Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/612/Ghost/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/Ghost/Long/GlobalPID_Ghost_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/Ghost/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/Ghost/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/Ghost/Long/NB.txt Training Host = lxplus431.cern.ch Particle type = ghost 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_Ghost_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = 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 RichAboveMuThres PreproFlag 18 Input 19 RichAboveKaThres PreproFlag 18 Input 20 RichDLLe PreproFlag 34 Input 21 RichDLLmu PreproFlag 34 Input 22 RichDLLk PreproFlag 34 Input 23 RichDLLp PreproFlag 34 Input 24 RichDLLbt PreproFlag 34 Input 25 MuonBkgLL PreproFlag 34 Input 26 MuonMuLL PreproFlag 34 Input 27 MuonIsMuon PreproFlag 19 Input 28 MuonNShared PreproFlag 19 Input 29 InAccMuon PreproFlag 19 Input 30 MuonIsLooseMuon PreproFlag 19 Input 31 EcalPIDe PreproFlag 34 Input 32 EcalPIDmu PreproFlag 34 Input 33 HcalPIDe PreproFlag 34 Input 34 HcalPIDmu PreproFlag 34 Input 35 PrsPIDe PreproFlag 34 Input 36 InAccBrem PreproFlag 19 Input 37 BremPIDe PreproFlag 34 Input 38 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Considered 1796476 tracks for input to NN training Sel. Eff. = 55.6645% Selected 1000000 tracks for input to NN training ghost percentage = 17.7101% electron percentage = 3.2769% muon percentage = 0.9167% pion percentage = 63.4828% kaon percentage = 9.1606% Unknown Particle type 411 percentage = 0.0002% Unknown Particle type 431 percentage = 0.0001% proton percentage = 5.4207% Unknown Particle type 3112 percentage = 0.0069% Unknown Particle type 3222 percentage = 0.0223% Unknown Particle type 3312 percentage = 0.0024% Unknown Particle type 1000020040 percentage = 0.0003% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T Project 2001-2003 Copyright Phi-T GmbH Version 20101206 Library compiled with: NB_MAXPATTERN= 1500000 NB_MAXNODE = 100 ----------------------------------- found 1000000 samples to learn from preprocessing flags/parameters: global preprocessing flag: 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: 17.7101002 % ------------------------------ 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. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 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 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 26 -69.0775986 -3.25219989 -2.48239994 -2.11199999 -1.83889997 -1.63069999 -1.44649994 -1.30900002 -1.19869995 -1.09930003 -1.01139998 -0.931200027 -0.850049973 -0.786800027 -0.732500017 -0.67869997 -0.630699992 -0.581200004 -0.542999983 -0.506799996 -0.474649996 -0.439999998 -0.410400003 -0.382099986 -0.356700003 -0.332899988 -0.309199989 -0.291599989 -0.273400009 -0.255899996 -0.239999995 -0.224600002 -0.209900007 -0.197799996 -0.186199993 -0.1752 -0.164399996 -0.156200007 -0.146200001 -0.1373 -0.127000004 -0.1193 -0.112199999 -0.104400001 -0.0970999971 -0.0914999992 -0.0856999978 -0.0800499991 -0.074149996 -0.0694999993 -0.0658999979 -0.0612000003 -0.0577000007 -0.0549000017 -0.0516999997 -0.0483999997 -0.0451500006 -0.0425999984 -0.0401000008 -0.0373999998 -0.0348999985 -0.0331999995 -0.0309999995 -0.0289999992 -0.0273000002 -0.0251000002 -0.0233999994 -0.0221999995 -0.0199999996 -0.0182000007 -0.0165999997 -0.0153999999 -0.0141000003 -0.0129000004 -0.0115999999 -0.0108000003 -0.00949999969 -0.00860000029 -0.00810000021 -0.00719999988 -0.00659999996 -0.0057000001 -0.00510000018 -0.00469999993 -0.00389999989 -0.00300000003 -0.00240000011 -0.00209999993 -0.00159999996 -0.000699999975 -0.000199999995 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. do regularised spline fit for input variable # 26 build map for variable # 26 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 27 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. build map for variable # 27 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 28 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 2. 4. 78. build map for variable # 28 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 29 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 -4.03346777 -4.03346777 -4.00066662 -4.00066662 -3.91291904 -3.88121271 -3.82042837 -3.82042837 -3.82042837 -3.82042837 -3.71635199 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.66041517 -3.6384654 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.51584101 -3.41426921 -3.25067306 -3.05582118 -2.98295212 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.90038872 -2.84125352 -2.76075888 -2.68617296 -2.61002398 -2.5340209 -2.4546051 -2.21956444 -2.06485081 -1.97997618 -1.86741781 -1.72930145 -1.57959414 -1.40924549 -1.38400507 -1.17399836 -1.09557772 -0.992527008 -0.791801453 -0.691117764 -0.541014194 -0.433674335 -0.341928959 -0.214585781 -0.0620622635 0.0319619179 0.11816597 0.275190115 0.497498035 0.605631351 0.831370115 0.989181757 1.51235867 1.84829021 2.97947407 2.97947407 2.97947407 2.99849629 3.64230013 3.64230013 6.31973982 do regularised spline fit for input variable # 31 build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 -4.99086905 -3.96687531 -3.80792928 -3.63171458 -3.51938272 -3.40305281 -3.2881608 -3.23795366 -3.16124368 -3.07058239 -3.0271349 -2.96280551 -2.93608713 -2.90063429 -2.85439205 -2.83017015 -2.77859068 -2.72931647 -2.70057344 -2.65665436 -2.54584146 -2.50884056 -2.46918464 -2.40840864 -2.38301611 -2.36328912 -2.32770896 -2.258991 -2.22860146 -2.21538401 -2.20555234 -2.19327569 -2.0619669 -2.0246706 -1.97210789 -1.95607567 -1.89318538 -1.86134315 -1.84651351 -1.7673018 -1.70059776 -1.5863657 -1.55777359 -1.45395374 -1.38441586 -1.25307894 -1.2175653 -1.14195728 -0.970830917 -0.87951982 -0.78369832 -0.646797419 -0.501171589 -0.440687895 -0.377619505 -0.290136337 -0.166385174 -0.0845901966 0. 0.00838327408 0.0181838274 0.128510952 0.277213812 0.308817387 0.308817387 0.308817387 0.361777425 0.361777425 0.382698655 0.382698655 0.389704585 0.389704585 0.389704585 0.433955312 0.433955312 0.457905769 0.457905769 0.494732857 0.494732857 0.494732857 0.501777887 0.501777887 0.525694311 0.525694311 0.579755604 0.635345817 0.67813468 0.694030762 0.833259821 0.928457975 1.02509475 1.05187953 1.08819127 1.19217622 1.20941687 1.26222658 1.28206801 1.47887325 1.76475322 1.94135523 2.15297604 do regularised spline fit for input variable # 32 build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -3.0056591 -2.95963359 -2.87457275 -2.8728075 -2.74192214 -2.59631157 -2.58120394 -2.51216125 -2.44289637 -2.32035899 -2.22764921 -2.12496376 -2.09085798 -2.03824854 -2.03708124 -2.01184273 -1.98841333 -1.92659712 -1.89687061 -1.88810682 -1.82530785 -1.7599864 -1.67682743 -1.6255641 -1.59398651 -1.53948641 -1.5048151 -1.48096657 -1.45309401 -1.43830895 -1.38847542 -1.34187746 -1.32141495 -1.31397009 -1.22416258 -1.17838812 -1.13848543 -1.09431982 -1.05373716 -1.03972387 -1.01397276 -0.990127563 -0.954968929 -0.887167931 -0.847379684 -0.789374113 -0.704175472 -0.668461323 -0.57934618 -0.560926676 -0.532412052 -0.431040525 -0.38111496 -0.319373131 -0.310073376 -0.240503311 -0.232178926 -0.19426012 -0.176853418 -0.137809753 -0.113820083 -0.113820083 -0.0471634865 -0.0471634865 0.0890684128 0.0890684128 0.195166588 0.450261354 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.866949558 1.36694193 1.36694193 1.36694193 1.87129617 5.31840134 do regularised spline fit for input variable # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -3.36955762 -3.19943762 -3.02313066 -2.914608 -2.75641847 -2.62392879 -2.49368382 -2.49368382 -2.49368382 -2.49368382 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.36508131 -2.36508131 -2.34610462 -2.19802141 -2.15083313 -2.15083313 -2.08201098 -2.02158165 -1.99796176 -1.89851189 -1.83063865 -1.79244983 -1.79244983 -1.78174317 -1.74553466 -1.69241095 -1.6101861 -1.55284786 -1.54649651 -1.50464725 -1.41196823 -1.39048243 -1.36033034 -1.28075886 -1.20240688 -1.18195915 -1.13277769 -1.07406569 -1.01961374 -0.93444252 -0.917129517 -0.836263895 -0.761936665 -0.696644306 -0.681098938 -0.549491167 -0.496772289 -0.448390245 -0.39668417 -0.373695374 -0.317709923 -0.238512278 -0.170094252 -0.0676465034 -0.0101547241 0.0289404392 0.198624611 0.295010805 0.362701416 0.412639618 0.448674917 0.53110528 0.609510422 0.620397806 0.706530809 0.741551638 0.89694953 1.06057954 1.17984796 1.28544784 1.36282849 1.39740324 1.42607379 1.63925219 1.72387528 1.82195377 1.91257024 2.04963374 2.87338901 do regularised spline fit for input variable # 34 build map for variable # 34 ------------------------------ Transdef: Tab for variable 35 -7.57365847 -6.20528221 -5.80111742 -5.76970482 -5.45413971 -5.45413971 -4.96699333 -4.94243908 -4.91429424 -4.91429424 -4.7867732 -4.7867732 -4.7867732 -4.7867732 -4.56330538 -4.56330538 -4.56330538 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.07898283 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -3.58513713 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -2.9747262 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.06889844 -1.96517491 -1.54486585 -1.32980752 -1.1301074 -0.691428185 -0.52771759 -0.278858662 0.0108852386 0.344604015 0.635157347 0.80283165 1.08898115 1.25590563 1.52515125 1.71195674 1.94468069 2.20026898 2.3383069 2.59236526 2.79442406 3.02862859 4.51999521 do regularised spline fit for input variable # 35 build map for variable # 35 ------------------------------ Transdef: Tab for variable 36 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 36 ------------------------------ Transdef: Tab for variable 37 -1.56982756 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.625065744 -0.625065744 -0.625065744 -0.625065744 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.618835509 -0.618835509 -0.618835509 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.59140563 -0.59140563 -0.581258476 -0.581258476 -0.554341018 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532522202 -0.520671546 -0.492427349 -0.46140027 -0.406776726 -0.373552322 -0.338530064 -0.256547481 -0.193240166 -0.10151577 -0.0696239471 0.00370359421 0.142466545 0.353880882 0.599494934 1.23514223 2.23395944 4.79148388 do regularised spline fit for input variable # 37 build map for variable # 37 ------------------------------ Transdef: Tab for variable 38 0.706928849 0.905898869 0.92696631 0.938202262 0.94803369 0.95505619 0.961298406 0.967094719 0.971910119 0.976903856 0.98059243 0.983146071 0.988253295 0.992509365 0.994850159 0.997191012 1.0010215 1.00421345 1.00655437 1.01123595 1.01123595 1.01474714 1.01685393 1.01966298 1.02176964 1.0240041 1.02528095 1.02852201 1.02996254 1.03308368 1.03464425 1.03677225 1.03932583 1.03932583 1.04333866 1.04494381 1.0469867 1.04868913 1.05056179 1.05337083 1.05493128 1.05688202 1.05805242 1.06117356 1.06273413 1.06460679 1.06741571 1.06741571 1.07092702 1.07303369 1.07443821 1.07677901 1.07865167 1.08146071 1.08273745 1.0849719 1.0861423 1.08926344 1.09082401 1.09295201 1.0955056 1.0980593 1.1001873 1.1025281 1.10486889 1.10674155 1.1095506 1.11235952 1.11423218 1.11735332 1.11891389 1.12359548 1.12359548 1.12827718 1.13125634 1.13412917 1.13764048 1.14115167 warning: map is empty for variable 38 1.14466298 1.14817417 1.15168536 1.15636706 1.16104865 1.16573036 1.17041194 1.17509365 1.17977524 1.1874361 1.19382024 1.20275795 1.21254683 1.22191012 1.235955 1.25 1.27028716 1.29775286 1.33895135 1.40761542 1.5224719 1.76966298 5.00702238 do regularised spline fit for input variable # 38 build map for variable # 38 warning: map is empty for variable 38 COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 0 0.8 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 16.5 12.9 36.0 62.9 36.8 60.8 71.7 60.3 20.1 19.2 28.9 22.0 27.1 13.1 15.4 7.8 24.4 22.3 32.3 29.5 33.0 31.5 30.4 2.6 2.6 0.3 5.5 6.0 0.4 20.2 7.5 10.3 8.5 18.8 16.5 21.3 13.5 2 16.5 100.0 -1.3 1.3 21.2 7.2 18.5 26.8 13.7 2.8 3.1 2.9 17.6 7.0 1.2 0.7 -1.5 1.0 0.4 14.0 10.0 12.3 11.8 11.6 4.8 4.1 -3.1 10.7 -1.9 5.7 9.4 -0.4 -5.5 -4.7 1.0 1.0 4.5 5.3 3 12.9 -1.3 100.0 37.5 13.8 -12.4 28.3 17.8 17.0 4.6 -2.5 -1.3 8.1 -6.8 -43.5 -28.1 67.5 13.3 14.1 -6.5 2.0 37.2 34.0 30.2 3.6 1.4 3.2 3.1 59.7 -4.0 16.3 35.9 43.8 43.9 24.1 -26.4 10.2 2.2 4 36.0 1.3 37.5 100.0 20.8 17.4 20.3 30.6 26.7 9.2 17.6 25.6 3.4 5.3 32.8 32.7 30.8 64.1 60.4 56.0 55.1 59.2 59.9 59.0 2.6 3.1 -0.2 5.0 21.9 0.3 29.6 13.0 18.9 22.6 27.9 33.4 39.8 9.5 5 62.9 21.2 13.8 20.8 100.0 34.4 81.2 82.6 82.4 9.9 16.1 21.4 56.0 30.4 3.5 6.4 8.6 14.0 13.4 21.2 20.0 25.5 23.8 22.5 1.2 0.7 -3.6 3.9 5.6 3.7 12.5 7.9 9.8 7.1 11.9 7.2 13.8 11.9 6 36.8 7.2 -12.4 17.4 34.4 100.0 35.8 44.3 26.6 4.3 40.8 67.4 13.2 65.1 25.1 54.2 -16.8 19.1 15.1 27.3 28.0 22.4 21.0 20.2 1.1 1.3 0.8 2.1 -1.0 -0.2 11.7 5.3 -3.9 -4.9 5.4 55.5 48.5 13.5 7 60.8 18.5 28.3 20.3 81.2 35.8 100.0 80.7 68.3 8.8 11.7 17.8 43.4 34.8 -7.0 -5.8 18.7 9.7 11.6 13.9 14.7 26.3 23.8 21.8 1.7 0.9 -1.3 4.3 17.8 1.3 10.2 14.4 17.3 14.3 12.0 -4.1 10.4 8.6 8 71.7 26.8 17.8 30.6 82.6 44.3 80.7 100.0 76.9 16.1 20.2 32.7 33.9 30.2 6.3 12.8 11.8 22.1 19.8 28.5 27.7 34.5 32.7 31.1 1.7 1.4 -2.9 5.4 7.9 3.1 17.4 8.8 11.4 8.8 15.8 14.0 21.9 15.1 9 60.3 13.7 17.0 26.7 82.4 26.6 68.3 76.9 100.0 5.7 11.7 16.9 28.0 22.6 5.4 6.8 10.9 16.3 16.3 22.0 21.1 25.8 24.4 23.2 -0.2 -0.8 -5.2 1.9 9.4 4.7 14.3 8.1 10.1 9.0 13.9 7.9 15.2 8.7 10 20.1 2.8 4.6 9.2 9.9 4.3 8.8 16.1 5.7 100.0 5.6 10.5 2.0 0.2 4.8 -0.3 4.2 2.2 8.1 7.6 4.7 8.2 7.6 6.9 0.8 0.8 0.5 2.1 2.4 -0.3 11.1 1.2 3.7 4.0 10.2 -0.4 2.2 12.1 11 19.2 3.1 -2.5 17.6 16.1 40.8 11.7 20.2 11.7 5.6 100.0 57.2 4.8 13.1 15.6 32.4 -5.6 16.8 13.8 19.2 19.5 16.1 15.7 15.4 0.1 0.6 1.0 0.9 -0.8 -1.0 