Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Long Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Long/GlobalPID_Ghost_Long_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Long/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Long/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Long/NB.txt Training Host = lxplus432.cern.ch Particle type = ghost Background types = all Training Mix = NaturalMix Track type = Long Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Ghost_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 38 Your number of nodes in the hidden layer is: 44 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function You want to use the global preprocessing flag 621 You use momentum: 0. Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackFitMatchChi2 PreproFlag 34 Input 10 TrackCloneDist PreproFlag 34 Input 11 TrackFitVeloChi2 PreproFlag 14 Input 12 TrackFitVeloNDoF PreproFlag 19 Input 13 TrackFitTChi2 PreproFlag 14 Input 14 TrackFitTNDoF PreproFlag 19 Input 15 RichUsedAero PreproFlag 18 Input 16 RichUsedR1Gas PreproFlag 18 Input 17 RichUsedR2Gas PreproFlag 18 Input 18 RichAboveMuThres PreproFlag 18 Input 19 RichAboveKaThres PreproFlag 18 Input 20 RichDLLe PreproFlag 34 Input 21 RichDLLmu PreproFlag 34 Input 22 RichDLLk PreproFlag 34 Input 23 RichDLLp PreproFlag 34 Input 24 RichDLLbt PreproFlag 34 Input 25 MuonBkgLL PreproFlag 34 Input 26 MuonMuLL PreproFlag 34 Input 27 MuonIsMuon PreproFlag 19 Input 28 MuonNShared PreproFlag 19 Input 29 InAccMuon PreproFlag 19 Input 30 MuonIsLooseMuon PreproFlag 19 Input 31 EcalPIDe PreproFlag 34 Input 32 EcalPIDmu PreproFlag 34 Input 33 HcalPIDe PreproFlag 34 Input 34 HcalPIDmu PreproFlag 34 Input 35 PrsPIDe PreproFlag 34 Input 36 InAccBrem PreproFlag 19 Input 37 BremPIDe PreproFlag 34 Input 38 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Considered 1796476 tracks for input to NN training Sel. Eff. = 55.6645% Selected 1000000 tracks for input to NN training ghost percentage = 17.7101% electron percentage = 3.2769% muon percentage = 0.9167% pion percentage = 63.4828% kaon percentage = 9.1606% Unknown Particle type 411 percentage = 0.0002% Unknown Particle type 431 percentage = 0.0001% proton percentage = 5.4207% Unknown Particle type 3112 percentage = 0.0069% Unknown Particle type 3222 percentage = 0.0223% Unknown Particle type 3312 percentage = 0.0024% Unknown Particle type 1000020040 percentage = 0.0003% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T Project 2001-2003 Copyright Phi-T GmbH Version 20101206 Library compiled with: NB_MAXPATTERN= 1500000 NB_MAXNODE = 100 ----------------------------------- found 1000000 samples to learn from preprocessing flags/parameters: global preprocessing flag: 621 individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 3 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 4 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 5 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 6 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 7 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 8 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 9 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 10 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 11 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 12 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 13 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 14 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 15 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 16 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 17 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 18 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 19 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 20 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 21 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 22 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 23 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 24 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 25 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 26 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 27 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 28 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 29 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 30 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 31 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 32 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 33 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 34 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 35 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 36 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 37 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 38 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. Using weight factor: 1. now perform preprocessing *** called with option 21 *** This will do for you: *** input variable equalisation *** to flat distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node ************************************ Signal fraction: 17.7101002 % ------------------------------ Transdef: Tab for variable 1 -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. ------------------------------ Transdef: Tab for variable 2 2. 16. 20. 23. 26. 28. 29. 31. 33. 34. 35. 37. 38. 39. 41. 42. 43. 44. 45. 46. 47. 48. 49. 50. 51. 52. 53. 54. 55. 56. 57. 58. 59. 60. 61. 62. 63. 64. 65. 66. 67. 68. 69. 69. 70. 71. 72. 73. 74. 75. 76. 77. 78. 79. 80. 82. 83. 84. 85. 86. 87. 88. 89. 91. 92. 93. 94. 96. 97. 98. 100. 101. 103. 104. 106. 107. 109. 110. 112. 114. 116. 118. 120. 122. 125. 127. 130. 132. 135. 138. 141. 145. 149. 154. 159. 165. 173. 183. 199. 224. 435. build map for variable # 2 ------------------------------ Transdef: Tab for variable 3 1051.19995 1576.08496 1739.23499 1855.78003 1955.78003 2046.90503 2131.01001 2214.37988 2294.39502 2371.1748 2448.55518 2523.43506 2598.73999 2675.36523 2750.09521 2826.49512 2902.97998 2979.69995 3056.22998 3133.51001 3211.78516 3291.12988 3369.68506 3449.11011 3530.5 3612.22998 3695.45996 3780.40479 3867.75 3954.69995 4044.59521 4135.6748 4227.6748 4321.14014 4417.30957 4514.33984 4613.34473 4712.47998 4815.64502 4919.94531 5026.87012 5137.16992 5251.29492 5365.85498 5486.58984 5607.69531 5731.62988 5859.37988 5994.7749 6129.86035 6271.00977 6413.16016 6560.61523 6713.00488 6873.50488 7038.09473 7207.19531 7384.54004 7566.79004 7750.58008 7948.31982 8147.90527 83 warning: map is empty for variable 3 57.83984 8575.2998 8800.05957 9033.77539 9272.06445 9526.35547 9787.08984 10058.1797 10340.9805 10635.4248 10949.9102 11279.375 11632.9746 12001.8496 12383.835 12791.0449 13223.4453 13682.9805 14182.8105 14715.7344 15289.0996 15907.585 16551.5996 17265.4297 18057.1992 18918.9141 19876.8047 20952.5195 22171.7188 23524.1797 25132.3809 26990.8203 29246.4453 32030.3008 35597. 