Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/612/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/612/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/612/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/612/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/612/Pion/Long/NB.txt Training Host = lxplus431.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 = 612 ********************************************* * 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 612 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: 612 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 12 *** This will do for you: *** input variable equalisation *** to Gaussian distribution with mean=0 and sigma=1 *** Then variables are decorrelated ************************************ 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 8357.83984 8575.2998 8800.05957 9033.77539 9272.06445 9526.35547 978 warning: map is empty for variable 3 7.08984 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 268.123718 274.339294 280.577179 286.778076 293.091644 299.477173 305.8664 warning: map is empty for variable 4 55 312.353729 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 -2.64889002 -2.5528276 -2.45265675 -2.34871197 -2.24119091 -2.12574458 -1.9989167 warning: map is empty for variable 7 5 -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 regularised spline fit for input variable # 9 build map for variable # 9 w warning: map is empty for variable 9 arning: 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 1.235955 1.25 1.27028716 1.29775286 1.33895135 1.40761542 1.5224719 1.76 warning: map is empty for variable 38 966298 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 NVar: 36. 5164 ------------------------------------- Teacher: actual network topology: Nodes(1) = 36 Nodes(2) = 44 Nodes(3) = 1 ------------------------------------- --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 19 --> 191.337769 sigma out 44 active outputs RANK 2 NODE 35 --> 119.289619 sigma out 44 active outputs RANK 3 NODE 8 --> 106.532303 sigma out 44 active outputs RANK 4 NODE 7 --> 102.70993 sigma out 44 active outputs RANK 5 NODE 1 --> 101.652298 sigma out 44 active outputs RANK 6 NODE 3 --> 101.072571 sigma out 44 active outputs RANK 7 NODE 33 --> 100.346619 sigma out 44 active outputs RANK 8 NODE 32 --> 98.8369064 sigma out 44 active outputs RANK 9 NODE 12 --> 96.0778427 sigma out 44 active outputs RANK 10 NODE 17 --> 95.2353287 sigma out 44 active outputs RANK 11 NODE 11 --> 92.7111664 sigma out 44 active outputs RANK 12 NODE 10 --> 90.0432739 sigma out 44 active outputs RANK 13 NODE 27 --> 89.4606094 sigma out 44 active outputs RANK 14 NODE 25 --> 88.4541168 sigma out 44 active outputs RANK 15 NODE 6 --> 86.9784088 sigma out 44 active outputs RANK 16 NODE 21 --> 85.3835526 sigma out 44 active outputs RANK 17 NODE 20 --> 84.5790253 sigma out 44 active outputs RANK 18 NODE 30 --> 83.6190186 sigma out 44 active outputs RANK 19 NODE 22 --> 83.211174 sigma out 44 active outputs RANK 20 NODE 16 --> 82.0705261 sigma out 44 active outputs RANK 21 NODE 9 --> 80.0126343 sigma out 44 active outputs RANK 22 NODE 15 --> 79.7250671 sigma out 44 active outputs RANK 23 NODE 14 --> 77.9731598 sigma out 44 active outputs RANK 24 NODE 4 --> 77.4858704 sigma out 44 active outputs RANK 25 NODE 28 --> 76.8417511 sigma out 44 active outputs RANK 26 NODE 13 --> 76.5959778 sigma out 44 active outputs RANK 27 NODE 34 --> 76.0374908 sigma out 44 active outputs RANK 28 NODE 2 --> 73.7770081 sigma out 44 active outputs RANK 29 NODE 29 --> 73.0640335 sigma out 44 active outputs RANK 30 NODE 5 --> 72.97435 sigma out 44 active outputs RANK 31 NODE 18 --> 70.5837402 sigma out 44 active outputs RANK 32 NODE 26 --> 70.1886902 sigma out 44 active outputs RANK 33 NODE 24 --> 66.5625916 sigma out 44 active outputs RANK 34 NODE 31 --> 66.5619202 sigma out 44 active outputs RANK 35 NODE 23 --> 63.506813 sigma out 44 active outputs RANK 36 NODE 36 --> 62.7025185 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 16 --> 165.970856 sigma in 36act. ( 172.462143 sig out 1act.) RANK 2 NODE 1 --> 143.891754 sigma in 36act. ( 159.673279 sig out 1act.) RANK 3 NODE 25 --> 138.365631 sigma in 36act. ( 148.129196 sig out 1act.) RANK 4 NODE 29 --> 125.903877 sigma in 36act. ( 138.22081 sig out 1act.) RANK 5 NODE 15 --> 124.55172 sigma in 36act. ( 131.047043 sig out 1act.) RANK 6 NODE 11 --> 114.531876 sigma in 36act. ( 120.457626 sig out 1act.) RANK 7 NODE 30 --> 112.133194 sigma in 36act. ( 128.614151 sig out 1act.) RANK 8 NODE 43 --> 107.988907 sigma in 36act. ( 117.264526 sig out 1act.) RANK 9 NODE 28 --> 106.784393 sigma in 36act. ( 118.617317 sig out 1act.) RANK 10 NODE 12 --> 103.36705 sigma in 36act. ( 106.541382 sig out 1act.) RANK 11 NODE 5 --> 100.433876 sigma in 36act. ( 106.671478 sig out 1act.) RANK 12 NODE 7 --> 93.8105927 sigma in 36act. ( 100.15493 sig out 1act.) RANK 13 NODE 38 --> 91.8562698 sigma in 36act. ( 95.241333 sig out 1act.) RANK 14 NODE 3 --> 91.0815659 sigma in 36act. ( 96.0706177 sig out 1act.) RANK 15 NODE 17 --> 78.6062546 sigma in 36act. ( 77.9678726 sig out 1act.) RANK 16 NODE 8 --> 73.7261429 sigma in 36act. ( 79.4580307 sig out 1act.) RANK 17 NODE 42 --> 71.6328125 sigma in 36act. ( 78.8495102 sig out 1act.) RANK 18 NODE 33 --> 68.0462036 sigma in 36act. ( 48.5147057 sig out 1act.) RANK 19 NODE 24 --> 67.7428894 sigma in 36act. ( 61.5516586 sig out 1act.) RANK 20 NODE 37 --> 65.8543015 sigma in 36act. ( 55.5795631 sig out 1act.) RANK 21 NODE 2 --> 63.3898544 sigma in 36act. ( 42.1749306 sig out 1act.) RANK 22 NODE 35 --> 63.2890396 sigma in 36act. ( 54.2061501 sig out 1act.) RANK 23 NODE 44 --> 62.8346291 sigma in 36act. ( 54.8495636 sig out 1act.) RANK 24 NODE 32 --> 61.9434967 sigma in 36act. ( 55.6953583 sig out 1act.) RANK 25 NODE 40 --> 60.3845901 sigma in 36act. ( 47.5616264 sig out 1act.) RANK 26 NODE 4 --> 60.3829994 sigma in 36act. ( 42.2211647 sig out 1act.) RANK 27 NODE 36 --> 59.8112183 sigma in 36act. ( 49.1342964 sig out 1act.) RANK 28 NODE 19 --> 59.0586128 sigma in 36act. ( 62.4952621 sig out 1act.) RANK 29 NODE 18 --> 59.0363312 sigma in 36act. ( 34.6960983 sig out 1act.) RANK 30 NODE 41 --> 55.5630722 sigma in 36act. ( 34.8015213 sig out 1act.) RANK 31 NODE 31 --> 53.6475487 sigma in 36act. ( 34.0690308 sig out 1act.) RANK 32 NODE 6 --> 52.5430794 sigma in 36act. ( 8.00290298 sig out 1act.) RANK 33 NODE 13 --> 52.0755692 sigma in 36act. ( 34.4127388 sig out 1act.) RANK 34 NODE 34 --> 51.0737572 sigma in 36act. ( 44.1956787 sig out 1act.) RANK 35 NODE 26 --> 48.5517731 sigma in 36act. ( 30.2430801 sig out 1act.) RANK 36 NODE 22 --> 48.0121956 sigma in 36act. ( 5.6225071 sig out 1act.) RANK 37 NODE 39 --> 47.8537331 sigma in 36act. ( 21.8293991 sig out 1act.) RANK 38 NODE 9 --> 47.5637894 sigma in 36act. ( 24.2694988 sig out 1act.) RANK 39 NODE 27 --> 47.4663391 sigma in 36act. ( 34.2779579 sig out 1act.) RANK 40 NODE 10 --> 46.5212708 sigma in 36act. ( 13.3720837 sig out 1act.) RANK 41 NODE 14 --> 42.2808113 sigma in 36act. ( 6.30099583 sig out 1act.) RANK 42 NODE 23 --> 40.4357529 sigma in 36act. ( 23.8509903 sig out 1act.) RANK 43 NODE 21 --> 39.8553085 sigma in 36act. ( 8.39125061 sig out 1act.) RANK 44 NODE 20 --> 37.2553444 sigma in 36act. ( 2.50021672 sig out 1act.) sorted by output significance RANK 1 NODE 16 --> 172.462143 sigma out 1act.( 165.970856 sig in 36act.) RANK 2 NODE 1 --> 159.673279 sigma out 1act.( 143.891754 sig in 36act.) RANK 3 NODE 25 --> 148.129196 sigma out 1act.( 138.365631 sig in 36act.) RANK 4 NODE 29 --> 138.22081 sigma out 1act.( 125.903877 sig in 36act.) RANK 5 NODE 15 --> 131.047043 sigma out 1act.( 124.55172 sig in 36act.) RANK 6 NODE 30 --> 128.614151 sigma out 1act.( 112.133194 sig in 36act.) RANK 7 NODE 11 --> 120.457626 sigma out 1act.( 114.531876 sig in 36act.) RANK 8 NODE 28 --> 118.617317 sigma out 1act.( 106.784393 sig in 36act.) RANK 9 NODE 43 --> 117.264526 sigma out 1act.( 107.988907 sig in 36act.) RANK 10 NODE 5 --> 106.671478 sigma out 1act.( 100.433876 sig in 36act.) RANK 11 NODE 12 --> 106.541382 sigma out 1act.( 103.36705 sig in 36act.) RANK 12 NODE 7 --> 100.15493 sigma out 1act.( 93.8105927 sig in 36act.) RANK 13 NODE 3 --> 96.0706177 sigma out 1act.( 91.0815659 sig in 36act.) RANK 14 NODE 38 --> 95.241333 sigma out 1act.( 91.8562698 sig in 36act.) RANK 15 NODE 8 --> 79.4580307 sigma out 1act.( 73.7261429 sig in 36act.) RANK 16 NODE 42 --> 78.8495102 sigma out 1act.( 71.6328125 sig in 36act.) RANK 17 NODE 17 --> 77.9678726 sigma out 1act.( 78.6062546 sig in 36act.) RANK 18 NODE 19 --> 62.4952621 sigma out 1act.( 59.0586128 sig in 36act.) RANK 19 NODE 24 --> 61.5516586 sigma out 1act.( 67.7428894 sig in 36act.) RANK 20 NODE 32 --> 55.6953583 sigma out 1act.( 61.9434967 sig in 36act.) RANK 21 NODE 37 --> 55.5795631 sigma out 1act.( 65.8543015 sig in 36act.) RANK 22 NODE 44 --> 54.8495636 sigma out 1act.( 62.8346291 sig in 36act.) RANK 23 NODE 35 --> 54.2061501 sigma out 1act.( 63.2890396 sig in 36act.) RANK 24 NODE 36 --> 49.1342964 sigma out 1act.( 59.8112183 sig in 36act.) RANK 25 NODE 33 --> 48.5147057 sigma out 1act.( 68.0462036 sig in 36act.) RANK 26 NODE 40 --> 47.5616264 sigma out 1act.( 60.3845901 sig in 36act.) RANK 27 NODE 34 --> 44.1956787 sigma out 1act.( 51.0737572 sig in 36act.) RANK 28 NODE 4 --> 42.2211647 sigma out 1act.( 60.3829994 sig in 36act.) RANK 29 NODE 2 --> 42.1749306 sigma out 1act.( 63.3898544 sig in 36act.) RANK 30 NODE 41 --> 34.8015213 sigma out 1act.( 55.5630722 sig in 36act.) RANK 31 NODE 18 --> 34.6960983 sigma out 1act.( 59.0363312 sig in 36act.) RANK 32 NODE 13 --> 34.4127388 sigma out 1act.( 52.0755692 sig in 36act.) RANK 33 NODE 27 --> 34.2779579 sigma out 1act.( 47.4663391 sig in 36act.) RANK 34 NODE 31 --> 34.0690308 sigma out 1act.( 53.6475487 sig in 36act.) RANK 35 NODE 26 --> 30.2430801 sigma out 1act.( 48.5517731 sig in 36act.) RANK 36 NODE 9 --> 24.2694988 sigma out 1act.( 47.5637894 sig in 36act.) RANK 37 NODE 23 --> 23.8509903 sigma out 1act.( 40.4357529 sig in 36act.) RANK 38 NODE 39 --> 21.8293991 sigma out 1act.( 47.8537331 sig in 36act.) RANK 39 NODE 10 --> 13.3720837 sigma out 1act.( 46.5212708 sig in 36act.) RANK 40 NODE 21 --> 8.39125061 sigma out 1act.( 39.8553085 sig in 36act.) RANK 41 NODE 6 --> 8.00290298 sigma out 1act.( 52.5430794 sig in 36act.) RANK 42 NODE 14 --> 6.30099583 sigma out 1act.( 42.2808113 sig in 36act.) RANK 43 NODE 22 --> 5.6225071 sigma out 1act.( 48.0121956 sig in 36act.) RANK 44 NODE 20 --> 2.50021672 sigma out 1act.