Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Pion/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/Pion/Long/GlobalPID_Pion_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/Pion/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/Pion/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/Pion/Long/NB.txt Training Host = lxplus432.cern.ch Particle type = pion 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_Pion_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = 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: 38 Your number of nodes in the hidden layer is: 44 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You 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 RichDLLe PreproFlag 34 Input 21 RichDLLmu PreproFlag 34 Input 22 RichDLLk PreproFlag 34 Input 23 RichDLLp PreproFlag 34 Input 24 RichDLLbt PreproFlag 34 Input 25 MuonBkgLL PreproFlag 34 Input 26 MuonMuLL PreproFlag 34 Input 27 MuonIsMuon PreproFlag 19 Input 28 MuonNShared PreproFlag 19 Input 29 InAccMuon PreproFlag 19 Input 30 MuonIsLooseMuon PreproFlag 19 Input 31 EcalPIDe PreproFlag 34 Input 32 EcalPIDmu PreproFlag 34 Input 33 HcalPIDe PreproFlag 34 Input 34 HcalPIDmu PreproFlag 34 Input 35 PrsPIDe PreproFlag 34 Input 36 InAccBrem PreproFlag 19 Input 37 BremPIDe PreproFlag 34 Input 38 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Considered 1796476 tracks for input to NN training Sel. Eff. = 55.6645% Selected 1000000 tracks for input to NN training ghost percentage = 17.7101% electron percentage = 3.2769% muon percentage = 0.9167% pion percentage = 63.4828% kaon percentage = 9.1606% Unknown Particle type 411 percentage = 0.0002% Unknown Particle type 431 percentage = 0.0001% proton percentage = 5.4207% Unknown Particle type 3112 percentage = 0.0069% Unknown Particle type 3222 percentage = 0.0223% Unknown Particle type 3312 percentage = 0.0024% Unknown Particle type 1000020040 percentage = 0.0003% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T Project 2001-2003 Copyright Phi-T GmbH Version 20101206 Library compiled with: NB_MAXPATTERN= 1500000 NB_MAXNODE = 100 ----------------------------------- found 1000000 samples to learn from preprocessing flags/parameters: global preprocessing flag: 621 individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 3 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 4 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 5 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 6 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 7 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 8 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 9 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 10 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 11 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 12 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 13 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 14 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 15 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 16 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 17 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 18 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 19 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 20 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 21 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 22 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 23 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 24 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 25 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 26 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 27 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 28 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 29 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 30 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 31 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 32 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 33 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 34 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 35 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 36 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 37 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 38 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. Using weight factor: 1. now perform preprocessing *** called with option 21 *** This will do for you: *** input variable equalisation *** to flat distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node ************************************ Signal fraction: 63.4827957 % ------------------------------ Transdef: Tab for variable 1 -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. ------------------------------ Transdef: Tab for variable 2 2. 16. 20. 23. 26. 28. 29. 31. 33. 34. 35. 37. 38. 39. 41. 42. 43. 44. 45. 46. 47. 48. 49. 50. 51. 52. 53. 54. 55. 56. 57. 58. 59. 60. 61. 62. 63. 64. 65. 66. 67. 68. 69. 69. 70. 71. 72. 73. 74. 75. 76. 77. 78. 79. 80. 82. 83. 84. 85. 86. 87. 88. 89. 91. 92. 93. 94. 96. 97. 98. 100. 101. 103. 104. 106. 107. 109. 110. 112. 114. 116. 118. 120. 122. 125. 127. 130. 132. 135. 138. 141. 145. 149. 154. 159. 165. 173. 183. 199. 224. 435. build map for variable # 2 ------------------------------ Transdef: Tab for variable 3 1051.19995 1576.08496 1739.23499 1855.78003 1955.78003 2046.90503 2131.01001 2214.37988 2294.39502 2371.1748 2448.55518 2523.43506 2598.73999 2675.36523 2750.09521 2826.49512 2902.97998 2979.69995 3056.22998 3133.51001 3211.78516 3291.12988 3369.68506 3449.11011 3530.5 3612.22998 3695.45996 3780.40479 3867.75 3954.69995 4044.59521 4135.6748 4227.6748 4321.14014 4417.30957 4514.33984 4613.34473 4712.47998 4815.64502 4919.94531 5026.87012 5137.16992 5251.29492 5365.85498 5486.58984 5607.69531 5731.62988 5859.37988 5994.7749 6129.86035 6271.00977 6413.16016 6560.61523 6713.00488 6873.50488 7038.09473 7207.19531 7384.54004 7566.79004 7750.58008 7948.31982 8147.90527 83 warning: map is empty for variable 3 57.83984 8575.2998 8800.05957 9033.77539 9272.06445 9526.35547 9787.08984 10058.1797 10340.9805 10635.4248 10949.9102 11279.375 11632.9746 12001.8496 12383.835 12791.0449 13223.4453 13682.9805 14182.8105 14715.7344 15289.0996 15907.585 16551.5996 17265.4297 18057.1992 18918.9141 19876.8047 20952.5195 22171.7188 23524.1797 25132.3809 26990.8203 29246.4453 32030.3008 35597. 40584.4414 48211.7188 63785.9531 4761111. do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 3.55318856 61.780571 75.0442276 83.490036 91.5251465 99.2461472 106.917084 114.526993 121.910797 129.059052 136.157104 143.07486 149.956726 156.582275 163.137009 169.556641 175.967621 182.279694 188.696594 194.921356 200.955872 207.073456 213.208374 219.34819 225.409195 231.478729 237.555817 243.521652 249.592896 255.746796 261.978546 268.1237 warning: map is empty for variable 4 18 274.339294 280.577179 286.778076 293.091644 299.477173 305.866455 312.353729 318.817444 325.412842 332.144745 338.879211 345.777985 352.631561 359.809326 367.083984 374.372437 381.838135 389.322815 396.893433 404.737518 412.595825 420.722656 428.895508 437.384827 445.861267 454.726013 463.734375 472.885986 482.413025 492.117401 502.047516 512.240845 522.637939 533.588867 544.687866 556.08252 567.873596 579.893799 592.465027 605.494873 619.111084 633.129639 647.772095 663.185303 679.207031 695.679382 712.953247 731.384888 751.133057 772.2547 794.84259 818.634338 844.423828 872.456055 902.673401 936.057861 972.974792 1013.14868 1058.25024 1110.43677 1172.0813 1244.75146 1332.37256 1440.56934 1585.09644 1787.97803 2103.0708 2742.00049 640132.375 do regularised spline fit for input variable # 4 build map for variable # 4 warning: map is empty for variable 4 ------------------------------ Transdef: Tab for variable 5 0.161407679 0.518016934 0.572030425 0.607863247 0.63563174 0.658714294 0.678919613 0.696864903 0.713098764 0.728441 0.742652595 0.756039977 0.768709719 0.780824661 0.792360008 0.803386331 0.814302981 0.824860096 0.835346162 0.845394015 0.855297446 0.8650316 0.874517441 0.883850038 0.893140197 0.902070642 0.911140561 0.920189798 0.92924428 0.938176274 0.946973085 0.955959916 0.964844584 0.973558068 0.982373357 0.991359711 1.00021434 1.00922203 1.01821899 1.02727318 1.03645897 1.04570937 1.05500913 1.0645591 1.07415891 1.08379841 1.09358072 1.10357261 1.11358333 1.1238997 1.13435876 1.1452471 1.15615928 1.16731417 1.17884648 1.19091082 1.20309246 1.21560764 1.22850633 1.24176168 1.2554816 1.27006292 1.28508806 1.30071235 1.31706536 1.33409584 1.35210872 1.37162578 1.39217854 1.41384554 1.43705273 1.46220517 1.48894894 1.51857817 1.55050838 1.58568358 1.62504816 1.66748786 1.7153275 1.76956069 1.82978082 1.89807713 1.97364533 2.05634117 2.14888096 2.24986529 2.36151195 2.48588085 2.62146568 2.76739168 2.92556429 3.09510255 3.27790165 3.47443438 3.68694878 3.91099834 4.16221333 4.45466185 4.84408951 5.50286961 9.99821091 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 7. 12. 13. 15. 15. 16. 17. 17. 18. 19. 19. 20. 20. 21. 21. 21. 22. 22. 23. 23. 24. 24. 24. 25. 25. 25. 26. 26. 26. 27. 27. 27. 27. 28. 28. 28. 28. 28. 29. 29. 29. 29. 29. 30. 30. 30. 30. 30. 30. 31. 31. 31. 31. 31. 31. 32. 32. 32. 32. 32. 32. 33. 33. 33. 33. 33. 33. 33. 34. 34. 34. 34. 34. 34. 35. 35. 35. 35. 35. 35. 36. 36. 36. 36. 36. 37. 37. 37. 37. 37. 38. 38. 38. 39. 39. 39. 40. 40. 41. 42. 55. build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -99.9702301 -68.6403885 -60.5157776 -54.3923035 -49.2045822 -44.6856079 -40.9243431 -37.8902893 -35.3554459 -33.0707474 -31.050354 -29.1892433 -27.5976372 -26.2067146 -24.9384079 -23.8056793 -22.8534241 -22.0228062 -21.2483597 -20.4263229 -19.3686829 -18.1094666 -17.0336304 -16.0498562 -15.1178417 -14.2062283 -13.3981266 -12.6954117 -12.0663815 -11.4937496 -10.9882317 -10.5277328 -10.1131897 -9.74481964 -9.40937424 -9.09449005 -8.80544662 -8.53594017 -8.28520966 -8.05606461 -7.83761549 -7.63245201 -7.44425774 -7.26581764 -7.09740686 -6.93509102 -6.77894497 -6.63247299 -6.49170971 -6.35536385 -6.22587442 -6.10258198 -5.98147583 -5.8654995 -5.75278568 -5.64488792 -5.53799915 -5.43482018 -5.33443928 -5.23617077 -5.14046955 -5.0462656 -4.95494175 -4.86360598 -4.77483749 -4.68914509 -4.60371304 -4.52061462 -4.43781328 -4.3571682 -4.2775507 -4.20085621 -4.12393284 -4.0493989 -3.97489691 -3.90071726 -3.8259089 -3.75161457 -3.6766901 -3.6015265 -3.52568722 -3.44960785 -3.37246537 -3.29670906 -3.2215867 -3.14613247 -3.06979799 -2.99224949 -2.91248298 -2.82784557 -2.73966455 -2.648890 warning: map is empty for variable 7 02 -2.5528276 -2.45265675 -2.34871197 -2.24119091 -2.12574458 -1.99891675 -1.84827733 -1.60736442 -0.1466005 do regularised spline fit for input variable # 7 build map for variable # 7 warning: map is empty for variable 7 ------------------------------ Transdef: Tab for variable 8 1.00013376E-05 0.000381545455 0.000744894496 0.00110580307 0.00146095641 0.00182177045 0.00217866967 0.00254094368 0.00290734367 0.00327057345 0.00362779037 0.00399105204 0.00436001644 0.00472527137 0.00509139989 0.00545678381 0.00583805423 0.00620949082 0.00658932421 0.00696955808 0.00734717585 0.00772630051 0.0081042042 0.00848564878 0.00887985155 0.00927856751 0.00969239883 0.0101272874 0.0105979489 0.0111239003 0.0117153265 0.0124018323 0.0131275477 0.0139391907 0.0148274461 0.0158115011 0.0168813094 0.0180669818 0.0193949174 0.0208737925 0.0225285962 0.0243819598 0.0265049655 0.0288895182 0.0316321403 0.0346499607 0.0379050076 0.04145585 0.0450543985 0.0481514633 0.0508073196 0.0535130054 0.0564675704 0.0599133596 0.0639393479 0.0686061531 0.0738589987 0.0797122717 0.086027056 0.0930039585 0.100221731 0.108026356 0.116605937 0.125695407 0.135697275 0.146480352 0.157600001 0.169417292 0.181948602 0.195062324 0.208788037 0.222863168 0.237566173 0.252934784 0.268918455 0.285253882 0.30202651 0.319224626 0.33644709 0.354674041 0.373420835 0.393768311 0.415750444 0.439443707 0.46617496 0.495108664 0.527468562 0.562291622 0.598253667 0.635136485 0.671867192 0.70868361 0.743337512 0.776072979 0.805687308 0.831951559 0.856028914 0.879755259 0.905685186 0.936595678 0.999987841 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 0.0111313853 0.651839852 0.893955946 1.08282328 1.2417804 1.38711953 1.52000213 1.64410496 1.76200521 1.87647641 1.98608685 2.09294987 2.19505525 2.29678845 2.3962276 2.49560404 2.59128237 2.68573523 2.78190637 2.8766737 2.97041392 3.06395698 3.15825438 3.25332117 3.34778285 3.44329238 3.53897667 3.63392472 3.72937822 3.82557678 3.92211819 4.01812077 4.11674595 4.21644115 4.31723356 4.42061329 4.52426147 4.62950993 4.73447418 4.84170151 4.94975519 5.06130886 5.17304802 5.28663111 5.40378094 5.52208471 5.64541864 5.76856709 5.89436007 6.02596951 6.16140842 6.29914761 6.43824911 6.58111 6.72970438 6.88268805 7.04077721 7.20549679 7.37535 7.55480814 7.73332787 7.92554569 8.1239748 8.32842064 8.548316 8.76986313 9.00699615 9.26219368 9.52894402 9.814394 10.111412 10.4402256 10.7958832 11.1729374 11.5837231 12.0297079 12.5117493 13.0444937 13.6500788 14.3144417 15.0809631 15.939621 16.9236507 18.0403557 19.3176956 20.7654381 22.4092255 24.2711334 26.3455067 28.6188545 31.1902962 33.9963837 37.1259193 40.6502991 44.6955528 49.2474747 54.6670914 61.3271637 69.7125397 81.894455 136.659332 do reg warning: map is empty for variable 9 ularised spline fit for input variable # 9 build map for variable # 9 warning: map is empty for variable 9 ------------------------------ Transdef: Tab for variable 10 0.0167804044 6.40450287 13.6450405 21.5279884 29.2145405 36.738739 43.0093498 50.6294975 57.5617447 65.0170898 72.0740662 79.208374 88.3353348 96.0295258 104.117371 113.170731 121.751663 131.43309 141.060272 151.952667 162.586945 172.984436 184.621368 195.314117 206.640015 217.411896 230.089142 243.340561 256.025757 270.234985 284.388062 300.293793 316.995209 333.876892 350.626831 367.361633 385.412231 404.481262 425.449921 445.429993 465.751099 489.634949 513.690308 535.043274 557.182373 583.318787 612.730469 636.949341 662.610779 691.757935 721.169312 752.31604 784.589844 819.339966 853.750244 889.776367 927.336914 964.389465 1006.21692 1051.36414 1098.56274 1143.53149 1191.65625 1243.41382 1294.28857 1347.68713 1401.82129 1461.28027 1521.82544 1578.7782 1640.63379 1710.84204 1779.84705 1849.35181 1914.02454 1993.89978 2072.62012 2142.78662 2228.521 2321.76807 2412.47778 2507.87012 2605.66113 2711.49219 2818.37573 2917.82861 3023.93042 3127.02759 3247.78906 3369.24023 3498.89551 3637.39502 3774.93018 3918.9502 4068.09863 4231.2168 4371.65381 4520.73877 4685.55615 4846.24902 4999.86572 do regularised spline fit for input variable # 10 build map for variable # 10 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 11 2.49335508E-09 0.108777918 0.301913083 0.510740995 0.712229729 0.90804249 1.09530401 1.28033292 1.45807767 1.62893701 1.79205966 1.95342422 2.11346149 2.27025366 2.42455292 2.57527828 2.72254133 2.87039471 3.01841068 3.16434956 3.30762696 3.4516449 3.59429026 3.73738337 3.87807894 4.02208424 4.16312695 4.30253792 4.44297791 4.58260679 4.72462177 4.86778831 5.00840998 5.15096617 5.29387951 5.43533564 5.57921124 5.72123528 5.86418819 6.01036453 6.15536833 6.30066204 6.44721603 6.59610176 6.74131012 6.89034271 7.03900623 7.18849182 7.33926105 7.49080849 7.64735794 7.80281544 7.96070957 8.11812878 8.27761364 8.43896484 8.59822655 8.76489639 8.93283939 9.0991888 9.2706604 9.44481945 9.62293625 9.80425262 9.98479271 10.1710358 10.3605556 10.5529165 10.7503777 10.9502602 11.1560106 11.365303 11.57761 11.7947063 12.0224552 12.2541895 12.4911833 12.7394285 12.9961119 13.2580776 13.5303373 13.8201733 14.1164455 14.4235964 14.7471733 15.0919514 15.4520502 15.8383808 16.255291 16.7056408 17.1882057 17.7240868 18.3229141 19.0029564 19.7879562 20.7314053 21.9058304 23.463541 25.8251171 30.3832932 109.591339 do regularised spline fit for input variable # 11 ------------------------------ Transdef: Tab for variable 12 -1. 1. 1. 1. 1. 2. 2. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 4. 4. 4. 4. 4. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 6. 6. 6. 6. 7. 7. 7. 7. 7. 7. 7. 7. 7. 8. 8. 8. 8. 8. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 10. 10. 10. 10. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 12. 12. 12. 13. 13. 13. 13. 13. 13. 13. 14. 15. 15. 15. 17. 28. build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 0.00024962399 1.61910844 2.47818112 3.12548184 3.65801072 4.13338661 4.5504427 4.94073105 5.30541992 5.64918327 5.96897078 6.27966309 6.56577206 6.83920717 7.10363865 7.36225224 7.60584736 7.84544468 8.08535957 8.31294727 8.53276443 8.74925518 8.96652794 9.17410183 9.37997246 9.58383942 9.78407669 9.98098278 10.1751432 10.3698425 10.5607224 10.7495899 10.9423008 11.1302013 11.3195505 11.5013113 11.6862507 11.8732071 12.0575047 12.2423668 12.4267044 12.6111069 12.7975254 12.9828329 13.1714954 13.361084 13.5511894 13.7395153 13.9313488 14.1236515 14.3188229 14.517477 14.716383 14.9174957 15.1188927 15.3249531 15.5261898 15.7349815 15.9498196 16.1650009 16.3859768 16.6087341 16.8409424 17.0761795 17.313549 17.5606041 17.8124008 18.0739708 18.3445587 18.6207733 18.9038181 19.1963272 19.4916267 19.8098793 20.1403427 20.4854393 20.8428154 21.2154083 21.621769 22.0392151 22.4854431 22.9576988 23.46241 24.015379 24.624033 25.2991982 26.0542812 26.8864441 27.8209248 28.9095497 30.207489 31.7236824 33.5582428 35.7836914 38.5421791 41.9603958 46.2954636 51.6872864 59.0032425 70.6583862 135.909805 do regularised spline fit for input variable # 13 ------------------------------ Transdef: Tab for variable 14 1. 3. 4. 5. 6. 6. 7. 7. 7. 7. 7. 7. 7. 7. 8. 8. 8. 9. 9. 10. 10. 11. 11. 11. 12. 12. 12. 12. 13. 13. 13. 13. 13. 13. 14. 14. 14. 14. 14. 14. 14. 14. 14. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 18. 18. 18. 18. 18. 18. 18. 18. 18. 18. 19. 19. 19. 19. 20. 20. 21. 30. build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 15 ------------------------------ Transdef: Tab for variable 16 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 0. 0. 0. 0. 0. 0. 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 -132.375595 -69.280899 -60.027298 -54.0655975 -49.5714493 -46.0568008 -43.0702515 -40.6413498 -38.6056519 -36.9046478 -35.3978004 -34.0835991 -32.9028511 -31.8225994 -30.8290501 -29.90345 -29.0580502 -28.253849 -27.5 -26.7915001 -26.10425 -25.4595985 -24.8390999 -24.2388496 -23.6523991 -23.0935001 -22.5457993 -22.0059509 -21.4932003 -20.9862499 -20.4801998 -19.9917488 -19.5237999 -19.0540504 -18.5835991 -18.1172009 -17.6553993 -17.2079506 -16.760849 -16.3243008 -15.8888493 -15.4643497 -15.0427999 -14.6190996 -14.2000999 -13.7814999 -13.3698502 -12.9582005 -12.5433998 -12.1315002 -11.7242508 -11.31985 -10.9167995 -10.5217495 -10.1259995 -9.73004913 -9.33909988 -8.95359993 -8.5685997 -8.18879986 -7.81650019 -7.45170021 -7.07590008 -6.70839977 -6.35220003 -5.99410009 -5.64599991 -5.30480003 -4.96220016 -4.62415028 -4.29554987 -3.97149992 -3.65310001 -3.33789992 -3.03469992 -2.74429989 -2.45889997 -2.18109989 -1.90869999 -1.64345002 -1.38479996 -1.13680005 -0.894400001 -0.657100022 -0.427349985 -0.203500003 0.00710000005 0.255199999 0.557299972 0.926900029 1.37535 1.91670001 2.57809997 3.39449978 4.42404985 5.74454975 7.58994961 10.2517996 14.8096504 24.1777 146.914093 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -109.298897 -43.6083984 -35.8069496 -31.1259003 -27.8845005 -25.4773502 -23.5413494 -21.9172001 -20.5480499 -19.3344994 -18.2549992 -17.3076992 -16.4254494 -15.6311493 -14.9099998 -14.2517996 -13.6287498 -13.0454998 -12.5003996 -11.9928999 -11.5064001 -11.0430002 -10.6028996 -10.1873999 -9.78559971 -9.40279961 -9.03344917 -8.69130039 -8.35354996 -8.03139973 -7.7185998 -7.42054987 -7.13509989 -6.85459995 -6.58179998 -6.3204999 -6.0644002 -5.82450008 -5.58615017 -5.35529995 -5.13395023 -4.91690016 -4.71169996 -4.50909996 -4.31239986 -4.11744976 -3.9302001 -3.74845004 -3.57340002 -3.40264988 -3.23819995 -3.0775001 -2.92385006 -2.77209997 -2.62444997 -2.47979999 -2.33960009 -2.20449996 -2.07470012 -1.94974995 -1.82459998 -1.70385003 -1.58679998 -1.47070003 -1.35880005 -1.24800003 -1.14100003 -1.03699994 -0.933300018 -0.832000017 -0.734499991 -0.638700008 -0.545300007 -0.452899992 -0.364300013 -0.276199996 -0.189899996 -0.105599999 -0.0276999995 0. 0.0744000003 0.172399998 0.280499995 0.400849998 0.526899993 0.666549981 0.82160002 0.991900027 1.18114996 1.39900005 1.63940001 1.91820002 2.23740005 2.61815 3.08920002 3.67285013 4.44875002 5.53884983 7.25934982 10.6357002 92.7198029 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -169.438293 -70.2200012 -59.7008514 -53.3749504 -48.6471481 -45.030201 -42.040947 -39.4561996 -37.1383018 -35.0618973 -33.153801 -31.4294014 -29.8161507 -28.3157005 -26.8994503 -25.5701504 -24.2770996 -23.040451 -21.8656006 -20.7472 -19.6763 -18.6287003 -17.6224003 -16.6338005 -15.6959 -14.7705498 -13.8960495 -13.05585 -12.2436504 -11.4584999 -10.7088003 -9.98209953 -9.29339981 -8.62370014 -7.98089981 -7.38079977 -6.81220007 -6.26070023 -5.73699999 -5.22940016 -4.75255013 -4.29050016 -3.84060001 -3.41345 -3.00309992 -2.60645008 -2.23149991 -1.87024999 -1.52989995 -1.20079994 -0.882200003 -0.574800014 -0.270399988 0. 0. 0. 0.0355999991 0.300599992 0.555350006 0.817250013 1.07130003 1.32910001 1.58975005 1.8556 2.12350011 2.39104986 2.66470003 2.9447999 3.227 3.51275015 3.80170012 4.09724998 4.39909983 4.7048502 5.01879978 5.34385014 5.67229986 6.02225018 6.37720013 6.74980021 7.13455009 7.54570007 7.98745012 8.47729969 9.01210022 9.59430027 10.2699003 11.0241003 11.8873997 12.8705502 13.9579 15.1718502 16.4805984 17.9745998 19.6278992 21.5769997 23.9151993 26.9406013 31.1923504 39.2722473 145.506805 do regularised spline fit for input variable # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -179.763504 -64.8252029 -55.1730499 -49.3689499 -45.1165466 -41.8089981 -39.0223999 -36.655098 -34.5482025 -32.6256485 -30.878849 -29.2676506 -27.7901001 -26.3640499 -25.0397987 -23.7639008 -22.5700493 -21.3990498 -20.2884502 -19.2311001 -18.1733513 -17.1767006 -16.1784992 -15.2304001 -14.3013 -13.3996 -12.5326004 -11.6898003 -10.8655005 -10.0756493 -9.30520058 -8.55560017 -7.84560013 -7.16155005 -6.50594997 -5.85955 -5.23480034 -4.64025021 -4.06244993 -3.51349998 -2.97749996 -2.46204996 -1.96585 -1.48150003 -1.0187 -0.573350012 -0.140699998 0. 