40584.4414 48211.7188 63785.9531 4761111. do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 3.55318856 61.780571 75.0442276 83.490036 91.5251465 99.2461472 106.917084 114.526993 121.910797 129.059052 136.157104 143.07486 149.956726 156.582275 163.137009 169.556641 175.967621 182.279694 188.696594 194.921356 200.955872 207.073456 213.208374 219.34819 225.409195 231.478729 237.555817 243.521652 249.592896 255.746796 261.978546 268.1237 warning: map is empty for variable 4 18 274.339294 280.577179 286.778076 293.091644 299.477173 305.866455 312.353729 318.817444 325.412842 332.144745 338.879211 345.777985 352.631561 359.809326 367.083984 374.372437 381.838135 389.322815 396.893433 404.737518 412.595825 420.722656 428.895508 437.384827 445.861267 454.726013 463.734375 472.885986 482.413025 492.117401 502.047516 512.240845 522.637939 533.588867 544.687866 556.08252 567.873596 579.893799 592.465027 605.494873 619.111084 633.129639 647.772095 663.185303 679.207031 695.679382 712.953247 731.384888 751.133057 772.2547 794.84259 818.634338 844.423828 872.456055 902.673401 936.057861 972.974792 1013.14868 1058.25024 1110.43677 1172.0813 1244.75146 1332.37256 1440.56934 1585.09644 1787.97803 2103.0708 2742.00049 640132.375 do regularised spline fit for input variable # 4 build map for variable # 4 warning: map is empty for variable 4 ------------------------------ Transdef: Tab for variable 5 0.161407679 0.518016934 0.572030425 0.607863247 0.63563174 0.658714294 0.678919613 0.696864903 0.713098764 0.728441 0.742652595 0.756039977 0.768709719 0.780824661 0.792360008 0.803386331 0.814302981 0.824860096 0.835346162 0.845394015 0.855297446 0.8650316 0.874517441 0.883850038 0.893140197 0.902070642 0.911140561 0.920189798 0.92924428 0.938176274 0.946973085 0.955959916 0.964844584 0.973558068 0.982373357 0.991359711 1.00021434 1.00922203 1.01821899 1.02727318 1.03645897 1.04570937 1.05500913 1.0645591 1.07415891 1.08379841 1.09358072 1.10357261 1.11358333 1.1238997 1.13435876 1.1452471 1.15615928 1.16731417 1.17884648 1.19091082 1.20309246 1.21560764 1.22850633 1.24176168 1.2554816 1.27006292 1.28508806 1.30071235 1.31706536 1.33409584 1.35210872 1.37162578 1.39217854 1.41384554 1.43705273 1.46220517 1.48894894 1.51857817 1.55050838 1.58568358 1.62504816 1.66748786 1.7153275 1.76956069 1.82978082 1.89807713 1.97364533 2.05634117 2.14888096 2.24986529 2.36151195 2.48588085 2.62146568 2.76739168 2.92556429 3.09510255 3.27790165 3.47443438 3.68694878 3.91099834 4.16221333 4.45466185 4.84408951 5.50286961 9.99821091 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 7. 12. 13. 15. 15. 16. 17. 17. 18. 19. 19. 20. 20. 21. 21. 21. 22. 22. 23. 23. 24. 24. 24. 25. 25. 25. 26. 26. 26. 27. 27. 27. 27. 28. 28. 28. 28. 28. 29. 29. 29. 29. 29. 30. 30. 30. 30. 30. 30. 31. 31. 31. 31. 31. 31. 32. 32. 32. 32. 32. 32. 33. 33. 33. 33. 33. 33. 33. 34. 34. 34. 34. 34. 34. 35. 35. 35. 35. 35. 35. 36. 36. 36. 36. 36. 37. 37. 37. 37. 37. 38. 38. 38. 39. 39. 39. 40. 40. 41. 42. 55. build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -99.9702301 -68.6403885 -60.5157776 -54.3923035 -49.2045822 -44.6856079 -40.9243431 -37.8902893 -35.3554459 -33.0707474 -31.050354 -29.1892433 -27.5976372 -26.2067146 -24.9384079 -23.8056793 -22.8534241 -22.0228062 -21.2483597 -20.4263229 -19.3686829 -18.1094666 -17.0336304 -16.0498562 -15.1178417 -14.2062283 -13.3981266 -12.6954117 -12.0663815 -11.4937496 -10.9882317 -10.5277328 -10.1131897 -9.74481964 -9.40937424 -9.09449005 -8.80544662 -8.53594017 -8.28520966 -8.05606461 -7.83761549 -7.63245201 -7.44425774 -7.26581764 -7.09740686 -6.93509102 -6.77894497 -6.63247299 -6.49170971 -6.35536385 -6.22587442 -6.10258198 -5.98147583 -5.8654995 -5.75278568 -5.64488792 -5.53799915 -5.43482018 -5.33443928 -5.23617077 -5.14046955 -5.0462656 -4.95494175 -4.86360598 -4.77483749 -4.68914509 -4.60371304 -4.52061462 -4.43781328 -4.3571682 -4.2775507 -4.20085621 -4.12393284 -4.0493989 -3.97489691 -3.90071726 -3.8259089 -3.75161457 -3.6766901 -3.6015265 -3.52568722 -3.44960785 -3.37246537 -3.29670906 -3.2215867 -3.14613247 -3.06979799 -2.99224949 -2.91248298 -2.82784557 -2.73966455 -2.648890 warning: map is empty for variable 7 02 -2.5528276 -2.45265675 -2.34871197 -2.24119091 -2.12574458 -1.99891675 -1.84827733 -1.60736442 -0.1466005 do regularised spline fit for input variable # 7 build map for variable # 7 warning: map is empty for variable 7 ------------------------------ Transdef: Tab for variable 8 1.00013376E-05 0.000381545455 0.000744894496 0.00110580307 0.00146095641 0.00182177045 0.00217866967 0.00254094368 0.00290734367 0.00327057345 0.00362779037 0.00399105204 0.00436001644 0.00472527137 0.00509139989 0.00545678381 0.00583805423 0.00620949082 0.00658932421 0.00696955808 0.00734717585 0.00772630051 0.0081042042 0.00848564878 0.00887985155 0.00927856751 0.00969239883 0.0101272874 0.0105979489 0.0111239003 0.0117153265 0.0124018323 0.0131275477 0.0139391907 0.0148274461 0.0158115011 0.0168813094 0.0180669818 0.0193949174 0.0208737925 0.0225285962 0.0243819598 0.0265049655 0.0288895182 0.0316321403 0.0346499607 0.0379050076 0.04145585 0.0450543985 0.0481514633 0.0508073196 0.0535130054 0.0564675704 0.0599133596 0.0639393479 0.0686061531 0.0738589987 0.0797122717 0.086027056 0.0930039585 0.100221731 0.108026356 0.116605937 0.125695407 0.135697275 0.146480352 0.157600001 0.169417292 0.181948602 0.195062324 0.208788037 0.222863168 0.237566173 0.252934784 0.268918455 0.285253882 0.30202651 0.319224626 0.33644709 0.354674041 0.373420835 0.393768311 0.415750444 0.439443707 0.46617496 0.495108664 0.527468562 0.562291622 0.598253667 0.635136485 0.671867192 0.70868361 0.743337512 0.776072979 0.805687308 0.831951559 0.856028914 0.879755259 0.905685186 0.936595678 0.999987841 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 0.0111313853 0.651839852 0.893955946 1.08282328 1.2417804 1.38711953 1.52000213 1.64410496 1.76200521 1.87647641 1.98608685 2.09294987 2.19505525 2.29678845 2.3962276 2.49560404 2.59128237 2.68573523 2.78190637 2.8766737 2.97041392 3.06395698 3.15825438 3.25332117 3.34778285 3.44329238 3.53897667 3.63392472 3.72937822 3.82557678 3.92211819 4.01812077 4.11674595 4.21644115 4.31723356 4.42061329 4.52426147 4.62950993 4.73447418 4.84170151 4.94975519 5.06130886 5.17304802 5.28663111 5.40378094 5.52208471 5.64541864 5.76856709 5.89436007 6.02596951 6.16140842 6.29914761 6.43824911 6.58111 6.72970438 6.88268805 7.04077721 7.20549679 7.37535 7.55480814 7.73332787 7.92554569 8.1239748 8.32842064 8.548316 8.76986313 9.00699615 9.26219368 9.52894402 9.814394 10.111412 10.4402256 10.7958832 11.1729374 11.5837231 12.0297079 12.5117493 13.0444937 13.6500788 14.3144417 15.0809631 15.939621 16.9236507 18.0403557 19.3176956 20.7654381 22.4092255 24.2711334 26.3455067 28.6188545 31.1902962 33.9963837 37.1259193 40.6502991 44.6955528 49.2474747 54.6670914 61.3271637 69.7125397 81.894455 136.659332 do reg warning: map is empty for variable 9 ularised spline fit for input variable # 9 build map for variable # 9 warning: map is empty for variable 9 ------------------------------ Transdef: Tab for variable 10 0.0167804044 6.40450287 13.6450405 21.5279884 29.2145405 36.738739 43.0093498 50.6294975 57.5617447 65.0170898 72.0740662 79.208374 88.3353348 96.0295258 104.117371 113.170731 121.751663 131.43309 141.060272 151.952667 162.586945 172.984436 184.621368 195.314117 206.640015 217.411896 230.089142 243.340561 256.025757 270.234985 284.388062 300.293793 316.995209 333.876892 350.626831 367.361633 385.412231 404.481262 425.449921 445.429993 465.751099 489.634949 513.690308 535.043274 557.182373 583.318787 612.730469 636.949341 662.610779 691.757935 721.169312 752.31604 784.589844 819.339966 853.750244 889.776367 927.336914 964.389465 1006.21692 1051.36414 1098.56274 1143.53149 1191.65625 1243.41382 1294.28857 1347.68713 1401.82129 1461.28027 1521.82544 1578.7782 1640.63379 1710.84204 1779.84705 1849.35181 1914.02454 1993.89978 2072.62012 2142.78662 2228.521 2321.76807 2412.47778 2507.87012 2605.66113 2711.49219 2818.37573 2917.82861 3023.93042 3127.02759 3247.78906 3369.24023 3498.89551 3637.39502 3774.93018 3918.9502 4068.09863 4231.2168 4371.65381 4520.73877 4685.55615 4846.24902 4999.86572 do regularised spline fit for input variable # 10 build map for variable # 10 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 