8.7 0.9 -1.0 -1.6 5.9 31.0 27.2 14.0 12 28.9 2.9 -1.3 25.6 21.4 67.4 17.8 32.7 16.9 10.5 57.2 100.0 4.2 19.7 21.9 48.8 -6.4 24.1 21.2 27.8 28.5 24.2 23.3 22.4 0.0 0.9 1.4 1.2 0.6 -1.7 14.2 2.5 0.2 -0.8 10.2 48.0 43.5 22.8 13 22.0 17.6 8.1 3.4 56.0 13.2 43.4 33.9 28.0 2.0 4.8 4.2 100.0 17.2 -3.1 -2.1 4.5 1.3 3.0 5.2 4.8 10.0 8.9 8.1 2.0 1.3 -1.0 3.7 1.6 1.7 3.2 4.6 5.1 2.8 2.6 -1.7 3.0 3.8 14 27.1 7.0 -6.8 5.3 30.4 65.1 34.8 30.2 22.6 0.2 13.1 19.7 17.2 100.0 13.1 24.6 -11.9 5.4 5.9 12.2 13.0 12.5 11.0 10.2 1.8 1.2 0.3 2.4 3.9 0.7 5.1 7.1 -1.9 -2.6 0.8 26.4 24.1 2.6 15 13.1 1.2 -43.5 32.8 3.5 25.1 -7.0 6.3 5.4 4.8 15.6 21.9 -3.1 13.1 100.0 43.0 -44.3 22.1 54.3 37.1 32.7 5.7 5.0 4.4 -2.3 0.9 0.4 1.1 -24.0 0.0 7.1 -16.7 -26.0 -26.7 -3.9 46.4 28.5 4.8 16 15.4 0.7 -28.1 32.7 6.4 54.2 -5.8 12.8 6.8 -0.3 32.4 48.8 -2.1 24.6 43.0 100.0 -29.1 44.0 28.9 45.3 47.2 31.5 32.6 33.6 -0.5 1.1 1.1 0.8 -13.1 -0.9 11.1 -6.4 -16.3 -14.8 2.6 81.9 63.5 7.7 17 7.8 -1.5 67.5 30.8 8.6 -16.8 18.7 11.8 10.9 4.2 -5.6 -6.4 4.5 -11.9 -44.3 -29.1 100.0 21.4 13.6 4.5 5.0 36.6 37.1 35.9 4.4 2.0 -1.3 4.5 36.5 0.9 16.5 25.8 44.6 49.1 24.7 -28.2 -5.0 1.2 18 24.4 1.0 13.3 64.1 14.0 19.1 9.7 22.1 16.3 2.2 16.8 24.1 1.3 5.4 22.1 44.0 21.4 100.0 34.5 66.4 74.0 68.7 72.0 74.5 2.1 2.3 -1.1 3.6 5.3 1.6 19.1 6.3 9.8 11.6 17.8 37.6 32.1 6.8 19 22.3 0.4 14.1 60.4 13.4 15.1 11.6 19.8 16.3 8.1 13.8 21.2 3.0 5.9 54.3 28.9 13.6 34.5 100.0 31.4 30.3 35.7 32.7 30.6 3.3 3.2 -2.7 5.3 1.5 3.6 19.7 6.3 5.5 8.9 16.9 29.0 29.0 6.6 20 32.3 14.0 -6.5 56.0 21.2 27.3 13.9 28.5 22.0 7.6 19.2 27.8 5.2 12.2 37.1 45.3 4.5 66.4 31.4 100.0 86.0 66.6 68.0 69.1 -0.8 1.1 -2.3 3.4 -1.9 2.5 30.3 -2.1 1.4 1.8 23.0 41.5 35.1 15.6 21 29.5 10.0 2.0 55.1 20.0 28.0 14.7 27.7 21.1 4.7 19.5 28.5 4.8 13.0 32.7 47.2 5.0 74.0 30.3 86.0 100.0 69.6 69.8 70.7 -2.8 -1.0 -3.1 1.4 4.6 2.4 24.7 0.6 0.5 0.2 18.5 42.1 37.5 11.4 22 33.0 12.3 37.2 59.2 25.5 22.4 26.3 34.5 25.8 8.2 16.1 24.2 10.0 12.5 5.7 31.5 36.6 68.7 35.7 66.6 69.6 100.0 94.1 92.6 4.2 3.3 -0.5 6.0 22.4 1.0 27.3 17.0 22.5 23.7 25.8 25.5 33.6 10.3 23 31.5 11.8 34.0 59.9 23.8 21.0 23.8 32.7 24.4 7.6 15.7 23.3 8.9 11.0 5.0 32.6 37.1 72.0 32.7 68.0 69.8 94.1 100.0 97.3 4.4 3.4 -0.5 6.1 20.6 1.0 26.1 16.0 22.0 23.8 25.0 26.0 31.8 9.6 24 30.4 11.6 30.2 59.0 22.5 20.2 21.8 31.1 23.2 6.9 15.4 22.4 8.1 10.2 4.4 33.6 35.9 74.5 30.6 69.1 70.7 92.6 97.3 100.0 4.4 3.2 -1.1 5.8 17.5 1.7 25.4 14.4 20.5 22.4 24.1 26.3 30.3 9.3 25 2.6 4.8 3.6 2.6 1.2 1.1 1.7 1.7 -0.2 0.8 0.1 0.0 2.0 1.8 -2.3 -0.5 4.4 2.1 3.3 -0.8 -2.8 4.2 4.4 4.4 100.0 73.0 10.3 41.1 -1.3 11.4 4.4 3.8 3.0 3.2 4.1 -0.6 0.0 0.7 26 2.6 4.1 1.4 3.1 0.7 1.3 0.9 1.4 -0.8 0.8 0.6 0.9 1.3 1.2 0.9 1.1 2.0 2.3 3.2 1.1 -1.0 3.3 3.4 3.2 73.0 100.0 12.2 40.0 -1.3 11.3 3.7 1.9 3.1 2.6 3.4 1.0 1.3 0.9 27 0.3 -3.1 3.2 -0.2 -3.6 0.8 -1.3 -2.9 -5.2 0.5 1.0 1.4 -1.0 0.3 0.4 1.1 -1.3 -1.1 -2.7 -2.3 -3.1 -0.5 -0.5 -1.1 10.3 12.2 100.0 7.8 9.5 -81.4 2.6 2.5 6.7 5.2 3.1 1.0 2.6 0.7 28 5.5 10.7 3.1 5.0 3.9 2.1 4.3 5.4 1.9 2.1 0.9 1.2 3.7 2.4 1.1 0.8 4.5 3.6 5.3 3.4 1.4 6.0 6.1 5.8 41.1 40.0 7.8 100.0 -0.8 6.8 5.6 2.5 2.5 2.4 4.2 1.0 2.0 1.5 29 6.0 -1.9 59.7 21.9 5.6 -1.0 17.8 7.9 9.4 2.4 -0.8 0.6 1.6 3.9 -24.0 -13.1 36.5 5.3 1.5 -1.9 4.6 22.4 20.6 17.5 -1.3 -1.3 9.5 -0.8 100.0 -11.7 14.4 37.1 29.6 35.8 20.4 -12.3 12.6 1.0 30 0.4 5.7 -4.0 0.3 3.7 -0.2 1.3 3.1 4.7 -0.3 -1.0 -1.7 1.7 0.7 0.0 -0.9 0.9 1.6 3.6 2.5 2.4 1.0 1.0 1.7 11.4 11.3 -81.4 6.8 -11.7 100.0 -1.4 -1.8 -6.0 -4.5 -2.6 -0.6 -2.7 -0.5 31 20.2 9.4 16.3 29.6 12.5 11.7 10.2 17.4 14.3 11.1 8.7 14.2 3.2 5.1 7.1 11.1 16.5 19.1 19.7 30.3 24.7 27.3 26.1 25.4 4.4 3.7 2.6 5.6 14.4 -1.4 100.0 7.4 24.1 22.4 51.8 12.1 19.2 18.1 32 7.5 -0.4 35.9 13.0 7.9 5.3 14.4 8.8 8.1 1.2 0.9 2.5 4.6 7.1 -16.7 -6.4 25.8 6.3 6.3 -2.1 0.6 17.0 16.0 14.4 3.8 1.9 2.5 2.5 37.1 -1.8 7.4 100.0 28.1 33.5 17.0 -4.0 7.5 0.0 33 10.3 -5.5 43.8 18.9 9.8 -3.9 17.3 11.4 10.1 3.7 -1.0 0.2 5.1 -1.9 -26.0 -16.3 44.6 9.8 5.5 1.4 0.5 22.5 22.0 20.5 3.0 3.1 6.7 2.5 29.6 -6.0 24.1 28.1 100.0 75.7 32.1 -15.2 1.4 4.0 34 8.5 -4.7 43.9 22.6 7.1 -4.9 14.3 8.8 9.0 4.0 -1.6 -0.8 2.8 -2.6 -26.7 -14.8 49.1 11.6 8.9 1.8 0.2 23.7 23.8 22.4 3.2 2.6 5.2 2.4 35.8 -4.5 22.4 33.5 75.7 100.0 29.9 -13.7 0.9 3.0 35 18.8 1.0 24.1 27.9 11.9 5.4 12.0 15.8 13.9 10.2 5.9 10.2 2.6 0.8 -3.9 2.6 24.7 17.8 16.9 23.0 18.5 25.8 25.0 24.1 4.1 3.4 3.1 4.2 20.4 -2.6 51.8 17.0 32.1 29.9 100.0 3.3 12.1 16.5 36 16.5 1.0 -26.4 33.4 7.2 55.5 -4.1 14.0 7.9 -0.4 31.0 48.0 -1.7 26.4 46.4 81.9 -28.2 37.6 29.0 41.5 42.1 25.5 26.0 26.3 -0.6 1.0 1.0 1.0 -12.3 -0.6 12.1 -4.0 -15.2 -13.7 3.3 100.0 77.5 7.5 37 21.3 4.5 10.2 39.8 13.8 48.5 10.4 21.9 15.2 2.2 27.2 43.5 3.0 24.1 28.5 63.5 -5.0 32.1 29.0 35.1 37.5 33.6 31.8 30.3 0.0 1.3 2.6 2.0 12.6 -2.7 19.2 7.5 1.4 0.9 12.1 77.5 100.0 9.4 38 13.5 5.3 2.2 9.5 11.9 13.5 8.6 15.1 8.7 12.1 14.0 22.8 3.8 2.6 4.8 7.7 1.2 6.8 6.6 15.6 11.4 10.3 9.6 9.3 0.7 0.9 0.7 1.5 1.0 -0.5 18.1 0.0 4.0 3.0 16.5 7.5 9.4 100.0 TOTAL CORRELATION TO TARGET (diagonal) 175.531111 TOTAL CORRELATION OF ALL VARIABLES 75.4593611 ROUND 1: MAX CORR ( 75.459359) AFTER KILLING INPUT VARIABLE 6 CONTR 0.0177680233 ROUND 2: MAX CORR ( 75.4593557) AFTER KILLING INPUT VARIABLE 34 CONTR 0.0224692373 ROUND 3: MAX CORR ( 75.4593478) AFTER KILLING INPUT VARIABLE 24 CONTR 0.034355051 ROUND 4: MAX CORR ( 75.4591901) AFTER KILLING INPUT VARIABLE 15 CONTR 0.154272945 ROUND 5: MAX CORR ( 75.4590117) AFTER KILLING INPUT VARIABLE 38 CONTR 0.164112309 ROUND 6: MAX CORR ( 75.4587863) AFTER KILLING INPUT VARIABLE 37 CONTR 0.184415371 ROUND 7: MAX CORR ( 75.4582067) AFTER KILLING INPUT VARIABLE 26 CONTR 0.295759349 ROUND 8: MAX CORR ( 75.4568408) AFTER KILLING INPUT VARIABLE 30 CONTR 0.454018162 ROUND 9: MAX CORR ( 75.454969) AFTER KILLING INPUT VARIABLE 36 CONTR 0.531487685 ROUND 10: MAX CORR ( 75.4527915) AFTER KILLING INPUT VARIABLE 33 CONTR 0.573243706 ROUND 11: MAX CORR ( 75.4505863) AFTER KILLING INPUT VARIABLE 23 CONTR 0.576856225 ROUND 12: MAX CORR ( 75.4483502) AFTER KILLING INPUT VARIABLE 25 CONTR 0.580885695 ROUND 13: MAX CORR ( 75.4438009) AFTER KILLING INPUT VARIABLE 2 CONTR 0.828522406 ROUND 14: MAX CORR ( 75.438961) AFTER KILLING INPUT VARIABLE 32 CONTR 0.854552644 ROUND 15: MAX CORR ( 75.4329349) AFTER KILLING INPUT VARIABLE 18 CONTR 0.9535014 ROUND 16: MAX CORR ( 75.4264385) AFTER KILLING INPUT VARIABLE 11 CONTR 0.989971775 ROUND 17: MAX CORR ( 75.4199328) AFTER KILLING INPUT VARIABLE 28 CONTR 0.990639851 ROUND 18: MAX CORR ( 75.4123141) AFTER KILLING INPUT VARIABLE 22 CONTR 1.07198194 ROUND 19: MAX CORR ( 75.4037315) AFTER KILLING INPUT VARIABLE 19 CONTR 1.1377153 ROUND 20: MAX CORR ( 75.394464) AFTER KILLING INPUT VARIABLE 21 CONTR 1.18217032 ROUND 21: MAX CORR ( 75.3730611) AFTER KILLING INPUT VARIABLE 3 CONTR 1.79634685 ROUND 22: MAX CORR ( 75.3515907) AFTER KILLING INPUT VARIABLE 31 CONTR 1.7989209 ROUND 23: MAX CORR ( 75.3218968) AFTER KILLING INPUT VARIABLE 16 CONTR 2.11520338 ROUND 24: MAX CORR ( 75.2801478) AFTER KILLING INPUT VARIABLE 27 CONTR 2.50748567 ROUND 25: MAX CORR ( 75.236005) AFTER KILLING INPUT VARIABLE 12 CONTR 2.57763364 ROUND 26: MAX CORR ( 75.1901118) AFTER KILLING INPUT VARIABLE 29 CONTR 2.62745786 ROUND 27: MAX CORR ( 75.1074083) AFTER KILLING INPUT VARIABLE 9 CONTR 3.5256399 ROUND 28: MAX CORR ( 75.004078) AFTER KILLING INPUT VARIABLE 35 CONTR 3.93840866 ROUND 29: MAX CORR ( 74.8894927) AFTER KILLING INPUT VARIABLE 14 CONTR 4.14434577 ROUND 30: MAX CORR ( 74.7078948) AFTER KILLING INPUT VARIABLE 20 CONTR 5.21215673 ROUND 31: MAX CORR ( 74.5211209) AFTER KILLING INPUT VARIABLE 7 CONTR 5.27940163 ROUND 32: MAX CORR ( 74.3505905) AFTER KILLING INPUT VARIABLE 17 CONTR 5.03856555 ROUND 33: MAX CORR ( 74.0808556) AFTER KILLING INPUT VARIABLE 13 CONTR 6.32749126 ROUND 34: MAX CORR ( 73.6160701) AFTER KILLING INPUT VARIABLE 5 CONTR 8.28537206 ROUND 35: MAX CORR ( 73.1805696) AFTER KILLING INPUT VARIABLE 10 CONTR 7.9956249 ROUND 36: MAX CORR ( 71.6604195) AFTER KILLING INPUT VARIABLE 4 CONTR 14.8384647 LAST REMAINING VARIABLE: 8 total correlation to target: 75.4593611 % total significance: 754.593611 sigma correlations of single variables to target: variable 2: 16.5018083 % , in sigma: 165.018083 variable 3: 12.8673587 % , in sigma: 128.673587 variable 4: 36.0306432 % , in sigma: 360.306432 variable 5: 62.880105 % , in sigma: 628.80105 variable 6: 36.8412781 % , in sigma: 368.412781 variable 7: 60.8486105 % , in sigma: 608.486105 variable 8: 71.6604195 % , in sigma: 716.604195 variable 9: 60.3314414 % , in sigma: 603.314414 variable 10: 20.0682962 % , in sigma: 200.682962 variable 11: 19.2307869 % , in sigma: 192.307869 variable 12: 28.9229389 % , in sigma: 289.229389 variable 13: 21.9901555 % , in sigma: 219.901555 variable 14: 27.1135358 % , in sigma: 271.135358 variable 15: 13.0628422 % , in sigma: 130.628422 variable 16: 15.4109018 % , in sigma: 154.109018 variable 17: 7.78916516 % , in sigma: 77.8916516 variable 18: 24.3791795 % , in sigma: 243.791795 variable 19: 22.2793078 % , in sigma: 222.793078 variable 20: 32.2748778 % , in sigma: 322.748778 variable 21: 29.4766655 % , in sigma: 294.766655 variable 22: 32.9746523 % , in sigma: 329.746523 variable 23: 31.4964819 % , in sigma: 314.964819 variable 24: 30.4045726 % , in sigma: 304.045726 variable 25: 2.63932472 % , in sigma: 26.3932472 variable 26: 2.58619796 % , in sigma: 25.8619796 variable 27: 0.302398732 % , in sigma: 3.02398732 variable 28: 5.46364864 % , in sigma: 54.6364864 variable 29: 5.96463196 % , in sigma: 59.6463196 variable 30: 0.35958259 % , in sigma: 3.5958259 variable 31: 20.2312572 % , in sigma: 202.312572 variable 32: 7.50620763 % , in sigma: 75.0620763 variable 33: 10.3318499 % , in sigma: 103.318499 variable 34: 8.5468129 % , in sigma: 85.468129 variable 35: 18.7967539 % , in sigma: 187.967539 variable 36: 16.4613911 % , in sigma: 164.613911 variable 37: 21.2903127 % , in sigma: 212.903127 variable 38: 13.500679 % , in sigma: 135.00679 variables sorted by significance: 1 most relevant variable 8 corr 71.6604233 , in sigma: 716.604233 2 most relevant variable 4 corr 14.8384647 , in sigma: 148.384647 3 most relevant variable 10 corr 7.99562502 , in sigma: 79.9562502 4 most relevant variable 5 corr 8.28537178 , in sigma: 82.8537178 5 most relevant variable 13 corr 6.32749128 , in sigma: 63.2749128 6 most relevant variable 17 corr 5.03856564 , in sigma: 50.3856564 7 most relevant variable 7 corr 5.27940178 , in sigma: 52.7940178 8 most relevant variable 20 corr 5.21215677 , in sigma: 52.1215677 9 most relevant variable 14 corr 4.14434576 , in sigma: 41.4434576 10 most relevant variable 35 corr 3.93840861 , in sigma: 39.3840861 11 most relevant variable 9 corr 3.52564001 , in sigma: 35.2564001 12 most relevant variable 29 corr 2.62745786 , in sigma: 26.2745786 13 most relevant variable 12 corr 2.57763362 , in sigma: 25.7763362 14 most relevant variable 27 corr 2.50748563 , in sigma: 25.0748563 15 most relevant variable 16 corr 2.11520338 , in sigma: 21.1520338 16 most relevant variable 31 corr 1.79892087 , in sigma: 17.9892087 17 most relevant variable 3 corr 1.7963469 , in sigma: 17.963469 18 most relevant variable 21 corr 1.18217027 , in sigma: 11.8217027 19 most relevant variable 19 corr 1.13771534 , in sigma: 11.3771534 20 most relevant variable 22 corr 1.07198191 , in sigma: 10.7198191 21 most relevant variable 28 corr 0.990639865 , in sigma: 9.90639865 22 most relevant variable 11 corr 0.989971757 , in sigma: 9.89971757 23 most relevant variable 18 corr 0.953501403 , in sigma: 9.53501403 24 most relevant variable 32 corr 0.854552627 , in sigma: 8.54552627 25 most relevant variable 2 corr 0.828522384 , in sigma: 8.28522384 26 most relevant variable 25 corr 0.580885708 , in sigma: 5.80885708 27 most relevant variable 23 corr 0.576856196 , in sigma: 5.76856196 28 most relevant variable 33 corr 0.573243678 , in sigma: 5.73243678 29 most relevant variable 36 corr 0.531487703 , in sigma: 5.31487703 30 most relevant variable 30 corr 0.454018176 , in sigma: 4.54018176 31 most relevant variable 26 corr 0.29575935 , in sigma: 2.9575935 32 most relevant variable 37 corr 0.18441537 , in sigma: 1.8441537 33 most relevant variable 38 corr 0.164112315 , in sigma: 1.64112315 34 most relevant variable 15 corr 0.154272944 , in sigma: 1.54272944 35 most relevant variable 24 corr 0.0343550518 , in sigma: 0.343550518 36 most relevant variable 34 corr 0.0224692374 , in sigma: 0.224692374 37 most relevant variable 6 corr 0.0177680235 , in sigma: 0.177680235 global correlations between input variables: variable 2: 39.4127933 % variable 3: 88.2979738 % variable 4: 84.85642 % variable 5: 93.4609122 % variable 6: 89.0689259 % variable 7: 88.2697077 % variable 8: 90.3512794 % variable 9: 86.9512918 % variable 10: 26.9689137 % variable 11: 57.7445129 % variable 12: 80.9680855 % variable 13: 66.7418122 % variable 14: 74.3403374 % variable 15: 83.5806874 % variable 16: 86.2755579 % variable 17: 78.8056658 % variable 18: 84.7462885 % variable 19: 77.3550644 % variable 20: 89.9935856 % variable 21: 90.1582601 % variable 22: 94.8967247 % variable 23: 97.945594 % variable 24: 97.7220734 % variable 25: 74.7368302 % variable 26: 74.9578735 % variable 27: 84.5304458 % variable 28: 45.4299333 % variable 29: 66.4321916 % variable 30: 84.5814584 % variable 31: 58.3110617 % variable 32: 46.7241508 % variable 33: 77.7793945 % variable 34: 79.2024099 % variable 35: 58.7554228 % variable 36: 90.8042601 % variable 37: 84.8377632 % variable 38: 32.1495332 % significance loss when removing single variables: variable 2: corr = 0.751942772 % , sigma = 7.51942772 variable 3: corr = 1.90869498 % , sigma = 19.0869498 variable 4: corr = 8.84207608 % , sigma = 88.4207608 variable 5: corr = 3.44613034 % , sigma = 34.4613034 variable 6: corr = 0.0177680232 % , sigma = 0.177680232 variable 7: corr = 5.29390627 % , sigma = 52.9390627 variable 8: corr = 17.6258513 % , sigma = 176.258513 variable 9: corr = 4.06146898 % , sigma = 40.6146898 variable 10: corr = 8.39603984 % , sigma = 83.9603984 variable 11: corr = 1.00400688 % , sigma = 10.0400688 variable 12: corr = 1.9835871 % , sigma = 19.835871 variable 13: corr = 4.66657664 % , sigma = 46.6657664 variable 14: corr = 3.21514006 % , sigma = 32.1514006 variable 15: corr = 0.149952477 % , sigma = 1.49952477 variable 16: corr = 1.18359393 % , sigma = 11.8359393 variable 17: corr = 2.71970558 % , sigma = 27.1970558 variable 18: corr = 0.939907268 % , sigma = 9.39907268 variable 19: corr = 1.05248302 % , sigma = 10.5248302 variable 20: corr = 2.71626086 % , sigma = 27.1626086 variable 21: corr = 0.882955456 % , sigma = 8.82955456 variable 22: corr = 1.16980403 % , sigma = 11.6980403 variable 23: corr = 0.42523447 % , sigma = 4.2523447 variable 24: corr = 0.0343024076 % , sigma = 0.343024076 variable 25: corr = 0.337379181 % , sigma = 3.37379181 variable 26: corr = 0.30121971 % , sigma = 3.0121971 variable 27: corr = 0.800135918 % , sigma = 8.00135918 variable 28: corr = 0.735385616 % , sigma = 7.35385616 variable 29: corr = 2.03737499 % , sigma = 20.3737499 variable 30: corr = 0.50250519 % , sigma = 5.0250519 variable 31: corr = 1.77376043 % , sigma = 17.7376043 variable 32: corr = 0.796640013 % , sigma = 7.96640013 variable 33: corr = 0.436070693 % , sigma = 4.36070693 variable 34: corr = 0.0223552397 % , sigma = 0.223552397 variable 35: corr = 2.43625547 % , sigma = 24.3625547 variable 36: corr = 0.286954862 % , sigma = 2.86954862 variable 37: corr = 0.170193968 % , sigma = 1.70193968 variable 38: corr = 0.166306847 % , sigma = 1.66306847 Keep only 30 most significant input variables NVar: 31. 