0. 0. 0.284000009 0.652800024 1.01434994 1.37264991 1.72440004 2.08060002 2.42404985 2.76845002 3.09905005 3.41589999 3.72819996 4.02904987 4.32320023 4.59959984 4.87020016 5.1329999 5.39050007 5.64069986 5.88910007 6.13360023 6.37729979 6.62884998 6.87459993 7.12249994 7.37529993 7.63770008 7.9053998 8.19149971 8.48789978 8.80539989 9.14365005 9.50990009 9.90849972 10.3599997 10.8564997 11.4182491 12.0574493 12.7979002 13.6336498 14.5569496 15.5883503 16.7042503 17.9123497 19.2584 20.7786503 22.5499992 24.6514492 27.2378998 30.6767502 36.4343987 125.160698 do regularised spline fit for input variable # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -154.501297 -59.9967003 -50.9528503 -45.46875 -41.5066986 -38.3899498 -35.8535004 -33.5992012 -31.6162491 -29.8517494 -28.2297001 -26.7382507 -25.3577003 -24.0480995 -22.7975502 -21.5943489 -20.4604492 -19.3720512 -18.3378487 -17.3270493 -16.3271503 -15.3533993 -14.4133997 -13.4900999 -12.5939503 -11.7266998 -10.8453999 -9.98110008 -9.1388998 -8.31615067 -7.51534986 -6.73769999 -5.97884989 -5.25115013 -4.56155014 -3.90370011 -3.28744984 -2.6961 -2.14034986 -1.61810005 -1.12740004 -0.658850014 -0.200499997 0. 0. 0. 0.25150001 0.629999995 0.993099988 1.34720004 1.69005001 2.02964997 2.36084986 2.68829989 3.00904989 3.31614995 3.61089993 3.90009999 4.18130016 4.45515013 4.71680021 4.97300005 5.22179985 5.46210003 5.7013998 5.93720007 6.17129993 6.40689993 6.64750004 6.88439989 7.12284994 7.36619997 7.61555004 7.87440014 8.14360046 8.42520046 8.72609997 9.04520035 9.38609982 9.76119995 10.1744499 10.6344004 11.1355495 11.7081509 12.3652 13.1100006 13.9209003 14.8306503 15.82125 16.8905983 18.0480995 19.3096008 20.6945 22.2132988 23.9146004 25.8321991 28.0690994 30.6903 34.0548477 39.024601 76.131897 do regularised spline fit for input variable # 24 build map for variable # 24 ------------------------------ Transdef: Tab for variable 25 -8.3572998 -5.68155003 -5.23750019 -4.93795013 -4.7189002 -4.5158 -4.3416996 -4.18825006 -4.04524994 -3.90495014 -3.75545001 -3.62975001 -3.51135015 -3.39209986 -3.27940011 -3.1791501 -3.07294989 -2.96854997 -2.8680501 -2.76989985 -2.66774988 -2.57504988 -2.48810005 -2.40534997 -2.31634998 -2.23759985 -2.15530014 -2.07585001 -1.99940002 -1.91715002 -1.83864999 -1.75924993 -1.68945003 -1.61945009 -1.55314994 -1.48740005 -1.4221499 -1.36255002 -1.30799997 -1.25020003 -1.19845009 -1.148 -1.09710002 -1.04854989 -1.00465 -0.960350037 -0.917750001 -0.878849983 -0.840300024 -0.804350019 -0.768450022 -0.734650016 -0.702499986 -0.670700014 -0.6426 -0.6153 -0.59009999 -0.563300014 -0.538800001 -0.515200019 -0.493800014 -0.472299993 -0.450399995 -0.430450022 -0.411750019 -0.392399997 -0.37529999 -0.358799994 -0.342400014 -0.327600002 -0.313149989 -0.298400015 -0.284850001 -0.270649999 -0.257699996 -0.24485001 -0.232299998 -0.221000001 -0.209800005 -0.197950006 -0.187299997 -0.177399993 -0.166600004 -0.157399997 -0.1479 -0.138999999 -0.129099995 -0.120700002 -0.1109 -0.101199999 -0.0921000019 -0.0830999985 -0.0741000026 -0.0653000027 -0.0559500009 -0.0467999987 -0.0379000008 -0.028549999 -0.0192500018 -0.00939999986 0.0174000002 do regularised spline fit for input variable # 25 build map for variable # 25 ------------------------------ Transdef: Tab for variable 26 -69.0775986 -3.25219989 -2.48239994 -2.11199999 -1.83889997 -1.63069999 -1.44649994 -1.30900002 -1.19869995 -1.09930003 -1.01139998 -0.931200027 -0.850049973 -0.786800027 -0.732500017 -0.67869997 -0.630699992 -0.581200004 -0.542999983 -0.506799996 -0.474649996 -0.439999998 -0.410400003 -0.382099986 -0.356700003 -0.332899988 -0.309199989 -0.291599989 -0.273400009 -0.255899996 -0.239999995 -0.224600002 -0.209900007 -0.197799996 -0.186199993 -0.1752 -0.164399996 -0.156200007 -0.146200001 -0.1373 -0.127000004 -0.1193 -0.112199999 -0.104400001 -0.0970999971 -0.0914999992 -0.0856999978 -0.0800499991 -0.074149996 -0.0694999993 -0.0658999979 -0.0612000003 -0.0577000007 -0.0549000017 -0.0516999997 -0.0483999997 -0.0451500006 -0.0425999984 -0.0401000008 -0.0373999998 -0.0348999985 -0.0331999995 -0.0309999995 -0.0289999992 -0.0273000002 -0.0251000002 -0.0233999994 -0.0221999995 -0.0199999996 -0.0182000007 -0.0165999997 -0.0153999999 -0.0141000003 -0.0129000004 -0.0115999999 -0.0108000003 -0.00949999969 -0.00860000029 -0.00810000021 -0.00719999988 -0.00659999996 -0.0057000001 -0.00510000018 -0.00469999993 -0.00389999989 -0.00300000003 -0.00240000011 -0.00209999993 -0.00159999996 -0.000699999975 -0.000199999995 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. do regularised spline fit for input variable # 26 build map for variable # 26 ------------------------------ Transdef: Tab for variable 27 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. build map for variable # 27 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 28 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 2. 4. 78. build map for variable # 28 ------------------------------ Transdef: Tab for variable 29 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 -4.03346777 -4.03346777 -4.00066662 -4.00066662 -3.91291904 -3.88121271 -3.82042837 -3.82042837 -3.82042837 -3.82042837 -3.71635199 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.66041517 -3.6384654 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.51584101 -3.41426921 -3.25067306 -3.05582118 -2.98295212 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.90038872 -2.84125352 -2.76075888 -2.68617296 -2.61002398 -2.5340209 -2.4546051 -2.21956444 -2.06485081 -1.97997618 -1.86741781 -1.72930145 -1.57959414 -1.40924549 -1.38400507 -1.17399836 -1.09557772 -0.992527008 -0.791801453 -0.691117764 -0.541014194 -0.433674335 -0.341928959 -0.214585781 -0.0620622635 0.0319619179 0.11816597 0.275190115 0.497498035 0.605631351 0.831370115 0.989181757 1.51235867 1.84829021 2.97947407 2.97947407 2.97947407 2.99849629 3.64230013 3.64230013 6.31973982 do regularised spline fit for input variable # 31 build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 -4.99086905 -3.96687531 -3.80792928 -3.63171458 -3.51938272 -3.40305281 -3.2881608 -3.23795366 -3.16124368 -3.07058239 -3.0271349 -2.96280551 -2.93608713 -2.90063429 -2.85439205 -2.83017015 -2.77859068 -2.72931647 -2.70057344 -2.65665436 -2.54584146 -2.50884056 -2.46918464 -2.40840864 -2.38301611 -2.36328912 -2.32770896 -2.258991 -2.22860146 -2.21538401 -2.20555234 -2.19327569 -2.0619669 -2.0246706 -1.97210789 -1.95607567 -1.89318538 -1.86134315 -1.84651351 -1.7673018 -1.70059776 -1.5863657 -1.55777359 -1.45395374 -1.38441586 -1.25307894 -1.2175653 -1.14195728 -0.970830917 -0.87951982 -0.78369832 -0.646797419 -0.501171589 -0.440687895 -0.377619505 -0.290136337 -0.166385174 -0.0845901966 0. 0.00838327408 0.0181838274 0.128510952 0.277213812 0.308817387 0.308817387 0.308817387 0.361777425 0.361777425 0.382698655 0.382698655 0.389704585 0.389704585 0.389704585 0.433955312 0.433955312 0.457905769 0.457905769 0.494732857 0.494732857 0.494732857 0.501777887 0.501777887 0.525694311 0.525694311 0.579755604 0.635345817 0.67813468 0.694030762 0.833259821 0.928457975 1.02509475 1.05187953 1.08819127 1.19217622 1.20941687 1.26222658 1.28206801 1.47887325 1.76475322 1.94135523 2.15297604 do regularised spline fit for input variable # 32 build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -3.0056591 -2.95963359 -2.87457275 -2.8728075 -2.74192214 -2.59631157 -2.58120394 -2.51216125 -2.44289637 -2.32035899 -2.22764921 -2.12496376 -2.09085798 -2.03824854 -2.03708124 -2.01184273 -1.98841333 -1.92659712 -1.89687061 -1.88810682 -1.82530785 -1.7599864 -1.67682743 -1.6255641 -1.59398651 -1.53948641 -1.5048151 -1.48096657 -1.45309401 -1.43830895 -1.38847542 -1.34187746 -1.32141495 -1.31397009 -1.22416258 -1.17838812 -1.13848543 -1.09431982 -1.05373716 -1.03972387 -1.01397276 -0.990127563 -0.954968929 -0.887167931 -0.847379684 -0.789374113 -0.704175472 -0.668461323 -0.57934618 -0.560926676 -0.532412052 -0.431040525 -0.38111496 -0.319373131 -0.310073376 -0.240503311 -0.232178926 -0.19426012 -0.176853418 -0.137809753 -0.113820083 -0.113820083 -0.0471634865 -0.0471634865 0.0890684128 0.0890684128 0.195166588 0.450261354 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.866949558 1.36694193 1.36694193 1.36694193 1.87129617 5.31840134 do regularised spline fit for input variable # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -3.36955762 -3.19943762 -3.02313066 -2.914608 -2.75641847 -2.62392879 -2.49368382 -2.49368382 -2.49368382 -2.49368382 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.36508131 -2.36508131 -2.34610462 -2.19802141 -2.15083313 -2.15083313 -2.08201098 -2.02158165 -1.99796176 -1.89851189 -1.83063865 -1.79244983 -1.79244983 -1.78174317 -1.74553466 -1.69241095 -1.6101861 -1.55284786 -1.54649651 -1.50464725 -1.41196823 -1.39048243 -1.36033034 -1.28075886 -1.20240688 -1.18195915 -1.13277769 -1.07406569 -1.01961374 -0.93444252 -0.917129517 -0.836263895 -0.761936665 -0.696644306 -0.681098938 -0.549491167 -0.496772289 -0.448390245 -0.39668417 -0.373695374 -0.317709923 -0.238512278 -0.170094252 -0.0676465034 -0.0101547241 0.0289404392 0.198624611 0.295010805 0.362701416 0.412639618 0.448674917 0.53110528 0.609510422 0.620397806 0.706530809 0.741551638 0.89694953 1.06057954 1.17984796 1.28544784 1.36282849 1.39740324 1.42607379 1.63925219 1.72387528 1.82195377 1.91257024 2.04963374 2.87338901 do regularised spline fit for input variable # 34 build map for variable # 34 ------------------------------ Transdef: Tab for variable 35 -7.57365847 -6.20528221 -5.80111742 -5.76970482 -5.45413971 -5.45413971 -4.96699333 -4.94243908 -4.91429424 -4.91429424 -4.7867732 -4.7867732 -4.7867732 -4.7867732 -4.56330538 -4.56330538 -4.56330538 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.07898283 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -3.58513713 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -2.9747262 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.06889844 -1.96517491 -1.54486585 -1.32980752 -1.1301074 -0.691428185 -0.52771759 -0.278858662 0.0108852386 0.344604015 0.635157347 0.80283165 1.08898115 1.25590563 1.52515125 1.71195674 1.94468069 2.20026898 2.3383069 2.59236526 2.79442406 3.02862859 4.51999521 do regularised spline fit for input variable # 35 build map for variable # 35 ------------------------------ Transdef: Tab for variable 36 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 36 ------------------------------ Transdef: Tab for variable 37 -1.56982756 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.625065744 -0.625065744 -0.625065744 -0.625065744 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.618835509 -0.618835509 -0.618835509 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.59140563 -0.59140563 -0.581258476 -0.581258476 -0.554341018 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532522202 -0.520671546 -0.492427349 -0.46140027 -0.406776726 -0.373552322 -0.338530064 -0.256547481 -0.193240166 -0.10151577 -0.0696239471 0.00370359421 0.142466545 0.353880882 0.599494934 1.23514223 2.23395944 4.79148388 do regularised spline fit for input variable # 37 build map for variable # 37 ------------------------------ Transdef: Tab for variable 38 0.706928849 0.905898869 0.92696631 0.938202262 0.94803369 0.95505619 0.961298406 0.967094719 0.971910119 0.976903856 0.98059243 0.983146071 0.988253295 0.992509365 0.994850159 0.997191012 1.0010215 1.00421345 1.00655437 1.01123595 1.01123595 1.01474714 1.01685393 1.01966298 1.02176964 1.0240041 1.02528095 1.02852201 1.02996254 1.03308368 1.03464425 1.03677225 1.03932583 1.03932583 1.04333866 1.04494381 1.0469867 1.04868913 1.05056179 1.05337083 1.05493128 1.05688202 1.05805242 1.06117356 1.06273413 1.06460679 1.06741571 1.06741571 1.07092702 1.07303369 1.07443821 1.07677901 1.07865167 1.08146071 1.08273745 1.0849719 1.0861423 1.08926344 1.09082401 1.09295201 1.0955056 1.0980593 1.1001873 1.1025281 1.10486889 1.10674155 1.1095506 1.11235952 1.11423218 1.11735332 1.11891389 1.12359548 1.12359548 1.12827718 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 1.23595 warning: map is empty for variable 38 5 1.25 1.27028716 1.29775286 1.33895135 1.40761542 1.5224719 1.76966298 5.00702238 do regularised spline fit for input variable # 38 build map for variable # 38 warning: map is empty for variable 38 COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 0 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 9.6 5.4 24.6 40.6 23.9 37.6 46.1 39.1 14.4 13.2 19.9 13.9 16.4 10.1 9.8 0.7 17.6 10.6 49.1 39.4 58.4 56.0 55.4 5.1 4.3 4.0 3.9 1.2 3.7 24.2 4.8 6.9 4.4 22.9 10.4 15.0 20.4 2 9.6 100.0 -0.3 1.5 21.3 7.0 18.5 26.8 13.6 2.6 3.1 2.9 17.8 7.1 1.2 0.7 -1.5 0.8 0.4 17.0 13.1 6.3 6.3 7.4 1.3 2.9 3.1 6.9 -1.9 5.7 5.2 0.2 -6.0 -5.5 1.2 0.9 6.8 2.9 3 5.4 -0.3 100.0 20.8 5.6 12.1 9.5 6.4 7.5 0.8 6.8 10.8 1.9 7.0 -0.2 7.2 9.9 17.9 -14.1 12.8 20.3 5.3 2.0 0.2 -3.6 -6.0 -6.1 -7.1 39.4 -7.8 2.5 2.4 15.7 7.9 2.1 7.4 19.2 2.4 4 24.6 1.5 20.8 100.0 17.6 17.3 16.3 26.9 22.2 6.4 16.7 24.2 1.8 2.2 29.7 27.5 18.6 71.7 40.8 38.7 37.8 18.5 17.2 17.7 0.4 -0.3 0.1 -0.3 15.9 -0.4 20.3 5.3 10.1 13.0 20.8 29.1 31.1 8.8 5 40.6 21.3 5.6 17.6 100.0 33.7 80.8 82.6 82.6 10.0 15.8 21.1 56.6 30.1 3.4 6.2 8.7 15.5 13.4 19.8 19.6 17.5 17.0 16.4 2.2 3.2 3.6 4.0 5.7 3.8 10.0 -0.3 7.7 5.4 8.6 7.1 10.1 10.9 6 23.9 7.0 12.1 17.3 33.7 100.0 35.7 44.2 26.6 4.8 40.5 68.8 10.5 67.0 24.5 53.7 -16.0 16.6 15.3 26.9 27.2 11.9 10.5 9.0 -0.7 -0.8 -0.7 -0.1 -0.5 -0.1 11.5 5.2 1.1 -2.6 9.3 55.3 42.5 12.5 7 37.6 18.5 9.5 16.3 80.8 35.7 100.0 80.2 68.5 8.7 11.6 17.8 43.5 34.6 -7.1 -6.0 18.9 13.8 11.6 12.9 16.0 20.1 19.5 18.4 -0.2 0.7 1.3 1.6 17.9 1.3 5.4 -1.1 12.5 10.1 4.5 -4.3 3.8 8.6 8 46.1 26.8 6.4 26.9 82.6 44.2 80.2 100.0 77.0 16.8 20.5 33.0 34.6 29.3 6.4 13.0 12.1 23.8 20.2 24.7 25.2 22.1 21.3 20.1 1.4 2.4 3.0 3.4 8.2 3.2 14.4 0.9 8.4 6.7 12.3 14.2 17.3 13.7 9 39.1 13.6 7.5 22.2 82.6 26.6 68.5 77.0 100.0 5.4 11.7 16.8 28.1 22.4 5.4 6.8 11.0 19.1 16.3 19.4 19.8 15.6 14.9 13.7 4.0 4.9 5.2 4.8 9.4 4.7 11.4 0.4 7.0 6.9 10.2 7.9 10.8 8.5 10 14.4 2.6 0.8 6.4 10.0 4.8 8.7 16.8 5.4 100.0 5.8 11.1 2.1 -0.1 4.8 -0.6 4.5 5.1 8.3 9.0 5.7 6.0 5.2 4.5 -0.8 -0.7 -0.5 -0.5 2.6 -0.4 11.8 3.2 2.6 3.8 10.6 -0.7 0.6 10.1 11 13.2 3.1 6.8 16.7 15.8 40.5 11.6 20.5 11.7 5.8 100.0 56.3 4.5 13.4 15.7 32.4 -5.6 15.5 13.8 16.0 16.3 6.2 5.3 4.2 -0.7 -1.0 -1.0 -1.0 -0.8 -1.0 9.0 2.9 1.2 -0.3 7.9 31.0 23.0 11.9 12 19.9 2.9 10.8 24.2 21.1 68.8 17.8 33.0 16.8 11.1 56.3 100.0 3.7 20.2 22.0 49.1 -6.2 22.7 21.4 23.7 24.5 8.5 6.5 4.2 -1.2 -1.8 -1.5 -1.7 0.7 -1.7 14.3 4.8 2.4 0.6 12.7 48.4 36.0 20.1 13 13.9 17.8 1.9 1.8 56.6 10.5 43.5 34.6 28.1 2.1 4.5 3.7 100.0 14.0 -3.8 -3.2 5.3 1.9 2.9 5.6 5.9 8.4 8.5 8.4 -0.1 0.7 1.0 1.9 1.9 1.7 1.1 -2.3 4.0 1.7 0.0 -2.9 0.2 3.6 14 16.4 7.1 7.0 2.2 30.1 67.0 34.6 29.3 22.4 -0.1 13.4 20.2 14.0 100.0 14.4 25.8 -14.2 3.3 5.0 15.2 15.5 10.7 10.3 10.0 -0.4 0.1 -0.1 0.9 1.3 1.0 3.6 2.9 0.6 -3.4 2.0 27.8 22.5 2.6 15 10.1 1.2 -0.2 29.7 3.4 24.5 -7.1 6.4 5.4 4.8 15.7 22.0 -3.8 14.4 100.0 43.0 -44.3 25.8 54.3 38.9 32.7 -1.2 -5.7 -10.2 2.3 0.3 -0.4 -0.4 -24.0 0.0 16.2 4.4 -10.7 -18.0 13.9 46.4 44.6 2.3 16 9.8 0.7 7.2 27.5 6.2 53.7 -6.0 13.0 6.8 -0.6 32.4 49.1 -3.2 25.8 43.0 100.0 -29.1 35.0 28.9 33.3 34.0 7.1 5.6 4.0 0.1 -1.0 -1.1 -1.1 -13.1 -0.9 14.6 6.6 -7.4 -8.8 13.0 81.9 57.9 7.5 17 0.7 -1.5 9.9 18.6 8.7 -16.0 18.9 12.1 11.0 4.5 -5.6 -6.2 5.3 -14.2 -44.3 -29.1 100.0 25.0 13.6 -10.7 -8.3 11.0 12.9 11.9 -2.8 -0.1 1.3 1.1 36.5 0.9 0.0 -4.5 21.1 37.9 -0.1 -28.2 -31.5 4.5 18 17.6 0.8 17.9 71.7 15.5 16.6 13.8 23.8 19.1 5.1 15.5 22.7 1.9 3.3 25.8 35.0 25.0 100.0 40.3 28.8 35.9 23.5 24.1 23.7 -1.3 -0.8 -0.4 -0.3 18.7 -0.3 15.1 5.9 7.1 12.4 14.8 31.5 26.9 7.7 19 10.6 0.4 -14.1 40.8 13.4 15.3 11.6 20.2 16.3 8.3 13.8 21.4 2.9 5.0 54.3 28.9 13.6 40.3 100.0 19.0 19.6 11.0 3.7 -1.2 0.9 2.3 2.7 2.9 1.5 3.6 15.2 2.8 -3.4 5.4 12.1 29.0 19.1 7.6 20 49.1 17.0 12.8 38.7 19.8 26.9 12.9 24.7 19.4 9.0 16.0 23.7 5.6 15.2 38.9 33.3 -10.7 28.8 19.0 100.0 74.3 47.5 45.4 44.8 3.6 2.0 1.6 1.6 -4.2 1.4 32.3 8.4 4.1 -1.0 28.5 33.4 37.2 17.2 21 39.4 13.1 20.3 37.8 19.6 27.2 16.0 25.2 19.8 5.7 16.3 24.5 5.9 15.5 32.7 34.0 -8.3 35.9 19.6 74.3 100.0 43.7 40.3 38.9 6.5 4.7 3.8 2.6 6.4 2.2 26.0 9.4 1.7 -5.1 22.4 32.8 38.0 13.0 22 58.4 6.3 5.3 18.5 17.5 11.9 20.1 22.1 15.6 6.0 6.2 8.5 8.4 10.7 -1.2 7.1 11.0 23.5 11.0 47.5 43.7 100.0 91.8 90.6 -2.9 -1.7 -0.9 -0.6 8.4 -0.5 9.2 1.6 4.8 5.0 8.1 3.6 5.2 10.4 23 56.0 6.3 2.0 17.2 17.0 10.5 19.5 21.3 14.9 5.2 5.3 6.5 8.5 10.3 -5.7 5.6 12.9 24.1 3.7 45.4 40.3 91.8 100.0 96.4 -3.2 -1.9 -0.9 -0.6 7.5 -0.6 7.5 0.6 6.6 6.1 6.7 1.2 2.2 9.8 24 55.4 7.4 0.2 17.7 16.4 9.0 18.4 20.1 13.7 4.5 4.2 4.2 8.4 10.0 -10.2 4.0 11.9 23.7 -1.2 44.8 38.9 90.6 96.4 100.0 -2.3 -0.8 -0.1 0.5 3.8 0.5 6.4 0.1 6.6 5.3 6.1 -1.1 0.4 9.0 25 5.1 1.3 -3.6 0.4 2.2 -0.7 -0.2 1.4 4.0 -0.8 -0.7 -1.2 -0.1 -0.4 2.3 0.1 -2.8 -1.3 0.9 3.6 6.5 -2.9 -3.2 -2.3 100.0 91.8 72.4 69.0 -8.4 71.7 -2.7 -6.1 -6.8 -5.3 -3.3 0.3 0.2 -1.5 26 4.3 2.9 -6.0 -0.3 3.2 -0.8 0.7 2.4 4.9 -0.7 -1.0 -1.8 0.7 0.1 0.3 -1.0 -0.1 -0.8 2.3 2.0 4.7 -1.7 -1.9 -0.8 91.8 100.0 79.8 81.0 -9.9 84.9 -2.9 -6.6 -7.8 -5.1 -3.9 -0.7 -2.1 -1.4 27 4.0 3.1 -6.1 0.1 3.6 -0.7 1.3 3.0 5.2 -0.5 -1.0 -1.5 1.0 -0.1 -0.4 -1.1 1.3 -0.4 2.7 1.6 3.8 -0.9 -0.9 -0.1 72.4 79.8 100.0 77.0 -9.5 81.4 -2.7 -6.8 -7.8 -5.0 -3.6 -1.0 -2.6 -1.1 28 3.9 6.9 -7.1 -0.3 4.0 -0.1 1.6 3.4 4.8 -0.5 -1.0 -1.7 1.9 0.9 -0.4 -1.1 1.1 -0.3 2.9 1.6 2.6 -0.6 -0.6 0.5 69.0 81.0 77.0 100.0 -10.9 93.7 -1.9 -6.1 -7.0 -4.2 -3.1 -0.9 -2.8 -0.8 29 1.2 -1.9 39.4 15.9 5.7 -0.5 17.9 8.2 9.4 2.6 -0.8 0.7 1.9 1.3 -24.0 -13.1 36.5 18.7 1.5 -4.2 6.4 8.4 7.5 3.8 -8.4 -9.9 -9.5 -10.9 100.0 -11.7 3.4 13.7 15.3 21.4 3.7 -12.3 -4.1 3.3 30 3.7 5.7 -7.8 -0.4 3.8 -0.1 1.3 3.2 4.7 -0.4 -1.0 -1.7 1.7 1.0 0.0 -0.9 0.9 -0.3 3.6 1.4 2.2 -0.5 -0.6 0.5 71.7 84.9 81.4 93.7 -11.7 100.0 -2.0 -6.2 -7.5 -4.4 -3.3 -0.6 -2.9 -0.8 31 24.2 5.2 2.5 20.3 10.0 11.5 5.4 14.4 11.4 11.8 9.0 14.3 1.1 3.6 16.2 14.6 0.0 15.1 15.2 32.3 26.0 9.2 7.5 6.4 -2.7 -2.9 -2.7 -1.9 3.4 -2.0 100.0 21.5 14.3 10.1 52.5 14.7 17.4 19.8 32 4.8 0.2 2.4 5.3 -0.3 5.2 -1.1 0.9 0.4 3.2 2.9 4.8 -2.3 2.9 4.4 6.6 -4.5 5.9 2.8 8.4 9.4 1.6 0.6 0.1 -6.1 -6.6 -6.8 -6.1 13.7 -6.2 21.5 100.0 13.4 11.1 13.8 6.8 7.9 5.2 33 6.9 -6.0 15.7 10.1 7.7 1.1 12.5 8.4 7.0 2.6 1.2 2.4 4.0 0.6 -10.7 -7.4 21.1 7.1 -3.4 4.1 1.7 4.8 6.6 6.6 -6.8 -7.8 -7.8 -7.0 15.3 -7.5 14.3 13.4 100.0 55.3 16.8 -7.2 -3.2 5.4 34 4.4 -5.5 7.9 13.0 5.4 -2.6 10.1 6.7 6.9 3.8 -0.3 0.6 1.7 -3.4 -18.0 -8.8 37.9 12.4 5.4 -1.0 -5.1 5.0 6.1 5.3 -5.3 -5.1 -5.0 -4.2 21.4 -4.4 10.1 11.1 55.3 100.0 12.2 -8.3 -11.2 4.8 35 22.9 1.2 2.1 20.8 8.6 9.3 4.5 12.3 10.2 10.6 7.9 12.7 0.0 2.0 13.9 13.0 -0.1 14.8 12.1 28.5 22.4 8.1 6.7 6.1 -3.3 -3.9 -3.6 -3.1 3.7 -3.3 52.5 13.8 16.8 12.2 100.0 13.0 15.2 17.8 36 10.4 0.9 7.4 29.1 7.1 55.3 -4.3 14.2 7.9 -0.7 31.0 48.4 -2.9 27.8 46.4 81.9 -28.2 31.5 29.0 33.4 32.8 3.6 1.2 -1.1 0.3 -0.7 -1.0 -0.9 -12.3 -0.6 14.7 6.8 -7.2 -8.3 13.0 100.0 69.3 6.9 37 15.0 6.8 19.2 31.1 10.1 42.5 3.8 17.3 10.8 0.6 23.0 36.0 0.2 22.5 44.6 57.9 -31.5 26.9 19.1 37.2 38.0 5.2 2.2 0.4 0.2 -2.1 -2.6 -2.8 -4.1 -2.9 17.4 7.9 -3.2 -11.2 15.2 69.3 100.0 7.2 38 20.4 2.9 2.4 8.8 10.9 12.5 8.6 13.7 8.5 10.1 11.9 20.1 3.6 2.6 2.3 7.5 4.5 7.7 7.6 17.2 13.0 10.4 9.8 9.0 -1.5 -1.4 -1.1 -0.8 3.3 -0.8 19.8 5.2 5.4 4.8 17.8 6.9 7.2 100.0 TOTAL CORRELATION TO TARGET (diagonal) 159.631102 TOTAL CORRELATION OF ALL VARIABLES 73.6203433 ROUND 1: MAX CORR ( 73.6199825) AFTER KILLING INPUT VARIABLE 11 CONTR 0.230483406 ROUND 2: MAX CORR ( 73.619389) AFTER KILLING INPUT VARIABLE 6 CONTR 0.295634111 ROUND 3: MAX CORR ( 73.6184349) AFTER KILLING INPUT VARIABLE 27 CONTR 0.374793706 ROUND 4: MAX CORR ( 73.6166959) AFTER KILLING INPUT VARIABLE 36 CONTR 0.506005509 ROUND 5: MAX CORR ( 73.6140397) AFTER KILLING INPUT VARIABLE 14 CONTR 0.625362399 ROUND 6: MAX CORR ( 73.611401) AFTER KILLING INPUT VARIABLE 3 CONTR 0.623278732 ROUND 7: MAX CORR ( 73.6066755) AFTER KILLING INPUT VARIABLE 30 CONTR 0.834079616 ROUND 8: MAX CORR ( 73.6052843) AFTER KILLING INPUT VARIABLE 28 CONTR 0.45255001 ROUND 9: MAX CORR ( 73.5999979) AFTER KILLING INPUT VARIABLE 34 CONTR 0.882148415 ROUND 10: MAX CORR ( 73.5959141) AFTER KILLING INPUT VARIABLE 33 CONTR 0.775319992 ROUND 11: MAX CORR ( 73.5905532) AFTER KILLING INPUT VARIABLE 32 CONTR 0.888280301 ROUND 12: MAX CORR ( 73.5839406) AFTER KILLING INPUT VARIABLE 37 CONTR 0.986510659 ROUND 13: MAX CORR ( 73.5727976) AFTER KILLING INPUT VARIABLE 7 CONTR 1.28053617 ROUND 14: MAX CORR ( 73.5579471) AFTER KILLING INPUT VARIABLE 15 CONTR 1.47816441 ROUND 15: MAX CORR ( 73.5374967) AFTER KILLING INPUT VARIABLE 23 CONTR 1.73440448 ROUND 16: MAX CORR ( 73.5164048) AFTER KILLING INPUT VARIABLE 26 CONTR 1.76114922 ROUND 17: MAX CORR ( 73.4894747) AFTER KILLING INPUT VARIABLE 19 CONTR 1.98969365 ROUND 18: MAX CORR ( 73.4679832) AFTER KILLING INPUT VARIABLE 29 CONTR 1.77717231 ROUND 19: MAX CORR ( 73.4151183) AFTER KILLING INPUT VARIABLE 12 CONTR 2.78656571 ROUND 20: MAX CORR ( 73.3601629) AFTER KILLING INPUT VARIABLE 9 CONTR 2.84008933 ROUND 21: MAX CORR ( 73.3011318) AFTER KILLING INPUT VARIABLE 21 CONTR 2.94237412 ROUND 22: MAX CORR ( 73.2149403) AFTER KILLING INPUT VARIABLE 10 CONTR 3.55365205 ROUND 23: MAX CORR ( 73.0770753) AFTER KILLING INPUT VARIABLE 13 CONTR 4.49094176 ROUND 24: MAX CORR ( 72.9272799) AFTER KILLING INPUT VARIABLE 16 CONTR 4.67662004 ROUND 25: MAX CORR ( 72.7499051) AFTER KILLING INPUT VARIABLE 2 CONTR 5.08325269 ROUND 26: MAX CORR ( 72.5639038) AFTER KILLING INPUT VARIABLE 17 CONTR 5.19890032 ROUND 27: MAX CORR ( 72.3750125) AFTER KILLING INPUT VARIABLE 5 CONTR 5.23236937 ROUND 28: MAX CORR ( 72.1859642) AFTER KILLING INPUT VARIABLE 31 CONTR 5.2277166 ROUND 29: MAX CORR ( 71.9848311) AFTER KILLING INPUT VARIABLE 4 CONTR 5.38493385 ROUND 30: MAX CORR ( 71.7720412) AFTER KILLING INPUT VARIABLE 25 CONTR 5.53082343 ROUND 31: MAX CORR ( 71.5339844) AFTER KILLING INPUT VARIABLE 24 CONTR 5.84080275 ROUND 32: MAX CORR ( 71.1999996) AFTER KILLING INPUT VARIABLE 18 CONTR 6.90441712 ROUND 33: MAX CORR ( 70.856197) AFTER KILLING INPUT VARIABLE 38 CONTR 6.98851125 ROUND 34: MAX CORR ( 70.1648775) AFTER KILLING INPUT VARIABLE 35 CONTR 9.87373428 ROUND 35: MAX CORR ( 