11 2.49335508E-09 0.108777918 0.301913083 0.510740995 0.712229729 0.90804249 1.09530401 1.28033292 1.45807767 1.62893701 1.79205966 1.95342422 2.11346149 2.27025366 2.42455292 2.57527828 2.72254133 2.87039471 3.01841068 3.16434956 3.30762696 3.4516449 3.59429026 3.73738337 3.87807894 4.02208424 4.16312695 4.30253792 4.44297791 4.58260679 4.72462177 4.86778831 5.00840998 5.15096617 5.29387951 5.43533564 5.57921124 5.72123528 5.86418819 6.01036453 6.15536833 6.30066204 6.44721603 6.59610176 6.74131012 6.89034271 7.03900623 7.18849182 7.33926105 7.49080849 7.64735794 7.80281544 7.96070957 8.11812878 8.27761364 8.43896484 8.59822655 8.76489639 8.93283939 9.0991888 9.2706604 9.44481945 9.62293625 9.80425262 9.98479271 10.1710358 10.3605556 10.5529165 10.7503777 10.9502602 11.1560106 11.365303 11.57761 11.7947063 12.0224552 12.2541895 12.4911833 12.7394285 12.9961119 13.2580776 13.5303373 13.8201733 14.1164455 14.4235964 14.7471733 15.0919514 15.4520502 15.8383808 16.255291 16.7056408 17.1882057 17.7240868 18.3229141 19.0029564 19.7879562 20.7314053 21.9058304 23.463541 25.8251171 30.3832932 109.591339 do regularised spline fit for input variable # 11 ------------------------------ Transdef: Tab for variable 12 -1. 1. 1. 1. 1. 2. 2. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 4. 4. 4. 4. 4. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 6. 6. 6. 6. 7. 7. 7. 7. 7. 7. 7. 7. 7. 8. 8. 8. 8. 8. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 10. 10. 10. 10. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 12. 12. 12. 13. 13. 13. 13. 13. 13. 13. 14. 15. 15. 15. 17. 28. build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 0.00024962399 1.61910844 2.47818112 3.12548184 3.65801072 4.13338661 4.5504427 4.94073105 5.30541992 5.64918327 5.96897078 6.27966309 6.56577206 6.83920717 7.10363865 7.36225224 7.60584736 7.84544468 8.08535957 8.31294727 8.53276443 8.74925518 8.96652794 9.17410183 9.37997246 9.58383942 9.78407669 9.98098278 10.1751432 10.3698425 10.5607224 10.7495899 10.9423008 11.1302013 11.3195505 11.5013113 11.6862507 11.8732071 12.0575047 12.2423668 12.4267044 12.6111069 12.7975254 12.9828329 13.1714954 13.361084 13.5511894 13.7395153 13.9313488 14.1236515 14.3188229 14.517477 14.716383 14.9174957 15.1188927 15.3249531 15.5261898 15.7349815 15.9498196 16.1650009 16.3859768 16.6087341 16.8409424 17.0761795 17.313549 17.5606041 17.8124008 18.0739708 18.3445587 18.6207733 18.9038181 19.1963272 19.4916267 19.8098793 20.1403427 20.4854393 20.8428154 21.2154083 21.621769 22.0392151 22.4854431 22.9576988 23.46241 24.015379 24.624033 25.2991982 26.0542812 26.8864441 27.8209248 28.9095497 30.207489 31.7236824 33.5582428 35.7836914 38.5421791 41.9603958 46.2954636 51.6872864 59.0032425 70.6583862 135.909805 do regularised spline fit for input variable # 13 ------------------------------ Transdef: Tab for variable 14 1. 3. 4. 5. 6. 6. 7. 7. 7. 7. 7. 7. 7. 7. 8. 8. 8. 9. 9. 10. 10. 11. 11. 11. 12. 12. 12. 12. 13. 13. 13. 13. 13. 13. 14. 14. 14. 14. 14. 14. 14. 14. 14. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 18. 18. 18. 18. 18. 18. 18. 18. 18. 18. 19. 19. 19. 19. 20. 20. 21. 30. build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 15 ------------------------------ Transdef: Tab for variable 16 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -132.375595 -69.280899 -60.027298 -54.0655975 -49.5714493 -46.0568008 -43.0702515 -40.6413498 -38.6056519 -36.9046478 -35.3978004 -34.0835991 -32.9028511 -31.8225994 -30.8290501 -29.90345 -29.0580502 -28.253849 -27.5 -26.7915001 -26.10425 -25.4595985 -24.8390999 -24.2388496 -23.6523991 -23.0935001 -22.5457993 -22.0059509 -21.4932003 -20.9862499 -20.4801998 -19.9917488 -19.5237999 -19.0540504 -18.5835991 -18.1172009 -17.6553993 -17.2079506 -16.760849 -16.3243008 -15.8888493 -15.4643497 -15.0427999 -14.6190996 -14.2000999 -13.7814999 -13.3698502 -12.9582005 -12.5433998 -12.1315002 -11.7242508 -11.31985 -10.9167995 -10.5217495 -10.1259995 -9.73004913 -9.33909988 -8.95359993 -8.5685997 -8.18879986 -7.81650019 -7.45170021 -7.07590008 -6.70839977 -6.35220003 -5.99410009 -5.64599991 -5.30480003 -4.96220016 -4.62415028 -4.29554987 -3.97149992 -3.65310001 -3.33789992 -3.03469992 -2.74429989 -2.45889997 -2.18109989 -1.90869999 -1.64345002 -1.38479996 -1.13680005 -0.894400001 -0.657100022 -0.427349985 -0.203500003 0.00710000005 0.255199999 0.557299972 0.926900029 1.37535 1.91670001 2.57809997 3.39449978 4.42404985 5.74454975 7.58994961 10.2517996 14.8096504 24.1777 146.914093 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -109.298897 -43.6083984 -35.8069496 -31.1259003 -27.8845005 -25.4773502 -23.5413494 -21.9172001 -20.5480499 -19.3344994 -18.2549992 -17.3076992 -16.4254494 -15.6311493 -14.9099998 -14.2517996 -13.6287498 -13.0454998 -12.5003996 -11.9928999 -11.5064001 -11.0430002 -10.6028996 -10.1873999 -9.78559971 -9.40279961 -9.03344917 -8.69130039 -8.35354996 -8.03139973 -7.7185998 -7.42054987 -7.13509989 -6.85459995 -6.58179998 -6.3204999 -6.0644002 -5.82450008 -5.58615017 -5.35529995 -5.13395023 -4.91690016 -4.71169996 -4.50909996 -4.31239986 -4.11744976 -3.9302001 -3.74845004 -3.57340002 -3.40264988 -3.23819995 -3.0775001 -2.92385006 -2.77209997 -2.62444997 -2.47979999 -2.33960009 -2.20449996 -2.07470012 -1.94974995 -1.82459998 -1.70385003 -1.58679998 -1.47070003 -1.35880005 -1.24800003 -1.14100003 -1.03699994 -0.933300018 -0.832000017 -0.734499991 -0.638700008 -0.545300007 -0.452899992 -0.364300013 -0.276199996 -0.189899996 -0.105599999 -0.0276999995 0. 0.0744000003 0.172399998 0.280499995 0.400849998 0.526899993 0.666549981 0.82160002 0.991900027 1.18114996 1.39900005 1.63940001 1.91820002 2.23740005 2.61815 3.08920002 3.67285013 4.44875002 5.53884983 7.25934982 10.6357002 92.7198029 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -169.438293 -70.2200012 -59.7008514 -53.3749504 -48.6471481 -45.030201 -42.040947 -39.4561996 -37.1383018 -35.0618973 -33.153801 -31.4294014 -29.8161507 -28.3157005 -26.8994503 -25.5701504 -24.2770996 -23.040451 -21.8656006 -20.7472 -19.6763 -18.6287003 -17.6224003 -16.6338005 -15.6959 -14.7705498 -13.8960495 -13.05585 -12.2436504 -11.4584999 -10.7088003 -9.98209953 -9.29339981 -8.62370014 -7.98089981 -7.38079977 -6.81220007 -6.26070023 -5.73699999 -5.22940016 -4.75255013 -4.29050016 -3.84060001 -3.41345 -3.00309992 -2.60645008 -2.23149991 -1.87024999 -1.52989995 -1.20079994 -0.882200003 -0.574800014 -0.270399988 0. 0. 0. 0.0355999991 0.300599992 0.555350006 0.817250013 1.07130003 1.32910001 1.58975005 1.8556 2.12350011 2.39104986 2.66470003 2.9447999 3.227 3.51275015 3.80170012 4.09724998 4.39909983 4.7048502 5.01879978 5.34385014 5.67229986 6.02225018 6.37720013 6.74980021 7.13455009 7.54570007 7.98745012 8.47729969 9.01210022 9.59430027 10.2699003 11.0241003 11.8873997 12.8705502 13.9579 15.1718502 16.4805984 17.9745998 19.6278992 21.5769997 23.9151993 26.9406013 31.1923504 39.2722473 145.506805 do regularised spline fit for input variable # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -179.763504 -64.8252029 -55.1730499 -49.3689499 -45.1165466 -41.8089981 -39.0223999 -36.655098 -34.5482025 -32.6256485 -30.878849 -29.2676506 -27.7901001 -26.3640499 -25.0397987 -23.7639008 -22.5700493 -21.3990498 -20.2884502 -19.2311001 -18.1733513 -17.1767006 -16.1784992 -15.2304001 -14.3013 -13.3996 -12.5326004 -11.6898003 -10.8655005 -10.0756493 -9.30520058 -8.55560017 -7.84560013 -7.16155005 -6.50594997 -5.85955 -5.23480034 -4.64025021 -4.06244993 -3.51349998 -2.97749996 -2.46204996 -1.96585 -1.48150003 -1.0187 -0.573350012 -0.140699998 0. 0. 0. 