4329 ------------------------------------- Teacher: actual network topology: Nodes(1) = 31 Nodes(2) = 44 Nodes(3) = 1 ------------------------------------- --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 28 --> 204.389359 sigma out 44 active outputs RANK 2 NODE 1 --> 185.79895 sigma out 44 active outputs RANK 3 NODE 18 --> 123.617447 sigma out 44 active outputs RANK 4 NODE 24 --> 101.946167 sigma out 44 active outputs RANK 5 NODE 17 --> 94.5272751 sigma out 44 active outputs RANK 6 NODE 3 --> 94.3881683 sigma out 44 active outputs RANK 7 NODE 29 --> 93.8534927 sigma out 44 active outputs RANK 8 NODE 2 --> 88.7395935 sigma out 44 active outputs RANK 9 NODE 30 --> 87.7409744 sigma out 44 active outputs RANK 10 NODE 12 --> 85.6669693 sigma out 44 active outputs RANK 11 NODE 25 --> 84.0613098 sigma out 44 active outputs RANK 12 NODE 10 --> 83.6862869 sigma out 44 active outputs RANK 13 NODE 8 --> 83.4961548 sigma out 44 active outputs RANK 14 NODE 9 --> 82.6070938 sigma out 44 active outputs RANK 15 NODE 20 --> 82.4275742 sigma out 44 active outputs RANK 16 NODE 26 --> 82.2834015 sigma out 44 active outputs RANK 17 NODE 11 --> 81.4611893 sigma out 44 active outputs RANK 18 NODE 21 --> 80.0919113 sigma out 44 active outputs RANK 19 NODE 6 --> 78.0693283 sigma out 44 active outputs RANK 20 NODE 27 --> 77.5660782 sigma out 44 active outputs RANK 21 NODE 16 --> 77.2271423 sigma out 44 active outputs RANK 22 NODE 22 --> 75.8867645 sigma out 44 active outputs RANK 23 NODE 14 --> 74.6607437 sigma out 44 active outputs RANK 24 NODE 7 --> 69.9097748 sigma out 44 active outputs RANK 25 NODE 15 --> 69.0001221 sigma out 44 active outputs RANK 26 NODE 23 --> 68.2602386 sigma out 44 active outputs RANK 27 NODE 5 --> 67.646698 sigma out 44 active outputs RANK 28 NODE 31 --> 65.9089203 sigma out 44 active outputs RANK 29 NODE 4 --> 59.6541519 sigma out 44 active outputs RANK 30 NODE 19 --> 54.3848648 sigma out 44 active outputs RANK 31 NODE 13 --> 48.3247185 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 31 --> 198.997147 sigma in 31act. ( 191.467545 sig out 1act.) RANK 2 NODE 12 --> 176.6884 sigma in 31act. ( 177.145538 sig out 1act.) RANK 3 NODE 11 --> 146.129074 sigma in 31act. ( 147.624954 sig out 1act.) RANK 4 NODE 39 --> 133.787323 sigma in 31act. ( 147.114151 sig out 1act.) RANK 5 NODE 43 --> 120.661392 sigma in 31act. ( 142.156509 sig out 1act.) RANK 6 NODE 4 --> 119.107819 sigma in 31act. ( 129.40036 sig out 1act.) RANK 7 NODE 30 --> 108.83725 sigma in 31act. ( 118.808365 sig out 1act.) RANK 8 NODE 18 --> 92.8315353 sigma in 31act. ( 93.3850784 sig out 1act.) RANK 9 NODE 5 --> 85.749321 sigma in 31act. ( 90.662735 sig out 1act.) RANK 10 NODE 41 --> 71.080574 sigma in 31act. ( 78.1332016 sig out 1act.) RANK 11 NODE 28 --> 69.5515594 sigma in 31act. ( 74.5014648 sig out 1act.) RANK 12 NODE 25 --> 67.1455307 sigma in 31act. ( 68.4652405 sig out 1act.) RANK 13 NODE 15 --> 66.0725327 sigma in 31act. ( 68.3225861 sig out 1act.) RANK 14 NODE 23 --> 62.3927155 sigma in 31act. ( 67.6255417 sig out 1act.) RANK 15 NODE 32 --> 60.5492477 sigma in 31act. ( 63.543541 sig out 1act.) RANK 16 NODE 10 --> 60.1801605 sigma in 31act. ( 54.9264641 sig out 1act.) RANK 17 NODE 17 --> 60.1424217 sigma in 31act. ( 59.9149704 sig out 1act.) RANK 18 NODE 35 --> 59.6039124 sigma in 31act. ( 53.4550629 sig out 1act.) RANK 19 NODE 13 --> 58.9388084 sigma in 31act. ( 53.8178253 sig out 1act.) RANK 20 NODE 37 --> 58.4971313 sigma in 31act. ( 56.3741951 sig out 1act.) RANK 21 NODE 19 --> 58.3918304 sigma in 31act. ( 60.8853569 sig out 1act.) RANK 22 NODE 20 --> 57.2504578 sigma in 31act. ( 56.1938019 sig out 1act.) RANK 23 NODE 14 --> 56.1232834 sigma in 31act. ( 17.8482647 sig out 1act.) RANK 24 NODE 8 --> 56.0526466 sigma in 31act. ( 48.7957954 sig out 1act.) RANK 25 NODE 7 --> 54.9381828 sigma in 31act. ( 48.8337135 sig out 1act.) RANK 26 NODE 36 --> 53.7044868 sigma in 31act. ( 45.140728 sig out 1act.) RANK 27 NODE 9 --> 52.0861778 sigma in 31act. ( 57.3474808 sig out 1act.) RANK 28 NODE 3 --> 52.0163841 sigma in 31act. ( 35.2037125 sig out 1act.) RANK 29 NODE 21 --> 51.1107826 sigma in 31act. ( 17.4753704 sig out 1act.) RANK 30 NODE 34 --> 51.0007858 sigma in 31act. ( 40.9790535 sig out 1act.) RANK 31 NODE 40 --> 50.8573685 sigma in 31act. ( 46.1995659 sig out 1act.) RANK 32 NODE 2 --> 49.5602913 sigma in 31act. ( 38.1834946 sig out 1act.) RANK 33 NODE 38 --> 48.3885765 sigma in 31act. ( 23.6499805 sig out 1act.) RANK 34 NODE 16 --> 47.5282173 sigma in 31act. ( 41.6695633 sig out 1act.) RANK 35 NODE 42 --> 47.207222 sigma in 31act. ( 44.5592537 sig out 1act.) RANK 36 NODE 6 --> 45.4124184 sigma in 31act. ( 7.97185659 sig out 1act.) RANK 37 NODE 27 --> 45.156147 sigma in 31act. ( 16.2443867 sig out 1act.) RANK 38 NODE 44 --> 44.4457054 sigma in 31act. ( 25.4333515 sig out 1act.) RANK 39 NODE 26 --> 43.0133209 sigma in 31act. ( 33.5118141 sig out 1act.) RANK 40 NODE 1 --> 40.6583061 sigma in 31act. ( 17.3280067 sig out 1act.) RANK 41 NODE 22 --> 40.389679 sigma in 31act. ( 39.3431282 sig out 1act.) RANK 42 NODE 33 --> 39.3912201 sigma in 31act. ( 5.5684166 sig out 1act.) RANK 43 NODE 24 --> 37.2871513 sigma in 31act. ( 23.9085388 sig out 1act.) RANK 44 NODE 29 --> 36.3639526 sigma in 31act. ( 5.47551584 sig out 1act.) sorted by output significance RANK 1 NODE 31 --> 191.467545 sigma out 1act.( 198.997147 sig in 31act.) RANK 2 NODE 12 --> 177.145538 sigma out 1act.( 176.6884 sig in 31act.) RANK 3 NODE 11 --> 147.624954 sigma out 1act.( 146.129074 sig in 31act.) RANK 4 NODE 39 --> 147.114151 sigma out 1act.( 133.787323 sig in 31act.) RANK 5 NODE 43 --> 142.156509 sigma out 1act.( 120.661392 sig in 31act.) RANK 6 NODE 4 --> 129.40036 sigma out 1act.( 119.107819 sig in 31act.) RANK 7 NODE 30 --> 118.808365 sigma out 1act.( 108.83725 sig in 31act.) RANK 8 NODE 18 --> 93.3850784 sigma out 1act.( 92.8315353 sig in 31act.) RANK 9 NODE 5 --> 90.662735 sigma out 1act.( 85.749321 sig in 31act.) RANK 10 NODE 41 --> 78.1332016 sigma out 1act.( 71.080574 sig in 31act.) RANK 11 NODE 28 --> 74.5014648 sigma out 1act.( 69.5515594 sig in 31act.) RANK 12 NODE 25 --> 68.4652405 sigma out 1act.( 67.1455307 sig in 31act.) RANK 13 NODE 15 --> 68.3225861 sigma out 1act.( 66.0725327 sig in 31act.) RANK 14 NODE 23 --> 67.6255417 sigma out 1act.( 62.3927155 sig in 31act.) RANK 15 NODE 32 --> 63.543541 sigma out 1act.( 60.5492477 sig in 31act.) RANK 16 NODE 19 --> 60.8853569 sigma out 1act.( 58.3918304 sig in 31act.) RANK 17 NODE 17 --> 59.9149704 sigma out 1act.( 60.1424217 sig in 31act.) RANK 18 NODE 9 --> 57.3474808 sigma out 1act.( 52.0861778 sig in 31act.) RANK 19 NODE 37 --> 56.3741951 sigma out 1act.( 58.4971313 sig in 31act.) RANK 20 NODE 20 --> 56.1938019 sigma out 1act.( 57.2504578 sig in 31act.) RANK 21 NODE 10 --> 54.9264641 sigma out 1act.( 60.1801605 sig in 31act.) RANK 22 NODE 13 --> 53.8178253 sigma out 1act.( 58.9388084 sig in 31act.) RANK 23 NODE 35 --> 53.4550629 sigma out 1act.( 59.6039124 sig in 31act.) RANK 24 NODE 7 --> 48.8337135 sigma out 1act.( 54.9381828 sig in 31act.) RANK 25 NODE 8 --> 48.7957954 sigma out 1act.( 56.0526466 sig in 31act.) RANK 26 NODE 40 --> 46.1995659 sigma out 1act.( 50.8573685 sig in 31act.) RANK 27 NODE 36 --> 45.140728 sigma out 1act.( 53.7044868 sig in 31act.) RANK 28 NODE 42 --> 44.5592537 sigma out 1act.( 47.207222 sig in 31act.) RANK 29 NODE 16 --> 41.6695633 sigma out 1act.( 47.5282173 sig in 31act.) RANK 30 NODE 34 --> 40.9790535 sigma out 1act.( 51.0007858 sig in 31act.) RANK 31 NODE 22 --> 39.3431282 sigma out 1act.( 40.389679 sig in 31act.) RANK 32 NODE 2 --> 38.1834946 sigma out 1act.( 49.5602913 sig in 31act.) RANK 33 NODE 3 --> 35.2037125 sigma out 1act.( 52.0163841 sig in 31act.) RANK 34 NODE 26 --> 33.5118141 sigma out 1act.( 43.0133209 sig in 31act.) RANK 35 NODE 44 --> 25.4333515 sigma out 1act.( 44.4457054 sig in 31act.) RANK 36 NODE 24 --> 23.9085388 sigma out 1act.( 37.2871513 sig in 31act.) RANK 37 NODE 38 --> 23.6499805 sigma out 1act.( 48.3885765 sig in 31act.) RANK 38 NODE 14 --> 17.8482647 sigma out 1act.( 56.1232834 sig in 31act.) RANK 39 NODE 21 --> 17.4753704 sigma out 1act.( 51.1107826 sig in 31act.) RANK 40 NODE 1 --> 17.3280067 sigma out 1act.( 40.6583061 sig in 31act.) RANK 41 NODE 27 --> 16.2443867 sigma out 1act.( 45.156147 sig in 31act.) RANK 42 NODE 6 --> 7.97185659 sigma out 1act.( 45.4124184 sig in 31act.) RANK 43 NODE 33 --> 5.5684166 sigma out 1act.( 39.3912201 sig in 31act.) RANK 44 NODE 29 --> 5.47551584 sigma out 1act.( 36.3639526 sig in 31act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 507.53952 sigma in 44 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 28 --> 215.990005 sigma out 44 active outputs RANK 2 NODE 1 --> 208.522675 sigma out 44 active outputs RANK 3 NODE 18 --> 125.152016 sigma out 44 active outputs RANK 4 NODE 24 --> 99.0849075 sigma out 44 active outputs RANK 5 NODE 17 --> 97.0717392 sigma out 44 active outputs RANK 6 NODE 3 --> 94.2228165 sigma out 44 active outputs RANK 7 NODE 29 --> 88.2996597 sigma out 44 active outputs RANK 8 NODE 8 --> 82.9450302 sigma out 44 active outputs RANK 9 NODE 10 --> 79.7096939 sigma out 44 active outputs RANK 10 NODE 25 --> 79.1509018 sigma out 44 active outputs RANK 11 NODE 12 --> 79.0895081 sigma out 44 active outputs RANK 12 NODE 2 --> 78.0006561 sigma out 44 active outputs RANK 13 NODE 26 --> 76.9135895 sigma out 44 active outputs RANK 14 NODE 20 --> 76.0125198 sigma out 44 active outputs RANK 15 NODE 9 --> 75.2245407 sigma out 44 active outputs RANK 16 NODE 6 --> 71.6144791 sigma out 44 active outputs RANK 17 NODE 22 --> 71.1631699 sigma out 44 active outputs RANK 18 NODE 11 --> 70.8162537 sigma out 44 active outputs RANK 19 NODE 30 --> 70.5922623 sigma out 44 active outputs RANK 20 NODE 14 --> 69.9111023 sigma out 44 active outputs RANK 21 NODE 21 --> 67.0355682 sigma out 44 active outputs RANK 22 NODE 27 --> 66.9215546 sigma out 44 active outputs RANK 23 NODE 5 --> 65.200737 sigma out 44 active outputs RANK 24 NODE 16 --> 64.89328 sigma out 44 active outputs RANK 25 NODE 7 --> 59.2522049 sigma out 44 active outputs RANK 26 NODE 23 --> 57.9975662 sigma out 44 active outputs RANK 27 NODE 15 --> 57.3145943 sigma out 44 active outputs RANK 28 NODE 31 --> 55.1008606 sigma out 44 active outputs RANK 29 NODE 19 --> 46.9485168 sigma out 44 active outputs RANK 30 NODE 4 --> 45.8679771 sigma out 44 active outputs RANK 31 NODE 13 --> 38.5300293 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 31 --> 218.291107 sigma in 31act. ( 157.323425 sig out 1act.) RANK 2 NODE 12 --> 193.534576 sigma in 31act. ( 144.378265 sig out 1act.) RANK 3 NODE 11 --> 159.87355 sigma in 31act. ( 124.287125 sig out 1act.) RANK 4 NODE 39 --> 144.278137 sigma in 31act. ( 123.08152 sig out 1act.) RANK 5 NODE 4 --> 127.570503 sigma in 31act. ( 107.619164 sig out 1act.) RANK 6 NODE 43 --> 124.56456 sigma in 31act. ( 122.768097 sig out 1act.) RANK 7 NODE 30 --> 119.181282 sigma in 31act. ( 98.8208313 sig out 1act.) RANK 8 NODE 18 --> 90.3707504 sigma in 31act. ( 78.0048599 sig out 1act.) RANK 9 NODE 5 --> 82.4759827 sigma in 31act. ( 76.2002411 sig out 1act.) RANK 10 NODE 41 --> 67.0633011 sigma in 31act. ( 65.3344879 sig out 1act.) RANK 11 NODE 28 --> 64.9881973 sigma in 31act. ( 63.1135292 sig out 1act.) RANK 12 NODE 25 --> 63.5611 sigma in 31act. ( 56.8048859 sig out 1act.) RANK 13 NODE 15 --> 60.914299 sigma in 31act. ( 56.7722511 sig out 1act.) RANK 14 NODE 23 --> 60.8180923 sigma in 31act. ( 55.7766953 sig out 1act.) RANK 15 NODE 19 --> 55.6867104 sigma in 31act. ( 49.7176819 sig out 1act.) RANK 16 NODE 32 --> 53.3367691 sigma in 31act. ( 53.5763359 sig out 1act.) RANK 17 NODE 17 --> 52.2852173 sigma in 31act. ( 50.1395226 sig out 1act.) RANK 18 NODE 37 --> 49.5530472 sigma in 31act. ( 47.2825584 sig out 1act.) RANK 19 NODE 13 --> 48.884819 sigma in 31act. ( 46.1468964 sig out 1act.) RANK 20 NODE 20 --> 48.3180389 sigma in 31act. ( 47.8616982 sig out 1act.) RANK 21 NODE 9 --> 48.1264954 sigma in 31act. ( 49.9344444 sig out 1act.) RANK 22 NODE 10 --> 47.5652924 sigma in 31act. ( 46.3343658 sig out 1act.) RANK 23 NODE 35 --> 46.1929169 sigma in 31act. ( 45.1772461 sig out 1act.) RANK 24 NODE 7 --> 41.4471779 sigma in 31act. ( 42.1066284 sig out 1act.) RANK 25 NODE 8 --> 41.3297653 sigma in 31act. ( 41.0670853 sig out 1act.) RANK 26 NODE 36 --> 39.0207367 sigma in 31act. ( 37.6087112 sig out 1act.) RANK 27 NODE 42 --> 39.0187721 sigma in 31act. ( 36.3570518 sig out 1act.) RANK 28 NODE 40 --> 38.2862091 sigma in 31act. ( 39.8686981 sig out 1act.) RANK 29 NODE 16 --> 35.7068367 sigma in 31act. ( 34.7242889 sig out 1act.) RANK 30 NODE 34 --> 35.4845886 sigma in 31act. ( 33.4173622 sig out 1act.) RANK 31 NODE 22 --> 34.6699562 sigma in 31act. ( 30.8954754 sig out 1act.) RANK 32 NODE 3 --> 30.8645916 sigma in 31act. ( 29.6855068 sig out 1act.) RANK 33 NODE 2 --> 30.0015144 sigma in 31act. ( 33.0400887 sig out 1act.) RANK 34 NODE 26 --> 28.5622082 sigma in 31act. ( 28.1602879 sig out 1act.) RANK 35 NODE 44 --> 24.0821228 sigma in 31act. ( 21.1860638 sig out 1act.) RANK 36 NODE 38 --> 21.1433125 sigma in 31act. ( 20.3319035 sig out 1act.) RANK 37 NODE 24 --> 20.0342884 sigma in 31act. ( 19.5851212 sig out 1act.) RANK 38 NODE 14 --> 19.1453915 sigma in 31act. ( 15.0907259 sig out 1act.) RANK 39 NODE 21 --> 17.8930702 sigma in 31act. ( 14.8957386 sig out 1act.) RANK 40 NODE 1 --> 16.4718647 sigma in 31act. ( 13.9811974 sig out 1act.) RANK 41 NODE 27 --> 15.5407047 sigma in 31act. ( 13.840517 sig out 1act.) RANK 42 NODE 6 --> 10.0321331 sigma in 31act. ( 6.80539894 sig out 1act.) RANK 43 NODE 33 --> 9.24943447 sigma in 31act. ( 4.6415 sig out 1act.) RANK 44 NODE 29 --> 7.68676901 sigma in 31act. ( 4.4181776 sig out 1act.) sorted by output significance RANK 1 NODE 31 --> 157.323425 sigma out 1act.