67.555195) AFTER KILLING INPUT VARIABLE 20 CONTR 18.9579972 ROUND 36: MAX CORR ( 58.3647536) AFTER KILLING INPUT VARIABLE 8 CONTR 34.018523 LAST REMAINING VARIABLE: 22 total correlation to target: 73.6203433 % total significance: 736.203433 sigma correlations of single variables to target: variable 2: 9.61054367 % , in sigma: 96.1054367 variable 3: 5.43048816 % , in sigma: 54.3048816 variable 4: 24.6209448 % , in sigma: 246.209448 variable 5: 40.6079959 % , in sigma: 406.079959 variable 6: 23.9332108 % , in sigma: 239.332108 variable 7: 37.6059825 % , in sigma: 376.059825 variable 8: 46.0700507 % , in sigma: 460.700507 variable 9: 39.0539189 % , in sigma: 390.539189 variable 10: 14.3575064 % , in sigma: 143.575064 variable 11: 13.2094304 % , in sigma: 132.094304 variable 12: 19.9030257 % , in sigma: 199.030257 variable 13: 13.9350696 % , in sigma: 139.350696 variable 14: 16.369124 % , in sigma: 163.69124 variable 15: 10.1000365 % , in sigma: 101.000365 variable 16: 9.76842056 % , in sigma: 97.6842056 variable 17: 0.725255625 % , in sigma: 7.25255625 variable 18: 17.6489039 % , in sigma: 176.489039 variable 19: 10.5878474 % , in sigma: 105.878474 variable 20: 49.1297953 % , in sigma: 491.297953 variable 21: 39.4227934 % , in sigma: 394.227934 variable 22: 58.3647536 % , in sigma: 583.647536 variable 23: 55.9723936 % , in sigma: 559.723936 variable 24: 55.372727 % , in sigma: 553.72727 variable 25: 5.10548063 % , in sigma: 51.0548063 variable 26: 4.31002045 % , in sigma: 43.1002045 variable 27: 3.98440115 % , in sigma: 39.8440115 variable 28: 3.92083873 % , in sigma: 39.2083873 variable 29: 1.17886384 % , in sigma: 11.7886384 variable 30: 3.66588181 % , in sigma: 36.6588181 variable 31: 24.1630726 % , in sigma: 241.630726 variable 32: 4.81320859 % , in sigma: 48.1320859 variable 33: 6.8649727 % , in sigma: 68.649727 variable 34: 4.3592575 % , in sigma: 43.592575 variable 35: 22.8502063 % , in sigma: 228.502063 variable 36: 10.3691276 % , in sigma: 103.691276 variable 37: 15.0230065 % , in sigma: 150.230065 variable 38: 20.428754 % , in sigma: 204.28754 variables sorted by significance: 1 most relevant variable 22 corr 58.3647537 , in sigma: 583.647537 2 most relevant variable 8 corr 34.0185242 , in sigma: 340.185242 3 most relevant variable 20 corr 18.9579964 , in sigma: 189.579964 4 most relevant variable 35 corr 9.87373447 , in sigma: 98.7373447 5 most relevant variable 38 corr 6.98851109 , in sigma: 69.8851109 6 most relevant variable 18 corr 6.90441704 , in sigma: 69.0441704 7 most relevant variable 24 corr 5.84080267 , in sigma: 58.4080267 8 most relevant variable 25 corr 5.53082323 , in sigma: 55.3082323 9 most relevant variable 4 corr 5.38493395 , in sigma: 53.8493395 10 most relevant variable 31 corr 5.22771645 , in sigma: 52.2771645 11 most relevant variable 5 corr 5.23236942 , in sigma: 52.3236942 12 most relevant variable 17 corr 5.19890022 , in sigma: 51.9890022 13 most relevant variable 2 corr 5.08325291 , in sigma: 50.8325291 14 most relevant variable 16 corr 4.67662001 , in sigma: 46.7662001 15 most relevant variable 13 corr 4.49094152 , in sigma: 44.9094152 16 most relevant variable 10 corr 3.55365205 , in sigma: 35.5365205 17 most relevant variable 21 corr 2.94237423 , in sigma: 29.4237423 18 most relevant variable 9 corr 2.84008932 , in sigma: 28.4008932 19 most relevant variable 12 corr 2.78656578 , in sigma: 27.8656578 20 most relevant variable 29 corr 1.77717233 , in sigma: 17.7717233 21 most relevant variable 19 corr 1.98969364 , in sigma: 19.8969364 22 most relevant variable 26 corr 1.76114917 , in sigma: 17.6114917 23 most relevant variable 23 corr 1.73440444 , in sigma: 17.3440444 24 most relevant variable 15 corr 1.47816443 , in sigma: 14.7816443 25 most relevant variable 7 corr 1.28053617 , in sigma: 12.8053617 26 most relevant variable 37 corr 0.986510634 , in sigma: 9.86510634 27 most relevant variable 32 corr 0.888280272 , in sigma: 8.88280272 28 most relevant variable 33 corr 0.775319993 , in sigma: 7.75319993 29 most relevant variable 34 corr 0.882148445 , in sigma: 8.82148445 30 most relevant variable 28 corr 0.452550024 , in sigma: 4.52550024 31 most relevant variable 30 corr 0.834079623 , in sigma: 8.34079623 32 most relevant variable 3 corr 0.623278737 , in sigma: 6.23278737 33 most relevant variable 14 corr 0.625362396 , in sigma: 6.25362396 34 most relevant variable 36 corr 0.506005526 , in sigma: 5.06005526 35 most relevant variable 27 corr 0.374793708 , in sigma: 3.74793708 36 most relevant variable 6 corr 0.295634121 , in sigma: 2.95634121 37 most relevant variable 11 corr 0.230483413 , in sigma: 2.30483413 global correlations between input variables: variable 2: 38.5593618 % variable 3: 57.8345854 % variable 4: 77.6769165 % variable 5: 93.5314847 % variable 6: 90.0854213 % variable 7: 87.8661187 % variable 8: 90.3722821 % variable 9: 87.1809832 % variable 10: 28.0235532 % variable 11: 56.8705836 % variable 12: 82.1162546 % variable 13: 67.6190629 % variable 14: 77.3661264 % variable 15: 83.2303135 % variable 16: 85.0246457 % variable 17: 75.9277406 % variable 18: 78.748151 % variable 19: 77.6517226 % variable 20: 82.5130361 % variable 21: 78.2839336 % variable 22: 93.0986157 % variable 23: 97.1616687 % variable 24: 97.1292355 % variable 25: 92.7884631 % variable 26: 95.9000345 % variable 27: 84.1222283 % variable 28: 93.749527 % variable 29: 60.6883757 % variable 30: 95.5307296 % variable 31: 58.8620859 % variable 32: 31.2700134 % variable 33: 59.3893167 % variable 34: 62.8915208 % variable 35: 56.056235 % variable 36: 87.4427539 % variable 37: 75.0448234 % variable 38: 31.0682318 % significance loss when removing single variables: variable 2: corr = 3.98740893 % , sigma = 39.8740893 variable 3: corr = 0.669133892 % , sigma = 6.69133892 variable 4: corr = 5.1330042 % , sigma = 51.330042 variable 5: corr = 2.7962593 % , sigma = 27.962593 variable 6: corr = 0.295603547 % , sigma = 2.95603547 variable 7: corr = 1.46918933 % , sigma = 14.6918933 variable 8: corr = 8.20796221 % , sigma = 82.0796221 variable 9: corr = 3.27215679 % , sigma = 32.7215679 variable 10: corr = 3.72075205 % , sigma = 37.2075205 variable 11: corr = 0.230483406 % , sigma = 2.30483406 variable 12: corr = 1.97688569 % , sigma = 19.7688569 variable 13: corr = 3.09347503 % , sigma = 30.9347503 variable 14: corr = 0.298646576 % , sigma = 2.98646576 variable 15: corr = 1.39527373 % , sigma = 13.9527373 variable 16: corr = 3.8082483 % , sigma = 38.082483 variable 17: corr = 3.81964799 % , sigma = 38.1964799 variable 18: corr = 5.40293699 % , sigma = 54.0293699 variable 19: corr = 2.25049791 % , sigma = 22.5049791 variable 20: corr = 9.6080863 % , sigma = 96.080863 variable 21: corr = 3.01819438 % , sigma = 30.1819438 variable 22: corr = 11.4669741 % , sigma = 114.669741 variable 23: corr = 1.47901881 % , sigma = 14.7901881 variable 24: corr = 2.30863903 % , sigma = 23.0863903 variable 25: corr = 3.40148428 % , sigma = 34.0148428 variable 26: corr = 1.16613616 % , sigma = 11.6613616 variable 27: corr = 0.375324542 % , sigma = 3.75324542 variable 28: corr = 0.934337399 % , sigma = 9.34337399 variable 29: corr = 2.40892217 % , sigma = 24.0892217 variable 30: corr = 0.898429571 % , sigma = 8.98429571 variable 31: corr = 5.32258505 % , sigma = 53.2258505 variable 32: corr = 0.968430773 % , sigma = 9.68430773 variable 33: corr = 1.16516134 % , sigma = 11.6516134 variable 34: corr = 0.904012454 % , sigma = 9.04012454 variable 35: corr = 5.62028535 % , sigma = 56.2028535 variable 36: corr = 0.544246917 % , sigma = 5.44246917 variable 37: corr = 0.677434636 % , sigma = 6.77434636 variable 38: corr = 6.42953882 % , sigma = 64.2953882 Keep only 35 most significant input variables Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -4.4655304 create test 22 plots 9100/9200: 2 NVar: 36. 5401 --------- Entering internal boost mode: --------- Weightsum per Output Node: 1000000. Starting analysis with 53 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.83960772 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.52524638 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.22936296 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.0871861 PREPRO: (sigma of derived input)/eigenvalue # 5 : 2.01781368 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.61761951 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.46085596 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.35910869 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.31233013 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.19705307 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.12633753 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.05594587 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.02959847 PREPRO: (sigma of derived input)/eigenvalue # 14 : 1.00447619 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.994502366 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.978632569 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.931452751 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.911308706 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.890290797 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.884911358 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.790268064 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.746988297 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.734998822 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.668235958 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.622145593 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.602396667 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.572770298 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.543936431 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.515578866 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.505621314 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.488392144 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.475197077 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.444894433 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.436256766 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.417897135 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.400764436 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.356578171 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.317385733 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.290635288 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.256708503 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.222168714 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.179382175 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.122877948 PREPRO: (sigma of derived input)/eigenvalue # 44 : 0.0898589566 PREPRO: (sigma of derived input)/eigenvalue # 45 : 0.000432676694 PREPRO: (sigma of derived input)/eigenvalue # 46 : 0.000295301375 PREPRO: (sigma of derived input)/eigenvalue # 47 : 0.000262901536 PREPRO: (sigma of derived input)/eigenvalue # 48 : 2.14375305E-07 PREPRO: (sigma of derived input)/eigenvalue # 49 : 0.000165957303 PREPRO: (sigma of derived input)/eigenvalue # 50 : 0.00017419894 PREPRO: (sigma of derived input)/eigenvalue # 51 : 0.00019030158 PREPRO: (sigma of derived input)/eigenvalue # 52 : 0.000255722203 PREPRO: (sigma of derived input)/eigenvalue # 53 : 0.000436958333 Using 43 variables out of 53 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 39.0 40.0 41.0 42.0 43.0 44.0 0 1.0 2.8 2.5 2.2 2.1 2.0 1.6 1.5 1.4 1.3 1.2 1.1 1.1 1.0 1.0 1.0 1.0 0.9 0.9 0.9 0.9 0.8 0.7 0.7 0.7 0.6 0.6 0.6 0.5 0.5 0.5 0.5 0.5 0.4 0.4 0.4 0.4 0.4 0.3 0.3 0.3 0.2 0.2 0.1 1 100.0 -33.9 -15.8 -29.0 44.4 -15.3 8.7 -5.6 0.5 -0.2 -6.9 0.9 -2.6 -9.1 -2.2 -3.7 -5.0 -1.5 -2.6 -3.2 6.7 3.5 6.0 5.5 0.4 -6.7 -1.6 4.6 -5.1 -4.8 -1.3 -0.1 1.0 0.2 2.4 -4.0 3.8 -1.2 5.1 19.2 -0.3 11.2 0.1 -4.0 2 -33.9 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 3 -15.8 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 4 -29.0 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 5 44.4 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 6 -15.3 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7 8.7 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 8 -5.6 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 9 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 10 -0.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 11 -6.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 12 0.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 13 -2.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 14 -9.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 15 -2.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 16 -3.7 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 17 -5.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 18 -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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 19 -2.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 20 -3.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 6.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 3.5 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 23 6.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 24 5.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 25 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 26 -6.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 27 -1.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 28 4.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 29 -5.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 30 -4.8 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 31 -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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 32 -0.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 33 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 35 2.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 36 -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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 37 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 38 -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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 39 5.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 40 19.2 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 0.0 100.0 0.0 0.0 0.0 0.0 41 -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 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 42 11.2 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 0.0 100.0 0.0 0.0 43 0.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 44 -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 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 74.6556231 PREPRO: MEAN( 1)= 0.269656 WIDTH 0.927286569 PREPRO: MEAN( 2)= 3.09702158E-08 WIDTH 8.06337494 PREPRO: MEAN( 3)= -1.96150243E-08 WIDTH 6.37686941 PREPRO: MEAN( 4)= -3.95399109E-08 WIDTH 4.97006079 PREPRO: MEAN( 5)= 9.56688374E-08 WIDTH 4.35634441 PREPRO: MEAN( 6)= 5.76487035E-08 WIDTH 4.0715734 PREPRO: MEAN( 7)= 7.00477324E-09 WIDTH 2.61669077 PREPRO: MEAN( 8)= 4.54152934E-08 WIDTH 2.13410051 PREPRO: MEAN( 9)= 3.77823627E-08 WIDTH 1.84717815 PREPRO: MEAN( 10)= -5.44841029E-09 WIDTH 1.72221111 PREPRO: MEAN( 11)= 3.29879876E-08 WIDTH 1.43293646 PREPRO: MEAN( 12)= -5.85094187E-09 WIDTH 1.26863634 PREPRO: MEAN( 13)= 6.59702383E-08 WIDTH 1.11502137 PREPRO: MEAN( 14)= -2.87040994E-08 WIDTH 1.06007342 PREPRO: MEAN( 15)= 2.62684943E-08 WIDTH 1.00897254 PREPRO: MEAN( 16)= -2.31601223E-08 WIDTH 0.989034694 PREPRO: MEAN( 17)= -7.94070922E-08 WIDTH 0.957721344 PREPRO: MEAN( 18)= 5.64538594E-08 WIDTH 0.867604463 PREPRO: MEAN( 19)= -1.23029687E-07 WIDTH 0.830483632 PREPRO: MEAN( 20)= 3.96757312E-08 WIDTH 0.792617879 PREPRO: MEAN( 21)= 3.75968954E-08 WIDTH 0.783068506 PREPRO: MEAN( 22)= -9.55672748E-09 WIDTH 0.624523698 PREPRO: MEAN( 23)= 1.80038922E-08 WIDTH 0.557991575 PREPRO: MEAN( 24)= 5.27087413E-08 WIDTH 0.54022341 PREPRO: MEAN( 25)= 4.93744388E-09 WIDTH 0.446539597 PREPRO: MEAN( 26)= 4.20202147E-08 WIDTH 0.387065139 PREPRO: MEAN( 27)= 3.46132257E-08 WIDTH 0.362881852 PREPRO: MEAN( 28)= 4.07414213E-08 WIDTH 0.328065796 PREPRO: MEAN( 29)= -4.49944288E-09 WIDTH 0.295866817 PREPRO: MEAN( 30)= -2.78135296E-09 WIDTH 0.265821634 PREPRO: MEAN( 31)= -9.95435193E-09 WIDTH 0.255652825 PREPRO: MEAN( 32)= -9.89532564E-09 WIDTH 0.238526909 PREPRO: MEAN( 33)= 2.36881906E-08 WIDTH 0.225812274 PREPRO: MEAN( 34)= 4.56162691E-08 WIDTH 0.197931095 PREPRO: MEAN( 35)= -1.89024173E-08 WIDTH 0.19032007 PREPRO: MEAN( 36)= 1.98763199E-08 WIDTH 0.174638098 PREPRO: MEAN( 37)= 1.22616179E-08 WIDTH 0.160612142 PREPRO: MEAN( 38)= 2.90427515E-08 WIDTH 0.127148084 PREPRO: MEAN( 39)= 2.47408403E-10 WIDTH 0.100733804 PREPRO: MEAN( 40)= 8.86180066E-09 WIDTH 0.0844688769 PREPRO: MEAN( 41)= 2.17229128E-10 WIDTH 0.0658991536 PREPRO: MEAN( 42)= -2.92486087E-08 WIDTH 0.0493588767 PREPRO: MEAN( 43)= 1.55038878E-08 WIDTH 0.0321779523 PREPRO: MEAN( 44)= 1.98917584E-08 WIDTH 0.0150989025 ------------------------------------- Teacher: actual network topology: Nodes(1) = 44 Nodes(2) = 44 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 5 --> 160.808456 sigma out 44 active outputs RANK 2 NODE 4 --> 142.240448 sigma out 44 active outputs RANK 3 NODE 2 --> 138.116455 sigma out 44 active outputs RANK 4 NODE 3 --> 133.794235 sigma out 44 active outputs RANK 5 NODE 6 --> 128.225647 sigma out 44 active outputs RANK 6 NODE 7 --> 105.100319 sigma out 44 active outputs RANK 7 NODE 9 --> 95.2905426 sigma out 44 active outputs RANK 8 NODE 1 --> 81.4553986 sigma out 44 active outputs RANK 9 NODE 18 --> 80.6694183 sigma out 44 active outputs RANK 10 NODE 15 --> 78.1422882 sigma out 44 active outputs RANK 11 NODE 20 --> 77.0316162 sigma out 44 active outputs RANK 12 NODE 10 --> 75.9707718 sigma out 44 active outputs RANK 13 NODE 8 --> 74.1924286 sigma out 44 active outputs RANK 14 NODE 29 --> 73.2971802 sigma out 44 active outputs RANK 15 NODE 12 --> 72.989418 sigma out 44 active outputs RANK 16 NODE 19 --> 72.8133545 sigma out 44 active outputs RANK 17 NODE 11 --> 72.2660599 sigma out 44 active outputs RANK 18 NODE 13 --> 70.4160385 sigma out 44 active outputs RANK 19 NODE 30 --> 70.3114166 sigma out 44 active outputs RANK 20 NODE 21 --> 69.7436752 sigma out 44 active outputs RANK 21 NODE 40 --> 69.6477509 sigma out 44 active outputs RANK 22 NODE 23 --> 69.0665359 sigma out 44 active outputs RANK 23 NODE 33 --> 68.2321014 sigma out 44 active outputs RANK 24 NODE 16 --> 67.9431458 sigma out 44 active outputs RANK 25 NODE 17 --> 66.6471634 sigma out 44 active outputs RANK 26 NODE 26 --> 66.6103745 sigma out 44 active outputs RANK 27 NODE 36 --> 65.4486465 sigma out 44 active outputs RANK 28 NODE 22 --> 64.8575516 sigma out 44 active outputs RANK 29 NODE 28 --> 63.7775574 sigma out 44 active outputs RANK 30 NODE 37 --> 63.2726517 sigma out 44 active outputs RANK 31 NODE 27 --> 63.0992165 sigma out 44 active outputs RANK 32 NODE 34 --> 62.712883 sigma out 44 active outputs RANK 33 NODE 25 --> 62.3720055 sigma out 44 active outputs RANK 34 NODE 39 --> 62.0519943 sigma out 44 active outputs RANK 35 NODE 32 --> 61.0227356 sigma out 44 active outputs RANK 36 NODE 24 --> 59.0918198 sigma out 44 active outputs RANK 37 NODE 43 --> 58.4828873 sigma out 44 active outputs RANK 38 NODE 14 --> 57.2349739 sigma out 44 active outputs RANK 39 NODE 38 --> 57.1470108 sigma out 44 active outputs RANK 40 NODE 41 --> 55.4608154 sigma out 44 active outputs RANK 41 NODE 35 --> 54.8139954 sigma out 44 active outputs RANK 42 NODE 31 --> 53.8989143 sigma out 44 active outputs RANK 43 NODE 42 --> 47.5720711 sigma out 44 active outputs RANK 44 NODE 44 --> 47.4566078 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 152.239914 sigma in 44act. ( 150.418488 sig out 1act.) RANK 2 NODE 37 --> 130.603165 sigma in 44act. ( 106.803093 sig out 1act.) RANK 3 NODE 18 --> 115.796608 sigma in 44act. ( 103.476784 sig out 1act.) RANK 4 NODE 7 --> 112.82766 sigma in 44act. ( 95.560318 sig out 1act.) RANK 5 NODE 27 --> 111.054993 sigma in 44act. ( 107.518311 sig out 1act.) RANK 6 NODE 21 --> 106.339951 sigma in 44act. ( 103.106232 sig out 1act.) RANK 7 NODE 12 --> 103.038788 sigma in 44act. ( 103.239304 sig out 1act.) RANK 8 NODE 17 --> 99.4166412 sigma in 44act. ( 109.779686 sig out 1act.) RANK 9 NODE 3 --> 95.8189468 sigma in 44act. ( 91.7376556 sig out 1act.) RANK 10 NODE 11 --> 95.2544556 sigma in 44act. ( 85.3986511 sig out 1act.) RANK 11 NODE 42 --> 93.2870865 sigma in 44act. ( 93.7011719 sig out 1act.) RANK 12 NODE 10 --> 85.1567078 sigma in 44act. ( 57.4553337 sig out 1act.) RANK 13 NODE 32 --> 83.5105972 sigma in 44act. ( 76.577774 sig out 1act.) RANK 14 NODE 25 --> 82.784668 sigma in 44act. ( 76.879303 sig out 1act.) RANK 15 NODE 19 --> 82.3923721 sigma in 44act. ( 67.0056381 sig out 1act.) RANK 16 NODE 29 --> 79.8630295 sigma in 44act. ( 78.2178955 sig out 1act.) RANK 17 NODE 35 --> 76.3718338 sigma in 44act. ( 60.0148697 sig out 1act.) RANK 18 NODE 16 --> 75.9243546 sigma in 44act. ( 80.7829361 sig out 1act.) RANK 19 NODE 33 --> 74.9545135 sigma in 44act. ( 67.6148071 sig out 1act.) RANK 20 NODE 31 --> 74.6207504 sigma in 44act. ( 53.6926956 sig out 1act.) RANK 21 NODE 30 --> 73.7769318 sigma in 44act. ( 73.8881836 sig out 1act.) RANK 22 NODE 9 --> 73.0094604 sigma in 44act. ( 26.8827076 sig out 1act.) RANK 23 NODE 5 --> 72.6845627 sigma in 44act. ( 56.6989708 sig out 1act.) RANK 24 NODE 6 --> 71.0884323 sigma in 44act. ( 56.9042435 sig out 1act.) RANK 25 NODE 15 --> 69.8944778 sigma in 44act. ( 43.6646729 sig out 1act.) RANK 26 NODE 40 --> 65.2317505 sigma in 44act. ( 60.7848969 sig out 1act.) RANK 27 NODE 36 --> 64.9948959 sigma in 44act. ( 54.5512314 sig out 1act.) RANK 28 NODE 20 --> 64.5135956 sigma in 44act. ( 47.8373642 sig out 1act.) RANK 29 NODE 34 --> 64.3882904 sigma in 44act. ( 39.4656296 sig out 1act.) RANK 30 NODE 2 --> 63.7813492 sigma in 44act. ( 7.19365644 sig out 1act.) RANK 31 NODE 13 --> 62.3204613 sigma in 44act. ( 36.3966217 sig out 1act.) RANK 32 NODE 41 --> 61.459301 sigma in 44act. ( 19.6063709 sig out 1act.) RANK 33 NODE 8 --> 57.3952408 sigma in 44act. ( 37.8381615 sig out 1act.) RANK 34 NODE 44 --> 56.3759346 sigma in 44act. ( 2.78831315 sig out 1act.) RANK 35 NODE 38 --> 55.8629608 sigma in 44act. ( 30.7943516 sig out 1act.) RANK 36 NODE 39 --> 55.8493614 sigma in 44act. ( 9.07034492 sig out 1act.) RANK 37 NODE 22 --> 55.4152145 sigma in 44act. ( 34.4702263 sig out 1act.) RANK 38 NODE 24 --> 54.4070244 sigma in 44act. ( 25.4161816 sig out 1act.) RANK 39 NODE 26 --> 53.3543549 sigma in 44act. ( 12.2564478 sig out 1act.) RANK 40 NODE 23 --> 52.9647484 sigma in 44act. ( 13.4340467 sig out 1act.) RANK 41 NODE 14 --> 52.935051 sigma in 44act. ( 18.7810097 sig out 1act.) RANK 42 NODE 1 --> 49.9632721 sigma in 44act. ( 7.86309433 sig out 1act.) RANK 43 NODE 28 --> 45.7356071 sigma in 44act. ( 1.61394572 sig out 1act.) RANK 44 NODE 43 --> 44.1978722 sigma in 44act. ( 10.5017252 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 150.418488 sigma out 1act.