Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/612/Kaon/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/Kaon/Long/GlobalPID_Kaon_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/Kaon/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/Kaon/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/Kaon/Long/NB.txt Training Host = lxplus431.cern.ch Particle type = kaon 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_Kaon_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 39 nodes, hidden layer has 45 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: 39 Your number of nodes in the hidden layer is: 45 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function You want to use the global preprocessing flag 612 You use momentum: 0. Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackFitMatchChi2 PreproFlag 34 Input 10 TrackCloneDist PreproFlag 34 Input 11 TrackFitVeloChi2 PreproFlag 14 Input 12 TrackFitVeloNDoF PreproFlag 19 Input 13 TrackFitTChi2 PreproFlag 14 Input 14 TrackFitTNDoF PreproFlag 19 Input 15 RichUsedAero PreproFlag 18 Input 16 RichUsedR1Gas PreproFlag 18 Input 17 RichUsedR2Gas PreproFlag 18 Input 18 RichAbovePiThres PreproFlag 18 Input 19 RichAboveKaThres PreproFlag 18 Input 20 RichAbovePrThres PreproFlag 18 Input 21 RichDLLe PreproFlag 34 Input 22 RichDLLmu PreproFlag 34 Input 23 RichDLLk PreproFlag 34 Input 24 RichDLLp PreproFlag 34 Input 25 RichDLLbt PreproFlag 34 Input 26 MuonBkgLL PreproFlag 34 Input 27 MuonMuLL PreproFlag 34 Input 28 MuonIsMuon PreproFlag 19 Input 29 MuonNShared PreproFlag 19 Input 30 InAccMuon PreproFlag 19 Input 31 MuonIsLooseMuon PreproFlag 19 Input 32 EcalPIDe PreproFlag 34 Input 33 EcalPIDmu PreproFlag 34 Input 34 HcalPIDe PreproFlag 34 Input 35 HcalPIDmu PreproFlag 34 Input 36 PrsPIDe PreproFlag 34 Input 37 InAccBrem PreproFlag 19 Input 38 BremPIDe PreproFlag 34 Input 39 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 = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 21 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 22 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 23 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 24 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 25 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 26 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 27 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 28 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 29 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 30 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 31 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 32 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 33 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 34 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 35 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 36 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 37 : PreproFlag = 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 # 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. variable # 39 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. 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: 9.16059971 % ------------------------------ 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 5607.69 warning: map is empty for variable 3 531 5731.62988 5859.37988 5994.7749 6129.86035 6271.00977 6413.16016 6560.61523 6713.00488 6873.50488 7038.09473 7207.19531 7384.54004 7566.79004 7750.58008 7948.31982 8147.90527 8357.83984 8575.2998 8800.05957 9033.77539 9272.06445 9526.35547 9787.08984 10058.1797 10340.9805 10635.4248 10949.9102 11279.375 11632.9746 12001.8496 12383.835 12791.0449 13223.4453 13682.9805 14182.8105 14715.7344 15289.0996 15907.585 16551.5996 17265.4297 18057.1992 18918.9141 19876.8047 20952.5195 22171.7188 23524.1797 25132.3809 26990.8203 29246.4453 32030.3008 35597. 40584.4414 48211.7188 63785.9531 4761111. do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 3.55318856 61.780571 75.0442276 83.490036 91.5251465 99.2461472 106.917084 114.526993 121.910797 129.059052 136.157104 143.07486 149.956726 156.582275 163.137009 169.556641 175.967621 182.279694 188.696594 194.921356 200.955872 207.073456 213.208374 219.34819 225.409195 231.478729 237.555817 243.521652 249.592896 255.746796 261.978546 268.123718 274.339294 280.577179 286.778076 293.091644 299.477173 305.866455 312.353729 318.817444 325.412842 332.144745 338.879211 345.777985 352.631561 359.809326 367.083984 374.372437 381.838135 389.322815 396.893433 404.737518 412.595825 420.722656 428.895508 437.384827 445.861267 454.726013 463.734375 472.885986 482.413025 492.117401 502.047516 512.240845 522.637939 533.588867 544.687866 556.08252 567.873596 579.893799 592.465027 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 warning: map is empty for variable 4 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 warning: map is empty for variable 7 -3.90071726 -3.8259089 -3.75161457 -3.6766901 -3.6015265 -3.52568722 -3.44960785 -3.37246537 -3.29670906 -3.2215867 -3.14613247 -3.06979799 -2.99224949 -2.91248298 -2.82784557 -2.73966455 -2.64889002 -2.5528276 -2.45265675 -2.34871197 -2.24119091 -2.12574458 -1.99891675 -1.84827733 -1.60736442 -0.1466005 do regularised spline fit for input variable # 7 build map for variable # 7 warning: map is empty for variable 7 ------------------------------ Transdef: Tab for variable 8 1.00013376E-05 0.000381545455 0.000744894496 0.00110580307 0.00146095641 0.00182177045 0.00217866967 0.00254094368 0.00290734367 0.00327057345 0.00362779037 0.00399105204 0.00436001644 0.00472527137 0.00509139989 0.00545678381 0.00583805423 0.00620949082 0.00658932421 0.00696955808 0.00734717585 0.00772630051 0.0081042042 0.00848564878 0.00887985155 0.00927856751 0.00969239883 0.0101272874 0.0105979489 0.0111239003 0.0117153265 0.0124018323 0.0131275477 0.0139391907 0.0148274461 0.0158115011 0.0168813094 0.0180669818 0.0193949174 0.0208737925 0.0225285962 0.0243819598 0.0265049655 0.0288895182 0.0316321403 0.0346499607 0.0379050076 0.04145585 0.0450543985 0.0481514633 0.0508073196 0.0535130054 0.0564675704 0.0599133596 0.0639393479 0.0686061531 0.0738589987 0.0797122717 0.086027056 0.0930039585 0.100221731 0.108026356 0.116605937 0.125695407 0.135697275 0.146480352 0.157600001 0.169417292 0.181948602 0.195062324 0.208788037 0.222863168 0.237566173 0.252934784 0.268918455 0.285253882 0.30202651 0.319224626 0.33644709 0.354674041 0.373420835 0.393768311 0.415750444 0.439443707 0.46617496 0.495108664 0.527468562 0.562291622 0.598253667 0.635136485 0.671867192 0.70868361 0.743337512 0.776072979 0.805687308 0.831951559 0.856028914 0.879755259 0.905685186 0.936595678 0.999987841 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 0.0111313853 0.651839852 0.893955946 1.08282328 1.2417804 1.38711953 1.52000213 1.64410496 1.76200521 1.87647641 1.98608685 2.09294987 2.19505525 2.29678845 2.3962276 2.49560404 2.59128237 2.68573523 2.78190637 2.8766737 2.97041392 3.06395698 3.15825438 3.25332117 3.34778285 3.44329238 3.53897667 3.63392472 3.72937822 3.82557678 3.92211819 4.01812077 4.11674595 4.21644115 4.31723356 4.42061329 4.52426147 4.62950993 4.73447418 4.84170151 4.94975519 5.06130886 5.17304802 5.28663111 5.40378094 5.52208471 5.64541864 5.76856709 5.89436007 6.02596951 6.16140842 6.29914761 6.43824911 6.58111 6.72970438 6.88268805 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 warning: map is empty for variable 9 20.7654381 22.4092255 24.2711334 26.3455067 28.6188545 31.1902962 33.9963837 37.1259193 40.6502991 44.6955528 49.2474747 54.6670914 61.3271637 69.7125397 81.894455 136.659332 do regularised spline fit for input variable # 9 build map for variable # 9 warning: map is empty for variable 9 ------------------------------ Transdef: Tab for variable 10 0.0167804044 6.40450287 13.6450405 21.5279884 29.2145405 36.738739 43.0093498 50.6294975 57.5617447 65.0170898 72.0740662 79.208374 88.3353348 96.0295258 104.117371 113.170731 121.751663 131.43309 141.060272 151.952667 162.586945 172.984436 184.621368 195.314117 206.640015 217.411896 230.089142 243.340561 256.025757 270.234985 284.388062 300.293793 316.995209 333.876892 350.626831 367.361633 385.412231 404.481262 425.449921 445.429993 465.751099 489.634949 513.690308 535.043274 557.182373 583.318787 612.730469 636.949341 662.610779 691.757935 721.169312 752.31604 784.589844 819.339966 853.750244 889.776367 927.336914 964.389465 1006.21692 1051.36414 1098.56274 1143.53149 1191.65625 1243.41382 1294.28857 1347.68713 1401.82129 1461.28027 1521.82544 1578.7782 1640.63379 1710.84204 1779.84705 1849.35181 1914.02454 1993.89978 2072.62012 2142.78662 2228.521 2321.76807 2412.47778 2507.87012 2605.66113 2711.49219 2818.37573 2917.82861 3023.93042 3127.02759 3247.78906 3369.24023 3498.89551 3637.39502 3774.93018 3918.9502 4068.09863 4231.2168 4371.65381 4520.73877 4685.55615 4846.24902 4999.86572 do regularised spline fit for input variable # 10 build map for variable # 10 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 11 2.49335508E-09 0.108777918 0.301913083 0.510740995 0.712229729 0.90804249 1.09530401 1.28033292 1.45807767 1.62893701 1.79205966 1.95342422 2.11346149 2.27025366 2.42455292 2.57527828 2.72254133 2.87039471 3.01841068 3.16434956 3.30762696 3.4516449 3.59429026 3.73738337 3.87807894 4.02208424 4.16312695 4.30253792 4.44297791 4.58260679 4.72462177 4.86778831 5.00840998 5.15096617 5.29387951 5.43533564 5.57921124 5.72123528 5.86418819 6.01036453 6.15536833 6.30066204 6.44721603 6.59610176 6.74131012 6.89034271 7.03900623 7.18849182 7.33926105 7.49080849 7.64735794 7.80281544 7.96070957 8.11812878 8.27761364 8.43896484 8.59822655 8.76489639 8.93283939 9.0991888 9.2706604 9.44481945 9.62293625 9.80425262 9.98479271 10.1710358 10.3605556 10.5529165 10.7503777 10.9502602 11.1560106 11.365303 11.57761 11.7947063 12.0224552 12.2541895 12.4911833 12.7394285 12.9961119 13.2580776 13.5303373 13.8201733 14.1164455 14.4235964 14.7471733 15.0919514 15.4520502 15.8383808 16.255291 16.7056408 17.1882057 17.7240868 18.3229141 19.0029564 19.7879562 20.7314053 21.9058304 23.463541 25.8251171 30.3832932 109.591339 do regularised spline fit for input variable # 11 ------------------------------ Transdef: Tab for variable 12 -1. 1. 1. 1. 1. 2. 2. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 4. 4. 4. 4. 4. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 6. 6. 6. 6. 7. 7. 7. 7. 7. 7. 7. 7. 7. 8. 8. 8. 8. 8. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 10. 10. 10. 10. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 12. 12. 12. 13. 13. 13. 13. 13. 13. 13. 14. 15. 15. 15. 17. 28. build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 0.00024962399 1.61910844 2.47818112 3.12548184 3.65801072 4.13338661 4.5504427 4.94073105 5.30541992 5.64918327 5.96897078 6.27966309 6.56577206 6.83920717 7.10363865 7.36225224 7.60584736 7.84544468 8.08535957 8.31294727 8.53276443 8.74925518 8.96652794 9.17410183 9.37997246 9.58383942 9.78407669 9.98098278 10.1751432 10.3698425 10.5607224 10.7495899 10.9423008 11.1302013 11.3195505 11.5013113 11.6862507 11.8732071 12.0575047 12.2423668 12.4267044 12.6111069 12.7975254 12.9828329 13.1714954 13.361084 13.5511894 13.7395153 13.9313488 14.1236515 14.3188229 14.517477 14.716383 14.9174957 15.1188927 15.3249531 15.5261898 15.7349815 15.9498196 16.1650009 16.3859768 16.6087341 16.8409424 17.0761795 17.313549 17.5606041 17.8124008 18.0739708 18.3445587 18.6207733 18.9038181 19.1963272 19.4916267 19.8098793 20.1403427 20.4854393 20.8428154 21.2154083 21.621769 22.0392151 22.4854431 22.9576988 23.46241 24.015379 24.624033 25.2991982 26.0542812 26.8864441 27.8209248 28.9095497 30.207489 31.7236824 33.5582428 35.7836914 38.5421791 41.9603958 46.2954636 51.6872864 59.0032425 70.6583862 135.909805 do regularised spline fit for input variable # 13 ------------------------------ Transdef: Tab for variable 14 1. 3. 4. 5. 6. 6. 7. 7. 7. 7. 7. 7. 7. 7. 8. 8. 8. 9. 9. 10. 10. 11. 11. 11. 12. 12. 12. 12. 13. 13. 13. 13. 13. 13. 14. 14. 14. 14. 14. 14. 14. 14. 14. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 18. 18. 18. 18. 18. 18. 18. 18. 18. 18. 19. 19. 19. 19. 20. 20. 21. 30. build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 15 ------------------------------ Transdef: Tab for variable 16 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -132.375595 -69.280899 -60.027298 -54.0655975 -49.5714493 -46.0568008 -43.0702515 -40.6413498 -38.6056519 -36.9046478 -35.3978004 -34.0835991 -32.9028511 -31.8225994 -30.8290501 -29.90345 -29.0580502 -28.253849 -27.5 -26.7915001 -26.10425 -25.4595985 -24.8390999 -24.2388496 -23.6523991 -23.0935001 -22.5457993 -22.0059509 -21.4932003 -20.9862499 -20.4801998 -19.9917488 -19.5237999 -19.0540504 -18.5835991 -18.1172009 -17.6553993 -17.2079506 -16.760849 -16.3243008 -15.8888493 -15.4643497 -15.0427999 -14.6190996 -14.2000999 -13.7814999 -13.3698502 -12.9582005 -12.5433998 -12.1315002 -11.7242508 -11.31985 -10.9167995 -10.5217495 -10.1259995 -9.73004913 -9.33909988 -8.95359993 -8.5685997 -8.18879986 -7.81650019 -7.45170021 -7.07590008 -6.70839977 -6.35220003 -5.99410009 -5.64599991 -5.30480003 -4.96220016 -4.62415028 -4.29554987 -3.97149992 -3.65310001 -3.33789992 -3.03469992 -2.74429989 -2.45889997 -2.18109989 -1.90869999 -1.64345002 -1.38479996 -1.13680005 -0.894400001 -0.657100022 -0.427349985 -0.203500003 0.00710000005 0.255199999 0.557299972 0.926900029 1.37535 1.91670001 2.57809997 3.39449978 4.42404985 5.74454975 7.58994961 10.2517996 14.8096504 24.1777 146.914093 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -109.298897 -43.6083984 -35.8069496 -31.1259003 -27.8845005 -25.4773502 -23.5413494 -21.9172001 -20.5480499 -19.3344994 -18.2549992 -17.3076992 -16.4254494 -15.6311493 -14.9099998 -14.2517996 -13.6287498 -13.0454998 -12.5003996 -11.9928999 -11.5064001 -11.0430002 -10.6028996 -10.1873999 -9.78559971 -9.40279961 -9.03344917 -8.69130039 -8.35354996 -8.03139973 -7.7185998 -7.42054987 -7.13509989 -6.85459995 -6.58179998 -6.3204999 -6.0644002 -5.82450008 -5.58615017 -5.35529995 -5.13395023 -4.91690016 -4.71169996 -4.50909996 -4.31239986 -4.11744976 -3.9302001 -3.74845004 -3.57340002 -3.40264988 -3.23819995 -3.0775001 -2.92385006 -2.77209997 -2.62444997 -2.47979999 -2.33960009 -2.20449996 -2.07470012 -1.94974995 -1.82459998 -1.70385003 -1.58679998 -1.47070003 -1.35880005 -1.24800003 -1.14100003 -1.03699994 -0.933300018 -0.832000017 -0.734499991 -0.638700008 -0.545300007 -0.452899992 -0.364300013 -0.276199996 -0.189899996 -0.105599999 -0.0276999995 0. 0.0744000003 0.172399998 0.280499995 0.400849998 0.526899993 0.666549981 0.82160002 0.991900027 1.18114996 1.39900005 1.63940001 1.91820002 2.23740005 2.61815 3.08920002 3.67285013 4.44875002 5.53884983 7.25934982 10.6357002 92.7198029 do regularised spline fit for input variable # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -169.438293 -70.2200012 -59.7008514 -53.3749504 -48.6471481 -45.030201 -42.040947 -39.4561996 -37.1383018 -35.0618973 -33.153801 -31.4294014 -29.8161507 -28.3157005 -26.8994503 -25.5701504 -24.2770996 -23.040451 -21.8656006 -20.7472 -19.6763 -18.6287003 -17.6224003 -16.6338005 -15.6959 -14.7705498 -13.8960495 -13.05585 -12.2436504 -11.4584999 -10.7088003 -9.98209953 -9.29339981 -8.62370014 -7.98089981 -7.38079977 -6.81220007 -6.26070023 -5.73699999 -5.22940016 -4.75255013 -4.29050016 -3.84060001 -3.41345 -3.00309992 -2.60645008 -2.23149991 -1.87024999 -1.52989995 -1.20079994 -0.882200003 -0.574800014 -0.270399988 0. 0. 0. 0.0355999991 0.300599992 0.555350006 0.817250013 1.07130003 1.32910001 1.58975005 1.8556 2.12350011 2.39104986 2.66470003 2.9447999 3.227 3.51275015 3.80170012 4.09724998 4.39909983 4.7048502 5.01879978 5.34385014 5.67229986 6.02225018 6.37720013 6.74980021 7.13455009 7.54570007 7.98745012 8.47729969 9.01210022 9.59430027 10.2699003 11.0241003 11.8873997 12.8705502 13.9579 15.1718502 16.4805984 17.9745998 19.6278992 21.5769997 23.9151993 26.9406013 31.1923504 39.2722473 145.506805 do regularised spline fit for input variable # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -179.763504 -64.8252029 -55.1730499 -49.3689499 -45.1165466 -41.8089981 -39.0223999 -36.655098 -34.5482025 -32.6256485 -30.878849 -29.2676506 -27.7901001 -26.3640499 -25.0397987 -23.7639008 -22.5700493 -21.3990498 -20.2884502 -19.2311001 -18.1733513 -17.1767006 -16.1784992 -15.2304001 -14.3013 -13.3996 -12.5326004 -11.6898003 -10.8655005 -10.0756493 -9.30520058 -8.55560017 -7.84560013 -7.16155005 -6.50594997 -5.85955 -5.23480034 -4.64025021 -4.06244993 -3.51349998 -2.97749996 -2.46204996 -1.96585 -1.48150003 -1.0187 -0.573350012 -0.140699998 0. 0. 0. 0.284000009 0.652800024 1.01434994 1.37264991 1.72440004 2.08060002 2.42404985 2.76845002 3.09905005 3.41589999 3.72819996 4.02904987 4.32320023 4.59959984 4.87020016 5.1329999 5.39050007 5.64069986 5.88910007 6.13360023 6.37729979 6.62884998 6.87459993 7.12249994 7.37529993 7.63770008 7.9053998 8.19149971 8.48789978 8.80539989 9.14365005 9.50990009 9.90849972 10.3599997 10.8564997 11.4182491 12.0574493 12.7979002 13.6336498 14.5569496 15.5883503 16.7042503 17.9123497 19.2584 20.7786503 22.5499992 24.6514492 27.2378998 30.6767502 36.4343987 125.160698 do regularised spline fit for input variable # 24 build map for variable # 24 ------------------------------ Transdef: Tab for variable 25 -154.501297 -59.9967003 -50.9528503 -45.46875 -41.5066986 -38.3899498 -35.8535004 -33.5992012 -31.6162491 -29.8517494 -28.2297001 -26.7382507 -25.3577003 -24.0480995 -22.7975502 -21.5943489 -20.4604492 -19.3720512 -18.3378487 -17.3270493 -16.3271503 -15.3533993 -14.4133997 -13.4900999 -12.5939503 -11.7266998 -10.8453999 -9.98110008 -9.1388998 -8.31615067 -7.51534986 -6.73769999 -5.97884989 -5.25115013 -4.56155014 -3.90370011 -3.28744984 -2.6961 -2.14034986 -1.61810005 -1.12740004 -0.658850014 -0.200499997 0. 0. 0. 