0.284000009 0.652800024 1.01434994 1.37264991 1.72440004 2.08060002 2.42404985 2.76845002 3.09905005 3.41589999 3.72819996 4.02904987 4.32320023 4.59959984 4.87020016 5.1329999 5.39050007 5.64069986 5.88910007 6.13360023 6.37729979 6.62884998 6.87459993 7.12249994 7.37529993 7.63770008 7.9053998 8.19149971 8.48789978 8.80539989 9.14365005 9.50990009 9.90849972 10.3599997 10.8564997 11.4182491 12.0574493 12.7979002 13.6336498 14.5569496 15.5883503 16.7042503 17.9123497 19.2584 20.7786503 22.5499992 24.6514492 27.2378998 30.6767502 36.4343987 125.160698 do regularised spline fit for input variable # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -154.501297 -59.9967003 -50.9528503 -45.46875 -41.5066986 -38.3899498 -35.8535004 -33.5992012 -31.6162491 -29.8517494 -28.2297001 -26.7382507 -25.3577003 -24.0480995 -22.7975502 -21.5943489 -20.4604492 -19.3720512 -18.3378487 -17.3270493 -16.3271503 -15.3533993 -14.4133997 -13.4900999 -12.5939503 -11.7266998 -10.8453999 -9.98110008 -9.1388998 -8.31615067 -7.51534986 -6.73769999 -5.97884989 -5.25115013 -4.56155014 -3.90370011 -3.28744984 -2.6961 -2.14034986 -1.61810005 -1.12740004 -0.658850014 -0.200499997 0. 0. 0. 0.25150001 0.629999995 0.993099988 1.34720004 1.69005001 2.02964997 2.36084986 2.68829989 3.00904989 3.31614995 3.61089993 3.90009999 4.18130016 4.45515013 4.71680021 4.97300005 5.22179985 5.46210003 5.7013998 5.93720007 6.17129993 6.40689993 6.64750004 6.88439989 7.12284994 7.36619997 7.61555004 7.87440014 8.14360046 8.42520046 8.72609997 9.04520035 9.38609982 9.76119995 10.1744499 10.6344004 11.1355495 11.7081509 12.3652 13.1100006 13.9209003 14.8306503 15.82125 16.8905983 18.0480995 19.3096008 20.6945 22.2132988 23.9146004 25.8321991 28.0690994 30.6903 34.0548477 39.024601 76.131897 do regularised spline fit for input variable # 24 build map for variable # 24 ------------------------------ Transdef: Tab for variable 25 -8.3572998 -5.68155003 -5.23750019 -4.93795013 -4.7189002 -4.5158 -4.3416996 -4.18825006 -4.04524994 -3.90495014 -3.75545001 -3.62975001 -3.51135015 -3.39209986 -3.27940011 -3.1791501 -3.07294989 -2.96854997 -2.8680501 -2.76989985 -2.66774988 -2.57504988 -2.48810005 -2.40534997 -2.31634998 -2.23759985 -2.15530014 -2.07585001 -1.99940002 -1.91715002 -1.83864999 -1.75924993 -1.68945003 -1.61945009 -1.55314994 -1.48740005 -1.4221499 -1.36255002 -1.30799997 -1.25020003 -1.19845009 -1.148 -1.09710002 -1.04854989 -1.00465 -0.960350037 -0.917750001 -0.878849983 -0.840300024 -0.804350019 -0.768450022 -0.734650016 -0.702499986 -0.670700014 -0.6426 -0.6153 -0.59009999 -0.563300014 -0.538800001 -0.515200019 -0.493800014 -0.472299993 -0.450399995 -0.430450022 -0.411750019 -0.392399997 -0.37529999 -0.358799994 -0.342400014 -0.327600002 -0.313149989 -0.298400015 -0.284850001 -0.270649999 -0.257699996 -0.24485001 -0.232299998 -0.221000001 -0.209800005 -0.197950006 -0.187299997 -0.177399993 -0.166600004 -0.157399997 -0.1479 -0.138999999 -0.129099995 -0.120700002 -0.1109 -0.101199999 -0.0921000019 -0.0830999985 -0.0741000026 -0.0653000027 -0.0559500009 -0.0467999987 -0.0379000008 -0.028549999 -0.0192500018 -0.00939999986 0.0174000002 do regularised spline fit for input variable # 25 build map for variable # 25 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 26 -69.0775986 -3.25219989 -2.48239994 -2.11199999 -1.83889997 -1.63069999 -1.44649994 -1.30900002 -1.19869995 -1.09930003 -1.01139998 -0.931200027 -0.850049973 -0.786800027 -0.732500017 -0.67869997 -0.630699992 -0.581200004 -0.542999983 -0.506799996 -0.474649996 -0.439999998 -0.410400003 -0.382099986 -0.356700003 -0.332899988 -0.309199989 -0.291599989 -0.273400009 -0.255899996 -0.239999995 -0.224600002 -0.209900007 -0.197799996 -0.186199993 -0.1752 -0.164399996 -0.156200007 -0.146200001 -0.1373 -0.127000004 -0.1193 -0.112199999 -0.104400001 -0.0970999971 -0.0914999992 -0.0856999978 -0.0800499991 -0.074149996 -0.0694999993 -0.0658999979 -0.0612000003 -0.0577000007 -0.0549000017 -0.0516999997 -0.0483999997 -0.0451500006 -0.0425999984 -0.0401000008 -0.0373999998 -0.0348999985 -0.0331999995 -0.0309999995 -0.0289999992 -0.0273000002 -0.0251000002 -0.0233999994 -0.0221999995 -0.0199999996 -0.0182000007 -0.0165999997 -0.0153999999 -0.0141000003 -0.0129000004 -0.0115999999 -0.0108000003 -0.00949999969 -0.00860000029 -0.00810000021 -0.00719999988 -0.00659999996 -0.0057000001 -0.00510000018 -0.00469999993 -0.00389999989 -0.00300000003 -0.00240000011 -0.00209999993 -0.00159999996 -0.000699999975 -0.000199999995 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. do regularised spline fit for input variable # 26 build map for variable # 26 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 27 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. build map for variable # 27 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 28 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 2. 4. 78. build map for variable # 28 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 29 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 -4.03346777 -4.03346777 -4.00066662 -4.00066662 -3.91291904 -3.88121271 -3.82042837 -3.82042837 -3.82042837 -3.82042837 -3.71635199 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.66041517 -3.6384654 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.51584101 -3.41426921 -3.25067306 -3.05582118 -2.98295212 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.90038872 -2.84125352 -2.76075888 -2.68617296 -2.61002398 -2.5340209 -2.4546051 -2.21956444 -2.06485081 -1.97997618 -1.86741781 -1.72930145 -1.57959414 -1.40924549 -1.38400507 -1.17399836 -1.09557772 -0.992527008 -0.791801453 -0.691117764 -0.541014194 -0.433674335 -0.341928959 -0.214585781 -0.0620622635 0.0319619179 0.11816597 0.275190115 0.497498035 0.605631351 0.831370115 0.989181757 1.51235867 1.84829021 2.97947407 2.97947407 2.97947407 2.99849629 3.64230013 3.64230013 6.31973982 do regularised spline fit for input variable # 31 build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 -4.99086905 -3.96687531 -3.80792928 -3.63171458 -3.51938272 -3.40305281 -3.2881608 -3.23795366 -3.16124368 -3.07058239 -3.0271349 -2.96280551 -2.93608713 -2.90063429 -2.85439205 -2.83017015 -2.77859068 -2.72931647 -2.70057344 -2.65665436 -2.54584146 -2.50884056 -2.46918464 -2.40840864 -2.38301611 -2.36328912 -2.32770896 -2.258991 -2.22860146 -2.21538401 -2.20555234 -2.19327569 -2.0619669 -2.0246706 -1.97210789 -1.95607567 -1.89318538 -1.86134315 -1.84651351 -1.7673018 -1.70059776 -1.5863657 -1.55777359 -1.45395374 -1.38441586 -1.25307894 -1.2175653 -1.14195728 -0.970830917 -0.87951982 -0.78369832 -0.646797419 -0.501171589 -0.440687895 -0.377619505 -0.290136337 -0.166385174 -0.0845901966 0. 