( 37.2553444 sig in 36act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 532.216675 sigma in 44 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 19 --> 178.888336 sigma out 44 active outputs RANK 2 NODE 1 --> 114.810432 sigma out 44 active outputs RANK 3 NODE 35 --> 113.581375 sigma out 44 active outputs RANK 4 NODE 8 --> 103.664047 sigma out 44 active outputs RANK 5 NODE 3 --> 97.8565903 sigma out 44 active outputs RANK 6 NODE 7 --> 95.4709549 sigma out 44 active outputs RANK 7 NODE 32 --> 93.5743484 sigma out 44 active outputs RANK 8 NODE 12 --> 91.4219513 sigma out 44 active outputs RANK 9 NODE 33 --> 88.2907791 sigma out 44 active outputs RANK 10 NODE 17 --> 86.055481 sigma out 44 active outputs RANK 11 NODE 11 --> 84.8291702 sigma out 44 active outputs RANK 12 NODE 6 --> 83.1706772 sigma out 44 active outputs RANK 13 NODE 21 --> 83.110527 sigma out 44 active outputs RANK 14 NODE 27 --> 81.1757889 sigma out 44 active outputs RANK 15 NODE 10 --> 79.2954483 sigma out 44 active outputs RANK 16 NODE 25 --> 77.1788635 sigma out 44 active outputs RANK 17 NODE 20 --> 76.2527695 sigma out 44 active outputs RANK 18 NODE 16 --> 75.4249268 sigma out 44 active outputs RANK 19 NODE 22 --> 74.7370377 sigma out 44 active outputs RANK 20 NODE 9 --> 72.564621 sigma out 44 active outputs RANK 21 NODE 15 --> 71.5171585 sigma out 44 active outputs RANK 22 NODE 30 --> 70.9864883 sigma out 44 active outputs RANK 23 NODE 29 --> 69.5670013 sigma out 44 active outputs RANK 24 NODE 14 --> 69.5197449 sigma out 44 active outputs RANK 25 NODE 4 --> 68.5730286 sigma out 44 active outputs RANK 26 NODE 13 --> 66.614006 sigma out 44 active outputs RANK 27 NODE 34 --> 65.1895523 sigma out 44 active outputs RANK 28 NODE 28 --> 64.6211548 sigma out 44 active outputs RANK 29 NODE 18 --> 63.1361237 sigma out 44 active outputs RANK 30 NODE 31 --> 62.8625336 sigma out 44 active outputs RANK 31 NODE 5 --> 60.5027466 sigma out 44 active outputs RANK 32 NODE 24 --> 59.8857498 sigma out 44 active outputs RANK 33 NODE 2 --> 58.3692856 sigma out 44 active outputs RANK 34 NODE 26 --> 55.3136139 sigma out 44 active outputs RANK 35 NODE 36 --> 49.7322426 sigma out 44 active outputs RANK 36 NODE 23 --> 47.8898277 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 16 --> 176.046448 sigma in 36act. ( 149.290863 sig out 1act.) RANK 2 NODE 25 --> 150.41951 sigma in 36act. ( 129.389359 sig out 1act.) RANK 3 NODE 1 --> 149.696091 sigma in 36act. ( 144.172379 sig out 1act.) RANK 4 NODE 29 --> 126.154564 sigma in 36act. ( 119.718231 sig out 1act.) RANK 5 NODE 15 --> 126.078667 sigma in 36act. ( 112.112999 sig out 1act.) RANK 6 NODE 30 --> 114.523247 sigma in 36act. ( 112.416595 sig out 1act.) RANK 7 NODE 28 --> 109.531853 sigma in 36act. ( 102.022667 sig out 1act.) RANK 8 NODE 11 --> 108.71331 sigma in 36act. ( 105.953514 sig out 1act.) RANK 9 NODE 43 --> 106.09269 sigma in 36act. ( 102.643715 sig out 1act.) RANK 10 NODE 5 --> 97.9715195 sigma in 36act. ( 92.7878342 sig out 1act.) RANK 11 NODE 12 --> 94.8267746 sigma in 36act. ( 92.8126755 sig out 1act.) RANK 12 NODE 38 --> 89.1966324 sigma in 36act. ( 81.9048462 sig out 1act.) RANK 13 NODE 3 --> 88.6866455 sigma in 36act. ( 82.3899155 sig out 1act.) RANK 14 NODE 7 --> 87.3981705 sigma in 36act. ( 88.830162 sig out 1act.) RANK 15 NODE 17 --> 71.8636169 sigma in 36act. ( 67.8739624 sig out 1act.) RANK 16 NODE 8 --> 71.692894 sigma in 36act. ( 68.897934 sig out 1act.) RANK 17 NODE 42 --> 67.7007675 sigma in 36act. ( 68.9860611 sig out 1act.) RANK 18 NODE 19 --> 55.7487831 sigma in 36act. ( 52.7243309 sig out 1act.) RANK 19 NODE 24 --> 53.0390968 sigma in 36act. ( 54.3485069 sig out 1act.) RANK 20 NODE 35 --> 49.3431778 sigma in 36act. ( 46.3695526 sig out 1act.) RANK 21 NODE 32 --> 49.0120697 sigma in 36act. ( 47.5505524 sig out 1act.) RANK 22 NODE 44 --> 48.4342003 sigma in 36act. ( 47.7859497 sig out 1act.) RANK 23 NODE 37 --> 47.2682228 sigma in 36act. ( 48.5484123 sig out 1act.) RANK 24 NODE 36 --> 46.0603065 sigma in 36act. ( 42.4540596 sig out 1act.) RANK 25 NODE 40 --> 43.3925018 sigma in 36act. ( 41.6173477 sig out 1act.) RANK 26 NODE 33 --> 42.0912323 sigma in 36act. ( 42.3901291 sig out 1act.) RANK 27 NODE 4 --> 38.9897461 sigma in 36act. ( 36.3920631 sig out 1act.) RANK 28 NODE 2 --> 38.9030762 sigma in 36act. ( 36.8203812 sig out 1act.) RANK 29 NODE 34 --> 38.3156548 sigma in 36act. ( 38.3243637 sig out 1act.) RANK 30 NODE 18 --> 31.7112827 sigma in 36act. ( 30.1636887 sig out 1act.) RANK 31 NODE 41 --> 31.4449768 sigma in 36act. ( 30.3112583 sig out 1act.) RANK 32 NODE 13 --> 30.6514225 sigma in 36act. ( 29.9194527 sig out 1act.) RANK 33 NODE 27 --> 30.5436325 sigma in 36act. ( 29.0326939 sig out 1act.) RANK 34 NODE 31 --> 28.2098923 sigma in 36act. ( 30.0797558 sig out 1act.) RANK 35 NODE 26 --> 25.2751007 sigma in 36act. ( 26.2361984 sig out 1act.) RANK 36 NODE 9 --> 21.3669605 sigma in 36act. ( 21.2134323 sig out 1act.) RANK 37 NODE 23 --> 21.186594 sigma in 36act. ( 20.3238697 sig out 1act.) RANK 38 NODE 39 --> 20.3288002 sigma in 36act. ( 18.8913403 sig out 1act.) RANK 39 NODE 10 --> 14.0655527 sigma in 36act. ( 11.6056795 sig out 1act.) RANK 40 NODE 6 --> 11.6617117 sigma in 36act. ( 7.01218462 sig out 1act.) RANK 41 NODE 22 --> 9.95616245 sigma in 36act. ( 4.84584188 sig out 1act.) RANK 42 NODE 21 --> 9.74972439 sigma in 36act. ( 7.30254698 sig out 1act.) RANK 43 NODE 14 --> 8.92360401 sigma in 36act. ( 5.39247036 sig out 1act.) RANK 44 NODE 20 --> 6.85084152 sigma in 36act. ( 2.11143231 sig out 1act.) sorted by output significance RANK 1 NODE 16 --> 149.290863 sigma out 1act.( 176.046448 sig in 36act.) RANK 2 NODE 1 --> 144.172379 sigma out 1act.( 149.696091 sig in 36act.) RANK 3 NODE 25 --> 129.389359 sigma out 1act.( 150.41951 sig in 36act.) RANK 4 NODE 29 --> 119.718231 sigma out 1act.( 126.154564 sig in 36act.) RANK 5 NODE 30 --> 112.416595 sigma out 1act.( 114.523247 sig in 36act.) RANK 6 NODE 15 --> 112.112999 sigma out 1act.( 126.078667 sig in 36act.) RANK 7 NODE 11 --> 105.953514 sigma out 1act.( 108.71331 sig in 36act.) RANK 8 NODE 43 --> 102.643715 sigma out 1act.( 106.09269 sig in 36act.) RANK 9 NODE 28 --> 102.022667 sigma out 1act.( 109.531853 sig in 36act.) RANK 10 NODE 12 --> 92.8126755 sigma out 1act.( 94.8267746 sig in 36act.) RANK 11 NODE 5 --> 92.7878342 sigma out 1act.( 97.9715195 sig in 36act.) RANK 12 NODE 7 --> 88.830162 sigma out 1act.( 87.3981705 sig in 36act.) RANK 13 NODE 3 --> 82.3899155 sigma out 1act.( 88.6866455 sig in 36act.) RANK 14 NODE 38 --> 81.9048462 sigma out 1act.( 89.1966324 sig in 36act.) RANK 15 NODE 42 --> 68.9860611 sigma out 1act.( 67.7007675 sig in 36act.) RANK 16 NODE 8 --> 68.897934 sigma out 1act.( 71.692894 sig in 36act.) RANK 17 NODE 17 --> 67.8739624 sigma out 1act.( 71.8636169 sig in 36act.) RANK 18 NODE 24 --> 54.3485069 sigma out 1act.( 53.0390968 sig in 36act.) RANK 19 NODE 19 --> 52.7243309 sigma out 1act.( 55.7487831 sig in 36act.) RANK 20 NODE 37 --> 48.5484123 sigma out 1act.( 47.2682228 sig in 36act.) RANK 21 NODE 44 --> 47.7859497 sigma out 1act.( 48.4342003 sig in 36act.) RANK 22 NODE 32 --> 47.5505524 sigma out 1act.( 49.0120697 sig in 36act.) RANK 23 NODE 35 --> 46.3695526 sigma out 1act.( 49.3431778 sig in 36act.) RANK 24 NODE 36 --> 42.4540596 sigma out 1act.( 46.0603065 sig in 36act.) RANK 25 NODE 33 --> 42.3901291 sigma out 1act.( 42.0912323 sig in 36act.) RANK 26 NODE 40 --> 41.6173477 sigma out 1act.( 43.3925018 sig in 36act.) RANK 27 NODE 34 --> 38.3243637 sigma out 1act.( 38.3156548 sig in 36act.) RANK 28 NODE 2 --> 36.8203812 sigma out 1act.( 38.9030762 sig in 36act.) RANK 29 NODE 4 --> 36.3920631 sigma out 1act.( 38.9897461 sig in 36act.) RANK 30 NODE 41 --> 30.3112583 sigma out 1act.( 31.4449768 sig in 36act.) RANK 31 NODE 18 --> 30.1636887 sigma out 1act.( 31.7112827 sig in 36act.) RANK 32 NODE 31 --> 30.0797558 sigma out 1act.( 28.2098923 sig in 36act.) RANK 33 NODE 13 --> 29.9194527 sigma out 1act.( 30.6514225 sig in 36act.) RANK 34 NODE 27 --> 29.0326939 sigma out 1act.( 30.5436325 sig in 36act.) RANK 35 NODE 26 --> 26.2361984 sigma out 1act.( 25.2751007 sig in 36act.) RANK 36 NODE 9 --> 21.2134323 sigma out 1act.( 21.3669605 sig in 36act.) RANK 37 NODE 23 --> 20.3238697 sigma out 1act.( 21.186594 sig in 36act.) RANK 38 NODE 39 --> 18.8913403 sigma out 1act.( 20.3288002 sig in 36act.) RANK 39 NODE 10 --> 11.6056795 sigma out 1act.( 14.0655527 sig in 36act.) RANK 40 NODE 21 --> 7.30254698 sigma out 1act.( 9.74972439 sig in 36act.) RANK 41 NODE 6 --> 7.01218462 sigma out 1act.( 11.6617117 sig in 36act.) RANK 42 NODE 14 --> 5.39247036 sigma out 1act.( 8.92360401 sig in 36act.) RANK 43 NODE 22 --> 4.84584188 sigma out 1act.( 9.95616245 sig in 36act.) RANK 44 NODE 20 --> 2.11143231 sigma out 1act.( 6.85084152 sig in 36act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 463.883789 sigma in 44 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.351393521 *** contribution from regularisation: 0.00158658577 *** contribution from error: -0.352980107 *** contribution from DIAG: 0.000153146015 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.376545578 *** contribution from regularisation: 0.00287360582 *** contribution from error: -0.379419178 *** contribution from DIAG: 9.53313647E-05 *********************************************** ENTER BFGS code START -376550.234 0.183982894 0. EXIT FROM BFGS code FG_START 0. 0.183982894 0. --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.377095044 *** contribution from regularisation: 0.00260800426 *** contribution from error: -0.379703045 *** contribution from DIAG: 0.000123482983 *********************************************** ENTER BFGS code FG_START -376971.562 0.183982894 -117.50528 EXIT FROM BFGS code FG_LNSRCH 0. 0.174232244 0. --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.368388683 *** contribution from regularisation: 0.00275986292 *** contribution from error: -0.371148556 *** contribution from DIAG: 0.00120885251 *********************************************** ENTER BFGS code FG_LNSRCH -367179.839 0.174232244 -1886.95972 EXIT FROM BFGS code FG_LNSRCH 0. 0.180768296 0. --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.377387851 *** contribution from regularisation: 0.00270219124 *** contribution from error: -0.380090028 *** contribution from DIAG: 0.000177390553 *********************************************** ENTER BFGS code FG_LNSRCH -377210.471 0.180768296 -802.347351 EXIT FROM BFGS code NEW_X -377210.471 0.180768296 -802.347351 ENTER BFGS code NEW_X -377210.471 0.180768296 -802.347351 EXIT FROM BFGS code FG_LNSRCH 0. 0.178339273 0. --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.378475785 *** contribution from regularisation: 0.00272031315 *** contribution from error: -0.381196111 *** contribution from DIAG: 0.000163235076 *********************************************** ENTER BFGS code FG_LNSRCH -378312.562 0.178339273 -317.865051 EXIT FROM BFGS code NEW_X -378312.562 0.178339273 -317.865051 ENTER BFGS code NEW_X -378312.562 0.178339273 -317.865051 EXIT FROM BFGS code FG_LNSRCH 0. 0.169936985 0. --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.380373776 *** contribution from regularisation: 0.0027618974 *** contribution from error: -0.383135676 *** contribution from DIAG: 0.000183941098 *********************************************** ENTER BFGS code FG_LNSRCH -380189.821 0.169936985 359.300873 EXIT FROM BFGS code NEW_X -380189.821 0.169936985 359.300873 ENTER BFGS code NEW_X -380189.821 0.169936985 359.300873 EXIT FROM BFGS code FG_LNSRCH 0. 0.153876737 0. --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.383276492 *** contribution from regularisation: 0.00283118966 *** contribution from error: -0.386107683 *** contribution from DIAG: 0.000179652881 *********************************************** ENTER BFGS code FG_LNSRCH -383096.85 0.153876737 707.069641 EXIT FROM BFGS code NEW_X -383096.85 0.153876737 707.069641 ENTER BFGS code NEW_X -383096.85 0.153876737 707.069641 EXIT FROM BFGS code FG_LNSRCH 0. 0.122521147 0. --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.387369603 *** contribution from regularisation: 0.00311135734 *** contribution from error: -0.390480965 *** contribution from DIAG: 0.00016572015 *********************************************** ENTER BFGS code FG_LNSRCH -387203.874 0.122521147 512.430664 EXIT FROM BFGS code NEW_X -387203.874 0.122521147 512.430664 ENTER BFGS code NEW_X -387203.874 0.122521147 512.430664 EXIT FROM BFGS code FG_LNSRCH 0. 