0.25150001 0.629999995 0.993099988 1.34720004 1.69005001 2.02964997 2.36084986 2.68829989 3.00904989 3.31614995 3.61089993 3.90009999 4.18130016 4.45515013 4.71680021 4.97300005 5.22179985 5.46210003 5.7013998 5.93720007 6.17129993 6.40689993 6.64750004 6.88439989 7.12284994 7.36619997 7.61555004 7.87440014 8.14360046 8.42520046 8.72609997 9.04520035 9.38609982 9.76119995 10.1744499 10.6344004 11.1355495 11.7081509 12.3652 13.1100006 13.9209003 14.8306503 15.82125 16.8905983 18.0480995 19.3096008 20.6945 22.2132988 23.9146004 25.8321991 28.0690994 30.6903 34.0548477 39.024601 76.131897 do regularised spline fit for input variable # 25 build map for variable # 25 ------------------------------ Transdef: Tab for variable 26 -8.3572998 -5.68155003 -5.23750019 -4.93795013 -4.7189002 -4.5158 -4.3416996 -4.18825006 -4.04524994 -3.90495014 -3.75545001 -3.62975001 -3.51135015 -3.39209986 -3.27940011 -3.1791501 -3.07294989 -2.96854997 -2.8680501 -2.76989985 -2.66774988 -2.57504988 -2.48810005 -2.40534997 -2.31634998 -2.23759985 -2.15530014 -2.07585001 -1.99940002 -1.91715002 -1.83864999 -1.75924993 -1.68945003 -1.61945009 -1.55314994 -1.48740005 -1.4221499 -1.36255002 -1.30799997 -1.25020003 -1.19845009 -1.148 -1.09710002 -1.04854989 -1.00465 -0.960350037 -0.917750001 -0.878849983 -0.840300024 -0.804350019 -0.768450022 -0.734650016 -0.702499986 -0.670700014 -0.6426 -0.6153 -0.59009999 -0.563300014 -0.538800001 -0.515200019 -0.493800014 -0.472299993 -0.450399995 -0.430450022 -0.411750019 -0.392399997 -0.37529999 -0.358799994 -0.342400014 -0.327600002 -0.313149989 -0.298400015 -0.284850001 -0.270649999 -0.257699996 -0.24485001 -0.232299998 -0.221000001 -0.209800005 -0.197950006 -0.187299997 -0.177399993 -0.166600004 -0.157399997 -0.1479 -0.138999999 -0.129099995 -0.120700002 -0.1109 -0.101199999 -0.0921000019 -0.0830999985 -0.0741000026 -0.0653000027 -0.0559500009 -0.0467999987 -0.0379000008 -0.028549999 -0.0192500018 -0.00939999986 0.0174000002 do regularised spline fit for input variable # 26 build map for variable # 26 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 27 -69.0775986 -3.25219989 -2.48239994 -2.11199999 -1.83889997 -1.63069999 -1.44649994 -1.30900002 -1.19869995 -1.09930003 -1.01139998 -0.931200027 -0.850049973 -0.786800027 -0.732500017 -0.67869997 -0.630699992 -0.581200004 -0.542999983 -0.506799996 -0.474649996 -0.439999998 -0.410400003 -0.382099986 -0.356700003 -0.332899988 -0.309199989 -0.291599989 -0.273400009 -0.255899996 -0.239999995 -0.224600002 -0.209900007 -0.197799996 -0.186199993 -0.1752 -0.164399996 -0.156200007 -0.146200001 -0.1373 -0.127000004 -0.1193 -0.112199999 -0.104400001 -0.0970999971 -0.0914999992 -0.0856999978 -0.0800499991 -0.074149996 -0.0694999993 -0.0658999979 -0.0612000003 -0.0577000007 -0.0549000017 -0.0516999997 -0.0483999997 -0.0451500006 -0.0425999984 -0.0401000008 -0.0373999998 -0.0348999985 -0.0331999995 -0.0309999995 -0.0289999992 -0.0273000002 -0.0251000002 -0.0233999994 -0.0221999995 -0.0199999996 -0.0182000007 -0.0165999997 -0.0153999999 -0.0141000003 -0.0129000004 -0.0115999999 -0.0108000003 -0.00949999969 -0.00860000029 -0.00810000021 -0.00719999988 -0.00659999996 -0.0057000001 -0.00510000018 -0.00469999993 -0.00389999989 -0.00300000003 -0.00240000011 -0.00209999993 -0.00159999996 -0.000699999975 -0.000199999995 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. do regularised spline fit for input variable # 27 build map for variable # 27 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. 0. 0. 1. 1. 1. 1. build map for variable # 28 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 29 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 2. 4. 78. build map for variable # 29 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 35. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 36. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 37. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 38. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 39. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 40. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 41. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 42. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 43. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 45. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 46. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 47. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 49. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 50. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 51. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 54. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 55. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 57. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 68. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 78. Unregularised mean is returned Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 30 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 -4.03346777 -4.03346777 -4.00066662 -4.00066662 -3.91291904 -3.88121271 -3.82042837 -3.82042837 -3.82042837 -3.82042837 -3.71635199 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.66041517 -3.6384654 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.51584101 -3.41426921 -3.25067306 -3.05582118 -2.98295212 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.90038872 -2.84125352 -2.76075888 -2.68617296 -2.61002398 -2.5340209 -2.4546051 -2.21956444 -2.06485081 -1.97997618 -1.86741781 -1.72930145 -1.57959414 -1.40924549 -1.38400507 -1.17399836 -1.09557772 -0.992527008 -0.791801453 -0.691117764 -0.541014194 -0.433674335 -0.341928959 -0.214585781 -0.0620622635 0.0319619179 0.11816597 0.275190115 0.497498035 0.605631351 0.831370115 0.989181757 1.51235867 1.84829021 2.97947407 2.97947407 2.97947407 2.99849629 3.64230013 3.64230013 6.31973982 do regularised spline fit for input variable # 32 build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -4.99086905 -3.96687531 -3.80792928 -3.63171458 -3.51938272 -3.40305281 -3.2881608 -3.23795366 -3.16124368 -3.07058239 -3.0271349 -2.96280551 -2.93608713 -2.90063429 -2.85439205 -2.83017015 -2.77859068 -2.72931647 -2.70057344 -2.65665436 -2.54584146 -2.50884056 -2.46918464 -2.40840864 -2.38301611 -2.36328912 -2.32770896 -2.258991 -2.22860146 -2.21538401 -2.20555234 -2.19327569 -2.0619669 -2.0246706 -1.97210789 -1.95607567 -1.89318538 -1.86134315 -1.84651351 -1.7673018 -1.70059776 -1.5863657 -1.55777359 -1.45395374 -1.38441586 -1.25307894 -1.2175653 -1.14195728 -0.970830917 -0.87951982 -0.78369832 -0.646797419 -0.501171589 -0.440687895 -0.377619505 -0.290136337 -0.166385174 -0.0845901966 0. 0.00838327408 0.0181838274 0.128510952 0.277213812 0.308817387 0.308817387 0.308817387 0.361777425 0.361777425 0.382698655 0.382698655 0.389704585 0.389704585 0.389704585 0.433955312 0.433955312 0.457905769 0.457905769 0.494732857 0.494732857 0.494732857 0.501777887 0.501777887 0.525694311 0.525694311 0.579755604 0.635345817 0.67813468 0.694030762 0.833259821 0.928457975 1.02509475 1.05187953 1.08819127 1.19217622 1.20941687 1.26222658 1.28206801 1.47887325 1.76475322 1.94135523 2.15297604 do regularised spline fit for input variable # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -3.0056591 -2.95963359 -2.87457275 -2.8728075 -2.74192214 -2.59631157 -2.58120394 -2.51216125 -2.44289637 -2.32035899 -2.22764921 -2.12496376 -2.09085798 -2.03824854 -2.03708124 -2.01184273 -1.98841333 -1.92659712 -1.89687061 -1.88810682 -1.82530785 -1.7599864 -1.67682743 -1.6255641 -1.59398651 -1.53948641 -1.5048151 -1.48096657 -1.45309401 -1.43830895 -1.38847542 -1.34187746 -1.32141495 -1.31397009 -1.22416258 -1.17838812 -1.13848543 -1.09431982 -1.05373716 -1.03972387 -1.01397276 -0.990127563 -0.954968929 -0.887167931 -0.847379684 -0.789374113 -0.704175472 -0.668461323 -0.57934618 -0.560926676 -0.532412052 -0.431040525 -0.38111496 -0.319373131 -0.310073376 -0.240503311 -0.232178926 -0.19426012 -0.176853418 -0.137809753 -0.113820083 -0.113820083 -0.0471634865 -0.0471634865 0.0890684128 0.0890684128 0.195166588 0.450261354 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.866949558 1.36694193 1.36694193 1.36694193 1.87129617 5.31840134 do regularised spline fit for input variable # 34 build map for variable # 34 ------------------------------ Transdef: Tab for variable 35 -3.36955762 -3.19943762 -3.02313066 -2.914608 -2.75641847 -2.62392879 -2.49368382 -2.49368382 -2.49368382 -2.49368382 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.36508131 -2.36508131 -2.34610462 -2.19802141 -2.15083313 -2.15083313 -2.08201098 -2.02158165 -1.99796176 -1.89851189 -1.83063865 -1.79244983 -1.79244983 -1.78174317 -1.74553466 -1.69241095 -1.6101861 -1.55284786 -1.54649651 -1.50464725 -1.41196823 -1.39048243 -1.36033034 -1.28075886 -1.20240688 -1.18195915 -1.13277769 -1.07406569 -1.01961374 -0.93444252 -0.917129517 -0.836263895 -0.761936665 -0.696644306 -0.681098938 -0.549491167 -0.496772289 -0.448390245 -0.39668417 -0.373695374 -0.317709923 -0.238512278 -0.170094252 -0.0676465034 -0.0101547241 0.0289404392 0.198624611 0.295010805 0.362701416 0.412639618 0.448674917 0.53110528 0.609510422 0.620397806 0.706530809 0.741551638 0.89694953 1.06057954 1.17984796 1.28544784 1.36282849 1.39740324 1.42607379 1.63925219 1.72387528 1.82195377 1.91257024 2.04963374 2.87338901 do regularised spline fit for input variable # 35 build map for variable # 35 ------------------------------ Transdef: Tab for variable 36 -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 # 36 build map for variable # 36 ------------------------------ Transdef: Tab for variable 37 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 # 37 ------------------------------ Transdef: Tab for variable 38 -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 # 38 build map for variable # 38 ------------------------------ Transdef: Tab for variable 39 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 warning: map is empty for variable 39 1.13764048 1.14115167 1.14466298 1.14817417 1.15168536 1.15636706 1.16104865 1.16573036 1.17041194 1.17509365 1.17977524 1.1874361 1.19382024 1.20275795 1.21254683 1.22191012 1.235955 1.25 1.27028716 1.29775286 1.33895135 1.40761542 1.5224719 1.76966298 5.00702238 do regularised spline fit for input variable # 39 build map for variable # 39 warning: map is empty for variable 39 COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 39.0 0 0.6 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1 100.0 3.3 11.9 16.4 10.7 5.8 11.3 12.8 10.6 4.0 4.1 6.3 4.3 5.1 1.6 2.4 8.3 6.7 10.4 10.9 24.6 18.0 56.5 43.9 45.7 1.5 1.6 1.0 1.3 5.2 0.8 10.0 6.2 8.8 7.9 10.6 2.4 10.4 10.1 2 3.3 100.0 -1.1 0.7 18.7 5.5 16.3 25.6 12.4 2.5 0.4 2.6 16.0 3.6 1.3 0.8 -1.3 0.9 0.6 0.0 -17.1 -13.2 2.6 -0.3 -1.2 -0.2 0.1 2.7 10.2 -1.6 5.1 5.6 0.7 -4.4 -3.6 0.9 0.9 -0.5 4.4 3 11.9 -1.1 100.0 53.9 13.1 -13.0 32.9 19.4 15.5 5.7 -6.9 -6.6 14.3 13.8 -50.0 -35.9 75.5 20.7 21.7 30.1 43.0 26.3 11.6 5.6 9.0 -5.1 -2.4 -0.1 3.5 46.8 -0.1 42.8 27.5 48.5 48.5 58.9 -34.1 57.5 -7.7 4 16.4 0.7 53.9 100.0 17.1 12.7 20.8 26.3 21.6 10.6 13.4 17.4 4.8 15.5 24.2 25.6 35.3 40.2 65.0 64.8 16.1 11.8 20.8 21.0 27.5 -4.5 -1.9 0.4 6.1 21.0 1.4 34.8 22.3 23.2 25.9 38.6 24.7 50.3 -3.5 5 10.7 18.7 13.1 17.1 100.0 31.4 79.6 81.6 81.8 10.0 12.3 21.2 56.5 19.6 3.6 6.5 8.9 15.8 13.8 11.4 -9.8 -9.2 -2.9 -6.3 -6.0 1.4 2.2 3.7 5.1 5.9 3.8 12.6 2.2 8.9 7.4 11.3 7.4 12.3 4.7 6 5.8 5.5 -13.0 12.7 31.4 100.0 31.9 42.6 25.7 6.1 46.2 66.4 1.1 21.6 22.0 46.2 -11.5 17.6 17.1 16.5 -15.3 -13.0 1.3 0.1 1.6 -0.9 -0.9 -0.3 1.7 1.0 0.3 7.7 1.7 -3.3 -3.4 0.3 47.8 17.8 4.6 7 11.3 16.3 32.9 20.8 79.6 31.9 100.0 79.3 68.2 10.5 7.5 16.5 44.8 25.8 -10.1 -8.3 23.9 15.5 12.5 14.1 -3.1 -8.2 -3.5 -8.3 -7.6 -0.4 0.5 1.7 4.0 21.8 1.5 16.8 6.4 18.3 16.4 19.2 -6.8 21.8 0.5 8 12.8 25.6 19.4 26.3 81.6 42.6 79.3 100.0 74.8 18.9 20.6 35.6 37.5 23.9 6.7 14.4 13.5 25.0 22.2 19.4 -10.2 -9.9 -1.4 -5.1 -4.2 0.7 1.5 3.2 6.0 9.6 3.4 18.7 5.2 11.1 9.7 16.8 15.4 19.3 6.7 9 10.6 12.4 15.5 21.6 81.8 25.7 68.2 74.8 100.0 5.3 11.0 16.7 27.9 17.2 5.3 6.9 10.9 19.0 16.3 13.7 -7.5 -7.4 -0.9 -3.4 -2.7 3.1 4.0 5.3 4.1 9.3 4.8 14.1 3.9 9.4 8.6 13.3 7.9 13.8 3.3 10 4.0 2.5 5.7 10.6 10.0 6.1 10.5 18.9 5.3 100.0 4.4 11.5 2.3 0.9 4.7 -0.7 4.7 5.1 8.3 6.5 -4.7 -3.7 -0.9 -1.6 -1.0 -0.9 -0.8 -0.5 1.3 2.7 -0.4 10.4 4.5 4.0 4.2 9.3 -0.8 4.5 8.7 11 4.1 0.4 -6.9 13.4 12.3 46.2 7.5 20.6 11.0 4.4 100.0 65.0 -0.5 5.5 18.0 39.4 -5.7 18.8 16.4 14.7 -6.7 -5.4 5.0 5.8 7.4 -0.9 -0.9 -1.2 -0.4 0.3 -1.4 6.4 2.1 -2.8 -2.6 1.8 38.6 16.1 7.9 12 6.3 2.6 -6.6 17.4 21.2 66.4 16.5 35.6 16.7 11.5 65.0 100.0 0.4 8.5 21.4 49.8 -5.6 23.1 21.4 19.8 -9.7 -8.6 5.9 6.5 8.7 -1.3 -1.4 -1.5 0.0 1.2 -1.8 10.4 3.4 -1.9 -1.9 4.4 49.1 22.9 10.1 13 4.3 16.0 14.3 4.8 56.5 1.1 44.8 37.5 27.9 2.3 -0.5 0.4 100.0 12.8 -7.5 -9.4 9.5 2.1 2.6 3.3 -1.3 -3.0 -2.4 -5.2 -5.4 -0.4 -0.1 1.0 3.7 2.5 1.6 4.8 -0.4 7.3 5.7 6.1 -9.4 5.2 1.3 14 5.1 3.6 13.8 15.5 19.6 21.6 25.8 23.9 17.2 0.9 5.5 8.5 12.8 100.0 -1.1 4.6 7.6 8.7 8.9 12.1 -1.9 -5.9 -1.1 -3.2 -2.2 -1.4 -1.1 -0.8 1.2 15.0 -0.6 5.4 2.5 5.5 5.2 5.1 4.8 13.3 -1.4 15 1.6 1.3 -50.0 24.2 3.6 22.0 -10.1 6.7 5.3 4.7 18.0 21.4 -7.5 -1.1 100.0 43.0 -44.3 25.8 54.3 46.0 -30.2 -20.3 2.8 11.0 15.4 1.6 0.6 -0.4 0.8 -24.0 0.0 -15.4 -9.1 -26.9 -26.7 -27.0 46.4 -24.0 6.7 16 2.4 0.8 -35.9 25.6 6.5 46.2 -8.3 14.4 6.9 -0.7 39.4 49.8 -9.4 4.6 43.0 100.0 -29.1 35.0 28.9 23.2 -13.9 -5.1 9.6 13.0 14.9 -0.3 -0.7 -1.1 0.0 -13.1 -0.9 -0.9 -1.8 -18.0 -16.0 -12.2 81.9 17.0 2.6 17 8.3 -1.3 75.5 35.3 8.9 -11.5 23.9 13.5 10.9 4.7 -5.7 -5.6 9.5 7.6 -44.3 -29.1 100.0 25.0 13.6 6.5 30.7 27.4 12.8 6.6 7.3 -2.8 -0.7 1.3 4.0 36.5 0.9 41.6 25.1 43.7 46.4 53.9 -28.2 50.0 -6.0 18 6.7 0.9 20.7 40.2 15.8 17.6 15.5 25.0 19.0 5.1 18.8 23.1 2.1 8.7 25.8 35.0 25.0 100.0 40.3 22.7 16.8 18.9 11.2 14.3 14.1 -1.5 -0.8 -0.4 2.1 18.7 -0.3 18.6 12.7 12.3 13.4 19.5 31.5 17.5 1.6 19 10.4 0.6 21.7 65.0 13.8 17.1 12.5 22.2 16.3 8.3 16.4 21.4 2.6 8.9 54.3 28.9 13.6 40.3 100.0 56.3 6.8 7.0 10.2 16.3 20.5 -0.6 0.9 2.7 5.8 1.5 3.6 19.9 11.1 10.1 11.5 20.3 29.0 21.8 0.8 20 10.9 0.0 30.1 64.8 11.4 16.5 14.1 19.4 13.7 6.5 14.7 19.8 3.3 12.1 46.0 23.2 6.5 22.7 56.3 100.0 6.2 -8.4 11.1 11.6 21.6 -3.9 -3.1 -3.4 0.1 17.9 -4.1 14.7 10.6 8.8 7.6 15.5 23.5 27.3 -1.3 21 24.6 -17.1 43.0 16.1 -9.8 -15.3 -3.1 -10.2 -7.5 -4.7 -6.7 -9.7 -1.3 -1.9 -30.2 -13.9 30.7 16.8 6.8 6.2 100.0 68.2 37.6 37.7 37.8 -4.1 -2.1 -0.6 0.7 8.4 0.0 15.8 11.3 23.3 23.0 26.1 -17.4 18.0 -0.5 22 18.0 -13.2 26.3 11.8 -9.2 -13.0 -8.2 -9.9 -7.4 -3.7 -5.4 -8.6 -3.0 -5.9 -20.3 -5.1 27.4 18.9 7.0 -8.4 68.2 100.0 30.4 30.6 29.4 -1.3 0.6 3.3 3.9 -7.9 4.8 15.2 9.2 19.9 22.2 23.4 -9.0 10.4 0.1 23 56.5 2.6 11.6 20.8 -2.9 1.3 -3.5 -1.4 -0.9 -0.9 5.0 5.9 -2.4 -1.1 2.8 9.6 12.8 11.2 10.2 11.1 37.6 30.4 100.0 84.9 85.5 2.1 1.9 1.5 1.1 6.6 1.4 10.8 7.4 7.2 8.3 11.2 10.4 17.7 7.7 24 43.9 -0.3 5.6 21.0 -6.3 0.1 -8.3 -5.1 -3.4 -1.6 5.8 6.5 -5.2 -3.2 11.0 13.0 6.6 14.3 16.3 11.6 37.7 30.6 84.9 100.0 95.6 2.5 2.1 1.3 0.4 4.2 1.1 7.3 5.8 1.8 3.4 6.7 14.5 13.7 9.3 25 45.7 -1.2 9.0 27.5 -6.0 1.6 -7.6 -4.2 -2.7 -1.0 7.4 8.7 -5.4 -2.2 15.4 14.9 7.3 14.1 20.5 21.6 37.8 29.4 85.5 95.6 100.0 1.8 1.4 0.6 0.2 6.9 0.3 9.1 7.3 2.8 4.3 8.4 16.9 18.1 8.9 26 1.5 -0.2 -5.1 -4.5 1.4 -0.9 -0.4 0.7 3.1 -0.9 -0.9 -1.3 -0.4 -1.4 1.6 -0.3 -2.8 -1.5 -0.6 -3.9 -4.1 -1.3 2.1 2.5 1.8 100.0 88.1 61.1 12.6 -6.6 57.0 -5.9 -10.0 -3.0 -2.6 -6.2 -0.2 -4.5 0.9 27 1.6 0.1 -2.4 -1.9 2.2 -0.9 0.5 1.5 4.0 -0.8 -0.9 -1.4 -0.1 -1.1 0.6 -0.7 -0.7 -0.8 0.9 -3.1 -2.1 0.6 1.9 2.1 1.4 88.1 100.0 60.6 13.1 -6.4 55.0 -3.7 -8.6 -3.0 -2.2 -3.6 -0.5 -2.8 0.7 28 1.0 2.7 -0.1 0.4 3.7 -0.3 1.7 3.2 5.3 -0.5 -1.2 -1.5 1.0 -0.8 -0.4 -1.1 1.3 -0.4 2.7 -3.4 -0.6 3.3 1.5 1.3 0.6 61.1 60.6 100.0 38.9 -9.5 81.4 -1.4 -7.9 -2.9 -1.8 -0.9 -1.0 -1.3 0.4 29 1.3 10.2 3.5 6.1 5.1 1.7 4.0 6.0 4.1 1.3 -0.4 0.0 3.7 1.2 0.8 0.0 4.0 2.1 5.8 0.1 0.7 3.9 1.1 0.4 0.2 12.6 13.1 38.9 100.0 -7.0 59.7 4.6 0.6 0.3 1.0 4.5 0.3 2.5 0.1 30 5.2 -1.6 46.8 21.0 5.9 1.0 21.8 9.6 9.3 2.7 0.3 1.2 2.5 15.0 -24.0 -13.1 36.5 18.7 1.5 17.9 8.4 -7.9 6.6 4.2 6.9 -6.6 -6.4 -9.5 -7.0 100.0 -11.7 22.6 25.3 25.2 26.1 30.4 -12.3 38.3 -4.8 31 0.8 5.1 -0.1 1.4 3.8 0.3 1.5 3.4 4.8 -0.4 -1.4 -1.8 1.6 -0.6 0.0 -0.9 0.9 -0.3 3.6 -4.1 0.0 4.8 1.4 1.1 0.3 57.0 55.0 81.4 59.7 -11.7 100.0 0.0 -6.6 -2.3 -1.1 -0.1 -0.6 -1.2 0.2 32 10.0 5.6 42.8 34.8 12.6 7.7 16.8 18.7 14.1 10.4 6.4 10.4 4.8 5.4 -15.4 -0.9 41.6 18.6 19.9 14.7 15.8 15.2 10.8 7.3 9.1 -5.9 -3.7 -1.4 4.6 22.6 0.0 100.0 33.8 44.0 41.1 68.5 0.6 41.3 4.5 33 6.2 0.7 27.5 22.3 2.2 1.7 6.4 5.2 3.9 4.5 2.1 3.4 -0.4 2.5 -9.1 -1.8 25.1 12.7 11.1 10.6 11.3 9.2 7.4 5.8 7.3 -10.0 -8.6 -7.9 0.6 25.3 -6.6 33.8 100.0 35.3 32.0 31.2 -0.3 24.6 -0.2 34 8.8 -4.4 48.5 23.2 8.9 -3.3 18.3 11.1 9.4 4.0 -2.8 -1.9 7.3 5.5 -26.9 -18.0 43.7 12.3 10.1 8.8 23.3 19.9 7.2 1.8 2.8 -3.0 -3.0 -2.9 0.3 25.2 -2.3 44.0 35.3 100.0 78.2 51.9 -16.9 30.8 -2.3 35 7.9 -3.6 48.5 25.9 7.4 -3.4 16.4 9.7 8.6 4.2 -2.6 -1.9 5.7 5.2 -26.7 -16.0 46.4 13.4 11.5 7.6 23.0 22.2 8.3 3.4 4.3 -2.6 -2.2 -1.8 1.0 26.1 -1.1 41.1 32.0 78.2 100.0 49.3 -15.1 31.2 -2.8 36 10.6 0.9 58.9 38.6 11.3 0.3 19.2 16.8 13.3 9.3 1.8 4.4 6.1 5.1 -27.0 -12.2 53.9 19.5 20.3 15.5 26.1 23.4 11.2 6.7 8.4 -6.2 -3.6 -0.9 4.5 30.4 -0.1 68.5 31.2 51.9 49.3 100.0 -10.8 44.6 1.6 37 2.4 0.9 -34.1 24.7 7.4 47.8 -6.8 15.4 7.9 -0.8 38.6 49.1 -9.4 4.8 46.4 81.9 -28.2 31.5 29.0 23.5 -17.4 -9.0 10.4 14.5 16.9 -0.2 -0.5 -1.0 0.3 -12.3 -0.6 0.6 -0.3 -16.9 -15.1 -10.8 100.0 22.6 2.7 38 10.4 -0.5 57.5 50.3 12.3 17.8 21.8 19.3 13.8 4.5 16.1 22.9 5.2 13.3 -24.0 17.0 50.0 17.5 21.8 27.3 18.0 10.4 17.7 13.7 18.1 -4.5 -2.8 -1.3 2.5 38.3 -1.2 41.3 24.6 30.8 31.2 44.6 22.6 100.0 -5.9 39 10.1 4.4 -7.7 -3.5 4.7 4.6 0.5 6.7 3.3 8.7 7.9 10.1 1.3 -1.4 6.7 2.6 -6.0 1.6 0.8 -1.3 -0.5 0.1 7.7 9.3 8.9 0.9 0.7 0.4 0.1 -4.8 0.2 4.5 -0.2 -2.3 -2.8 1.6 2.7 -5.9 100.0 TOTAL CORRELATION TO TARGET (diagonal) 101.040994 TOTAL CORRELATION OF ALL VARIABLES 59.8010341 ROUND 1: MAX CORR ( 59.8010325) AFTER KILLING INPUT VARIABLE 22 CONTR 0.0137910338 ROUND 2: MAX CORR ( 59.8010304) AFTER KILLING