0.00838327408 0.0181838274 0.128510952 0.277213812 0.308817387 0.308817387 0.308817387 0.361777425 0.361777425 0.382698655 0.382698655 0.389704585 0.389704585 0.389704585 0.433955312 0.433955312 0.457905769 0.457905769 0.494732857 0.494732857 0.494732857 0.501777887 0.501777887 0.525694311 0.525694311 0.579755604 0.635345817 0.67813468 0.694030762 0.833259821 0.928457975 1.02509475 1.05187953 1.08819127 1.19217622 1.20941687 1.26222658 1.28206801 1.47887325 1.76475322 1.94135523 2.15297604 do regularised spline fit for input variable # 32 build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -3.0056591 -2.95963359 -2.87457275 -2.8728075 -2.74192214 -2.59631157 -2.58120394 -2.51216125 -2.44289637 -2.32035899 -2.22764921 -2.12496376 -2.09085798 -2.03824854 -2.03708124 -2.01184273 -1.98841333 -1.92659712 -1.89687061 -1.88810682 -1.82530785 -1.7599864 -1.67682743 -1.6255641 -1.59398651 -1.53948641 -1.5048151 -1.48096657 -1.45309401 -1.43830895 -1.38847542 -1.34187746 -1.32141495 -1.31397009 -1.22416258 -1.17838812 -1.13848543 -1.09431982 -1.05373716 -1.03972387 -1.01397276 -0.990127563 -0.954968929 -0.887167931 -0.847379684 -0.789374113 -0.704175472 -0.668461323 -0.57934618 -0.560926676 -0.532412052 -0.431040525 -0.38111496 -0.319373131 -0.310073376 -0.240503311 -0.232178926 -0.19426012 -0.176853418 -0.137809753 -0.113820083 -0.113820083 -0.0471634865 -0.0471634865 0.0890684128 0.0890684128 0.195166588 0.450261354 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.866949558 1.36694193 1.36694193 1.36694193 1.87129617 5.31840134 do regularised spline fit for input variable # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -3.36955762 -3.19943762 -3.02313066 -2.914608 -2.75641847 -2.62392879 -2.49368382 -2.49368382 -2.49368382 -2.49368382 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.36508131 -2.36508131 -2.34610462 -2.19802141 -2.15083313 -2.15083313 -2.08201098 -2.02158165 -1.99796176 -1.89851189 -1.83063865 -1.79244983 -1.79244983 -1.78174317 -1.74553466 -1.69241095 -1.6101861 -1.55284786 -1.54649651 -1.50464725 -1.41196823 -1.39048243 -1.36033034 -1.28075886 -1.20240688 -1.18195915 -1.13277769 -1.07406569 -1.01961374 -0.93444252 -0.917129517 -0.836263895 -0.761936665 -0.696644306 -0.681098938 -0.549491167 -0.496772289 -0.448390245 -0.39668417 -0.373695374 -0.317709923 -0.238512278 -0.170094252 -0.0676465034 -0.0101547241 0.0289404392 0.198624611 0.295010805 0.362701416 0.412639618 0.448674917 0.53110528 0.609510422 0.620397806 0.706530809 0.741551638 0.89694953 1.06057954 1.17984796 1.28544784 1.36282849 1.39740324 1.42607379 1.63925219 1.72387528 1.82195377 1.91257024 2.04963374 2.87338901 do regularised spline fit for input variable # 34 build map for variable # 34 ------------------------------ Transdef: Tab for variable 35 -7.57365847 -6.20528221 -5.80111742 -5.76970482 -5.45413971 -5.45413971 -4.96699333 -4.94243908 -4.91429424 -4.91429424 -4.7867732 -4.7867732 -4.7867732 -4.7867732 -4.56330538 -4.56330538 -4.56330538 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.07898283 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -3.58513713 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -2.9747262 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.06889844 -1.96517491 -1.54486585 -1.32980752 -1.1301074 -0.691428185 -0.52771759 -0.278858662 0.0108852386 0.344604015 0.635157347 0.80283165 1.08898115 1.25590563 1.52515125 1.71195674 1.94468069 2.20026898 2.3383069 2.59236526 2.79442406 3.02862859 4.51999521 do regularised spline fit for input variable # 35 build map for variable # 35 ------------------------------ Transdef: Tab for variable 36 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 36 ------------------------------ Transdef: Tab for variable 37 -1.56982756 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.625065744 -0.625065744 -0.625065744 -0.625065744 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.618835509 -0.618835509 -0.618835509 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.59140563 -0.59140563 -0.581258476 -0.581258476 -0.554341018 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532522202 -0.520671546 -0.492427349 -0.46140027 -0.406776726 -0.373552322 -0.338530064 -0.256547481 -0.193240166 -0.10151577 -0.0696239471 0.00370359421 0.142466545 0.353880882 0.599494934 1.23514223 2.23395944 4.79148388 do regularised spline fit for input variable # 37 build map for variable # 37 ------------------------------ Transdef: Tab for variable 38 0.706928849 0.905898869 0.92696631 0.938202262 0.94803369 0.95505619 0.961298406 0.967094719 0.971910119 0.976903856 0.98059243 0.983146071 0.988253295 0.992509365 0.994850159 0.997191012 1.0010215 1.00421345 1.00655437 1.01123595 1.01123595 1.01474714 1.01685393 1.01966298 1.02176964 1.0240041 1.02528095 1.02852201 1.02996254 1.03308368 1.03464425 1.03677225 1.03932583 1.03932583 1.04333866 1.04494381 1.0469867 1.04868913 1.05056179 1.05337083 1.05493128 1.05688202 1.05805242 1.06117356 1.06273413 1.06460679 1.06741571 1.06741571 1.07092702 1.07303369 1.07443821 1.07677901 1.07865167 1.08146071 1.08273745 1.0849719 1.0861423 1.08926344 1.09082401 1.09295201 1.0955056 1.0980593 1.1001873 1.1025281 1.10486889 1.10674155 1.1095506 1.11235952 1.11423218 1.11735332 1.11891389 1.12359548 warning: map is empty for variable 38 1.12359548 1.12827718 1.13125634 1.13412917 1.13764048 1.14115167 1.14466298 1.14817417 1.15168536 1.15636706 1.16104865 1.16573036 1.17041194 1.17509365 1.17977524 1.1874361 1.19382024 1.20275795 1.21254683 1.22191012 1.235955 1.25 1.27028716 1.29775286 1.33895135 1.40761542 1.5224719 1.76966298 5.00702238 do regularised spline fit for input variable # 38 build map for variable # 38 warning: map is empty for variable 38 COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 0 0.8 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1 100.0 16.5 12.9 36.0 62.9 36.8 60.8 71.7 60.3 20.1 19.2 28.9 22.0 27.1 13.1 15.4 7.8 24.4 22.3 32.3 29.5 33.0 31.5 30.4 2.6 2.6 0.3 5.5 6.0 0.4 20.2 7.5 10.3 8.5 18.8 16.5 21.3 13.5 2 16.5 100.0 -1.3 1.3 21.2 7.2 18.5 26.8 13.7 2.8 3.1 2.9 17.6 7.0 1.2 0.7 -1.5 1.0 0.4 14.0 10.0 12.3 11.8 11.6 4.8 4.1 -3.1 10.7 -1.9 5.7 9.4 -0.4 -5.5 -4.7 1.0 1.0 4.5 5.3 3 12.9 -1.3 100.0 37.5 13.8 -12.4 28.3 17.8 17.0 4.6 -2.5 -1.3 8.1 -6.8 -43.5 -28.1 67.5 13.3 14.1 -6.5 2.0 37.2 34.0 30.2 3.6 1.4 3.2 3.1 59.7 -4.0 16.3 35.9 43.8 43.9 24.1 -26.4 10.2 2.2 4 36.0 1.3 37.5 100.0 20.8 17.4 20.3 30.6 26.7 9.2 17.6 25.6 3.4 5.3 32.8 32.7 30.8 64.1 60.4 56.0 55.1 59.2 59.9 59.0 2.6 3.1 -0.2 5.0 21.9 0.3 29.6 13.0 18.9 22.6 27.9 33.4 39.8 9.5 5 62.9 21.2 13.8 20.8 100.0 34.4 81.2 82.6 82.4 9.9 16.1 21.4 56.0 30.4 3.5 6.4 8.6 14.0 13.4 21.2 20.0 25.5 23.8 22.5 1.2 0.7 -3.6 3.9 5.6 3.7 12.5 7.9 9.8 7.1 11.9 7.2 13.8 11.9 6 36.8 7.2 -12.4 17.4 34.4 100.0 35.8 44.3 26.6 4.3 40.8 67.4 13.2 65.1 25.1 54.2 -16.8 19.1 15.1 27.3 28.0 22.4 21.0 20.2 1.1 1.3 0.8 2.1 -1.0 -0.2 11.7 5.3 -3.9 -4.9 5.4 55.5 48.5 13.5 7 60.8 18.5 28.3 20.3 81.2 35.8 100.0 80.7 68.3 8.8 11.7 17.8 43.4 34.8 -7.0 -5.8 18.7 9.7 11.6 13.9 14.7 26.3 23.8 21.8 1.7 0.9 -1.3 4.3 17.8 1.3 10.2 14.4 17.3 14.3 12.0 -4.1 10.4 8.6 8 71.7 26.8 17.8 30.6 82.6 44.3 80.7 100.0 76.9 16.1 20.2 32.7 33.9 30.2 6.3 12.8 11.8 22.1 19.8 28.5 27.7 34.5 32.7 31.1 1.7 1.4 -2.9 5.4 7.9 3.1 17.4 8.8 11.4 8.8 15.8 14.0 21.9 15.1 9 60.3 13.7 17.0 26.7 82.4 26.6 68.3 76.9 100.0 5.7 11.7 16.9 28.0 22.6 5.4 6.8 10.9 16.3 16.3 22.0 21.1 25.8 24.4 23.2 -0.2 -0.8 -5.2 1.9 9.4 4.7 14.3 8.1 10.1 9.0 13.9 7.9 15.2 8.7 10 20.1 2.8 4.6 9.2 9.9 4.3 8.8 16.1 5.7 100.0 5.6 10.5 2.0 0.2 4.8 -0.3 4.2 2.2 8.1 7.6 4.7 8.2 7.6 6.9 0.8 0.8 0.5 2.1 2.4 -0.3 11.1 1.2 3.7 4.0 10.2 -0.4 2.2 12.1 11 19.2 3.1 -2.5 17.6 16.1 40.8 11.7 20.2 11.7 5.6 100.0 57.2 4.8 13.1 15.6 32.4 -5.6 16.8 13.8 19.2 19.5 16.1 15.7 15.4 0.1 0.6 1.0 0.9 -0.8 -1.0 8.7 0.9 -1.0 -1.6 5.9 31.0 27.2 14.0 12 28.9 2.9 -1.3 25.6 21.4 67.4 17.8 32.7 16.9 10.5 57.2 100.0 4.2 19.7 21.9 48.8 -6.4 24.1 21.2 27.8 28.5 24.2 23.3 22.4 0.0 0.9 1.4 1.2 0.6 -1.7 14.2 2.5 0.2 -0.8 10.2 48.0 43.5 22.8 13 22.0 17.6 8.1 3.4 56.0 13.2 43.4 33.9 28.0 2.0 4.8 4.2 100.0 17.2 -3.1 -2.1 4.5 1.3 3.0 5.2 4.8 10.0 8.9 8.1 2.0 1.3 -1.0 3.7 1.6 1.7 3.2 4.6 5.1 2.8 2.6 -1.7 3.0 3.8 14 27.1 7.0 -6.8 5.3 30.4 65.1 34.8 30.2 22.6 0.2 13.1 19.7 17.2 100.0 13.1 24.6 -11.9 5.4 5.9 12.2 13.0 12.5 11.0 10.2 1.8 1.2 0.3 2.4 3.9 0.7 5.1 7.1 -1.9 -2.6 0.8 26.4 24.1 2.6 15 13.1 1.2 -43.5 32.8 3.5 25.1 -7.0 6.3 5.4 4.8 15.6 21.9 -3.1 13.1 100.0 43.0 -44.3 22.1 54.3 37.1 32.7 5.7 5.0 4.4 -2.3 0.9 0.4 1.1 -24.0 0.0 7.1 -16.7 -26.0 -26.7 -3.9 46.4 28.5 4.8 16 15.4 0.7 -28.1 