( 218.291107 sig in 31act.) RANK 2 NODE 12 --> 144.378265 sigma out 1act.( 193.534576 sig in 31act.) RANK 3 NODE 11 --> 124.287125 sigma out 1act.( 159.87355 sig in 31act.) RANK 4 NODE 39 --> 123.08152 sigma out 1act.( 144.278137 sig in 31act.) RANK 5 NODE 43 --> 122.768097 sigma out 1act.( 124.56456 sig in 31act.) RANK 6 NODE 4 --> 107.619164 sigma out 1act.( 127.570503 sig in 31act.) RANK 7 NODE 30 --> 98.8208313 sigma out 1act.( 119.181282 sig in 31act.) RANK 8 NODE 18 --> 78.0048599 sigma out 1act.( 90.3707504 sig in 31act.) RANK 9 NODE 5 --> 76.2002411 sigma out 1act.( 82.4759827 sig in 31act.) RANK 10 NODE 41 --> 65.3344879 sigma out 1act.( 67.0633011 sig in 31act.) RANK 11 NODE 28 --> 63.1135292 sigma out 1act.( 64.9881973 sig in 31act.) RANK 12 NODE 25 --> 56.8048859 sigma out 1act.( 63.5611 sig in 31act.) RANK 13 NODE 15 --> 56.7722511 sigma out 1act.( 60.914299 sig in 31act.) RANK 14 NODE 23 --> 55.7766953 sigma out 1act.( 60.8180923 sig in 31act.) RANK 15 NODE 32 --> 53.5763359 sigma out 1act.( 53.3367691 sig in 31act.) RANK 16 NODE 17 --> 50.1395226 sigma out 1act.( 52.2852173 sig in 31act.) RANK 17 NODE 9 --> 49.9344444 sigma out 1act.( 48.1264954 sig in 31act.) RANK 18 NODE 19 --> 49.7176819 sigma out 1act.( 55.6867104 sig in 31act.) RANK 19 NODE 20 --> 47.8616982 sigma out 1act.( 48.3180389 sig in 31act.) RANK 20 NODE 37 --> 47.2825584 sigma out 1act.( 49.5530472 sig in 31act.) RANK 21 NODE 10 --> 46.3343658 sigma out 1act.( 47.5652924 sig in 31act.) RANK 22 NODE 13 --> 46.1468964 sigma out 1act.( 48.884819 sig in 31act.) RANK 23 NODE 35 --> 45.1772461 sigma out 1act.( 46.1929169 sig in 31act.) RANK 24 NODE 7 --> 42.1066284 sigma out 1act.( 41.4471779 sig in 31act.) RANK 25 NODE 8 --> 41.0670853 sigma out 1act.( 41.3297653 sig in 31act.) RANK 26 NODE 40 --> 39.8686981 sigma out 1act.( 38.2862091 sig in 31act.) RANK 27 NODE 36 --> 37.6087112 sigma out 1act.( 39.0207367 sig in 31act.) RANK 28 NODE 42 --> 36.3570518 sigma out 1act.( 39.0187721 sig in 31act.) RANK 29 NODE 16 --> 34.7242889 sigma out 1act.( 35.7068367 sig in 31act.) RANK 30 NODE 34 --> 33.4173622 sigma out 1act.( 35.4845886 sig in 31act.) RANK 31 NODE 2 --> 33.0400887 sigma out 1act.( 30.0015144 sig in 31act.) RANK 32 NODE 22 --> 30.8954754 sigma out 1act.( 34.6699562 sig in 31act.) RANK 33 NODE 3 --> 29.6855068 sigma out 1act.( 30.8645916 sig in 31act.) RANK 34 NODE 26 --> 28.1602879 sigma out 1act.( 28.5622082 sig in 31act.) RANK 35 NODE 44 --> 21.1860638 sigma out 1act.( 24.0821228 sig in 31act.) RANK 36 NODE 38 --> 20.3319035 sigma out 1act.( 21.1433125 sig in 31act.) RANK 37 NODE 24 --> 19.5851212 sigma out 1act.( 20.0342884 sig in 31act.) RANK 38 NODE 14 --> 15.0907259 sigma out 1act.( 19.1453915 sig in 31act.) RANK 39 NODE 21 --> 14.8957386 sigma out 1act.( 17.8930702 sig in 31act.) RANK 40 NODE 1 --> 13.9811974 sigma out 1act.( 16.4718647 sig in 31act.) RANK 41 NODE 27 --> 13.840517 sigma out 1act.( 15.5407047 sig in 31act.) RANK 42 NODE 6 --> 6.80539894 sigma out 1act.( 10.0321331 sig in 31act.) RANK 43 NODE 33 --> 4.6415 sigma out 1act.( 9.24943447 sig in 31act.) RANK 44 NODE 29 --> 4.4181776 sigma out 1act.( 7.68676901 sig in 31act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 423.682739 sigma in 44 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.456679523 *** contribution from regularisation: 0.00145478756 *** contribution from error: -0.458134323 *** contribution from DIAG: 0.000119001612 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.48392418 *** contribution from regularisation: 0.00253530033 *** contribution from error: -0.486459494 *** contribution from DIAG: 7.30391257E-05 *********************************************** ENTER BFGS code START -483951.133 -0.38549614 0. EXIT FROM BFGS code FG_START 0. -0.38549614 0. --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.484355181 *** contribution from regularisation: 0.00230699172 *** contribution from error: -0.486662179 *** contribution from DIAG: 0.000114721006 *********************************************** ENTER BFGS code FG_START -484240.463 -0.38549614 -175.965683 EXIT FROM BFGS code FG_LNSRCH 0. -0.402289242 0. --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.471642315 *** contribution from regularisation: 0.00238321186 *** contribution from error: -0.474025518 *** contribution from DIAG: 0.00027904936 *********************************************** ENTER BFGS code FG_LNSRCH -471363.276 -0.402289242 -2776.65063 EXIT FROM BFGS code FG_LNSRCH 0. -0.390907586 0. --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.484212548 *** contribution from regularisation: 0.00239432743 *** contribution from error: -0.486606866 *** contribution from DIAG: 0.000111822876 *********************************************** ENTER BFGS code FG_LNSRCH -484100.723 -0.390907586 -807.806824 EXIT FROM BFGS code FG_LNSRCH 0. -0.388153523 0. --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.484711468 *** contribution from regularisation: 0.0024161581 *** contribution from error: -0.487127632 *** contribution from DIAG: 0.000128393382 *********************************************** ENTER BFGS code FG_LNSRCH -484583.064 -0.388153523 -478.549133 EXIT FROM BFGS code NEW_X -484583.064 -0.388153523 -478.549133 ENTER BFGS code NEW_X -484583.064 -0.388153523 -478.549133 EXIT FROM BFGS code FG_LNSRCH 0. -0.391457319 0. --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.485143125 *** contribution from regularisation: 0.00242509134 *** contribution from error: -0.487568229 *** contribution from DIAG: 0.000147439467 *********************************************** ENTER BFGS code FG_LNSRCH -484995.689 -0.391457319 -155.970856 EXIT FROM BFGS code NEW_X -484995.689 -0.391457319 -155.970856 ENTER BFGS code NEW_X -484995.689 -0.391457319 -155.970856 EXIT FROM BFGS code FG_LNSRCH 0. -0.40465197 0. --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.486430705 *** contribution from regularisation: 0.00244340394 *** contribution from error: -0.488874108 *** contribution from DIAG: 0.000186394958 *********************************************** ENTER BFGS code FG_LNSRCH -486244.3 -0.40465197 720.324402 EXIT FROM BFGS code NEW_X -486244.3 -0.40465197 720.324402 ENTER BFGS code NEW_X -486244.3 -0.40465197 720.324402 EXIT FROM BFGS code FG_LNSRCH 0. -0.416686326 0. --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.487798929 *** contribution from regularisation: 0.00249757222 *** contribution from error: -0.490296513 *** contribution from DIAG: 0.000194622291 *********************************************** ENTER BFGS code FG_LNSRCH -487604.313 -0.416686326 1209.46619 EXIT FROM BFGS code NEW_X -487604.313 -0.416686326 1209.46619 ENTER BFGS code NEW_X -487604.313 -0.416686326 1209.46619 EXIT FROM BFGS code FG_LNSRCH 0. -0.437256187 0. --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 28 --> 216.213043 sigma out 44 active outputs RANK 2 NODE 1 --> 212.357529 sigma out 44 active outputs RANK 3 NODE 17 --> 150.649551 sigma out 44 active outputs RANK 4 NODE 18 --> 133.72438 sigma out 44 active outputs RANK 5 NODE 22 --> 128.875366 sigma out 44 active outputs RANK 6 NODE 5 --> 124.353943 sigma out 44 active outputs RANK 7 NODE 24 --> 113.009628 sigma out 44 active outputs RANK 8 NODE 10 --> 111.301628 sigma out 44 active outputs RANK 9 NODE 8 --> 100.806839 sigma out 44 active outputs RANK 10 NODE 3 --> 99.5856247 sigma out 44 active outputs RANK 11 NODE 25 --> 95.0611725 sigma out 44 active outputs RANK 12 NODE 20 --> 92.5121765 sigma out 44 active outputs RANK 13 NODE 2 --> 92.4221191 sigma out 44 active outputs RANK 14 NODE 26 --> 88.5993118 sigma out 44 active outputs RANK 15 NODE 7 --> 82.1252899 sigma out 44 active outputs RANK 16 NODE 12 --> 81.3196793 sigma out 44 active outputs RANK 17 NODE 30 --> 76.64711 sigma out 44 active outputs RANK 18 NODE 14 --> 75.8702545 sigma out 44 active outputs RANK 19 NODE 9 --> 74.5953979 sigma out 44 active outputs RANK 20 NODE 6 --> 72.8861694 sigma out 44 active outputs RANK 21 NODE 16 --> 70.6771774 sigma out 44 active outputs RANK 22 NODE 29 --> 70.1157837 sigma out 44 active outputs RANK 23 NODE 15 --> 68.2149124 sigma out 44 active outputs RANK 24 NODE 23 --> 65.7093887 sigma out 44 active outputs RANK 25 NODE 11 --> 63.1780739 sigma out 44 active outputs RANK 26 NODE 27 --> 55.1916618 sigma out 44 active outputs RANK 27 NODE 4 --> 52.3763161 sigma out 44 active outputs RANK 28 NODE 19 --> 52.0389824 sigma out 44 active outputs RANK 29 NODE 21 --> 46.982254 sigma out 44 active outputs RANK 30 NODE 13 --> 39.2190781 sigma out 44 active outputs RANK 31 NODE 31 --> 36.0205307 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 11 --> 220.802536 sigma in 31act. ( 220.492477 sig out 1act.) RANK 2 NODE 12 --> 207.745239 sigma in 31act. ( 195.926956 sig out 1act.) RANK 3 NODE 39 --> 180.313156 sigma in 31act. ( 152.787964 sig out 1act.) RANK 4 NODE 31 --> 177.221985 sigma in 31act. ( 160.323822 sig out 1act.) RANK 5 NODE 30 --> 128.070862 sigma in 31act. ( 117.977669 sig out 1act.) RANK 6 NODE 4 --> 116.796837 sigma in 31act. ( 100.948441 sig out 1act.) RANK 7 NODE 32 --> 108.66819 sigma in 31act. ( 107.038574 sig out 1act.) RANK 8 NODE 43 --> 104.490494 sigma in 31act. ( 97.3692093 sig out 1act.) RANK 9 NODE 15 --> 93.6445312 sigma in 31act. ( 91.7484283 sig out 1act.) RANK 10 NODE 17 --> 89.0828781 sigma in 31act. ( 82.0040436 sig out 1act.) RANK 11 NODE 9 --> 87.6437149 sigma in 31act. ( 95.2454453 sig out 1act.) RANK 12 NODE 18 --> 81.2912064 sigma in 31act. ( 82.9201584 sig out 1act.) RANK 13 NODE 28 --> 75.930687 sigma in 31act. ( 72.604599 sig out 1act.) RANK 14 NODE 7 --> 74.8815308 sigma in 31act. ( 77.7564545 sig out 1act.) RANK 15 NODE 25 --> 74.102684 sigma in 31act. ( 67.576973 sig out 1act.) RANK 16 NODE 5 --> 73.7429504 sigma in 31act. ( 66.372818 sig out 1act.) RANK 17 NODE 41 --> 71.081665 sigma in 31act. ( 79.1037827 sig out 1act.) RANK 18 NODE 20 --> 69.2495117 sigma in 31act. ( 67.6039276 sig out 1act.) RANK 19 NODE 40 --> 66.4690552 sigma in 31act. ( 71.537262 sig out 1act.) RANK 20 NODE 19 --> 64.5813293 sigma in 31act. ( 62.1365051 sig out 1act.) RANK 21 NODE 27 --> 60.7300911 sigma in 31act. ( 59.9500275 sig out 1act.) RANK 22 NODE 42 --> 54.5618706 sigma in 31act. ( 52.4496765 sig out 1act.) RANK 23 NODE 23 --> 51.8994179 sigma in 31act. ( 48.6181755 sig out 1act.) RANK 24 NODE 26 --> 50.5541496 sigma in 31act. ( 52.2342796 sig out 1act.) RANK 25 NODE 36 --> 48.4500809 sigma in 31act. ( 46.6616325 sig out 1act.) RANK 26 NODE 35 --> 46.9300766 sigma in 31act. ( 45.5451088 sig out 1act.) RANK 27 NODE 16 --> 46.0452881 sigma in 31act. ( 45.4211044 sig out 1act.) RANK 28 NODE 3 --> 43.1541634 sigma in 31act. ( 40.4079704 sig out 1act.) RANK 29 NODE 2 --> 40.206295 sigma in 31act. ( 43.8478661 sig out 1act.) RANK 30 NODE 37 --> 39.5275688 sigma in 31act. ( 35.1372032 sig out 1act.) RANK 31 NODE 22 --> 38.4396324 sigma in 31act. ( 36.6771889 sig out 1act.) RANK 32 NODE 10 --> 38.2926445 sigma in 31act. ( 34.8907394 sig out 1act.) RANK 33 NODE 44 --> 37.7726822 sigma in 31act. ( 34.891098 sig out 1act.) RANK 34 NODE 34 --> 36.352623 sigma in 31act. ( 34.1499596 sig out 1act.) RANK 35 NODE 8 --> 35.198555 sigma in 31act. ( 34.0438271 sig out 1act.) RANK 36 NODE 14 --> 31.8923607 sigma in 31act. ( 27.4786777 sig out 1act.) RANK 37 NODE 21 --> 31.8327255 sigma in 31act. ( 28.3439808 sig out 1act.) RANK 38 NODE 38 --> 27.8880177 sigma in 31act. ( 26.9508724 sig out 1act.) RANK 39 NODE 24 --> 26.2571564 sigma in 31act. ( 25.5645065 sig out 1act.) RANK 40 NODE 13 --> 25.5714645 sigma in 31act. ( 22.3934879 sig out 1act.) RANK 41 NODE 33 --> 19.7372112 sigma in 31act. ( 15.9433041 sig out 1act.) RANK 42 NODE 1 --> 17.2208729 sigma in 31act. ( 13.7298651 sig out 1act.) RANK 43 NODE 29 --> 12.0416155 sigma in 31act. ( 8.71943378 sig out 1act.) RANK 44 NODE 6 --> 11.0911036 sigma in 31act. ( 3.48708177 sig out 1act.) sorted by output significance RANK 1 NODE 11 --> 220.492477 sigma out 1act.