( 152.239914 sig in 44act.) RANK 2 NODE 17 --> 109.779686 sigma out 1act.( 99.4166412 sig in 44act.) RANK 3 NODE 27 --> 107.518311 sigma out 1act.( 111.054993 sig in 44act.) RANK 4 NODE 37 --> 106.803093 sigma out 1act.( 130.603165 sig in 44act.) RANK 5 NODE 18 --> 103.476784 sigma out 1act.( 115.796608 sig in 44act.) RANK 6 NODE 12 --> 103.239304 sigma out 1act.( 103.038788 sig in 44act.) RANK 7 NODE 21 --> 103.106232 sigma out 1act.( 106.339951 sig in 44act.) RANK 8 NODE 7 --> 95.560318 sigma out 1act.( 112.82766 sig in 44act.) RANK 9 NODE 42 --> 93.7011719 sigma out 1act.( 93.2870865 sig in 44act.) RANK 10 NODE 3 --> 91.7376556 sigma out 1act.( 95.8189468 sig in 44act.) RANK 11 NODE 11 --> 85.3986511 sigma out 1act.( 95.2544556 sig in 44act.) RANK 12 NODE 16 --> 80.7829361 sigma out 1act.( 75.9243546 sig in 44act.) RANK 13 NODE 29 --> 78.2178955 sigma out 1act.( 79.8630295 sig in 44act.) RANK 14 NODE 25 --> 76.879303 sigma out 1act.( 82.784668 sig in 44act.) RANK 15 NODE 32 --> 76.577774 sigma out 1act.( 83.5105972 sig in 44act.) RANK 16 NODE 30 --> 73.8881836 sigma out 1act.( 73.7769318 sig in 44act.) RANK 17 NODE 33 --> 67.6148071 sigma out 1act.( 74.9545135 sig in 44act.) RANK 18 NODE 19 --> 67.0056381 sigma out 1act.( 82.3923721 sig in 44act.) RANK 19 NODE 40 --> 60.7848969 sigma out 1act.( 65.2317505 sig in 44act.) RANK 20 NODE 35 --> 60.0148697 sigma out 1act.( 76.3718338 sig in 44act.) RANK 21 NODE 10 --> 57.4553337 sigma out 1act.( 85.1567078 sig in 44act.) RANK 22 NODE 6 --> 56.9042435 sigma out 1act.( 71.0884323 sig in 44act.) RANK 23 NODE 5 --> 56.6989708 sigma out 1act.( 72.6845627 sig in 44act.) RANK 24 NODE 36 --> 54.5512314 sigma out 1act.( 64.9948959 sig in 44act.) RANK 25 NODE 31 --> 53.6926956 sigma out 1act.( 74.6207504 sig in 44act.) RANK 26 NODE 20 --> 47.8373642 sigma out 1act.( 64.5135956 sig in 44act.) RANK 27 NODE 15 --> 43.6646729 sigma out 1act.( 69.8944778 sig in 44act.) RANK 28 NODE 34 --> 39.4656296 sigma out 1act.( 64.3882904 sig in 44act.) RANK 29 NODE 8 --> 37.8381615 sigma out 1act.( 57.3952408 sig in 44act.) RANK 30 NODE 13 --> 36.3966217 sigma out 1act.( 62.3204613 sig in 44act.) RANK 31 NODE 22 --> 34.4702263 sigma out 1act.( 55.4152145 sig in 44act.) RANK 32 NODE 38 --> 30.7943516 sigma out 1act.( 55.8629608 sig in 44act.) RANK 33 NODE 9 --> 26.8827076 sigma out 1act.( 73.0094604 sig in 44act.) RANK 34 NODE 24 --> 25.4161816 sigma out 1act.( 54.4070244 sig in 44act.) RANK 35 NODE 41 --> 19.6063709 sigma out 1act.( 61.459301 sig in 44act.) RANK 36 NODE 14 --> 18.7810097 sigma out 1act.( 52.935051 sig in 44act.) RANK 37 NODE 23 --> 13.4340467 sigma out 1act.( 52.9647484 sig in 44act.) RANK 38 NODE 26 --> 12.2564478 sigma out 1act.( 53.3543549 sig in 44act.) RANK 39 NODE 43 --> 10.5017252 sigma out 1act.( 44.1978722 sig in 44act.) RANK 40 NODE 39 --> 9.07034492 sigma out 1act.( 55.8493614 sig in 44act.) RANK 41 NODE 1 --> 7.86309433 sigma out 1act.( 49.9632721 sig in 44act.) RANK 42 NODE 2 --> 7.19365644 sigma out 1act.( 63.7813492 sig in 44act.) RANK 43 NODE 44 --> 2.78831315 sigma out 1act.( 56.3759346 sig in 44act.) RANK 44 NODE 28 --> 1.61394572 sigma out 1act.( 45.7356071 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 445.543243 sigma in 44 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 5 --> 159.331406 sigma out 44 active outputs RANK 2 NODE 4 --> 144.255341 sigma out 44 active outputs RANK 3 NODE 3 --> 139.205551 sigma out 44 active outputs RANK 4 NODE 2 --> 138.865814 sigma out 44 active outputs RANK 5 NODE 6 --> 127.312965 sigma out 44 active outputs RANK 6 NODE 7 --> 98.4069748 sigma out 44 active outputs RANK 7 NODE 1 --> 91.3556137 sigma out 44 active outputs RANK 8 NODE 9 --> 75.5230255 sigma out 44 active outputs RANK 9 NODE 10 --> 64.3039093 sigma out 44 active outputs RANK 10 NODE 15 --> 62.9131889 sigma out 44 active outputs RANK 11 NODE 18 --> 62.3735161 sigma out 44 active outputs RANK 12 NODE 8 --> 61.9969292 sigma out 44 active outputs RANK 13 NODE 11 --> 57.4146729 sigma out 44 active outputs RANK 14 NODE 12 --> 57.3598518 sigma out 44 active outputs RANK 15 NODE 20 --> 55.21381 sigma out 44 active outputs RANK 16 NODE 13 --> 51.9204025 sigma out 44 active outputs RANK 17 NODE 19 --> 49.6771393 sigma out 44 active outputs RANK 18 NODE 16 --> 48.1000786 sigma out 44 active outputs RANK 19 NODE 21 --> 47.5055847 sigma out 44 active outputs RANK 20 NODE 14 --> 44.1604652 sigma out 44 active outputs RANK 21 NODE 22 --> 43.5906715 sigma out 44 active outputs RANK 22 NODE 17 --> 42.0936012 sigma out 44 active outputs RANK 23 NODE 23 --> 41.08358 sigma out 44 active outputs RANK 24 NODE 29 --> 39.5919609 sigma out 44 active outputs RANK 25 NODE 26 --> 39.4168892 sigma out 44 active outputs RANK 26 NODE 30 --> 37.4616737 sigma out 44 active outputs RANK 27 NODE 27 --> 37.3516731 sigma out 44 active outputs RANK 28 NODE 25 --> 36.2612305 sigma out 44 active outputs RANK 29 NODE 24 --> 35.3759346 sigma out 44 active outputs RANK 30 NODE 28 --> 32.8368759 sigma out 44 active outputs RANK 31 NODE 33 --> 30.9788246 sigma out 44 active outputs RANK 32 NODE 34 --> 29.0699062 sigma out 44 active outputs RANK 33 NODE 36 --> 26.6418896 sigma out 44 active outputs RANK 34 NODE 32 --> 26.3951416 sigma out 44 active outputs RANK 35 NODE 31 --> 25.9252319 sigma out 44 active outputs RANK 36 NODE 37 --> 24.7227097 sigma out 44 active outputs RANK 37 NODE 35 --> 24.6915226 sigma out 44 active outputs RANK 38 NODE 39 --> 23.6719189 sigma out 44 active outputs RANK 39 NODE 40 --> 23.2535458 sigma out 44 active outputs RANK 40 NODE 38 --> 22.3661804 sigma out 44 active outputs RANK 41 NODE 41 --> 15.1493435 sigma out 44 active outputs RANK 42 NODE 43 --> 12.2188044 sigma out 44 active outputs RANK 43 NODE 42 --> 11.7153988 sigma out 44 active outputs RANK 44 NODE 44 --> 7.4205308 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 158.052383 sigma in 44act. ( 122.636574 sig out 1act.) RANK 2 NODE 37 --> 113.7472 sigma in 44act. ( 94.2159271 sig out 1act.) RANK 3 NODE 21 --> 108.383202 sigma in 44act. ( 86.3754044 sig out 1act.) RANK 4 NODE 7 --> 104.795227 sigma in 44act. ( 82.7134247 sig out 1act.) RANK 5 NODE 17 --> 102.594666 sigma in 44act. ( 93.4768448 sig out 1act.) RANK 6 NODE 18 --> 102.535934 sigma in 44act. ( 88.9467468 sig out 1act.) RANK 7 NODE 27 --> 101.478851 sigma in 44act. ( 95.4475861 sig out 1act.) RANK 8 NODE 12 --> 97.277504 sigma in 44act. ( 89.047966 sig out 1act.) RANK 9 NODE 11 --> 89.4340439 sigma in 44act. ( 73.7323074 sig out 1act.) RANK 10 NODE 3 --> 85.3944855 sigma in 44act. ( 80.8174057 sig out 1act.) RANK 11 NODE 42 --> 81.7883759 sigma in 44act. ( 84.7004395 sig out 1act.) RANK 12 NODE 16 --> 73.7167206 sigma in 44act. ( 68.731926 sig out 1act.) RANK 13 NODE 19 --> 71.4635544 sigma in 44act. ( 56.8098373 sig out 1act.) RANK 14 NODE 32 --> 67.6950684 sigma in 44act. ( 68.5238876 sig out 1act.) RANK 15 NODE 25 --> 67.234642 sigma in 44act. ( 67.3053207 sig out 1act.) RANK 16 NODE 30 --> 67.1200333 sigma in 44act. ( 66.4801712 sig out 1act.) RANK 17 NODE 29 --> 64.8009415 sigma in 44act. ( 66.5730591 sig out 1act.) RANK 18 NODE 33 --> 60.6819649 sigma in 44act. ( 56.6419907 sig out 1act.) RANK 19 NODE 10 --> 56.4998093 sigma in 44act. ( 50.3689003 sig out 1act.) RANK 20 NODE 40 --> 51.4032745 sigma in 44act. ( 52.9959984 sig out 1act.) RANK 21 NODE 35 --> 51.0234642 sigma in 44act. ( 51.7365646 sig out 1act.) RANK 22 NODE 31 --> 48.7706871 sigma in 44act. ( 47.9303703 sig out 1act.) RANK 23 NODE 5 --> 47.8969574 sigma in 44act. ( 50.0792618 sig out 1act.) RANK 24 NODE 36 --> 47.4592743 sigma in 44act. ( 45.000248 sig out 1act.) RANK 25 NODE 6 --> 46.9324722 sigma in 44act. ( 49.8207092 sig out 1act.) RANK 26 NODE 20 --> 46.5017891 sigma in 44act. ( 40.9280739 sig out 1act.) RANK 27 NODE 15 --> 37.4269142 sigma in 44act. ( 38.7575188 sig out 1act.) RANK 28 NODE 34 --> 35.2580833 sigma in 44act. ( 34.6619987 sig out 1act.) RANK 29 NODE 8 --> 32.2942696 sigma in 44act. ( 32.2332687 sig out 1act.) RANK 30 NODE 13 --> 32.2226295 sigma in 44act. ( 31.3864079 sig out 1act.) RANK 31 NODE 22 --> 30.2397099 sigma in 44act. ( 29.2553387 sig out 1act.) RANK 32 NODE 38 --> 26.335947 sigma in 44act. ( 26.6435432 sig out 1act.) RANK 33 NODE 9 --> 25.9806576 sigma in 44act. ( 23.5482063 sig out 1act.) RANK 34 NODE 24 --> 22.0608177 sigma in 44act. ( 22.0205631 sig out 1act.) RANK 35 NODE 41 --> 19.8741646 sigma in 44act. ( 16.6725445 sig out 1act.) RANK 36 NODE 14 --> 16.1677647 sigma in 44act. ( 16.1671467 sig out 1act.) RANK 37 NODE 23 --> 12.7340536 sigma in 44act. ( 11.4507704 sig out 1act.) RANK 38 NODE 26 --> 12.4955368 sigma in 44act. ( 10.5666189 sig out 1act.) RANK 39 NODE 39 --> 10.64359 sigma in 44act. ( 7.84007263 sig out 1act.) RANK 40 NODE 2 --> 10.23808 sigma in 44act. ( 6.253304 sig out 1act.) RANK 41 NODE 43 --> 9.81890869 sigma in 44act. ( 8.96444798 sig out 1act.) RANK 42 NODE 1 --> 9.15021706 sigma in 44act. ( 6.87779188 sig out 1act.) RANK 43 NODE 44 --> 7.32300806 sigma in 44act. ( 2.46023083 sig out 1act.) RANK 44 NODE 28 --> 6.24233866 sigma in 44act. ( 1.43055999 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 122.636574 sigma out 1act.( 158.052383 sig in 44act.) RANK 2 NODE 27 --> 95.4475861 sigma out 1act.( 101.478851 sig in 44act.) RANK 3 NODE 37 --> 94.2159271 sigma out 1act.( 113.7472 sig in 44act.) RANK 4 NODE 17 --> 93.4768448 sigma out 1act.( 102.594666 sig in 44act.) RANK 5 NODE 12 --> 89.047966 sigma out 1act.( 97.277504 sig in 44act.) RANK 6 NODE 18 --> 88.9467468 sigma out 1act.( 102.535934 sig in 44act.) RANK 7 NODE 21 --> 86.3754044 sigma out 1act.( 108.383202 sig in 44act.) RANK 8 NODE 42 --> 84.7004395 sigma out 1act.( 81.7883759 sig in 44act.) RANK 9 NODE 7 --> 82.7134247 sigma out 1act.( 104.795227 sig in 44act.) RANK 10 NODE 3 --> 80.8174057 sigma out 1act.( 85.3944855 sig in 44act.) RANK 11 NODE 11 --> 73.7323074 sigma out 1act.( 89.4340439 sig in 44act.) RANK 12 NODE 16 --> 68.731926 sigma out 1act.( 73.7167206 sig in 44act.) RANK 13 NODE 32 --> 68.5238876 sigma out 1act.( 67.6950684 sig in 44act.) RANK 14 NODE 25 --> 67.3053207 sigma out 1act.( 67.234642 sig in 44act.) RANK 15 NODE 29 --> 66.5730591 sigma out 1act.( 64.8009415 sig in 44act.) RANK 16 NODE 30 --> 66.4801712 sigma out 1act.( 67.1200333 sig in 44act.) RANK 17 NODE 19 --> 56.8098373 sigma out 1act.( 71.4635544 sig in 44act.) RANK 18 NODE 33 --> 56.6419907 sigma out 1act.( 60.6819649 sig in 44act.) RANK 19 NODE 40 --> 52.9959984 sigma out 1act.( 51.4032745 sig in 44act.) RANK 20 NODE 35 --> 51.7365646 sigma out 1act.( 51.0234642 sig in 44act.) RANK 21 NODE 10 --> 50.3689003 sigma out 1act.( 56.4998093 sig in 44act.) RANK 22 NODE 5 --> 50.0792618 sigma out 1act.( 47.8969574 sig in 44act.) RANK 23 NODE 6 --> 49.8207092 sigma out 1act.( 46.9324722 sig in 44act.) RANK 24 NODE 31 --> 47.9303703 sigma out 1act.( 48.7706871 sig in 44act.) RANK 25 NODE 36 --> 45.000248 sigma out 1act.( 47.4592743 sig in 44act.) RANK 26 NODE 20 --> 40.9280739 sigma out 1act.( 46.5017891 sig in 44act.) RANK 27 NODE 15 --> 38.7575188 sigma out 1act.( 37.4269142 sig in 44act.) RANK 28 NODE 34 --> 34.6619987 sigma out 1act.( 35.2580833 sig in 44act.) RANK 29 NODE 8 --> 32.2332687 sigma out 1act.( 32.2942696 sig in 44act.) RANK 30 NODE 13 --> 31.3864079 sigma out 1act.( 32.2226295 sig in 44act.) RANK 31 NODE 22 --> 29.2553387 sigma out 1act.( 30.2397099 sig in 44act.) RANK 32 NODE 38 --> 26.6435432 sigma out 1act.( 26.335947 sig in 44act.) RANK 33 NODE 9 --> 23.5482063 sigma out 1act.( 25.9806576 sig in 44act.) RANK 34 NODE 24 --> 22.0205631 sigma out 1act.( 22.0608177 sig in 44act.) RANK 35 NODE 41 --> 16.6725445 sigma out 1act.( 19.8741646 sig in 44act.) RANK 36 NODE 14 --> 16.1671467 sigma out 1act.( 16.1677647 sig in 44act.) RANK 37 NODE 23 --> 11.4507704 sigma out 1act.( 12.7340536 sig in 44act.) RANK 38 NODE 26 --> 10.5666189 sigma out 1act.( 12.4955368 sig in 44act.) RANK 39 NODE 43 --> 8.96444798 sigma out 1act.( 9.81890869 sig in 44act.) RANK 40 NODE 39 --> 7.84007263 sigma out 1act.( 10.64359 sig in 44act.) RANK 41 NODE 1 --> 6.87779188 sigma out 1act.( 9.15021706 sig in 44act.) RANK 42 NODE 2 --> 6.253304 sigma out 1act.( 10.23808 sig in 44act.) RANK 43 NODE 44 --> 2.46023083 sigma out 1act.( 7.32300806 sig in 44act.) RANK 44 NODE 28 --> 1.43055999 sigma out 1act.( 6.24233866 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 384.249725 sigma in 44 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.354356319 *** contribution from regularisation: 0.00124552322 *** contribution from error: -0.355601847 *** contribution from DIAG: 8.73700483E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.373125345 *** contribution from regularisation: 0.0033768334 *** contribution from error: -0.376502186 *** contribution from DIAG: 0.000118799646 *********************************************** ENTER BFGS code START -373106.546 -0.038967777 0. EXIT FROM BFGS code FG_START 0. -0.038967777 0. --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.375896096 *** contribution from regularisation: 0.00261476007 *** contribution from error: -0.378510863 *** contribution from DIAG: 0.000171164516 *********************************************** ENTER BFGS code FG_START -375724.945 -0.038967777 -18.0967941 EXIT FROM BFGS code FG_LNSRCH 0. -0.039744135 0. --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.373283446 *** contribution from regularisation: 0.00283090118 *** contribution from error: -0.376114339 *** contribution from DIAG: 0.000451453205 *********************************************** ENTER BFGS code FG_LNSRCH -372831.993 -0.039744135 -13.8064575 EXIT FROM BFGS code FG_LNSRCH 0. -0.0393250622 0. --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.37828517 *** contribution from regularisation: 0.00287148217 *** contribution from error: -0.381156653 *** contribution from DIAG: 0.000125609222 *********************************************** ENTER BFGS code FG_LNSRCH -378159.56 -0.0393250622 47.507782 EXIT FROM BFGS code NEW_X -378159.56 -0.0393250622 47.507782 ENTER BFGS code NEW_X -378159.56 -0.0393250622 47.507782 EXIT FROM BFGS code FG_LNSRCH 0. -0.0394760258 0. --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.379021555 *** contribution from regularisation: 0.00295272586 *** contribution from error: -0.38197428 *** contribution from DIAG: 0.000213139487 *********************************************** ENTER BFGS code FG_LNSRCH -378808.418 -0.0394760258 81.657196 EXIT FROM BFGS code NEW_X -378808.418 -0.0394760258 81.657196 ENTER BFGS code NEW_X -378808.418 -0.0394760258 81.657196 EXIT FROM BFGS code FG_LNSRCH 0. -0.0393665582 0. --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.38026458 *** contribution from regularisation: 0.00303815654 *** contribution from error: -0.383302748 *** contribution from DIAG: 0.000179485811 *********************************************** ENTER BFGS code FG_LNSRCH -380085.108 -0.0393665582 64.4850006 EXIT FROM BFGS code NEW_X -380085.108 -0.0393665582 64.4850006 ENTER BFGS code NEW_X -380085.108 -0.0393665582 64.4850006 EXIT FROM BFGS code FG_LNSRCH 0. -0.0393027291 0. --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.380930573 *** contribution from regularisation: 0.0030731794 *** contribution from error: -0.384003758 *** contribution from DIAG: 0.00019176041 *********************************************** ENTER BFGS code FG_LNSRCH -380738.818 -0.0393027291 45.4005928 EXIT FROM BFGS code NEW_X -380738.818 -0.0393027291 45.4005928 ENTER BFGS code NEW_X -380738.818 -0.0393027291 45.4005928 EXIT FROM BFGS code FG_LNSRCH 0. -0.0391393118 0. --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.382340223 *** contribution from regularisation: 0.00308903935 *** contribution from error: -0.385429263 *** contribution from DIAG: 0.000215920314 *********************************************** ENTER BFGS code FG_LNSRCH -382124.309 -0.0391393118 5.5225544 EXIT FROM BFGS code NEW_X -382124.309 -0.0391393118 5.5225544 ENTER BFGS code NEW_X -382124.309 -0.0391393118 5.5225544 EXIT FROM BFGS code FG_LNSRCH 0. -0.0389932021 0. --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 5 --> 162.462234 sigma out 44 active outputs RANK 2 NODE 4 --> 157.345428 sigma out 44 active outputs RANK 3 NODE 3 --> 156.662155 sigma out 44 active outputs RANK 4 NODE 6 --> 150.943405 sigma out 44 active outputs RANK 5 NODE 2 --> 130.622955 sigma out 44 active outputs RANK 6 NODE 7 --> 109.013992 sigma out 44 active outputs RANK 7 NODE 9 --> 90.8726654 sigma out 44 active outputs RANK 8 NODE 1 --> 83.8321533 sigma out 44 active outputs RANK 9 NODE 8 --> 76.1830902 sigma out 44 active outputs RANK 10 NODE 18 --> 74.0566025 sigma out 44 active outputs RANK 11 NODE 10 --> 72.3785248 sigma out 44 active outputs RANK 12 NODE 15 --> 68.3393097 sigma out 44 active outputs RANK 13 NODE 11 --> 66.2816696 sigma out 44 active outputs RANK 14 NODE 12 --> 61.6060257 sigma out 44 active outputs RANK 15 NODE 20 --> 60.6636848 sigma out 44 active outputs RANK 16 NODE 13 --> 58.2992859 sigma out 44 active outputs RANK 17 NODE 16 --> 55.0807343 sigma out 44 active outputs RANK 18 NODE 19 --> 53.7991638 sigma out 44 active outputs RANK 19 NODE 21 --> 52.2970543 sigma out 44 active outputs RANK 20 NODE 14 --> 48.8084869 sigma out 44 active outputs RANK 21 NODE 40 --> 48.1052246 sigma out 44 active outputs RANK 22 NODE 30 --> 46.8897896 sigma out 44 active outputs RANK 23 NODE 17 --> 46.7427673 sigma out 44 active outputs RANK 24 NODE 22 --> 46.2246895 sigma out 44 active outputs RANK 25 NODE 26 --> 45.7330513 sigma out 44 active outputs RANK 26 NODE 23 --> 45.4174156 sigma out 44 active outputs RANK 27 NODE 29 --> 44.5217438 sigma out 44 active outputs RANK 28 NODE 25 --> 43.6155396 sigma out 44 active outputs RANK 29 NODE 27 --> 41.8575554 sigma out 44 active outputs RANK 30 NODE 28 --> 41.3208885 sigma out 44 active outputs RANK 31 NODE 24 --> 41.0046043 sigma out 44 active outputs RANK 32 NODE 33 --> 37.6070633 sigma out 44 active outputs RANK 33 NODE 34 --> 33.8678284 sigma out 44 active outputs RANK 34 NODE 39 --> 31.8576145 sigma out 44 active outputs RANK 35 NODE 36 --> 31.7322178 sigma out 44 active outputs RANK 36 NODE 31 --> 30.7715836 sigma out 44 active outputs RANK 37 NODE 32 --> 29.6252136 sigma out 44 active outputs RANK 38 NODE 37 --> 28.8948841 sigma out 44 active outputs RANK 39 NODE 35 --> 28.3796368 sigma out 44 active outputs RANK 40 NODE 38 --> 27.4087791 sigma out 44 active outputs RANK 41 NODE 42 --> 24.8918972 sigma out 44 active outputs RANK 42 NODE 41 --> 19.4749355 sigma out 44 active outputs RANK 43 NODE 43 --> 15.6512117 sigma out 44 active outputs RANK 44 NODE 44 --> 11.3557835 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 165.97699 sigma in 44act. ( 131.788666 sig out 1act.) RANK 2 NODE 27 --> 125.929726 sigma in 44act. ( 120.751694 sig out 1act.) RANK 3 NODE 21 --> 124.516495 sigma in 44act. ( 106.161522 sig out 1act.) RANK 4 NODE 17 --> 119.881332 sigma in 44act. ( 104.321388 sig out 1act.) RANK 5 NODE 12 --> 105.972687 sigma in 44act. ( 98.2259293 sig out 1act.) RANK 6 NODE 42 --> 103.513176 sigma in 44act. ( 109.633965 sig out 1act.) RANK 7 NODE 37 --> 98.8198853 sigma in 44act. ( 90.166069 sig out 1act.) RANK 8 NODE 7 --> 92.8500595 sigma in 44act. ( 74.0107117 sig out 1act.) RANK 9 NODE 30 --> 87.5509567 sigma in 44act. ( 92.7553787 sig out 1act.) RANK 10 NODE 3 --> 85.9026489 sigma in 44act. ( 77.3545151 sig out 1act.) RANK 11 NODE 11 --> 84.7764893 sigma in 44act. ( 73.3257523 sig out 1act.) RANK 12 NODE 18 --> 82.9528732 sigma in 44act. ( 74.6711044 sig out 1act.) RANK 13 NODE 16 --> 80.9539719 sigma in 44act. ( 81.3963852 sig out 1act.) RANK 14 NODE 25 --> 78.7604904 sigma in 44act. ( 78.4578629 sig out 1act.) RANK 15 NODE 29 --> 78.7007904 sigma in 44act. ( 81.1462173 sig out 1act.) RANK 16 NODE 19 --> 73.9639664 sigma in 44act. ( 60.9542313 sig out 1act.) RANK 17 NODE 33 --> 71.343338 sigma in 44act. ( 67.6666412 sig out 1act.) RANK 18 NODE 32 --> 70.3376846 sigma in 44act. ( 72.3264923 sig out 1act.) RANK 19 NODE 20 --> 66.2344513 sigma in 44act. ( 60.4409447 sig out 1act.) RANK 20 NODE 5 --> 64.4679184 sigma in 44act. ( 69.1258545 sig out 1act.) RANK 21 NODE 31 --> 63.4283295 sigma in 44act. ( 62.5750732 sig out 1act.) RANK 22 NODE 40 --> 63.0842438 sigma in 44act. ( 60.9425545 sig out 1act.) RANK 23 NODE 10 --> 62.7113457 sigma in 44act. ( 55.5826607 sig out 1act.) RANK 24 NODE 22 --> 57.7987137 sigma in 44act. ( 54.3035011 sig out 1act.) RANK 25 NODE 36 --> 52.6996422 sigma in 44act. ( 51.8996887 sig out 1act.) RANK 26 NODE 15 --> 52.4751396 sigma in 44act. ( 55.6576347 sig out 1act.) RANK 27 NODE 6 --> 51.3428841 sigma in 44act. ( 52.0774612 sig out 1act.) RANK 28 NODE 38 --> 47.8133049 sigma in 44act. ( 47.1727104 sig out 1act.) RANK 29 NODE 24 --> 40.0474014 sigma in 44act. ( 39.8741684 sig out 1act.) RANK 30 NODE 34 --> 39.2549896 sigma in 44act. ( 37.827095 sig out 1act.) RANK 31 NODE 35 --> 37.3329773 sigma in 44act. ( 36.9812889 sig out 1act.) RANK 32 NODE 13 --> 36.8022156 sigma in 44act. ( 35.6828423 sig out 1act.) RANK 33 NODE 8 --> 36.3999786 sigma in 44act. ( 35.6528778 sig out 1act.) RANK 34 NODE 26 --> 24.8608894 sigma in 44act. ( 22.6810818 sig out 1act.) RANK 35 NODE 9 --> 23.6176662 sigma in 44act. ( 18.8088226 sig out 1act.) RANK 36 NODE 43 --> 22.1157303 sigma in 44act. ( 21.5524616 sig out 1act.) RANK 37 NODE 14 --> 21.941576 sigma in 44act. ( 20.4455147 sig out 1act.) RANK 38 NODE 44 --> 19.6409912 sigma in 44act. ( 17.1527958 sig out 1act.) RANK 39 NODE 41 --> 16.4911041 sigma in 44act. ( 10.4299517 sig out 1act.) RANK 40 NODE 39 --> 15.6369848 sigma in 44act. ( 10.5829763 sig out 1act.) RANK 41 NODE 28 --> 14.5139589 sigma in 44act. ( 11.1926031 sig out 1act.) RANK 42 NODE 2 --> 12.85289 sigma in 44act. ( 0.268651634 sig out 1act.) RANK 43 NODE 23 --> 12.7804842 sigma in 44act. ( 7.42294264 sig out 1act.) RANK 44 NODE 1 --> 11.9673824 sigma in 44act. ( 6.91482353 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 131.788666 sigma out 1act.