INPUT VARIABLE 28 CONTR 0.0158747204 ROUND 3: MAX CORR ( 59.8008663) AFTER KILLING INPUT VARIABLE 11 CONTR 0.140086243 ROUND 4: MAX CORR ( 59.8005677) AFTER KILLING INPUT VARIABLE 27 CONTR 0.188993744 ROUND 5: MAX CORR ( 59.8002318) AFTER KILLING INPUT VARIABLE 36 CONTR 0.200438178 ROUND 6: MAX CORR ( 59.7997672) AFTER KILLING INPUT VARIABLE 20 CONTR 0.235705833 ROUND 7: MAX CORR ( 59.7990217) AFTER KILLING INPUT VARIABLE 9 CONTR 0.298608534 ROUND 8: MAX CORR ( 59.7979994) AFTER KILLING INPUT VARIABLE 12 CONTR 0.349653879 ROUND 9: MAX CORR ( 59.7968257) AFTER KILLING INPUT VARIABLE 30 CONTR 0.374668312 ROUND 10: MAX CORR ( 59.7957291) AFTER KILLING INPUT VARIABLE 15 CONTR 0.362134342 ROUND 11: MAX CORR ( 59.7943894) AFTER KILLING INPUT VARIABLE 29 CONTR 0.400270697 ROUND 12: MAX CORR ( 59.7921407) AFTER KILLING INPUT VARIABLE 3 CONTR 0.518574166 ROUND 13: MAX CORR ( 59.7890328) AFTER KILLING INPUT VARIABLE 2 CONTR 0.609622258 ROUND 14: MAX CORR ( 59.7845627) AFTER KILLING INPUT VARIABLE 32 CONTR 0.731098551 ROUND 15: MAX CORR ( 59.7781728) AFTER KILLING INPUT VARIABLE 33 CONTR 0.874068483 ROUND 16: MAX CORR ( 59.7716726) AFTER KILLING INPUT VARIABLE 35 CONTR 0.881529508 ROUND 17: MAX CORR ( 59.7636102) AFTER KILLING INPUT VARIABLE 31 CONTR 0.981702173 ROUND 18: MAX CORR ( 59.7611562) AFTER KILLING INPUT VARIABLE 26 CONTR 0.54158459 ROUND 19: MAX CORR ( 59.7499947) AFTER KILLING INPUT VARIABLE 16 CONTR 1.15495886 ROUND 20: MAX CORR ( 59.7410123) AFTER KILLING INPUT VARIABLE 6 CONTR 1.03601141 ROUND 21: MAX CORR ( 59.7298338) AFTER KILLING INPUT VARIABLE 5 CONTR 1.15563685 ROUND 22: MAX CORR ( 59.7211945) AFTER KILLING INPUT VARIABLE 13 CONTR 1.01586424 ROUND 23: MAX CORR ( 59.7017916) AFTER KILLING INPUT VARIABLE 25 CONTR 1.52221869 ROUND 24: MAX CORR ( 59.6795078) AFTER KILLING INPUT VARIABLE 10 CONTR 1.63103431 ROUND 25: MAX CORR ( 59.654112) AFTER KILLING INPUT VARIABLE 38 CONTR 1.74085275 ROUND 26: MAX CORR ( 59.6354561) AFTER KILLING INPUT VARIABLE 4 CONTR 1.49179641 ROUND 27: MAX CORR ( 59.5957305) AFTER KILLING INPUT VARIABLE 34 CONTR 2.17635762 ROUND 28: MAX CORR ( 59.5542415) AFTER KILLING INPUT VARIABLE 14 CONTR 2.223379 ROUND 29: MAX CORR ( 59.5073942) AFTER KILLING INPUT VARIABLE 18 CONTR 2.36171827 ROUND 30: MAX CORR ( 59.4271537) AFTER KILLING INPUT VARIABLE 7 CONTR 3.08923301 ROUND 31: MAX CORR ( 59.247136) AFTER KILLING INPUT VARIABLE 19 CONTR 4.62206409 ROUND 32: MAX CORR ( 59.1116533) AFTER KILLING INPUT VARIABLE 17 CONTR 4.0044439 ROUND 33: MAX CORR ( 58.9995603) AFTER KILLING INPUT VARIABLE 37 CONTR 3.63860361 ROUND 34: MAX CORR ( 58.7448303) AFTER KILLING INPUT VARIABLE 39 CONTR 5.47658887 ROUND 35: MAX CORR ( 58.4543545) AFTER KILLING INPUT VARIABLE 21 CONTR 5.83468316 ROUND 36: MAX CORR ( 58.077491) AFTER KILLING INPUT VARIABLE 24 CONTR 6.62696018 ROUND 37: MAX CORR ( 56.4659463) AFTER KILLING INPUT VARIABLE 8 CONTR 13.5864591 LAST REMAINING VARIABLE: 23 total correlation to target: 59.8010341 % total significance: 598.010341 sigma correlations of single variables to target: variable 2: 3.31085677 % , in sigma: 33.1085677 variable 3: 11.9299635 % , in sigma: 119.299635 variable 4: 16.3898991 % , in sigma: 163.898991 variable 5: 10.655302 % , in sigma: 106.55302 variable 6: 5.76441922 % , in sigma: 57.6441922 variable 7: 11.3016369 % , in sigma: 113.016369 variable 8: 12.8069708 % , in sigma: 128.069708 variable 9: 10.595391 % , in sigma: 105.95391 variable 10: 3.99682762 % , in sigma: 39.9682762 variable 11: 4.11620859 % , in sigma: 41.1620859 variable 12: 6.2825182 % , in sigma: 62.825182 variable 13: 4.33225243 % , in sigma: 43.3225243 variable 14: 5.05083001 % , in sigma: 50.5083001 variable 15: 1.56770651 % , in sigma: 15.6770651 variable 16: 2.40224108 % , in sigma: 24.0224108 variable 17: 8.30045762 % , in sigma: 83.0045762 variable 18: 6.67539479 % , in sigma: 66.7539479 variable 19: 10.4212261 % , in sigma: 104.212261 variable 20: 10.9033207 % , in sigma: 109.033207 variable 21: 24.5699811 % , in sigma: 245.699811 variable 22: 17.9525368 % , in sigma: 179.525368 variable 23: 56.4659463 % , in sigma: 564.659463 variable 24: 43.9251334 % , in sigma: 439.251334 variable 25: 45.6581975 % , in sigma: 456.581975 variable 26: 1.45842348 % , in sigma: 14.5842348 variable 27: 1.57387555 % , in sigma: 15.7387555 variable 28: 0.987353314 % , in sigma: 9.87353314 variable 29: 1.30939434 % , in sigma: 13.0939434 variable 30: 5.21917065 % , in sigma: 52.1917065 variable 31: 0.768638078 % , in sigma: 7.68638078 variable 32: 10.0305885 % , in sigma: 100.305885 variable 33: 6.18854469 % , in sigma: 61.8854469 variable 34: 8.83882875 % , in sigma: 88.3882875 variable 35: 7.89792321 % , in sigma: 78.9792321 variable 36: 10.5661946 % , in sigma: 105.661946 variable 37: 2.38116469 % , in sigma: 23.8116469 variable 38: 10.4261244 % , in sigma: 104.261244 variable 39: 10.0862889 % , in sigma: 100.862889 variables sorted by significance: 1 most relevant variable 23 corr 56.4659462 , in sigma: 564.659462 2 most relevant variable 8 corr 13.5864592 , in sigma: 135.864592 3 most relevant variable 24 corr 6.62696028 , in sigma: 66.2696028 4 most relevant variable 21 corr 5.83468294 , in sigma: 58.3468294 5 most relevant variable 39 corr 5.47658873 , in sigma: 54.7658873 6 most relevant variable 37 corr 3.63860369 , in sigma: 36.3860369 7 most relevant variable 17 corr 4.00444412 , in sigma: 40.0444412 8 most relevant variable 19 corr 4.62206411 , in sigma: 46.2206411 9 most relevant variable 7 corr 3.08923292 , in sigma: 30.8923292 10 most relevant variable 18 corr 2.36171818 , in sigma: 23.6171818 11 most relevant variable 14 corr 2.2233789 , in sigma: 22.233789 12 most relevant variable 34 corr 2.17635751 , in sigma: 21.7635751 13 most relevant variable 4 corr 1.49179637 , in sigma: 14.9179637 14 most relevant variable 38 corr 1.74085271 , in sigma: 17.4085271 15 most relevant variable 10 corr 1.63103426 , in sigma: 16.3103426 16 most relevant variable 25 corr 1.5222187 , in sigma: 15.222187 17 most relevant variable 13 corr 1.01586425 , in sigma: 10.1586425 18 most relevant variable 5 corr 1.15563691 , in sigma: 11.5563691 19 most relevant variable 6 corr 1.03601146 , in sigma: 10.3601146 20 most relevant variable 16 corr 1.15495884 , in sigma: 11.5495884 21 most relevant variable 26 corr 0.541584611 , in sigma: 5.41584611 22 most relevant variable 31 corr 0.981702149 , in sigma: 9.81702149 23 most relevant variable 35 corr 0.88152951 , in sigma: 8.8152951 24 most relevant variable 33 corr 0.874068499 , in sigma: 8.74068499 25 most relevant variable 32 corr 0.731098533 , in sigma: 7.31098533 26 most relevant variable 2 corr 0.60962224 , in sigma: 6.0962224 27 most relevant variable 3 corr 0.518574178 , in sigma: 5.18574178 28 most relevant variable 29 corr 0.4002707 , in sigma: 4.002707 29 most relevant variable 15 corr 0.362134337 , in sigma: 3.62134337 30 most relevant variable 30 corr 0.3746683 , in sigma: 3.746683 31 most relevant variable 12 corr 0.34965387 , in sigma: 3.4965387 32 most relevant variable 9 corr 0.298608541 , in sigma: 2.98608541 33 most relevant variable 20 corr 0.235705838 , in sigma: 2.35705838 34 most relevant variable 36 corr 0.200438172 , in sigma: 2.00438172 35 most relevant variable 27 corr 0.188993737 , in sigma: 1.88993737 36 most relevant variable 11 corr 0.140086249 , in sigma: 1.40086249 37 most relevant variable 28 corr 0.0158747211 , in sigma: 0.158747211 38 most relevant variable 22 corr 0.013791034 , in sigma: 0.13791034 global correlations between input variables: variable 2: 38.3458995 % variable 3: 96.196214 % variable 4: 87.8445397 % variable 5: 92.9027522 % variable 6: 75.982967 % variable 7: 87.7235205 % variable 8: 89.72657 % variable 9: 86.3213594 % variable 10: 30.0753066 % variable 11: 65.8816232 % variable 12: 80.1812281 % variable 13: 68.2723457 % variable 14: 35.1062953 % variable 15: 93.4541468 % variable 16: 88.3387906 % variable 17: 80.9714397 % variable 18: 72.6536526 % variable 19: 82.2130181 % variable 20: 84.0741205 % variable 21: 79.1008746 % variable 22: 73.6867884 % variable 23: 87.0785641 % variable 24: 96.2814038 % variable 25: 96.6659173 % variable 26: 89.1934329 % variable 27: 88.6183023 % variable 28: 83.940111 % variable 29: 66.3318959 % variable 30: 61.9044948 % variable 31: 88.0909214 % variable 32: 71.8763285 % variable 33: 45.2319164 % variable 34: 80.8101503 % variable 35: 79.9006713 % variable 36: 77.8730414 % variable 37: 85.9936789 % variable 38: 78.9296604 % variable 39: 22.5971074 % significance loss when removing single variables: variable 2: corr = 0.585202752 % , sigma = 5.85202752 variable 3: corr = 0.773482037 % , sigma = 7.73482037 variable 4: corr = 1.78276516 % , sigma = 17.8276516 variable 5: corr = 0.725307624 % , sigma = 7.25307624 variable 6: corr = 0.84558077 % , sigma = 8.4558077 variable 7: corr = 2.0288402 % , sigma = 20.288402 variable 8: corr = 3.54069561 % , sigma = 35.4069561 variable 9: corr = 0.29442613 % , sigma = 2.9442613 variable 10: corr = 1.49628207 % , sigma = 14.9628207 variable 11: corr = 0.14004656 % , sigma = 1.4004656 variable 12: corr = 0.262435712 % , sigma = 2.62435712 variable 13: corr = 0.94071954 % , sigma = 9.4071954 variable 14: corr = 2.12891148 % , sigma = 21.2891148 variable 15: corr = 0.467957736 % , sigma = 4.67957736 variable 16: corr = 1.36918621 % , sigma = 13.6918621 variable 17: corr = 3.03527815 % , sigma = 30.3527815 variable 18: corr = 1.92199635 % , sigma = 19.2199635 variable 19: corr = 2.49761158 % , sigma = 24.9761158 variable 20: corr = 0.239177425 % , sigma = 2.39177425 variable 21: corr = 4.3058476 % , sigma = 43.058476 variable 22: corr = 0.0137910337 % , sigma = 0.137910337 variable 23: corr = 32.5275155 % , sigma = 325.275155 variable 24: corr = 5.1619571 % , sigma = 51.619571 variable 25: corr = 1.39742892 % , sigma = 13.9742892 variable 26: corr = 0.507497398 % , sigma = 5.07497398 variable 27: corr = 0.189379874 % , sigma = 1.89379874 variable 28: corr = 0.0158557612 % , sigma = 0.158557612 variable 29: corr = 0.417804873 % , sigma = 4.17804873 variable 30: corr = 0.326685914 % , sigma = 3.26685914 variable 31: corr = 0.738437738 % , sigma = 7.38437738 variable 32: corr = 0.562543867 % , sigma = 5.62543867 variable 33: corr = 0.713784163 % , sigma = 7.13784163 variable 34: corr = 1.80234672 % , sigma = 18.0234672 variable 35: corr = 0.947085145 % , sigma = 9.47085145 variable 36: corr = 0.198263283 % , sigma = 1.98263283 variable 37: corr = 1.91457964 % , sigma = 19.1457964 variable 38: corr = 1.56612959 % , sigma = 15.6612959 variable 39: corr = 5.09099499 % , sigma = 50.9099499 Keep only 31 most significant input variables NVar: 32. 4493 ------------------------------------- Teacher: actual network topology: Nodes(1) = 32 Nodes(2) = 45 Nodes(3) = 1 ------------------------------------- --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 229.265106 sigma out 45 active outputs RANK 2 NODE 3 --> 109.491531 sigma out 45 active outputs RANK 3 NODE 19 --> 87.2610321 sigma out 45 active outputs RANK 4 NODE 13 --> 86.042099 sigma out 45 active outputs RANK 5 NODE 2 --> 85.6590118 sigma out 45 active outputs RANK 6 NODE 7 --> 83.7611313 sigma out 45 active outputs RANK 7 NODE 4 --> 83.3741455 sigma out 45 active outputs RANK 8 NODE 14 --> 83.0937653 sigma out 45 active outputs RANK 9 NODE 25 --> 81.8349991 sigma out 45 active outputs RANK 10 NODE 31 --> 79.1229172 sigma out 45 active outputs RANK 11 NODE 20 --> 74.6044388 sigma out 45 active outputs RANK 12 NODE 32 --> 73.2460403 sigma out 45 active outputs RANK 13 NODE 29 --> 73.0986404 sigma out 45 active outputs RANK 14 NODE 24 --> 72.8927307 sigma out 45 active outputs RANK 15 NODE 27 --> 71.9050598 sigma out 45 active outputs RANK 16 NODE 5 --> 71.5269699 sigma out 45 active outputs RANK 17 NODE 9 --> 70.0327835 sigma out 45 active outputs RANK 18 NODE 12 --> 69.3549957 sigma out 45 active outputs RANK 19 NODE 30 --> 69.0571594 sigma out 45 active outputs RANK 20 NODE 17 --> 67.5887909 sigma out 45 active outputs RANK 21 NODE 28 --> 67.5591202 sigma out 45 active outputs RANK 22 NODE 21 --> 67.0549545 sigma out 45 active outputs RANK 23 NODE 23 --> 66.5004044 sigma out 45 active outputs RANK 24 NODE 11 --> 63.9947052 sigma out 45 active outputs RANK 25 NODE 26 --> 63.6686096 sigma out 45 active outputs RANK 26 NODE 16 --> 63.6563721 sigma out 45 active outputs RANK 27 NODE 22 --> 62.7719307 sigma out 45 active outputs RANK 28 NODE 10 --> 62.4872627 sigma out 45 active outputs RANK 29 NODE 6 --> 61.7111702 sigma out 45 active outputs RANK 30 NODE 15 --> 60.1432648 sigma out 45 active outputs RANK 31 NODE 8 --> 59.4378128 sigma out 45 active outputs RANK 32 NODE 18 --> 55.3871346 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 16 --> 161.578201 sigma in 32act. ( 174.432037 sig out 1act.) RANK 2 NODE 1 --> 151.27301 sigma in 32act. ( 154.838364 sig out 1act.) RANK 3 NODE 32 --> 145.903442 sigma in 32act. ( 156.536087 sig out 1act.) RANK 4 NODE 3 --> 117.222755 sigma in 32act. ( 130.221375 sig out 1act.) RANK 5 NODE 13 --> 99.8091125 sigma in 32act. ( 111.285034 sig out 1act.) RANK 6 NODE 35 --> 95.8098068 sigma in 32act. ( 108.566902 sig out 1act.) RANK 7 NODE 2 --> 86.0051498 sigma in 32act. ( 95.28125 sig out 1act.) RANK 8 NODE 17 --> 85.4524765 sigma in 32act. ( 104.12674 sig out 1act.) RANK 9 NODE 41 --> 85.3176041 sigma in 32act. ( 96.6006088 sig out 1act.) RANK 10 NODE 6 --> 78.4970779 sigma in 32act. ( 77.4340897 sig out 1act.) RANK 11 NODE 20 --> 71.0022202 sigma in 32act. ( 61.6522331 sig out 1act.) RANK 12 NODE 27 --> 66.4163437 sigma in 32act. ( 72.4221649 sig out 1act.) RANK 13 NODE 11 --> 65.6617889 sigma in 32act. ( 74.9346313 sig out 1act.) RANK 14 NODE 8 --> 64.7906418 sigma in 32act. ( 58.8617668 sig out 1act.) RANK 15 NODE 10 --> 63.0205498 sigma in 32act. ( 63.0584793 sig out 1act.) RANK 16 NODE 28 --> 61.3904495 sigma in 32act. ( 68.9777374 sig out 1act.) RANK 17 NODE 15 --> 60.0875511 sigma in 32act. ( 67.542366 sig out 1act.) RANK 18 NODE 40 --> 56.3243599 sigma in 32act. ( 47.7454491 sig out 1act.) RANK 19 NODE 12 --> 55.1805763 sigma in 32act. ( 18.8633156 sig out 1act.) RANK 20 NODE 42 --> 54.4452934 sigma in 32act. ( 36.3169823 sig out 1act.) RANK 21 NODE 24 --> 54.3932266 sigma in 32act. ( 58.1560516 sig out 1act.) RANK 22 NODE 4 --> 53.7328491 sigma in 32act. ( 44.808815 sig out 1act.) RANK 23 NODE 37 --> 53.3431816 sigma in 32act. ( 35.5569267 sig out 1act.) RANK 24 NODE 26 --> 52.0315399 sigma in 32act. ( 48.3298798 sig out 1act.) RANK 25 NODE 23 --> 50.2034111 sigma in 32act. ( 46.7461319 sig out 1act.) RANK 26 NODE 39 --> 49.2514114 sigma in 32act. ( 34.5928078 sig out 1act.) RANK 27 NODE 30 --> 48.6998596 sigma in 32act. ( 46.2479668 sig out 1act.) RANK 28 NODE 14 --> 48.0074806 sigma in 32act. ( 5.6292572 sig out 1act.) RANK 29 NODE 5 --> 47.4326019 sigma in 32act. ( 24.7312222 sig out 1act.) RANK 30 NODE 34 --> 47.2293396 sigma in 32act. ( 26.3632145 sig out 1act.) RANK 31 NODE 18 --> 43.9901962 sigma in 32act. ( 12.4594049 sig out 1act.) RANK 32 NODE 38 --> 42.6028595 sigma in 32act. ( 0.28932777 sig out 1act.) RANK 33 NODE 44 --> 42.586647 sigma in 32act. ( 13.2872858 sig out 1act.) RANK 34 NODE 43 --> 41.971489 sigma in 32act. ( 10.7975569 sig out 1act.) RANK 35 NODE 7 --> 41.7161789 sigma in 32act. ( 12.5823975 sig out 1act.) RANK 36 NODE 29 --> 41.4900169 sigma in 32act. ( 32.5438042 sig out 1act.) RANK 37 NODE 25 --> 41.2000237 sigma in 32act. ( 20.4252529 sig out 1act.) RANK 38 NODE 45 --> 41.0435028 sigma in 32act. ( 9.57952118 sig out 1act.) RANK 39 NODE 36 --> 40.3780403 sigma in 32act. ( 1.15358829 sig out 1act.) RANK 40 NODE 33 --> 39.3602409 sigma in 32act. ( 7.83707285 sig out 1act.) RANK 41 NODE 19 --> 39.1831932 sigma in 32act. ( 13.862484 sig out 1act.) RANK 42 NODE 31 --> 38.5908813 sigma in 32act. ( 13.3929424 sig out 1act.) RANK 43 NODE 9 --> 36.3536224 sigma in 32act. ( 23.6992683 sig out 1act.) RANK 44 NODE 21 --> 36.0765686 sigma in 32act. ( 5.76530027 sig out 1act.) RANK 45 NODE 22 --> 30.3766384 sigma in 32act. ( 4.82225418 sig out 1act.) sorted by output significance RANK 1 NODE 16 --> 174.432037 sigma out 1act.( 161.578201 sig in 32act.) RANK 2 NODE 32 --> 156.536087 sigma out 1act.( 145.903442 sig in 32act.) RANK 3 NODE 1 --> 154.838364 sigma out 1act.( 151.27301 sig in 32act.) RANK 4 NODE 3 --> 130.221375 sigma out 1act.( 117.222755 sig in 32act.) RANK 5 NODE 13 --> 111.285034 sigma out 1act.( 99.8091125 sig in 32act.) RANK 6 NODE 35 --> 108.566902 sigma out 1act.( 95.8098068 sig in 32act.) RANK 7 NODE 17 --> 104.12674 sigma out 1act.( 85.4524765 sig in 32act.) RANK 8 NODE 41 --> 96.6006088 sigma out 1act.( 85.3176041 sig in 32act.) RANK 9 NODE 2 --> 95.28125 sigma out 1act.( 86.0051498 sig in 32act.) RANK 10 NODE 6 --> 77.4340897 sigma out 1act.( 78.4970779 sig in 32act.) RANK 11 NODE 11 --> 74.9346313 sigma out 1act.( 65.6617889 sig in 32act.) RANK 12 NODE 27 --> 72.4221649 sigma out 1act.( 66.4163437 sig in 32act.) RANK 13 NODE 28 --> 68.9777374 sigma out 1act.( 61.3904495 sig in 32act.) RANK 14 NODE 15 --> 67.542366 sigma out 1act.( 60.0875511 sig in 32act.) RANK 15 NODE 10 --> 63.0584793 sigma out 1act.( 63.0205498 sig in 32act.) RANK 16 NODE 20 --> 61.6522331 sigma out 1act.( 71.0022202 sig in 32act.) RANK 17 NODE 8 --> 58.8617668 sigma out 1act.( 64.7906418 sig in 32act.) RANK 18 NODE 24 --> 58.1560516 sigma out 1act.( 54.3932266 sig in 32act.) RANK 19 NODE 26 --> 48.3298798 sigma out 1act.( 52.0315399 sig in 32act.) RANK 20 NODE 40 --> 47.7454491 sigma out 1act.( 56.3243599 sig in 32act.) RANK 21 NODE 23 --> 46.7461319 sigma out 1act.( 50.2034111 sig in 32act.) RANK 22 NODE 30 --> 46.2479668 sigma out 1act.( 48.6998596 sig in 32act.) RANK 23 NODE 4 --> 44.808815 sigma out 1act.( 53.7328491 sig in 32act.) RANK 24 NODE 42 --> 36.3169823 sigma out 1act.( 54.4452934 sig in 32act.) RANK 25 NODE 37 --> 35.5569267 sigma out 1act.