( 220.802536 sig in 31act.) RANK 2 NODE 12 --> 195.926956 sigma out 1act.( 207.745239 sig in 31act.) RANK 3 NODE 31 --> 160.323822 sigma out 1act.( 177.221985 sig in 31act.) RANK 4 NODE 39 --> 152.787964 sigma out 1act.( 180.313156 sig in 31act.) RANK 5 NODE 30 --> 117.977669 sigma out 1act.( 128.070862 sig in 31act.) RANK 6 NODE 32 --> 107.038574 sigma out 1act.( 108.66819 sig in 31act.) RANK 7 NODE 4 --> 100.948441 sigma out 1act.( 116.796837 sig in 31act.) RANK 8 NODE 43 --> 97.3692093 sigma out 1act.( 104.490494 sig in 31act.) RANK 9 NODE 9 --> 95.2454453 sigma out 1act.( 87.6437149 sig in 31act.) RANK 10 NODE 15 --> 91.7484283 sigma out 1act.( 93.6445312 sig in 31act.) RANK 11 NODE 18 --> 82.9201584 sigma out 1act.( 81.2912064 sig in 31act.) RANK 12 NODE 17 --> 82.0040436 sigma out 1act.( 89.0828781 sig in 31act.) RANK 13 NODE 41 --> 79.1037827 sigma out 1act.( 71.081665 sig in 31act.) RANK 14 NODE 7 --> 77.7564545 sigma out 1act.( 74.8815308 sig in 31act.) RANK 15 NODE 28 --> 72.604599 sigma out 1act.( 75.930687 sig in 31act.) RANK 16 NODE 40 --> 71.537262 sigma out 1act.( 66.4690552 sig in 31act.) RANK 17 NODE 20 --> 67.6039276 sigma out 1act.( 69.2495117 sig in 31act.) RANK 18 NODE 25 --> 67.576973 sigma out 1act.( 74.102684 sig in 31act.) RANK 19 NODE 5 --> 66.372818 sigma out 1act.( 73.7429504 sig in 31act.) RANK 20 NODE 19 --> 62.1365051 sigma out 1act.( 64.5813293 sig in 31act.) RANK 21 NODE 27 --> 59.9500275 sigma out 1act.( 60.7300911 sig in 31act.) RANK 22 NODE 42 --> 52.4496765 sigma out 1act.( 54.5618706 sig in 31act.) RANK 23 NODE 26 --> 52.2342796 sigma out 1act.( 50.5541496 sig in 31act.) RANK 24 NODE 23 --> 48.6181755 sigma out 1act.( 51.8994179 sig in 31act.) RANK 25 NODE 36 --> 46.6616325 sigma out 1act.( 48.4500809 sig in 31act.) RANK 26 NODE 35 --> 45.5451088 sigma out 1act.( 46.9300766 sig in 31act.) RANK 27 NODE 16 --> 45.4211044 sigma out 1act.( 46.0452881 sig in 31act.) RANK 28 NODE 2 --> 43.8478661 sigma out 1act.( 40.206295 sig in 31act.) RANK 29 NODE 3 --> 40.4079704 sigma out 1act.( 43.1541634 sig in 31act.) RANK 30 NODE 22 --> 36.6771889 sigma out 1act.( 38.4396324 sig in 31act.) RANK 31 NODE 37 --> 35.1372032 sigma out 1act.( 39.5275688 sig in 31act.) RANK 32 NODE 44 --> 34.891098 sigma out 1act.( 37.7726822 sig in 31act.) RANK 33 NODE 10 --> 34.8907394 sigma out 1act.( 38.2926445 sig in 31act.) RANK 34 NODE 34 --> 34.1499596 sigma out 1act.( 36.352623 sig in 31act.) RANK 35 NODE 8 --> 34.0438271 sigma out 1act.( 35.198555 sig in 31act.) RANK 36 NODE 21 --> 28.3439808 sigma out 1act.( 31.8327255 sig in 31act.) RANK 37 NODE 14 --> 27.4786777 sigma out 1act.( 31.8923607 sig in 31act.) RANK 38 NODE 38 --> 26.9508724 sigma out 1act.( 27.8880177 sig in 31act.) RANK 39 NODE 24 --> 25.5645065 sigma out 1act.( 26.2571564 sig in 31act.) RANK 40 NODE 13 --> 22.3934879 sigma out 1act.( 25.5714645 sig in 31act.) RANK 41 NODE 33 --> 15.9433041 sigma out 1act.( 19.7372112 sig in 31act.) RANK 42 NODE 1 --> 13.7298651 sigma out 1act.( 17.2208729 sig in 31act.) RANK 43 NODE 29 --> 8.71943378 sigma out 1act.( 12.0416155 sig in 31act.) RANK 44 NODE 6 --> 3.48708177 sigma out 1act.( 11.0911036 sig in 31act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 533.762939 sigma in 44 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.490598917 *** contribution from regularisation: 0.00268041482 *** contribution from error: -0.493279338 *** contribution from DIAG: 0.000201801362 *********************************************** ENTER BFGS code FG_LNSRCH -490397.121 -0.437256187 1320.89917 EXIT FROM BFGS code NEW_X -490397.121 -0.437256187 1320.89917 ENTER BFGS code NEW_X -490397.121 -0.437256187 1320.89917 EXIT FROM BFGS code FG_LNSRCH 0. -0.467175871 0. --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.487838 *** contribution from regularisation: 0.00324112549 *** contribution from error: -0.491079122 *** contribution from DIAG: 0.000256205705 *********************************************** ENTER BFGS code FG_LNSRCH -487581.801 -0.467175871 229.761108 EXIT FROM BFGS code FG_LNSRCH 0. -0.450240761 0. --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.492430359 *** contribution from regularisation: 0.00223313691 *** contribution from error: -0.494663507 *** contribution from DIAG: 0.000219599271 *********************************************** ENTER BFGS code FG_LNSRCH -492210.751 -0.450240761 1027.19006 EXIT FROM BFGS code NEW_X -492210.751 -0.450240761 1027.19006 ENTER BFGS code NEW_X -492210.751 -0.450240761 1027.19006 EXIT FROM BFGS code FG_LNSRCH 0. -0.45553267 0. --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.493119895 *** contribution from regularisation: 0.0027494831 *** contribution from error: -0.495869368 *** contribution from DIAG: 0.000214257496 *********************************************** ENTER BFGS code FG_LNSRCH -492905.646 -0.45553267 -445.40686 EXIT FROM BFGS code NEW_X -492905.646 -0.45553267 -445.40686 ENTER BFGS code NEW_X -492905.646 -0.45553267 -445.40686 EXIT FROM BFGS code FG_LNSRCH 0. -0.452946991 0. --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.493678898 *** contribution from regularisation: 0.00250162953 *** contribution from error: -0.496180534 *** contribution from DIAG: 0.000208704543 *********************************************** ENTER BFGS code FG_LNSRCH -493470.193 -0.452946991 -175.211609 EXIT FROM BFGS code NEW_X -493470.193 -0.452946991 -175.211609 ENTER BFGS code NEW_X -493470.193 -0.452946991 -175.211609 EXIT FROM BFGS code FG_LNSRCH 0. -0.453232706 0. --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.494175285 *** contribution from regularisation: 0.00256471406 *** contribution from error: -0.496740013 *** contribution from DIAG: 0.000200197785 *********************************************** ENTER BFGS code FG_LNSRCH -493975.075 -0.453232706 273.66391 EXIT FROM BFGS code NEW_X -493975.075 -0.453232706 273.66391 ENTER BFGS code NEW_X -493975.075 -0.453232706 273.66391 EXIT FROM BFGS code FG_LNSRCH 0. -0.453664839 0. --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.494905263 *** contribution from regularisation: 0.00258281617 *** contribution from error: -0.497488081 *** contribution from DIAG: 0.000181333482 *********************************************** ENTER BFGS code FG_LNSRCH -494723.942 -0.453664839 198.836411 EXIT FROM BFGS code NEW_X -494723.942 -0.453664839 198.836411 ENTER BFGS code NEW_X -494723.942 -0.453664839 198.836411 EXIT FROM BFGS code FG_LNSRCH 0. -0.459362358 0. --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.496492535 *** contribution from regularisation: 0.00265871687 *** contribution from error: -0.49915126 *** contribution from DIAG: 0.000178770788 *********************************************** ENTER BFGS code FG_LNSRCH -496313.766 -0.459362358 1048.83887 EXIT FROM BFGS code NEW_X -496313.766 -0.459362358 1048.83887 ENTER BFGS code NEW_X -496313.766 -0.459362358 1048.83887 EXIT FROM BFGS code FG_LNSRCH 0. -0.460145175 0. --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.497200698 *** contribution from regularisation: 0.00273794937 *** contribution from error: -0.499938637 *** contribution from DIAG: 0.000224462332 *********************************************** ENTER BFGS code FG_LNSRCH -496976.25 -0.460145175 -890.531006 EXIT FROM BFGS code NEW_X -496976.25 -0.460145175 -890.531006 ENTER BFGS code NEW_X -496976.25 -0.460145175 -890.531006 EXIT FROM BFGS code FG_LNSRCH 0. -0.461604357 0. --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.498489946 *** contribution from regularisation: 0.00252451305 *** contribution from error: -0.501014471 *** contribution from DIAG: 0.000220910704 *********************************************** ENTER BFGS code FG_LNSRCH -498269.04 -0.461604357 -836.628662 EXIT FROM BFGS code NEW_X -498269.04 -0.461604357 -836.628662 ENTER BFGS code NEW_X -498269.04 -0.461604357 -836.628662 EXIT FROM BFGS code FG_LNSRCH 0. -0.463180244 0. --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 28 --> 241.802643 sigma out 44 active outputs RANK 2 NODE 18 --> 222.60849 sigma out 44 active outputs RANK 3 NODE 1 --> 210.857681 sigma out 44 active outputs RANK 4 NODE 22 --> 186.302002 sigma out 44 active outputs RANK 5 NODE 5 --> 173.068756 sigma out 44 active outputs RANK 6 NODE 2 --> 165.817001 sigma out 44 active outputs RANK 7 NODE 17 --> 160.252808 sigma out 44 active outputs RANK 8 NODE 24 --> 158.808426 sigma out 44 active outputs RANK 9 NODE 10 --> 147.364761 sigma out 44 active outputs RANK 10 NODE 8 --> 125.323586 sigma out 44 active outputs RANK 11 NODE 25 --> 125.270905 sigma out 44 active outputs RANK 12 NODE 20 --> 121.327621 sigma out 44 active outputs RANK 13 NODE 7 --> 98.3186646 sigma out 44 active outputs RANK 14 NODE 26 --> 95.309761 sigma out 44 active outputs RANK 15 NODE 3 --> 95.2064972 sigma out 44 active outputs RANK 16 NODE 9 --> 92.0173416 sigma out 44 active outputs RANK 17 NODE 30 --> 90.7820892 sigma out 44 active outputs RANK 18 NODE 6 --> 89.348587 sigma out 44 active outputs RANK 19 NODE 23 --> 81.57341 sigma out 44 active outputs RANK 20 NODE 12 --> 77.0184937 sigma out 44 active outputs RANK 21 NODE 14 --> 76.6175919 sigma out 44 active outputs RANK 22 NODE 29 --> 75.3328552 sigma out 44 active outputs RANK 23 NODE 15 --> 74.911293 sigma out 44 active outputs RANK 24 NODE 16 --> 67.8265152 sigma out 44 active outputs RANK 25 NODE 11 --> 57.8630486 sigma out 44 active outputs RANK 26 NODE 13 --> 55.6061363 sigma out 44 active outputs RANK 27 NODE 4 --> 55.1855583 sigma out 44 active outputs RANK 28 NODE 19 --> 51.6032906 sigma out 44 active outputs RANK 29 NODE 27 --> 48.345253 sigma out 44 active outputs RANK 30 NODE 31 --> 43.3402214 sigma out 44 active outputs RANK 31 NODE 21 --> 42.4882736 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 11 --> 320.569122 sigma in 31act. ( 301.686188 sig out 1act.) RANK 2 NODE 12 --> 200.556503 sigma in 31act. ( 164.487167 sig out 1act.) RANK 3 NODE 39 --> 180.037766 sigma in 31act. ( 167.68219 sig out 1act.) RANK 4 NODE 27 --> 173.879745 sigma in 31act. ( 164.058197 sig out 1act.) RANK 5 NODE 30 --> 171.375198 sigma in 31act. ( 154.176346 sig out 1act.) RANK 6 NODE 32 --> 164.236282 sigma in 31act. ( 156.413208 sig out 1act.) RANK 7 NODE 15 --> 163.784851 sigma in 31act. ( 164.069534 sig out 1act.) RANK 8 NODE 9 --> 131.149139 sigma in 31act. ( 146.252075 sig out 1act.) RANK 9 NODE 25 --> 118.31144 sigma in 31act. ( 109.248978 sig out 1act.) RANK 10 NODE 40 --> 114.662712 sigma in 31act. ( 128.408005 sig out 1act.) RANK 11 NODE 17 --> 112.54332 sigma in 31act. ( 96.8511734 sig out 1act.) RANK 12 NODE 18 --> 103.753944 sigma in 31act. ( 114.410187 sig out 1act.) RANK 13 NODE 7 --> 102.152451 sigma in 31act. ( 108.998779 sig out 1act.) RANK 14 NODE 4 --> 101.619675 sigma in 31act. ( 97.1535263 sig out 1act.) RANK 15 NODE 43 --> 90.5271988 sigma in 31act. ( 82.2515488 sig out 1act.) RANK 16 NODE 41 --> 87.4493027 sigma in 31act. ( 105.755516 sig out 1act.) RANK 17 NODE 31 --> 86.2611694 sigma in 31act. ( 84.5051041 sig out 1act.) RANK 18 NODE 20 --> 84.1950684 sigma in 31act. ( 85.434021 sig out 1act.) RANK 19 NODE 5 --> 75.5066605 sigma in 31act. ( 70.2575607 sig out 1act.) RANK 20 NODE 28 --> 74.7061081 sigma in 31act. ( 73.860321 sig out 1act.) RANK 21 NODE 3 --> 69.8903122 sigma in 31act. ( 65.7631531 sig out 1act.) RANK 22 NODE 42 --> 67.632782 sigma in 31act. ( 69.5074692 sig out 1act.) RANK 23 NODE 14 --> 66.9202805 sigma in 31act. ( 62.5749893 sig out 1act.) RANK 24 NODE 26 --> 65.8287811 sigma in 31act. ( 68.9927216 sig out 1act.) RANK 25 NODE 19 --> 62.3612061 sigma in 31act. ( 64.7149353 sig out 1act.) RANK 26 NODE 2 --> 59.5400887 sigma in 31act. ( 63.9882355 sig out 1act.) RANK 27 NODE 35 --> 58.153595 sigma in 31act. ( 59.4589081 sig out 1act.) RANK 28 NODE 16 --> 52.9242477 sigma in 31act. ( 53.0496788 sig out 1act.) RANK 29 NODE 34 --> 51.6603508 sigma in 31act. ( 50.3674469 sig out 1act.) RANK 30 NODE 10 --> 46.6665268 sigma in 31act. ( 42.9093399 sig out 1act.) RANK 31 NODE 23 --> 45.6665649 sigma in 31act. ( 43.0700989 sig out 1act.) RANK 32 NODE 36 --> 42.8582764 sigma in 31act. ( 41.9533424 sig out 1act.) RANK 33 NODE 24 --> 40.0453033 sigma in 31act. ( 40.8652191 sig out 1act.) RANK 34 NODE 21 --> 39.834198 sigma in 31act. ( 36.3781013 sig out 1act.) RANK 35 NODE 44 --> 39.6144371 sigma in 31act. ( 38.621418 sig out 1act.) RANK 36 NODE 37 --> 33.942028 sigma in 31act. ( 30.1833954 sig out 1act.) RANK 37 NODE 22 --> 28.9894505 sigma in 31act. ( 30.0165119 sig out 1act.) RANK 38 NODE 33 --> 25.9206676 sigma in 31act. ( 23.3287506 sig out 1act.) RANK 39 NODE 38 --> 24.1618805 sigma in 31act. ( 23.7008247 sig out 1act.) RANK 40 NODE 8 --> 15.3355293 sigma in 31act. ( 12.7089491 sig out 1act.) RANK 41 NODE 6 --> 12.5546684 sigma in 31act. ( 8.14966774 sig out 1act.) RANK 42 NODE 1 --> 12.0627165 sigma in 31act. ( 8.37357616 sig out 1act.) RANK 43 NODE 29 --> 10.8943472 sigma in 31act. ( 7.86220264 sig out 1act.) RANK 44 NODE 13 --> 8.91566181 sigma in 31act. ( 2.29491735 sig out 1act.) sorted by output significance RANK 1 NODE 11 --> 301.686188 sigma out 1act.( 320.569122 sig in 31act.) RANK 2 NODE 39 --> 167.68219 sigma out 1act.( 180.037766 sig in 31act.) RANK 3 NODE 12 --> 164.487167 sigma out 1act.( 200.556503 sig in 31act.) RANK 4 NODE 15 --> 164.069534 sigma out 1act.( 163.784851 sig in 31act.) RANK 5 NODE 27 --> 164.058197 sigma out 1act.( 173.879745 sig in 31act.) RANK 6 NODE 32 --> 156.413208 sigma out 1act.