0.0875524879 0. --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 190.315613 sigma out 44 active outputs RANK 2 NODE 32 --> 172.402771 sigma out 44 active outputs RANK 3 NODE 17 --> 169.199326 sigma out 44 active outputs RANK 4 NODE 19 --> 162.457855 sigma out 44 active outputs RANK 5 NODE 3 --> 158.917801 sigma out 44 active outputs RANK 6 NODE 21 --> 150.453049 sigma out 44 active outputs RANK 7 NODE 20 --> 150.339417 sigma out 44 active outputs RANK 8 NODE 1 --> 147.409943 sigma out 44 active outputs RANK 9 NODE 35 --> 143.003143 sigma out 44 active outputs RANK 10 NODE 2 --> 138.952515 sigma out 44 active outputs RANK 11 NODE 11 --> 134.13208 sigma out 44 active outputs RANK 12 NODE 12 --> 130.568817 sigma out 44 active outputs RANK 13 NODE 33 --> 129.223969 sigma out 44 active outputs RANK 14 NODE 26 --> 129.207596 sigma out 44 active outputs RANK 15 NODE 27 --> 126.43512 sigma out 44 active outputs RANK 16 NODE 14 --> 124.022018 sigma out 44 active outputs RANK 17 NODE 8 --> 123.281693 sigma out 44 active outputs RANK 18 NODE 30 --> 123.229759 sigma out 44 active outputs RANK 19 NODE 18 --> 120.503571 sigma out 44 active outputs RANK 20 NODE 22 --> 113.546043 sigma out 44 active outputs RANK 21 NODE 25 --> 110.425331 sigma out 44 active outputs RANK 22 NODE 6 --> 107.513977 sigma out 44 active outputs RANK 23 NODE 28 --> 99.0247726 sigma out 44 active outputs RANK 24 NODE 4 --> 93.7826996 sigma out 44 active outputs RANK 25 NODE 29 --> 88.8421402 sigma out 44 active outputs RANK 26 NODE 24 --> 88.1933975 sigma out 44 active outputs RANK 27 NODE 9 --> 86.0336914 sigma out 44 active outputs RANK 28 NODE 15 --> 77.162056 sigma out 44 active outputs RANK 29 NODE 16 --> 76.9627609 sigma out 44 active outputs RANK 30 NODE 13 --> 71.8395004 sigma out 44 active outputs RANK 31 NODE 10 --> 71.4848175 sigma out 44 active outputs RANK 32 NODE 34 --> 70.7216492 sigma out 44 active outputs RANK 33 NODE 5 --> 70.7037659 sigma out 44 active outputs RANK 34 NODE 31 --> 62.105938 sigma out 44 active outputs RANK 35 NODE 36 --> 60.4177017 sigma out 44 active outputs RANK 36 NODE 23 --> 58.7351074 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 1 --> 405.802399 sigma in 36act. ( 340.594513 sig out 1act.) RANK 2 NODE 16 --> 207.973557 sigma in 36act. ( 184.679688 sig out 1act.) RANK 3 NODE 25 --> 207.314758 sigma in 36act. ( 209.904388 sig out 1act.) RANK 4 NODE 11 --> 188.59996 sigma in 36act. ( 181.6008 sig out 1act.) RANK 5 NODE 28 --> 179.259415 sigma in 36act. ( 168.340454 sig out 1act.) RANK 6 NODE 24 --> 166.387115 sigma in 36act. ( 168.006332 sig out 1act.) RANK 7 NODE 30 --> 153.346085 sigma in 36act. ( 154.328278 sig out 1act.) RANK 8 NODE 29 --> 145.946793 sigma in 36act. ( 150.204697 sig out 1act.) RANK 9 NODE 43 --> 112.435577 sigma in 36act. ( 108.82579 sig out 1act.) RANK 10 NODE 7 --> 108.460838 sigma in 36act. ( 111.104271 sig out 1act.) RANK 11 NODE 34 --> 100.478104 sigma in 36act. ( 100.469543 sig out 1act.) RANK 12 NODE 19 --> 98.8717575 sigma in 36act. ( 98.6069641 sig out 1act.) RANK 13 NODE 40 --> 93.9456329 sigma in 36act. ( 86.5162277 sig out 1act.) RANK 14 NODE 42 --> 86.9940262 sigma in 36act. ( 91.3749695 sig out 1act.) RANK 15 NODE 15 --> 86.5442505 sigma in 36act. ( 88.9906158 sig out 1act.) RANK 16 NODE 38 --> 77.9662857 sigma in 36act. ( 76.5293961 sig out 1act.) RANK 17 NODE 5 --> 72.690918 sigma in 36act. ( 73.8874741 sig out 1act.) RANK 18 NODE 37 --> 72.6240692 sigma in 36act. ( 77.7312393 sig out 1act.) RANK 19 NODE 12 --> 72.1409073 sigma in 36act. ( 68.1323547 sig out 1act.) RANK 20 NODE 8 --> 69.8586655 sigma in 36act. ( 71.716217 sig out 1act.) RANK 21 NODE 26 --> 67.665062 sigma in 36act. ( 72.6696701 sig out 1act.) RANK 22 NODE 4 --> 65.5835724 sigma in 36act. ( 61.9966583 sig out 1act.) RANK 23 NODE 44 --> 56.3913193 sigma in 36act. ( 56.211422 sig out 1act.) RANK 24 NODE 3 --> 56.3420563 sigma in 36act. ( 57.4203835 sig out 1act.) RANK 25 NODE 27 --> 47.8186188 sigma in 36act. ( 45.7024536 sig out 1act.) RANK 26 NODE 17 --> 45.9264908 sigma in 36act. ( 42.6020241 sig out 1act.) RANK 27 NODE 32 --> 45.6992111 sigma in 36act. ( 47.7236938 sig out 1act.) RANK 28 NODE 18 --> 45.5130005 sigma in 36act. ( 43.4937096 sig out 1act.) RANK 29 NODE 36 --> 45.0920029 sigma in 36act. ( 41.3719559 sig out 1act.) RANK 30 NODE 13 --> 32.3032455 sigma in 36act. ( 32.2500877 sig out 1act.) RANK 31 NODE 39 --> 31.9730625 sigma in 36act. ( 31.5300426 sig out 1act.) RANK 32 NODE 31 --> 31.0340061 sigma in 36act. ( 32.6291046 sig out 1act.) RANK 33 NODE 35 --> 28.0804329 sigma in 36act. ( 25.4836864 sig out 1act.) RANK 34 NODE 41 --> 28.0065174 sigma in 36act. ( 26.4409466 sig out 1act.) RANK 35 NODE 23 --> 26.4951172 sigma in 36act. ( 26.0444622 sig out 1act.) RANK 36 NODE 2 --> 20.5334263 sigma in 36act. ( 17.178091 sig out 1act.) RANK 37 NODE 10 --> 15.9016943 sigma in 36act. ( 13.2460403 sig out 1act.) RANK 38 NODE 9 --> 15.6575003 sigma in 36act. ( 13.528533 sig out 1act.) RANK 39 NODE 6 --> 15.3633432 sigma in 36act. ( 11.2173433 sig out 1act.) RANK 40 NODE 14 --> 15.2334929 sigma in 36act. ( 13.0936804 sig out 1act.) RANK 41 NODE 33 --> 14.8136911 sigma in 36act. ( 10.262166 sig out 1act.) RANK 42 NODE 22 --> 14.2322826 sigma in 36act. ( 10.5449867 sig out 1act.) RANK 43 NODE 20 --> 8.5408411 sigma in 36act. ( 4.13312387 sig out 1act.) RANK 44 NODE 21 --> 8.44473553 sigma in 36act. ( 3.21589208 sig out 1act.) sorted by output significance RANK 1 NODE 1 --> 340.594513 sigma out 1act.( 405.802399 sig in 36act.) RANK 2 NODE 25 --> 209.904388 sigma out 1act.( 207.314758 sig in 36act.) RANK 3 NODE 16 --> 184.679688 sigma out 1act.( 207.973557 sig in 36act.) RANK 4 NODE 11 --> 181.6008 sigma out 1act.( 188.59996 sig in 36act.) RANK 5 NODE 28 --> 168.340454 sigma out 1act.( 179.259415 sig in 36act.) RANK 6 NODE 24 --> 168.006332 sigma out 1act.( 166.387115 sig in 36act.) RANK 7 NODE 30 --> 154.328278 sigma out 1act.( 153.346085 sig in 36act.) RANK 8 NODE 29 --> 150.204697 sigma out 1act.( 145.946793 sig in 36act.) RANK 9 NODE 7 --> 111.104271 sigma out 1act.( 108.460838 sig in 36act.) RANK 10 NODE 43 --> 108.82579 sigma out 1act.( 112.435577 sig in 36act.) RANK 11 NODE 34 --> 100.469543 sigma out 1act.( 100.478104 sig in 36act.) RANK 12 NODE 19 --> 98.6069641 sigma out 1act.( 98.8717575 sig in 36act.) RANK 13 NODE 42 --> 91.3749695 sigma out 1act.( 86.9940262 sig in 36act.) RANK 14 NODE 15 --> 88.9906158 sigma out 1act.( 86.5442505 sig in 36act.) RANK 15 NODE 40 --> 86.5162277 sigma out 1act.( 93.9456329 sig in 36act.) RANK 16 NODE 37 --> 77.7312393 sigma out 1act.( 72.6240692 sig in 36act.) RANK 17 NODE 38 --> 76.5293961 sigma out 1act.( 77.9662857 sig in 36act.) RANK 18 NODE 5 --> 73.8874741 sigma out 1act.( 72.690918 sig in 36act.) RANK 19 NODE 26 --> 72.6696701 sigma out 1act.( 67.665062 sig in 36act.) RANK 20 NODE 8 --> 71.716217 sigma out 1act.( 69.8586655 sig in 36act.) RANK 21 NODE 12 --> 68.1323547 sigma out 1act.( 72.1409073 sig in 36act.) RANK 22 NODE 4 --> 61.9966583 sigma out 1act.( 65.5835724 sig in 36act.) RANK 23 NODE 3 --> 57.4203835 sigma out 1act.( 56.3420563 sig in 36act.) RANK 24 NODE 44 --> 56.211422 sigma out 1act.( 56.3913193 sig in 36act.) RANK 25 NODE 32 --> 47.7236938 sigma out 1act.( 45.6992111 sig in 36act.) RANK 26 NODE 27 --> 45.7024536 sigma out 1act.( 47.8186188 sig in 36act.) RANK 27 NODE 18 --> 43.4937096 sigma out 1act.( 45.5130005 sig in 36act.) RANK 28 NODE 17 --> 42.6020241 sigma out 1act.( 45.9264908 sig in 36act.) RANK 29 NODE 36 --> 41.3719559 sigma out 1act.( 45.0920029 sig in 36act.) RANK 30 NODE 31 --> 32.6291046 sigma out 1act.( 31.0340061 sig in 36act.) RANK 31 NODE 13 --> 32.2500877 sigma out 1act.( 32.3032455 sig in 36act.) RANK 32 NODE 39 --> 31.5300426 sigma out 1act.( 31.9730625 sig in 36act.) RANK 33 NODE 41 --> 26.4409466 sigma out 1act.( 28.0065174 sig in 36act.) RANK 34 NODE 23 --> 26.0444622 sigma out 1act.( 26.4951172 sig in 36act.) RANK 35 NODE 35 --> 25.4836864 sigma out 1act.( 28.0804329 sig in 36act.) RANK 36 NODE 2 --> 17.178091 sigma out 1act.( 20.5334263 sig in 36act.) RANK 37 NODE 9 --> 13.528533 sigma out 1act.( 15.6575003 sig in 36act.) RANK 38 NODE 10 --> 13.2460403 sigma out 1act.( 15.9016943 sig in 36act.) RANK 39 NODE 14 --> 13.0936804 sigma out 1act.( 15.2334929 sig in 36act.) RANK 40 NODE 6 --> 11.2173433 sigma out 1act.( 15.3633432 sig in 36act.) RANK 41 NODE 22 --> 10.5449867 sigma out 1act.( 14.2322826 sig in 36act.) RANK 42 NODE 33 --> 10.262166 sigma out 1act.( 14.8136911 sig in 36act.) RANK 43 NODE 20 --> 4.13312387 sigma out 1act.( 8.5408411 sig in 36act.) RANK 44 NODE 21 --> 3.21589208 sigma out 1act.( 8.44473553 sig in 36act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 675.782043 sigma in 44 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.388750046 *** contribution from regularisation: 0.00329803443 *** contribution from error: -0.392048091 *** contribution from DIAG: 0.000215803302 *********************************************** ENTER BFGS code FG_LNSRCH -388534.229 0.0875524879 -507.644073 EXIT FROM BFGS code NEW_X -388534.229 0.0875524879 -507.644073 ENTER BFGS code NEW_X -388534.229 0.0875524879 -507.644073 EXIT FROM BFGS code FG_LNSRCH 0. 0.0870587826 0. --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.391314775 *** contribution from regularisation: 0.00284918444 *** contribution from error: -0.394163966 *** contribution from DIAG: 0.000254593993 *********************************************** ENTER BFGS code FG_LNSRCH -391060.184 0.0870587826 -259.346802 EXIT FROM BFGS code NEW_X -391060.184 0.0870587826 -259.346802 ENTER BFGS code NEW_X -391060.184 0.0870587826 -259.346802 EXIT FROM BFGS code FG_LNSRCH 0. 0.0919577703 0. --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.391730547 *** contribution from regularisation: 0.0027695063 *** contribution from error: -0.394500047 *** contribution from DIAG: 0.000268498465 *********************************************** ENTER BFGS code FG_LNSRCH -391462.044 0.0919577703 -36.2856522 EXIT FROM BFGS code NEW_X -391462.044 0.0919577703 -36.2856522 ENTER BFGS code NEW_X -391462.044 0.0919577703 -36.2856522 EXIT FROM BFGS code FG_LNSRCH 0. 0.0929803774 0. --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.392455608 *** contribution from regularisation: 0.00279357354 *** contribution from error: -0.395249188 *** contribution from DIAG: 0.000246489886 *********************************************** ENTER BFGS code FG_LNSRCH -392209.125 0.0929803774 -280.510895 EXIT FROM BFGS code NEW_X -392209.125 0.0929803774 -280.510895 ENTER BFGS code NEW_X -392209.125 0.0929803774 -280.510895 EXIT FROM BFGS code FG_LNSRCH 0. 0.0842288211 0. --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.394429475 *** contribution from regularisation: 0.00280577806 *** contribution from error: -0.397235245 *** contribution from DIAG: 0.000230754027 *********************************************** ENTER BFGS code FG_LNSRCH -394198.734 0.0842288211 225.426254 EXIT FROM BFGS code NEW_X -394198.734 0.0842288211 225.426254 ENTER BFGS code NEW_X -394198.734 0.0842288211 225.426254 EXIT FROM BFGS code FG_LNSRCH 0. 0.058840096 0. --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.396974027 *** contribution from regularisation: 0.003077592 *** contribution from error: -0.400051624 *** contribution from DIAG: 0.000227056764 *********************************************** ENTER BFGS code FG_LNSRCH -396746.969 0.058840096 -252.583374 EXIT FROM BFGS code NEW_X -396746.969 0.058840096 -252.583374 ENTER BFGS code NEW_X -396746.969 0.058840096 -252.583374 EXIT FROM BFGS code FG_LNSRCH 0. 0.0219670665 0. --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.3983244 *** contribution from regularisation: 0.00333759328 *** contribution from error: -0.401661992 *** contribution from DIAG: 0.000225984462 *********************************************** ENTER BFGS code FG_LNSRCH -398098.417 0.0219670665 -145.661636 EXIT FROM BFGS code NEW_X -398098.417 0.0219670665 -145.661636 ENTER BFGS code NEW_X -398098.417 0.0219670665 -145.661636 EXIT FROM BFGS code FG_LNSRCH 0. 0.0143361669 0. --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.399546981 *** contribution from regularisation: 0.00298816548 *** contribution from error: -0.402535141 *** contribution from DIAG: 0.000226781092 *********************************************** ENTER BFGS code FG_LNSRCH -399320.202 0.0143361669 183.948303 EXIT FROM BFGS code NEW_X -399320.202 0.0143361669 183.948303 ENTER BFGS code NEW_X -399320.202 0.0143361669 183.948303 EXIT FROM BFGS code FG_LNSRCH 0. 0.0182334762 0. --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.400062799 *** contribution from regularisation: 0.00287467963 *** contribution from error: -0.402937472 *** contribution from DIAG: 0.000226150674 *********************************************** ENTER BFGS code FG_LNSRCH -399836.661 0.0182334762 -52.4287415 EXIT FROM BFGS code NEW_X -399836.661 0.0182334762 -52.4287415 ENTER BFGS code NEW_X -399836.661 0.0182334762 -52.4287415 EXIT FROM BFGS code FG_LNSRCH 0. 