( 53.3431816 sig in 32act.) RANK 26 NODE 39 --> 34.5928078 sigma out 1act.( 49.2514114 sig in 32act.) RANK 27 NODE 29 --> 32.5438042 sigma out 1act.( 41.4900169 sig in 32act.) RANK 28 NODE 34 --> 26.3632145 sigma out 1act.( 47.2293396 sig in 32act.) RANK 29 NODE 5 --> 24.7312222 sigma out 1act.( 47.4326019 sig in 32act.) RANK 30 NODE 9 --> 23.6992683 sigma out 1act.( 36.3536224 sig in 32act.) RANK 31 NODE 25 --> 20.4252529 sigma out 1act.( 41.2000237 sig in 32act.) RANK 32 NODE 12 --> 18.8633156 sigma out 1act.( 55.1805763 sig in 32act.) RANK 33 NODE 19 --> 13.862484 sigma out 1act.( 39.1831932 sig in 32act.) RANK 34 NODE 31 --> 13.3929424 sigma out 1act.( 38.5908813 sig in 32act.) RANK 35 NODE 44 --> 13.2872858 sigma out 1act.( 42.586647 sig in 32act.) RANK 36 NODE 7 --> 12.5823975 sigma out 1act.( 41.7161789 sig in 32act.) RANK 37 NODE 18 --> 12.4594049 sigma out 1act.( 43.9901962 sig in 32act.) RANK 38 NODE 43 --> 10.7975569 sigma out 1act.( 41.971489 sig in 32act.) RANK 39 NODE 45 --> 9.57952118 sigma out 1act.( 41.0435028 sig in 32act.) RANK 40 NODE 33 --> 7.83707285 sigma out 1act.( 39.3602409 sig in 32act.) RANK 41 NODE 21 --> 5.76530027 sigma out 1act.( 36.0765686 sig in 32act.) RANK 42 NODE 14 --> 5.6292572 sigma out 1act.( 48.0074806 sig in 32act.) RANK 43 NODE 22 --> 4.82225418 sigma out 1act.( 30.3766384 sig in 32act.) RANK 44 NODE 36 --> 1.15358829 sigma out 1act.( 40.3780403 sig in 32act.) RANK 45 NODE 38 --> 0.28932777 sigma out 1act.( 42.6028595 sig in 32act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 457.968567 sigma in 45 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 252.221725 sigma out 45 active outputs RANK 2 NODE 3 --> 105.366005 sigma out 45 active outputs RANK 3 NODE 13 --> 78.1154938 sigma out 45 active outputs RANK 4 NODE 7 --> 78.0347672 sigma out 45 active outputs RANK 5 NODE 4 --> 76.675621 sigma out 45 active outputs RANK 6 NODE 19 --> 75.8546677 sigma out 45 active outputs RANK 7 NODE 2 --> 73.1968002 sigma out 45 active outputs RANK 8 NODE 31 --> 71.8962784 sigma out 45 active outputs RANK 9 NODE 25 --> 65.7526169 sigma out 45 active outputs RANK 10 NODE 14 --> 64.7494354 sigma out 45 active outputs RANK 11 NODE 20 --> 61.2964058 sigma out 45 active outputs RANK 12 NODE 9 --> 60.1111374 sigma out 45 active outputs RANK 13 NODE 17 --> 59.8993759 sigma out 45 active outputs RANK 14 NODE 24 --> 59.5739517 sigma out 45 active outputs RANK 15 NODE 12 --> 58.8327789 sigma out 45 active outputs RANK 16 NODE 32 --> 58.514122 sigma out 45 active outputs RANK 17 NODE 27 --> 57.7924767 sigma out 45 active outputs RANK 18 NODE 30 --> 56.6415482 sigma out 45 active outputs RANK 19 NODE 5 --> 55.3978958 sigma out 45 active outputs RANK 20 NODE 21 --> 54.2764359 sigma out 45 active outputs RANK 21 NODE 28 --> 53.1883354 sigma out 45 active outputs RANK 22 NODE 29 --> 51.8290558 sigma out 45 active outputs RANK 23 NODE 26 --> 49.1554718 sigma out 45 active outputs RANK 24 NODE 11 --> 48.812748 sigma out 45 active outputs RANK 25 NODE 16 --> 47.3789291 sigma out 45 active outputs RANK 26 NODE 10 --> 47.327713 sigma out 45 active outputs RANK 27 NODE 23 --> 46.5361977 sigma out 45 active outputs RANK 28 NODE 6 --> 44.9813805 sigma out 45 active outputs RANK 29 NODE 8 --> 44.2208748 sigma out 45 active outputs RANK 30 NODE 15 --> 44.0121002 sigma out 45 active outputs RANK 31 NODE 22 --> 40.5222282 sigma out 45 active outputs RANK 32 NODE 18 --> 40.1560326 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 16 --> 171.362885 sigma in 32act. ( 143.297684 sig out 1act.) RANK 2 NODE 1 --> 158.678177 sigma in 32act. ( 129.918854 sig out 1act.) RANK 3 NODE 32 --> 158.521561 sigma in 32act. ( 125.837524 sig out 1act.) RANK 4 NODE 3 --> 122.192947 sigma in 32act. ( 105.289413 sig out 1act.) RANK 5 NODE 13 --> 100.890091 sigma in 32act. ( 89.2688675 sig out 1act.) RANK 6 NODE 35 --> 97.3019485 sigma in 32act. ( 87.1476135 sig out 1act.) RANK 7 NODE 41 --> 86.1451416 sigma in 32act. ( 76.7300034 sig out 1act.) RANK 8 NODE 2 --> 82.6825943 sigma in 32act. ( 76.6130295 sig out 1act.) RANK 9 NODE 17 --> 80.8091812 sigma in 32act. ( 86.3145828 sig out 1act.) RANK 10 NODE 6 --> 68.3954849 sigma in 32act. ( 60.3190193 sig out 1act.) RANK 11 NODE 27 --> 60.2865944 sigma in 32act. ( 57.9846611 sig out 1act.) RANK 12 NODE 11 --> 59.9295578 sigma in 32act. ( 59.6484032 sig out 1act.) RANK 13 NODE 15 --> 57.8966255 sigma in 32act. ( 53.339344 sig out 1act.) RANK 14 NODE 10 --> 56.2544823 sigma in 32act. ( 48.4605789 sig out 1act.) RANK 15 NODE 28 --> 54.4391212 sigma in 32act. ( 54.3610916 sig out 1act.) RANK 16 NODE 20 --> 49.4914093 sigma in 32act. ( 50.1561279 sig out 1act.) RANK 17 NODE 8 --> 48.9307213 sigma in 32act. ( 47.2290039 sig out 1act.) RANK 18 NODE 24 --> 48.672039 sigma in 32act. ( 45.8437729 sig out 1act.) RANK 19 NODE 40 --> 41.1730347 sigma in 32act. ( 36.9147491 sig out 1act.) RANK 20 NODE 4 --> 39.4808044 sigma in 32act. ( 34.7745056 sig out 1act.) RANK 21 NODE 26 --> 39.2576714 sigma in 32act. ( 37.834713 sig out 1act.) RANK 22 NODE 30 --> 38.0955162 sigma in 32act. ( 35.7655792 sig out 1act.) RANK 23 NODE 23 --> 37.0171814 sigma in 32act. ( 36.7287254 sig out 1act.) RANK 24 NODE 42 --> 29.9004478 sigma in 32act. ( 29.3794155 sig out 1act.) RANK 25 NODE 37 --> 28.7938061 sigma in 32act. ( 28.8961639 sig out 1act.) RANK 26 NODE 39 --> 28.4792137 sigma in 32act. ( 26.9257832 sig out 1act.) RANK 27 NODE 29 --> 25.3523903 sigma in 32act. ( 25.4118977 sig out 1act.) RANK 28 NODE 34 --> 22.4906693 sigma in 32act. ( 20.6713943 sig out 1act.) RANK 29 NODE 5 --> 20.4678726 sigma in 32act. ( 19.4701633 sig out 1act.) RANK 30 NODE 9 --> 19.4928608 sigma in 32act. ( 17.8256779 sig out 1act.) RANK 31 NODE 12 --> 17.898325 sigma in 32act. ( 15.4816465 sig out 1act.) RANK 32 NODE 25 --> 17.2157612 sigma in 32act. ( 15.8773041 sig out 1act.) RANK 33 NODE 44 --> 13.0476971 sigma in 32act. ( 10.5095215 sig out 1act.) RANK 34 NODE 18 --> 12.5735397 sigma in 32act. ( 9.61898708 sig out 1act.) RANK 35 NODE 19 --> 12.4055586 sigma in 32act. ( 10.6204329 sig out 1act.) RANK 36 NODE 7 --> 11.7331467 sigma in 32act. ( 9.88183308 sig out 1act.) RANK 37 NODE 31 --> 11.3131208 sigma in 32act. ( 10.9829607 sig out 1act.) RANK 38 NODE 43 --> 11.2261715 sigma in 32act. ( 8.41609383 sig out 1act.) RANK 39 NODE 45 --> 9.62250423 sigma in 32act. ( 7.84788799 sig out 1act.) RANK 40 NODE 14 --> 9.33457756 sigma in 32act. ( 4.49721003 sig out 1act.) RANK 41 NODE 33 --> 8.99905777 sigma in 32act. ( 6.09538031 sig out 1act.) RANK 42 NODE 21 --> 7.65277767 sigma in 32act. ( 4.34077358 sig out 1act.) RANK 43 NODE 38 --> 7.21447802 sigma in 32act. ( 0.253999621 sig out 1act.) RANK 44 NODE 36 --> 6.66791248 sigma in 32act. ( 0.902487576 sig out 1act.) RANK 45 NODE 22 --> 6.0130167 sigma in 32act. ( 3.53334332 sig out 1act.) sorted by output significance RANK 1 NODE 16 --> 143.297684 sigma out 1act.( 171.362885 sig in 32act.) RANK 2 NODE 1 --> 129.918854 sigma out 1act.( 158.678177 sig in 32act.) RANK 3 NODE 32 --> 125.837524 sigma out 1act.( 158.521561 sig in 32act.) RANK 4 NODE 3 --> 105.289413 sigma out 1act.( 122.192947 sig in 32act.) RANK 5 NODE 13 --> 89.2688675 sigma out 1act.( 100.890091 sig in 32act.) RANK 6 NODE 35 --> 87.1476135 sigma out 1act.( 97.3019485 sig in 32act.) RANK 7 NODE 17 --> 86.3145828 sigma out 1act.( 80.8091812 sig in 32act.) RANK 8 NODE 41 --> 76.7300034 sigma out 1act.( 86.1451416 sig in 32act.) RANK 9 NODE 2 --> 76.6130295 sigma out 1act.( 82.6825943 sig in 32act.) RANK 10 NODE 6 --> 60.3190193 sigma out 1act.( 68.3954849 sig in 32act.) RANK 11 NODE 11 --> 59.6484032 sigma out 1act.( 59.9295578 sig in 32act.) RANK 12 NODE 27 --> 57.9846611 sigma out 1act.( 60.2865944 sig in 32act.) RANK 13 NODE 28 --> 54.3610916 sigma out 1act.( 54.4391212 sig in 32act.) RANK 14 NODE 15 --> 53.339344 sigma out 1act.( 57.8966255 sig in 32act.) RANK 15 NODE 20 --> 50.1561279 sigma out 1act.( 49.4914093 sig in 32act.) RANK 16 NODE 10 --> 48.4605789 sigma out 1act.( 56.2544823 sig in 32act.) RANK 17 NODE 8 --> 47.2290039 sigma out 1act.( 48.9307213 sig in 32act.) RANK 18 NODE 24 --> 45.8437729 sigma out 1act.( 48.672039 sig in 32act.) RANK 19 NODE 26 --> 37.834713 sigma out 1act.( 39.2576714 sig in 32act.) RANK 20 NODE 40 --> 36.9147491 sigma out 1act.( 41.1730347 sig in 32act.) RANK 21 NODE 23 --> 36.7287254 sigma out 1act.( 37.0171814 sig in 32act.) RANK 22 NODE 30 --> 35.7655792 sigma out 1act.( 38.0955162 sig in 32act.) RANK 23 NODE 4 --> 34.7745056 sigma out 1act.( 39.4808044 sig in 32act.) RANK 24 NODE 42 --> 29.3794155 sigma out 1act.( 29.9004478 sig in 32act.) RANK 25 NODE 37 --> 28.8961639 sigma out 1act.( 28.7938061 sig in 32act.) RANK 26 NODE 39 --> 26.9257832 sigma out 1act.( 28.4792137 sig in 32act.) RANK 27 NODE 29 --> 25.4118977 sigma out 1act.( 25.3523903 sig in 32act.) RANK 28 NODE 34 --> 20.6713943 sigma out 1act.( 22.4906693 sig in 32act.) RANK 29 NODE 5 --> 19.4701633 sigma out 1act.( 20.4678726 sig in 32act.) RANK 30 NODE 9 --> 17.8256779 sigma out 1act.( 19.4928608 sig in 32act.) RANK 31 NODE 25 --> 15.8773041 sigma out 1act.( 17.2157612 sig in 32act.) RANK 32 NODE 12 --> 15.4816465 sigma out 1act.( 17.898325 sig in 32act.) RANK 33 NODE 31 --> 10.9829607 sigma out 1act.( 11.3131208 sig in 32act.) RANK 34 NODE 19 --> 10.6204329 sigma out 1act.( 12.4055586 sig in 32act.) RANK 35 NODE 44 --> 10.5095215 sigma out 1act.( 13.0476971 sig in 32act.) RANK 36 NODE 7 --> 9.88183308 sigma out 1act.( 11.7331467 sig in 32act.) RANK 37 NODE 18 --> 9.61898708 sigma out 1act.( 12.5735397 sig in 32act.) RANK 38 NODE 43 --> 8.41609383 sigma out 1act.( 11.2261715 sig in 32act.) RANK 39 NODE 45 --> 7.84788799 sigma out 1act.( 9.62250423 sig in 32act.) RANK 40 NODE 33 --> 6.09538031 sigma out 1act.( 8.99905777 sig in 32act.) RANK 41 NODE 14 --> 4.49721003 sigma out 1act.( 9.33457756 sig in 32act.) RANK 42 NODE 21 --> 4.34077358 sigma out 1act.( 7.65277767 sig in 32act.) RANK 43 NODE 22 --> 3.53334332 sigma out 1act.( 6.0130167 sig in 32act.) RANK 44 NODE 36 --> 0.902487576 sigma out 1act.( 6.66791248 sig in 32act.) RANK 45 NODE 38 --> 0.253999621 sigma out 1act.( 7.21447802 sig in 32act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 369.77359 sigma in 45 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.477619588 *** contribution from regularisation: 0.00119637081 *** contribution from error: -0.478815973 *** contribution from DIAG: 4.80932067E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.503520429 *** contribution from regularisation: 0.00241651246 *** contribution from error: -0.505936921 *** contribution from DIAG: 9.42600673E-05 *********************************************** ENTER BFGS code START -503526.175 -0.713225067 0. EXIT FROM BFGS code FG_START 0. -0.713225067 0. --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.504128575 *** contribution from regularisation: 0.00209216797 *** contribution from error: -0.506220758 *** contribution from DIAG: 0.000134510381 *********************************************** ENTER BFGS code FG_START -503994.049 -0.713225067 -501.481689 EXIT FROM BFGS code FG_LNSRCH 0. -0.752297878 0. --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.495195299 *** contribution from regularisation: 0.00224152254 *** contribution from error: -0.497436821 *** contribution from DIAG: 0.000319108192 *********************************************** ENTER BFGS code FG_LNSRCH -494876.189 -0.752297878 -10200.0527 EXIT FROM BFGS code FG_LNSRCH 0. -0.727515221 0. --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.504260063 *** contribution from regularisation: 0.00220922008 *** contribution from error: -0.506469309 *** contribution from DIAG: 0.000131924942 *********************************************** ENTER BFGS code FG_LNSRCH -504128.14 -0.727515221 -3274.88647 EXIT FROM BFGS code NEW_X -504128.14 -0.727515221 -3274.88647 ENTER BFGS code NEW_X -504128.14 -0.727515221 -3274.88647 EXIT FROM BFGS code FG_LNSRCH 0. -0.733607411 0. --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.505282342 *** contribution from regularisation: 0.00222323672 *** contribution from error: -0.507505596 *** contribution from DIAG: 0.000165149002 *********************************************** ENTER BFGS code FG_LNSRCH -505117.221 -0.733607411 -369.014221 EXIT FROM BFGS code NEW_X -505117.221 -0.733607411 -369.014221 ENTER BFGS code NEW_X -505117.221 -0.733607411 -369.014221 EXIT FROM BFGS code FG_LNSRCH 0. -0.741207421 0. --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.505756736 *** contribution from regularisation: 0.00226818235 *** contribution from error: -0.508024931 *** contribution from DIAG: 0.000193594271 *********************************************** ENTER BFGS code FG_LNSRCH -505563.156 -0.741207421 859.150635 EXIT FROM BFGS code NEW_X -505563.156 -0.741207421 859.150635 ENTER BFGS code NEW_X -505563.156 -0.741207421 859.150635 EXIT FROM BFGS code FG_LNSRCH 0. -0.771027207 0. --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.507310748 *** contribution from regularisation: 0.00232104049 *** contribution from error: -0.509631813 *** contribution from DIAG: 0.000186005738 *********************************************** ENTER BFGS code FG_LNSRCH -507124.756 -0.771027207 3573.89185 EXIT FROM BFGS code NEW_X -507124.756 -0.771027207 3573.89185 ENTER BFGS code NEW_X -507124.756 -0.771027207 3573.89185 EXIT FROM BFGS code FG_LNSRCH 0. -0.797453225 0. --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.508930624 *** contribution from regularisation: 0.00237110513 *** contribution from error: -0.511301756 *** contribution from DIAG: 0.00017257109 *********************************************** ENTER BFGS code FG_LNSRCH -508758.08 -0.797453225 4370.3584 EXIT FROM BFGS code NEW_X -508758.08 -0.797453225 4370.3584 ENTER BFGS code NEW_X -508758.08 -0.797453225 4370.3584 EXIT FROM BFGS code FG_LNSRCH 0. -0.838296771 0. --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 252.881821 sigma out 45 active outputs RANK 2 NODE 3 --> 179.136383 sigma out 45 active outputs RANK 3 NODE 4 --> 135.28627 sigma out 45 active outputs RANK 4 NODE 7 --> 131.380829 sigma out 45 active outputs RANK 5 NODE 13 --> 121.737785 sigma out 45 active outputs RANK 6 NODE 2 --> 100.82045 sigma out 45 active outputs RANK 7 NODE 23 --> 85.1639938 sigma out 45 active outputs RANK 8 NODE 17 --> 82.2030869 sigma out 45 active outputs RANK 9 NODE 9 --> 77.285347 sigma out 45 active outputs RANK 10 NODE 12 --> 75.6954956 sigma out 45 active outputs RANK 11 NODE 19 --> 72.6160889 sigma out 45 active outputs RANK 12 NODE 20 --> 68.2656555 sigma out 45 active outputs RANK 13 NODE 21 --> 66.3814774 sigma out 45 active outputs RANK 14 NODE 27 --> 65.172821 sigma out 45 active outputs RANK 15 NODE 24 --> 64.7975388 sigma out 45 active outputs RANK 16 NODE 31 --> 62.2381744 sigma out 45 active outputs RANK 17 NODE 14 --> 62.0870705 sigma out 45 active outputs RANK 18 NODE 25 --> 60.7103996 sigma out 45 active outputs RANK 19 NODE 28 --> 60.1379852 sigma out 45 active outputs RANK 20 NODE 32 --> 59.6313553 sigma out 45 active outputs RANK 21 NODE 30 --> 57.78862 sigma out 45 active outputs RANK 22 NODE 11 --> 55.1540642 sigma out 45 active outputs RANK 23 NODE 10 --> 53.1379776 sigma out 45 active outputs RANK 24 NODE 8 --> 50.7811623 sigma out 45 active outputs RANK 25 NODE 6 --> 49.5343323 sigma out 45 active outputs RANK 26 NODE 5 --> 49.2198029 sigma out 45 active outputs RANK 27 NODE 16 --> 46.2044029 sigma out 45 active outputs RANK 28 NODE 29 --> 46.1555557 sigma out 45 active outputs RANK 29 NODE 18 --> 45.6461716 sigma out 45 active outputs RANK 30 NODE 26 --> 43.9667435 sigma out 45 active outputs RANK 31 NODE 22 --> 41.2608223 sigma out 45 active outputs RANK 32 NODE 15 --> 37.2279625 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 1 --> 243.535767 sigma in 32act. ( 302.935577 sig out 1act.) RANK 2 NODE 16 --> 199.489136 sigma in 32act. ( 252.642349 sig out 1act.) RANK 3 NODE 32 --> 185.91803 sigma in 32act. ( 197.225677 sig out 1act.) RANK 4 NODE 3 --> 122.312279 sigma in 32act. ( 111.494743 sig out 1act.) RANK 5 NODE 13 --> 117.49424 sigma in 32act. ( 111.720985 sig out 1act.) RANK 6 NODE 35 --> 105.012009 sigma in 32act. ( 117.561272 sig out 1act.) RANK 7 NODE 17 --> 100.862762 sigma in 32act. ( 124.231598 sig out 1act.) RANK 8 NODE 41 --> 91.4472656 sigma in 32act. ( 98.5642471 sig out 1act.) RANK 9 NODE 2 --> 90.6257629 sigma in 32act. ( 117.880806 sig out 1act.) RANK 10 NODE 15 --> 70.7406387 sigma in 32act. ( 82.3834381 sig out 1act.) RANK 11 NODE 20 --> 68.2019272 sigma in 32act. ( 63.121994 sig out 1act.) RANK 12 NODE 8 --> 64.9507065 sigma in 32act. ( 64.2087097 sig out 1act.) RANK 13 NODE 11 --> 61.5380936 sigma in 32act. ( 64.3116379 sig out 1act.) RANK 14 NODE 24 --> 61.4597816 sigma in 32act. ( 67.3011703 sig out 1act.) RANK 15 NODE 28 --> 59.3688354 sigma in 32act. ( 64.6607971 sig out 1act.) RANK 16 NODE 27 --> 59.0873108 sigma in 32act. ( 62.2544479 sig out 1act.) RANK 17 NODE 6 --> 58.388092 sigma in 32act. ( 53.6338081 sig out 1act.) RANK 18 NODE 26 --> 50.0695381 sigma in 32act. ( 48.1603203 sig out 1act.) RANK 19 NODE 4 --> 48.646019 sigma in 32act. ( 42.8046074 sig out 1act.) RANK 20 NODE 10 --> 47.6734047 sigma in 32act. ( 44.2713318 sig out 1act.) RANK 21 NODE 23 --> 40.3571815 sigma in 32act. ( 39.2290497 sig out 1act.) RANK 22 NODE 30 --> 39.2358093 sigma in 32act. ( 38.2791748 sig out 1act.) RANK 23 NODE 40 --> 35.2305374 sigma in 32act. ( 31.8471336 sig out 1act.) RANK 24 NODE 12 --> 34.1974945 sigma in 32act. ( 32.2164345 sig out 1act.) RANK 25 NODE 39 --> 29.8501453 sigma in 32act. ( 28.171505 sig out 1act.) RANK 26 NODE 45 --> 29.0671139 sigma in 32act. ( 32.393959 sig out 1act.) RANK 27 NODE 34 --> 27.921505 sigma in 32act. ( 25.4405022 sig out 1act.) RANK 28 NODE 42 --> 26.091938 sigma in 32act. ( 24.2523823 sig out 1act.) RANK 29 NODE 9 --> 23.0847301 sigma in 32act. ( 21.1519222 sig out 1act.) RANK 30 NODE 37 --> 21.7136478 sigma in 32act. ( 20.5365009 sig out 1act.) RANK 31 NODE 25 --> 21.0253544 sigma in 32act. ( 19.3974094 sig out 1act.) RANK 32 NODE 5 --> 18.6975098 sigma in 32act. ( 15.8084469 sig out 1act.) RANK 33 NODE 29 --> 17.185421 sigma in 32act. ( 15.2224417 sig out 1act.) RANK 34 NODE 7 --> 15.0457592 sigma in 32act. ( 11.9702225 sig out 1act.) RANK 35 NODE 44 --> 14.8630018 sigma in 32act. ( 10.8238544 sig out 1act.) RANK 36 NODE 21 --> 13.261797 sigma in 32act. ( 9.57295322 sig out 1act.) RANK 37 NODE 14 --> 12.8137779 sigma in 32act. ( 6.26665735 sig out 1act.) RANK 38 NODE 43 --> 12.4556808 sigma in 32act. ( 7.34560204 sig out 1act.) RANK 39 NODE 36 --> 10.8871994 sigma in 32act. ( 6.7418294 sig out 1act.) RANK 40 NODE 38 --> 10.4927731 sigma in 32act. ( 5.90981531 sig out 1act.) RANK 41 NODE 33 --> 10.4920664 sigma in 32act. ( 5.06726265 sig out 1act.) RANK 42 NODE 19 --> 10.0351753 sigma in 32act. ( 5.18262434 sig out 1act.) RANK 43 NODE 18 --> 9.92350864 sigma in 32act. ( 1.09036565 sig out 1act.) RANK 44 NODE 31 --> 8.74126434 sigma in 32act. ( 1.99007475 sig out 1act.) RANK 45 NODE 22 --> 7.57031441 sigma in 32act. ( 3.24639726 sig out 1act.) sorted by output significance RANK 1 NODE 1 --> 302.935577 sigma out 1act.