( 32.5662346 sig out 1act.) RANK 31 NODE 30 --> 33.0000648 sigma in 46act. ( 26.4540806 sig out 1act.) RANK 32 NODE 14 --> 31.0832062 sigma in 46act. ( 26.8389435 sig out 1act.) RANK 33 NODE 45 --> 30.9242706 sigma in 46act. ( 35.0782127 sig out 1act.) RANK 34 NODE 11 --> 29.5708389 sigma in 46act. ( 25.3538418 sig out 1act.) RANK 35 NODE 20 --> 29.3874245 sigma in 46act. ( 28.6131229 sig out 1act.) RANK 36 NODE 8 --> 29.0679169 sigma in 46act. ( 22.3598003 sig out 1act.) RANK 37 NODE 13 --> 28.6256962 sigma in 46act. ( 24.9854527 sig out 1act.) RANK 38 NODE 44 --> 19.6969242 sigma in 46act. ( 18.5408039 sig out 1act.) RANK 39 NODE 18 --> 19.477562 sigma in 46act. ( 17.6338444 sig out 1act.) RANK 40 NODE 41 --> 19.3030891 sigma in 46act. ( 23.3852348 sig out 1act.) RANK 41 NODE 42 --> 14.5076303 sigma in 46act. ( 14.116087 sig out 1act.) RANK 42 NODE 37 --> 12.1112061 sigma in 46act. ( 8.19279957 sig out 1act.) RANK 43 NODE 24 --> 9.92310619 sigma in 46act. ( 5.24280834 sig out 1act.) RANK 44 NODE 10 --> 9.60792732 sigma in 46act. ( 3.68959355 sig out 1act.) RANK 45 NODE 23 --> 9.08017349 sigma in 46act. ( 6.27459717 sig out 1act.) RANK 46 NODE 22 --> 7.4514842 sigma in 46act. ( 0.511454344 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 377.83252 sigma out 1act.( 276.335876 sig in 46act.) RANK 2 NODE 28 --> 270.649231 sigma out 1act.( 171.398987 sig in 46act.) RANK 3 NODE 2 --> 236.431854 sigma out 1act.( 306.392609 sig in 46act.) RANK 4 NODE 36 --> 223.795593 sigma out 1act.( 157.216629 sig in 46act.) RANK 5 NODE 39 --> 200.621811 sigma out 1act.( 249.92572 sig in 46act.) RANK 6 NODE 35 --> 171.953598 sigma out 1act.( 151.088577 sig in 46act.) RANK 7 NODE 21 --> 145.490128 sigma out 1act.( 145.997406 sig in 46act.) RANK 8 NODE 27 --> 144.353836 sigma out 1act.( 175.370605 sig in 46act.) RANK 9 NODE 12 --> 130.148987 sigma out 1act.( 82.4787903 sig in 46act.) RANK 10 NODE 16 --> 126.819778 sigma out 1act.( 173.411911 sig in 46act.) RANK 11 NODE 19 --> 126.311203 sigma out 1act.( 76.1358871 sig in 46act.) RANK 12 NODE 31 --> 124.485023 sigma out 1act.( 74.4360962 sig in 46act.) RANK 13 NODE 4 --> 124.484734 sigma out 1act.( 107.343529 sig in 46act.) RANK 14 NODE 46 --> 103.859428 sigma out 1act.( 79.6429749 sig in 46act.) RANK 15 NODE 38 --> 100.023941 sigma out 1act.( 78.4444885 sig in 46act.) RANK 16 NODE 15 --> 98.009758 sigma out 1act.( 96.7209549 sig in 46act.) RANK 17 NODE 32 --> 97.4261246 sigma out 1act.( 90.2787094 sig in 46act.) RANK 18 NODE 43 --> 95.6196442 sigma out 1act.( 112.382202 sig in 46act.) RANK 19 NODE 34 --> 89.9367676 sigma out 1act.( 77.2323074 sig in 46act.) RANK 20 NODE 25 --> 86.3437881 sigma out 1act.( 81.1309128 sig in 46act.) RANK 21 NODE 1 --> 74.3041458 sigma out 1act.( 118.434349 sig in 46act.) RANK 22 NODE 3 --> 71.9310303 sigma out 1act.( 60.6471672 sig in 46act.) RANK 23 NODE 9 --> 64.7742081 sigma out 1act.( 45.1868362 sig in 46act.) RANK 24 NODE 26 --> 49.0490837 sigma out 1act.( 53.6551704 sig in 46act.) RANK 25 NODE 33 --> 47.0647469 sigma out 1act.( 37.6245232 sig in 46act.) RANK 26 NODE 29 --> 44.5722656 sigma out 1act.