0.0170455724 0. --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.400763631 *** contribution from regularisation: 0.00294642849 *** contribution from error: -0.403710067 *** contribution from DIAG: 0.000217844979 *********************************************** ENTER BFGS code FG_LNSRCH -400545.775 0.0170455724 -211.233154 EXIT FROM BFGS code NEW_X -400545.775 0.0170455724 -211.233154 ENTER BFGS code NEW_X -400545.775 0.0170455724 -211.233154 EXIT FROM BFGS code FG_LNSRCH 0. 0.009314497 0. --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 216.105637 sigma out 44 active outputs RANK 2 NODE 7 --> 213.898422 sigma out 44 active outputs RANK 3 NODE 2 --> 200.992416 sigma out 44 active outputs RANK 4 NODE 35 --> 192.885468 sigma out 44 active outputs RANK 5 NODE 17 --> 191.366562 sigma out 44 active outputs RANK 6 NODE 3 --> 190.327057 sigma out 44 active outputs RANK 7 NODE 32 --> 188.196472 sigma out 44 active outputs RANK 8 NODE 12 --> 179.034058 sigma out 44 active outputs RANK 9 NODE 8 --> 168.762192 sigma out 44 active outputs RANK 10 NODE 19 --> 164.091003 sigma out 44 active outputs RANK 11 NODE 30 --> 162.750031 sigma out 44 active outputs RANK 12 NODE 33 --> 158.770599 sigma out 44 active outputs RANK 13 NODE 6 --> 153.434906 sigma out 44 active outputs RANK 14 NODE 11 --> 152.527115 sigma out 44 active outputs RANK 15 NODE 20 --> 151.896683 sigma out 44 active outputs RANK 16 NODE 26 --> 150.712357 sigma out 44 active outputs RANK 17 NODE 21 --> 147.228973 sigma out 44 active outputs RANK 18 NODE 25 --> 137.229782 sigma out 44 active outputs RANK 19 NODE 18 --> 129.935257 sigma out 44 active outputs RANK 20 NODE 4 --> 127.974548 sigma out 44 active outputs RANK 21 NODE 14 --> 126.55246 sigma out 44 active outputs RANK 22 NODE 27 --> 125.979317 sigma out 44 active outputs RANK 23 NODE 28 --> 120.523689 sigma out 44 active outputs RANK 24 NODE 22 --> 113.414787 sigma out 44 active outputs RANK 25 NODE 24 --> 113.194916 sigma out 44 active outputs RANK 26 NODE 15 --> 109.448143 sigma out 44 active outputs RANK 27 NODE 9 --> 99.7080383 sigma out 44 active outputs RANK 28 NODE 10 --> 99.1088181 sigma out 44 active outputs RANK 29 NODE 29 --> 93.9183731 sigma out 44 active outputs RANK 30 NODE 16 --> 92.7116318 sigma out 44 active outputs RANK 31 NODE 5 --> 92.4862747 sigma out 44 active outputs RANK 32 NODE 13 --> 85.5034103 sigma out 44 active outputs RANK 33 NODE 34 --> 84.2554398 sigma out 44 active outputs RANK 34 NODE 23 --> 60.785202 sigma out 44 active outputs RANK 35 NODE 36 --> 60.5053902 sigma out 44 active outputs RANK 36 NODE 31 --> 55.3396263 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 1 --> 384.675995 sigma in 36act. ( 312.093109 sig out 1act.) RANK 2 NODE 24 --> 264.31665 sigma in 36act. ( 258.420044 sig out 1act.) RANK 3 NODE 11 --> 234.968628 sigma in 36act. ( 224.288177 sig out 1act.) RANK 4 NODE 28 --> 214.472397 sigma in 36act. ( 196.262909 sig out 1act.) RANK 5 NODE 16 --> 205.686081 sigma in 36act. ( 181.617645 sig out 1act.) RANK 6 NODE 25 --> 205.238083 sigma in 36act. ( 205.936035 sig out 1act.) RANK 7 NODE 34 --> 193.762253 sigma in 36act. ( 186.848831 sig out 1act.) RANK 8 NODE 12 --> 183.549042 sigma in 36act. ( 168.537567 sig out 1act.) RANK 9 NODE 30 --> 179.46698 sigma in 36act. ( 188.272385 sig out 1act.) RANK 10 NODE 19 --> 165.091431 sigma in 36act. ( 164.170334 sig out 1act.) RANK 11 NODE 40 --> 163.009567 sigma in 36act. ( 145.646057 sig out 1act.) RANK 12 NODE 29 --> 146.898834 sigma in 36act. ( 151.038498 sig out 1act.) RANK 13 NODE 7 --> 144.490707 sigma in 36act. ( 149.382019 sig out 1act.) RANK 14 NODE 42 --> 131.835098 sigma in 36act. ( 133.020004 sig out 1act.) RANK 15 NODE 43 --> 130.947067 sigma in 36act. ( 131.14061 sig out 1act.) RANK 16 NODE 26 --> 107.866302 sigma in 36act. ( 114.063026 sig out 1act.) RANK 17 NODE 37 --> 100.218124 sigma in 36act. ( 108.623634 sig out 1act.) RANK 18 NODE 4 --> 89.6114197 sigma in 36act. ( 85.1061478 sig out 1act.) RANK 19 NODE 38 --> 89.567009 sigma in 36act. ( 88.3701401 sig out 1act.) RANK 20 NODE 15 --> 88.4369583 sigma in 36act. ( 90.4908981 sig out 1act.) RANK 21 NODE 8 --> 86.2306519 sigma in 36act. ( 87.0513611 sig out 1act.) RANK 22 NODE 44 --> 86.1133423 sigma in 36act. ( 87.5786133 sig out 1act.) RANK 23 NODE 5 --> 74.5654373 sigma in 36act. ( 78.1966705 sig out 1act.) RANK 24 NODE 36 --> 65.3604279 sigma in 36act. ( 59.0876045 sig out 1act.) RANK 25 NODE 32 --> 65.3578949 sigma in 36act. ( 71.6106186 sig out 1act.) RANK 26 NODE 27 --> 59.5987206 sigma in 36act. ( 57.6534233 sig out 1act.) RANK 27 NODE 17 --> 59.5760956 sigma in 36act. ( 56.7522507 sig out 1act.) RANK 28 NODE 18 --> 55.8559608 sigma in 36act. ( 54.2539024 sig out 1act.) RANK 29 NODE 41 --> 50.6344032 sigma in 36act. ( 49.6836548 sig out 1act.) RANK 30 NODE 39 --> 47.3937607 sigma in 36act. ( 47.9687309 sig out 1act.) RANK 31 NODE 31 --> 46.9038963 sigma in 36act. ( 51.2742805 sig out 1act.) RANK 32 NODE 3 --> 42.7628365 sigma in 36act. ( 42.4799347 sig out 1act.) RANK 33 NODE 23 --> 37.0108604 sigma in 36act. ( 37.5245934 sig out 1act.) RANK 34 NODE 13 --> 35.3915787 sigma in 36act. ( 36.2777367 sig out 1act.) RANK 35 NODE 35 --> 34.395504 sigma in 36act. ( 32.9593735 sig out 1act.) RANK 36 NODE 6 --> 30.0107937 sigma in 36act. ( 29.3544865 sig out 1act.) RANK 37 NODE 14 --> 27.1881104 sigma in 36act. ( 27.2671604 sig out 1act.) RANK 38 NODE 2 --> 24.8038979 sigma in 36act. ( 23.1122971 sig out 1act.) RANK 39 NODE 9 --> 20.0796757 sigma in 36act. ( 20.0074558 sig out 1act.) RANK 40 NODE 22 --> 16.1165581 sigma in 36act. ( 14.1076221 sig out 1act.) RANK 41 NODE 10 --> 15.2854738 sigma in 36act. ( 13.6185732 sig out 1act.) RANK 42 NODE 33 --> 11.2162113 sigma in 36act. ( 5.63474083 sig out 1act.) RANK 43 NODE 21 --> 6.78041029 sigma in 36act. ( 0.846669316 sig out 1act.) RANK 44 NODE 20 --> 6.36430597 sigma in 36act. ( 0.467351139 sig out 1act.) sorted by output significance RANK 1 NODE 1 --> 312.093109 sigma out 1act.( 384.675995 sig in 36act.) RANK 2 NODE 24 --> 258.420044 sigma out 1act.( 264.31665 sig in 36act.) RANK 3 NODE 11 --> 224.288177 sigma out 1act.( 234.968628 sig in 36act.) RANK 4 NODE 25 --> 205.936035 sigma out 1act.( 205.238083 sig in 36act.) RANK 5 NODE 28 --> 196.262909 sigma out 1act.( 214.472397 sig in 36act.) RANK 6 NODE 30 --> 188.272385 sigma out 1act.( 179.46698 sig in 36act.) RANK 7 NODE 34 --> 186.848831 sigma out 1act.( 193.762253 sig in 36act.) RANK 8 NODE 16 --> 181.617645 sigma out 1act.( 205.686081 sig in 36act.) RANK 9 NODE 12 --> 168.537567 sigma out 1act.( 183.549042 sig in 36act.) RANK 10 NODE 19 --> 164.170334 sigma out 1act.( 165.091431 sig in 36act.) RANK 11 NODE 29 --> 151.038498 sigma out 1act.( 146.898834 sig in 36act.) RANK 12 NODE 7 --> 149.382019 sigma out 1act.( 144.490707 sig in 36act.) RANK 13 NODE 40 --> 145.646057 sigma out 1act.( 163.009567 sig in 36act.) RANK 14 NODE 42 --> 133.020004 sigma out 1act.( 131.835098 sig in 36act.) RANK 15 NODE 43 --> 131.14061 sigma out 1act.( 130.947067 sig in 36act.) RANK 16 NODE 26 --> 114.063026 sigma out 1act.( 107.866302 sig in 36act.) RANK 17 NODE 37 --> 108.623634 sigma out 1act.( 100.218124 sig in 36act.) RANK 18 NODE 15 --> 90.4908981 sigma out 1act.( 88.4369583 sig in 36act.) RANK 19 NODE 38 --> 88.3701401 sigma out 1act.( 89.567009 sig in 36act.) RANK 20 NODE 44 --> 87.5786133 sigma out 1act.( 86.1133423 sig in 36act.) RANK 21 NODE 8 --> 87.0513611 sigma out 1act.( 86.2306519 sig in 36act.) RANK 22 NODE 4 --> 85.1061478 sigma out 1act.( 89.6114197 sig in 36act.) RANK 23 NODE 5 --> 78.1966705 sigma out 1act.( 74.5654373 sig in 36act.) RANK 24 NODE 32 --> 71.6106186 sigma out 1act.( 65.3578949 sig in 36act.) RANK 25 NODE 36 --> 59.0876045 sigma out 1act.( 65.3604279 sig in 36act.) RANK 26 NODE 27 --> 57.6534233 sigma out 1act.( 59.5987206 sig in 36act.) RANK 27 NODE 17 --> 56.7522507 sigma out 1act.( 59.5760956 sig in 36act.) RANK 28 NODE 18 --> 54.2539024 sigma out 1act.( 55.8559608 sig in 36act.) RANK 29 NODE 31 --> 51.2742805 sigma out 1act.( 46.9038963 sig in 36act.) RANK 30 NODE 41 --> 49.6836548 sigma out 1act.( 50.6344032 sig in 36act.) RANK 31 NODE 39 --> 47.9687309 sigma out 1act.( 47.3937607 sig in 36act.) RANK 32 NODE 3 --> 42.4799347 sigma out 1act.( 42.7628365 sig in 36act.) RANK 33 NODE 23 --> 37.5245934 sigma out 1act.( 37.0108604 sig in 36act.) RANK 34 NODE 13 --> 36.2777367 sigma out 1act.( 35.3915787 sig in 36act.) RANK 35 NODE 35 --> 32.9593735 sigma out 1act.( 34.395504 sig in 36act.) RANK 36 NODE 6 --> 29.3544865 sigma out 1act.( 30.0107937 sig in 36act.) RANK 37 NODE 14 --> 27.2671604 sigma out 1act.( 27.1881104 sig in 36act.) RANK 38 NODE 2 --> 23.1122971 sigma out 1act.( 24.8038979 sig in 36act.) RANK 39 NODE 9 --> 20.0074558 sigma out 1act.( 20.0796757 sig in 36act.) RANK 40 NODE 22 --> 14.1076221 sigma out 1act.( 16.1165581 sig in 36act.) RANK 41 NODE 10 --> 13.6185732 sigma out 1act.( 15.2854738 sig in 36act.) RANK 42 NODE 33 --> 5.63474083 sigma out 1act.( 11.2162113 sig in 36act.) RANK 43 NODE 21 --> 0.846669316 sigma out 1act.( 6.78041029 sig in 36act.) RANK 44 NODE 20 --> 0.467351139 sigma out 1act.( 6.36430597 sig in 36act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 811.690491 sigma in 44 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.40167141 *** contribution from regularisation: 0.00305112265 *** contribution from error: -0.404722542 *** contribution from DIAG: 0.000212701343 *********************************************** ENTER BFGS code FG_LNSRCH -401458.711 0.009314497 -481.189087 EXIT FROM BFGS code NEW_X -401458.711 0.009314497 -481.189087 ENTER BFGS code NEW_X -401458.711 0.009314497 -481.189087 EXIT FROM BFGS code FG_LNSRCH 0. -0.00572898099 0. --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.401605695 *** contribution from regularisation: 0.003138053 *** contribution from error: -0.404743761 *** contribution from DIAG: 0.000212187209 *********************************************** ENTER BFGS code FG_LNSRCH -401393.519 -0.00572898099 842.211731 EXIT FROM BFGS code FG_LNSRCH 0. 0.00184345432 0. --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.402312964 *** contribution from regularisation: 0.00287013338 *** contribution from error: -0.405183107 *** contribution from DIAG: 0.000225233962 *********************************************** ENTER BFGS code FG_LNSRCH -402087.719 0.00184345432 169.559601 EXIT FROM BFGS code NEW_X -402087.719 0.00184345432 169.559601 ENTER BFGS code NEW_X -402087.719 0.00184345432 169.559601 EXIT FROM BFGS code FG_LNSRCH 0. -0.00496103289 0. --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.402749509 *** contribution from regularisation: 0.00305793411 *** contribution from error: -0.405807436 *** contribution from DIAG: 0.000226094722 *********************************************** ENTER BFGS code FG_LNSRCH -402523.403 -0.00496103289 6.70328569 EXIT FROM BFGS code NEW_X -402523.403 -0.00496103289 6.70328569 ENTER BFGS code NEW_X -402523.403 -0.00496103289 6.70328569 EXIT FROM BFGS code FG_LNSRCH 0. -0.0145472847 0. --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.403453171 *** contribution from regularisation: 0.00308239949 *** contribution from error: -0.406535566 *** contribution from DIAG: 0.000228767865 *********************************************** ENTER BFGS code FG_LNSRCH -403224.395 -0.0145472847 -58.9650154 EXIT FROM BFGS code NEW_X -403224.395 -0.0145472847 -58.9650154 ENTER BFGS code NEW_X -403224.395 -0.0145472847 -58.9650154 EXIT FROM BFGS code FG_LNSRCH 0. -0.0327468961 0. --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.404536098 *** contribution from regularisation: 0.00320347003 *** contribution from error: -0.40773958 *** contribution from DIAG: 0.000222663104 *********************************************** ENTER BFGS code FG_LNSRCH -404313.447 -0.0327468961 -213.635773 EXIT FROM BFGS code NEW_X -404313.447 -0.0327468961 -213.635773 