( 165.97699 sig in 44act.) RANK 2 NODE 27 --> 120.751694 sigma out 1act.( 125.929726 sig in 44act.) RANK 3 NODE 42 --> 109.633965 sigma out 1act.( 103.513176 sig in 44act.) RANK 4 NODE 21 --> 106.161522 sigma out 1act.( 124.516495 sig in 44act.) RANK 5 NODE 17 --> 104.321388 sigma out 1act.( 119.881332 sig in 44act.) RANK 6 NODE 12 --> 98.2259293 sigma out 1act.( 105.972687 sig in 44act.) RANK 7 NODE 30 --> 92.7553787 sigma out 1act.( 87.5509567 sig in 44act.) RANK 8 NODE 37 --> 90.166069 sigma out 1act.( 98.8198853 sig in 44act.) RANK 9 NODE 16 --> 81.3963852 sigma out 1act.( 80.9539719 sig in 44act.) RANK 10 NODE 29 --> 81.1462173 sigma out 1act.( 78.7007904 sig in 44act.) RANK 11 NODE 25 --> 78.4578629 sigma out 1act.( 78.7604904 sig in 44act.) RANK 12 NODE 3 --> 77.3545151 sigma out 1act.( 85.9026489 sig in 44act.) RANK 13 NODE 18 --> 74.6711044 sigma out 1act.( 82.9528732 sig in 44act.) RANK 14 NODE 7 --> 74.0107117 sigma out 1act.( 92.8500595 sig in 44act.) RANK 15 NODE 11 --> 73.3257523 sigma out 1act.( 84.7764893 sig in 44act.) RANK 16 NODE 32 --> 72.3264923 sigma out 1act.( 70.3376846 sig in 44act.) RANK 17 NODE 5 --> 69.1258545 sigma out 1act.( 64.4679184 sig in 44act.) RANK 18 NODE 33 --> 67.6666412 sigma out 1act.( 71.343338 sig in 44act.) RANK 19 NODE 31 --> 62.5750732 sigma out 1act.( 63.4283295 sig in 44act.) RANK 20 NODE 19 --> 60.9542313 sigma out 1act.( 73.9639664 sig in 44act.) RANK 21 NODE 40 --> 60.9425545 sigma out 1act.( 63.0842438 sig in 44act.) RANK 22 NODE 20 --> 60.4409447 sigma out 1act.( 66.2344513 sig in 44act.) RANK 23 NODE 15 --> 55.6576347 sigma out 1act.( 52.4751396 sig in 44act.) RANK 24 NODE 10 --> 55.5826607 sigma out 1act.( 62.7113457 sig in 44act.) RANK 25 NODE 22 --> 54.3035011 sigma out 1act.( 57.7987137 sig in 44act.) RANK 26 NODE 6 --> 52.0774612 sigma out 1act.( 51.3428841 sig in 44act.) RANK 27 NODE 36 --> 51.8996887 sigma out 1act.( 52.6996422 sig in 44act.) RANK 28 NODE 38 --> 47.1727104 sigma out 1act.( 47.8133049 sig in 44act.) RANK 29 NODE 24 --> 39.8741684 sigma out 1act.( 40.0474014 sig in 44act.) RANK 30 NODE 34 --> 37.827095 sigma out 1act.( 39.2549896 sig in 44act.) RANK 31 NODE 35 --> 36.9812889 sigma out 1act.( 37.3329773 sig in 44act.) RANK 32 NODE 13 --> 35.6828423 sigma out 1act.( 36.8022156 sig in 44act.) RANK 33 NODE 8 --> 35.6528778 sigma out 1act.( 36.3999786 sig in 44act.) RANK 34 NODE 26 --> 22.6810818 sigma out 1act.( 24.8608894 sig in 44act.) RANK 35 NODE 43 --> 21.5524616 sigma out 1act.( 22.1157303 sig in 44act.) RANK 36 NODE 14 --> 20.4455147 sigma out 1act.( 21.941576 sig in 44act.) RANK 37 NODE 9 --> 18.8088226 sigma out 1act.( 23.6176662 sig in 44act.) RANK 38 NODE 44 --> 17.1527958 sigma out 1act.( 19.6409912 sig in 44act.) RANK 39 NODE 28 --> 11.1926031 sigma out 1act.( 14.5139589 sig in 44act.) RANK 40 NODE 39 --> 10.5829763 sigma out 1act.( 15.6369848 sig in 44act.) RANK 41 NODE 41 --> 10.4299517 sigma out 1act.( 16.4911041 sig in 44act.) RANK 42 NODE 23 --> 7.42294264 sigma out 1act.( 12.7804842 sig in 44act.) RANK 43 NODE 1 --> 6.91482353 sigma out 1act.( 11.9673824 sig in 44act.) RANK 44 NODE 2 --> 0.268651634 sigma out 1act.( 12.85289 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 435.96286 sigma in 44 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.383387774 *** contribution from regularisation: 0.0031152789 *** contribution from error: -0.386503041 *** contribution from DIAG: 0.000231377344 *********************************************** ENTER BFGS code FG_LNSRCH -383156.386 -0.0389932021 12.399147 EXIT FROM BFGS code NEW_X -383156.386 -0.0389932021 12.399147 ENTER BFGS code NEW_X -383156.386 -0.0389932021 12.399147 EXIT FROM BFGS code FG_LNSRCH 0. -0.0386660211 0. --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.38420254 *** contribution from regularisation: 0.00313957804 *** contribution from error: -0.387342125 *** contribution from DIAG: 0.000198087015 *********************************************** ENTER BFGS code FG_LNSRCH -384004.466 -0.0386660211 10.4313755 EXIT FROM BFGS code NEW_X -384004.466 -0.0386660211 10.4313755 ENTER BFGS code NEW_X -384004.466 -0.0386660211 10.4313755 EXIT FROM BFGS code FG_LNSRCH 0. -0.038501855 0. --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.384915173 *** contribution from regularisation: 0.00314273941 *** contribution from error: -0.388057917 *** contribution from DIAG: 0.000218481873 *********************************************** ENTER BFGS code FG_LNSRCH -384696.681 -0.038501855 11.691431 EXIT FROM BFGS code NEW_X -384696.681 -0.038501855 11.691431 ENTER BFGS code NEW_X -384696.681 -0.038501855 11.691431 EXIT FROM BFGS code FG_LNSRCH 0. -0.0383360833 0. --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.385429502 *** contribution from regularisation: 0.0031449853 *** contribution from error: -0.388574481 *** contribution from DIAG: 0.000228841891 *********************************************** ENTER BFGS code FG_LNSRCH -385200.661 -0.0383360833 4.34796333 EXIT FROM BFGS code NEW_X -385200.661 -0.0383360833 4.34796333 ENTER BFGS code NEW_X -385200.661 -0.0383360833 4.34796333 EXIT FROM BFGS code FG_LNSRCH 0. -0.0380152017 0. --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.385845631 *** contribution from regularisation: 0.00316208252 *** contribution from error: -0.389007717 *** contribution from DIAG: 0.000194794091 *********************************************** ENTER BFGS code FG_LNSRCH -385650.827 -0.0380152017 5.00962257 EXIT FROM BFGS code NEW_X -385650.827 -0.0380152017 5.00962257 ENTER BFGS code NEW_X -385650.827 -0.0380152017 5.00962257 EXIT FROM BFGS code FG_LNSRCH 0. -0.0379365534 0. --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.386326224 *** contribution from regularisation: 0.00314063439 *** contribution from error: -0.389466852 *** contribution from DIAG: 0.000190079154 *********************************************** ENTER BFGS code FG_LNSRCH -386136.135 -0.0379365534 17.7338581 EXIT FROM BFGS code NEW_X -386136.135 -0.0379365534 17.7338581 ENTER BFGS code NEW_X -386136.135 -0.0379365534 17.7338581 EXIT FROM BFGS code FG_LNSRCH 0. -0.0377104133 0. --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.387019277 *** contribution from regularisation: 0.00315760029 *** contribution from error: -0.390176862 *** contribution from DIAG: 0.000195546527 *********************************************** ENTER BFGS code FG_LNSRCH -386823.729 -0.0377104133 37.051815 EXIT FROM BFGS code NEW_X -386823.729 -0.0377104133 37.051815 ENTER BFGS code NEW_X -386823.729 -0.0377104133 37.051815 EXIT FROM BFGS code FG_LNSRCH 0. -0.0374267511 0. --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.387635231 *** contribution from regularisation: 0.00315783545 *** contribution from error: -0.390793055 *** contribution from DIAG: 0.000200611612 *********************************************** ENTER BFGS code FG_LNSRCH -387434.612 -0.0374267511 39.8353806 EXIT FROM BFGS code NEW_X -387434.612 -0.0374267511 39.8353806 ENTER BFGS code NEW_X -387434.612 -0.0374267511 39.8353806 EXIT FROM BFGS code FG_LNSRCH 0. -0.0365531966 0. --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.38892889 *** contribution from regularisation: 0.00323304906 *** contribution from error: -0.392161936 *** contribution from DIAG: 0.000182500007 *********************************************** ENTER BFGS code FG_LNSRCH -388746.392 -0.0365531966 100.1633 EXIT FROM BFGS code NEW_X -388746.392 -0.0365531966 100.1633 ENTER BFGS code NEW_X -388746.392 -0.0365531966 100.1633 EXIT FROM BFGS code FG_LNSRCH 0. -0.0351595394 0. --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.390132546 *** contribution from regularisation: 0.00328090973 *** contribution from error: -0.393413454 *** contribution from DIAG: 0.000204072072 *********************************************** ENTER BFGS code FG_LNSRCH -389928.478 -0.0351595394 -138.544403 EXIT FROM BFGS code NEW_X -389928.478 -0.0351595394 -138.544403 ENTER BFGS code NEW_X -389928.478 -0.0351595394 -138.544403 EXIT FROM BFGS code FG_LNSRCH 0. -0.0351701565 0. --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 242.299728 sigma out 44 active outputs RANK 2 NODE 5 --> 215.165054 sigma out 44 active outputs RANK 3 NODE 4 --> 191.301147 sigma out 44 active outputs RANK 4 NODE 7 --> 183.546036 sigma out 44 active outputs RANK 5 NODE 2 --> 170.083298 sigma out 44 active outputs RANK 6 NODE 6 --> 168.99617 sigma out 44 active outputs RANK 7 NODE 8 --> 116.199165 sigma out 44 active outputs RANK 8 NODE 9 --> 100.669472 sigma out 44 active outputs RANK 9 NODE 18 --> 95.9949722 sigma out 44 active outputs RANK 10 NODE 1 --> 90.9204559 sigma out 44 active outputs RANK 11 NODE 11 --> 89.7808838 sigma out 44 active outputs RANK 12 NODE 10 --> 86.5629654 sigma out 44 active outputs RANK 13 NODE 15 --> 74.7285995 sigma out 44 active outputs RANK 14 NODE 12 --> 74.6559067 sigma out 44 active outputs RANK 15 NODE 13 --> 71.2637482 sigma out 44 active outputs RANK 16 NODE 16 --> 66.431778 sigma out 44 active outputs RANK 17 NODE 21 --> 61.5263557 sigma out 44 active outputs RANK 18 NODE 19 --> 59.5406494 sigma out 44 active outputs RANK 19 NODE 20 --> 57.8597488 sigma out 44 active outputs RANK 20 NODE 14 --> 54.1507378 sigma out 44 active outputs RANK 21 NODE 22 --> 52.0396385 sigma out 44 active outputs RANK 22 NODE 17 --> 49.6652374 sigma out 44 active outputs RANK 23 NODE 23 --> 48.2616882 sigma out 44 active outputs RANK 24 NODE 25 --> 47.0601845 sigma out 44 active outputs RANK 25 NODE 26 --> 46.0868607 sigma out 44 active outputs RANK 26 NODE 40 --> 45.904808 sigma out 44 active outputs RANK 27 NODE 24 --> 44.8972778 sigma out 44 active outputs RANK 28 NODE 30 --> 43.7665291 sigma out 44 active outputs RANK 29 NODE 29 --> 42.9741592 sigma out 44 active outputs RANK 30 NODE 28 --> 41.5828323 sigma out 44 active outputs RANK 31 NODE 27 --> 39.507843 sigma out 44 active outputs RANK 32 NODE 42 --> 38.1134262 sigma out 44 active outputs RANK 33 NODE 33 --> 37.8254051 sigma out 44 active outputs RANK 34 NODE 34 --> 34.0880508 sigma out 44 active outputs RANK 35 NODE 31 --> 32.3835258 sigma out 44 active outputs RANK 36 NODE 36 --> 31.2316227 sigma out 44 active outputs RANK 37 NODE 37 --> 28.5058403 sigma out 44 active outputs RANK 38 NODE 39 --> 28.1455631 sigma out 44 active outputs RANK 39 NODE 32 --> 27.743063 sigma out 44 active outputs RANK 40 NODE 38 --> 27.3934364 sigma out 44 active outputs RANK 41 NODE 35 --> 24.90271 sigma out 44 active outputs RANK 42 NODE 41 --> 20.5401878 sigma out 44 active outputs RANK 43 NODE 43 --> 16.1097317 sigma out 44 active outputs RANK 44 NODE 44 --> 14.0357485 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 21 --> 199.022736 sigma in 44act. ( 173.963104 sig out 1act.) RANK 2 NODE 4 --> 177.87059 sigma in 44act. ( 163.151108 sig out 1act.) RANK 3 NODE 29 --> 168.681778 sigma in 44act. ( 163.230591 sig out 1act.) RANK 4 NODE 27 --> 168.51207 sigma in 44act. ( 164.949326 sig out 1act.) RANK 5 NODE 30 --> 163.593353 sigma in 44act. ( 167.675842 sig out 1act.) RANK 6 NODE 42 --> 162.487579 sigma in 44act. ( 164.960678 sig out 1act.) RANK 7 NODE 12 --> 136.017548 sigma in 44act. ( 120.366531 sig out 1act.) RANK 8 NODE 16 --> 131.198227 sigma in 44act. ( 128.589798 sig out 1act.) RANK 9 NODE 37 --> 127.46833 sigma in 44act. ( 134.144913 sig out 1act.) RANK 10 NODE 17 --> 105.342957 sigma in 44act. ( 99.090332 sig out 1act.) RANK 11 NODE 25 --> 101.631577 sigma in 44act. ( 105.207581 sig out 1act.) RANK 12 NODE 20 --> 92.1304245 sigma in 44act. ( 88.1315155 sig out 1act.) RANK 13 NODE 19 --> 87.154686 sigma in 44act. ( 74.7964172 sig out 1act.) RANK 14 NODE 3 --> 85.7454987 sigma in 44act. ( 76.4238663 sig out 1act.) RANK 15 NODE 40 --> 85.0527649 sigma in 44act. ( 76.9619904 sig out 1act.) RANK 16 NODE 5 --> 84.5784149 sigma in 44act. ( 100.612297 sig out 1act.) RANK 17 NODE 31 --> 80.1418915 sigma in 44act. ( 80.7445908 sig out 1act.) RANK 18 NODE 38 --> 79.8622131 sigma in 44act. ( 84.915657 sig out 1act.) RANK 19 NODE 7 --> 78.8868637 sigma in 44act. ( 69.1423798 sig out 1act.) RANK 20 NODE 32 --> 76.5053177 sigma in 44act. ( 77.0044403 sig out 1act.) RANK 21 NODE 22 --> 75.7248459 sigma in 44act. ( 75.1118088 sig out 1act.) RANK 22 NODE 18 --> 70.5314102 sigma in 44act. ( 65.9450455 sig out 1act.) RANK 23 NODE 33 --> 64.1334763 sigma in 44act. ( 62.004055 sig out 1act.) RANK 24 NODE 10 --> 63.665451 sigma in 44act. ( 59.5887146 sig out 1act.) RANK 25 NODE 11 --> 61.898304 sigma in 44act. ( 58.3192062 sig out 1act.) RANK 26 NODE 15 --> 57.8962173 sigma in 44act. ( 67.1308136 sig out 1act.) RANK 27 NODE 24 --> 46.7797318 sigma in 44act. ( 46.4474449 sig out 1act.) RANK 28 NODE 6 --> 46.5000496 sigma in 44act. ( 46.5010071 sig out 1act.) RANK 29 NODE 36 --> 41.6369286 sigma in 44act. ( 43.4315872 sig out 1act.) RANK 30 NODE 13 --> 37.8402252 sigma in 44act. ( 38.1075668 sig out 1act.) RANK 31 NODE 8 --> 34.9731979 sigma in 44act. ( 34.4135551 sig out 1act.) RANK 32 NODE 26 --> 32.1861649 sigma in 44act. ( 31.8400707 sig out 1act.) RANK 33 NODE 44 --> 31.4693146 sigma in 44act. ( 30.4134979 sig out 1act.) RANK 34 NODE 14 --> 27.1466656 sigma in 44act. ( 27.0773869 sig out 1act.) RANK 35 NODE 34 --> 22.4422379 sigma in 44act. ( 19.9885445 sig out 1act.) RANK 36 NODE 9 --> 20.6181355 sigma in 44act. ( 16.1808815 sig out 1act.) RANK 37 NODE 43 --> 16.3810291 sigma in 44act. ( 14.5895853 sig out 1act.) RANK 38 NODE 28 --> 16.1026917 sigma in 44act. ( 13.573679 sig out 1act.) RANK 39 NODE 35 --> 15.5076752 sigma in 44act. ( 12.0594044 sig out 1act.) RANK 40 NODE 2 --> 14.2807465 sigma in 44act. ( 7.68120575 sig out 1act.) RANK 41 NODE 1 --> 13.5654039 sigma in 44act. ( 10.6790314 sig out 1act.) RANK 42 NODE 39 --> 13.0869236 sigma in 44act. ( 7.71626663 sig out 1act.) RANK 43 NODE 23 --> 11.5622873 sigma in 44act. ( 6.43315172 sig out 1act.) RANK 44 NODE 41 --> 10.9050264 sigma in 44act. ( 1.05816698 sig out 1act.) sorted by output significance RANK 1 NODE 21 --> 173.963104 sigma out 1act.( 199.022736 sig in 44act.) RANK 2 NODE 30 --> 167.675842 sigma out 1act.( 163.593353 sig in 44act.) RANK 3 NODE 42 --> 164.960678 sigma out 1act.( 162.487579 sig in 44act.) RANK 4 NODE 27 --> 164.949326 sigma out 1act.( 168.51207 sig in 44act.) RANK 5 NODE 29 --> 163.230591 sigma out 1act.( 168.681778 sig in 44act.) RANK 6 NODE 4 --> 163.151108 sigma out 1act.( 177.87059 sig in 44act.) RANK 7 NODE 37 --> 134.144913 sigma out 1act.( 127.46833 sig in 44act.) RANK 8 NODE 16 --> 128.589798 sigma out 1act.( 131.198227 sig in 44act.) RANK 9 NODE 12 --> 120.366531 sigma out 1act.( 136.017548 sig in 44act.) RANK 10 NODE 25 --> 105.207581 sigma out 1act.( 101.631577 sig in 44act.) RANK 11 NODE 5 --> 100.612297 sigma out 1act.( 84.5784149 sig in 44act.) RANK 12 NODE 17 --> 99.090332 sigma out 1act.( 105.342957 sig in 44act.) RANK 13 NODE 20 --> 88.1315155 sigma out 1act.( 92.1304245 sig in 44act.) RANK 14 NODE 38 --> 84.915657 sigma out 1act.( 79.8622131 sig in 44act.) RANK 15 NODE 31 --> 80.7445908 sigma out 1act.( 80.1418915 sig in 44act.) RANK 16 NODE 32 --> 77.0044403 sigma out 1act.( 76.5053177 sig in 44act.) RANK 17 NODE 40 --> 76.9619904 sigma out 1act.( 85.0527649 sig in 44act.) RANK 18 NODE 3 --> 76.4238663 sigma out 1act.( 85.7454987 sig in 44act.) RANK 19 NODE 22 --> 75.1118088 sigma out 1act.( 75.7248459 sig in 44act.) RANK 20 NODE 19 --> 74.7964172 sigma out 1act.( 87.154686 sig in 44act.) RANK 21 NODE 7 --> 69.1423798 sigma out 1act.( 78.8868637 sig in 44act.) RANK 22 NODE 15 --> 67.1308136 sigma out 1act.( 57.8962173 sig in 44act.) RANK 23 NODE 18 --> 65.9450455 sigma out 1act.( 70.5314102 sig in 44act.) RANK 24 NODE 33 --> 62.004055 sigma out 1act.( 64.1334763 sig in 44act.) RANK 25 NODE 10 --> 59.5887146 sigma out 1act.( 63.665451 sig in 44act.) RANK 26 NODE 11 --> 58.3192062 sigma out 1act.( 61.898304 sig in 44act.) RANK 27 NODE 6 --> 46.5010071 sigma out 1act.( 46.5000496 sig in 44act.) RANK 28 NODE 24 --> 46.4474449 sigma out 1act.( 46.7797318 sig in 44act.) RANK 29 NODE 36 --> 43.4315872 sigma out 1act.( 41.6369286 sig in 44act.) RANK 30 NODE 13 --> 38.1075668 sigma out 1act.( 37.8402252 sig in 44act.) RANK 31 NODE 8 --> 34.4135551 sigma out 1act.( 34.9731979 sig in 44act.) RANK 32 NODE 26 --> 31.8400707 sigma out 1act.( 32.1861649 sig in 44act.) RANK 33 NODE 44 --> 30.4134979 sigma out 1act.( 31.4693146 sig in 44act.) RANK 34 NODE 14 --> 27.0773869 sigma out 1act.( 27.1466656 sig in 44act.) RANK 35 NODE 34 --> 19.9885445 sigma out 1act.( 22.4422379 sig in 44act.) RANK 36 NODE 9 --> 16.1808815 sigma out 1act.( 20.6181355 sig in 44act.) RANK 37 NODE 43 --> 14.5895853 sigma out 1act.( 16.3810291 sig in 44act.) RANK 38 NODE 28 --> 13.573679 sigma out 1act.( 16.1026917 sig in 44act.) RANK 39 NODE 35 --> 12.0594044 sigma out 1act.( 15.5076752 sig in 44act.) RANK 40 NODE 1 --> 10.6790314 sigma out 1act.( 13.5654039 sig in 44act.) RANK 41 NODE 39 --> 7.71626663 sigma out 1act.( 13.0869236 sig in 44act.) RANK 42 NODE 2 --> 7.68120575 sigma out 1act.( 14.2807465 sig in 44act.) RANK 43 NODE 23 --> 6.43315172 sigma out 1act.( 11.5622873 sig in 44act.) RANK 44 NODE 41 --> 1.05816698 sigma out 1act.( 10.9050264 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 577.87793 sigma in 44 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.391205817 *** contribution from regularisation: 0.00310934288 *** contribution from error: -0.394315153 *** contribution from DIAG: 0.000190588922 *********************************************** ENTER BFGS code FG_LNSRCH -391015.226 -0.0351701565 -71.5447159 EXIT FROM BFGS code NEW_X -391015.226 -0.0351701565 -71.5447159 ENTER BFGS code NEW_X -391015.226 -0.0351701565 -71.5447159 EXIT FROM BFGS code FG_LNSRCH 0. -0.0350287147 0. --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.392009109 *** contribution from regularisation: 0.00315466779 *** contribution from error: -0.395163774 *** contribution from DIAG: 0.000161106582 *********************************************** ENTER BFGS code FG_LNSRCH -391848.001 -0.0350287147 -4.17073536 EXIT FROM BFGS code NEW_X -391848.001 -0.0350287147 -4.17073536 ENTER BFGS code NEW_X -391848.001 -0.0350287147 -4.17073536 EXIT FROM BFGS code FG_LNSRCH 0. -0.034712851 0. --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.392829716 *** contribution from regularisation: 0.00318576931 *** contribution from error: -0.396015495 *** contribution from DIAG: 0.000152723034 *********************************************** ENTER BFGS code FG_LNSRCH -392676.99 -0.034712851 -27.8485394 EXIT FROM BFGS code NEW_X -392676.99 -0.034712851 -27.8485394 ENTER BFGS code NEW_X -392676.99 -0.034712851 -27.8485394 EXIT FROM BFGS code FG_LNSRCH 0. -0.0341832265 0. --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.394179791 *** contribution from regularisation: 0.00327039766 *** contribution from error: -0.397450179 *** contribution from DIAG: 0.000154078996 *********************************************** ENTER BFGS code FG_LNSRCH -394025.703 -0.0341832265 65.7224731 EXIT FROM BFGS code NEW_X -394025.703 -0.0341832265 65.7224731 ENTER BFGS code NEW_X -394025.703 -0.0341832265 65.7224731 EXIT FROM BFGS code FG_LNSRCH 0. -0.0334913321 0. --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.395290464 *** contribution from regularisation: 0.00328068086 *** contribution from error: -0.398571134 *** contribution from DIAG: 0.000170826403 *********************************************** ENTER BFGS code FG_LNSRCH -395119.637 -0.0334913321 -43.1804733 EXIT FROM BFGS code NEW_X -395119.637 -0.0334913321 -43.1804733 ENTER BFGS code NEW_X -395119.637 -0.0334913321 -43.1804733 EXIT FROM BFGS code FG_LNSRCH 0. -0.0334326923 0. --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.396638632 *** contribution from regularisation: 0.00307431049 *** contribution from error: -0.39971295 *** contribution from DIAG: 0.00017120516 *********************************************** ENTER BFGS code FG_LNSRCH -396467.434 -0.0334326923 33.2017517 EXIT FROM BFGS code NEW_X -396467.434 -0.0334326923 33.2017517 ENTER BFGS code NEW_X -396467.434 -0.0334326923 33.2017517 EXIT FROM BFGS code FG_LNSRCH 0. -0.0331886485 0. --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.397965133 *** contribution from regularisation: 0.00312381727 *** contribution from error: -0.401088953 *** contribution from DIAG: 0.000183379016 *********************************************** ENTER BFGS code FG_LNSRCH -397781.768 -0.0331886485 101.788345 EXIT FROM BFGS code NEW_X -397781.768 -0.0331886485 101.788345 ENTER BFGS code NEW_X -397781.768 -0.0331886485 101.788345 EXIT FROM BFGS code FG_LNSRCH 0. -0.0327468626 0. --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.399054497 *** contribution from regularisation: 0.00311047747 *** contribution from error: -0.402164966 *** contribution from DIAG: 0.000185524696 *********************************************** ENTER BFGS code FG_LNSRCH -398868.966 -0.0327468626 142.119843 EXIT FROM BFGS code NEW_X -398868.966 -0.0327468626 142.119843 ENTER BFGS code NEW_X -398868.966 -0.0327468626 142.119843 EXIT FROM BFGS code FG_LNSRCH 0. -0.0308737792 0. --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.400337696 *** contribution from regularisation: 0.00327105634 *** contribution from error: -0.403608739 *** contribution from DIAG: 0.000191030194 *********************************************** ENTER BFGS code FG_LNSRCH -400146.657 -0.0308737792 -34.8140869 EXIT FROM BFGS code NEW_X -400146.657 -0.0308737792 -34.8140869 ENTER BFGS code NEW_X -400146.657 -0.0308737792 -34.8140869 EXIT FROM BFGS code FG_LNSRCH 0. -0.0298352931 0. --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.40169543 *** contribution from regularisation: 0.00320108002 *** contribution