( 48.2233696 sig in 46act.) RANK 27 NODE 6 --> 43.0733528 sigma out 1act.( 52.7032242 sig in 46act.) RANK 28 NODE 40 --> 40.5183449 sigma out 1act.( 45.8264961 sig in 46act.) RANK 29 NODE 17 --> 37.4165497 sigma out 1act.( 38.885231 sig in 46act.) RANK 30 NODE 45 --> 35.0782127 sigma out 1act.( 30.9242706 sig in 46act.) RANK 31 NODE 7 --> 32.5662346 sigma out 1act.( 33.4914703 sig in 46act.) RANK 32 NODE 20 --> 28.6131229 sigma out 1act.( 29.3874245 sig in 46act.) RANK 33 NODE 14 --> 26.8389435 sigma out 1act.( 31.0832062 sig in 46act.) RANK 34 NODE 30 --> 26.4540806 sigma out 1act.( 33.0000648 sig in 46act.) RANK 35 NODE 11 --> 25.3538418 sigma out 1act.( 29.5708389 sig in 46act.) RANK 36 NODE 13 --> 24.9854527 sigma out 1act.( 28.6256962 sig in 46act.) RANK 37 NODE 41 --> 23.3852348 sigma out 1act.( 19.3030891 sig in 46act.) RANK 38 NODE 8 --> 22.3598003 sigma out 1act.( 29.0679169 sig in 46act.) RANK 39 NODE 44 --> 18.5408039 sigma out 1act.( 19.6969242 sig in 46act.) RANK 40 NODE 18 --> 17.6338444 sigma out 1act.( 19.477562 sig in 46act.) RANK 41 NODE 42 --> 14.116087 sigma out 1act.( 14.5076303 sig in 46act.) RANK 42 NODE 37 --> 8.19279957 sigma out 1act.( 12.1112061 sig in 46act.) RANK 43 NODE 23 --> 6.27459717 sigma out 1act.( 9.08017349 sig in 46act.) RANK 44 NODE 24 --> 5.24280834 sigma out 1act.( 9.92310619 sig in 46act.) RANK 45 NODE 10 --> 3.68959355 sigma out 1act.( 9.60792732 sig in 46act.) RANK 46 NODE 22 --> 0.511454344 sigma out 1act.( 7.4514842 sig in 46act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 782.68927 sigma in 46 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.566725016 *** contribution from regularisation: 0.00326333358 *** contribution from error: -0.56998837 *** contribution from DIAG: 0.000138275864 *********************************************** -----------------> Test sample create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Proton_Long_NeuroBayes.conf NB_AHISTOUT: storage space 235101 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Proton/Long/GlobalPID_Proton_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/BFGS/621/Proton/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/BFGS/621/Proton/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/BFGS/621/Proton/Long/NB.txt Training Host = lxplus432.cern.ch Particle type = proton 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_Proton_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 40 nodes, hidden layer has 46 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) 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 RichAbovePiThres Making plots for input RichAboveKaThres Making plots for input RichAbovePrThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input 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 CaloPrsE 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 39 input variables. ***************Training results***************** number of nodes in the 1st layer: 46 number of nodes in the 2nd layer: 46 number of nodes in the 3rd layer: 1 number of iterations: 100