( 243.535767 sig in 32act.) RANK 2 NODE 16 --> 252.642349 sigma out 1act.( 199.489136 sig in 32act.) RANK 3 NODE 32 --> 197.225677 sigma out 1act.( 185.91803 sig in 32act.) RANK 4 NODE 17 --> 124.231598 sigma out 1act.( 100.862762 sig in 32act.) RANK 5 NODE 2 --> 117.880806 sigma out 1act.( 90.6257629 sig in 32act.) RANK 6 NODE 35 --> 117.561272 sigma out 1act.( 105.012009 sig in 32act.) RANK 7 NODE 13 --> 111.720985 sigma out 1act.( 117.49424 sig in 32act.) RANK 8 NODE 3 --> 111.494743 sigma out 1act.( 122.312279 sig in 32act.) RANK 9 NODE 41 --> 98.5642471 sigma out 1act.( 91.4472656 sig in 32act.) RANK 10 NODE 15 --> 82.3834381 sigma out 1act.( 70.7406387 sig in 32act.) RANK 11 NODE 24 --> 67.3011703 sigma out 1act.( 61.4597816 sig in 32act.) RANK 12 NODE 28 --> 64.6607971 sigma out 1act.( 59.3688354 sig in 32act.) RANK 13 NODE 11 --> 64.3116379 sigma out 1act.( 61.5380936 sig in 32act.) RANK 14 NODE 8 --> 64.2087097 sigma out 1act.( 64.9507065 sig in 32act.) RANK 15 NODE 20 --> 63.121994 sigma out 1act.( 68.2019272 sig in 32act.) RANK 16 NODE 27 --> 62.2544479 sigma out 1act.( 59.0873108 sig in 32act.) RANK 17 NODE 6 --> 53.6338081 sigma out 1act.( 58.388092 sig in 32act.) RANK 18 NODE 26 --> 48.1603203 sigma out 1act.( 50.0695381 sig in 32act.) RANK 19 NODE 10 --> 44.2713318 sigma out 1act.( 47.6734047 sig in 32act.) RANK 20 NODE 4 --> 42.8046074 sigma out 1act.( 48.646019 sig in 32act.) RANK 21 NODE 23 --> 39.2290497 sigma out 1act.( 40.3571815 sig in 32act.) RANK 22 NODE 30 --> 38.2791748 sigma out 1act.( 39.2358093 sig in 32act.) RANK 23 NODE 45 --> 32.393959 sigma out 1act.( 29.0671139 sig in 32act.) RANK 24 NODE 12 --> 32.2164345 sigma out 1act.( 34.1974945 sig in 32act.) RANK 25 NODE 40 --> 31.8471336 sigma out 1act.( 35.2305374 sig in 32act.) RANK 26 NODE 39 --> 28.171505 sigma out 1act.( 29.8501453 sig in 32act.) RANK 27 NODE 34 --> 25.4405022 sigma out 1act.( 27.921505 sig in 32act.) RANK 28 NODE 42 --> 24.2523823 sigma out 1act.( 26.091938 sig in 32act.) RANK 29 NODE 9 --> 21.1519222 sigma out 1act.( 23.0847301 sig in 32act.) RANK 30 NODE 37 --> 20.5365009 sigma out 1act.( 21.7136478 sig in 32act.) RANK 31 NODE 25 --> 19.3974094 sigma out 1act.( 21.0253544 sig in 32act.) RANK 32 NODE 5 --> 15.8084469 sigma out 1act.( 18.6975098 sig in 32act.) RANK 33 NODE 29 --> 15.2224417 sigma out 1act.( 17.185421 sig in 32act.) RANK 34 NODE 7 --> 11.9702225 sigma out 1act.( 15.0457592 sig in 32act.) RANK 35 NODE 44 --> 10.8238544 sigma out 1act.( 14.8630018 sig in 32act.) RANK 36 NODE 21 --> 9.57295322 sigma out 1act.( 13.261797 sig in 32act.) RANK 37 NODE 43 --> 7.34560204 sigma out 1act.( 12.4556808 sig in 32act.) RANK 38 NODE 36 --> 6.7418294 sigma out 1act.( 10.8871994 sig in 32act.) RANK 39 NODE 14 --> 6.26665735 sigma out 1act.( 12.8137779 sig in 32act.) RANK 40 NODE 38 --> 5.90981531 sigma out 1act.( 10.4927731 sig in 32act.) RANK 41 NODE 19 --> 5.18262434 sigma out 1act.( 10.0351753 sig in 32act.) RANK 42 NODE 33 --> 5.06726265 sigma out 1act.( 10.4920664 sig in 32act.) RANK 43 NODE 22 --> 3.24639726 sigma out 1act.( 7.57031441 sig in 32act.) RANK 44 NODE 31 --> 1.99007475 sigma out 1act.( 8.74126434 sig in 32act.) RANK 45 NODE 18 --> 1.09036565 sigma out 1act.( 9.92350864 sig in 32act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 568.624573 sigma in 45 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.512537718 *** contribution from regularisation: 0.00245829485 *** contribution from error: -0.514995992 *** contribution from DIAG: 0.00017356874 *********************************************** ENTER BFGS code FG_LNSRCH -512364.165 -0.838296771 2114.76147 EXIT FROM BFGS code NEW_X -512364.165 -0.838296771 2114.76147 ENTER BFGS code NEW_X -512364.165 -0.838296771 2114.76147 EXIT FROM BFGS code FG_LNSRCH 0. -0.881644785 0. --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.515589237 *** contribution from regularisation: 0.0024766326 *** contribution from error: -0.51806587 *** contribution from DIAG: 0.000200825423 *********************************************** ENTER BFGS code FG_LNSRCH -515388.401 -0.881644785 629.126038 EXIT FROM BFGS code NEW_X -515388.401 -0.881644785 629.126038 ENTER BFGS code NEW_X -515388.401 -0.881644785 629.126038 EXIT FROM BFGS code FG_LNSRCH 0. -0.885218918 0. --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.515651226 *** contribution from regularisation: 0.00231680786 *** contribution from error: -0.517968059 *** contribution from DIAG: 0.000204901298 *********************************************** ENTER BFGS code FG_LNSRCH -515446.323 -0.885218918 -3091.11548 EXIT FROM BFGS code FG_LNSRCH 0. -0.883388698 0. --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.516693771 *** contribution from regularisation: 0.00226609549 *** contribution from error: -0.51895988 *** contribution from DIAG: 0.000211797858 *********************************************** ENTER BFGS code FG_LNSRCH -516481.95 -0.883388698 -1489.69373 EXIT FROM BFGS code NEW_X -516481.95 -0.883388698 -1489.69373 ENTER BFGS code NEW_X -516481.95 -0.883388698 -1489.69373 EXIT FROM BFGS code FG_LNSRCH 0. -0.880170763 0. --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.517108917 *** contribution from regularisation: 0.00228106952 *** contribution from error: -0.519389987 *** contribution from DIAG: 0.000246999785 *********************************************** ENTER BFGS code FG_LNSRCH -516861.889 -0.880170763 -667.80072 EXIT FROM BFGS code NEW_X -516861.889 -0.880170763 -667.80072 ENTER BFGS code NEW_X -516861.889 -0.880170763 -667.80072 EXIT FROM BFGS code FG_LNSRCH 0. -0.88441658 0. --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.517561734 *** contribution from regularisation: 0.00229348475 *** contribution from error: -0.519855201 *** contribution from DIAG: 0.000299782667 *********************************************** ENTER BFGS code FG_LNSRCH -517261.962 -0.88441658 -300.374725 EXIT FROM BFGS code NEW_X -517261.962 -0.88441658 -300.374725 ENTER BFGS code NEW_X -517261.962 -0.88441658 -300.374725 EXIT FROM BFGS code FG_LNSRCH 0. -0.898052514 0. --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.518297136 *** contribution from regularisation: 0.00231301435 *** contribution from error: -0.520610154 *** contribution from DIAG: 0.000379790727 *********************************************** ENTER BFGS code FG_LNSRCH -517917.37 -0.898052514 -7.90279102 EXIT FROM BFGS code NEW_X -517917.37 -0.898052514 -7.90279102 ENTER BFGS code NEW_X -517917.37 -0.898052514 -7.90279102 EXIT FROM BFGS code FG_LNSRCH 0. -0.913824916 0. --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.519228637 *** contribution from regularisation: 0.00230037095 *** contribution from error: -0.521529019 *** contribution from DIAG: 0.000397724943 *********************************************** ENTER BFGS code FG_LNSRCH -518830.931 -0.913824916 322.216827 EXIT FROM BFGS code NEW_X -518830.931 -0.913824916 322.216827 ENTER BFGS code NEW_X -518830.931 -0.913824916 322.216827 EXIT FROM BFGS code FG_LNSRCH 0. -0.960990191 0. --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.520041406 *** contribution from regularisation: 0.00245996891 *** contribution from error: -0.522501349 *** contribution from DIAG: 0.000193739819 *********************************************** ENTER BFGS code FG_LNSRCH -519847.672 -0.960990191 -3023.77246 EXIT FROM BFGS code NEW_X -519847.672 -0.960990191 -3023.77246 ENTER BFGS code NEW_X -519847.672 -0.960990191 -3023.77246 EXIT FROM BFGS code FG_LNSRCH 0. -0.974817991 0. --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.521975935 *** contribution from regularisation: 0.00222976459 *** contribution from error: -0.524205685 *** contribution from DIAG: 0.000237114305 *********************************************** ENTER BFGS code FG_LNSRCH -521738.834 -0.974817991 167.73468 EXIT FROM BFGS code NEW_X -521738.834 -0.974817991 167.73468 ENTER BFGS code NEW_X -521738.834 -0.974817991 167.73468 EXIT FROM BFGS code FG_LNSRCH 0. -0.970782757 0. --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 274.264893 sigma out 45 active outputs RANK 2 NODE 3 --> 217.611496 sigma out 45 active outputs RANK 3 NODE 4 --> 213.659744 sigma out 45 active outputs RANK 4 NODE 13 --> 168.279678 sigma out 45 active outputs RANK 5 NODE 7 --> 155.375427 sigma out 45 active outputs RANK 6 NODE 2 --> 146.476913 sigma out 45 active outputs RANK 7 NODE 6 --> 128.343079 sigma out 45 active outputs RANK 8 NODE 23 --> 105.244682 sigma out 45 active outputs RANK 9 NODE 17 --> 100.305466 sigma out 45 active outputs RANK 10 NODE 9 --> 100.037231 sigma out 45 active outputs RANK 11 NODE 19 --> 85.2507858 sigma out 45 active outputs RANK 12 NODE 12 --> 84.7719345 sigma out 45 active outputs RANK 13 NODE 28 --> 80.8130569 sigma out 45 active outputs RANK 14 NODE 20 --> 77.3019714 sigma out 45 active outputs RANK 15 NODE 11 --> 75.1289062 sigma out 45 active outputs RANK 16 NODE 27 --> 74.5848999 sigma out 45 active outputs RANK 17 NODE 21 --> 74.0289078 sigma out 45 active outputs RANK 18 NODE 30 --> 72.6529694 sigma out 45 active outputs RANK 19 NODE 10 --> 71.5608444 sigma out 45 active outputs RANK 20 NODE 8 --> 71.5316315 sigma out 45 active outputs RANK 21 NODE 32 --> 70.6200256 sigma out 45 active outputs RANK 22 NODE 24 --> 67.9694901 sigma out 45 active outputs RANK 23 NODE 25 --> 63.1983032 sigma out 45 active outputs RANK 24 NODE 16 --> 61.9452858 sigma out 45 active outputs RANK 25 NODE 31 --> 58.4364586 sigma out 45 active outputs RANK 26 NODE 14 --> 58.0438309 sigma out 45 active outputs RANK 27 NODE 22 --> 52.4234772 sigma out 45 active outputs RANK 28 NODE 18 --> 46.5530548 sigma out 45 active outputs RANK 29 NODE 15 --> 46.4253426 sigma out 45 active outputs RANK 30 NODE 26 --> 46.278019 sigma out 45 active outputs RANK 31 NODE 29 --> 45.7469864 sigma out 45 active outputs RANK 32 NODE 5 --> 43.9711418 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 1 --> 332.115448 sigma in 32act. ( 378.916046 sig out 1act.) RANK 2 NODE 16 --> 320.188049 sigma in 32act. ( 331.720673 sig out 1act.) RANK 3 NODE 32 --> 197.523178 sigma in 32act. ( 226.181992 sig out 1act.) RANK 4 NODE 35 --> 136.388245 sigma in 32act. ( 144.980392 sig out 1act.) RANK 5 NODE 3 --> 135.719574 sigma in 32act. ( 137.892929 sig out 1act.) RANK 6 NODE 13 --> 135.643906 sigma in 32act. ( 129.621964 sig out 1act.) RANK 7 NODE 41 --> 100.364449 sigma in 32act. ( 109.88369 sig out 1act.) RANK 8 NODE 17 --> 94.5653305 sigma in 32act. ( 120.955894 sig out 1act.) RANK 9 NODE 2 --> 80.3366547 sigma in 32act. ( 118.555367 sig out 1act.) RANK 10 NODE 15 --> 78.4489822 sigma in 32act. ( 101.294495 sig out 1act.) RANK 11 NODE 20 --> 77.2923126 sigma in 32act. ( 71.1337738 sig out 1act.) RANK 12 NODE 11 --> 69.5754242 sigma in 32act. ( 73.439476 sig out 1act.) RANK 13 NODE 27 --> 66.9440308 sigma in 32act. ( 69.9363174 sig out 1act.) RANK 14 NODE 24 --> 57.5469627 sigma in 32act. ( 66.2158813 sig out 1act.) RANK 15 NODE 8 --> 54.8782425 sigma in 32act. ( 55.1786728 sig out 1act.) RANK 16 NODE 4 --> 54.2473831 sigma in 32act. ( 49.6072083 sig out 1act.) RANK 17 NODE 28 --> 52.3375282 sigma in 32act. ( 63.9531364 sig out 1act.) RANK 18 NODE 26 --> 51.0333557 sigma in 32act. ( 50.9813995 sig out 1act.) RANK 19 NODE 6 --> 47.8678589 sigma in 32act. ( 46.2231903 sig out 1act.) RANK 20 NODE 10 --> 47.7213707 sigma in 32act. ( 48.9744339 sig out 1act.) RANK 21 NODE 34 --> 42.6534996 sigma in 32act. ( 40.1584358 sig out 1act.) RANK 22 NODE 12 --> 40.4486732 sigma in 32act. ( 39.8458328 sig out 1act.) RANK 23 NODE 23 --> 40.0700378 sigma in 32act. ( 38.6885185 sig out 1act.) RANK 24 NODE 9 --> 36.1785202 sigma in 32act. ( 34.9320717 sig out 1act.) RANK 25 NODE 30 --> 35.5799408 sigma in 32act. ( 38.2775307 sig out 1act.) RANK 26 NODE 45 --> 35.3535042 sigma in 32act. ( 39.3437996 sig out 1act.) RANK 27 NODE 40 --> 33.7993927 sigma in 32act. ( 32.5889168 sig out 1act.) RANK 28 NODE 39 --> 27.5360794 sigma in 32act. ( 27.47785 sig out 1act.) RANK 29 NODE 37 --> 20.9838696 sigma in 32act. ( 20.6676655 sig out 1act.) RANK 30 NODE 42 --> 17.5642757 sigma in 32act. ( 15.8019218 sig out 1act.) RANK 31 NODE 31 --> 12.7337418 sigma in 32act. ( 11.7058516 sig out 1act.) RANK 32 NODE 36 --> 12.5240288 sigma in 32act. ( 10.2282162 sig out 1act.) RANK 33 NODE 19 --> 12.4548388 sigma in 32act. ( 9.48889256 sig out 1act.) RANK 34 NODE 18 --> 11.7660036 sigma in 32act. ( 7.9722352 sig out 1act.) RANK 35 NODE 44 --> 10.7585068 sigma in 32act. ( 7.05020142 sig out 1act.) RANK 36 NODE 7 --> 9.82922745 sigma in 32act. ( 5.42493534 sig out 1act.) RANK 37 NODE 5 --> 9.6773262 sigma in 32act. ( 3.79145002 sig out 1act.) RANK 38 NODE 14 --> 9.59337616 sigma in 32act. ( 0.141062155 sig out 1act.) RANK 39 NODE 38 --> 9.26593494 sigma in 32act. ( 6.69035053 sig out 1act.) RANK 40 NODE 21 --> 8.82291698 sigma in 32act. ( 5.12874889 sig out 1act.) RANK 41 NODE 43 --> 8.56607056 sigma in 32act. ( 0.870773792 sig out 1act.) RANK 42 NODE 33 --> 8.32384777 sigma in 32act. ( 2.66288662 sig out 1act.) RANK 43 NODE 25 --> 8.1212492 sigma in 32act. ( 1.48116958 sig out 1act.) RANK 44 NODE 29 --> 8.11678791 sigma in 32act. ( 4.2549715 sig out 1act.) RANK 45 NODE 22 --> 6.60520315 sigma in 32act. ( 2.77218366 sig out 1act.) sorted by output significance RANK 1 NODE 1 --> 378.916046 sigma out 1act.( 332.115448 sig in 32act.) RANK 2 NODE 16 --> 331.720673 sigma out 1act.( 320.188049 sig in 32act.) RANK 3 NODE 32 --> 226.181992 sigma out 1act.( 197.523178 sig in 32act.) RANK 4 NODE 35 --> 144.980392 sigma out 1act.( 136.388245 sig in 32act.) RANK 5 NODE 3 --> 137.892929 sigma out 1act.( 135.719574 sig in 32act.) RANK 6 NODE 13 --> 129.621964 sigma out 1act.( 135.643906 sig in 32act.) RANK 7 NODE 17 --> 120.955894 sigma out 1act.( 94.5653305 sig in 32act.) RANK 8 NODE 2 --> 118.555367 sigma out 1act.( 80.3366547 sig in 32act.) RANK 9 NODE 41 --> 109.88369 sigma out 1act.( 100.364449 sig in 32act.) RANK 10 NODE 15 --> 101.294495 sigma out 1act.( 78.4489822 sig in 32act.) RANK 11 NODE 11 --> 73.439476 sigma out 1act.( 69.5754242 sig in 32act.) RANK 12 NODE 20 --> 71.1337738 sigma out 1act.( 77.2923126 sig in 32act.) RANK 13 NODE 27 --> 69.9363174 sigma out 1act.( 66.9440308 sig in 32act.) RANK 14 NODE 24 --> 66.2158813 sigma out 1act.( 57.5469627 sig in 32act.) RANK 15 NODE 28 --> 63.9531364 sigma out 1act.( 52.3375282 sig in 32act.) RANK 16 NODE 8 --> 55.1786728 sigma out 1act.( 54.8782425 sig in 32act.) RANK 17 NODE 26 --> 50.9813995 sigma out 1act.( 51.0333557 sig in 32act.) RANK 18 NODE 4 --> 49.6072083 sigma out 1act.( 54.2473831 sig in 32act.) RANK 19 NODE 10 --> 48.9744339 sigma out 1act.( 47.7213707 sig in 32act.) RANK 20 NODE 6 --> 46.2231903 sigma out 1act.( 47.8678589 sig in 32act.) RANK 21 NODE 34 --> 40.1584358 sigma out 1act.( 42.6534996 sig in 32act.) RANK 22 NODE 12 --> 39.8458328 sigma out 1act.( 40.4486732 sig in 32act.) RANK 23 NODE 45 --> 39.3437996 sigma out 1act.( 35.3535042 sig in 32act.) RANK 24 NODE 23 --> 38.6885185 sigma out 1act.( 40.0700378 sig in 32act.) RANK 25 NODE 30 --> 38.2775307 sigma out 1act.( 35.5799408 sig in 32act.) RANK 26 NODE 9 --> 34.9320717 sigma out 1act.( 36.1785202 sig in 32act.) RANK 27 NODE 40 --> 32.5889168 sigma out 1act.( 33.7993927 sig in 32act.) RANK 28 NODE 39 --> 27.47785 sigma out 1act.( 27.5360794 sig in 32act.) RANK 29 NODE 37 --> 20.6676655 sigma out 1act.( 20.9838696 sig in 32act.) RANK 30 NODE 42 --> 15.8019218 sigma out 1act.( 17.5642757 sig in 32act.) RANK 31 NODE 31 --> 11.7058516 sigma out 1act.( 12.7337418 sig in 32act.) RANK 32 NODE 36 --> 10.2282162 sigma out 1act.( 12.5240288 sig in 32act.) RANK 33 NODE 19 --> 9.48889256 sigma out 1act.( 12.4548388 sig in 32act.) RANK 34 NODE 18 --> 7.9722352 sigma out 1act.( 11.7660036 sig in 32act.) RANK 35 NODE 44 --> 7.05020142 sigma out 1act.( 10.7585068 sig in 32act.) RANK 36 NODE 38 --> 6.69035053 sigma out 1act.( 9.26593494 sig in 32act.) RANK 37 NODE 7 --> 5.42493534 sigma out 1act.( 9.82922745 sig in 32act.) RANK 38 NODE 21 --> 5.12874889 sigma out 1act.( 8.82291698 sig in 32act.) RANK 39 NODE 29 --> 4.2549715 sigma out 1act.( 8.11678791 sig in 32act.) RANK 40 NODE 5 --> 3.79145002 sigma out 1act.( 9.6773262 sig in 32act.) RANK 41 NODE 22 --> 2.77218366 sigma out 1act.( 6.60520315 sig in 32act.) RANK 42 NODE 33 --> 2.66288662 sigma out 1act.( 8.32384777 sig in 32act.) RANK 43 NODE 25 --> 1.48116958 sigma out 1act.( 8.1212492 sig in 32act.) RANK 44 NODE 43 --> 0.870773792 sigma out 1act.( 8.56607056 sig in 32act.) RANK 45 NODE 14 --> 0.141062155 sigma out 1act.