ENTER BFGS code NEW_X -404313.447 -0.0327468961 -213.635773 EXIT FROM BFGS code FG_LNSRCH 0. -0.060119357 0. --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.406160861 *** contribution from regularisation: 0.00333514949 *** contribution from error: -0.409496009 *** contribution from DIAG: 0.000224612639 *********************************************** ENTER BFGS code FG_LNSRCH -405936.251 -0.060119357 86.8928223 EXIT FROM BFGS code NEW_X -405936.251 -0.060119357 86.8928223 ENTER BFGS code NEW_X -405936.251 -0.060119357 86.8928223 EXIT FROM BFGS code FG_LNSRCH 0. -0.106222533 0. --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.401687801 *** contribution from regularisation: 0.00372113986 *** contribution from error: -0.405408949 *** contribution from DIAG: 0.000181221578 *********************************************** ENTER BFGS code FG_LNSRCH -401506.568 -0.106222533 -3972.35107 EXIT FROM BFGS code FG_LNSRCH 0. -0.0785398707 0. --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.40749228 *** contribution from regularisation: 0.00268640858 *** contribution from error: -0.410178691 *** contribution from DIAG: 0.000193932356 *********************************************** ENTER BFGS code FG_LNSRCH -407298.343 -0.0785398707 -1383.71875 EXIT FROM BFGS code NEW_X -407298.343 -0.0785398707 -1383.71875 ENTER BFGS code NEW_X -407298.343 -0.0785398707 -1383.71875 EXIT FROM BFGS code FG_LNSRCH 0. -0.0840050578 0. --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.408316344 *** contribution from regularisation: 0.00308490964 *** contribution from error: -0.411401242 *** contribution from DIAG: 0.000211995211 *********************************************** ENTER BFGS code FG_LNSRCH -408104.339 -0.0840050578 -140.627029 EXIT FROM BFGS code NEW_X -408104.339 -0.0840050578 -140.627029 ENTER BFGS code NEW_X -408104.339 -0.0840050578 -140.627029 EXIT FROM BFGS code FG_LNSRCH 0. -0.0830138922 0. --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 310.008179 sigma out 44 active outputs RANK 2 NODE 8 --> 275.403137 sigma out 44 active outputs RANK 3 NODE 35 --> 253.952789 sigma out 44 active outputs RANK 4 NODE 7 --> 233.374023 sigma out 44 active outputs RANK 5 NODE 2 --> 230.619354 sigma out 44 active outputs RANK 6 NODE 3 --> 223.701691 sigma out 44 active outputs RANK 7 NODE 17 --> 215.869553 sigma out 44 active outputs RANK 8 NODE 32 --> 212.524445 sigma out 44 active outputs RANK 9 NODE 12 --> 210.478195 sigma out 44 active outputs RANK 10 NODE 33 --> 189.154221 sigma out 44 active outputs RANK 11 NODE 19 --> 188.524063 sigma out 44 active outputs RANK 12 NODE 11 --> 184.618942 sigma out 44 active outputs RANK 13 NODE 6 --> 184.038376 sigma out 44 active outputs RANK 14 NODE 30 --> 182.180252 sigma out 44 active outputs RANK 15 NODE 22 --> 171.809753 sigma out 44 active outputs RANK 16 NODE 25 --> 171.488419 sigma out 44 active outputs RANK 17 NODE 14 --> 171.095612 sigma out 44 active outputs RANK 18 NODE 21 --> 169.76683 sigma out 44 active outputs RANK 19 NODE 20 --> 169.530197 sigma out 44 active outputs RANK 20 NODE 26 --> 168.197021 sigma out 44 active outputs RANK 21 NODE 4 --> 153.504501 sigma out 44 active outputs RANK 22 NODE 18 --> 152.74736 sigma out 44 active outputs RANK 23 NODE 24 --> 151.69809 sigma out 44 active outputs RANK 24 NODE 28 --> 134.232101 sigma out 44 active outputs RANK 25 NODE 15 --> 131.711914 sigma out 44 active outputs RANK 26 NODE 27 --> 131.443909 sigma out 44 active outputs RANK 27 NODE 16 --> 131.142761 sigma out 44 active outputs RANK 28 NODE 10 --> 123.951576 sigma out 44 active outputs RANK 29 NODE 13 --> 115.794006 sigma out 44 active outputs RANK 30 NODE 5 --> 111.866829 sigma out 44 active outputs RANK 31 NODE 9 --> 108.674744 sigma out 44 active outputs RANK 32 NODE 29 --> 108.191086 sigma out 44 active outputs RANK 33 NODE 34 --> 107.473251 sigma out 44 active outputs RANK 34 NODE 23 --> 75.0252075 sigma out 44 active outputs RANK 35 NODE 31 --> 63.083519 sigma out 44 active outputs RANK 36 NODE 36 --> 52.432888 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 350.680267 sigma in 36act. ( 300.257874 sig out 1act.) RANK 2 NODE 1 --> 324.643738 sigma in 36act. ( 258.738007 sig out 1act.) RANK 3 NODE 25 --> 306.962372 sigma in 36act. ( 298.000641 sig out 1act.) RANK 4 NODE 24 --> 274.500885 sigma in 36act. ( 261.820221 sig out 1act.) RANK 5 NODE 11 --> 241.376282 sigma in 36act. ( 221.174561 sig out 1act.) RANK 6 NODE 28 --> 234.356339 sigma in 36act. ( 205.518402 sig out 1act.) RANK 7 NODE 30 --> 231.235123 sigma in 36act. ( 234.33075 sig out 1act.) RANK 8 NODE 16 --> 230.988922 sigma in 36act. ( 200.509247 sig out 1act.) RANK 9 NODE 34 --> 228.850647 sigma in 36act. ( 210.168976 sig out 1act.) RANK 10 NODE 19 --> 223.052628 sigma in 36act. ( 216.623001 sig out 1act.) RANK 11 NODE 42 --> 212.538589 sigma in 36act. ( 195.040955 sig out 1act.) RANK 12 NODE 7 --> 187.857758 sigma in 36act. ( 194.713013 sig out 1act.) RANK 13 NODE 40 --> 181.330948 sigma in 36act. ( 166.057846 sig out 1act.) RANK 14 NODE 26 --> 174.667313 sigma in 36act. ( 177.274216 sig out 1act.) RANK 15 NODE 43 --> 169.757614 sigma in 36act. ( 170.324799 sig out 1act.) RANK 16 NODE 38 --> 155.017334 sigma in 36act. ( 149.542953 sig out 1act.) RANK 17 NODE 36 --> 149.016815 sigma in 36act. ( 117.91011 sig out 1act.) RANK 18 NODE 37 --> 148.375031 sigma in 36act. ( 163.003418 sig out 1act.) RANK 19 NODE 29 --> 126.635323 sigma in 36act. ( 125.134445 sig out 1act.) RANK 20 NODE 44 --> 123.243385 sigma in 36act. ( 126.420609 sig out 1act.) RANK 21 NODE 8 --> 117.165024 sigma in 36act. ( 115.923698 sig out 1act.) RANK 22 NODE 4 --> 115.016479 sigma in 36act. ( 108.536201 sig out 1act.) RANK 23 NODE 17 --> 113.592201 sigma in 36act. ( 107.545883 sig out 1act.) RANK 24 NODE 32 --> 97.3155899 sigma in 36act. ( 108.00901 sig out 1act.) RANK 25 NODE 41 --> 94.3583069 sigma in 36act. ( 89.8260574 sig out 1act.) RANK 26 NODE 27 --> 94.0273285 sigma in 36act. ( 92.451622 sig out 1act.) RANK 27 NODE 5 --> 84.7583466 sigma in 36act. ( 89.3426666 sig out 1act.) RANK 28 NODE 39 --> 76.223114 sigma in 36act. ( 76.7411804 sig out 1act.) RANK 29 NODE 18 --> 74.6500931 sigma in 36act. ( 73.59198 sig out 1act.) RANK 30 NODE 31 --> 69.5898056 sigma in 36act. ( 76.4850616 sig out 1act.) RANK 31 NODE 15 --> 65.5247498 sigma in 36act. ( 66.6704254 sig out 1act.) RANK 32 NODE 35 --> 59.8558273 sigma in 36act. ( 59.0396538 sig out 1act.) RANK 33 NODE 23 --> 59.4691277 sigma in 36act. ( 60.1949539 sig out 1act.) RANK 34 NODE 6 --> 57.1021004 sigma in 36act. ( 57.7415009 sig out 1act.) RANK 35 NODE 13 --> 40.2066994 sigma in 36act. ( 42.4194756 sig out 1act.) RANK 36 NODE 2 --> 38.3321075 sigma in 36act. ( 38.1389008 sig out 1act.) RANK 37 NODE 9 --> 38.0453568 sigma in 36act. ( 40.4877892 sig out 1act.) RANK 38 NODE 14 --> 37.3375206 sigma in 36act. ( 38.2257843 sig out 1act.) RANK 39 NODE 3 --> 32.6233788 sigma in 36act. ( 30.5585423 sig out 1act.) RANK 40 NODE 10 --> 20.9142036 sigma in 36act. ( 20.6756344 sig out 1act.) RANK 41 NODE 22 --> 13.2238369 sigma in 36act. ( 11.7674704 sig out 1act.) RANK 42 NODE 33 --> 9.44134521 sigma in 36act. ( 1.21055436 sig out 1act.) RANK 43 NODE 21 --> 8.35072994 sigma in 36act. ( 7.08125687 sig out 1act.) RANK 44 NODE 20 --> 5.33776426 sigma in 36act. ( 2.09673929 sig out 1act.) sorted by output significance RANK 1 NODE 12 --> 300.257874 sigma out 1act.( 350.680267 sig in 36act.) RANK 2 NODE 25 --> 298.000641 sigma out 1act.( 306.962372 sig in 36act.) RANK 3 NODE 24 --> 261.820221 sigma out 1act.( 274.500885 sig in 36act.) RANK 4 NODE 1 --> 258.738007 sigma out 1act.( 324.643738 sig in 36act.) RANK 5 NODE 30 --> 234.33075 sigma out 1act.( 231.235123 sig in 36act.) RANK 6 NODE 11 --> 221.174561 sigma out 1act.( 241.376282 sig in 36act.) RANK 7 NODE 19 --> 216.623001 sigma out 1act.( 223.052628 sig in 36act.) RANK 8 NODE 34 --> 210.168976 sigma out 1act.( 228.850647 sig in 36act.) RANK 9 NODE 28 --> 205.518402 sigma out 1act.( 234.356339 sig in 36act.) RANK 10 NODE 16 --> 200.509247 sigma out 1act.( 230.988922 sig in 36act.) RANK 11 NODE 42 --> 195.040955 sigma out 1act.( 212.538589 sig in 36act.) RANK 12 NODE 7 --> 194.713013 sigma out 1act.( 187.857758 sig in 36act.) RANK 13 NODE 26 --> 177.274216 sigma out 1act.( 174.667313 sig in 36act.) RANK 14 NODE 43 --> 170.324799 sigma out 1act.( 169.757614 sig in 36act.) RANK 15 NODE 40 --> 166.057846 sigma out 1act.( 181.330948 sig in 36act.) RANK 16 NODE 37 --> 163.003418 sigma out 1act.( 148.375031 sig in 36act.) RANK 17 NODE 38 --> 149.542953 sigma out 1act.( 155.017334 sig in 36act.) RANK 18 NODE 44 --> 126.420609 sigma out 1act.( 123.243385 sig in 36act.) RANK 19 NODE 29 --> 125.134445 sigma out 1act.( 126.635323 sig in 36act.) RANK 20 NODE 36 --> 117.91011 sigma out 1act.( 149.016815 sig in 36act.) RANK 21 NODE 8 --> 115.923698 sigma out 1act.( 117.165024 sig in 36act.) RANK 22 NODE 4 --> 108.536201 sigma out 1act.( 115.016479 sig in 36act.) RANK 23 NODE 32 --> 108.00901 sigma out 1act.( 97.3155899 sig in 36act.) RANK 24 NODE 17 --> 107.545883 sigma out 1act.( 113.592201 sig in 36act.) RANK 25 NODE 27 --> 92.451622 sigma out 1act.( 94.0273285 sig in 36act.) RANK 26 NODE 41 --> 89.8260574 sigma out 1act.( 94.3583069 sig in 36act.) RANK 27 NODE 5 --> 89.3426666 sigma out 1act.( 84.7583466 sig in 36act.) RANK 28 NODE 39 --> 76.7411804 sigma out 1act.( 76.223114 sig in 36act.) RANK 29 NODE 31 --> 76.4850616 sigma out 1act.( 69.5898056 sig in 36act.) RANK 30 NODE 18 --> 73.59198 sigma out 1act.( 74.6500931 sig in 36act.) RANK 31 NODE 15 --> 66.6704254 sigma out 1act.( 65.5247498 sig in 36act.) RANK 32 NODE 23 --> 60.1949539 sigma out 1act.( 59.4691277 sig in 36act.) RANK 33 NODE 35 --> 59.0396538 sigma out 1act.( 59.8558273 sig in 36act.) RANK 34 NODE 6 --> 57.7415009 sigma out 1act.( 57.1021004 sig in 36act.) RANK 35 NODE 13 --> 42.4194756 sigma out 1act.( 40.2066994 sig in 36act.) RANK 36 NODE 9 --> 40.4877892 sigma out 1act.( 38.0453568 sig in 36act.) RANK 37 NODE 14 --> 38.2257843 sigma out 1act.( 37.3375206 sig in 36act.) RANK 38 NODE 2 --> 38.1389008 sigma out 1act.( 38.3321075 sig in 36act.) RANK 39 NODE 3 --> 30.5585423 sigma out 1act.( 32.6233788 sig in 36act.) RANK 40 NODE 10 --> 20.6756344 sigma out 1act.( 20.9142036 sig in 36act.) RANK 41 NODE 22 --> 11.7674704 sigma out 1act.( 13.2238369 sig in 36act.) RANK 42 NODE 21 --> 7.08125687 sigma out 1act.( 8.35072994 sig in 36act.) RANK 43 NODE 20 --> 2.09673929 sigma out 1act.( 5.33776426 sig in 36act.) RANK 44 NODE 33 --> 1.21055436 sigma out 1act.