from error: -0.404896498 *** contribution from DIAG: 0.000194679276 *********************************************** ENTER BFGS code FG_LNSRCH -401500.747 -0.0298352931 49.1886368 EXIT FROM BFGS code NEW_X -401500.747 -0.0298352931 49.1886368 ENTER BFGS code NEW_X -401500.747 -0.0298352931 49.1886368 EXIT FROM BFGS code FG_LNSRCH 0. -0.0296855029 0. --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 395.034271 sigma out 44 active outputs RANK 2 NODE 5 --> 329.21228 sigma out 44 active outputs RANK 3 NODE 3 --> 301.366394 sigma out 44 active outputs RANK 4 NODE 4 --> 228.529236 sigma out 44 active outputs RANK 5 NODE 2 --> 226.156631 sigma out 44 active outputs RANK 6 NODE 1 --> 216.069809 sigma out 44 active outputs RANK 7 NODE 6 --> 205.759918 sigma out 44 active outputs RANK 8 NODE 8 --> 171.951782 sigma out 44 active outputs RANK 9 NODE 11 --> 159.941544 sigma out 44 active outputs RANK 10 NODE 10 --> 155.449005 sigma out 44 active outputs RANK 11 NODE 18 --> 154.345901 sigma out 44 active outputs RANK 12 NODE 12 --> 118.837593 sigma out 44 active outputs RANK 13 NODE 9 --> 118.663383 sigma out 44 active outputs RANK 14 NODE 13 --> 114.638298 sigma out 44 active outputs RANK 15 NODE 15 --> 101.516624 sigma out 44 active outputs RANK 16 NODE 21 --> 84.5255127 sigma out 44 active outputs RANK 17 NODE 16 --> 84.1087875 sigma out 44 active outputs RANK 18 NODE 22 --> 75.2337952 sigma out 44 active outputs RANK 19 NODE 19 --> 73.7173691 sigma out 44 active outputs RANK 20 NODE 20 --> 69.2125168 sigma out 44 active outputs RANK 21 NODE 17 --> 65.4846115 sigma out 44 active outputs RANK 22 NODE 14 --> 64.7534561 sigma out 44 active outputs RANK 23 NODE 23 --> 61.1306725 sigma out 44 active outputs RANK 24 NODE 24 --> 56.2195435 sigma out 44 active outputs RANK 25 NODE 26 --> 52.6543427 sigma out 44 active outputs RANK 26 NODE 25 --> 47.9555206 sigma out 44 active outputs RANK 27 NODE 31 --> 42.7816315 sigma out 44 active outputs RANK 28 NODE 28 --> 42.2811203 sigma out 44 active outputs RANK 29 NODE 30 --> 41.0252609 sigma out 44 active outputs RANK 30 NODE 29 --> 39.6710052 sigma out 44 active outputs RANK 31 NODE 40 --> 38.927372 sigma out 44 active outputs RANK 32 NODE 33 --> 38.4158134 sigma out 44 active outputs RANK 33 NODE 34 --> 34.1935806 sigma out 44 active outputs RANK 34 NODE 36 --> 33.7342682 sigma out 44 active outputs RANK 35 NODE 27 --> 31.8303165 sigma out 44 active outputs RANK 36 NODE 37 --> 28.1494732 sigma out 44 active outputs RANK 37 NODE 39 --> 27.5209827 sigma out 44 active outputs RANK 38 NODE 42 --> 27.1038895 sigma out 44 active outputs RANK 39 NODE 32 --> 25.2195015 sigma out 44 active outputs RANK 40 NODE 38 --> 24.7910252 sigma out 44 active outputs RANK 41 NODE 35 --> 24.39468 sigma out 44 active outputs RANK 42 NODE 41 --> 20.9817657 sigma out 44 active outputs RANK 43 NODE 44 --> 16.4894505 sigma out 44 active outputs RANK 44 NODE 43 --> 15.5606689 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 491.7789 sigma in 44act. ( 417.568756 sig out 1act.) RANK 2 NODE 42 --> 268.176361 sigma in 44act. ( 260.129883 sig out 1act.) RANK 3 NODE 21 --> 265.16275 sigma in 44act. ( 236.071838 sig out 1act.) RANK 4 NODE 16 --> 223.439255 sigma in 44act. ( 212.661133 sig out 1act.) RANK 5 NODE 30 --> 218.62236 sigma in 44act. ( 213.307632 sig out 1act.) RANK 6 NODE 37 --> 213.112411 sigma in 44act. ( 211.27507 sig out 1act.) RANK 7 NODE 27 --> 170.583679 sigma in 44act. ( 163.724426 sig out 1act.) RANK 8 NODE 12 --> 167.067581 sigma in 44act. ( 144.826859 sig out 1act.) RANK 9 NODE 4 --> 152.114227 sigma in 44act. ( 148.336929 sig out 1act.) RANK 10 NODE 22 --> 128.620361 sigma in 44act. ( 132.156097 sig out 1act.) RANK 11 NODE 25 --> 127.852943 sigma in 44act. ( 129.823776 sig out 1act.) RANK 12 NODE 31 --> 125.392006 sigma in 44act. ( 124.772377 sig out 1act.) RANK 13 NODE 38 --> 125.270531 sigma in 44act. ( 138.754074 sig out 1act.) RANK 14 NODE 20 --> 113.816887 sigma in 44act. ( 113.382378 sig out 1act.) RANK 15 NODE 5 --> 109.727364 sigma in 44act. ( 128.19075 sig out 1act.) RANK 16 NODE 19 --> 95.9011459 sigma in 44act. ( 85.3531265 sig out 1act.) RANK 17 NODE 17 --> 93.8115005 sigma in 44act. ( 90.6174698 sig out 1act.) RANK 18 NODE 40 --> 91.7436523 sigma in 44act. ( 85.3020706 sig out 1act.) RANK 19 NODE 3 --> 90.5890427 sigma in 44act. ( 82.7876053 sig out 1act.) RANK 20 NODE 15 --> 71.6375656 sigma in 44act. ( 85.3216934 sig out 1act.) RANK 21 NODE 18 --> 68.6685791 sigma in 44act. ( 64.8867798 sig out 1act.) RANK 22 NODE 32 --> 65.3923645 sigma in 44act. ( 65.4886398 sig out 1act.) RANK 23 NODE 33 --> 64.6554871 sigma in 44act. ( 62.7881165 sig out 1act.) RANK 24 NODE 10 --> 62.2195969 sigma in 44act. ( 60.584198 sig out 1act.) RANK 25 NODE 7 --> 61.3995667 sigma in 44act. ( 60.2954674 sig out 1act.) RANK 26 NODE 11 --> 58.8541527 sigma in 44act. ( 55.7571182 sig out 1act.) RANK 27 NODE 24 --> 49.3808746 sigma in 44act. ( 48.510891 sig out 1act.) RANK 28 NODE 26 --> 38.0343704 sigma in 44act. ( 40.5848694 sig out 1act.) RANK 29 NODE 13 --> 29.4928951 sigma in 44act. ( 31.66329 sig out 1act.) RANK 30 NODE 36 --> 27.3430405 sigma in 44act. ( 28.1605263 sig out 1act.) RANK 31 NODE 44 --> 27.151228 sigma in 44act. ( 25.8579025 sig out 1act.) RANK 32 NODE 6 --> 25.6037598 sigma in 44act. ( 25.3221512 sig out 1act.) RANK 33 NODE 9 --> 23.1919327 sigma in 44act. ( 21.1460495 sig out 1act.) RANK 34 NODE 34 --> 21.5776272 sigma in 44act. ( 19.2344742 sig out 1act.) RANK 35 NODE 28 --> 21.3272076 sigma in 44act. ( 19.7454224 sig out 1act.) RANK 36 NODE 14 --> 20.7000732 sigma in 44act. ( 20.4801979 sig out 1act.) RANK 37 NODE 35 --> 19.600317 sigma in 44act. ( 18.7896729 sig out 1act.) RANK 38 NODE 8 --> 17.303587 sigma in 44act. ( 14.6252613 sig out 1act.) RANK 39 NODE 43 --> 17.149477 sigma in 44act. ( 15.0364923 sig out 1act.) RANK 40 NODE 2 --> 16.6039562 sigma in 44act. ( 13.1441984 sig out 1act.) RANK 41 NODE 1 --> 15.7169943 sigma in 44act. ( 14.2289762 sig out 1act.) RANK 42 NODE 23 --> 10.4763041 sigma in 44act. ( 6.85363913 sig out 1act.) RANK 43 NODE 41 --> 9.56823921 sigma in 44act. ( 2.61655903 sig out 1act.) RANK 44 NODE 39 --> 9.26927471 sigma in 44act. ( 2.72288585 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 417.568756 sigma out 1act.( 491.7789 sig in 44act.) RANK 2 NODE 42 --> 260.129883 sigma out 1act.( 268.176361 sig in 44act.) RANK 3 NODE 21 --> 236.071838 sigma out 1act.( 265.16275 sig in 44act.) RANK 4 NODE 30 --> 213.307632 sigma out 1act.( 218.62236 sig in 44act.) RANK 5 NODE 16 --> 212.661133 sigma out 1act.( 223.439255 sig in 44act.) RANK 6 NODE 37 --> 211.27507 sigma out 1act.( 213.112411 sig in 44act.) RANK 7 NODE 27 --> 163.724426 sigma out 1act.( 170.583679 sig in 44act.) RANK 8 NODE 4 --> 148.336929 sigma out 1act.( 152.114227 sig in 44act.) RANK 9 NODE 12 --> 144.826859 sigma out 1act.( 167.067581 sig in 44act.) RANK 10 NODE 38 --> 138.754074 sigma out 1act.( 125.270531 sig in 44act.) RANK 11 NODE 22 --> 132.156097 sigma out 1act.( 128.620361 sig in 44act.) RANK 12 NODE 25 --> 129.823776 sigma out 1act.( 127.852943 sig in 44act.) RANK 13 NODE 5 --> 128.19075 sigma out 1act.( 109.727364 sig in 44act.) RANK 14 NODE 31 --> 124.772377 sigma out 1act.( 125.392006 sig in 44act.) RANK 15 NODE 20 --> 113.382378 sigma out 1act.( 113.816887 sig in 44act.) RANK 16 NODE 17 --> 90.6174698 sigma out 1act.( 93.8115005 sig in 44act.) RANK 17 NODE 19 --> 85.3531265 sigma out 1act.( 95.9011459 sig in 44act.) RANK 18 NODE 15 --> 85.3216934 sigma out 1act.( 71.6375656 sig in 44act.) RANK 19 NODE 40 --> 85.3020706 sigma out 1act.( 91.7436523 sig in 44act.) RANK 20 NODE 3 --> 82.7876053 sigma out 1act.( 90.5890427 sig in 44act.) RANK 21 NODE 32 --> 65.4886398 sigma out 1act.( 65.3923645 sig in 44act.) RANK 22 NODE 18 --> 64.8867798 sigma out 1act.( 68.6685791 sig in 44act.) RANK 23 NODE 33 --> 62.7881165 sigma out 1act.( 64.6554871 sig in 44act.) RANK 24 NODE 10 --> 60.584198 sigma out 1act.( 62.2195969 sig in 44act.) RANK 25 NODE 7 --> 60.2954674 sigma out 1act.( 61.3995667 sig in 44act.) RANK 26 NODE 11 --> 55.7571182 sigma out 1act.( 58.8541527 sig in 44act.) RANK 27 NODE 24 --> 48.510891 sigma out 1act.( 49.3808746 sig in 44act.) RANK 28 NODE 26 --> 40.5848694 sigma out 1act.( 38.0343704 sig in 44act.) RANK 29 NODE 13 --> 31.66329 sigma out 1act.( 29.4928951 sig in 44act.) RANK 30 NODE 36 --> 28.1605263 sigma out 1act.( 27.3430405 sig in 44act.) RANK 31 NODE 44 --> 25.8579025 sigma out 1act.( 27.151228 sig in 44act.) RANK 32 NODE 6 --> 25.3221512 sigma out 1act.( 25.6037598 sig in 44act.) RANK 33 NODE 9 --> 21.1460495 sigma out 1act.( 23.1919327 sig in 44act.) RANK 34 NODE 14 --> 20.4801979 sigma out 1act.( 20.7000732 sig in 44act.) RANK 35 NODE 28 --> 19.7454224 sigma out 1act.( 21.3272076 sig in 44act.) RANK 36 NODE 34 --> 19.2344742 sigma out 1act.( 21.5776272 sig in 44act.) RANK 37 NODE 35 --> 18.7896729 sigma out 1act.( 19.600317 sig in 44act.) RANK 38 NODE 43 --> 15.0364923 sigma out 1act.( 17.149477 sig in 44act.) RANK 39 NODE 8 --> 14.6252613 sigma out 1act.( 17.303587 sig in 44act.) RANK 40 NODE 1 --> 14.2289762 sigma out 1act.( 15.7169943 sig in 44act.) RANK 41 NODE 2 --> 13.1441984 sigma out 1act.( 16.6039562 sig in 44act.) RANK 42 NODE 23 --> 6.85363913 sigma out 1act.( 10.4763041 sig in 44act.) RANK 43 NODE 39 --> 2.72288585 sigma out 1act.( 9.26927471 sig in 44act.) RANK 44 NODE 41 --> 2.61655903 sigma out 1act.( 9.56823921 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 819.183228 sigma in 44 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.402637035 *** contribution from regularisation: 0.00310378964 *** contribution from error: -0.405740827 *** contribution from DIAG: 0.000191251369 *********************************************** ENTER BFGS code FG_LNSRCH -402445.796 -0.0296855029 -15.921463 EXIT FROM BFGS code NEW_X -402445.796 -0.0296855029 -15.921463 ENTER BFGS code NEW_X -402445.796 -0.0296855029 -15.921463 EXIT FROM BFGS code FG_LNSRCH 0. -0.0292202886 0. --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.403456271 *** contribution from regularisation: 0.00313908677 *** contribution from error: -0.406595349 *** contribution from DIAG: 0.000189560815 *********************************************** ENTER BFGS code FG_LNSRCH -403266.698 -0.0292202886 69.1002121 EXIT FROM BFGS code NEW_X -403266.698 -0.0292202886 69.1002121 ENTER BFGS code NEW_X -403266.698 -0.0292202886 69.1002121 EXIT FROM BFGS code FG_LNSRCH 0. -0.0284127053 0. --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.404028803 *** contribution from regularisation: 0.00316035165 *** contribution from error: -0.407189161 *** contribution from DIAG: 0.000187325393 *********************************************** ENTER BFGS code FG_LNSRCH -403841.479 -0.0284127053 -84.335907 EXIT FROM BFGS code NEW_X -403841.479 -0.0284127053 -84.335907 ENTER BFGS code NEW_X -403841.479 -0.0284127053 -84.335907 EXIT FROM BFGS code FG_LNSRCH 0. -0.027929157 0. --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.404725432 *** contribution from regularisation: 0.00316023617 *** contribution from error: -0.407885671 *** contribution from DIAG: 0.000183093594 *********************************************** ENTER BFGS code FG_LNSRCH -404542.331 -0.027929157 -34.5324249 EXIT FROM BFGS code NEW_X -404542.331 -0.027929157 -34.5324249 ENTER BFGS code NEW_X -404542.331 -0.027929157 -34.5324249 EXIT FROM BFGS code FG_LNSRCH 0. -0.0263362862 0. --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.406083703 *** contribution from regularisation: 0.00324733625 *** contribution from error: -0.409331053 *** contribution from DIAG: 0.00017621665 *********************************************** ENTER BFGS code FG_LNSRCH -405907.482 -0.0263362862 -21.8622456 EXIT FROM BFGS code NEW_X -405907.482 -0.0263362862 -21.8622456 ENTER BFGS code NEW_X -405907.482 -0.0263362862 -21.8622456 EXIT FROM BFGS code FG_LNSRCH 0. -0.025584273 0. --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.406258911 *** contribution from regularisation: 0.00320560439 *** contribution from error: -0.409464508 *** contribution from DIAG: 0.00016973466 *********************************************** ENTER BFGS code FG_LNSRCH -406089.17 -0.025584273 80.228447 EXIT FROM BFGS code NEW_X -406089.17 -0.025584273 80.228447 ENTER BFGS code NEW_X -406089.17 -0.025584273 80.228447 EXIT FROM BFGS code FG_LNSRCH 0. -0.0256287772 0. --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.407199264 *** contribution from regularisation: 0.00312210969 *** contribution from error: -0.410321385 *** contribution from DIAG: 0.000170573796 *********************************************** ENTER BFGS code FG_LNSRCH -407028.699 -0.0256287772 40.8517456 EXIT FROM BFGS code NEW_X -407028.699 -0.0256287772 40.8517456 ENTER BFGS code NEW_X -407028.699 -0.0256287772 40.8517456 EXIT FROM BFGS code FG_LNSRCH 0. -0.0255497731 0. --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.407505691 *** contribution from regularisation: 0.0031395515 *** contribution from error: -0.410645247 *** contribution from DIAG: 0.000170937899 *********************************************** ENTER BFGS code FG_LNSRCH -407334.76 -0.0255497731 11.5285988 EXIT FROM BFGS code NEW_X -407334.76 -0.0255497731 11.5285988 ENTER BFGS code NEW_X -407334.76 -0.0255497731 11.5285988 EXIT FROM BFGS code FG_LNSRCH 0. -0.0253334735 0. --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.407875121 *** contribution from regularisation: 0.00315457 *** contribution from error: -0.411029696 *** contribution from DIAG: 0.000168873754 *********************************************** ENTER BFGS code FG_LNSRCH -407706.259 -0.0253334735 41.592289 EXIT FROM BFGS code NEW_X -407706.259 -0.0253334735 41.592289 ENTER BFGS code NEW_X -407706.259 -0.0253334735 41.592289 EXIT FROM BFGS code FG_LNSRCH 0. -0.0247377194 0. --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.40842396 *** contribution from regularisation: 0.00317196315 *** contribution from error: -0.411595911 *** contribution from DIAG: 0.000165924896 *********************************************** ENTER BFGS code FG_LNSRCH -408258.032 -0.0247377194 -10.5551786 EXIT FROM BFGS code NEW_X -408258.032 -0.0247377194 -10.5551786 ENTER BFGS code NEW_X -408258.032 -0.0247377194 -10.5551786 EXIT FROM BFGS code FG_LNSRCH 0. -0.0237763226 0. --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 430.693024 sigma out 44 active outputs RANK 2 NODE 5 --> 315.905182 sigma out 44 active outputs RANK 3 NODE 1 --> 314.461365 sigma out 44 active outputs RANK 4 NODE 3 --> 288.898743 sigma out 44 active outputs RANK 5 NODE 2 --> 231.95108 sigma out 44 active outputs RANK 6 NODE 6 --> 223.852859 sigma out 44 active outputs RANK 7 NODE 4 --> 219.154907 sigma out 44 active outputs RANK 8 NODE 8 --> 204.153412 sigma out 44 active outputs RANK 9 NODE 10 --> 202.981354 sigma out 44 active outputs RANK 10 NODE 11 --> 184.259628 sigma out 44 active outputs RANK 11 NODE 18 --> 174.18483 sigma out 44 active outputs RANK 12 NODE 12 --> 156.531479 sigma out 44 active outputs RANK 13 NODE 13 --> 148.376801 sigma out 44 active outputs RANK 14 NODE 9 --> 141.551865 sigma out 44 active outputs RANK 15 NODE 15 --> 103.569389 sigma out 44 active outputs RANK 16 NODE 21 --> 95.6911011 sigma out 44 active outputs RANK 17 NODE 22 --> 86.5806656 sigma out 44 active outputs RANK 18 NODE 16 --> 85.5478973 sigma out 44 active outputs RANK 19 NODE 20 --> 84.0143738 sigma out 44 active outputs RANK 20 NODE 23 --> 83.835762 sigma out 44 active outputs RANK 21 NODE 19 --> 81.1143341 sigma out 44 active outputs RANK 22 NODE 26 --> 77.8488846 sigma out 44 active outputs RANK 23 NODE 17 --> 67.8497009 sigma out 44 active outputs RANK 24 NODE 31 --> 63.7957268 sigma out 44 active outputs RANK 25 NODE 14 --> 63.623333 sigma out 44 active outputs RANK 26 NODE 24 --> 57.9414635 sigma out 44 active outputs RANK 27 NODE 33 --> 48.3660622 sigma out 44 active outputs RANK 28 NODE 28 --> 47.7375755 sigma out 44 active outputs RANK 29 NODE 25 --> 47.6355858 sigma out 44 active outputs RANK 30 NODE 30 --> 47.4781876 sigma out 44 active outputs RANK 31 NODE 34 --> 38.7878532 sigma out 44 active outputs RANK 32 NODE 36 --> 38.5974922 sigma out 44 active outputs RANK 33 NODE 29 --> 38.2776222 sigma out 44 active outputs RANK 34 NODE 40 --> 37.1869774 sigma out 44 active outputs RANK 35 NODE 27 --> 29.515995 sigma out 44 active outputs RANK 36 NODE 39 --> 29.0375023 sigma out 44 active outputs RANK 37 NODE 37 --> 27.0599861 sigma out 44 active outputs RANK 38 NODE 32 --> 24.0509453 sigma out 44 active outputs RANK 39 NODE 35 --> 23.1639194 sigma out 44 active outputs RANK 40 NODE 41 --> 22.3258114 sigma out 44 active outputs RANK 41 NODE 38 --> 21.4797535 sigma out 44 active outputs RANK 42 NODE 42 --> 17.8548527 sigma out 44 active outputs RANK 43 NODE 44 --> 15.3212967 sigma out 44 active outputs RANK 44 NODE 43 --> 15.2285004 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 556.326599 sigma in 44act. ( 473.88031 sig out 1act.) RANK 2 NODE 42 --> 345.703522 sigma in 44act. ( 323.033234 sig out 1act.) RANK 3 NODE 16 --> 281.334412 sigma in 44act. ( 243.679993 sig out 1act.) RANK 4 NODE 37 --> 225.994812 sigma in 44act. ( 216.015884 sig out 1act.) RANK 5 NODE 21 --> 217.462265 sigma in 44act. ( 207.992767 sig out 1act.) RANK 6 NODE 22 --> 208.356598 sigma in 44act. ( 204.152664 sig out 1act.) RANK 7 NODE 12 --> 184.870453 sigma in 44act. ( 161.12175 sig out 1act.) RANK 8 NODE 30 --> 178.43367 sigma in 44act. ( 170.874817 sig out 1act.) RANK 9 NODE 31 --> 151.834351 sigma in 44act. ( 157.763885 sig out 1act.) RANK 10 NODE 38 --> 143.09491 sigma in 44act. ( 156.131592 sig out 1act.) RANK 11 NODE 27 --> 142.471191 sigma in 44act. ( 140.551468 sig out 1act.) RANK 12 NODE 5 --> 139.914963 sigma in 44act. ( 158.833374 sig out 1act.) RANK 13 NODE 25 --> 132.029327 sigma in 44act. ( 130.893341 sig out 1act.) RANK 14 NODE 3 --> 120.998146 sigma in 44act. ( 112.455948 sig out 1act.) RANK 15 NODE 17 --> 112.59465 sigma in 44act. ( 108.166389 sig out 1act.) RANK 16 NODE 4 --> 112.163544 sigma in 44act. ( 110.962738 sig out 1act.) RANK 17 NODE 19 --> 107.861404 sigma in 44act. ( 95.9808502 sig out 1act.) RANK 18 NODE 40 --> 98.5255585 sigma in 44act. ( 92.3228912 sig out 1act.) RANK 19 NODE 15 --> 91.1546021 sigma in 44act. ( 107.233315 sig out 1act.) RANK 20 NODE 20 --> 91.0060806 sigma in 44act. ( 94.1873627 sig out 1act.) RANK 21 NODE 18 --> 76.5320969 sigma in 44act. ( 72.6720428 sig out 1act.) RANK 22 NODE 10 --> 71.6296387 sigma in 44act. ( 67.6133728 sig out 1act.) RANK 23 NODE 33 --> 65.9096909 sigma in 44act. ( 61.7921181 sig out 1act.) RANK 24 NODE 11 --> 64.1672974 sigma in 44act. ( 58.9802437 sig out 1act.) RANK 25 NODE 32 --> 53.2942657 sigma in 44act. ( 52.4563179 sig out 1act.) RANK 26 NODE 7 --> 52.7242203 sigma in 44act. ( 53.4460373 sig out 1act.) RANK 27 NODE 26 --> 43.5812836 sigma in 44act. ( 47.545578 sig out 1act.) RANK 28 NODE 24 --> 42.5198479 sigma in 44act. ( 42.1273918 sig out 1act.) RANK 29 NODE 34 --> 33.5453835 sigma in 44act. ( 31.1564827 sig out 1act.) RANK 30 NODE 35 --> 31.1679935 sigma in 44act. ( 32.723629 sig out 1act.) RANK 31 NODE 13 --> 30.6442261 sigma in 44act. ( 33.9928856 sig out 1act.) RANK 32 NODE 9 --> 30.505003 sigma in 44act. ( 30.1118507 sig out 1act.) RANK 33 NODE 44 --> 26.29533 sigma in 44act. ( 25.363308 sig out 1act.) RANK 34 NODE 1 --> 22.2432556 sigma in 44act. ( 21.5396385 sig out 1act.) RANK 35 NODE 28 --> 21.868494 sigma in 44act. ( 20.4124298 sig out 1act.) RANK 36 NODE 36 --> 21.6338558 sigma in 44act. ( 21.5368156 sig out 1act.) RANK 37 NODE 6 --> 19.4756126 sigma in 44act. ( 18.4030132 sig out 1act.) RANK 38 NODE 2 --> 15.7500458 sigma in 44act. ( 12.6818686 sig out 1act.) RANK 39 NODE 14 --> 15.1708775 sigma in 44act. ( 13.600811 sig out 1act.) RANK 40 NODE 43 --> 14.824564 sigma in 44act. ( 12.9083204 sig out 1act.) RANK 41 NODE 23 --> 13.4374218 sigma in 44act. ( 11.1047287 sig out 1act.) RANK 42 NODE 39 --> 12.3604326 sigma in 44act. ( 9.63052559 sig out 1act.) RANK 43 NODE 8 --> 11.0165482 sigma in 44act. ( 6.89573002 sig out 1act.) RANK 44 NODE 41 --> 8.74073219 sigma in 44act. ( 1.79538846 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 473.88031 sigma out 1act.( 556.326599 sig in 44act.) RANK 2 NODE 42 --> 323.033234 sigma out 1act.( 345.703522 sig in 44act.) RANK 3 NODE 16 --> 243.679993 sigma out 1act.( 281.334412 sig in 44act.) RANK 4 NODE 37 --> 216.015884 sigma out 1act.( 225.994812 sig in 44act.) RANK 5 NODE 21 --> 207.992767 sigma out 1act.( 217.462265 sig in 44act.) RANK 6 NODE 22 --> 204.152664 sigma out 1act.( 208.356598 sig in 44act.) RANK 7 NODE 30 --> 170.874817 sigma out 1act.( 178.43367 sig in 44act.) RANK 8 NODE 12 --> 161.12175 sigma out 1act.( 184.870453 sig in 44act.) RANK 9 NODE 5 --> 158.833374 sigma out 1act.( 139.914963 sig in 44act.) RANK 10 NODE 31 --> 157.763885 sigma out 1act.( 151.834351 sig in 44act.) RANK 11 NODE 38 --> 156.131592 sigma out 1act.( 143.09491 sig in 44act.) RANK 12 NODE 27 --> 140.551468 sigma out 1act.( 142.471191 sig in 44act.) RANK 13 NODE 25 --> 130.893341 sigma out 1act.( 132.029327 sig in 44act.) RANK 14 NODE 3 --> 112.455948 sigma out 1act.( 120.998146 sig in 44act.) RANK 15 NODE 4 --> 110.962738 sigma out 1act.( 112.163544 sig in 44act.) RANK 16 NODE 17 --> 108.166389 sigma out 1act.( 112.59465 sig in 44act.) RANK 17 NODE 15 --> 107.233315 sigma out 1act.( 91.1546021 sig in 44act.) RANK 18 NODE 19 --> 95.9808502 sigma out 1act.( 107.861404 sig in 44act.) RANK 19 NODE 20 --> 94.1873627 sigma out 1act.( 91.0060806 sig in 44act.) RANK 20 NODE 40 --> 92.3228912 sigma out 1act.( 98.5255585 sig in 44act.) RANK 21 NODE 18 --> 72.6720428 sigma out 1act.( 76.5320969 sig in 44act.) RANK 22 NODE 10 --> 67.6133728 sigma out 1act.( 71.6296387 sig in 44act.) RANK 23 NODE 33 --> 61.7921181 sigma out 1act.( 65.9096909 sig in 44act.) RANK 24 NODE 11 --> 58.9802437 sigma out 1act.( 64.1672974 sig in 44act.) RANK 25 NODE 7 --> 53.4460373 sigma out 1act.( 52.7242203 sig in 44act.) RANK 26 NODE 32 --> 52.4563179 sigma out 1act.( 53.2942657 sig in 44act.) RANK 27 NODE 26 --> 47.545578 sigma out 1act.( 43.5812836 sig in 44act.) RANK 28 NODE 24 --> 42.1273918 sigma out 1act.