( 9.59337616 sig in 32act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 679.050415 sigma in 45 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.52248764 *** contribution from regularisation: 0.00221345387 *** contribution from error: -0.524701118 *** contribution from DIAG: 0.000311843934 *********************************************** ENTER BFGS code FG_LNSRCH -522175.768 -0.970782757 155.861496 EXIT FROM BFGS code NEW_X -522175.768 -0.970782757 155.861496 ENTER BFGS code NEW_X -522175.768 -0.970782757 155.861496 EXIT FROM BFGS code FG_LNSRCH 0. -0.979040921 0. --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.522883713 *** contribution from regularisation: 0.00226183329 *** contribution from error: -0.525145531 *** contribution from DIAG: 0.000327622867 *********************************************** ENTER BFGS code FG_LNSRCH -522556.082 -0.979040921 -217.897049 EXIT FROM BFGS code NEW_X -522556.082 -0.979040921 -217.897049 ENTER BFGS code NEW_X -522556.082 -0.979040921 -217.897049 EXIT FROM BFGS code FG_LNSRCH 0. -0.985166371 0. --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.523091614 *** contribution from regularisation: 0.00225876155 *** contribution from error: -0.525350392 *** contribution from DIAG: 0.000316271617 *********************************************** ENTER BFGS code FG_LNSRCH -522775.342 -0.985166371 -13.7429152 EXIT FROM BFGS code NEW_X -522775.342 -0.985166371 -13.7429152 ENTER BFGS code NEW_X -522775.342 -0.985166371 -13.7429152 EXIT FROM BFGS code FG_LNSRCH 0. -1.00721514 0. --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.523428619 *** contribution from regularisation: 0.00235697092 *** contribution from error: -0.525785565 *** contribution from DIAG: 0.000245334581 *********************************************** ENTER BFGS code FG_LNSRCH -523183.31 -1.00721514 -1227.72314 EXIT FROM BFGS code NEW_X -523183.31 -1.00721514 -1227.72314 ENTER BFGS code NEW_X -523183.31 -1.00721514 -1227.72314 EXIT FROM BFGS code FG_LNSRCH 0. -1.0164237 0. --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.52393055 *** contribution from regularisation: 0.002323878 *** contribution from error: -0.526254416 *** contribution from DIAG: 0.000298444269 *********************************************** ENTER BFGS code FG_LNSRCH -523632.076 -1.0164237 -41.2671585 EXIT FROM BFGS code NEW_X -523632.076 -1.0164237 -41.2671585 ENTER BFGS code NEW_X -523632.076 -1.0164237 -41.2671585 EXIT FROM BFGS code FG_LNSRCH 0. -1.02391446 0. --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.524247348 *** contribution from regularisation: 0.002335781 *** contribution from error: -0.526583135 *** contribution from DIAG: 0.000286127295 *********************************************** ENTER BFGS code FG_LNSRCH -523961.199 -1.02391446 451.625458 EXIT FROM BFGS code NEW_X -523961.199 -1.02391446 451.625458 ENTER BFGS code NEW_X -523961.199 -1.02391446 451.625458 EXIT FROM BFGS code FG_LNSRCH 0. -1.03880501 0. --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.524725735 *** contribution from regularisation: 0.00237855804 *** contribution from error: -0.527104318 *** contribution from DIAG: 0.000255374529 *********************************************** ENTER BFGS code FG_LNSRCH -524470.378 -1.03880501 540.888245 EXIT FROM BFGS code NEW_X -524470.378 -1.03880501 540.888245 ENTER BFGS code NEW_X -524470.378 -1.03880501 540.888245 EXIT FROM BFGS code FG_LNSRCH 0. -1.06130826 0. --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.525218904 *** contribution from regularisation: 0.0024326276 *** contribution from error: -0.527651548 *** contribution from DIAG: 0.000215947322 *********************************************** ENTER BFGS code FG_LNSRCH -525002.944 -1.06130826 61.5750351 EXIT FROM BFGS code NEW_X -525002.944 -1.06130826 61.5750351 ENTER BFGS code NEW_X -525002.944 -1.06130826 61.5750351 EXIT FROM BFGS code FG_LNSRCH 0. -1.07267535 0. --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.525792539 *** contribution from regularisation: 0.00243159872 *** contribution from error: -0.528224111 *** contribution from DIAG: 0.000215332271 *********************************************** ENTER BFGS code FG_LNSRCH -525577.195 -1.07267535 -1049.61145 EXIT FROM BFGS code NEW_X -525577.195 -1.07267535 -1049.61145 ENTER BFGS code NEW_X -525577.195 -1.07267535 -1049.61145 EXIT FROM BFGS code FG_LNSRCH 0. -1.0749141 0. --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.526063263 *** contribution from regularisation: 0.00239797891 *** contribution from error: -0.528461218 *** contribution from DIAG: 0.000224883115 *********************************************** ENTER BFGS code FG_LNSRCH -525838.402 -1.0749141 -896.183411 EXIT FROM BFGS code NEW_X -525838.402 -1.0749141 -896.183411 ENTER BFGS code NEW_X -525838.402 -1.0749141 -896.183411 EXIT FROM BFGS code FG_LNSRCH 0. -1.10370743 0. --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 359.968872 sigma out 45 active outputs RANK 2 NODE 4 --> 293.444092 sigma out 45 active outputs RANK 3 NODE 3 --> 221.798386 sigma out 45 active outputs RANK 4 NODE 7 --> 220.985016 sigma out 45 active outputs RANK 5 NODE 13 --> 198.161407 sigma out 45 active outputs RANK 6 NODE 6 --> 183.534424 sigma out 45 active outputs RANK 7 NODE 2 --> 159.249969 sigma out 45 active outputs RANK 8 NODE 9 --> 119.1716 sigma out 45 active outputs RANK 9 NODE 17 --> 117.591164 sigma out 45 active outputs RANK 10 NODE 19 --> 111.826973 sigma out 45 active outputs RANK 11 NODE 20 --> 108.891403 sigma out 45 active outputs RANK 12 NODE 23 --> 106.124626 sigma out 45 active outputs RANK 13 NODE 28 --> 100.690346 sigma out 45 active outputs RANK 14 NODE 27 --> 94.5986328 sigma out 45 active outputs RANK 15 NODE 30 --> 93.1331711 sigma out 45 active outputs RANK 16 NODE 12 --> 87.2003021 sigma out 45 active outputs RANK 17 NODE 21 --> 86.5552216 sigma out 45 active outputs RANK 18 NODE 24 --> 82.7440567 sigma out 45 active outputs RANK 19 NODE 8 --> 81.9639969 sigma out 45 active outputs RANK 20 NODE 10 --> 77.8506775 sigma out 45 active outputs RANK 21 NODE 16 --> 77.7140656 sigma out 45 active outputs RANK 22 NODE 15 --> 75.8767853 sigma out 45 active outputs RANK 23 NODE 11 --> 75.3862991 sigma out 45 active outputs RANK 24 NODE 32 --> 71.2239532 sigma out 45 active outputs RANK 25 NODE 25 --> 70.2440948 sigma out 45 active outputs RANK 26 NODE 14 --> 65.8914948 sigma out 45 active outputs RANK 27 NODE 18 --> 65.7142563 sigma out 45 active outputs RANK 28 NODE 31 --> 64.851181 sigma out 45 active outputs RANK 29 NODE 22 --> 62.8076439 sigma out 45 active outputs RANK 30 NODE 26 --> 61.6588516 sigma out 45 active outputs RANK 31 NODE 5 --> 60.6185417 sigma out 45 active outputs RANK 32 NODE 29 --> 40.6378555 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 16 --> 402.068451 sigma in 32act. ( 347.659271 sig out 1act.) RANK 2 NODE 1 --> 387.794189 sigma in 32act. ( 395.737122 sig out 1act.) RANK 3 NODE 32 --> 230.860352 sigma in 32act. ( 278.845062 sig out 1act.) RANK 4 NODE 35 --> 195.74823 sigma in 32act. ( 177.156326 sig out 1act.) RANK 5 NODE 3 --> 188.213608 sigma in 32act. ( 190.597061 sig out 1act.) RANK 6 NODE 13 --> 186.088028 sigma in 32act. ( 165.65744 sig out 1act.) RANK 7 NODE 41 --> 126.886696 sigma in 32act. ( 140.086639 sig out 1act.) RANK 8 NODE 15 --> 121.324028 sigma in 32act. ( 136.769455 sig out 1act.) RANK 9 NODE 17 --> 113.415489 sigma in 32act. ( 147.682434 sig out 1act.) RANK 10 NODE 11 --> 93.9789352 sigma in 32act. ( 103.088631 sig out 1act.) RANK 11 NODE 20 --> 92.8784943 sigma in 32act. ( 90.3078308 sig out 1act.) RANK 12 NODE 2 --> 76.2130966 sigma in 32act. ( 109.261314 sig out 1act.) RANK 13 NODE 10 --> 71.8936005 sigma in 32act. ( 76.5364075 sig out 1act.) RANK 14 NODE 24 --> 71.586441 sigma in 32act. ( 79.2571716 sig out 1act.) RANK 15 NODE 4 --> 70.4920349 sigma in 32act. ( 64.8764572 sig out 1act.) RANK 16 NODE 27 --> 65.9686584 sigma in 32act. ( 67.8480072 sig out 1act.) RANK 17 NODE 28 --> 62.0675354 sigma in 32act. ( 79.3630676 sig out 1act.) RANK 18 NODE 26 --> 55.1935806 sigma in 32act. ( 56.5775909 sig out 1act.) RANK 19 NODE 34 --> 53.8197937 sigma in 32act. ( 50.9388084 sig out 1act.) RANK 20 NODE 9 --> 50.6278725 sigma in 32act. ( 51.8636932 sig out 1act.) RANK 21 NODE 45 --> 49.9284554 sigma in 32act. ( 54.9581757 sig out 1act.) RANK 22 NODE 40 --> 49.3686104 sigma in 32act. ( 53.1800156 sig out 1act.) RANK 23 NODE 6 --> 49.262928 sigma in 32act. ( 49.2668953 sig out 1act.) RANK 24 NODE 23 --> 45.9413452 sigma in 32act. ( 43.8487129 sig out 1act.) RANK 25 NODE 30 --> 40.8087578 sigma in 32act. ( 47.7131615 sig out 1act.) RANK 26 NODE 8 --> 40.1278725 sigma in 32act. ( 40.8526573 sig out 1act.) RANK 27 NODE 12 --> 39.8338547 sigma in 32act. ( 40.1958237 sig out 1act.) RANK 28 NODE 39 --> 34.2319756 sigma in 32act. ( 36.2574768 sig out 1act.) RANK 29 NODE 37 --> 26.4065857 sigma in 32act. ( 27.3735676 sig out 1act.) RANK 30 NODE 42 --> 21.0553188 sigma in 32act. ( 21.5755692 sig out 1act.) RANK 31 NODE 5 --> 19.1093292 sigma in 32act. ( 17.499548 sig out 1act.) RANK 32 NODE 36 --> 17.6350994 sigma in 32act. ( 16.1442146 sig out 1act.) RANK 33 NODE 38 --> 17.1981506 sigma in 32act. ( 19.4209652 sig out 1act.) RANK 34 NODE 18 --> 16.9242039 sigma in 32act. ( 14.1762924 sig out 1act.) RANK 35 NODE 25 --> 13.8761368 sigma in 32act. ( 12.6816425 sig out 1act.) RANK 36 NODE 31 --> 11.7728081 sigma in 32act. ( 10.8244333 sig out 1act.) RANK 37 NODE 19 --> 11.3714705 sigma in 32act. ( 8.43463898 sig out 1act.) RANK 38 NODE 44 --> 10.8410349 sigma in 32act. ( 7.94261551 sig out 1act.) RANK 39 NODE 29 --> 9.75416279 sigma in 32act. ( 7.18221283 sig out 1act.) RANK 40 NODE 14 --> 9.20266342 sigma in 32act. ( 2.43108153 sig out 1act.) RANK 41 NODE 43 --> 9.12763596 sigma in 32act. ( 4.45673943 sig out 1act.) RANK 42 NODE 7 --> 9.12552357 sigma in 32act. ( 4.97738647 sig out 1act.) RANK 43 NODE 33 --> 7.35262728 sigma in 32act. ( 1.82879114 sig out 1act.) RANK 44 NODE 22 --> 6.35860348 sigma in 32act. ( 3.26291227 sig out 1act.) RANK 45 NODE 21 --> 6.2529273 sigma in 32act. ( 0.0700379014 sig out 1act.) sorted by output significance RANK 1 NODE 1 --> 395.737122 sigma out 1act.( 387.794189 sig in 32act.) RANK 2 NODE 16 --> 347.659271 sigma out 1act.( 402.068451 sig in 32act.) RANK 3 NODE 32 --> 278.845062 sigma out 1act.( 230.860352 sig in 32act.) RANK 4 NODE 3 --> 190.597061 sigma out 1act.( 188.213608 sig in 32act.) RANK 5 NODE 35 --> 177.156326 sigma out 1act.( 195.74823 sig in 32act.) RANK 6 NODE 13 --> 165.65744 sigma out 1act.( 186.088028 sig in 32act.) RANK 7 NODE 17 --> 147.682434 sigma out 1act.( 113.415489 sig in 32act.) RANK 8 NODE 41 --> 140.086639 sigma out 1act.( 126.886696 sig in 32act.) RANK 9 NODE 15 --> 136.769455 sigma out 1act.( 121.324028 sig in 32act.) RANK 10 NODE 2 --> 109.261314 sigma out 1act.( 76.2130966 sig in 32act.) RANK 11 NODE 11 --> 103.088631 sigma out 1act.( 93.9789352 sig in 32act.) RANK 12 NODE 20 --> 90.3078308 sigma out 1act.( 92.8784943 sig in 32act.) RANK 13 NODE 28 --> 79.3630676 sigma out 1act.( 62.0675354 sig in 32act.) RANK 14 NODE 24 --> 79.2571716 sigma out 1act.( 71.586441 sig in 32act.) RANK 15 NODE 10 --> 76.5364075 sigma out 1act.( 71.8936005 sig in 32act.) RANK 16 NODE 27 --> 67.8480072 sigma out 1act.( 65.9686584 sig in 32act.) RANK 17 NODE 4 --> 64.8764572 sigma out 1act.( 70.4920349 sig in 32act.) RANK 18 NODE 26 --> 56.5775909 sigma out 1act.( 55.1935806 sig in 32act.) RANK 19 NODE 45 --> 54.9581757 sigma out 1act.( 49.9284554 sig in 32act.) RANK 20 NODE 40 --> 53.1800156 sigma out 1act.( 49.3686104 sig in 32act.) RANK 21 NODE 9 --> 51.8636932 sigma out 1act.( 50.6278725 sig in 32act.) RANK 22 NODE 34 --> 50.9388084 sigma out 1act.( 53.8197937 sig in 32act.) RANK 23 NODE 6 --> 49.2668953 sigma out 1act.( 49.262928 sig in 32act.) RANK 24 NODE 30 --> 47.7131615 sigma out 1act.( 40.8087578 sig in 32act.) RANK 25 NODE 23 --> 43.8487129 sigma out 1act.( 45.9413452 sig in 32act.) RANK 26 NODE 8 --> 40.8526573 sigma out 1act.( 40.1278725 sig in 32act.) RANK 27 NODE 12 --> 40.1958237 sigma out 1act.( 39.8338547 sig in 32act.) RANK 28 NODE 39 --> 36.2574768 sigma out 1act.( 34.2319756 sig in 32act.) RANK 29 NODE 37 --> 27.3735676 sigma out 1act.( 26.4065857 sig in 32act.) RANK 30 NODE 42 --> 21.5755692 sigma out 1act.( 21.0553188 sig in 32act.) RANK 31 NODE 38 --> 19.4209652 sigma out 1act.( 17.1981506 sig in 32act.) RANK 32 NODE 5 --> 17.499548 sigma out 1act.( 19.1093292 sig in 32act.) RANK 33 NODE 36 --> 16.1442146 sigma out 1act.( 17.6350994 sig in 32act.) RANK 34 NODE 18 --> 14.1762924 sigma out 1act.( 16.9242039 sig in 32act.) RANK 35 NODE 25 --> 12.6816425 sigma out 1act.( 13.8761368 sig in 32act.) RANK 36 NODE 31 --> 10.8244333 sigma out 1act.( 11.7728081 sig in 32act.) RANK 37 NODE 19 --> 8.43463898 sigma out 1act.( 11.3714705 sig in 32act.) RANK 38 NODE 44 --> 7.94261551 sigma out 1act.( 10.8410349 sig in 32act.) RANK 39 NODE 29 --> 7.18221283 sigma out 1act.( 9.75416279 sig in 32act.) RANK 40 NODE 7 --> 4.97738647 sigma out 1act.( 9.12552357 sig in 32act.) RANK 41 NODE 43 --> 4.45673943 sigma out 1act.( 9.12763596 sig in 32act.) RANK 42 NODE 22 --> 3.26291227 sigma out 1act.( 6.35860348 sig in 32act.) RANK 43 NODE 14 --> 2.43108153 sigma out 1act.( 9.20266342 sig in 32act.) RANK 44 NODE 33 --> 1.82879114 sigma out 1act.( 7.35262728 sig in 32act.) RANK 45 NODE 21 --> 0.0700379014 sigma out 1act.( 6.2529273 sig in 32act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 772.620728 sigma in 45 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.526893854 *** contribution from regularisation: 0.00245923875 *** contribution from error: -0.529353082 *** contribution from DIAG: 0.000254930841 *********************************************** ENTER BFGS code FG_LNSRCH -526638.928 -1.10370743 -31.9421005 EXIT FROM BFGS code NEW_X -526638.928 -1.10370743 -31.9421005 ENTER BFGS code NEW_X -526638.928 -1.10370743 -31.9421005 EXIT FROM BFGS code FG_LNSRCH 0. -1.12274683 0. --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.527259588 *** contribution from regularisation: 0.00245564268 *** contribution from error: -0.52971524 *** contribution from DIAG: 0.000268799136 *********************************************** ENTER BFGS code FG_LNSRCH -526990.796 -1.12274683 -270.545898 EXIT FROM BFGS code NEW_X -526990.796 -1.12274683 -270.545898 ENTER BFGS code NEW_X -526990.796 -1.12274683 -270.545898 EXIT FROM BFGS code FG_LNSRCH 0. -1.13388169 0. --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.527456045 *** contribution from regularisation: 0.00245345407 *** contribution from error: -0.529909492 *** contribution from DIAG: 0.000241862144 *********************************************** ENTER BFGS code FG_LNSRCH -527214.194 -1.13388169 863.715881 EXIT FROM BFGS code NEW_X -527214.194 -1.13388169 863.715881 ENTER BFGS code NEW_X -527214.194 -1.13388169 863.715881 EXIT FROM BFGS code FG_LNSRCH 0. -1.13335109 0. --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.52771008 *** contribution from regularisation: 0.00243977364 *** contribution from error: -0.530149877 *** contribution from DIAG: 0.000249334757 *********************************************** ENTER BFGS code FG_LNSRCH -527460.758 -1.13335109 397.430359 EXIT FROM BFGS code NEW_X -527460.758 -1.13335109 397.430359 ENTER BFGS code NEW_X -527460.758 -1.13335109 397.430359 EXIT FROM BFGS code FG_LNSRCH 0. -1.14015436 0. --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.527974725 *** contribution from regularisation: 0.00244660117 *** contribution from error: -0.530421317 *** contribution from DIAG: 0.000228340286 *********************************************** ENTER BFGS code FG_LNSRCH -527746.403 -1.14015436 -342.764496 EXIT FROM BFGS code NEW_X -527746.403 -1.14015436 -342.764496 ENTER BFGS code NEW_X -527746.403 -1.14015436 -342.764496 EXIT FROM BFGS code FG_LNSRCH 0. -1.14569759 0. --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.528100491 *** contribution from regularisation: 0.00244672666 *** contribution from error: -0.530547202 *** contribution from DIAG: 0.000217888228 *********************************************** ENTER BFGS code FG_LNSRCH -527882.609 -1.14569759 -379.068542 EXIT FROM BFGS code NEW_X -527882.609 -1.14569759 -379.068542 ENTER BFGS code NEW_X -527882.609 -1.14569759 -379.068542 EXIT FROM BFGS code FG_LNSRCH 0. -1.17564464 0. --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.528564453 *** contribution from regularisation: 0.00248352555 *** contribution from error: -0.531048 *** contribution from DIAG: 0.000169050996 *********************************************** ENTER BFGS code FG_LNSRCH -528395.41 -1.17564464 -952.76239 EXIT FROM BFGS code NEW_X -528395.41 -1.17564464 -952.76239 ENTER BFGS code NEW_X -528395.41 -1.17564464 -952.76239 EXIT FROM BFGS code FG_LNSRCH 0. -1.18503606 0. --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.528975129 *** contribution from regularisation: 0.00245740032 *** contribution from error: -0.531432509 *** contribution from DIAG: 0.000180295814 *********************************************** ENTER BFGS code FG_LNSRCH -528794.821 -1.18503606 28.0714951 EXIT FROM BFGS code NEW_X -528794.821 -1.18503606 28.0714951 ENTER BFGS code NEW_X -528794.821 -1.18503606 28.0714951 EXIT FROM BFGS code FG_LNSRCH 0. -1.18394434 0. --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.529100478 *** contribution from regularisation: 0.00243419525 *** contribution from error: -0.531534672 *** contribution from DIAG: 0.000186959864 *********************************************** ENTER BFGS code FG_LNSRCH -528913.502 -1.18394434 5.90992022 EXIT FROM BFGS code NEW_X -528913.502 -1.18394434 5.90992022 ENTER BFGS code NEW_X -528913.502 -1.18394434 5.90992022 EXIT FROM BFGS code FG_LNSRCH 0. -1.18886185 0. --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.529422641 *** contribution from regularisation: 