( 9.44134521 sig in 36act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 981.461426 sigma in 44 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.408771455 *** contribution from regularisation: 0.00300176372 *** contribution from error: -0.411773205 *** contribution from DIAG: 0.000212644009 *********************************************** ENTER BFGS code FG_LNSRCH -408558.798 -0.0830138922 177.304825 EXIT FROM BFGS code NEW_X -408558.798 -0.0830138922 177.304825 ENTER BFGS code NEW_X -408558.798 -0.0830138922 177.304825 EXIT FROM BFGS code FG_LNSRCH 0. -0.0837981105 0. --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.409389764 *** contribution from regularisation: 0.00299975649 *** contribution from error: -0.412389517 *** contribution from DIAG: 0.000208991827 *********************************************** ENTER BFGS code FG_LNSRCH -409180.77 -0.0837981105 267.322296 EXIT FROM BFGS code NEW_X -409180.77 -0.0837981105 267.322296 ENTER BFGS code NEW_X -409180.77 -0.0837981105 267.322296 EXIT FROM BFGS code FG_LNSRCH 0. -0.0876406357 0. --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.410342723 *** contribution from regularisation: 0.00297955889 *** contribution from error: -0.41332227 *** contribution from DIAG: 0.000202072377 *********************************************** ENTER BFGS code FG_LNSRCH -410140.644 -0.0876406357 584.509888 EXIT FROM BFGS code NEW_X -410140.644 -0.0876406357 584.509888 ENTER BFGS code NEW_X -410140.644 -0.0876406357 584.509888 EXIT FROM BFGS code FG_LNSRCH 0. -0.0895000398 0. --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.408911884 *** contribution from regularisation: 0.00293687824 *** contribution from error: -0.411848754 *** contribution from DIAG: 0.000171706793 *********************************************** ENTER BFGS code FG_LNSRCH -408740.181 -0.0895000398 -2044.38647 EXIT FROM BFGS code FG_LNSRCH 0. -0.0884513706 0. --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.410662264 *** contribution from regularisation: 0.00315956539 *** contribution from error: -0.413821816 *** contribution from DIAG: 0.000181212221 *********************************************** ENTER BFGS code FG_LNSRCH -410481.039 -0.0884513706 -650.830261 EXIT FROM BFGS code NEW_X -410481.039 -0.0884513706 -650.830261 ENTER BFGS code NEW_X -410481.039 -0.0884513706 -650.830261 EXIT FROM BFGS code FG_LNSRCH 0. -0.0913165286 0. --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.411286414 *** contribution from regularisation: 0.00305224466 *** contribution from error: -0.414338648 *** contribution from DIAG: 0.000174520348 *********************************************** ENTER BFGS code FG_LNSRCH -411111.901 -0.0913165286 -288.519562 EXIT FROM BFGS code NEW_X -411111.901 -0.0913165286 -288.519562 ENTER BFGS code NEW_X -411111.901 -0.0913165286 -288.519562 EXIT FROM BFGS code FG_LNSRCH 0. -0.093732886 0. --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.411580682 *** contribution from regularisation: 0.00306117465 *** contribution from error: -0.414641857 *** contribution from DIAG: 0.000166990285 *********************************************** ENTER BFGS code FG_LNSRCH -411413.685 -0.093732886 5.64032745 EXIT FROM BFGS code NEW_X -411413.685 -0.093732886 5.64032745 ENTER BFGS code NEW_X -411413.685 -0.093732886 5.64032745 EXIT FROM BFGS code FG_LNSRCH 0. -0.0989286155 0. --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.41226238 *** contribution from regularisation: 0.0030478246 *** contribution from error: -0.415310204 *** contribution from DIAG: 0.000155671572 *********************************************** ENTER BFGS code FG_LNSRCH -412106.711 -0.0989286155 281.908478 EXIT FROM BFGS code NEW_X -412106.711 -0.0989286155 281.908478 ENTER BFGS code NEW_X -412106.711 -0.0989286155 281.908478 EXIT FROM BFGS code FG_LNSRCH 0. -0.107043773 0. --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.413268536 *** contribution from regularisation: 0.00305003976 *** contribution from error: -0.416318566 *** contribution from DIAG: 0.000154528083 *********************************************** ENTER BFGS code FG_LNSRCH -413113.997 -0.107043773 843.524414 EXIT FROM BFGS code NEW_X -413113.997 -0.107043773 843.524414 ENTER BFGS code NEW_X -413113.997 -0.107043773 843.524414 EXIT FROM BFGS code FG_LNSRCH 0. -0.118050672 0. --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.412937492 *** contribution from regularisation: 0.00307334773 *** contribution from error: -0.416010827 *** contribution from DIAG: 0.00015219074 *********************************************** ENTER BFGS code FG_LNSRCH -412785.306 -0.118050672 -2224.49683 EXIT FROM BFGS code FG_LNSRCH 0. -0.11233864 0. --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 339.188721 sigma out 44 active outputs RANK 2 NODE 8 --> 279.01712 sigma out 44 active outputs RANK 3 NODE 35 --> 256.023376 sigma out 44 active outputs RANK 4 NODE 11 --> 225.740295 sigma out 44 active outputs RANK 5 NODE 7 --> 224.462952 sigma out 44 active outputs RANK 6 NODE 19 --> 207.284714 sigma out 44 active outputs RANK 7 NODE 17 --> 189.530411 sigma out 44 active outputs RANK 8 NODE 30 --> 179.925232 sigma out 44 active outputs RANK 9 NODE 3 --> 176.919815 sigma out 44 active outputs RANK 10 NODE 32 --> 172.796814 sigma out 44 active outputs RANK 11 NODE 2 --> 170.676605 sigma out 44 active outputs RANK 12 NODE 33 --> 168.057678 sigma out 44 active outputs RANK 13 NODE 22 --> 164.45105 sigma out 44 active outputs RANK 14 NODE 12 --> 164.146652 sigma out 44 active outputs RANK 15 NODE 21 --> 154.511108 sigma out 44 active outputs RANK 16 NODE 6 --> 151.947937 sigma out 44 active outputs RANK 17 NODE 4 --> 150.605026 sigma out 44 active outputs RANK 18 NODE 25 --> 149.212875 sigma out 44 active outputs RANK 19 NODE 26 --> 148.94281 sigma out 44 active outputs RANK 20 NODE 14 --> 143.395157 sigma out 44 active outputs RANK 21 NODE 20 --> 135.173447 sigma out 44 active outputs RANK 22 NODE 18 --> 127.893044 sigma out 44 active outputs RANK 23 NODE 16 --> 123.684128 sigma out 44 active outputs RANK 24 NODE 5 --> 122.14209 sigma out 44 active outputs RANK 25 NODE 13 --> 117.208885 sigma out 44 active outputs RANK 26 NODE 15 --> 117.162758 sigma out 44 active outputs RANK 27 NODE 28 --> 114.460724 sigma out 44 active outputs RANK 28 NODE 10 --> 114.05143 sigma out 44 active outputs RANK 29 NODE 24 --> 113.834396 sigma out 44 active outputs RANK 30 NODE 34 --> 100.925117 sigma out 44 active outputs RANK 31 NODE 27 --> 100.087372 sigma out 44 active outputs RANK 32 NODE 29 --> 98.8182449 sigma out 44 active outputs RANK 33 NODE 9 --> 83.4804001 sigma out 44 active outputs RANK 34 NODE 23 --> 72.0342789 sigma out 44 active outputs RANK 35 NODE 31 --> 52.57164 sigma out 44 active outputs RANK 36 NODE 36 --> 42.997406 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 310.239288 sigma in 36act. ( 274.865112 sig out 1act.) RANK 2 NODE 25 --> 287.7677 sigma in 36act. ( 297.741119 sig out 1act.) RANK 3 NODE 38 --> 266.464264 sigma in 36act. ( 258.41098 sig out 1act.) RANK 4 NODE 36 --> 265.705597 sigma in 36act. ( 182.891815 sig out 1act.) RANK 5 NODE 1 --> 258.35022 sigma in 36act. ( 210.593002 sig out 1act.) RANK 6 NODE 42 --> 231.138718 sigma in 36act. ( 209.648392 sig out 1act.) RANK 7 NODE 11 --> 187.970322 sigma in 36act. ( 173.361511 sig out 1act.) RANK 8 NODE 16 --> 184.833618 sigma in 36act. ( 167.444855 sig out 1act.) RANK 9 NODE 19 --> 184.109131 sigma in 36act. ( 173.079147 sig out 1act.) RANK 10 NODE 26 --> 176.010117 sigma in 36act. ( 174.450668 sig out 1act.) RANK 11 NODE 7 --> 174.180267 sigma in 36act. ( 183.868484 sig out 1act.) RANK 12 NODE 24 --> 169.534958 sigma in 36act. ( 158.139343 sig out 1act.) RANK 13 NODE 34 --> 160.766907 sigma in 36act. ( 145.851852 sig out 1act.) RANK 14 NODE 40 --> 159.370667 sigma in 36act. ( 154.212738 sig out 1act.) RANK 15 NODE 41 --> 158.476761 sigma in 36act. ( 140.275574 sig out 1act.) RANK 16 NODE 30 --> 155.196625 sigma in 36act. ( 156.692108 sig out 1act.) RANK 17 NODE 37 --> 154.399307 sigma in 36act. ( 175.761475 sig out 1act.) RANK 18 NODE 43 --> 152.778778 sigma in 36act. ( 152.848053 sig out 1act.) RANK 19 NODE 28 --> 143.255417 sigma in 36act. ( 125.49852 sig out 1act.) RANK 20 NODE 17 --> 133.083527 sigma in 36act. ( 126.032654 sig out 1act.) RANK 21 NODE 8 --> 122.038071 sigma in 36act. ( 120.537933 sig out 1act.) RANK 22 NODE 32 --> 120.868134 sigma in 36act. ( 130.619888 sig out 1act.) RANK 23 NODE 4 --> 115.840996 sigma in 36act. ( 109.063309 sig out 1act.) RANK 24 NODE 29 --> 109.518791 sigma in 36act. ( 107.776642 sig out 1act.) RANK 25 NODE 44 --> 108.960365 sigma in 36act. ( 112.481361 sig out 1act.) RANK 26 NODE 27 --> 106.68586 sigma in 36act. ( 104.384109 sig out 1act.) RANK 27 NODE 5 --> 93.2435455 sigma in 36act. ( 96.7651596 sig out 1act.) RANK 28 NODE 39 --> 84.5615997 sigma in 36act. ( 84.5028229 sig out 1act.) RANK 29 NODE 15 --> 80.1048126 sigma in 36act. ( 81.5739059 sig out 1act.) RANK 30 NODE 31 --> 77.1156464 sigma in 36act. ( 84.605896 sig out 1act.) RANK 31 NODE 18 --> 73.8313599 sigma in 36act. ( 72.1864853 sig out 1act.) RANK 32 NODE 23 --> 72.2836304 sigma in 36act. ( 70.7259903 sig out 1act.) RANK 33 NODE 35 --> 69.0933228 sigma in 36act. ( 66.9687347 sig out 1act.) RANK 34 NODE 6 --> 62.4847832 sigma in 36act. ( 64.554245 sig out 1act.) RANK 35 NODE 9 --> 51.6443634 sigma in 36act. ( 55.2872047 sig out 1act.) RANK 36 NODE 2 --> 47.3387642 sigma in 36act. ( 47.4780693 sig out 1act.) RANK 37 NODE 14 --> 41.2081184 sigma in 36act. ( 41.9649391 sig out 1act.) RANK 38 NODE 13 --> 38.3446808 sigma in 36act. ( 40.4109344 sig out 1act.) RANK 39 NODE 3 --> 32.7726021 sigma in 36act. ( 30.3842487 sig out 1act.) RANK 40 NODE 10 --> 27.0609608 sigma in 36act. ( 27.1032982 sig out 1act.) RANK 41 NODE 33 --> 17.3260365 sigma in 36act. ( 14.7563658 sig out 1act.) RANK 42 NODE 21 --> 13.0608397 sigma in 36act. ( 13.1081038 sig out 1act.) RANK 43 NODE 22 --> 8.40465355 sigma in 36act. ( 5.17661572 sig out 1act.) RANK 44 NODE 20 --> 6.50689936 sigma in 36act. ( 3.76982474 sig out 1act.) sorted by output significance RANK 1 NODE 25 --> 297.741119 sigma out 1act.( 287.7677 sig in 36act.) RANK 2 NODE 12 --> 274.865112 sigma out 1act.( 310.239288 sig in 36act.) RANK 3 NODE 38 --> 258.41098 sigma out 1act.( 266.464264 sig in 36act.) RANK 4 NODE 1 --> 210.593002 sigma out 1act.( 258.35022 sig in 36act.) RANK 5 NODE 42 --> 209.648392 sigma out 1act.( 231.138718 sig in 36act.) RANK 6 NODE 7 --> 183.868484 sigma out 1act.( 174.180267 sig in 36act.) RANK 7 NODE 36 --> 182.891815 sigma out 1act.( 265.705597 sig in 36act.) RANK 8 NODE 37 --> 175.761475 sigma out 1act.( 154.399307 sig in 36act.) RANK 9 NODE 26 --> 174.450668 sigma out 1act.( 176.010117 sig in 36act.) RANK 10 NODE 11 --> 173.361511 sigma out 1act.( 187.970322 sig in 36act.) RANK 11 NODE 19 --> 173.079147 sigma out 1act.( 184.109131 sig in 36act.) RANK 12 NODE 16 --> 167.444855 sigma out 1act.( 184.833618 sig in 36act.) RANK 13 NODE 24 --> 158.139343 sigma out 1act.( 169.534958 sig in 36act.) RANK 14 NODE 30 --> 156.692108 sigma out 1act.( 155.196625 sig in 36act.) RANK 15 NODE 40 --> 154.212738 sigma out 1act.( 159.370667 sig in 36act.) RANK 16 NODE 43 --> 152.848053 sigma out 1act.( 152.778778 sig in 36act.) RANK 17 NODE 34 --> 145.851852 sigma out 1act.( 160.766907 sig in 36act.) RANK 18 NODE 41 --> 140.275574 sigma out 1act.( 158.476761 sig in 36act.) RANK 19 NODE 32 --> 130.619888 sigma out 1act.( 120.868134 sig in 36act.) RANK 20 NODE 17 --> 126.032654 sigma out 1act.( 133.083527 sig in 36act.) RANK 21 NODE 28 --> 125.49852 sigma out 1act.( 143.255417 sig in 36act.) RANK 22 NODE 8 --> 120.537933 sigma out 1act.( 122.038071 sig in 36act.) RANK 23 NODE 44 --> 112.481361 sigma out 1act.( 108.960365 sig in 36act.) RANK 24 NODE 4 --> 109.063309 sigma out 1act.( 115.840996 sig in 36act.) RANK 25 NODE 29 --> 107.776642 sigma out 1act.( 109.518791 sig in 36act.) RANK 26 NODE 27 --> 104.384109 sigma out 1act.( 106.68586 sig in 36act.) RANK 27 NODE 5 --> 96.7651596 sigma out 1act.( 93.2435455 sig in 36act.) RANK 28 NODE 31 --> 84.605896 sigma out 1act.( 77.1156464 sig in 36act.) RANK 29 NODE 39 --> 84.5028229 sigma out 1act.( 84.5615997 sig in 36act.) RANK 30 NODE 15 --> 81.5739059 sigma out 1act.( 80.1048126 sig in 36act.) RANK 31 NODE 18 --> 72.1864853 sigma out 1act.( 73.8313599 sig in 36act.) RANK 32 NODE 23 --> 70.7259903 sigma out 1act.( 72.2836304 sig in 36act.) RANK 33 NODE 35 --> 66.9687347 sigma out 1act.( 69.0933228 sig in 36act.) RANK 34 NODE 6 --> 64.554245 sigma out 1act.( 62.4847832 sig in 36act.) RANK 35 NODE 9 --> 55.2872047 sigma out 1act.( 51.6443634 sig in 36act.) RANK 36 NODE 2 --> 47.4780693 sigma out 1act.( 47.3387642 sig in 36act.) RANK 37 NODE 14 --> 41.9649391 sigma out 1act.( 41.2081184 sig in 36act.) RANK 38 NODE 13 --> 40.4109344 sigma out 1act.( 38.3446808 sig in 36act.) RANK 39 NODE 3 --> 30.3842487 sigma out 1act.( 32.7726021 sig in 36act.) RANK 40 NODE 10 --> 27.1032982 sigma out 1act.( 27.0609608 sig in 36act.) RANK 41 NODE 33 --> 14.7563658 sigma out 1act.( 17.3260365 sig in 36act.) RANK 42 NODE 21 --> 13.1081038 sigma out 1act.( 13.0608397 sig in 36act.) RANK 43 NODE 22 --> 5.17661572 sigma out 1act.( 8.40465355 sig in 36act.) RANK 44 NODE 20 --> 3.76982474 sigma out 1act.