( 42.5198479 sig in 44act.) RANK 29 NODE 13 --> 33.9928856 sigma out 1act.( 30.6442261 sig in 44act.) RANK 30 NODE 35 --> 32.723629 sigma out 1act.( 31.1679935 sig in 44act.) RANK 31 NODE 34 --> 31.1564827 sigma out 1act.( 33.5453835 sig in 44act.) RANK 32 NODE 9 --> 30.1118507 sigma out 1act.( 30.505003 sig in 44act.) RANK 33 NODE 44 --> 25.363308 sigma out 1act.( 26.29533 sig in 44act.) RANK 34 NODE 1 --> 21.5396385 sigma out 1act.( 22.2432556 sig in 44act.) RANK 35 NODE 36 --> 21.5368156 sigma out 1act.( 21.6338558 sig in 44act.) RANK 36 NODE 28 --> 20.4124298 sigma out 1act.( 21.868494 sig in 44act.) RANK 37 NODE 6 --> 18.4030132 sigma out 1act.( 19.4756126 sig in 44act.) RANK 38 NODE 14 --> 13.600811 sigma out 1act.( 15.1708775 sig in 44act.) RANK 39 NODE 43 --> 12.9083204 sigma out 1act.( 14.824564 sig in 44act.) RANK 40 NODE 2 --> 12.6818686 sigma out 1act.( 15.7500458 sig in 44act.) RANK 41 NODE 23 --> 11.1047287 sigma out 1act.( 13.4374218 sig in 44act.) RANK 42 NODE 39 --> 9.63052559 sigma out 1act.( 12.3604326 sig in 44act.) RANK 43 NODE 8 --> 6.89573002 sigma out 1act.( 11.0165482 sig in 44act.) RANK 44 NODE 41 --> 1.79538846 sigma out 1act.( 8.74073219 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 891.741882 sigma in 44 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.408889025 *** contribution from regularisation: 0.00319878967 *** contribution from error: -0.412087828 *** contribution from DIAG: 0.000163077304 *********************************************** ENTER BFGS code FG_LNSRCH -408725.961 -0.0237763226 167.789627 EXIT FROM BFGS code NEW_X -408725.961 -0.0237763226 167.789627 ENTER BFGS code NEW_X -408725.961 -0.0237763226 167.789627 EXIT FROM BFGS code FG_LNSRCH 0. -0.0234789662 0. --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.409385502 *** contribution from regularisation: 0.00315321749 *** contribution from error: -0.412538707 *** contribution from DIAG: 0.000160232914 *********************************************** ENTER BFGS code FG_LNSRCH -409225.256 -0.0234789662 75.2893524 EXIT FROM BFGS code NEW_X -409225.256 -0.0234789662 75.2893524 ENTER BFGS code NEW_X -409225.256 -0.0234789662 75.2893524 EXIT FROM BFGS code FG_LNSRCH 0. -0.022989681 0. --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.409759223 *** contribution from regularisation: 0.00315548247 *** contribution from error: -0.412914693 *** contribution from DIAG: 0.000157287315 *********************************************** ENTER BFGS code FG_LNSRCH -409601.946 -0.022989681 14.5684052 EXIT FROM BFGS code NEW_X -409601.946 -0.022989681 14.5684052 ENTER BFGS code NEW_X -409601.946 -0.022989681 14.5684052 EXIT FROM BFGS code FG_LNSRCH 0. -0.0221355129 0. --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.410251141 *** contribution from regularisation: 0.00316601084 *** contribution from error: -0.413417161 *** contribution from DIAG: 0.000159290299 *********************************************** ENTER BFGS code FG_LNSRCH -410091.86 -0.0221355129 -43.5659103 EXIT FROM BFGS code NEW_X -410091.86 -0.0221355129 -43.5659103 ENTER BFGS code NEW_X -410091.86 -0.0221355129 -43.5659103 EXIT FROM BFGS code FG_LNSRCH 0. -0.0203875564 0. --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.41030556 *** contribution from regularisation: 0.00319523737 *** contribution from error: -0.413500786 *** contribution from DIAG: 0.000156778566 *********************************************** ENTER BFGS code FG_LNSRCH -410148.794 -0.0203875564 131.018753 EXIT FROM BFGS code FG_LNSRCH 0. -0.0212544147 0. --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.41072005 *** contribution from regularisation: 0.00313727139 *** contribution from error: -0.413857311 *** contribution from DIAG: 0.000154239315 *********************************************** ENTER BFGS code FG_LNSRCH -410565.81 -0.0212544147 42.091835 EXIT FROM BFGS code NEW_X -410565.81 -0.0212544147 42.091835 ENTER BFGS code NEW_X -410565.81 -0.0212544147 42.091835 EXIT FROM BFGS code FG_LNSRCH 0. -0.0200091936 0. --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.411342263 *** contribution from regularisation: 0.00319097168 *** contribution from error: -0.414533228 *** contribution from DIAG: 0.000161850374 *********************************************** ENTER BFGS code FG_LNSRCH -411180.418 -0.0200091936 -60.7986336 EXIT FROM BFGS code NEW_X -411180.418 -0.0200091936 -60.7986336 ENTER BFGS code NEW_X -411180.418 -0.0200091936 -60.7986336 EXIT FROM BFGS code FG_LNSRCH 0. -0.0193159133 0. --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.411885589 *** contribution from regularisation: 0.00318549457 *** contribution from error: -0.41507107 *** contribution from DIAG: 0.00016230678 *********************************************** ENTER BFGS code FG_LNSRCH -411723.286 -0.0193159133 48.7590485 EXIT FROM BFGS code NEW_X -411723.286 -0.0193159133 48.7590485 ENTER BFGS code NEW_X -411723.286 -0.0193159133 48.7590485 EXIT FROM BFGS code FG_LNSRCH 0. -0.0179304425 0. --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.412475944 *** contribution from regularisation: 0.00321568851 *** contribution from error: -0.415691644 *** contribution from DIAG: 0.000162052398 *********************************************** ENTER BFGS code FG_LNSRCH -412313.904 -0.0179304425 27.3581696 EXIT FROM BFGS code NEW_X -412313.904 -0.0179304425 27.3581696 ENTER BFGS code NEW_X -412313.904 -0.0179304425 27.3581696 EXIT FROM BFGS code FG_LNSRCH 0. -0.0168963075 0. --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.413029492 *** contribution from regularisation: 0.0032047932 *** contribution from error: -0.416234285 *** contribution from DIAG: 0.000161036223 *********************************************** ENTER BFGS code FG_LNSRCH -412868.463 -0.0168963075 207.387085 EXIT FROM BFGS code NEW_X -412868.463 -0.0168963075 207.387085 ENTER BFGS code NEW_X -412868.463 -0.0168963075 207.387085 EXIT FROM BFGS code FG_LNSRCH 0. -0.0159118008 0. --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 468.070099 sigma out 44 active outputs RANK 2 NODE 1 --> 393.138702 sigma out 44 active outputs RANK 3 NODE 5 --> 317.713623 sigma out 44 active outputs RANK 4 NODE 3 --> 311.297882 sigma out 44 active outputs RANK 5 NODE 2 --> 255.388428 sigma out 44 active outputs RANK 6 NODE 8 --> 242.021042 sigma out 44 active outputs RANK 7 NODE 4 --> 224.00705 sigma out 44 active outputs RANK 8 NODE 10 --> 223.247025 sigma out 44 active outputs RANK 9 NODE 6 --> 219.432388 sigma out 44 active outputs RANK 10 NODE 11 --> 199.3479 sigma out 44 active outputs RANK 11 NODE 12 --> 170.082672 sigma out 44 active outputs RANK 12 NODE 9 --> 170.059372 sigma out 44 active outputs RANK 13 NODE 18 --> 154.066727 sigma out 44 active outputs RANK 14 NODE 13 --> 145.559769 sigma out 44 active outputs RANK 15 NODE 26 --> 113.406364 sigma out 44 active outputs RANK 16 NODE 21 --> 111.725975 sigma out 44 active outputs RANK 17 NODE 23 --> 104.752022 sigma out 44 active outputs RANK 18 NODE 22 --> 97.7253265 sigma out 44 active outputs RANK 19 NODE 20 --> 95.7459793 sigma out 44 active outputs RANK 20 NODE 15 --> 93.1794968 sigma out 44 active outputs RANK 21 NODE 16 --> 90.3622818 sigma out 44 active outputs RANK 22 NODE 19 --> 87.8770599 sigma out 44 active outputs RANK 23 NODE 31 --> 84.978302 sigma out 44 active outputs RANK 24 NODE 17 --> 74.4327545 sigma out 44 active outputs RANK 25 NODE 24 --> 64.2097015 sigma out 44 active outputs RANK 26 NODE 33 --> 63.553154 sigma out 44 active outputs RANK 27 NODE 14 --> 62.844635 sigma out 44 active outputs RANK 28 NODE 30 --> 60.0068207 sigma out 44 active outputs RANK 29 NODE 28 --> 56.9234734 sigma out 44 active outputs RANK 30 NODE 25 --> 50.5903091 sigma out 44 active outputs RANK 31 NODE 36 --> 47.4800034 sigma out 44 active outputs RANK 32 NODE 34 --> 47.1082726 sigma out 44 active outputs RANK 33 NODE 29 --> 41.6867523 sigma out 44 active outputs RANK 34 NODE 27 --> 35.4698143 sigma out 44 active outputs RANK 35 NODE 40 --> 33.9380913 sigma out 44 active outputs RANK 36 NODE 39 --> 32.7697525 sigma out 44 active outputs RANK 37 NODE 37 --> 29.4464378 sigma out 44 active outputs RANK 38 NODE 32 --> 25.6366024 sigma out 44 active outputs RANK 39 NODE 41 --> 24.8319721 sigma out 44 active outputs RANK 40 NODE 35 --> 23.6700993 sigma out 44 active outputs RANK 41 NODE 38 --> 19.5560379 sigma out 44 active outputs RANK 42 NODE 42 --> 17.8101749 sigma out 44 active outputs RANK 43 NODE 43 --> 16.3913479 sigma out 44 active outputs RANK 44 NODE 44 --> 14.5572081 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 605.817627 sigma in 44act. ( 519.645081 sig out 1act.) RANK 2 NODE 42 --> 383.460449 sigma in 44act. ( 340.534973 sig out 1act.) RANK 3 NODE 16 --> 296.506775 sigma in 44act. ( 241.975418 sig out 1act.) RANK 4 NODE 22 --> 282.602142 sigma in 44act. ( 260.266632 sig out 1act.) RANK 5 NODE 37 --> 260.442139 sigma in 44act. ( 230.206985 sig out 1act.) RANK 6 NODE 21 --> 216.458618 sigma in 44act. ( 207.14212 sig out 1act.) RANK 7 NODE 12 --> 195.299927 sigma in 44act. ( 187.33165 sig out 1act.) RANK 8 NODE 5 --> 186.979721 sigma in 44act. ( 213.169037 sig out 1act.) RANK 9 NODE 30 --> 160.355942 sigma in 44act. ( 153.185989 sig out 1act.) RANK 10 NODE 38 --> 157.302261 sigma in 44act. ( 172.29277 sig out 1act.) RANK 11 NODE 31 --> 152.33577 sigma in 44act. ( 161.692657 sig out 1act.) RANK 12 NODE 3 --> 140.304596 sigma in 44act. ( 136.486557 sig out 1act.) RANK 13 NODE 25 --> 130.965454 sigma in 44act. ( 130.722748 sig out 1act.) RANK 14 NODE 17 --> 125.701401 sigma in 44act. ( 123.960526 sig out 1act.) RANK 15 NODE 27 --> 124.089203 sigma in 44act. ( 122.195549 sig out 1act.) RANK 16 NODE 19 --> 120.333618 sigma in 44act. ( 106.342758 sig out 1act.) RANK 17 NODE 40 --> 108.968735 sigma in 44act. ( 104.074905 sig out 1act.) RANK 18 NODE 4 --> 102.409294 sigma in 44act. ( 101.949974 sig out 1act.) RANK 19 NODE 15 --> 96.1347198 sigma in 44act. ( 113.281868 sig out 1act.) RANK 20 NODE 20 --> 94.4577179 sigma in 44act. ( 99.7864456 sig out 1act.) RANK 21 NODE 18 --> 87.7755585 sigma in 44act. ( 85.1313095 sig out 1act.) RANK 22 NODE 10 --> 85.695694 sigma in 44act. ( 80.1439209 sig out 1act.) RANK 23 NODE 11 --> 71.4431992 sigma in 44act. ( 64.5973969 sig out 1act.) RANK 24 NODE 33 --> 62.5366058 sigma in 44act. ( 58.5628967 sig out 1act.) RANK 25 NODE 32 --> 62.3640823 sigma in 44act. ( 61.5063896 sig out 1act.) RANK 26 NODE 7 --> 60.6452904 sigma in 44act. ( 62.2065506 sig out 1act.) RANK 27 NODE 26 --> 55.3346481 sigma in 44act. ( 61.3226967 sig out 1act.) RANK 28 NODE 13 --> 47.2305145 sigma in 44act. ( 53.8688393 sig out 1act.) RANK 29 NODE 35 --> 39.0805779 sigma in 44act. ( 41.4230652 sig out 1act.) RANK 30 NODE 24 --> 37.8129845 sigma in 44act. ( 37.7174416 sig out 1act.) RANK 31 NODE 9 --> 37.6890869 sigma in 44act. ( 37.9301949 sig out 1act.) RANK 32 NODE 34 --> 34.9965553 sigma in 44act. ( 33.310482 sig out 1act.) RANK 33 NODE 44 --> 31.0041828 sigma in 44act. ( 30.8945236 sig out 1act.) RANK 34 NODE 1 --> 27.2475986 sigma in 44act. ( 26.7325249 sig out 1act.) RANK 35 NODE 28 --> 25.6231518 sigma in 44act. ( 24.3151016 sig out 1act.) RANK 36 NODE 2 --> 22.5518837 sigma in 44act. ( 20.8000202 sig out 1act.) RANK 37 NODE 6 --> 22.304369 sigma in 44act. ( 21.7485981 sig out 1act.) RANK 38 NODE 36 --> 15.9718895 sigma in 44act. ( 14.7260094 sig out 1act.) RANK 39 NODE 14 --> 15.6026001 sigma in 44act. ( 14.2317457 sig out 1act.) RANK 40 NODE 43 --> 13.9307232 sigma in 44act. ( 12.0798035 sig out 1act.) RANK 41 NODE 23 --> 13.5758886 sigma in 44act. ( 11.4076996 sig out 1act.) RANK 42 NODE 39 --> 13.4967203 sigma in 44act. ( 11.584794 sig out 1act.) RANK 43 NODE 8 --> 8.75713634 sigma in 44act. ( 3.41317177 sig out 1act.) RANK 44 NODE 41 --> 8.33656597 sigma in 44act. ( 1.63123524 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 519.645081 sigma out 1act.( 605.817627 sig in 44act.) RANK 2 NODE 42 --> 340.534973 sigma out 1act.( 383.460449 sig in 44act.) RANK 3 NODE 22 --> 260.266632 sigma out 1act.( 282.602142 sig in 44act.) RANK 4 NODE 16 --> 241.975418 sigma out 1act.( 296.506775 sig in 44act.) RANK 5 NODE 37 --> 230.206985 sigma out 1act.( 260.442139 sig in 44act.) RANK 6 NODE 5 --> 213.169037 sigma out 1act.( 186.979721 sig in 44act.) RANK 7 NODE 21 --> 207.14212 sigma out 1act.( 216.458618 sig in 44act.) RANK 8 NODE 12 --> 187.33165 sigma out 1act.( 195.299927 sig in 44act.) RANK 9 NODE 38 --> 172.29277 sigma out 1act.( 157.302261 sig in 44act.) RANK 10 NODE 31 --> 161.692657 sigma out 1act.( 152.33577 sig in 44act.) RANK 11 NODE 30 --> 153.185989 sigma out 1act.( 160.355942 sig in 44act.) RANK 12 NODE 3 --> 136.486557 sigma out 1act.( 140.304596 sig in 44act.) RANK 13 NODE 25 --> 130.722748 sigma out 1act.( 130.965454 sig in 44act.) RANK 14 NODE 17 --> 123.960526 sigma out 1act.( 125.701401 sig in 44act.) RANK 15 NODE 27 --> 122.195549 sigma out 1act.( 124.089203 sig in 44act.) RANK 16 NODE 15 --> 113.281868 sigma out 1act.( 96.1347198 sig in 44act.) RANK 17 NODE 19 --> 106.342758 sigma out 1act.( 120.333618 sig in 44act.) RANK 18 NODE 40 --> 104.074905 sigma out 1act.( 108.968735 sig in 44act.) RANK 19 NODE 4 --> 101.949974 sigma out 1act.( 102.409294 sig in 44act.) RANK 20 NODE 20 --> 99.7864456 sigma out 1act.( 94.4577179 sig in 44act.) RANK 21 NODE 18 --> 85.1313095 sigma out 1act.( 87.7755585 sig in 44act.) RANK 22 NODE 10 --> 80.1439209 sigma out 1act.( 85.695694 sig in 44act.) RANK 23 NODE 11 --> 64.5973969 sigma out 1act.( 71.4431992 sig in 44act.) RANK 24 NODE 7 --> 62.2065506 sigma out 1act.( 60.6452904 sig in 44act.) RANK 25 NODE 32 --> 61.5063896 sigma out 1act.( 62.3640823 sig in 44act.) RANK 26 NODE 26 --> 61.3226967 sigma out 1act.( 55.3346481 sig in 44act.) RANK 27 NODE 33 --> 58.5628967 sigma out 1act.( 62.5366058 sig in 44act.) RANK 28 NODE 13 --> 53.8688393 sigma out 1act.( 47.2305145 sig in 44act.) RANK 29 NODE 35 --> 41.4230652 sigma out 1act.( 39.0805779 sig in 44act.) RANK 30 NODE 9 --> 37.9301949 sigma out 1act.( 37.6890869 sig in 44act.) RANK 31 NODE 24 --> 37.7174416 sigma out 1act.( 37.8129845 sig in 44act.) RANK 32 NODE 34 --> 33.310482 sigma out 1act.( 34.9965553 sig in 44act.) RANK 33 NODE 44 --> 30.8945236 sigma out 1act.( 31.0041828 sig in 44act.) RANK 34 NODE 1 --> 26.7325249 sigma out 1act.( 27.2475986 sig in 44act.) RANK 35 NODE 28 --> 24.3151016 sigma out 1act.( 25.6231518 sig in 44act.) RANK 36 NODE 6 --> 21.7485981 sigma out 1act.( 22.304369 sig in 44act.) RANK 37 NODE 2 --> 20.8000202 sigma out 1act.( 22.5518837 sig in 44act.) RANK 38 NODE 36 --> 14.7260094 sigma out 1act.( 15.9718895 sig in 44act.) RANK 39 NODE 14 --> 14.2317457 sigma out 1act.( 15.6026001 sig in 44act.) RANK 40 NODE 43 --> 12.0798035 sigma out 1act.( 13.9307232 sig in 44act.) RANK 41 NODE 39 --> 11.584794 sigma out 1act.( 13.4967203 sig in 44act.) RANK 42 NODE 23 --> 11.4076996 sigma out 1act.( 13.5758886 sig in 44act.) RANK 43 NODE 8 --> 3.41317177 sigma out 1act.( 8.75713634 sig in 44act.) RANK 44 NODE 41 --> 1.63123524 sigma out 1act.( 8.33656597 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 966.768982 sigma in 44 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.413526326 *** contribution from regularisation: 0.0031995934 *** contribution from error: -0.416725934 *** contribution from DIAG: 0.000161514254 *********************************************** ENTER BFGS code FG_LNSRCH -413364.811 -0.0159118008 121.926048 EXIT FROM BFGS code NEW_X -413364.811 -0.0159118008 121.926048 ENTER BFGS code NEW_X -413364.811 -0.0159118008 121.926048 EXIT FROM BFGS code FG_LNSRCH 0. -0.0147963343 0. --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.413823515 *** contribution from regularisation: 0.00321425102 *** contribution from error: -0.417037755 *** contribution from DIAG: 0.000158276482 *********************************************** ENTER BFGS code FG_LNSRCH -413665.244 -0.0147963343 175.421341 EXIT FROM BFGS code NEW_X -413665.244 -0.0147963343 175.421341 ENTER BFGS code NEW_X -413665.244 -0.0147963343 175.421341 EXIT FROM BFGS code FG_LNSRCH 0. -0.0142951747 0. --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.414150625 *** contribution from regularisation: 0.00320830103 *** contribution from error: -0.417358935 *** contribution from DIAG: 0.000161196222 *********************************************** ENTER BFGS code FG_LNSRCH -413989.423 -0.0142951747 83.9134064 EXIT FROM BFGS code NEW_X -413989.423 -0.0142951747 83.9134064 ENTER BFGS code NEW_X -413989.423 -0.0142951747 83.9134064 EXIT FROM BFGS code FG_LNSRCH 0. -0.0131909857 0. --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.414562553 *** contribution from regularisation: 0.00321396696 *** contribution from error: -0.417776525 *** contribution from DIAG: 0.000163182005 *********************************************** ENTER BFGS code FG_LNSRCH -414399.358 -0.0131909857 -85.88694 EXIT FROM BFGS code NEW_X -414399.358 -0.0131909857 -85.88694 ENTER BFGS code NEW_X -414399.358 -0.0131909857 -85.88694 EXIT FROM BFGS code FG_LNSRCH 0. -0.0127455499 0. --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.414747655 *** contribution from regularisation: 0.0032244625 *** contribution from error: -0.417972118 *** contribution from DIAG: 0.000168887243 *********************************************** ENTER BFGS code FG_LNSRCH -414578.763 -0.0127455499 47.0493774 EXIT FROM BFGS code NEW_X -414578.763 -0.0127455499 47.0493774 ENTER BFGS code NEW_X -414578.763 -0.0127455499 47.0493774 EXIT FROM BFGS code FG_LNSRCH 0. -0.0121891117 0. --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.415041268 *** contribution from regularisation: 0.00323201949 *** contribution from error: -0.4182733 *** contribution from DIAG: 0.000172293294 *********************************************** ENTER BFGS code FG_LNSRCH -414868.975 -0.0121891117 29.2027569 EXIT FROM BFGS code NEW_X -414868.975 -0.0121891117 29.2027569 ENTER BFGS code NEW_X -414868.975 -0.0121891117 29.2027569 EXIT FROM BFGS code FG_LNSRCH 0. -0.0109322798 0. --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.41543901 *** contribution from regularisation: 0.0032577971 *** contribution from error: -0.418696821 *** contribution from DIAG: 0.000177231777 *********************************************** ENTER BFGS code FG_LNSRCH -415261.779 -0.0109322798 148.821075 EXIT FROM BFGS code NEW_X -415261.779 -0.0109322798 148.821075 ENTER BFGS code NEW_X -415261.779 -0.0109322798 148.821075 EXIT FROM BFGS code FG_LNSRCH 0. -0.00984000694 0. --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.415752679 *** contribution from regularisation: 0.00328155584 *** contribution from error: -0.419034243 *** contribution from DIAG: 0.0001891867 *********************************************** ENTER BFGS code FG_LNSRCH -415563.485 -0.00984000694 61.784893 EXIT FROM BFGS code NEW_X -415563.485 -0.00984000694 61.784893 ENTER BFGS code NEW_X -415563.485 -0.00984000694 61.784893 EXIT FROM BFGS code FG_LNSRCH 0. -0.00970778521 0. --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.41602692 *** contribution from regularisation: 0.00327294762 *** contribution from error: -0.419299871 *** contribution from DIAG: 0.000190339517 *********************************************** ENTER BFGS code FG_LNSRCH -415836.583 -0.00970778521 59.6179047 EXIT FROM BFGS code NEW_X -415836.583 -0.00970778521 59.6179047 ENTER BFGS code NEW_X -415836.583 -0.00970778521 59.6179047 EXIT FROM BFGS code FG_LNSRCH 0. -0.00800912641 0. --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.416312903 *** contribution from regularisation: 0.00329277362 *** contribution from error: -0.419605672 *** contribution from DIAG: 0.000192030362 *********************************************** ENTER BFGS code FG_LNSRCH -416120.86 -0.00800912641 389.422028 EXIT FROM BFGS code NEW_X -416120.86 -0.00800912641 389.422028 ENTER BFGS code NEW_X -416120.86 -0.00800912641 389.422028 EXIT FROM BFGS code FG_LNSRCH 0. -0.00733249122 0. --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 511.146576 sigma out 44 active outputs RANK 2 NODE 1 --> 438.250732 sigma out 44 active outputs RANK 3 NODE 3 --> 349.103027 sigma out 44 active outputs RANK 4 NODE 5 --> 345.980133 sigma out 44 active outputs RANK 5 NODE 2 --> 274.153931 sigma out 44 active outputs RANK 6 NODE 8 --> 269.527283 sigma out 44 active outputs RANK 7 NODE 10 --> 259.929352 sigma out 44 active outputs RANK 8 NODE 11 --> 245.306076 sigma out 44 active outputs RANK 9 NODE 6 --> 237.258347 sigma out 44 active outputs RANK 10 NODE 4 --> 230.257172 sigma out 44 active outputs RANK 11 NODE 9 --> 198.465027 sigma out 44 active outputs RANK 12 NODE 12 --> 187.659851 sigma out 44 active outputs RANK 13 NODE 18 --> 158.045197 sigma out 44 active outputs RANK 14 NODE 13 --> 154.921066 sigma out 44 active outputs RANK 15 NODE 26 --> 128.731964 sigma out 44 active outputs RANK 16 NODE 21 --> 127.011635 sigma out 44 active outputs RANK 17 NODE 23 --> 119.810158 sigma out 44 active outputs RANK 18 NODE 20 --> 115.963943 sigma out 44 active outputs RANK 19 NODE 22 --> 114.80014 sigma out 44 active outputs RANK 20 NODE 16 --> 103.814987 sigma out 44 active outputs RANK 21 NODE 31 --> 103.268944 sigma out 44 active outputs RANK 22 NODE 19 --> 100.936638 sigma out 44 active outputs RANK 23 NODE 15 --> 93.5590973 sigma out 44 active outputs RANK 24 NODE 17 --> 84.910408 sigma out 44 active outputs RANK 25 NODE 33 --> 79.5859985 sigma out 44 active outputs RANK 26 NODE 24 --> 78.3681488 sigma out 44 active outputs RANK 27 NODE 30 --> 74.4498062 sigma out 44 active outputs RANK 28 NODE 14 --> 65.7306061 sigma out 44 active outputs RANK 29 NODE 25 --> 62.7015533 sigma out 44 active outputs RANK 30 NODE 28 --> 62.1728516 sigma out 44 active outputs RANK 31 NODE 36 --> 59.0350418 sigma out 44 active outputs RANK 32 NODE 34 --> 52.1358109 sigma out 44 active outputs RANK 33 NODE 29 --> 50.2657967 sigma out 44 active outputs RANK 34 NODE 27 --> 43.7885704 sigma out 44 active outputs RANK 35 NODE 39 --> 39.4588318 sigma out 44 active outputs RANK 36 NODE 40 --> 38.0077209 sigma out 44 active outputs RANK 37 NODE 37 --> 33.6762047 sigma out 44 active outputs RANK 38 NODE 41 --> 28.8922062 sigma out 44 active outputs RANK 39 NODE 32 --> 