0.0024324446 *** contribution from error: -0.531855106 *** contribution from DIAG: 0.000188136924 *********************************************** ENTER BFGS code FG_LNSRCH -529234.522 -1.18886185 162.952957 EXIT FROM BFGS code NEW_X -529234.522 -1.18886185 162.952957 ENTER BFGS code NEW_X -529234.522 -1.18886185 162.952957 EXIT FROM BFGS code FG_LNSRCH 0. -1.21417952 0. --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 432.914307 sigma out 45 active outputs RANK 2 NODE 4 --> 327.533508 sigma out 45 active outputs RANK 3 NODE 3 --> 244.758804 sigma out 45 active outputs RANK 4 NODE 7 --> 239.552704 sigma out 45 active outputs RANK 5 NODE 13 --> 209.871902 sigma out 45 active outputs RANK 6 NODE 2 --> 193.884598 sigma out 45 active outputs RANK 7 NODE 6 --> 173.405212 sigma out 45 active outputs RANK 8 NODE 19 --> 125.243042 sigma out 45 active outputs RANK 9 NODE 20 --> 124.382675 sigma out 45 active outputs RANK 10 NODE 9 --> 120.933022 sigma out 45 active outputs RANK 11 NODE 24 --> 114.390732 sigma out 45 active outputs RANK 12 NODE 23 --> 113.792374 sigma out 45 active outputs RANK 13 NODE 17 --> 107.006897 sigma out 45 active outputs RANK 14 NODE 28 --> 104.755173 sigma out 45 active outputs RANK 15 NODE 30 --> 100.520882 sigma out 45 active outputs RANK 16 NODE 21 --> 90.0603638 sigma out 45 active outputs RANK 17 NODE 15 --> 88.0357056 sigma out 45 active outputs RANK 18 NODE 16 --> 87.1562653 sigma out 45 active outputs RANK 19 NODE 27 --> 85.815712 sigma out 45 active outputs RANK 20 NODE 25 --> 85.560379 sigma out 45 active outputs RANK 21 NODE 12 --> 82.2742004 sigma out 45 active outputs RANK 22 NODE 31 --> 81.0888748 sigma out 45 active outputs RANK 23 NODE 18 --> 77.6489258 sigma out 45 active outputs RANK 24 NODE 14 --> 74.225296 sigma out 45 active outputs RANK 25 NODE 22 --> 71.2755508 sigma out 45 active outputs RANK 26 NODE 8 --> 71.0162582 sigma out 45 active outputs RANK 27 NODE 10 --> 70.5954437 sigma out 45 active outputs RANK 28 NODE 5 --> 69.0079193 sigma out 45 active outputs RANK 29 NODE 11 --> 68.7159882 sigma out 45 active outputs RANK 30 NODE 26 --> 66.7729111 sigma out 45 active outputs RANK 31 NODE 32 --> 57.4595718 sigma out 45 active outputs RANK 32 NODE 29 --> 39.0434952 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 1 --> 436.200653 sigma in 32act. ( 409.872894 sig out 1act.) RANK 2 NODE 16 --> 409.64447 sigma in 32act. ( 334.920288 sig out 1act.) RANK 3 NODE 35 --> 233.613434 sigma in 32act. ( 213.188141 sig out 1act.) RANK 4 NODE 3 --> 227.588699 sigma in 32act. ( 217.704453 sig out 1act.) RANK 5 NODE 13 --> 223.09874 sigma in 32act. ( 201.941635 sig out 1act.) RANK 6 NODE 32 --> 222.037003 sigma in 32act. ( 301.629272 sig out 1act.) RANK 7 NODE 17 --> 149.947845 sigma in 32act. ( 201.306824 sig out 1act.) RANK 8 NODE 41 --> 141.454498 sigma in 32act. ( 139.869522 sig out 1act.) RANK 9 NODE 15 --> 138.14621 sigma in 32act. ( 155.434448 sig out 1act.) RANK 10 NODE 11 --> 108.818726 sigma in 32act. ( 118.446198 sig out 1act.) RANK 11 NODE 10 --> 101.691185 sigma in 32act. ( 104.079018 sig out 1act.) RANK 12 NODE 20 --> 95.2153168 sigma in 32act. ( 91.1133041 sig out 1act.) RANK 13 NODE 40 --> 90.9354935 sigma in 32act. ( 109.924576 sig out 1act.) RANK 14 NODE 2 --> 83.3861237 sigma in 32act. ( 113.085526 sig out 1act.) RANK 15 NODE 28 --> 81.3326111 sigma in 32act. ( 103.99968 sig out 1act.) RANK 16 NODE 4 --> 78.6752472 sigma in 32act. ( 71.5619812 sig out 1act.) RANK 17 NODE 24 --> 73.0857468 sigma in 32act. ( 78.6317978 sig out 1act.) RANK 18 NODE 45 --> 65.1719818 sigma in 32act. ( 71.43647 sig out 1act.) RANK 19 NODE 26 --> 62.0366287 sigma in 32act. ( 65.7296677 sig out 1act.) RANK 20 NODE 9 --> 61.0195122 sigma in 32act. ( 61.3089981 sig out 1act.) RANK 21 NODE 34 --> 60.4225197 sigma in 32act. ( 57.5535851 sig out 1act.) RANK 22 NODE 27 --> 57.4258003 sigma in 32act. ( 58.1421127 sig out 1act.) RANK 23 NODE 6 --> 53.0044212 sigma in 32act. ( 55.107193 sig out 1act.) RANK 24 NODE 30 --> 50.8221741 sigma in 32act. ( 58.1374702 sig out 1act.) RANK 25 NODE 23 --> 50.6791115 sigma in 32act. ( 48.2652473 sig out 1act.) RANK 26 NODE 39 --> 45.810955 sigma in 32act. ( 49.6048965 sig out 1act.) RANK 27 NODE 12 --> 38.1160088 sigma in 32act. ( 38.9053001 sig out 1act.) RANK 28 NODE 37 --> 28.0931129 sigma in 32act. ( 29.9749851 sig out 1act.) RANK 29 NODE 42 --> 27.2604256 sigma in 32act. ( 30.3346958 sig out 1act.) RANK 30 NODE 38 --> 26.5230446 sigma in 32act. ( 30.7417831 sig out 1act.) RANK 31 NODE 36 --> 23.6793938 sigma in 32act. ( 22.1202106 sig out 1act.) RANK 32 NODE 5 --> 21.6749287 sigma in 32act. ( 20.7384987 sig out 1act.) RANK 33 NODE 8 --> 19.8577728 sigma in 32act. ( 18.163393 sig out 1act.) RANK 34 NODE 18 --> 19.0905209 sigma in 32act. ( 16.3561859 sig out 1act.) RANK 35 NODE 29 --> 12.4702921 sigma in 32act. ( 10.4743185 sig out 1act.) RANK 36 NODE 25 --> 11.5492973 sigma in 32act. ( 10.1582556 sig out 1act.) RANK 37 NODE 19 --> 11.0227308 sigma in 32act. ( 8.39466572 sig out 1act.) RANK 38 NODE 31 --> 10.3986044 sigma in 32act. ( 9.20955753 sig out 1act.) RANK 39 NODE 14 --> 8.9994688 sigma in 32act. ( 3.2724247 sig out 1act.) RANK 40 NODE 33 --> 8.94361687 sigma in 32act. ( 5.7861824 sig out 1act.) RANK 41 NODE 43 --> 7.39732456 sigma in 32act. ( 0.965430439 sig out 1act.) RANK 42 NODE 7 --> 7.12564135 sigma in 32act. ( 0.310877562 sig out 1act.) RANK 43 NODE 44 --> 6.78013229 sigma in 32act. ( 2.08324647 sig out 1act.) RANK 44 NODE 22 --> 6.51023054 sigma in 32act. ( 4.19840002 sig out 1act.) RANK 45 NODE 21 --> 6.21399164 sigma in 32act. ( 2.23429036 sig out 1act.) sorted by output significance RANK 1 NODE 1 --> 409.872894 sigma out 1act.( 436.200653 sig in 32act.) RANK 2 NODE 16 --> 334.920288 sigma out 1act.( 409.64447 sig in 32act.) RANK 3 NODE 32 --> 301.629272 sigma out 1act.( 222.037003 sig in 32act.) RANK 4 NODE 3 --> 217.704453 sigma out 1act.( 227.588699 sig in 32act.) RANK 5 NODE 35 --> 213.188141 sigma out 1act.( 233.613434 sig in 32act.) RANK 6 NODE 13 --> 201.941635 sigma out 1act.( 223.09874 sig in 32act.) RANK 7 NODE 17 --> 201.306824 sigma out 1act.( 149.947845 sig in 32act.) RANK 8 NODE 15 --> 155.434448 sigma out 1act.( 138.14621 sig in 32act.) RANK 9 NODE 41 --> 139.869522 sigma out 1act.( 141.454498 sig in 32act.) RANK 10 NODE 11 --> 118.446198 sigma out 1act.( 108.818726 sig in 32act.) RANK 11 NODE 2 --> 113.085526 sigma out 1act.( 83.3861237 sig in 32act.) RANK 12 NODE 40 --> 109.924576 sigma out 1act.( 90.9354935 sig in 32act.) RANK 13 NODE 10 --> 104.079018 sigma out 1act.( 101.691185 sig in 32act.) RANK 14 NODE 28 --> 103.99968 sigma out 1act.( 81.3326111 sig in 32act.) RANK 15 NODE 20 --> 91.1133041 sigma out 1act.( 95.2153168 sig in 32act.) RANK 16 NODE 24 --> 78.6317978 sigma out 1act.( 73.0857468 sig in 32act.) RANK 17 NODE 4 --> 71.5619812 sigma out 1act.( 78.6752472 sig in 32act.) RANK 18 NODE 45 --> 71.43647 sigma out 1act.( 65.1719818 sig in 32act.) RANK 19 NODE 26 --> 65.7296677 sigma out 1act.( 62.0366287 sig in 32act.) RANK 20 NODE 9 --> 61.3089981 sigma out 1act.( 61.0195122 sig in 32act.) RANK 21 NODE 27 --> 58.1421127 sigma out 1act.( 57.4258003 sig in 32act.) RANK 22 NODE 30 --> 58.1374702 sigma out 1act.( 50.8221741 sig in 32act.) RANK 23 NODE 34 --> 57.5535851 sigma out 1act.( 60.4225197 sig in 32act.) RANK 24 NODE 6 --> 55.107193 sigma out 1act.( 53.0044212 sig in 32act.) RANK 25 NODE 39 --> 49.6048965 sigma out 1act.( 45.810955 sig in 32act.) RANK 26 NODE 23 --> 48.2652473 sigma out 1act.( 50.6791115 sig in 32act.) RANK 27 NODE 12 --> 38.9053001 sigma out 1act.( 38.1160088 sig in 32act.) RANK 28 NODE 38 --> 30.7417831 sigma out 1act.( 26.5230446 sig in 32act.) RANK 29 NODE 42 --> 30.3346958 sigma out 1act.( 27.2604256 sig in 32act.) RANK 30 NODE 37 --> 29.9749851 sigma out 1act.( 28.0931129 sig in 32act.) RANK 31 NODE 36 --> 22.1202106 sigma out 1act.( 23.6793938 sig in 32act.) RANK 32 NODE 5 --> 20.7384987 sigma out 1act.( 21.6749287 sig in 32act.) RANK 33 NODE 8 --> 18.163393 sigma out 1act.( 19.8577728 sig in 32act.) RANK 34 NODE 18 --> 16.3561859 sigma out 1act.( 19.0905209 sig in 32act.) RANK 35 NODE 29 --> 10.4743185 sigma out 1act.( 12.4702921 sig in 32act.) RANK 36 NODE 25 --> 10.1582556 sigma out 1act.( 11.5492973 sig in 32act.) RANK 37 NODE 31 --> 9.20955753 sigma out 1act.( 10.3986044 sig in 32act.) RANK 38 NODE 19 --> 8.39466572 sigma out 1act.( 11.0227308 sig in 32act.) RANK 39 NODE 33 --> 5.7861824 sigma out 1act.( 8.94361687 sig in 32act.) RANK 40 NODE 22 --> 4.19840002 sigma out 1act.( 6.51023054 sig in 32act.) RANK 41 NODE 14 --> 3.2724247 sigma out 1act.( 8.9994688 sig in 32act.) RANK 42 NODE 21 --> 2.23429036 sigma out 1act.( 6.21399164 sig in 32act.) RANK 43 NODE 44 --> 2.08324647 sigma out 1act.( 6.78013229 sig in 32act.) RANK 44 NODE 43 --> 0.965430439 sigma out 1act.( 7.39732456 sig in 32act.) RANK 45 NODE 7 --> 0.310877562 sigma out 1act.( 7.12564135 sig in 32act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 840.531006 sigma in 45 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.529413581 *** contribution from regularisation: 0.00247002486 *** contribution from error: -0.531883597 *** contribution from DIAG: 0.00018804014 *********************************************** ENTER BFGS code FG_LNSRCH -529225.565 -1.21417952 -1013.39044 EXIT FROM BFGS code FG_LNSRCH 0. -1.20158207 0. --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.529690981 *** contribution from regularisation: 0.00241355295 *** contribution from error: -0.532104552 *** contribution from DIAG: 0.000182680044 *********************************************** ENTER BFGS code FG_LNSRCH -529508.316 -1.20158207 -436.73938 EXIT FROM BFGS code NEW_X -529508.316 -1.20158207 -436.73938 ENTER BFGS code NEW_X -529508.316 -1.20158207 -436.73938 EXIT FROM BFGS code FG_LNSRCH 0. -1.20998478 0. --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.529853165 *** contribution from regularisation: 0.00244464842 *** contribution from error: -0.53229779 *** contribution from DIAG: 0.000176889385 *********************************************** ENTER BFGS code FG_LNSRCH -529676.27 -1.20998478 -183.017456 EXIT FROM BFGS code NEW_X -529676.27 -1.20998478 -183.017456 ENTER BFGS code NEW_X -529676.27 -1.20998478 -183.017456 EXIT FROM BFGS code FG_LNSRCH 0. -1.22896969 0. --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.530087173 *** contribution from regularisation: 0.00246905419 *** contribution from error: -0.532556236 *** contribution from DIAG: 0.000157609204 *********************************************** ENTER BFGS code FG_LNSRCH -529929.543 -1.22896969 -90.5123749 EXIT FROM BFGS code NEW_X -529929.543 -1.22896969 -90.5123749 ENTER BFGS code NEW_X -529929.543 -1.22896969 -90.5123749 EXIT FROM BFGS code FG_LNSRCH 0. -1.24332678 0. --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.530226886 *** contribution from regularisation: 0.00246637338 *** contribution from error: -0.532693267 *** contribution from DIAG: 0.000166273821 *********************************************** ENTER BFGS code FG_LNSRCH -530060.61 -1.24332678 487.563599 EXIT FROM BFGS code NEW_X -530060.61 -1.24332678 487.563599 ENTER BFGS code NEW_X -530060.61 -1.24332678 487.563599 EXIT FROM BFGS code FG_LNSRCH 0. -1.24607456 0. --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.530354917 *** contribution from regularisation: 0.00245335093 *** contribution from error: -0.532808244 *** contribution from DIAG: 0.000159478514 *********************************************** ENTER BFGS code FG_LNSRCH -530195.425 -1.24607456 93.8556137 EXIT FROM BFGS code NEW_X -530195.425 -1.24607456 93.8556137 ENTER BFGS code NEW_X -530195.425 -1.24607456 93.8556137 EXIT FROM BFGS code FG_LNSRCH 0. -1.24936032 0. --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.530472875 *** contribution from regularisation: 0.00245441706 *** contribution from error: -0.532927275 *** contribution from DIAG: 0.000156804817 *********************************************** ENTER BFGS code FG_LNSRCH -530316.056 -1.24936032 -299.912659 EXIT FROM BFGS code NEW_X -530316.056 -1.24936032 -299.912659 ENTER BFGS code NEW_X -530316.056 -1.24936032 -299.912659 EXIT FROM BFGS code FG_LNSRCH 0. -1.25415468 0. --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.53059566 *** contribution from regularisation: 0.00246030022 *** contribution from error: -0.533055961 *** contribution from DIAG: 0.000152884357 *********************************************** ENTER BFGS code FG_LNSRCH -530442.803 -1.25415468 -514.331543 EXIT FROM BFGS code NEW_X -530442.803 -1.25415468 -514.331543 ENTER BFGS code NEW_X -530442.803 -1.25415468 -514.331543 EXIT FROM BFGS code FG_LNSRCH 0. -1.26558673 0. --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.530850947 *** contribution from regularisation: 0.00247259601 *** contribution from error: -0.533323526 *** contribution from DIAG: 0.000140311706 *********************************************** ENTER BFGS code FG_LNSRCH -530710.626 -1.26558673 -668.241211 EXIT FROM BFGS code NEW_X -530710.626 -1.26558673 -668.241211 ENTER BFGS code NEW_X -530710.626 -1.26558673 -668.241211 EXIT FROM BFGS code FG_LNSRCH 0. -1.29232264 0. --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.531348646 *** contribution from regularisation: 0.00250480627 *** contribution from error: -0.533853471 *** contribution from DIAG: 0.000137967756 *********************************************** ENTER BFGS code FG_LNSRCH -531210.692 -1.29232264 -509.805603 EXIT FROM BFGS code NEW_X -531210.692 -1.29232264 -509.805603 ENTER BFGS code NEW_X -531210.692 -1.29232264 -509.805603 EXIT FROM BFGS code FG_LNSRCH 0. -1.34019303 0. --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 558.446716 sigma out 45 active outputs RANK 2 NODE 4 --> 373.292328 sigma out 45 active outputs RANK 3 NODE 7 --> 287.345764 sigma out 45 active outputs RANK 4 NODE 13 --> 245.981613 sigma out 45 active outputs RANK 5 NODE 3 --> 245.74231 sigma out 45 active outputs RANK 6 NODE 2 --> 238.224976 sigma out 45 active outputs RANK 7 NODE 6 --> 207.128082 sigma out 45 active outputs RANK 8 NODE 20 --> 139.799377 sigma out 45 active outputs RANK 9 NODE 9 --> 137.883011 sigma out 45 active outputs RANK 10 NODE 19 --> 133.572525 sigma out 45 active outputs RANK 11 NODE 23 --> 127.306358 sigma out 45 active outputs RANK 12 NODE 24 --> 124.14798 sigma out 45 active outputs RANK 13 NODE 17 --> 123.771507 sigma out 45 active outputs RANK 14 NODE 28 --> 117.402054 sigma out 45 active outputs RANK 15 NODE 30 --> 115.498108 sigma out 45 active outputs RANK 16 NODE 31 --> 107.659309 sigma out 45 active outputs RANK 17 NODE 16 --> 106.376778 sigma out 45 active outputs RANK 18 NODE 21 --> 102.534821 sigma out 45 active outputs RANK 19 NODE 12 --> 101.312294 sigma out 45 active outputs RANK 20 NODE 5 --> 101.209198 sigma out 45 active outputs RANK 21 NODE 25 --> 96.8504333 sigma out 45 active outputs RANK 22 NODE 15 --> 96.287529 sigma out 45 active outputs RANK 23 NODE 14 --> 94.3839874 sigma out 45 active outputs RANK 24 NODE 18 --> 80.4577713 sigma out 45 active outputs RANK 25 NODE 22 --> 77.803093 sigma out 45 active outputs RANK 26 NODE 10 --> 76.9515457 sigma out 45 active outputs RANK 27 NODE 8 --> 76.7449036 sigma out 45 active outputs RANK 28 NODE 27 --> 75.9043808 sigma out 45 active outputs RANK 29 NODE 26 --> 69.3519821 sigma out 45 active outputs RANK 30 NODE 11 --> 67.9986801 sigma out 45 active outputs RANK 31 NODE 32 --> 53.9417801 sigma out 45 active outputs RANK 32 NODE 29 --> 39.7343178 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 1 --> 511.00119 sigma in 32act. ( 461.864471 sig out 1act.) RANK 2 NODE 16 --> 504.52182 sigma in 32act. ( 398.127991 sig out 1act.) RANK 3 NODE 3 --> 284.579163 sigma in 32act. ( 258.670532 sig out 1act.) RANK 4 NODE 35 --> 258.604706 sigma in 32act. ( 230.465683 sig out 1act.) RANK 5 NODE 13 --> 242.079407 sigma in 32act. ( 226.423508 sig out 1act.) RANK 6 NODE 32 --> 217.683762 sigma in 32act. ( 309.299927 sig out 1act.) RANK 7 NODE 40 --> 177.860016 sigma in 32act. ( 221.077133 sig out 1act.) RANK 8 NODE 17 --> 163.429504 sigma in 32act. ( 225.919327 sig out 1act.) RANK 9 NODE 15 --> 159.794907 sigma in 32act. ( 176.584778 sig out 1act.) RANK 10 NODE 10 --> 147.061478 sigma in 32act. ( 147.35965 sig out 1act.) RANK 11 NODE 41 --> 135.691986 sigma in 32act. ( 139.276276 sig out 1act.) RANK 12 NODE 11 --> 121.216805 sigma in 32act. ( 141.52446 sig out 1act.) RANK 13 NODE 28 --> 107.935486 sigma in 32act. ( 142.705307 sig out 1act.) RANK 14 NODE 20 --> 102.74247 sigma in 32act. ( 99.5531769 sig out 1act.) RANK 15 NODE 4 --> 93.2779617 sigma in 32act. ( 89.2692413 sig out 1act.) RANK 16 NODE 2 --> 92.0982742 sigma in 32act. ( 123.236679 sig out 1act.) RANK 17 NODE 30 --> 86.7134399 sigma in 32act. ( 99.3659744 sig out 1act.) RANK 18 NODE 26 --> 83.7491837 sigma in 32act. ( 90.6528473 sig out 1act.) RANK 19 NODE 24 --> 82.8212738 sigma in 32act. ( 87.0754013 sig out 1act.) RANK 20 NODE 45 --> 78.7392502 sigma in 32act. ( 97.1987076 sig out 1act.) RANK 21 NODE 9 --> 76.5740891 sigma in 32act. ( 77.2353897 sig out 1act.) RANK 22 NODE 34 --> 66.24543 sigma in 32act. ( 65.1160889 sig out 1act.) RANK 23 NODE 39 --> 64.8034363 sigma in 32act. ( 76.835228 sig out 1act.) RANK 24 NODE 27 --> 62.4275208 sigma in 32act. ( 62.2649536 sig out 1act.) RANK 25 NODE 23 --> 61.6940193 sigma in 32act. ( 60.2000961 sig out 1act.) RANK 26 NODE 6 --> 59.8884048 sigma in 32act. ( 64.8848572 sig out 1act.) RANK 27 NODE 42 --> 46.2274399 sigma in 32act. ( 56.2173195 sig out 1act.) RANK 28 NODE 12 --> 38.5866051 sigma in 32act. ( 39.8000031 sig out 1act.) RANK 29 NODE 38 --> 37.0284767 sigma in 32act. ( 43.3418503 sig out 1act.) RANK 30 NODE 37 --> 35.9136353 sigma in 32act. ( 41.8794518 sig out 1act.) RANK 31 NODE 5 --> 28.1964493 sigma in 32act. ( 28.8152218 sig out 1act.) RANK 32 NODE 36 --> 26.33288 sigma in 32act. ( 25.5621281 sig out 1act.) RANK 33 NODE 18 --> 21.0089989 sigma in 32act. ( 18.0632687 sig out 1act.) RANK 34 NODE 8 --> 17.9833145 sigma in 32act. ( 16.6598282 sig out 1act.) RANK 35 NODE 19 --> 12.5031843 sigma in 32act. ( 10.4252892 sig out 1act.) RANK 36 NODE 29 --> 12.0422335 sigma in 32act. ( 10.1780996 sig out 1act.) RANK 37 NODE 33 --> 11.6868801 sigma in 32act. ( 9.55949879 sig out 1act.) RANK 38 NODE 31 --> 9.62927151 sigma in 32act. ( 8.41146183 sig out 1act.) RANK 39 NODE 14 --> 8.33991623 sigma in 32act. ( 3.66310167 sig out 1act.) RANK 40 NODE 22 --> 8.26023006 sigma in 32act. ( 7.06213331 sig out 1act.) RANK 41 NODE 7 --> 7.99198055 sigma in 32act. ( 4.98388863 sig out 1act.) RANK 42 NODE 21 --> 7.82909012 sigma in 32act. ( 5.62247562 sig out 1act.) RANK 43 NODE 43 --> 6.67350054 sigma in 32act. ( 1.22876608 sig out 1act.) RANK 44 NODE 44 --> 5.85074282 sigma in 32act. ( 0.793588459 sig out 1act.) RANK 45 NODE 25 --> 5.84766054 sigma in 32act. ( 1.20563257 sig out 1act.) sorted by output significance RANK 1 NODE 1 --> 461.864471 sigma out 1act.