( 6.50689936 sig in 36act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 918.598206 sigma in 44 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.413812786 *** contribution from regularisation: 0.003098252 *** contribution from error: -0.416911036 *** contribution from DIAG: 0.000146354228 *********************************************** ENTER BFGS code FG_LNSRCH -413666.446 -0.11233864 -616.119202 EXIT FROM BFGS code NEW_X -413666.446 -0.11233864 -616.119202 ENTER BFGS code NEW_X -413666.446 -0.11233864 -616.119202 EXIT FROM BFGS code FG_LNSRCH 0. -0.117024884 0. --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.414555013 *** contribution from regularisation: 0.00308557297 *** contribution from error: -0.417640597 *** contribution from DIAG: 0.000156486087 *********************************************** ENTER BFGS code FG_LNSRCH -414398.537 -0.117024884 52.0380516 EXIT FROM BFGS code NEW_X -414398.537 -0.117024884 52.0380516 ENTER BFGS code NEW_X -414398.537 -0.117024884 52.0380516 EXIT FROM BFGS code FG_LNSRCH 0. -0.11863666 0. --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.414835632 *** contribution from regularisation: 0.00309041329 *** contribution from error: -0.417926043 *** contribution from DIAG: 0.00017660344 *********************************************** ENTER BFGS code FG_LNSRCH -414659.042 -0.11863666 48.1502075 EXIT FROM BFGS code NEW_X -414659.042 -0.11863666 48.1502075 ENTER BFGS code NEW_X -414659.042 -0.11863666 48.1502075 EXIT FROM BFGS code FG_LNSRCH 0. -0.121360086 0. --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.415104866 *** contribution from regularisation: 0.00309126172 *** contribution from error: -0.418196142 *** contribution from DIAG: 0.000192759107 *********************************************** ENTER BFGS code FG_LNSRCH -414912.096 -0.121360086 106.298752 EXIT FROM BFGS code NEW_X -414912.096 -0.121360086 106.298752 ENTER BFGS code NEW_X -414912.096 -0.121360086 106.298752 EXIT FROM BFGS code FG_LNSRCH 0. -0.127200037 0. --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.415628135 *** contribution from regularisation: 0.00309755793 *** contribution from error: -0.418725699 *** contribution from DIAG: 0.000198850175 *********************************************** ENTER BFGS code FG_LNSRCH -415429.295 -0.127200037 -634.503418 EXIT FROM BFGS code NEW_X -415429.295 -0.127200037 -634.503418 ENTER BFGS code NEW_X -415429.295 -0.127200037 -634.503418 EXIT FROM BFGS code FG_LNSRCH 0. -0.134874701 0. --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.416292191 *** contribution from regularisation: 0.00310604111 *** contribution from error: -0.419398218 *** contribution from DIAG: 0.000205266479 *********************************************** ENTER BFGS code FG_LNSRCH -416086.916 -0.134874701 141.729172 EXIT FROM BFGS code NEW_X -416086.916 -0.134874701 141.729172 ENTER BFGS code NEW_X -416086.916 -0.134874701 141.729172 EXIT FROM BFGS code FG_LNSRCH 0. -0.141705528 0. --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.416914105 *** contribution from regularisation: 0.00310990307 *** contribution from error: -0.420024008 *** contribution from DIAG: 0.000188016566 *********************************************** ENTER BFGS code FG_LNSRCH -416726.093 -0.141705528 -155.120728 EXIT FROM BFGS code NEW_X -416726.093 -0.141705528 -155.120728 ENTER BFGS code NEW_X -416726.093 -0.141705528 -155.120728 EXIT FROM BFGS code FG_LNSRCH 0. -0.145454347 0. --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.417252153 *** contribution from regularisation: 0.00310180406 *** contribution from error: -0.420353949 *** contribution from DIAG: 0.000167545208 *********************************************** ENTER BFGS code FG_LNSRCH -417084.619 -0.145454347 803.844482 EXIT FROM BFGS code NEW_X -417084.619 -0.145454347 803.844482 ENTER BFGS code NEW_X -417084.619 -0.145454347 803.844482 EXIT FROM BFGS code FG_LNSRCH 0. -0.144039601 0. --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.417565912 *** contribution from regularisation: 0.00309343007 *** contribution from error: -0.420659333 *** contribution from DIAG: 0.000158167502 *********************************************** ENTER BFGS code FG_LNSRCH -417407.737 -0.144039601 333.805145 EXIT FROM BFGS code NEW_X -417407.737 -0.144039601 333.805145 ENTER BFGS code NEW_X -417407.737 -0.144039601 333.805145 EXIT FROM BFGS code FG_LNSRCH 0. -0.141028449 0. --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.41806981 *** contribution from regularisation: 0.00307795312 *** contribution from error: -0.421147764 *** contribution from DIAG: 0.000145812286 *********************************************** ENTER BFGS code FG_LNSRCH -417924.006 -0.141028449 51.5485382 EXIT FROM BFGS code NEW_X -417924.006 -0.141028449 51.5485382 ENTER BFGS code NEW_X -417924.006 -0.141028449 51.5485382 EXIT FROM BFGS code FG_LNSRCH 0. -0.138376057 0. --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 413.790527 sigma out 44 active outputs RANK 2 NODE 8 --> 324.106079 sigma out 44 active outputs RANK 3 NODE 35 --> 297.224274 sigma out 44 active outputs RANK 4 NODE 11 --> 271.552948 sigma out 44 active outputs RANK 5 NODE 7 --> 267.426056 sigma out 44 active outputs RANK 6 NODE 19 --> 261.723145 sigma out 44 active outputs RANK 7 NODE 17 --> 213.453491 sigma out 44 active outputs RANK 8 NODE 3 --> 200.867538 sigma out 44 active outputs RANK 9 NODE 30 --> 195.211929 sigma out 44 active outputs RANK 10 NODE 33 --> 189.951523 sigma out 44 active outputs RANK 11 NODE 32 --> 184.990997 sigma out 44 active outputs RANK 12 NODE 2 --> 179.462967 sigma out 44 active outputs RANK 13 NODE 6 --> 178.994843 sigma out 44 active outputs RANK 14 NODE 22 --> 177.223068 sigma out 44 active outputs RANK 15 NODE 4 --> 175.950348 sigma out 44 active outputs RANK 16 NODE 12 --> 169.661606 sigma out 44 active outputs RANK 17 NODE 25 --> 167.90329 sigma out 44 active outputs RANK 18 NODE 14 --> 166.342133 sigma out 44 active outputs RANK 19 NODE 21 --> 164.168121 sigma out 44 active outputs RANK 20 NODE 26 --> 160.13382 sigma out 44 active outputs RANK 21 NODE 18 --> 151.992355 sigma out 44 active outputs RANK 22 NODE 20 --> 142.663223 sigma out 44 active outputs RANK 23 NODE 16 --> 133.791031 sigma out 44 active outputs RANK 24 NODE 13 --> 122.933907 sigma out 44 active outputs RANK 25 NODE 15 --> 121.879242 sigma out 44 active outputs RANK 26 NODE 5 --> 121.492844 sigma out 44 active outputs RANK 27 NODE 24 --> 117.705467 sigma out 44 active outputs RANK 28 NODE 10 --> 116.803772 sigma out 44 active outputs RANK 29 NODE 28 --> 112.778198 sigma out 44 active outputs RANK 30 NODE 34 --> 107.487221 sigma out 44 active outputs RANK 31 NODE 27 --> 106.668526 sigma out 44 active outputs RANK 32 NODE 29 --> 104.152992 sigma out 44 active outputs RANK 33 NODE 9 --> 88.5706635 sigma out 44 active outputs RANK 34 NODE 23 --> 71.7376328 sigma out 44 active outputs RANK 35 NODE 31 --> 49.1262665 sigma out 44 active outputs RANK 36 NODE 36 --> 46.3621254 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 25 --> 379.790985 sigma in 36act. ( 399.244232 sig out 1act.) RANK 2 NODE 36 --> 343.413818 sigma in 36act. ( 234.774292 sig out 1act.) RANK 3 NODE 12 --> 319.799469 sigma in 36act. ( 284.681976 sig out 1act.) RANK 4 NODE 38 --> 315.078979 sigma in 36act. ( 304.783142 sig out 1act.) RANK 5 NODE 16 --> 233.151978 sigma in 36act. ( 210.454269 sig out 1act.) RANK 6 NODE 41 --> 228.710495 sigma in 36act. ( 194.73967 sig out 1act.) RANK 7 NODE 1 --> 215.109024 sigma in 36act. ( 175.174011 sig out 1act.) RANK 8 NODE 19 --> 208.990417 sigma in 36act. ( 196.861679 sig out 1act.) RANK 9 NODE 42 --> 206.718796 sigma in 36act. ( 188.753372 sig out 1act.) RANK 10 NODE 11 --> 199.183807 sigma in 36act. ( 184.062469 sig out 1act.) RANK 11 NODE 26 --> 198.536728 sigma in 36act. ( 186.129608 sig out 1act.) RANK 12 NODE 30 --> 190.53656 sigma in 36act. ( 189.04216 sig out 1act.) RANK 13 NODE 37 --> 180.381226 sigma in 36act. ( 207.043839 sig out 1act.) RANK 14 NODE 43 --> 179.144058 sigma in 36act. ( 177.723755 sig out 1act.) RANK 15 NODE 24 --> 173.143723 sigma in 36act. ( 165.407059 sig out 1act.) RANK 16 NODE 34 --> 170.405106 sigma in 36act. ( 154.306793 sig out 1act.) RANK 17 NODE 28 --> 166.941483 sigma in 36act. ( 146.728073 sig out 1act.) RANK 18 NODE 40 --> 158.496933 sigma in 36act. ( 153.106293 sig out 1act.) RANK 19 NODE 8 --> 154.390503 sigma in 36act. ( 151.684128 sig out 1act.) RANK 20 NODE 7 --> 153.127213 sigma in 36act. ( 159.64151 sig out 1act.) RANK 21 NODE 32 --> 148.818985 sigma in 36act. ( 162.463211 sig out 1act.) RANK 22 NODE 17 --> 138.368835 sigma in 36act. ( 130.865067 sig out 1act.) RANK 23 NODE 4 --> 132.284897 sigma in 36act. ( 124.140099 sig out 1act.) RANK 24 NODE 27 --> 128.426346 sigma in 36act. ( 121.846695 sig out 1act.) RANK 25 NODE 39 --> 122.198311 sigma in 36act. ( 121.090744 sig out 1act.) RANK 26 NODE 29 --> 120.438332 sigma in 36act. ( 118.676262 sig out 1act.) RANK 27 NODE 5 --> 112.280167 sigma in 36act. ( 115.248245 sig out 1act.) RANK 28 NODE 15 --> 101.273178 sigma in 36act. ( 102.590843 sig out 1act.) RANK 29 NODE 23 --> 95.8492966 sigma in 36act. ( 91.4097672 sig out 1act.) RANK 30 NODE 35 --> 92.7078934 sigma in 36act. ( 89.1955948 sig out 1act.) RANK 31 NODE 18 --> 92.1401672 sigma in 36act. ( 90.385704 sig out 1act.) RANK 32 NODE 44 --> 91.8295593 sigma in 36act. ( 94.783371 sig out 1act.) RANK 33 NODE 31 --> 89.6679459 sigma in 36act. ( 98.3924255 sig out 1act.) RANK 34 NODE 6 --> 72.2193832 sigma in 36act. ( 75.357811 sig out 1act.) RANK 35 NODE 9 --> 62.9531097 sigma in 36act. ( 67.3954849 sig out 1act.) RANK 36 NODE 14 --> 56.674366 sigma in 36act. ( 57.3245621 sig out 1act.) RANK 37 NODE 2 --> 49.9050446 sigma in 36act. ( 50.1382599 sig out 1act.) RANK 38 NODE 13 --> 48.3471375 sigma in 36act. ( 51.3776474 sig out 1act.) RANK 39 NODE 3 --> 41.7031097 sigma in 36act. ( 40.2010193 sig out 1act.) RANK 40 NODE 10 --> 36.5559616 sigma in 36act. ( 37.3714523 sig out 1act.) RANK 41 NODE 33 --> 29.6579056 sigma in 36act. ( 28.9098377 sig out 1act.) RANK 42 NODE 21 --> 13.4238482 sigma in 36act. ( 13.6010075 sig out 1act.) RANK 43 NODE 22 --> 7.39798594 sigma in 36act. ( 3.57375431 sig out 1act.) RANK 44 NODE 20 --> 6.72262859 sigma in 36act. ( 4.12414265 sig out 1act.) sorted by output significance RANK 1 NODE 25 --> 399.244232 sigma out 1act.( 379.790985 sig in 36act.) RANK 2 NODE 38 --> 304.783142 sigma out 1act.( 315.078979 sig in 36act.) RANK 3 NODE 12 --> 284.681976 sigma out 1act.( 319.799469 sig in 36act.) RANK 4 NODE 36 --> 234.774292 sigma out 1act.( 343.413818 sig in 36act.) RANK 5 NODE 16 --> 210.454269 sigma out 1act.( 233.151978 sig in 36act.) RANK 6 NODE 37 --> 207.043839 sigma out 1act.( 180.381226 sig in 36act.) RANK 7 NODE 19 --> 196.861679 sigma out 1act.( 208.990417 sig in 36act.) RANK 8 NODE 41 --> 194.73967 sigma out 1act.( 228.710495 sig in 36act.) RANK 9 NODE 30 --> 189.04216 sigma out 1act.( 190.53656 sig in 36act.) RANK 10 NODE 42 --> 188.753372 sigma out 1act.( 206.718796 sig in 36act.) RANK 11 NODE 26 --> 186.129608 sigma out 1act.( 198.536728 sig in 36act.) RANK 12 NODE 11 --> 184.062469 sigma out 1act.( 199.183807 sig in 36act.) RANK 13 NODE 43 --> 177.723755 sigma out 1act.( 179.144058 sig in 36act.) RANK 14 NODE 1 --> 175.174011 sigma out 1act.( 215.109024 sig in 36act.) RANK 15 NODE 24 --> 165.407059 sigma out 1act.( 173.143723 sig in 36act.) RANK 16 NODE 32 --> 162.463211 sigma out 1act.( 148.818985 sig in 36act.) RANK 17 NODE 7 --> 159.64151 sigma out 1act.( 153.127213 sig in 36act.) RANK 18 NODE 34 --> 154.306793 sigma out 1act.( 170.405106 sig in 36act.) RANK 19 NODE 40 --> 153.106293 sigma out 1act.( 158.496933 sig in 36act.) RANK 20 NODE 8 --> 151.684128 sigma out 1act.( 154.390503 sig in 36act.) RANK 21 NODE 28 --> 146.728073 sigma out 1act.( 166.941483 sig in 36act.) RANK 22 NODE 17 --> 130.865067 sigma out 1act.( 138.368835 sig in 36act.) RANK 23 NODE 4 --> 124.140099 sigma out 1act.( 132.284897 sig in 36act.) RANK 24 NODE 27 --> 121.846695 sigma out 1act.( 128.426346 sig in 36act.) RANK 25 NODE 39 --> 121.090744 sigma out 1act.