27.782114 sigma out 44 active outputs RANK 40 NODE 35 --> 26.9094887 sigma out 44 active outputs RANK 41 NODE 38 --> 21.5515842 sigma out 44 active outputs RANK 42 NODE 42 --> 21.1212444 sigma out 44 active outputs RANK 43 NODE 43 --> 17.7198582 sigma out 44 active outputs RANK 44 NODE 44 --> 15.0842304 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 651.076721 sigma in 44act. ( 570.310608 sig out 1act.) RANK 2 NODE 42 --> 481.44931 sigma in 44act. ( 396.339752 sig out 1act.) RANK 3 NODE 16 --> 328.439056 sigma in 44act. ( 266.121338 sig out 1act.) RANK 4 NODE 22 --> 321.702148 sigma in 44act. ( 290.648895 sig out 1act.) RANK 5 NODE 37 --> 263.357269 sigma in 44act. ( 232.959778 sig out 1act.) RANK 6 NODE 21 --> 248.347824 sigma in 44act. ( 239.206085 sig out 1act.) RANK 7 NODE 12 --> 210.861053 sigma in 44act. ( 208.60347 sig out 1act.) RANK 8 NODE 30 --> 189.714859 sigma in 44act. ( 186.909256 sig out 1act.) RANK 9 NODE 5 --> 183.771698 sigma in 44act. ( 214.168121 sig out 1act.) RANK 10 NODE 38 --> 170.010605 sigma in 44act. ( 187.162842 sig out 1act.) RANK 11 NODE 3 --> 143.876236 sigma in 44act. ( 138.817001 sig out 1act.) RANK 12 NODE 31 --> 140.631851 sigma in 44act. ( 144.864792 sig out 1act.) RANK 13 NODE 17 --> 138.74704 sigma in 44act. ( 138.16806 sig out 1act.) RANK 14 NODE 25 --> 131.342758 sigma in 44act. ( 132.147659 sig out 1act.) RANK 15 NODE 19 --> 131.340775 sigma in 44act. ( 117.815033 sig out 1act.) RANK 16 NODE 40 --> 123.946541 sigma in 44act. ( 119.31218 sig out 1act.) RANK 17 NODE 27 --> 123.559647 sigma in 44act. ( 121.558899 sig out 1act.) RANK 18 NODE 4 --> 120.123672 sigma in 44act. ( 118.179169 sig out 1act.) RANK 19 NODE 15 --> 109.594765 sigma in 44act. ( 130.118942 sig out 1act.) RANK 20 NODE 18 --> 109.489792 sigma in 44act. ( 108.237556 sig out 1act.) RANK 21 NODE 20 --> 105.614189 sigma in 44act. ( 114.462944 sig out 1act.) RANK 22 NODE 10 --> 98.3277588 sigma in 44act. ( 93.6974106 sig out 1act.) RANK 23 NODE 32 --> 80.805603 sigma in 44act. ( 79.6513214 sig out 1act.) RANK 24 NODE 11 --> 80.3927765 sigma in 44act. ( 73.1459122 sig out 1act.) RANK 25 NODE 26 --> 75.6298523 sigma in 44act. ( 84.8336029 sig out 1act.) RANK 26 NODE 7 --> 72.8875885 sigma in 44act. ( 74.8712921 sig out 1act.) RANK 27 NODE 33 --> 71.6344452 sigma in 44act. ( 68.3305511 sig out 1act.) RANK 28 NODE 13 --> 71.4129639 sigma in 44act. ( 81.6695557 sig out 1act.) RANK 29 NODE 44 --> 45.5982628 sigma in 44act. ( 46.6682587 sig out 1act.) RANK 30 NODE 9 --> 42.7961349 sigma in 44act. ( 43.163353 sig out 1act.) RANK 31 NODE 24 --> 42.6382484 sigma in 44act. ( 43.1387482 sig out 1act.) RANK 32 NODE 34 --> 34.8609314 sigma in 44act. ( 34.2725105 sig out 1act.) RANK 33 NODE 28 --> 34.6488876 sigma in 44act. ( 33.2852898 sig out 1act.) RANK 34 NODE 35 --> 33.8952065 sigma in 44act. ( 35.4976044 sig out 1act.) RANK 35 NODE 1 --> 33.087574 sigma in 44act. ( 32.8123016 sig out 1act.) RANK 36 NODE 6 --> 32.279007 sigma in 44act. ( 32.4397202 sig out 1act.) RANK 37 NODE 2 --> 24.8939495 sigma in 44act. ( 23.5234833 sig out 1act.) RANK 38 NODE 14 --> 20.6717758 sigma in 44act. ( 20.4927731 sig out 1act.) RANK 39 NODE 36 --> 20.357914 sigma in 44act. ( 20.2195015 sig out 1act.) RANK 40 NODE 43 --> 16.0721626 sigma in 44act. ( 14.3725433 sig out 1act.) RANK 41 NODE 23 --> 15.4811411 sigma in 44act. ( 13.5844641 sig out 1act.) RANK 42 NODE 39 --> 13.5138865 sigma in 44act. ( 11.7903519 sig out 1act.) RANK 43 NODE 8 --> 10.0523872 sigma in 44act. ( 6.02337456 sig out 1act.) RANK 44 NODE 41 --> 7.9900403 sigma in 44act. ( 0.139285088 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 570.310608 sigma out 1act.( 651.076721 sig in 44act.) RANK 2 NODE 42 --> 396.339752 sigma out 1act.( 481.44931 sig in 44act.) RANK 3 NODE 22 --> 290.648895 sigma out 1act.( 321.702148 sig in 44act.) RANK 4 NODE 16 --> 266.121338 sigma out 1act.( 328.439056 sig in 44act.) RANK 5 NODE 21 --> 239.206085 sigma out 1act.( 248.347824 sig in 44act.) RANK 6 NODE 37 --> 232.959778 sigma out 1act.( 263.357269 sig in 44act.) RANK 7 NODE 5 --> 214.168121 sigma out 1act.( 183.771698 sig in 44act.) RANK 8 NODE 12 --> 208.60347 sigma out 1act.( 210.861053 sig in 44act.) RANK 9 NODE 38 --> 187.162842 sigma out 1act.( 170.010605 sig in 44act.) RANK 10 NODE 30 --> 186.909256 sigma out 1act.( 189.714859 sig in 44act.) RANK 11 NODE 31 --> 144.864792 sigma out 1act.( 140.631851 sig in 44act.) RANK 12 NODE 3 --> 138.817001 sigma out 1act.( 143.876236 sig in 44act.) RANK 13 NODE 17 --> 138.16806 sigma out 1act.( 138.74704 sig in 44act.) RANK 14 NODE 25 --> 132.147659 sigma out 1act.( 131.342758 sig in 44act.) RANK 15 NODE 15 --> 130.118942 sigma out 1act.( 109.594765 sig in 44act.) RANK 16 NODE 27 --> 121.558899 sigma out 1act.( 123.559647 sig in 44act.) RANK 17 NODE 40 --> 119.31218 sigma out 1act.( 123.946541 sig in 44act.) RANK 18 NODE 4 --> 118.179169 sigma out 1act.( 120.123672 sig in 44act.) RANK 19 NODE 19 --> 117.815033 sigma out 1act.( 131.340775 sig in 44act.) RANK 20 NODE 20 --> 114.462944 sigma out 1act.( 105.614189 sig in 44act.) RANK 21 NODE 18 --> 108.237556 sigma out 1act.( 109.489792 sig in 44act.) RANK 22 NODE 10 --> 93.6974106 sigma out 1act.( 98.3277588 sig in 44act.) RANK 23 NODE 26 --> 84.8336029 sigma out 1act.( 75.6298523 sig in 44act.) RANK 24 NODE 13 --> 81.6695557 sigma out 1act.( 71.4129639 sig in 44act.) RANK 25 NODE 32 --> 79.6513214 sigma out 1act.( 80.805603 sig in 44act.) RANK 26 NODE 7 --> 74.8712921 sigma out 1act.( 72.8875885 sig in 44act.) RANK 27 NODE 11 --> 73.1459122 sigma out 1act.( 80.3927765 sig in 44act.) RANK 28 NODE 33 --> 68.3305511 sigma out 1act.( 71.6344452 sig in 44act.) RANK 29 NODE 44 --> 46.6682587 sigma out 1act.( 45.5982628 sig in 44act.) RANK 30 NODE 9 --> 43.163353 sigma out 1act.( 42.7961349 sig in 44act.) RANK 31 NODE 24 --> 43.1387482 sigma out 1act.( 42.6382484 sig in 44act.) RANK 32 NODE 35 --> 35.4976044 sigma out 1act.( 33.8952065 sig in 44act.) RANK 33 NODE 34 --> 34.2725105 sigma out 1act.( 34.8609314 sig in 44act.) RANK 34 NODE 28 --> 33.2852898 sigma out 1act.( 34.6488876 sig in 44act.) RANK 35 NODE 1 --> 32.8123016 sigma out 1act.( 33.087574 sig in 44act.) RANK 36 NODE 6 --> 32.4397202 sigma out 1act.( 32.279007 sig in 44act.) RANK 37 NODE 2 --> 23.5234833 sigma out 1act.( 24.8939495 sig in 44act.) RANK 38 NODE 14 --> 20.4927731 sigma out 1act.( 20.6717758 sig in 44act.) RANK 39 NODE 36 --> 20.2195015 sigma out 1act.( 20.357914 sig in 44act.) RANK 40 NODE 43 --> 14.3725433 sigma out 1act.( 16.0721626 sig in 44act.) RANK 41 NODE 23 --> 13.5844641 sigma out 1act.( 15.4811411 sig in 44act.) RANK 42 NODE 39 --> 11.7903519 sigma out 1act.( 13.5138865 sig in 44act.) RANK 43 NODE 8 --> 6.02337456 sigma out 1act.( 10.0523872 sig in 44act.) RANK 44 NODE 41 --> 0.139285088 sigma out 1act.( 7.9900403 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1068.65723 sigma in 44 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.416644871 *** contribution from regularisation: 0.0032935862 *** contribution from error: -0.419938445 *** contribution from DIAG: 0.000194990047 *********************************************** ENTER BFGS code FG_LNSRCH -416449.889 -0.00733249122 45.7916756 EXIT FROM BFGS code NEW_X -416449.889 -0.00733249122 45.7916756 ENTER BFGS code NEW_X -416449.889 -0.00733249122 45.7916756 EXIT FROM BFGS code FG_LNSRCH 0. -0.00667073485 0. --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.416846544 *** contribution from regularisation: 0.00329972664 *** contribution from error: -0.420146257 *** contribution from DIAG: 0.000193757776 *********************************************** ENTER BFGS code FG_LNSRCH -416652.79 -0.00667073485 -77.2725525 EXIT FROM BFGS code NEW_X -416652.79 -0.00667073485 -77.2725525 ENTER BFGS code NEW_X -416652.79 -0.00667073485 -77.2725525 EXIT FROM BFGS code FG_LNSRCH 0. -0.00358228711 0. --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.417321354 *** contribution from regularisation: 0.00335543975 *** contribution from error: -0.420676798 *** contribution from DIAG: 0.000197316607 *********************************************** ENTER BFGS code FG_LNSRCH -417124.045 -0.00358228711 -455.48822 EXIT FROM BFGS code NEW_X -417124.045 -0.00358228711 -455.48822 ENTER BFGS code NEW_X -417124.045 -0.00358228711 -455.48822 EXIT FROM BFGS code FG_LNSRCH 0. -0.00311693968 0. --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.417694598 *** contribution from regularisation: 0.00335993385 *** contribution from error: -0.421054542 *** contribution from DIAG: 0.000199936709 *********************************************** ENTER BFGS code FG_LNSRCH -417494.663 -0.00311693968 -366.97171 EXIT FROM BFGS code NEW_X -417494.663 -0.00311693968 -366.97171 ENTER BFGS code NEW_X -417494.663 -0.00311693968 -366.97171 EXIT FROM BFGS code FG_LNSRCH 0. -0.0028832464 0. --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.418051749 *** contribution from regularisation: 0.00339019811 *** contribution from error: -0.421441942 *** contribution from DIAG: 0.000199030255 *********************************************** ENTER BFGS code FG_LNSRCH -417852.731 -0.0028832464 12.0555201 EXIT FROM BFGS code NEW_X -417852.731 -0.0028832464 12.0555201 ENTER BFGS code NEW_X -417852.731 -0.0028832464 12.0555201 EXIT FROM BFGS code FG_LNSRCH 0. -0.0031399515 0. --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.418269545 *** contribution from regularisation: 0.00338303368 *** contribution from error: -0.421652585 *** contribution from DIAG: 0.000196115259 *********************************************** ENTER BFGS code FG_LNSRCH -418073.437 -0.0031399515 34.0054092 EXIT FROM BFGS code NEW_X -418073.437 -0.0031399515 34.0054092 ENTER BFGS code NEW_X -418073.437 -0.0031399515 34.0054092 EXIT FROM BFGS code FG_LNSRCH 0. -0.00431636441 0. --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.418547392 *** contribution from regularisation: 0.00337095233 *** contribution from error: -0.421918333 *** contribution from DIAG: 0.000182031872 *********************************************** ENTER BFGS code FG_LNSRCH -418365.358 -0.00431636441 553.07959 EXIT FROM BFGS code NEW_X -418365.358 -0.00431636441 553.07959 ENTER BFGS code NEW_X -418365.358 -0.00431636441 553.07959 EXIT FROM BFGS code FG_LNSRCH 0. -0.00439242972 0. --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.418752044 *** contribution from regularisation: 0.00337687507 *** contribution from error: -0.422128916 *** contribution from DIAG: 0.000179552007 *********************************************** ENTER BFGS code FG_LNSRCH -418572.479 -0.00439242972 247.537033 EXIT FROM BFGS code NEW_X -418572.479 -0.00439242972 247.537033 ENTER BFGS code NEW_X -418572.479 -0.00439242972 247.537033 EXIT FROM BFGS code FG_LNSRCH 0. -0.00424705073 0. --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.418840528 *** contribution from regularisation: 0.00337943947 *** contribution from error: -0.422219962 *** contribution from DIAG: 0.000179925526 *********************************************** ENTER BFGS code FG_LNSRCH -418660.601 -0.00424705073 166.498718 EXIT FROM BFGS code NEW_X -418660.601 -0.00424705073 166.498718 ENTER BFGS code NEW_X -418660.601 -0.00424705073 166.498718 EXIT FROM BFGS code CONVERGENC -418660.601 -0.00424705073 166.498718 --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 535.64447 sigma out 44 active outputs RANK 2 NODE 1 --> 478.269348 sigma out 44 active outputs RANK 3 NODE 3 --> 389.898712 sigma out 44 active outputs RANK 4 NODE 5 --> 353.938904 sigma out 44 active outputs RANK 5 NODE 2 --> 297.567017 sigma out 44 active outputs RANK 6 NODE 8 --> 292.586243 sigma out 44 active outputs RANK 7 NODE 10 --> 281.328644 sigma out 44 active outputs RANK 8 NODE 6 --> 265.371063 sigma out 44 active outputs RANK 9 NODE 11 --> 263.982422 sigma out 44 active outputs RANK 10 NODE 4 --> 241.438019 sigma out 44 active outputs RANK 11 NODE 9 --> 236.365051 sigma out 44 active outputs RANK 12 NODE 12 --> 196.167526 sigma out 44 active outputs RANK 13 NODE 18 --> 166.536514 sigma out 44 active outputs RANK 14 NODE 13 --> 165.661026 sigma out 44 active outputs RANK 15 NODE 21 --> 141.886658 sigma out 44 active outputs RANK 16 NODE 23 --> 138.188416 sigma out 44 active outputs RANK 17 NODE 20 --> 136.27179 sigma out 44 active outputs RANK 18 NODE 26 --> 136.252029 sigma out 44 active outputs RANK 19 NODE 22 --> 134.709381 sigma out 44 active outputs RANK 20 NODE 19 --> 116.72982 sigma out 44 active outputs RANK 21 NODE 16 --> 115.547516 sigma out 44 active outputs RANK 22 NODE 31 --> 113.544853 sigma out 44 active outputs RANK 23 NODE 15 --> 95.4590836 sigma out 44 active outputs RANK 24 NODE 17 --> 94.3323975 sigma out 44 active outputs RANK 25 NODE 24 --> 93.3743134 sigma out 44 active outputs RANK 26 NODE 33 --> 90.6025696 sigma out 44 active outputs RANK 27 NODE 30 --> 90.2924118 sigma out 44 active outputs RANK 28 NODE 25 --> 77.8290176 sigma out 44 active outputs RANK 29 NODE 14 --> 73.8579941 sigma out 44 active outputs RANK 30 NODE 36 --> 68.8515091 sigma out 44 active outputs RANK 31 NODE 28 --> 66.7298584 sigma out 44 active outputs RANK 32 NODE 29 --> 63.0955849 sigma out 44 active outputs RANK 33 NODE 34 --> 59.0941887 sigma out 44 active outputs RANK 34 NODE 27 --> 51.6803093 sigma out 44 active outputs RANK 35 NODE 39 --> 46.0272942 sigma out 44 active outputs RANK 36 NODE 40 --> 41.9523468 sigma out 44 active outputs RANK 37 NODE 37 --> 36.9998245 sigma out 44 active outputs RANK 38 NODE 41 --> 34.5594559 sigma out 44 active outputs RANK 39 NODE 35 --> 31.372282 sigma out 44 active outputs RANK 40 NODE 32 --> 30.4144955 sigma out 44 active outputs RANK 41 NODE 42 --> 26.038456 sigma out 44 active outputs RANK 42 NODE 38 --> 24.4265919 sigma out 44 active outputs RANK 43 NODE 43 --> 18.7368259 sigma out 44 active outputs RANK 44 NODE 44 --> 15.6430387 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 667.656982 sigma in 44act. ( 597.501831 sig out 1act.) RANK 2 NODE 42 --> 549.131592 sigma in 44act. ( 429.250549 sig out 1act.) RANK 3 NODE 16 --> 368.375 sigma in 44act. ( 295.250397 sig out 1act.) RANK 4 NODE 22 --> 348.983704 sigma in 44act. ( 307.54541 sig out 1act.) RANK 5 NODE 21 --> 273.166229 sigma in 44act. ( 270.501953 sig out 1act.) RANK 6 NODE 37 --> 269.806152 sigma in 44act. ( 243.46669 sig out 1act.) RANK 7 NODE 12 --> 239.045685 sigma in 44act. ( 234.224594 sig out 1act.) RANK 8 NODE 30 --> 213.986786 sigma in 44act. ( 215.40332 sig out 1act.) RANK 9 NODE 5 --> 189.56575 sigma in 44act. ( 224.593552 sig out 1act.) RANK 10 NODE 38 --> 180.272049 sigma in 44act. ( 196.71492 sig out 1act.) RANK 11 NODE 17 --> 162.576782 sigma in 44act. ( 163.444687 sig out 1act.) RANK 12 NODE 40 --> 145.223572 sigma in 44act. ( 142.137115 sig out 1act.) RANK 13 NODE 3 --> 143.577118 sigma in 44act. ( 137.030777 sig out 1act.) RANK 14 NODE 4 --> 143.014832 sigma in 44act. ( 138.774719 sig out 1act.) RANK 15 NODE 19 --> 142.870209 sigma in 44act. ( 130.870789 sig out 1act.) RANK 16 NODE 31 --> 138.665085 sigma in 44act. ( 138.869919 sig out 1act.) RANK 17 NODE 25 --> 134.506577 sigma in 44act. ( 137.748337 sig out 1act.) RANK 18 NODE 18 --> 128.294937 sigma in 44act. ( 128.998123 sig out 1act.) RANK 19 NODE 27 --> 127.228546 sigma in 44act. ( 124.807854 sig out 1act.) RANK 20 NODE 15 --> 118.002083 sigma in 44act. ( 138.192932 sig out 1act.) RANK 21 NODE 20 --> 117.440567 sigma in 44act. ( 130.350937 sig out 1act.) RANK 22 NODE 10 --> 104.682495 sigma in 44act. ( 101.933426 sig out 1act.) RANK 23 NODE 26 --> 102.417137 sigma in 44act. ( 114.813347 sig out 1act.) RANK 24 NODE 32 --> 95.6724319 sigma in 44act. ( 93.7797546 sig out 1act.) RANK 25 NODE 13 --> 95.2546844 sigma in 44act. ( 107.49736 sig out 1act.) RANK 26 NODE 11 --> 91.185585 sigma in 44act. ( 83.9358826 sig out 1act.) RANK 27 NODE 7 --> 88.4265366 sigma in 44act. ( 89.464119 sig out 1act.) RANK 28 NODE 33 --> 85.7867661 sigma in 44act. ( 82.5267334 sig out 1act.) RANK 29 NODE 44 --> 56.9299088 sigma in 44act. ( 59.0343819 sig out 1act.) RANK 30 NODE 24 --> 50.3092422 sigma in 44act. ( 51.3783112 sig out 1act.) RANK 31 NODE 9 --> 47.319622 sigma in 44act. ( 47.2485962 sig out 1act.) RANK 32 NODE 28 --> 45.2975655 sigma in 44act. ( 44.5927315 sig out 1act.) RANK 33 NODE 6 --> 43.7803421 sigma in 44act. ( 44.2481308 sig out 1act.) RANK 34 NODE 1 --> 39.5569305 sigma in 44act. ( 39.4557877 sig out 1act.) RANK 35 NODE 34 --> 39.3804359 sigma in 44act. ( 39.665699 sig out 1act.) RANK 36 NODE 35 --> 29.0558834 sigma in 44act. ( 30.2822819 sig out 1act.) RANK 37 NODE 2 --> 28.6061478 sigma in 44act. ( 27.6816254 sig out 1act.) RANK 38 NODE 14 --> 27.6450214 sigma in 44act. ( 28.644062 sig out 1act.) RANK 39 NODE 36 --> 26.4501858 sigma in 44act. ( 27.5012589 sig out 1act.) RANK 40 NODE 43 --> 19.8131924 sigma in 44act. ( 18.3775635 sig out 1act.) RANK 41 NODE 23 --> 16.7871056 sigma in 44act. ( 14.8447809 sig out 1act.) RANK 42 NODE 39 --> 12.7994471 sigma in 44act. ( 11.1297255 sig out 1act.) RANK 43 NODE 8 --> 12.6694965 sigma in 44act. ( 9.74443913 sig out 1act.) RANK 44 NODE 41 --> 8.01278877 sigma in 44act. ( 1.78256631 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 597.501831 sigma out 1act.( 667.656982 sig in 44act.) RANK 2 NODE 42 --> 429.250549 sigma out 1act.( 549.131592 sig in 44act.) RANK 3 NODE 22 --> 307.54541 sigma out 1act.( 348.983704 sig in 44act.) RANK 4 NODE 16 --> 295.250397 sigma out 1act.( 368.375 sig in 44act.) RANK 5 NODE 21 --> 270.501953 sigma out 1act.( 273.166229 sig in 44act.) RANK 6 NODE 37 --> 243.46669 sigma out 1act.( 269.806152 sig in 44act.) RANK 7 NODE 12 --> 234.224594 sigma out 1act.( 239.045685 sig in 44act.) RANK 8 NODE 5 --> 224.593552 sigma out 1act.( 189.56575 sig in 44act.) RANK 9 NODE 30 --> 215.40332 sigma out 1act.( 213.986786 sig in 44act.) RANK 10 NODE 38 --> 196.71492 sigma out 1act.( 180.272049 sig in 44act.) RANK 11 NODE 17 --> 163.444687 sigma out 1act.( 162.576782 sig in 44act.) RANK 12 NODE 40 --> 142.137115 sigma out 1act.( 145.223572 sig in 44act.) RANK 13 NODE 31 --> 138.869919 sigma out 1act.( 138.665085 sig in 44act.) RANK 14 NODE 4 --> 138.774719 sigma out 1act.( 143.014832 sig in 44act.) RANK 15 NODE 15 --> 138.192932 sigma out 1act.( 118.002083 sig in 44act.) RANK 16 NODE 25 --> 137.748337 sigma out 1act.( 134.506577 sig in 44act.) RANK 17 NODE 3 --> 137.030777 sigma out 1act.( 143.577118 sig in 44act.) RANK 18 NODE 19 --> 130.870789 sigma out 1act.( 142.870209 sig in 44act.) RANK 19 NODE 20 --> 130.350937 sigma out 1act.( 117.440567 sig in 44act.) RANK 20 NODE 18 --> 128.998123 sigma out 1act.( 128.294937 sig in 44act.) RANK 21 NODE 27 --> 124.807854 sigma out 1act.( 127.228546 sig in 44act.) RANK 22 NODE 26 --> 114.813347 sigma out 1act.( 102.417137 sig in 44act.) RANK 23 NODE 13 --> 107.49736 sigma out 1act.( 95.2546844 sig in 44act.) RANK 24 NODE 10 --> 101.933426 sigma out 1act.( 104.682495 sig in 44act.) RANK 25 NODE 32 --> 93.7797546 sigma out 1act.( 95.6724319 sig in 44act.) RANK 26 NODE 7 --> 89.464119 sigma out 1act.( 88.4265366 sig in 44act.) RANK 27 NODE 11 --> 83.9358826 sigma out 1act.( 91.185585 sig in 44act.) RANK 28 NODE 33 --> 82.5267334 sigma out 1act.( 85.7867661 sig in 44act.) RANK 29 NODE 44 --> 59.0343819 sigma out 1act.( 56.9299088 sig in 44act.) RANK 30 NODE 24 --> 51.3783112 sigma out 1act.( 50.3092422 sig in 44act.) RANK 31 NODE 9 --> 47.2485962 sigma out 1act.( 47.319622 sig in 44act.) RANK 32 NODE 28 --> 44.5927315 sigma out 1act.( 45.2975655 sig in 44act.) RANK 33 NODE 6 --> 44.2481308 sigma out 1act.( 43.7803421 sig in 44act.) RANK 34 NODE 34 --> 39.665699 sigma out 1act.( 39.3804359 sig in 44act.) RANK 35 NODE 1 --> 39.4557877 sigma out 1act.( 39.5569305 sig in 44act.) RANK 36 NODE 35 --> 30.2822819 sigma out 1act.( 29.0558834 sig in 44act.) RANK 37 NODE 14 --> 28.644062 sigma out 1act.( 27.6450214 sig in 44act.) RANK 38 NODE 2 --> 27.6816254 sigma out 1act.( 28.6061478 sig in 44act.) RANK 39 NODE 36 --> 27.5012589 sigma out 1act.( 26.4501858 sig in 44act.) RANK 40 NODE 43 --> 18.3775635 sigma out 1act.( 19.8131924 sig in 44act.) RANK 41 NODE 23 --> 14.8447809 sigma out 1act.( 16.7871056 sig in 44act.) RANK 42 NODE 39 --> 11.1297255 sigma out 1act.( 12.7994471 sig in 44act.) RANK 43 NODE 8 --> 9.74443913 sigma out 1act.( 12.6694965 sig in 44act.) RANK 44 NODE 41 --> 1.78256631 sigma out 1act.( 8.01278877 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1157.48425 sigma in 44 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.418839931 *** contribution from regularisation: 0.00338003412 *** contribution from error: -0.422219962 *** contribution from DIAG: 0.000179796625 *********************************************** -----------------> Test sample create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Pion_Long_NeuroBayes.conf NB_AHISTOUT: storage space 219015 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/Pion/Long/GlobalPID_Pion_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/Pion/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/Pion/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/Pion/Long/NB.txt Training Host = lxplus432.cern.ch Particle type = pion 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_Pion_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = 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 RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsMuon Making plots for input MuonNShared Making plots for input InAccMuon Making plots for input MuonIsLooseMuon Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input PrsPIDe Making plots for input InAccBrem Making plots for input BremPIDe Making plots for input VeloCharge Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Found 9023704 evaluation data points Read entry 902370 (10%) Read entry 1804740 (20%) Read entry 2707110 (30%) Read entry 3609480 (40%) Read entry 4511850 (50%) Read entry 5414220 (60%) Read entry 6316590 (70%) Read entry 7218960 (80%) Read entry 8121330 (90%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 37 input variables. ***************Training results***************** number of nodes in the 1st layer: 44 number of nodes in the 2nd layer: 44 number of nodes in the 3rd layer: 1 number of iterations: 100