( 164.236282 sig in 31act.) RANK 7 NODE 30 --> 154.176346 sigma out 1act.( 171.375198 sig in 31act.) RANK 8 NODE 9 --> 146.252075 sigma out 1act.( 131.149139 sig in 31act.) RANK 9 NODE 40 --> 128.408005 sigma out 1act.( 114.662712 sig in 31act.) RANK 10 NODE 18 --> 114.410187 sigma out 1act.( 103.753944 sig in 31act.) RANK 11 NODE 25 --> 109.248978 sigma out 1act.( 118.31144 sig in 31act.) RANK 12 NODE 7 --> 108.998779 sigma out 1act.( 102.152451 sig in 31act.) RANK 13 NODE 41 --> 105.755516 sigma out 1act.( 87.4493027 sig in 31act.) RANK 14 NODE 4 --> 97.1535263 sigma out 1act.( 101.619675 sig in 31act.) RANK 15 NODE 17 --> 96.8511734 sigma out 1act.( 112.54332 sig in 31act.) RANK 16 NODE 20 --> 85.434021 sigma out 1act.( 84.1950684 sig in 31act.) RANK 17 NODE 31 --> 84.5051041 sigma out 1act.( 86.2611694 sig in 31act.) RANK 18 NODE 43 --> 82.2515488 sigma out 1act.( 90.5271988 sig in 31act.) RANK 19 NODE 28 --> 73.860321 sigma out 1act.( 74.7061081 sig in 31act.) RANK 20 NODE 5 --> 70.2575607 sigma out 1act.( 75.5066605 sig in 31act.) RANK 21 NODE 42 --> 69.5074692 sigma out 1act.( 67.632782 sig in 31act.) RANK 22 NODE 26 --> 68.9927216 sigma out 1act.( 65.8287811 sig in 31act.) RANK 23 NODE 3 --> 65.7631531 sigma out 1act.( 69.8903122 sig in 31act.) RANK 24 NODE 19 --> 64.7149353 sigma out 1act.( 62.3612061 sig in 31act.) RANK 25 NODE 2 --> 63.9882355 sigma out 1act.( 59.5400887 sig in 31act.) RANK 26 NODE 14 --> 62.5749893 sigma out 1act.( 66.9202805 sig in 31act.) RANK 27 NODE 35 --> 59.4589081 sigma out 1act.( 58.153595 sig in 31act.) RANK 28 NODE 16 --> 53.0496788 sigma out 1act.( 52.9242477 sig in 31act.) RANK 29 NODE 34 --> 50.3674469 sigma out 1act.( 51.6603508 sig in 31act.) RANK 30 NODE 23 --> 43.0700989 sigma out 1act.( 45.6665649 sig in 31act.) RANK 31 NODE 10 --> 42.9093399 sigma out 1act.( 46.6665268 sig in 31act.) RANK 32 NODE 36 --> 41.9533424 sigma out 1act.( 42.8582764 sig in 31act.) RANK 33 NODE 24 --> 40.8652191 sigma out 1act.( 40.0453033 sig in 31act.) RANK 34 NODE 44 --> 38.621418 sigma out 1act.( 39.6144371 sig in 31act.) RANK 35 NODE 21 --> 36.3781013 sigma out 1act.( 39.834198 sig in 31act.) RANK 36 NODE 37 --> 30.1833954 sigma out 1act.( 33.942028 sig in 31act.) RANK 37 NODE 22 --> 30.0165119 sigma out 1act.( 28.9894505 sig in 31act.) RANK 38 NODE 38 --> 23.7008247 sigma out 1act.( 24.1618805 sig in 31act.) RANK 39 NODE 33 --> 23.3287506 sigma out 1act.( 25.9206676 sig in 31act.) RANK 40 NODE 8 --> 12.7089491 sigma out 1act.( 15.3355293 sig in 31act.) RANK 41 NODE 1 --> 8.37357616 sigma out 1act.( 12.0627165 sig in 31act.) RANK 42 NODE 6 --> 8.14966774 sigma out 1act.( 12.5546684 sig in 31act.) RANK 43 NODE 29 --> 7.86220264 sigma out 1act.( 10.8943472 sig in 31act.) RANK 44 NODE 13 --> 2.29491735 sigma out 1act.( 8.91566181 sig in 31act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 657.925842 sigma in 44 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.498681754 *** contribution from regularisation: 0.00255137449 *** contribution from error: -0.501233101 *** contribution from DIAG: 0.000239048779 *********************************************** ENTER BFGS code FG_LNSRCH -498442.698 -0.463180244 66.7614975 EXIT FROM BFGS code NEW_X -498442.698 -0.463180244 66.7614975 ENTER BFGS code NEW_X -498442.698 -0.463180244 66.7614975 EXIT FROM BFGS code FG_LNSRCH 0. -0.464411467 0. --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.49882412 *** contribution from regularisation: 0.00256996369 *** contribution from error: -0.501394093 *** contribution from DIAG: 0.000252351136 *********************************************** ENTER BFGS code FG_LNSRCH -498571.782 -0.464411467 506.330627 EXIT FROM BFGS code NEW_X -498571.782 -0.464411467 506.330627 ENTER BFGS code NEW_X -498571.782 -0.464411467 506.330627 EXIT FROM BFGS code FG_LNSRCH 0. -0.464722663 0. --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.499056756 *** contribution from regularisation: 0.00257424265 *** contribution from error: -0.501631021 *** contribution from DIAG: 0.000275437633 *********************************************** ENTER BFGS code FG_LNSRCH -498781.317 -0.464722663 641.916077 EXIT FROM BFGS code NEW_X -498781.317 -0.464722663 641.916077 ENTER BFGS code NEW_X -498781.317 -0.464722663 641.916077 EXIT FROM BFGS code FG_LNSRCH 0. -0.462947756 0. --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.499642015 *** contribution from regularisation: 0.00259337248 *** contribution from error: -0.502235413 *** contribution from DIAG: 0.000276149891 *********************************************** ENTER BFGS code FG_LNSRCH -499365.871 -0.462947756 1235.35205 EXIT FROM BFGS code NEW_X -499365.871 -0.462947756 1235.35205 ENTER BFGS code NEW_X -499365.871 -0.462947756 1235.35205 EXIT FROM BFGS code FG_LNSRCH 0. -0.44802922 0. --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.499990284 *** contribution from regularisation: 0.00266692485 *** contribution from error: -0.502657235 *** contribution from DIAG: 0.000276748935 *********************************************** ENTER BFGS code FG_LNSRCH -499713.527 -0.44802922 -410.31015 EXIT FROM BFGS code NEW_X -499713.527 -0.44802922 -410.31015 ENTER BFGS code NEW_X -499713.527 -0.44802922 -410.31015 EXIT FROM BFGS code FG_LNSRCH 0. -0.44776693 0. --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.50111115 *** contribution from regularisation: 0.00249698246 *** contribution from error: -0.503608108 *** contribution from DIAG: 0.000292500335 *********************************************** ENTER BFGS code FG_LNSRCH -500818.674 -0.44776693 202.927155 EXIT FROM BFGS code NEW_X -500818.674 -0.44776693 202.927155 ENTER BFGS code NEW_X -500818.674 -0.44776693 202.927155 EXIT FROM BFGS code FG_LNSRCH 0. -0.444139183 0. --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.501399636 *** contribution from regularisation: 0.0025255247 *** contribution from error: -0.503925145 *** contribution from DIAG: 0.000281895133 *********************************************** ENTER BFGS code FG_LNSRCH -501117.765 -0.444139183 995.326233 EXIT FROM BFGS code NEW_X -501117.765 -0.444139183 995.326233 ENTER BFGS code NEW_X -501117.765 -0.444139183 995.326233 EXIT FROM BFGS code FG_LNSRCH 0. -0.435266137 0. --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.50161171 *** contribution from regularisation: 0.00253788359 *** contribution from error: -0.504149616 *** contribution from DIAG: 0.000272685196 *********************************************** ENTER BFGS code FG_LNSRCH -501339.02 -0.435266137 96.2327576 EXIT FROM BFGS code NEW_X -501339.02 -0.435266137 96.2327576 ENTER BFGS code NEW_X -501339.02 -0.435266137 96.2327576 EXIT FROM BFGS code FG_LNSRCH 0. -0.43017906 0. --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.501793206 *** contribution from regularisation: 0.0025328591 *** contribution from error: -0.504326046 *** contribution from DIAG: 0.000274078629 *********************************************** ENTER BFGS code FG_LNSRCH -501519.116 -0.43017906 427.134277 EXIT FROM BFGS code NEW_X -501519.116 -0.43017906 427.134277 ENTER BFGS code NEW_X -501519.116 -0.43017906 427.134277 EXIT FROM BFGS code FG_LNSRCH 0. -0.422535211 0. --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.502031028 *** contribution from regularisation: 0.00253699254 *** contribution from error: -0.50456804 *** contribution from DIAG: 0.000286173512 *********************************************** ENTER BFGS code FG_LNSRCH -501744.831 -0.422535211 284.357025 EXIT FROM BFGS code NEW_X -501744.831 -0.422535211 284.357025 ENTER BFGS code NEW_X -501744.831 -0.422535211 284.357025 EXIT FROM BFGS code FG_LNSRCH 0. -0.406737387 0. --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 28 --> 275.488678 sigma out 44 active outputs RANK 2 NODE 1 --> 261.533478 sigma out 44 active outputs RANK 3 NODE 18 --> 249.767059 sigma out 44 active outputs RANK 4 NODE 5 --> 191.596375 sigma out 44 active outputs RANK 5 NODE 2 --> 187.060959 sigma out 44 active outputs RANK 6 NODE 22 --> 184.109634 sigma out 44 active outputs RANK 7 NODE 24 --> 179.877808 sigma out 44 active outputs RANK 8 NODE 10 --> 169.957642 sigma out 44 active outputs RANK 9 NODE 17 --> 167.492249 sigma out 44 active outputs RANK 10 NODE 20 --> 138.164505 sigma out 44 active outputs RANK 11 NODE 8 --> 131.164551 sigma out 44 active outputs RANK 12 NODE 25 --> 126.22406 sigma out 44 active outputs RANK 13 NODE 6 --> 107.017944 sigma out 44 active outputs RANK 14 NODE 7 --> 103.267891 sigma out 44 active outputs RANK 15 NODE 26 --> 102.262527 sigma out 44 active outputs RANK 16 NODE 23 --> 101.031242 sigma out 44 active outputs RANK 17 NODE 29 --> 91.7000046 sigma out 44 active outputs RANK 18 NODE 30 --> 88.6290283 sigma out 44 active outputs RANK 19 NODE 9 --> 88.5551147 sigma out 44 active outputs RANK 20 NODE 3 --> 83.2033691 sigma out 44 active outputs RANK 21 NODE 14 --> 79.7358856 sigma out 44 active outputs RANK 22 NODE 12 --> 75.3979187 sigma out 44 active outputs RANK 23 NODE 15 --> 73.8061447 sigma out 44 active outputs RANK 24 NODE 13 --> 68.2098846 sigma out 44 active outputs RANK 25 NODE 16 --> 67.922081 sigma out 44 active outputs RANK 26 NODE 4 --> 56.4231949 sigma out 44 active outputs RANK 27 NODE 19 --> 56.0286102 sigma out 44 active outputs RANK 28 NODE 11 --> 52.6699181 sigma out 44 active outputs RANK 29 NODE 27 --> 47.1177635 sigma out 44 active outputs RANK 30 NODE 31 --> 40.985733 sigma out 44 active outputs RANK 31 NODE 21 --> 37.1849289 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 11 --> 335.055695 sigma in 31act. ( 311.403931 sig out 1act.) RANK 2 NODE 27 --> 255.96286 sigma in 31act. ( 215.997086 sig out 1act.) RANK 3 NODE 39 --> 193.658188 sigma in 31act. ( 183.310135 sig out 1act.) RANK 4 NODE 12 --> 193.469269 sigma in 31act. ( 153.282928 sig out 1act.) RANK 5 NODE 15 --> 193.187958 sigma in 31act. ( 197.413681 sig out 1act.) RANK 6 NODE 7 --> 165.753021 sigma in 31act. ( 172.601715 sig out 1act.) RANK 7 NODE 9 --> 162.04953 sigma in 31act. ( 175.725845 sig out 1act.) RANK 8 NODE 32 --> 158.013611 sigma in 31act. ( 157.374374 sig out 1act.) RANK 9 NODE 40 --> 144.742676 sigma in 31act. ( 162.498428 sig out 1act.) RANK 10 NODE 30 --> 134.093185 sigma in 31act. ( 122.391289 sig out 1act.) RANK 11 NODE 17 --> 126.726357 sigma in 31act. ( 114.248337 sig out 1act.) RANK 12 NODE 18 --> 121.639732 sigma in 31act. ( 140.852417 sig out 1act.) RANK 13 NODE 41 --> 112.786804 sigma in 31act. ( 128.511032 sig out 1act.) RANK 14 NODE 4 --> 111.058205 sigma in 31act. ( 108.588104 sig out 1act.) RANK 15 NODE 25 --> 107.893875 sigma in 31act. ( 98.5361557 sig out 1act.) RANK 16 NODE 5 --> 96.6685486 sigma in 31act. ( 95.7417297 sig out 1act.) RANK 17 NODE 3 --> 93.2969131 sigma in 31act. ( 85.3852081 sig out 1act.) RANK 18 NODE 20 --> 89.677269 sigma in 31act. ( 90.3469162 sig out 1act.) RANK 19 NODE 34 --> 80.9498901 sigma in 31act. ( 79.9744034 sig out 1act.) RANK 20 NODE 26 --> 80.9134598 sigma in 31act. ( 82.4267426 sig out 1act.) RANK 21 NODE 42 --> 79.5658569 sigma in 31act. ( 83.0749435 sig out 1act.) RANK 22 NODE 2 --> 78.2453156 sigma in 31act. ( 79.284523 sig out 1act.) RANK 23 NODE 43 --> 75.6339188 sigma in 31act. ( 68.9193344 sig out 1act.) RANK 24 NODE 28 --> 70.3903732 sigma in 31act. ( 73.6893692 sig out 1act.) RANK 25 NODE 24 --> 67.9359894 sigma in 31act. ( 71.0524521 sig out 1act.) RANK 26 NODE 19 --> 66.168663 sigma in 31act. ( 68.2598801 sig out 1act.) RANK 27 NODE 35 --> 61.2917099 sigma in 31act. ( 62.6973534 sig out 1act.) RANK 28 NODE 16 --> 53.9489288 sigma in 31act. ( 55.3755684 sig out 1act.) RANK 29 NODE 14 --> 53.7766914 sigma in 31act. ( 50.717247 sig out 1act.) RANK 30 NODE 10 --> 49.1527519 sigma in 31act. ( 45.4333687 sig out 1act.) RANK 31 NODE 37 --> 44.1156883 sigma in 31act. ( 40.1607361 sig out 1act.) RANK 32 NODE 36 --> 43.7846375 sigma in 31act. ( 43.8386917 sig out 1act.) RANK 33 NODE 23 --> 41.9307747 sigma in 31act. ( 38.9207687 sig out 1act.) RANK 34 NODE 44 --> 40.2431221 sigma in 31act. ( 40.2027817 sig out 1act.) RANK 35 NODE 21 --> 25.6489582 sigma in 31act. ( 22.579155 sig out 1act.) RANK 36 NODE 38 --> 23.5546055 sigma in 31act. ( 23.4566498 sig out 1act.) RANK 37 NODE 1 --> 20.4817619 sigma in 31act. ( 19.0538387 sig out 1act.) RANK 38 NODE 22 --> 20.2388802 sigma in 31act. ( 21.0934563 sig out 1act.) RANK 39 NODE 31 --> 17.4328022 sigma in 31act. ( 11.8557558 sig out 1act.) RANK 40 NODE 33 --> 16.2896843 sigma in 31act. ( 13.8850603 sig out 1act.) RANK 41 NODE 29 --> 11.8198404 sigma in 31act. ( 9.69146252 sig out 1act.) RANK 42 NODE 6 --> 10.4270935 sigma in 31act. ( 4.45541573 sig out 1act.) RANK 43 NODE 8 --> 8.58723927 sigma in 31act. ( 1.62361932 sig out 1act.) RANK 44 NODE 13 --> 7.73911095 sigma in 31act. ( 0.778552353 sig out 1act.) sorted by output significance RANK 1 NODE 11 --> 311.403931 sigma out 1act.( 335.055695 sig in 31act.) RANK 2 NODE 27 --> 215.997086 sigma out 1act.( 255.96286 sig in 31act.) RANK 3 NODE 15 --> 197.413681 sigma out 1act.( 193.187958 sig in 31act.) RANK 4 NODE 39 --> 183.310135 sigma out 1act.( 193.658188 sig in 31act.) RANK 5 NODE 9 --> 175.725845 sigma out 1act.( 162.04953 sig in 31act.) RANK 6 NODE 7 --> 172.601715 sigma out 1act.( 165.753021 sig in 31act.) RANK 7 NODE 40 --> 162.498428 sigma out 1act.( 144.742676 sig in 31act.) RANK 8 NODE 32 --> 157.374374 sigma out 1act.( 158.013611 sig in 31act.) RANK 9 NODE 12 --> 153.282928 sigma out 1act.( 193.469269 sig in 31act.) RANK 10 NODE 18 --> 140.852417 sigma out 1act.( 121.639732 sig in 31act.) RANK 11 NODE 41 --> 128.511032 sigma out 1act.( 112.786804 sig in 31act.) RANK 12 NODE 30 --> 122.391289 sigma out 1act.