( 122.198311 sig in 36act.) RANK 26 NODE 29 --> 118.676262 sigma out 1act.( 120.438332 sig in 36act.) RANK 27 NODE 5 --> 115.248245 sigma out 1act.( 112.280167 sig in 36act.) RANK 28 NODE 15 --> 102.590843 sigma out 1act.( 101.273178 sig in 36act.) RANK 29 NODE 31 --> 98.3924255 sigma out 1act.( 89.6679459 sig in 36act.) RANK 30 NODE 44 --> 94.783371 sigma out 1act.( 91.8295593 sig in 36act.) RANK 31 NODE 23 --> 91.4097672 sigma out 1act.( 95.8492966 sig in 36act.) RANK 32 NODE 18 --> 90.385704 sigma out 1act.( 92.1401672 sig in 36act.) RANK 33 NODE 35 --> 89.1955948 sigma out 1act.( 92.7078934 sig in 36act.) RANK 34 NODE 6 --> 75.357811 sigma out 1act.( 72.2193832 sig in 36act.) RANK 35 NODE 9 --> 67.3954849 sigma out 1act.( 62.9531097 sig in 36act.) RANK 36 NODE 14 --> 57.3245621 sigma out 1act.( 56.674366 sig in 36act.) RANK 37 NODE 13 --> 51.3776474 sigma out 1act.( 48.3471375 sig in 36act.) RANK 38 NODE 2 --> 50.1382599 sigma out 1act.( 49.9050446 sig in 36act.) RANK 39 NODE 3 --> 40.2010193 sigma out 1act.( 41.7031097 sig in 36act.) RANK 40 NODE 10 --> 37.3714523 sigma out 1act.( 36.5559616 sig in 36act.) RANK 41 NODE 33 --> 28.9098377 sigma out 1act.( 29.6579056 sig in 36act.) RANK 42 NODE 21 --> 13.6010075 sigma out 1act.( 13.4238482 sig in 36act.) RANK 43 NODE 20 --> 4.12414265 sigma out 1act.( 6.72262859 sig in 36act.) RANK 44 NODE 22 --> 3.57375431 sigma out 1act.( 7.39798594 sig in 36act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1044.6449 sigma in 44 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.417271674 *** contribution from regularisation: 0.00308788242 *** contribution from error: -0.420359552 *** contribution from DIAG: 0.000172072847 *********************************************** ENTER BFGS code FG_LNSRCH -417099.588 -0.138376057 -938.786377 EXIT FROM BFGS code FG_LNSRCH 0. -0.139995992 0. --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.418132961 *** contribution from regularisation: 0.00311527099 *** contribution from error: -0.421248227 *** contribution from DIAG: 0.000154391877 *********************************************** ENTER BFGS code FG_LNSRCH -417978.566 -0.139995992 -348.476288 EXIT FROM BFGS code NEW_X -417978.566 -0.139995992 -348.476288 ENTER BFGS code NEW_X -417978.566 -0.139995992 -348.476288 EXIT FROM BFGS code CONVERGENC -417978.566 -0.139995992 -348.476288 --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 414.152191 sigma out 44 active outputs RANK 2 NODE 8 --> 323.935516 sigma out 44 active outputs RANK 3 NODE 35 --> 299.55191 sigma out 44 active outputs RANK 4 NODE 11 --> 275.670746 sigma out 44 active outputs RANK 5 NODE 7 --> 271.190063 sigma out 44 active outputs RANK 6 NODE 19 --> 260.229797 sigma out 44 active outputs RANK 7 NODE 17 --> 215.099442 sigma out 44 active outputs RANK 8 NODE 3 --> 200.271149 sigma out 44 active outputs RANK 9 NODE 30 --> 195.533722 sigma out 44 active outputs RANK 10 NODE 33 --> 189.197845 sigma out 44 active outputs RANK 11 NODE 32 --> 184.844803 sigma out 44 active outputs RANK 12 NODE 6 --> 181.445084 sigma out 44 active outputs RANK 13 NODE 2 --> 179.518829 sigma out 44 active outputs RANK 14 NODE 22 --> 176.873032 sigma out 44 active outputs RANK 15 NODE 4 --> 176.356094 sigma out 44 active outputs RANK 16 NODE 12 --> 169.696365 sigma out 44 active outputs RANK 17 NODE 14 --> 168.067566 sigma out 44 active outputs RANK 18 NODE 21 --> 167.688766 sigma out 44 active outputs RANK 19 NODE 25 --> 166.775223 sigma out 44 active outputs RANK 20 NODE 26 --> 162.550995 sigma out 44 active outputs RANK 21 NODE 18 --> 150.509888 sigma out 44 active outputs RANK 22 NODE 20 --> 143.964142 sigma out 44 active outputs RANK 23 NODE 16 --> 134.114334 sigma out 44 active outputs RANK 24 NODE 15 --> 123.66291 sigma out 44 active outputs RANK 25 NODE 13 --> 123.512108 sigma out 44 active outputs RANK 26 NODE 5 --> 122.167068 sigma out 44 active outputs RANK 27 NODE 10 --> 118.538986 sigma out 44 active outputs RANK 28 NODE 24 --> 118.293907 sigma out 44 active outputs RANK 29 NODE 28 --> 113.811897 sigma out 44 active outputs RANK 30 NODE 34 --> 108.304245 sigma out 44 active outputs RANK 31 NODE 27 --> 105.417969 sigma out 44 active outputs RANK 32 NODE 29 --> 103.87394 sigma out 44 active outputs RANK 33 NODE 9 --> 87.7428055 sigma out 44 active outputs RANK 34 NODE 23 --> 71.8186646 sigma out 44 active outputs RANK 35 NODE 31 --> 50.1688538 sigma out 44 active outputs RANK 36 NODE 36 --> 46.2581329 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 25 --> 384.617401 sigma in 36act. ( 404.411682 sig out 1act.) RANK 2 NODE 36 --> 350.167664 sigma in 36act. ( 238.493332 sig out 1act.) RANK 3 NODE 38 --> 319.743225 sigma in 36act. ( 308.793304 sig out 1act.) RANK 4 NODE 12 --> 317.040405 sigma in 36act. ( 283.203583 sig out 1act.) RANK 5 NODE 1 --> 233.415451 sigma in 36act. ( 191.262482 sig out 1act.) RANK 6 NODE 16 --> 229.164307 sigma in 36act. ( 206.250488 sig out 1act.) RANK 7 NODE 41 --> 227.90332 sigma in 36act. ( 193.659561 sig out 1act.) RANK 8 NODE 42 --> 207.146317 sigma in 36act. ( 189.30748 sig out 1act.) RANK 9 NODE 19 --> 204.778381 sigma in 36act. ( 192.691559 sig out 1act.) RANK 10 NODE 11 --> 202.453644 sigma in 36act. ( 186.433441 sig out 1act.) RANK 11 NODE 26 --> 198.140976 sigma in 36act. ( 185.888901 sig out 1act.) RANK 12 NODE 30 --> 189.524658 sigma in 36act. ( 187.54454 sig out 1act.) RANK 13 NODE 37 --> 176.630447 sigma in 36act. ( 203.125473 sig out 1act.) RANK 14 NODE 43 --> 175.67868 sigma in 36act. ( 174.340652 sig out 1act.) RANK 15 NODE 24 --> 174.817413 sigma in 36act. ( 167.166428 sig out 1act.) RANK 16 NODE 34 --> 168.854324 sigma in 36act. ( 153.084381 sig out 1act.) RANK 17 NODE 28 --> 162.77327 sigma in 36act. ( 142.803604 sig out 1act.) RANK 18 NODE 40 --> 160.064423 sigma in 36act. ( 154.212189 sig out 1act.) RANK 19 NODE 8 --> 154.899414 sigma in 36act. ( 152.458527 sig out 1act.) RANK 20 NODE 7 --> 153.41095 sigma in 36act. ( 160.651184 sig out 1act.) RANK 21 NODE 32 --> 146.672653 sigma in 36act. ( 159.540741 sig out 1act.) RANK 22 NODE 17 --> 139.692596 sigma in 36act. ( 132.169952 sig out 1act.) RANK 23 NODE 4 --> 133.307526 sigma in 36act. ( 124.485161 sig out 1act.) RANK 24 NODE 27 --> 128.100861 sigma in 36act. ( 121.761536 sig out 1act.) RANK 25 NODE 39 --> 121.107574 sigma in 36act. ( 119.986832 sig out 1act.) RANK 26 NODE 29 --> 117.110268 sigma in 36act. ( 115.600815 sig out 1act.) RANK 27 NODE 5 --> 110.495438 sigma in 36act. ( 113.359154 sig out 1act.) RANK 28 NODE 15 --> 101.35141 sigma in 36act. ( 102.616005 sig out 1act.) RANK 29 NODE 23 --> 94.3011398 sigma in 36act. ( 90.1055832 sig out 1act.) RANK 30 NODE 35 --> 93.3076859 sigma in 36act. ( 89.8859253 sig out 1act.) RANK 31 NODE 44 --> 92.4005432 sigma in 36act. ( 95.6241531 sig out 1act.) RANK 32 NODE 18 --> 91.5782013 sigma in 36act. ( 89.5318604 sig out 1act.) RANK 33 NODE 31 --> 90.3293381 sigma in 36act. ( 98.6934509 sig out 1act.) RANK 34 NODE 6 --> 72.642334 sigma in 36act. ( 75.5766678 sig out 1act.) RANK 35 NODE 9 --> 62.6967278 sigma in 36act. ( 67.0520554 sig out 1act.) RANK 36 NODE 14 --> 56.8964119 sigma in 36act. ( 57.4582405 sig out 1act.) RANK 37 NODE 2 --> 49.3715744 sigma in 36act. ( 49.6930199 sig out 1act.) RANK 38 NODE 13 --> 47.3671494 sigma in 36act. ( 50.1083641 sig out 1act.) RANK 39 NODE 3 --> 39.7704124 sigma in 36act. ( 38.3479309 sig out 1act.) RANK 40 NODE 10 --> 36.093441 sigma in 36act. ( 36.8434105 sig out 1act.) RANK 41 NODE 33 --> 29.125536 sigma in 36act. ( 28.2611389 sig out 1act.) RANK 42 NODE 21 --> 13.9678059 sigma in 36act. ( 14.2382364 sig out 1act.) RANK 43 NODE 22 --> 7.37334347 sigma in 36act. ( 3.48518419 sig out 1act.) RANK 44 NODE 20 --> 6.85529423 sigma in 36act. ( 4.30188894 sig out 1act.) sorted by output significance RANK 1 NODE 25 --> 404.411682 sigma out 1act.( 384.617401 sig in 36act.) RANK 2 NODE 38 --> 308.793304 sigma out 1act.( 319.743225 sig in 36act.) RANK 3 NODE 12 --> 283.203583 sigma out 1act.( 317.040405 sig in 36act.) RANK 4 NODE 36 --> 238.493332 sigma out 1act.( 350.167664 sig in 36act.) RANK 5 NODE 16 --> 206.250488 sigma out 1act.( 229.164307 sig in 36act.) RANK 6 NODE 37 --> 203.125473 sigma out 1act.( 176.630447 sig in 36act.) RANK 7 NODE 41 --> 193.659561 sigma out 1act.( 227.90332 sig in 36act.) RANK 8 NODE 19 --> 192.691559 sigma out 1act.( 204.778381 sig in 36act.) RANK 9 NODE 1 --> 191.262482 sigma out 1act.( 233.415451 sig in 36act.) RANK 10 NODE 42 --> 189.30748 sigma out 1act.( 207.146317 sig in 36act.) RANK 11 NODE 30 --> 187.54454 sigma out 1act.( 189.524658 sig in 36act.) RANK 12 NODE 11 --> 186.433441 sigma out 1act.( 202.453644 sig in 36act.) RANK 13 NODE 26 --> 185.888901 sigma out 1act.( 198.140976 sig in 36act.) RANK 14 NODE 43 --> 174.340652 sigma out 1act.( 175.67868 sig in 36act.) RANK 15 NODE 24 --> 167.166428 sigma out 1act.( 174.817413 sig in 36act.) RANK 16 NODE 7 --> 160.651184 sigma out 1act.( 153.41095 sig in 36act.) RANK 17 NODE 32 --> 159.540741 sigma out 1act.( 146.672653 sig in 36act.) RANK 18 NODE 40 --> 154.212189 sigma out 1act.( 160.064423 sig in 36act.) RANK 19 NODE 34 --> 153.084381 sigma out 1act.( 168.854324 sig in 36act.) RANK 20 NODE 8 --> 152.458527 sigma out 1act.( 154.899414 sig in 36act.) RANK 21 NODE 28 --> 142.803604 sigma out 1act.( 162.77327 sig in 36act.) RANK 22 NODE 17 --> 132.169952 sigma out 1act.( 139.692596 sig in 36act.) RANK 23 NODE 4 --> 124.485161 sigma out 1act.( 133.307526 sig in 36act.) RANK 24 NODE 27 --> 121.761536 sigma out 1act.( 128.100861 sig in 36act.) RANK 25 NODE 39 --> 119.986832 sigma out 1act.( 121.107574 sig in 36act.) RANK 26 NODE 29 --> 115.600815 sigma out 1act.( 117.110268 sig in 36act.) RANK 27 NODE 5 --> 113.359154 sigma out 1act.( 110.495438 sig in 36act.) RANK 28 NODE 15 --> 102.616005 sigma out 1act.( 101.35141 sig in 36act.) RANK 29 NODE 31 --> 98.6934509 sigma out 1act.( 90.3293381 sig in 36act.) RANK 30 NODE 44 --> 95.6241531 sigma out 1act.( 92.4005432 sig in 36act.) RANK 31 NODE 23 --> 90.1055832 sigma out 1act.( 94.3011398 sig in 36act.) RANK 32 NODE 35 --> 89.8859253 sigma out 1act.( 93.3076859 sig in 36act.) RANK 33 NODE 18 --> 89.5318604 sigma out 1act.( 91.5782013 sig in 36act.) RANK 34 NODE 6 --> 75.5766678 sigma out 1act.( 72.642334 sig in 36act.) RANK 35 NODE 9 --> 67.0520554 sigma out 1act.( 62.6967278 sig in 36act.) RANK 36 NODE 14 --> 57.4582405 sigma out 1act.( 56.8964119 sig in 36act.) RANK 37 NODE 13 --> 50.1083641 sigma out 1act.( 47.3671494 sig in 36act.) RANK 38 NODE 2 --> 49.6930199 sigma out 1act.( 49.3715744 sig in 36act.) RANK 39 NODE 3 --> 38.3479309 sigma out 1act.( 39.7704124 sig in 36act.) RANK 40 NODE 10 --> 36.8434105 sigma out 1act.( 36.093441 sig in 36act.) RANK 41 NODE 33 --> 28.2611389 sigma out 1act.( 29.125536 sig in 36act.) RANK 42 NODE 21 --> 14.2382364 sigma out 1act.( 13.9678059 sig in 36act.) RANK 43 NODE 20 --> 4.30188894 sigma out 1act.( 6.85529423 sig in 36act.) RANK 44 NODE 22 --> 3.48518419 sigma out 1act.( 7.37334347 sig in 36act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1046.9751 sigma in 44 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.418144077 *** contribution from regularisation: 0.00310414704 *** contribution from error: -0.421248227 *** contribution from DIAG: 0.000154109061 *********************************************** -----------------> Test sample Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -10.2189589 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 177047 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/612/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/612/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/612/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/612/Pion/Long/NB.txt Training Host = lxplus431.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 = 612 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: 36 number of nodes in the 2nd layer: 44 number of nodes in the 3rd layer: 1 number of iterations: 100