32.7 6.4 54.2 -5.8 12.8 6.8 -0.3 32.4 48.8 -2.1 24.6 43.0 100.0 -29.1 44.0 28.9 45.3 47.2 31.5 32.6 33.6 -0.5 1.1 1.1 0.8 -13.1 -0.9 11.1 -6.4 -16.3 -14.8 2.6 81.9 63.5 7.7 17 7.8 -1.5 67.5 30.8 8.6 -16.8 18.7 11.8 10.9 4.2 -5.6 -6.4 4.5 -11.9 -44.3 -29.1 100.0 21.4 13.6 4.5 5.0 36.6 37.1 35.9 4.4 2.0 -1.3 4.5 36.5 0.9 16.5 25.8 44.6 49.1 24.7 -28.2 -5.0 1.2 18 24.4 1.0 13.3 64.1 14.0 19.1 9.7 22.1 16.3 2.2 16.8 24.1 1.3 5.4 22.1 44.0 21.4 100.0 34.5 66.4 74.0 68.7 72.0 74.5 2.1 2.3 -1.1 3.6 5.3 1.6 19.1 6.3 9.8 11.6 17.8 37.6 32.1 6.8 19 22.3 0.4 14.1 60.4 13.4 15.1 11.6 19.8 16.3 8.1 13.8 21.2 3.0 5.9 54.3 28.9 13.6 34.5 100.0 31.4 30.3 35.7 32.7 30.6 3.3 3.2 -2.7 5.3 1.5 3.6 19.7 6.3 5.5 8.9 16.9 29.0 29.0 6.6 20 32.3 14.0 -6.5 56.0 21.2 27.3 13.9 28.5 22.0 7.6 19.2 27.8 5.2 12.2 37.1 45.3 4.5 66.4 31.4 100.0 86.0 66.6 68.0 69.1 -0.8 1.1 -2.3 3.4 -1.9 2.5 30.3 -2.1 1.4 1.8 23.0 41.5 35.1 15.6 21 29.5 10.0 2.0 55.1 20.0 28.0 14.7 27.7 21.1 4.7 19.5 28.5 4.8 13.0 32.7 47.2 5.0 74.0 30.3 86.0 100.0 69.6 69.8 70.7 -2.8 -1.0 -3.1 1.4 4.6 2.4 24.7 0.6 0.5 0.2 18.5 42.1 37.5 11.4 22 33.0 12.3 37.2 59.2 25.5 22.4 26.3 34.5 25.8 8.2 16.1 24.2 10.0 12.5 5.7 31.5 36.6 68.7 35.7 66.6 69.6 100.0 94.1 92.6 4.2 3.3 -0.5 6.0 22.4 1.0 27.3 17.0 22.5 23.7 25.8 25.5 33.6 10.3 23 31.5 11.8 34.0 59.9 23.8 21.0 23.8 32.7 24.4 7.6 15.7 23.3 8.9 11.0 5.0 32.6 37.1 72.0 32.7 68.0 69.8 94.1 100.0 97.3 4.4 3.4 -0.5 6.1 20.6 1.0 26.1 16.0 22.0 23.8 25.0 26.0 31.8 9.6 24 30.4 11.6 30.2 59.0 22.5 20.2 21.8 31.1 23.2 6.9 15.4 22.4 8.1 10.2 4.4 33.6 35.9 74.5 30.6 69.1 70.7 92.6 97.3 100.0 4.4 3.2 -1.1 5.8 17.5 1.7 25.4 14.4 20.5 22.4 24.1 26.3 30.3 9.3 25 2.6 4.8 3.6 2.6 1.2 1.1 1.7 1.7 -0.2 0.8 0.1 0.0 2.0 1.8 -2.3 -0.5 4.4 2.1 3.3 -0.8 -2.8 4.2 4.4 4.4 100.0 73.0 10.3 41.1 -1.3 11.4 4.4 3.8 3.0 3.2 4.1 -0.6 0.0 0.7 26 2.6 4.1 1.4 3.1 0.7 1.3 0.9 1.4 -0.8 0.8 0.6 0.9 1.3 1.2 0.9 1.1 2.0 2.3 3.2 1.1 -1.0 3.3 3.4 3.2 73.0 100.0 12.2 40.0 -1.3 11.3 3.7 1.9 3.1 2.6 3.4 1.0 1.3 0.9 27 0.3 -3.1 3.2 -0.2 -3.6 0.8 -1.3 -2.9 -5.2 0.5 1.0 1.4 -1.0 0.3 0.4 1.1 -1.3 -1.1 -2.7 -2.3 -3.1 -0.5 -0.5 -1.1 10.3 12.2 100.0 7.8 9.5 -81.4 2.6 2.5 6.7 5.2 3.1 1.0 2.6 0.7 28 5.5 10.7 3.1 5.0 3.9 2.1 4.3 5.4 1.9 2.1 0.9 1.2 3.7 2.4 1.1 0.8 4.5 3.6 5.3 3.4 1.4 6.0 6.1 5.8 41.1 40.0 7.8 100.0 -0.8 6.8 5.6 2.5 2.5 2.4 4.2 1.0 2.0 1.5 29 6.0 -1.9 59.7 21.9 5.6 -1.0 17.8 7.9 9.4 2.4 -0.8 0.6 1.6 3.9 -24.0 -13.1 36.5 5.3 1.5 -1.9 4.6 22.4 20.6 17.5 -1.3 -1.3 9.5 -0.8 100.0 -11.7 14.4 37.1 29.6 35.8 20.4 -12.3 12.6 1.0 30 0.4 5.7 -4.0 0.3 3.7 -0.2 1.3 3.1 4.7 -0.3 -1.0 -1.7 1.7 0.7 0.0 -0.9 0.9 1.6 3.6 2.5 2.4 1.0 1.0 1.7 11.4 11.3 -81.4 6.8 -11.7 100.0 -1.4 -1.8 -6.0 -4.5 -2.6 -0.6 -2.7 -0.5 31 20.2 9.4 16.3 29.6 12.5 11.7 10.2 17.4 14.3 11.1 8.7 14.2 3.2 5.1 7.1 11.1 16.5 19.1 19.7 30.3 24.7 27.3 26.1 25.4 4.4 3.7 2.6 5.6 14.4 -1.4 100.0 7.4 24.1 22.4 51.8 12.1 19.2 18.1 32 7.5 -0.4 35.9 13.0 7.9 5.3 14.4 8.8 8.1 1.2 0.9 2.5 4.6 7.1 -16.7 -6.4 25.8 6.3 6.3 -2.1 0.6 17.0 16.0 14.4 3.8 1.9 2.5 2.5 37.1 -1.8 7.4 100.0 28.1 33.5 17.0 -4.0 7.5 0.0 33 10.3 -5.5 43.8 18.9 9.8 -3.9 17.3 11.4 10.1 3.7 -1.0 0.2 5.1 -1.9 -26.0 -16.3 44.6 9.8 5.5 1.4 0.5 22.5 22.0 20.5 3.0 3.1 6.7 2.5 29.6 -6.0 24.1 28.1 100.0 75.7 32.1 -15.2 1.4 4.0 34 8.5 -4.7 43.9 22.6 7.1 -4.9 14.3 8.8 9.0 4.0 -1.6 -0.8 2.8 -2.6 -26.7 -14.8 49.1 11.6 8.9 1.8 0.2 23.7 23.8 22.4 3.2 2.6 5.2 2.4 35.8 -4.5 22.4 33.5 75.7 100.0 29.9 -13.7 0.9 3.0 35 18.8 1.0 24.1 27.9 11.9 5.4 12.0 15.8 13.9 10.2 5.9 10.2 2.6 0.8 -3.9 2.6 24.7 17.8 16.9 23.0 18.5 25.8 25.0 24.1 4.1 3.4 3.1 4.2 20.4 -2.6 51.8 17.0 32.1 29.9 100.0 3.3 12.1 16.5 36 16.5 1.0 -26.4 33.4 7.2 55.5 -4.1 14.0 7.9 -0.4 31.0 48.0 -1.7 26.4 46.4 81.9 -28.2 37.6 29.0 41.5 42.1 25.5 26.0 26.3 -0.6 1.0 1.0 1.0 -12.3 -0.6 12.1 -4.0 -15.2 -13.7 3.3 100.0 77.5 7.5 37 21.3 4.5 10.2 39.8 13.8 48.5 10.4 21.9 15.2 2.2 27.2 43.5 3.0 24.1 28.5 63.5 -5.0 32.1 29.0 35.1 37.5 33.6 31.8 30.3 0.0 1.3 2.6 2.0 12.6 -2.7 19.2 7.5 1.4 0.9 12.1 77.5 100.0 9.4 38 13.5 5.3 2.2 9.5 11.9 13.5 8.6 15.1 8.7 12.1 14.0 22.8 3.8 2.6 4.8 7.7 1.2 6.8 6.6 15.6 11.4 10.3 9.6 9.3 0.7 0.9 0.7 1.5 1.0 -0.5 18.1 0.0 4.0 3.0 16.5 7.5 9.4 100.0 TOTAL CORRELATION TO TARGET (diagonal) 175.531111 TOTAL CORRELATION OF ALL VARIABLES 75.4593611 ROUND 1: MAX CORR ( 75.459359) AFTER KILLING INPUT VARIABLE 6 CONTR 0.0177680233 ROUND 2: MAX CORR ( 75.4593557) AFTER KILLING INPUT VARIABLE 34 CONTR 0.0224692373 ROUND 3: MAX CORR ( 75.4593478) AFTER KILLING INPUT VARIABLE 24 CONTR 0.034355051 ROUND 4: MAX CORR ( 75.4591901) AFTER KILLING INPUT VARIABLE 15 CONTR 0.154272945 ROUND 5: MAX CORR ( 75.4590117) AFTER KILLING INPUT VARIABLE 38 CONTR 0.164112309 ROUND 6: MAX CORR ( 75.4587863) AFTER KILLING INPUT VARIABLE 37 CONTR 0.184415371 ROUND 7: MAX CORR ( 75.4582067) AFTER KILLING INPUT VARIABLE 26 CONTR 0.295759349 ROUND 8: MAX CORR ( 75.4568408) AFTER KILLING INPUT VARIABLE 30 CONTR 0.454018162 ROUND 9: MAX CORR ( 75.454969) AFTER KILLING INPUT VARIABLE 36 CONTR 0.531487685 ROUND 10: MAX CORR ( 75.4527915) AFTER KILLING INPUT VARIABLE 33 CONTR 0.573243706 ROUND 11: MAX CORR ( 75.4505863) AFTER KILLING INPUT VARIABLE 23 CONTR 0.576856225 ROUND 12: MAX CORR ( 75.4483502) AFTER KILLING INPUT VARIABLE 25 CONTR 0.580885695 ROUND 13: MAX CORR ( 75.4438009) AFTER KILLING INPUT VARIABLE 2 CONTR 0.828522406 ROUND 14: MAX CORR ( 75.438961) AFTER KILLING INPUT VARIABLE 32 CONTR 0.854552644 ROUND 15: MAX CORR ( 75.4329349) AFTER KILLING INPUT VARIABLE 18 CONTR 0.9535014 ROUND 16: MAX CORR ( 75.4264385) AFTER KILLING INPUT VARIABLE 11 CONTR 0.989971775 ROUND 17: MAX CORR ( 75.4199328) AFTER KILLING INPUT VARIABLE 28 CONTR 0.990639851 ROUND 18: MAX CORR ( 75.4123141) AFTER KILLING INPUT VARIABLE 22 CONTR 1.07198194 ROUND 19: MAX CORR ( 75.4037315) AFTER KILLING INPUT VARIABLE 19 CONTR 1.1377153 ROUND 20: MAX CORR ( 75.394464) AFTER KILLING INPUT VARIABLE 21 CONTR 1.18217032 ROUND 21: MAX CORR ( 75.3730611) AFTER KILLING INPUT VARIABLE 3 CONTR 1.79634685 ROUND 22: MAX CORR ( 75.3515907) AFTER KILLING INPUT VARIABLE 31 CONTR 1.7989209 ROUND 23: MAX CORR ( 75.3218968) AFTER KILLING INPUT VARIABLE 16 CONTR 2.11520338 ROUND 24: MAX CORR ( 75.2801478) AFTER KILLING INPUT VARIABLE 27 CONTR 2.50748567 ROUND 25: MAX CORR ( 75.236005) AFTER KILLING INPUT VARIABLE 12 CONTR 2.57763364 ROUND 26: MAX CORR ( 75.1901118) AFTER KILLING INPUT VARIABLE 29 CONTR 2.62745786 ROUND 27: MAX CORR ( 75.1074083) AFTER KILLING INPUT VARIABLE 9 CONTR 3.5256399 ROUND 28: MAX CORR ( 75.004078) AFTER KILLING INPUT VARIABLE 35 CONTR 3.93840866 ROUND 29: MAX CORR ( 74.8894927) AFTER KILLING INPUT VARIABLE 14 CONTR 4.14434577 ROUND 30: MAX CORR ( 74.7078948) AFTER KILLING INPUT VARIABLE 20 CONTR 5.21215673 ROUND 31: MAX CORR ( 74.5211209) AFTER KILLING INPUT VARIABLE 7 CONTR 5.27940163 ROUND 32: MAX CORR ( 74.3505905) AFTER KILLING INPUT VARIABLE 17 CONTR 5.03856555 ROUND 33: MAX CORR ( 74.0808556) AFTER KILLING INPUT VARIABLE 13 CONTR 6.32749126 ROUND 34: MAX CORR ( 73.6160701) AFTER KILLING INPUT VARIABLE 5 CONTR 8.28537206 ROUND 35: MAX CORR ( 73.1805696) AFTER KILLING INPUT VARIABLE 10 CONTR 7.9956249 ROUND 36: MAX CORR ( 71.6604195) AFTER KILLING INPUT VARIABLE 4 CONTR 14.8384647 LAST REMAINING VARIABLE: 8 total correlation to target: 75.4593611 % total significance: 754.593611 sigma correlations of single variables to target: variable 2: 16.5018083 % , in sigma: 165.018083 variable 3: 12.8673587 % , in sigma: 128.673587 variable 4: 36.0306432 % , in sigma: 360.306432 variable 5: 62.880105 % , in sigma: 628.80105 variable 6: 36.8412781 % , in sigma: 368.412781 variable 7: 60.8486105 % , in sigma: 608.486105 variable 8: 71.6604195 % , in sigma: 716.604195 variable 9: 60.3314414 % , in sigma: 603.314414 variable 10: 20.0682962 % , in sigma: 200.682962 variable 11: 19.2307869 % , in sigma: 192.307869 variable 12: 28.9229389 % , in sigma: 289.229389 variable 13: 21.9901555 % , in sigma: 219.901555 variable 14: 27.1135358 % , in sigma: 271.135358 variable 15: 13.0628422 % , in sigma: 130.628422 variable 16: 15.4109018 % , in sigma: 154.109018 variable 17: 7.78916516 % , in sigma: 77.8916516 variable 18: 24.3791795 % , in sigma: 243.791795 variable 19: 22.2793078 % , in sigma: 222.793078 variable 20: 32.2748778 % , in sigma: 322.748778 variable 21: 29.4766655 % , in sigma: 294.766655 variable 22: 32.9746523 % , in sigma: 329.746523 variable 23: 31.4964819 % , in sigma: 314.964819 variable 24: 30.4045726 % , in sigma: 304.045726 variable 25: 2.63932472 % , in sigma: 26.3932472 variable 26: 2.58619796 % , in sigma: 25.8619796 variable 27: 0.302398732 % , in sigma: 3.02398732 variable 28: 5.46364864 % , in sigma: 54.6364864 variable 29: 5.96463196 % , in sigma: 59.6463196 variable 30: 0.35958259 % , in sigma: 3.5958259 variable 31: 20.2312572 % , in sigma: 202.312572 variable 32: 7.50620763 % , in sigma: 75.0620763 variable 33: 10.3318499 % , in sigma: 103.318499 variable 34: 8.5468129 % , in sigma: 85.468129 variable 35: 18.7967539 % , in sigma: 187.967539 variable 36: 16.4613911 % , in sigma: 164.613911 variable 37: 21.2903127 % , in sigma: 212.903127 variable 38: 13.500679 % , in sigma: 135.00679 variables sorted by significance: 1 most relevant variable 8 corr 71.6604233 , in sigma: 716.604233 2 most relevant variable 4 corr 14.8384647 , in sigma: 148.384647 3 most relevant variable 10 corr 7.99562502 , in sigma: 79.9562502 4 most relevant variable 5 corr 8.28537178 , in sigma: 82.8537178 5 most relevant variable 13 corr 6.32749128 , in sigma: 63.2749128 6 most relevant variable 17 corr 5.03856564 , in sigma: 50.3856564 7 most relevant variable 7 corr 5.27940178 , in sigma: 52.7940178 8 most relevant variable 20 corr 5.21215677 , in sigma: 52.1215677 9 most relevant variable 14 corr 4.14434576 , in sigma: 41.4434576 10 most relevant variable 35 corr 3.93840861 , in sigma: 39.3840861 11 most relevant variable 9 corr 3.52564001 , in sigma: 35.2564001 12 most relevant variable 29 corr 2.62745786 , in sigma: 26.2745786 13 most relevant variable 12 corr 2.57763362 , in sigma: 25.7763362 14 most relevant variable 27 corr 2.50748563 , in sigma: 25.0748563 15 most relevant variable 16 corr 2.11520338 , in sigma: 21.1520338 16 most relevant variable 31 corr 1.79892087 , in sigma: 17.9892087 17 most relevant variable 3 corr 1.7963469 , in sigma: 17.963469 18 most relevant variable 21 corr 1.18217027 , in sigma: 11.8217027 19 most relevant variable 19 corr 1.13771534 , in sigma: 11.3771534 20 most relevant variable 22 corr 1.07198191 , in sigma: 10.7198191 21 most relevant variable 28 corr 0.990639865 , in sigma: 9.90639865 22 most relevant variable 11 corr 0.989971757 , in sigma: 9.89971757 23 most relevant variable 18 corr 0.953501403 , in sigma: 9.53501403 24 most relevant variable 32 corr 0.854552627 , in sigma: 8.54552627 25 most relevant variable 2 corr 0.828522384 , in sigma: 8.28522384 26 most relevant variable 25 corr 0.580885708 , in sigma: 5.80885708 27 most relevant variable 23 corr 0.576856196 , in sigma: 5.76856196 28 most relevant variable 33 corr 0.573243678 , in sigma: 5.73243678 29 most relevant variable 36 corr 0.531487703 , in sigma: 5.31487703 30 most relevant variable 30 corr 0.454018176 , in sigma: 4.54018176 31 most relevant variable 26 corr 0.29575935 , in sigma: 2.9575935 32 most relevant variable 37 corr 0.18441537 , in sigma: 1.8441537 33 most relevant variable 38 corr 0.164112315 , in sigma: 1.64112315 34 most relevant variable 15 corr 0.154272944 , in sigma: 1.54272944 35 most relevant variable 24 corr 0.0343550518 , in sigma: 0.343550518 36 most relevant variable 34 corr 0.0224692374 , in sigma: 0.224692374 37 most relevant variable 6 corr 0.0177680235 , in sigma: 0.177680235 global correlations between input variables: variable 2: 39.4127933 % variable 3: 88.2979738 % variable 4: 84.85642 % variable 5: 93.4609122 % variable 6: 89.0689259 % variable 7: 88.2697077 % variable 8: 90.3512794 % variable 9: 86.9512918 % variable 10: 26.9689137 % variable 11: 57.7445129 % variable 12: 80.9680855 % variable 13: 66.7418122 % variable 14: 74.3403374 % variable 15: 83.5806874 % variable 16: 86.2755579 % variable 17: 78.8056658 % variable 18: 84.7462885 % variable 19: 77.3550644 % variable 20: 89.9935856 % variable 21: 90.1582601 % variable 22: 94.8967247 % variable 23: 97.945594 % variable 24: 97.7220734 % variable 25: 74.7368302 % variable 26: 74.9578735 % variable 27: 84.5304458 % variable 28: 45.4299333 % variable 29: 66.4321916 % variable 30: 84.5814584 % variable 31: 58.3110617 % variable 32: 46.7241508 % variable 33: 77.7793945 % variable 34: 79.2024099 % variable 35: 58.7554228 % variable 36: 90.8042601 % variable 37: 84.8377632 % variable 38: 32.1495332 % significance loss when removing single variables: variable 2: corr = 0.751942772 % , sigma = 7.51942772 variable 3: corr = 1.90869498 % , sigma = 19.0869498 variable 4: corr = 8.84207608 % , sigma = 88.4207608 variable 5: corr = 3.44613034 % , sigma = 34.4613034 variable 6: corr = 0.0177680232 % , sigma = 0.177680232 variable 7: corr = 5.29390627 % , sigma = 52.9390627 variable 8: corr = 17.6258513 % , sigma = 176.258513 variable 9: corr = 4.06146898 % , sigma = 40.6146898 variable 10: corr = 8.39603984 % , sigma = 83.9603984 variable 11: corr = 1.00400688 % , sigma = 10.0400688 variable 12: corr = 1.9835871 % , sigma = 19.835871 variable 13: corr = 4.66657664 % , sigma = 46.6657664 variable 14: corr = 3.21514006 % , sigma = 32.1514006 variable 15: corr = 0.149952477 % , sigma = 1.49952477 variable 16: corr = 1.18359393 % , sigma = 11.8359393 variable 17: corr = 2.71970558 % , sigma = 27.1970558 variable 18: corr = 0.939907268 % , sigma = 9.39907268 variable 19: corr = 1.05248302 % , sigma = 10.5248302 variable 20: corr = 2.71626086 % , sigma = 27.1626086 variable 21: corr = 0.882955456 % , sigma = 8.82955456 variable 22: corr = 1.16980403 % , sigma = 11.6980403 variable 23: corr = 0.42523447 % , sigma = 4.2523447 variable 24: corr = 0.0343024076 % , sigma = 0.343024076 variable 25: corr = 0.337379181 % , sigma = 3.37379181 variable 26: corr = 0.30121971 % , sigma = 3.0121971 variable 27: corr = 0.800135918 % , sigma = 8.00135918 variable 28: corr = 0.735385616 % , sigma = 7.35385616 variable 29: corr = 2.03737499 % , sigma = 20.3737499 variable 30: corr = 0.50250519 % , sigma = 5.0250519 variable 31: corr = 1.77376043 % , sigma = 17.7376043 variable 32: corr = 0.796640013 % , sigma = 7.96640013 variable 33: corr = 0.436070693 % , sigma = 4.36070693 variable 34: corr = 0.0223552397 % , sigma = 0.223552397 variable 35: corr = 2.43625547 % , sigma = 24.3625547 variable 36: corr = 0.286954862 % , sigma = 2.86954862 variable 37: corr = 0.170193968 % , sigma = 1.70193968 variable 38: corr = 0.166306847 % , sigma = 1.66306847 Keep only 30 most significant input variables Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -1.34253585 create test 22 plots 9100/9200: 2 NVar: 31. 