( 134.093185 sig in 31act.) RANK 13 NODE 17 --> 114.248337 sigma out 1act.( 126.726357 sig in 31act.) RANK 14 NODE 4 --> 108.588104 sigma out 1act.( 111.058205 sig in 31act.) RANK 15 NODE 25 --> 98.5361557 sigma out 1act.( 107.893875 sig in 31act.) RANK 16 NODE 5 --> 95.7417297 sigma out 1act.( 96.6685486 sig in 31act.) RANK 17 NODE 20 --> 90.3469162 sigma out 1act.( 89.677269 sig in 31act.) RANK 18 NODE 3 --> 85.3852081 sigma out 1act.( 93.2969131 sig in 31act.) RANK 19 NODE 42 --> 83.0749435 sigma out 1act.( 79.5658569 sig in 31act.) RANK 20 NODE 26 --> 82.4267426 sigma out 1act.( 80.9134598 sig in 31act.) RANK 21 NODE 34 --> 79.9744034 sigma out 1act.( 80.9498901 sig in 31act.) RANK 22 NODE 2 --> 79.284523 sigma out 1act.( 78.2453156 sig in 31act.) RANK 23 NODE 28 --> 73.6893692 sigma out 1act.( 70.3903732 sig in 31act.) RANK 24 NODE 24 --> 71.0524521 sigma out 1act.( 67.9359894 sig in 31act.) RANK 25 NODE 43 --> 68.9193344 sigma out 1act.( 75.6339188 sig in 31act.) RANK 26 NODE 19 --> 68.2598801 sigma out 1act.( 66.168663 sig in 31act.) RANK 27 NODE 35 --> 62.6973534 sigma out 1act.( 61.2917099 sig in 31act.) RANK 28 NODE 16 --> 55.3755684 sigma out 1act.( 53.9489288 sig in 31act.) RANK 29 NODE 14 --> 50.717247 sigma out 1act.( 53.7766914 sig in 31act.) RANK 30 NODE 10 --> 45.4333687 sigma out 1act.( 49.1527519 sig in 31act.) RANK 31 NODE 36 --> 43.8386917 sigma out 1act.( 43.7846375 sig in 31act.) RANK 32 NODE 44 --> 40.2027817 sigma out 1act.( 40.2431221 sig in 31act.) RANK 33 NODE 37 --> 40.1607361 sigma out 1act.( 44.1156883 sig in 31act.) RANK 34 NODE 23 --> 38.9207687 sigma out 1act.( 41.9307747 sig in 31act.) RANK 35 NODE 38 --> 23.4566498 sigma out 1act.( 23.5546055 sig in 31act.) RANK 36 NODE 21 --> 22.579155 sigma out 1act.( 25.6489582 sig in 31act.) RANK 37 NODE 22 --> 21.0934563 sigma out 1act.( 20.2388802 sig in 31act.) RANK 38 NODE 1 --> 19.0538387 sigma out 1act.( 20.4817619 sig in 31act.) RANK 39 NODE 33 --> 13.8850603 sigma out 1act.( 16.2896843 sig in 31act.) RANK 40 NODE 31 --> 11.8557558 sigma out 1act.( 17.4328022 sig in 31act.) RANK 41 NODE 29 --> 9.69146252 sigma out 1act.( 11.8198404 sig in 31act.) RANK 42 NODE 6 --> 4.45541573 sigma out 1act.( 10.4270935 sig in 31act.) RANK 43 NODE 8 --> 1.62361932 sigma out 1act.( 8.58723927 sig in 31act.) RANK 44 NODE 13 --> 0.778552353 sigma out 1act.( 7.73911095 sig in 31act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 727.276794 sigma in 44 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.502422333 *** contribution from regularisation: 0.00255987933 *** contribution from error: -0.504982233 *** contribution from DIAG: 0.00030068995 *********************************************** ENTER BFGS code FG_LNSRCH -502121.635 -0.406737387 597.386963 EXIT FROM BFGS code NEW_X -502121.635 -0.406737387 597.386963 ENTER BFGS code NEW_X -502121.635 -0.406737387 597.386963 EXIT FROM BFGS code FG_LNSRCH 0. -0.371237248 0. --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.501730621 *** contribution from regularisation: 0.00258099125 *** contribution from error: -0.504311621 *** contribution from DIAG: 0.000214945059 *********************************************** ENTER BFGS code FG_LNSRCH -501515.691 -0.371237248 -3526.27441 EXIT FROM BFGS code FG_LNSRCH 0. -0.390937299 0. --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.502758801 *** contribution from regularisation: 0.00239958963 *** contribution from error: -0.505158365 *** contribution from DIAG: 0.000265514245 *********************************************** ENTER BFGS code FG_LNSRCH -502493.29 -0.390937299 -1509.10413 EXIT FROM BFGS code NEW_X -502493.29 -0.390937299 -1509.10413 ENTER BFGS code NEW_X -502493.29 -0.390937299 -1509.10413 EXIT FROM BFGS code FG_LNSRCH 0. -0.388952434 0. --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.502948105 *** contribution from regularisation: 0.00248300238 *** contribution from error: -0.505431116 *** contribution from DIAG: 0.000323625747 *********************************************** ENTER BFGS code FG_LNSRCH -502624.483 -0.388952434 -371.409821 EXIT FROM BFGS code NEW_X -502624.483 -0.388952434 -371.409821 ENTER BFGS code NEW_X -502624.483 -0.388952434 -371.409821 EXIT FROM BFGS code FG_LNSRCH 0. -0.385436714 0. --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.50312978 *** contribution from regularisation: 0.00246784231 *** contribution from error: -0.505597651 *** contribution from DIAG: 0.000328486232 *********************************************** ENTER BFGS code FG_LNSRCH -502801.29 -0.385436714 687.760986 EXIT FROM BFGS code NEW_X -502801.29 -0.385436714 687.760986 ENTER BFGS code NEW_X -502801.29 -0.385436714 687.760986 EXIT FROM BFGS code FG_LNSRCH 0. -0.378796846 0. --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.503261745 *** contribution from regularisation: 0.00246751774 *** contribution from error: -0.505729258 *** contribution from DIAG: 0.000343088381 *********************************************** ENTER BFGS code FG_LNSRCH -502918.669 -0.378796846 701.573242 EXIT FROM BFGS code NEW_X -502918.669 -0.378796846 701.573242 ENTER BFGS code NEW_X -502918.669 -0.378796846 701.573242 EXIT FROM BFGS code FG_LNSRCH 0. -0.359091818 0. --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.503476202 *** contribution from regularisation: 0.00248258724 *** contribution from error: -0.505958796 *** contribution from DIAG: 0.000283470727 *********************************************** ENTER BFGS code FG_LNSRCH -503192.747 -0.359091818 1540.13208 EXIT FROM BFGS code NEW_X -503192.747 -0.359091818 1540.13208 ENTER BFGS code NEW_X -503192.747 -0.359091818 1540.13208 EXIT FROM BFGS code FG_LNSRCH 0. -0.350995451 0. --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.50372225 *** contribution from regularisation: 0.0024574066 *** contribution from error: -0.506179631 *** contribution from DIAG: 0.000332984579 *********************************************** ENTER BFGS code FG_LNSRCH -503389.269 -0.350995451 176.208649 EXIT FROM BFGS code NEW_X -503389.269 -0.350995451 176.208649 ENTER BFGS code NEW_X -503389.269 -0.350995451 176.208649 EXIT FROM BFGS code FG_LNSRCH 0. -0.349890053 0. --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.503861487 *** contribution from regularisation: 0.00243942253 *** contribution from error: -0.506300926 *** contribution from DIAG: 0.00031457466 *********************************************** ENTER BFGS code FG_LNSRCH -503546.92 -0.349890053 -457.714172 EXIT FROM BFGS code NEW_X -503546.92 -0.349890053 -457.714172 ENTER BFGS code NEW_X -503546.92 -0.349890053 -457.714172 EXIT FROM BFGS code FG_LNSRCH 0. -0.346035331 0. --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.504010916 *** contribution from regularisation: 0.00243958039 *** contribution from error: -0.506450474 *** contribution from DIAG: 0.000317864149 *********************************************** ENTER BFGS code FG_LNSRCH -503693.069 -0.346035331 -636.881165 EXIT FROM BFGS code NEW_X -503693.069 -0.346035331 -636.881165 ENTER BFGS code NEW_X -503693.069 -0.346035331 -636.881165 EXIT FROM BFGS code FG_LNSRCH 0. -0.339473784 0. --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 28 --> 296.355743 sigma out 44 active outputs RANK 2 NODE 1 --> 284.201294 sigma out 44 active outputs RANK 3 NODE 18 --> 277.639252 sigma out 44 active outputs RANK 4 NODE 2 --> 212.57251 sigma out 44 active outputs RANK 5 NODE 22 --> 189.053253 sigma out 44 active outputs RANK 6 NODE 5 --> 184.059113 sigma out 44 active outputs RANK 7 NODE 24 --> 179.206207 sigma out 44 active outputs RANK 8 NODE 10 --> 177.765564 sigma out 44 active outputs RANK 9 NODE 17 --> 174.486435 sigma out 44 active outputs RANK 10 NODE 8 --> 148.09877 sigma out 44 active outputs RANK 11 NODE 20 --> 144.177139 sigma out 44 active outputs RANK 12 NODE 25 --> 131.471985 sigma out 44 active outputs RANK 13 NODE 7 --> 115.711983 sigma out 44 active outputs RANK 14 NODE 6 --> 110.605286 sigma out 44 active outputs RANK 15 NODE 26 --> 106.80146 sigma out 44 active outputs RANK 16 NODE 23 --> 102.785568 sigma out 44 active outputs RANK 17 NODE 29 --> 93.3500671 sigma out 44 active outputs RANK 18 NODE 30 --> 85.1500702 sigma out 44 active outputs RANK 19 NODE 9 --> 84.9208221 sigma out 44 active outputs RANK 20 NODE 16 --> 79.3236847 sigma out 44 active outputs RANK 21 NODE 14 --> 78.9515839 sigma out 44 active outputs RANK 22 NODE 12 --> 78.9095688 sigma out 44 active outputs RANK 23 NODE 3 --> 76.8908539 sigma out 44 active outputs RANK 24 NODE 15 --> 76.8247223 sigma out 44 active outputs RANK 25 NODE 13 --> 70.9008942 sigma out 44 active outputs RANK 26 NODE 27 --> 54.864563 sigma out 44 active outputs RANK 27 NODE 19 --> 54.8390274 sigma out 44 active outputs RANK 28 NODE 4 --> 54.0028343 sigma out 44 active outputs RANK 29 NODE 11 --> 48.2907143 sigma out 44 active outputs RANK 30 NODE 21 --> 34.6544914 sigma out 44 active outputs RANK 31 NODE 31 --> 34.1864433 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 11 --> 393.529083 sigma in 31act. ( 329.465912 sig out 1act.) RANK 2 NODE 27 --> 265.102631 sigma in 31act. ( 215.328659 sig out 1act.) RANK 3 NODE 12 --> 199.017563 sigma in 31act. ( 160.405548 sig out 1act.) RANK 4 NODE 15 --> 197.058182 sigma in 31act. ( 204.055756 sig out 1act.) RANK 5 NODE 39 --> 184.151749 sigma in 31act. ( 179.436218 sig out 1act.) RANK 6 NODE 32 --> 177.735519 sigma in 31act. ( 174.387451 sig out 1act.) RANK 7 NODE 9 --> 157.817551 sigma in 31act. ( 168.325943 sig out 1act.) RANK 8 NODE 7 --> 153.600586 sigma in 31act. ( 159.377304 sig out 1act.) RANK 9 NODE 40 --> 138.320236 sigma in 31act. ( 151.191711 sig out 1act.) RANK 10 NODE 17 --> 133.766968 sigma in 31act. ( 125.124184 sig out 1act.) RANK 11 NODE 5 --> 120.533371 sigma in 31act. ( 120.514969 sig out 1act.) RANK 12 NODE 4 --> 118.343056 sigma in 31act. ( 113.342766 sig out 1act.) RANK 13 NODE 18 --> 116.372978 sigma in 31act. ( 136.361664 sig out 1act.) RANK 14 NODE 41 --> 113.94606 sigma in 31act. ( 122.062988 sig out 1act.) RANK 15 NODE 30 --> 113.798706 sigma in 31act. ( 105.209579 sig out 1act.) RANK 16 NODE 3 --> 107.126701 sigma in 31act. ( 96.6014099 sig out 1act.) RANK 17 NODE 25 --> 100.398163 sigma in 31act. ( 90.4520264 sig out 1act.) RANK 18 NODE 34 --> 98.7520905 sigma in 31act. ( 97.8197708 sig out 1act.) RANK 19 NODE 20 --> 95.9127426 sigma in 31act. ( 95.9811935 sig out 1act.) RANK 20 NODE 24 --> 93.5206833 sigma in 31act. ( 101.465149 sig out 1act.) RANK 21 NODE 2 --> 89.3177567 sigma in 31act. ( 88.8487396 sig out 1act.) RANK 22 NODE 43 --> 87.3911209 sigma in 31act. ( 79.9478607 sig out 1act.) RANK 23 NODE 42 --> 84.629921 sigma in 31act. ( 89.2809525 sig out 1act.) RANK 24 NODE 26 --> 80.936554 sigma in 31act. ( 80.1415939 sig out 1act.) RANK 25 NODE 28 --> 75.0025101 sigma in 31act. ( 80.7032928 sig out 1act.) RANK 26 NODE 19 --> 72.3844452 sigma in 31act. ( 73.8997726 sig out 1act.) RANK 27 NODE 35 --> 67.1090546 sigma in 31act. ( 68.7139359 sig out 1act.) RANK 28 NODE 16 --> 56.2000084 sigma in 31act. ( 56.4238167 sig out 1act.) RANK 29 NODE 37 --> 53.082737 sigma in 31act. ( 49.3979034 sig out 1act.) RANK 30 NODE 10 --> 49.4066734 sigma in 31act. ( 45.6165085 sig out 1act.) RANK 31 NODE 14 --> 47.3493462 sigma in 31act. ( 45.565918 sig out 1act.) RANK 32 NODE 36 --> 45.0709305 sigma in 31act. ( 45.9533653 sig out 1act.) RANK 33 NODE 23 --> 39.703125 sigma in 31act. ( 36.2073479 sig out 1act.) RANK 34 NODE 44 --> 35.6317024 sigma in 31act. ( 35.6831741 sig out 1act.) RANK 35 NODE 1 --> 25.4590454 sigma in 31act. ( 24.5684624 sig out 1act.) RANK 36 NODE 38 --> 24.0148621 sigma in 31act. ( 24.2491379 sig out 1act.) RANK 37 NODE 21 --> 18.7393589 sigma in 31act. ( 15.6102171 sig out 1act.) RANK 38 NODE 22 --> 16.5268402 sigma in 31act. ( 17.2803459 sig out 1act.) RANK 39 NODE 31 --> 13.7452898 sigma in 31act. ( 6.29804564 sig out 1act.) RANK 40 NODE 33 --> 12.9843817 sigma in 31act. ( 10.7056837 sig out 1act.) RANK 41 NODE 29 --> 11.375351 sigma in 31act. ( 9.57870102 sig out 1act.) RANK 42 NODE 6 --> 9.71610355 sigma in 31act. ( 3.89917827 sig out 1act.) RANK 43 NODE 8 --> 7.98638344 sigma in 31act. ( 1.12631404 sig out 1act.) RANK 44 NODE 13 --> 7.07200003 sigma in 31act. ( 0.760855556 sig out 1act.) sorted by output significance RANK 1 NODE 11 --> 329.465912 sigma out 1act.( 393.529083 sig in 31act.) RANK 2 NODE 27 --> 215.328659 sigma out 1act.( 265.102631 sig in 31act.) RANK 3 NODE 15 --> 204.055756 sigma out 1act.( 197.058182 sig in 31act.) RANK 4 NODE 39 --> 179.436218 sigma out 1act.( 184.151749 sig in 31act.) RANK 5 NODE 32 --> 174.387451 sigma out 1act.( 177.735519 sig in 31act.) RANK 6 NODE 9 --> 168.325943 sigma out 1act.( 157.817551 sig in 31act.) RANK 7 NODE 12 --> 160.405548 sigma out 1act.( 199.017563 sig in 31act.) RANK 8 NODE 7 --> 159.377304 sigma out 1act.( 153.600586 sig in 31act.) RANK 9 NODE 40 --> 151.191711 sigma out 1act.( 138.320236 sig in 31act.) RANK 10 NODE 18 --> 136.361664 sigma out 1act.( 116.372978 sig in 31act.) RANK 11 NODE 17 --> 125.124184 sigma out 1act.( 133.766968 sig in 31act.) RANK 12 NODE 41 --> 122.062988 sigma out 1act.( 113.94606 sig in 31act.) RANK 13 NODE 5 --> 120.514969 sigma out 1act.( 120.533371 sig in 31act.) RANK 14 NODE 4 --> 113.342766 sigma out 1act.( 118.343056 sig in 31act.) RANK 15 NODE 30 --> 105.209579 sigma out 1act.( 113.798706 sig in 31act.) RANK 16 NODE 24 --> 101.465149 sigma out 1act.( 93.5206833 sig in 31act.) RANK 17 NODE 34 --> 97.8197708 sigma out 1act.( 98.7520905 sig in 31act.) RANK 18 NODE 3 --> 96.6014099 sigma out 1act.( 107.126701 sig in 31act.) RANK 19 NODE 20 --> 95.9811935 sigma out 1act.( 95.9127426 sig in 31act.) RANK 20 NODE 25 --> 90.4520264 sigma out 1act.