( 511.00119 sig in 32act.) RANK 2 NODE 16 --> 398.127991 sigma out 1act.( 504.52182 sig in 32act.) RANK 3 NODE 32 --> 309.299927 sigma out 1act.( 217.683762 sig in 32act.) RANK 4 NODE 3 --> 258.670532 sigma out 1act.( 284.579163 sig in 32act.) RANK 5 NODE 35 --> 230.465683 sigma out 1act.( 258.604706 sig in 32act.) RANK 6 NODE 13 --> 226.423508 sigma out 1act.( 242.079407 sig in 32act.) RANK 7 NODE 17 --> 225.919327 sigma out 1act.( 163.429504 sig in 32act.) RANK 8 NODE 40 --> 221.077133 sigma out 1act.( 177.860016 sig in 32act.) RANK 9 NODE 15 --> 176.584778 sigma out 1act.( 159.794907 sig in 32act.) RANK 10 NODE 10 --> 147.35965 sigma out 1act.( 147.061478 sig in 32act.) RANK 11 NODE 28 --> 142.705307 sigma out 1act.( 107.935486 sig in 32act.) RANK 12 NODE 11 --> 141.52446 sigma out 1act.( 121.216805 sig in 32act.) RANK 13 NODE 41 --> 139.276276 sigma out 1act.( 135.691986 sig in 32act.) RANK 14 NODE 2 --> 123.236679 sigma out 1act.( 92.0982742 sig in 32act.) RANK 15 NODE 20 --> 99.5531769 sigma out 1act.( 102.74247 sig in 32act.) RANK 16 NODE 30 --> 99.3659744 sigma out 1act.( 86.7134399 sig in 32act.) RANK 17 NODE 45 --> 97.1987076 sigma out 1act.( 78.7392502 sig in 32act.) RANK 18 NODE 26 --> 90.6528473 sigma out 1act.( 83.7491837 sig in 32act.) RANK 19 NODE 4 --> 89.2692413 sigma out 1act.( 93.2779617 sig in 32act.) RANK 20 NODE 24 --> 87.0754013 sigma out 1act.( 82.8212738 sig in 32act.) RANK 21 NODE 9 --> 77.2353897 sigma out 1act.( 76.5740891 sig in 32act.) RANK 22 NODE 39 --> 76.835228 sigma out 1act.( 64.8034363 sig in 32act.) RANK 23 NODE 34 --> 65.1160889 sigma out 1act.( 66.24543 sig in 32act.) RANK 24 NODE 6 --> 64.8848572 sigma out 1act.( 59.8884048 sig in 32act.) RANK 25 NODE 27 --> 62.2649536 sigma out 1act.( 62.4275208 sig in 32act.) RANK 26 NODE 23 --> 60.2000961 sigma out 1act.( 61.6940193 sig in 32act.) RANK 27 NODE 42 --> 56.2173195 sigma out 1act.( 46.2274399 sig in 32act.) RANK 28 NODE 38 --> 43.3418503 sigma out 1act.( 37.0284767 sig in 32act.) RANK 29 NODE 37 --> 41.8794518 sigma out 1act.( 35.9136353 sig in 32act.) RANK 30 NODE 12 --> 39.8000031 sigma out 1act.( 38.5866051 sig in 32act.) RANK 31 NODE 5 --> 28.8152218 sigma out 1act.( 28.1964493 sig in 32act.) RANK 32 NODE 36 --> 25.5621281 sigma out 1act.( 26.33288 sig in 32act.) RANK 33 NODE 18 --> 18.0632687 sigma out 1act.( 21.0089989 sig in 32act.) RANK 34 NODE 8 --> 16.6598282 sigma out 1act.( 17.9833145 sig in 32act.) RANK 35 NODE 19 --> 10.4252892 sigma out 1act.( 12.5031843 sig in 32act.) RANK 36 NODE 29 --> 10.1780996 sigma out 1act.( 12.0422335 sig in 32act.) RANK 37 NODE 33 --> 9.55949879 sigma out 1act.( 11.6868801 sig in 32act.) RANK 38 NODE 31 --> 8.41146183 sigma out 1act.( 9.62927151 sig in 32act.) RANK 39 NODE 22 --> 7.06213331 sigma out 1act.( 8.26023006 sig in 32act.) RANK 40 NODE 21 --> 5.62247562 sigma out 1act.( 7.82909012 sig in 32act.) RANK 41 NODE 7 --> 4.98388863 sigma out 1act.( 7.99198055 sig in 32act.) RANK 42 NODE 14 --> 3.66310167 sigma out 1act.( 8.33991623 sig in 32act.) RANK 43 NODE 43 --> 1.22876608 sigma out 1act.( 6.67350054 sig in 32act.) RANK 44 NODE 25 --> 1.20563257 sigma out 1act.( 5.84766054 sig in 32act.) RANK 45 NODE 44 --> 0.793588459 sigma out 1act.( 5.85074282 sig in 32act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 978.957458 sigma in 45 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.529650688 *** contribution from regularisation: 0.00257197022 *** contribution from error: -0.532222629 *** contribution from DIAG: 0.000159963703 *********************************************** ENTER BFGS code FG_LNSRCH -529490.712 -1.34019303 875.036255 EXIT FROM BFGS code FG_LNSRCH 0. -1.31135464 0. --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.53161329 *** contribution from regularisation: 0.00245101494 *** contribution from error: -0.534064293 *** contribution from DIAG: 0.000137162802 *********************************************** ENTER BFGS code FG_LNSRCH -531476.103 -1.31135464 159.900162 EXIT FROM BFGS code NEW_X -531476.103 -1.31135464 159.900162 ENTER BFGS code NEW_X -531476.103 -1.31135464 159.900162 EXIT FROM BFGS code FG_LNSRCH 0. -1.32193887 0. --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.531920254 *** contribution from regularisation: 0.00251268758 *** contribution from error: -0.534432948 *** contribution from DIAG: 0.000133496244 *********************************************** ENTER BFGS code FG_LNSRCH -531786.734 -1.32193887 -131.510391 EXIT FROM BFGS code NEW_X -531786.734 -1.32193887 -131.510391 ENTER BFGS code NEW_X -531786.734 -1.32193887 -131.510391 EXIT FROM BFGS code FG_LNSRCH 0. -1.32248378 0. --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.53205508 *** contribution from regularisation: 0.00249526277 *** contribution from error: -0.534550369 *** contribution from DIAG: 0.000141353623 *********************************************** ENTER BFGS code FG_LNSRCH -531913.736 -1.32248378 76.8894119 EXIT FROM BFGS code NEW_X -531913.736 -1.32248378 76.8894119 ENTER BFGS code NEW_X -531913.736 -1.32248378 76.8894119 EXIT FROM BFGS code FG_LNSRCH 0. -1.32748401 0. --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.532144845 *** contribution from regularisation: 0.00250410452 *** contribution from error: -0.534648955 *** contribution from DIAG: 0.000150886874 *********************************************** ENTER BFGS code FG_LNSRCH -531993.938 -1.32748401 -353.532013 EXIT FROM BFGS code NEW_X -531993.938 -1.32748401 -353.532013 ENTER BFGS code NEW_X -531993.938 -1.32748401 -353.532013 EXIT FROM BFGS code CONVERGENC -531993.938 -1.32748401 -353.532013 --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 543.638489 sigma out 45 active outputs RANK 2 NODE 4 --> 374.630829 sigma out 45 active outputs RANK 3 NODE 7 --> 278.566711 sigma out 45 active outputs RANK 4 NODE 3 --> 248.578949 sigma out 45 active outputs RANK 5 NODE 13 --> 240.112381 sigma out 45 active outputs RANK 6 NODE 2 --> 230.496719 sigma out 45 active outputs RANK 7 NODE 6 --> 202.32988 sigma out 45 active outputs RANK 8 NODE 20 --> 135.61319 sigma out 45 active outputs RANK 9 NODE 9 --> 134.860931 sigma out 45 active outputs RANK 10 NODE 19 --> 130.602402 sigma out 45 active outputs RANK 11 NODE 23 --> 130.085388 sigma out 45 active outputs RANK 12 NODE 24 --> 123.156845 sigma out 45 active outputs RANK 13 NODE 17 --> 118.778404 sigma out 45 active outputs RANK 14 NODE 28 --> 114.570076 sigma out 45 active outputs RANK 15 NODE 30 --> 112.048203 sigma out 45 active outputs RANK 16 NODE 31 --> 104.180672 sigma out 45 active outputs RANK 17 NODE 16 --> 103.91468 sigma out 45 active outputs RANK 18 NODE 21 --> 101.570541 sigma out 45 active outputs RANK 19 NODE 12 --> 98.1570587 sigma out 45 active outputs RANK 20 NODE 5 --> 96.6808853 sigma out 45 active outputs RANK 21 NODE 15 --> 94.6170349 sigma out 45 active outputs RANK 22 NODE 25 --> 94.359314 sigma out 45 active outputs RANK 23 NODE 14 --> 91.2438431 sigma out 45 active outputs RANK 24 NODE 18 --> 80.1705856 sigma out 45 active outputs RANK 25 NODE 22 --> 77.4118576 sigma out 45 active outputs RANK 26 NODE 27 --> 76.4504852 sigma out 45 active outputs RANK 27 NODE 10 --> 74.6838226 sigma out 45 active outputs RANK 28 NODE 8 --> 74.3519211 sigma out 45 active outputs RANK 29 NODE 26 --> 67.6534729 sigma out 45 active outputs RANK 30 NODE 11 --> 67.0452118 sigma out 45 active outputs RANK 31 NODE 32 --> 53.6018829 sigma out 45 active outputs RANK 32 NODE 29 --> 39.2634468 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 1 --> 513.53241 sigma in 32act. ( 455.929932 sig out 1act.) RANK 2 NODE 16 --> 488.774658 sigma in 32act. ( 388.389893 sig out 1act.) RANK 3 NODE 3 --> 278.214233 sigma in 32act. ( 253.860977 sig out 1act.) RANK 4 NODE 35 --> 255.139725 sigma in 32act. ( 229.364471 sig out 1act.) RANK 5 NODE 13 --> 233.718674 sigma in 32act. ( 216.345047 sig out 1act.) RANK 6 NODE 32 --> 215.580566 sigma in 32act. ( 303.121643 sig out 1act.) RANK 7 NODE 17 --> 166.160339 sigma in 32act. ( 224.816513 sig out 1act.) RANK 8 NODE 40 --> 165.267715 sigma in 32act. ( 206.692429 sig out 1act.) RANK 9 NODE 15 --> 156.548782 sigma in 32act. ( 172.243652 sig out 1act.) RANK 10 NODE 10 --> 140.860397 sigma in 32act. ( 141.742004 sig out 1act.) RANK 11 NODE 41 --> 134.916367 sigma in 32act. ( 136.642838 sig out 1act.) RANK 12 NODE 11 --> 117.224197 sigma in 32act. ( 133.503342 sig out 1act.) RANK 13 NODE 28 --> 102.500923 sigma in 32act. ( 134.539948 sig out 1act.) RANK 14 NODE 20 --> 99.1473007 sigma in 32act. ( 95.5552826 sig out 1act.) RANK 15 NODE 4 --> 90.8243637 sigma in 32act. ( 87.6061554 sig out 1act.) RANK 16 NODE 2 --> 89.0288773 sigma in 32act. ( 119.021713 sig out 1act.) RANK 17 NODE 26 --> 82.5939331 sigma in 32act. ( 89.2905579 sig out 1act.) RANK 18 NODE 24 --> 82.2606735 sigma in 32act. ( 86.7135925 sig out 1act.) RANK 19 NODE 30 --> 79.3400269 sigma in 32act. ( 89.0016785 sig out 1act.) RANK 20 NODE 45 --> 76.6331024 sigma in 32act. ( 92.2948761 sig out 1act.) RANK 21 NODE 9 --> 74.544014 sigma in 32act. ( 74.3434906 sig out 1act.) RANK 22 NODE 34 --> 64.6079102 sigma in 32act. ( 63.4694672 sig out 1act.) RANK 23 NODE 27 --> 63.3086815 sigma in 32act. ( 62.550312 sig out 1act.) RANK 24 NODE 39 --> 60.7765083 sigma in 32act. ( 70.6299744 sig out 1act.) RANK 25 NODE 23 --> 59.0336761 sigma in 32act. ( 57.094841 sig out 1act.) RANK 26 NODE 6 --> 57.3906822 sigma in 32act. ( 61.4578018 sig out 1act.) RANK 27 NODE 42 --> 41.5636444 sigma in 32act. ( 49.7290688 sig out 1act.) RANK 28 NODE 12 --> 39.3254318 sigma in 32act. ( 40.7259026 sig out 1act.) RANK 29 NODE 38 --> 34.8965683 sigma in 32act. ( 40.5874367 sig out 1act.) RANK 30 NODE 37 --> 33.1347733 sigma in 32act. ( 37.6307106 sig out 1act.) RANK 31 NODE 5 --> 26.8103638 sigma in 32act. ( 26.771143 sig out 1act.) RANK 32 NODE 36 --> 25.3630733 sigma in 32act. ( 24.3134422 sig out 1act.) RANK 33 NODE 18 --> 20.120945 sigma in 32act. ( 17.2264652 sig out 1act.) RANK 34 NODE 8 --> 18.8611145 sigma in 32act. ( 17.8463345 sig out 1act.) RANK 35 NODE 19 --> 11.8812847 sigma in 32act. ( 9.71237183 sig out 1act.) RANK 36 NODE 29 --> 11.7444248 sigma in 32act. ( 9.79919529 sig out 1act.) RANK 37 NODE 33 --> 11.066267 sigma in 32act. ( 8.8611002 sig out 1act.) RANK 38 NODE 31 --> 10.5562477 sigma in 32act. ( 9.58100986 sig out 1act.) RANK 39 NODE 14 --> 8.39942741 sigma in 32act. ( 3.53486967 sig out 1act.) RANK 40 NODE 7 --> 7.80710983 sigma in 32act. ( 4.64434624 sig out 1act.) RANK 41 NODE 21 --> 7.78268957 sigma in 32act. ( 5.51667404 sig out 1act.) RANK 42 NODE 22 --> 7.56899071 sigma in 32act. ( 6.1265626 sig out 1act.) RANK 43 NODE 43 --> 6.73234129 sigma in 32act. ( 0.905536294 sig out 1act.) RANK 44 NODE 25 --> 6.22934151 sigma in 32act. ( 2.42057967 sig out 1act.) RANK 45 NODE 44 --> 6.07499552 sigma in 32act. ( 1.27986431 sig out 1act.) sorted by output significance RANK 1 NODE 1 --> 455.929932 sigma out 1act.( 513.53241 sig in 32act.) RANK 2 NODE 16 --> 388.389893 sigma out 1act.( 488.774658 sig in 32act.) RANK 3 NODE 32 --> 303.121643 sigma out 1act.( 215.580566 sig in 32act.) RANK 4 NODE 3 --> 253.860977 sigma out 1act.( 278.214233 sig in 32act.) RANK 5 NODE 35 --> 229.364471 sigma out 1act.( 255.139725 sig in 32act.) RANK 6 NODE 17 --> 224.816513 sigma out 1act.( 166.160339 sig in 32act.) RANK 7 NODE 13 --> 216.345047 sigma out 1act.( 233.718674 sig in 32act.) RANK 8 NODE 40 --> 206.692429 sigma out 1act.( 165.267715 sig in 32act.) RANK 9 NODE 15 --> 172.243652 sigma out 1act.( 156.548782 sig in 32act.) RANK 10 NODE 10 --> 141.742004 sigma out 1act.( 140.860397 sig in 32act.) RANK 11 NODE 41 --> 136.642838 sigma out 1act.( 134.916367 sig in 32act.) RANK 12 NODE 28 --> 134.539948 sigma out 1act.( 102.500923 sig in 32act.) RANK 13 NODE 11 --> 133.503342 sigma out 1act.( 117.224197 sig in 32act.) RANK 14 NODE 2 --> 119.021713 sigma out 1act.( 89.0288773 sig in 32act.) RANK 15 NODE 20 --> 95.5552826 sigma out 1act.( 99.1473007 sig in 32act.) RANK 16 NODE 45 --> 92.2948761 sigma out 1act.( 76.6331024 sig in 32act.) RANK 17 NODE 26 --> 89.2905579 sigma out 1act.( 82.5939331 sig in 32act.) RANK 18 NODE 30 --> 89.0016785 sigma out 1act.( 79.3400269 sig in 32act.) RANK 19 NODE 4 --> 87.6061554 sigma out 1act.( 90.8243637 sig in 32act.) RANK 20 NODE 24 --> 86.7135925 sigma out 1act.( 82.2606735 sig in 32act.) RANK 21 NODE 9 --> 74.3434906 sigma out 1act.( 74.544014 sig in 32act.) RANK 22 NODE 39 --> 70.6299744 sigma out 1act.( 60.7765083 sig in 32act.) RANK 23 NODE 34 --> 63.4694672 sigma out 1act.( 64.6079102 sig in 32act.) RANK 24 NODE 27 --> 62.550312 sigma out 1act.( 63.3086815 sig in 32act.) RANK 25 NODE 6 --> 61.4578018 sigma out 1act.( 57.3906822 sig in 32act.) RANK 26 NODE 23 --> 57.094841 sigma out 1act.( 59.0336761 sig in 32act.) RANK 27 NODE 42 --> 49.7290688 sigma out 1act.( 41.5636444 sig in 32act.) RANK 28 NODE 12 --> 40.7259026 sigma out 1act.( 39.3254318 sig in 32act.) RANK 29 NODE 38 --> 40.5874367 sigma out 1act.( 34.8965683 sig in 32act.) RANK 30 NODE 37 --> 37.6307106 sigma out 1act.( 33.1347733 sig in 32act.) RANK 31 NODE 5 --> 26.771143 sigma out 1act.( 26.8103638 sig in 32act.) RANK 32 NODE 36 --> 24.3134422 sigma out 1act.( 25.3630733 sig in 32act.) RANK 33 NODE 8 --> 17.8463345 sigma out 1act.( 18.8611145 sig in 32act.) RANK 34 NODE 18 --> 17.2264652 sigma out 1act.( 20.120945 sig in 32act.) RANK 35 NODE 29 --> 9.79919529 sigma out 1act.( 11.7444248 sig in 32act.) RANK 36 NODE 19 --> 9.71237183 sigma out 1act.( 11.8812847 sig in 32act.) RANK 37 NODE 31 --> 9.58100986 sigma out 1act.( 10.5562477 sig in 32act.) RANK 38 NODE 33 --> 8.8611002 sigma out 1act.( 11.066267 sig in 32act.) RANK 39 NODE 22 --> 6.1265626 sigma out 1act.( 7.56899071 sig in 32act.) RANK 40 NODE 21 --> 5.51667404 sigma out 1act.( 7.78268957 sig in 32act.) RANK 41 NODE 7 --> 4.64434624 sigma out 1act.( 7.80710983 sig in 32act.) RANK 42 NODE 14 --> 3.53486967 sigma out 1act.( 8.39942741 sig in 32act.) RANK 43 NODE 25 --> 2.42057967 sigma out 1act.( 6.22934151 sig in 32act.) RANK 44 NODE 44 --> 1.27986431 sigma out 1act.( 6.07499552 sig in 32act.) RANK 45 NODE 43 --> 0.905536294 sigma out 1act.( 6.73234129 sig in 32act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 953.972961 sigma in 45 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.532145202 *** contribution from regularisation: 0.00250375131 *** contribution from error: -0.534648955 *** contribution from DIAG: 0.000150428081 *********************************************** -----------------> Test sample Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -9.80098724 create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Kaon_Long_NeuroBayes.conf NB_AHISTOUT: storage space 168976 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/Kaon/Long/GlobalPID_Kaon_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/Kaon/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/Kaon/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/Kaon/Long/NB.txt Training Host = lxplus431.cern.ch Particle type = kaon 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_Kaon_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 39 nodes, hidden layer has 45 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_PRE = 612 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Considered 1796476 tracks for input to NN training Sel. Eff. = 55.6645% Selected 1000000 tracks for input to NN training ghost percentage = 17.7101% electron percentage = 3.2769% muon percentage = 0.9167% pion percentage = 63.4828% kaon percentage = 9.1606% Unknown Particle type 411 percentage = 0.0002% Unknown Particle type 431 percentage = 0.0001% proton percentage = 5.4207% Unknown Particle type 3112 percentage = 0.0069% Unknown Particle type 3222 percentage = 0.0223% Unknown Particle type 3312 percentage = 0.0024% Unknown Particle type 1000020040 percentage = 0.0003% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackFitMatchChi2 Making plots for input TrackCloneDist Making plots for input TrackFitVeloChi2 Making plots for input TrackFitVeloNDoF Making plots for input TrackFitTChi2 Making plots for input TrackFitTNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichUsedR2Gas Making plots for input RichAbovePiThres Making plots for input RichAboveKaThres Making plots for input RichAbovePrThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsMuon Making plots for input MuonNShared Making plots for input InAccMuon Making plots for input MuonIsLooseMuon Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input 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 38 input variables. ***************Training results***************** number of nodes in the 1st layer: 32 number of nodes in the 2nd layer: 45 number of nodes in the 3rd layer: 1 number of iterations: 100