( 100.398163 sig in 31act.) RANK 21 NODE 42 --> 89.2809525 sigma out 1act.( 84.629921 sig in 31act.) RANK 22 NODE 2 --> 88.8487396 sigma out 1act.( 89.3177567 sig in 31act.) RANK 23 NODE 28 --> 80.7032928 sigma out 1act.( 75.0025101 sig in 31act.) RANK 24 NODE 26 --> 80.1415939 sigma out 1act.( 80.936554 sig in 31act.) RANK 25 NODE 43 --> 79.9478607 sigma out 1act.( 87.3911209 sig in 31act.) RANK 26 NODE 19 --> 73.8997726 sigma out 1act.( 72.3844452 sig in 31act.) RANK 27 NODE 35 --> 68.7139359 sigma out 1act.( 67.1090546 sig in 31act.) RANK 28 NODE 16 --> 56.4238167 sigma out 1act.( 56.2000084 sig in 31act.) RANK 29 NODE 37 --> 49.3979034 sigma out 1act.( 53.082737 sig in 31act.) RANK 30 NODE 36 --> 45.9533653 sigma out 1act.( 45.0709305 sig in 31act.) RANK 31 NODE 10 --> 45.6165085 sigma out 1act.( 49.4066734 sig in 31act.) RANK 32 NODE 14 --> 45.565918 sigma out 1act.( 47.3493462 sig in 31act.) RANK 33 NODE 23 --> 36.2073479 sigma out 1act.( 39.703125 sig in 31act.) RANK 34 NODE 44 --> 35.6831741 sigma out 1act.( 35.6317024 sig in 31act.) RANK 35 NODE 1 --> 24.5684624 sigma out 1act.( 25.4590454 sig in 31act.) RANK 36 NODE 38 --> 24.2491379 sigma out 1act.( 24.0148621 sig in 31act.) RANK 37 NODE 22 --> 17.2803459 sigma out 1act.( 16.5268402 sig in 31act.) RANK 38 NODE 21 --> 15.6102171 sigma out 1act.( 18.7393589 sig in 31act.) RANK 39 NODE 33 --> 10.7056837 sigma out 1act.( 12.9843817 sig in 31act.) RANK 40 NODE 29 --> 9.57870102 sigma out 1act.( 11.375351 sig in 31act.) RANK 41 NODE 31 --> 6.29804564 sigma out 1act.( 13.7452898 sig in 31act.) RANK 42 NODE 6 --> 3.89917827 sigma out 1act.( 9.71610355 sig in 31act.) RANK 43 NODE 8 --> 1.12631404 sigma out 1act.( 7.98638344 sig in 31act.) RANK 44 NODE 13 --> 0.760855556 sigma out 1act.( 7.07200003 sig in 31act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 746.668152 sigma in 44 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.504256964 *** contribution from regularisation: 0.00244042021 *** contribution from error: -0.506697357 *** contribution from DIAG: 0.0003370005 *********************************************** ENTER BFGS code FG_LNSRCH -503919.984 -0.339473784 -705.346985 EXIT FROM BFGS code NEW_X -503919.984 -0.339473784 -705.346985 ENTER BFGS code NEW_X -503919.984 -0.339473784 -705.346985 EXIT FROM BFGS code FG_LNSRCH 0. -0.330103129 0. --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.504436314 *** contribution from regularisation: 0.00243456918 *** contribution from error: -0.506870866 *** contribution from DIAG: 0.000291423203 *********************************************** ENTER BFGS code FG_LNSRCH -504144.914 -0.330103129 1940.75122 EXIT FROM BFGS code NEW_X -504144.914 -0.330103129 1940.75122 ENTER BFGS code NEW_X -504144.914 -0.330103129 1940.75122 EXIT FROM BFGS code FG_LNSRCH 0. -0.326806873 0. --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.50463891 *** contribution from regularisation: 0.00248711579 *** contribution from error: -0.507126033 *** contribution from DIAG: 0.00038310347 *********************************************** ENTER BFGS code FG_LNSRCH -504255.83 -0.326806873 736.286682 EXIT FROM BFGS code NEW_X -504255.83 -0.326806873 736.286682 ENTER BFGS code NEW_X -504255.83 -0.326806873 736.286682 EXIT FROM BFGS code CONVERGENC -504255.83 -0.326806873 736.286682 --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 28 --> 308.711884 sigma out 44 active outputs RANK 2 NODE 1 --> 294.211273 sigma out 44 active outputs RANK 3 NODE 18 --> 284.811493 sigma out 44 active outputs RANK 4 NODE 2 --> 219.73436 sigma out 44 active outputs RANK 5 NODE 22 --> 189.688812 sigma out 44 active outputs RANK 6 NODE 5 --> 182.263458 sigma out 44 active outputs RANK 7 NODE 24 --> 178.04184 sigma out 44 active outputs RANK 8 NODE 10 --> 175.092102 sigma out 44 active outputs RANK 9 NODE 17 --> 173.689011 sigma out 44 active outputs RANK 10 NODE 8 --> 154.789337 sigma out 44 active outputs RANK 11 NODE 20 --> 143.824387 sigma out 44 active outputs RANK 12 NODE 25 --> 134.287216 sigma out 44 active outputs RANK 13 NODE 7 --> 121.770653 sigma out 44 active outputs RANK 14 NODE 6 --> 107.269997 sigma out 44 active outputs RANK 15 NODE 26 --> 105.63163 sigma out 44 active outputs RANK 16 NODE 23 --> 101.282532 sigma out 44 active outputs RANK 17 NODE 29 --> 91.7208481 sigma out 44 active outputs RANK 18 NODE 9 --> 84.0148239 sigma out 44 active outputs RANK 19 NODE 30 --> 83.1491318 sigma out 44 active outputs RANK 20 NODE 16 --> 78.9319839 sigma out 44 active outputs RANK 21 NODE 12 --> 78.5061951 sigma out 44 active outputs RANK 22 NODE 3 --> 77.1457901 sigma out 44 active outputs RANK 23 NODE 14 --> 75.9261475 sigma out 44 active outputs RANK 24 NODE 15 --> 75.529808 sigma out 44 active outputs RANK 25 NODE 13 --> 68.7915039 sigma out 44 active outputs RANK 26 NODE 27 --> 55.8427277 sigma out 44 active outputs RANK 27 NODE 19 --> 53.4053345 sigma out 44 active outputs RANK 28 NODE 4 --> 53.2906685 sigma out 44 active outputs RANK 29 NODE 11 --> 46.3144951 sigma out 44 active outputs RANK 30 NODE 21 --> 33.1665344 sigma out 44 active outputs RANK 31 NODE 31 --> 32.1937714 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 11 --> 414.338043 sigma in 31act. ( 339.21402 sig out 1act.) RANK 2 NODE 27 --> 251.487961 sigma in 31act. ( 204.416901 sig out 1act.) RANK 3 NODE 12 --> 196.074158 sigma in 31act. ( 157.316071 sig out 1act.) RANK 4 NODE 15 --> 194.572784 sigma in 31act. ( 199.42337 sig out 1act.) RANK 5 NODE 32 --> 186.707474 sigma in 31act. ( 182.399307 sig out 1act.) RANK 6 NODE 39 --> 183.254623 sigma in 31act. ( 178.165283 sig out 1act.) RANK 7 NODE 9 --> 158.584442 sigma in 31act. ( 170.285873 sig out 1act.) RANK 8 NODE 7 --> 150.941498 sigma in 31act. ( 157.188812 sig out 1act.) RANK 9 NODE 17 --> 134.188904 sigma in 31act. ( 128.105881 sig out 1act.) RANK 10 NODE 40 --> 133.162781 sigma in 31act. ( 146.393341 sig out 1act.) RANK 11 NODE 5 --> 126.401833 sigma in 31act. ( 125.210884 sig out 1act.) RANK 12 NODE 4 --> 122.260735 sigma in 31act. ( 116.284554 sig out 1act.) RANK 13 NODE 30 --> 120.160141 sigma in 31act. ( 110.901802 sig out 1act.) RANK 14 NODE 18 --> 117.3311 sigma in 31act. ( 138.462631 sig out 1act.) RANK 15 NODE 41 --> 115.145432 sigma in 31act. ( 122.031075 sig out 1act.) RANK 16 NODE 25 --> 105.57489 sigma in 31act. ( 94.5519104 sig out 1act.) RANK 17 NODE 3 --> 105.453316 sigma in 31act. ( 95.9395142 sig out 1act.) RANK 18 NODE 24 --> 102.485336 sigma in 31act. ( 113.476616 sig out 1act.) RANK 19 NODE 34 --> 99.5959396 sigma in 31act. ( 99.0394363 sig out 1act.) RANK 20 NODE 20 --> 96.571991 sigma in 31act. ( 95.8749466 sig out 1act.) RANK 21 NODE 43 --> 93.7066345 sigma in 31act. ( 85.2611542 sig out 1act.) RANK 22 NODE 2 --> 93.0192108 sigma in 31act. ( 93.777092 sig out 1act.) RANK 23 NODE 42 --> 83.8829117 sigma in 31act. ( 88.4132538 sig out 1act.) RANK 24 NODE 26 --> 80.1228333 sigma in 31act. ( 78.92836 sig out 1act.) RANK 25 NODE 28 --> 76.7115631 sigma in 31act. ( 83.901947 sig out 1act.) RANK 26 NODE 19 --> 75.997345 sigma in 31act. ( 77.1581039 sig out 1act.) RANK 27 NODE 35 --> 67.0191803 sigma in 31act. ( 68.1711731 sig out 1act.) RANK 28 NODE 16 --> 58.0553589 sigma in 31act. ( 57.6649323 sig out 1act.) RANK 29 NODE 37 --> 54.8373184 sigma in 31act. ( 51.2555313 sig out 1act.) RANK 30 NODE 10 --> 48.5250854 sigma in 31act. ( 44.8755798 sig out 1act.) RANK 31 NODE 36 --> 45.8801498 sigma in 31act. ( 47.0135574 sig out 1act.) RANK 32 NODE 14 --> 45.4595146 sigma in 31act. ( 43.5140228 sig out 1act.) RANK 33 NODE 23 --> 40.5694084 sigma in 31act. ( 36.8876839 sig out 1act.) RANK 34 NODE 44 --> 34.0064735 sigma in 31act. ( 33.7508926 sig out 1act.) RANK 35 NODE 1 --> 26.9800606 sigma in 31act. ( 26.0650883 sig out 1act.) RANK 36 NODE 38 --> 24.4505291 sigma in 31act. ( 24.6166553 sig out 1act.) RANK 37 NODE 31 --> 21.8219109 sigma in 31act. ( 17.351511 sig out 1act.) RANK 38 NODE 21 --> 18.653717 sigma in 31act. ( 15.5870676 sig out 1act.) RANK 39 NODE 22 --> 17.0071621 sigma in 31act. ( 17.7995739 sig out 1act.) RANK 40 NODE 33 --> 13.0466156 sigma in 31act. ( 10.7600565 sig out 1act.) RANK 41 NODE 29 --> 11.2219353 sigma in 31act. ( 9.44972229 sig out 1act.) RANK 42 NODE 6 --> 9.73797607 sigma in 31act. ( 3.63831258 sig out 1act.) RANK 43 NODE 8 --> 8.00586319 sigma in 31act. ( 0.101622127 sig out 1act.) RANK 44 NODE 13 --> 7.63786554 sigma in 31act. ( 2.79071856 sig out 1act.) sorted by output significance RANK 1 NODE 11 --> 339.21402 sigma out 1act.( 414.338043 sig in 31act.) RANK 2 NODE 27 --> 204.416901 sigma out 1act.( 251.487961 sig in 31act.) RANK 3 NODE 15 --> 199.42337 sigma out 1act.( 194.572784 sig in 31act.) RANK 4 NODE 32 --> 182.399307 sigma out 1act.( 186.707474 sig in 31act.) RANK 5 NODE 39 --> 178.165283 sigma out 1act.( 183.254623 sig in 31act.) RANK 6 NODE 9 --> 170.285873 sigma out 1act.( 158.584442 sig in 31act.) RANK 7 NODE 12 --> 157.316071 sigma out 1act.( 196.074158 sig in 31act.) RANK 8 NODE 7 --> 157.188812 sigma out 1act.( 150.941498 sig in 31act.) RANK 9 NODE 40 --> 146.393341 sigma out 1act.( 133.162781 sig in 31act.) RANK 10 NODE 18 --> 138.462631 sigma out 1act.( 117.3311 sig in 31act.) RANK 11 NODE 17 --> 128.105881 sigma out 1act.( 134.188904 sig in 31act.) RANK 12 NODE 5 --> 125.210884 sigma out 1act.( 126.401833 sig in 31act.) RANK 13 NODE 41 --> 122.031075 sigma out 1act.( 115.145432 sig in 31act.) RANK 14 NODE 4 --> 116.284554 sigma out 1act.( 122.260735 sig in 31act.) RANK 15 NODE 24 --> 113.476616 sigma out 1act.( 102.485336 sig in 31act.) RANK 16 NODE 30 --> 110.901802 sigma out 1act.( 120.160141 sig in 31act.) RANK 17 NODE 34 --> 99.0394363 sigma out 1act.( 99.5959396 sig in 31act.) RANK 18 NODE 3 --> 95.9395142 sigma out 1act.( 105.453316 sig in 31act.) RANK 19 NODE 20 --> 95.8749466 sigma out 1act.( 96.571991 sig in 31act.) RANK 20 NODE 25 --> 94.5519104 sigma out 1act.( 105.57489 sig in 31act.) RANK 21 NODE 2 --> 93.777092 sigma out 1act.( 93.0192108 sig in 31act.) RANK 22 NODE 42 --> 88.4132538 sigma out 1act.( 83.8829117 sig in 31act.) RANK 23 NODE 43 --> 85.2611542 sigma out 1act.( 93.7066345 sig in 31act.) RANK 24 NODE 28 --> 83.901947 sigma out 1act.( 76.7115631 sig in 31act.) RANK 25 NODE 26 --> 78.92836 sigma out 1act.( 80.1228333 sig in 31act.) RANK 26 NODE 19 --> 77.1581039 sigma out 1act.( 75.997345 sig in 31act.) RANK 27 NODE 35 --> 68.1711731 sigma out 1act.( 67.0191803 sig in 31act.) RANK 28 NODE 16 --> 57.6649323 sigma out 1act.( 58.0553589 sig in 31act.) RANK 29 NODE 37 --> 51.2555313 sigma out 1act.( 54.8373184 sig in 31act.) RANK 30 NODE 36 --> 47.0135574 sigma out 1act.( 45.8801498 sig in 31act.) RANK 31 NODE 10 --> 44.8755798 sigma out 1act.( 48.5250854 sig in 31act.) RANK 32 NODE 14 --> 43.5140228 sigma out 1act.( 45.4595146 sig in 31act.) RANK 33 NODE 23 --> 36.8876839 sigma out 1act.( 40.5694084 sig in 31act.) RANK 34 NODE 44 --> 33.7508926 sigma out 1act.( 34.0064735 sig in 31act.) RANK 35 NODE 1 --> 26.0650883 sigma out 1act.( 26.9800606 sig in 31act.) RANK 36 NODE 38 --> 24.6166553 sigma out 1act.( 24.4505291 sig in 31act.) RANK 37 NODE 22 --> 17.7995739 sigma out 1act.( 17.0071621 sig in 31act.) RANK 38 NODE 31 --> 17.351511 sigma out 1act.( 21.8219109 sig in 31act.) RANK 39 NODE 21 --> 15.5870676 sigma out 1act.( 18.653717 sig in 31act.) RANK 40 NODE 33 --> 10.7600565 sigma out 1act.( 13.0466156 sig in 31act.) RANK 41 NODE 29 --> 9.44972229 sigma out 1act.( 11.2219353 sig in 31act.) RANK 42 NODE 6 --> 3.63831258 sigma out 1act.( 9.73797607 sig in 31act.) RANK 43 NODE 13 --> 2.79071856 sigma out 1act.( 7.63786554 sig in 31act.) RANK 44 NODE 8 --> 0.101622127 sigma out 1act.( 8.00586319 sig in 31act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 753.795532 sigma in 44 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.50463897 *** contribution from regularisation: 0.00248710625 *** contribution from error: -0.507126093 *** contribution from DIAG: 0.000382814527 *********************************************** -----------------> Test sample Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -7.38159418 create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Ghost_Long_NeuroBayes.conf NB_AHISTOUT: storage space 151546 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/Ghost/Long/GlobalPID_Ghost_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/Ghost/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/Ghost/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/Ghost/Long/NB.txt Training Host = lxplus431.cern.ch Particle type = ghost 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_Ghost_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = 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 RichAboveMuThres Making plots for input RichAboveKaThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsMuon Making plots for input MuonNShared Making plots for input InAccMuon Making plots for input MuonIsLooseMuon Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input PrsPIDe Making plots for input InAccBrem Making plots for input BremPIDe Making plots for input VeloCharge Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Found 9023704 evaluation data points Read entry 902370 (10%) Read entry 1804740 (20%) Read entry 2707110 (30%) Read entry 3609480 (40%) Read entry 4511850 (50%) Read entry 5414220 (60%) Read entry 6316590 (70%) Read entry 7218960 (80%) Read entry 8121330 (90%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 37 input variables. ***************Training results***************** number of nodes in the 1st layer: 31 number of nodes in the 2nd layer: 44 number of nodes in the 3rd layer: 1 number of iterations: 100