5066 --------- Entering internal boost mode: --------- Weightsum per Output Node: 1000000. Starting analysis with 53 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.88218641 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.523458 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.21796298 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.05315948 PREPRO: (sigma of derived input)/eigenvalue # 5 : 2.01601958 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.65574598 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.46160901 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.36112976 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.30959845 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.19468558 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.128456 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.0581758 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.02491915 PREPRO: (sigma of derived input)/eigenvalue # 14 : 1.00445914 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.994215608 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.977262378 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.931977212 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.909284413 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.888632596 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.881505609 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.788923502 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.743230164 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.730624259 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.669234514 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.635772049 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.603796422 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.571049333 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.540522933 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.517053246 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.488467216 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.479962647 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.466211766 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.435414016 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.414901346 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.398570567 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.357131362 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.319918573 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.313443661 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.26875487 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.253566742 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.24031046 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.177632153 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.123579234 PREPRO: (sigma of derived input)/eigenvalue # 44 : 0.0897518769 PREPRO: (sigma of derived input)/eigenvalue # 45 : 0.000432676723 PREPRO: (sigma of derived input)/eigenvalue # 46 : 0.000295284204 PREPRO: (sigma of derived input)/eigenvalue # 47 : 0.000262901565 PREPRO: (sigma of derived input)/eigenvalue # 48 : 0.000117681862 PREPRO: (sigma of derived input)/eigenvalue # 49 : 6.71719099E-05 PREPRO: (sigma of derived input)/eigenvalue # 50 : 6.0777478E-07 PREPRO: (sigma of derived input)/eigenvalue # 51 : 0.000166097088 PREPRO: (sigma of derived input)/eigenvalue # 52 : 0.000255722203 PREPRO: (sigma of derived input)/eigenvalue # 53 : 0.000436958391 Using 43 variables out of 53 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 39.0 40.0 41.0 42.0 43.0 44.0 0 0.8 2.9 2.5 2.2 2.1 2.0 1.7 1.5 1.4 1.3 1.2 1.1 1.1 1.0 1.0 1.0 1.0 0.9 0.9 0.9 0.9 0.8 0.7 0.7 0.7 0.6 0.6 0.6 0.5 0.5 0.5 0.5 0.5 0.4 0.4 0.4 0.4 0.3 0.3 0.3 0.3 0.2 0.2 0.1 1 100.0 43.6 17.0 18.5 -24.9 28.2 24.9 5.4 4.1 -0.9 3.7 8.7 -8.9 5.6 -4.3 -3.0 3.3 -1.8 0.3 0.4 -1.7 0.8 4.7 -1.5 3.3 9.7 -2.0 -0.6 3.4 4.6 0.3 2.0 1.0 0.4 1.0 1.0 1.0 -2.7 0.2 -13.2 4.0 0.3 1.0 -0.7 2 43.6 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 3 17.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 4 18.5 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 5 -24.9 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 6 28.2 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7 24.9 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 8 5.4 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 9 4.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 10 -0.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 11 3.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 12 8.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 13 -8.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 14 5.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 15 -4.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 16 -3.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 17 3.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 18 -1.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 19 0.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 20 0.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 21 -1.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 22 0.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 23 4.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 24 -1.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 25 3.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 26 9.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 27 -2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 28 -0.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 29 3.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 30 4.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 31 0.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 32 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 33 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34 0.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 35 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 36 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 37 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 38 -2.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 39 0.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 40 -13.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 41 4.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 42 0.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 43 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 44 -0.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 72.3788694 PREPRO: MEAN( 1)= -0.645798 WIDTH 0.582945526 PREPRO: MEAN( 2)= 3.28813493E-08 WIDTH 8.3070011 PREPRO: MEAN( 3)= 2.1871306E-08 WIDTH 6.36783999 PREPRO: MEAN( 4)= 2.2030361E-08 WIDTH 4.91935975 PREPRO: MEAN( 5)= 1.06569234E-07 WIDTH 4.21546462 PREPRO: MEAN( 6)= -5.47455326E-08 WIDTH 4.0643331 PREPRO: MEAN( 7)= -8.98507023E-08 WIDTH 2.74149462 PREPRO: MEAN( 8)= -1.03829056E-09 WIDTH 2.13630049 PREPRO: MEAN( 9)= -2.27503013E-09 WIDTH 1.85267376 PREPRO: MEAN( 10)= 9.00201108E-08 WIDTH 1.7150481 PREPRO: MEAN( 11)= -5.01460433E-08 WIDTH 1.42727387 PREPRO: MEAN( 12)= 3.64229362E-08 WIDTH 1.27341325 PREPRO: MEAN( 13)= 2.34036073E-08 WIDTH 1.11973634 PREPRO: MEAN( 14)= 1.60694867E-08 WIDTH 1.05045944 PREPRO: MEAN( 15)= 3.964533E-08 WIDTH 1.00893863 PREPRO: MEAN( 16)= -2.19294457E-08 WIDTH 0.988464532 PREPRO: MEAN( 17)= -2.79347617E-08 WIDTH 0.955041612 PREPRO: MEAN( 18)= -6.13658056E-08 WIDTH 0.868580918 PREPRO: MEAN( 19)= -5.01402095E-08 WIDTH 0.826798177 PREPRO: MEAN( 20)= -4.71625924E-08 WIDTH 0.789668018 PREPRO: MEAN( 21)= -5.04590571E-09 WIDTH 0.777052226 PREPRO: MEAN( 22)= 3.69565748E-09 WIDTH 0.622400166 PREPRO: MEAN( 23)= -1.65133886E-08 WIDTH 0.552391045 PREPRO: MEAN( 24)= 1.56586133E-08 WIDTH 0.533811908 PREPRO: MEAN( 25)= -2.31212061E-08 WIDTH 0.447874904 PREPRO: MEAN( 26)= -3.26491445E-08 WIDTH 0.404206136 PREPRO: MEAN( 27)= 3.0026785E-08 WIDTH 0.364570314 PREPRO: MEAN( 28)= -3.93315256E-08 WIDTH 0.326097359 PREPRO: MEAN( 29)= 2.30101533E-08 WIDTH 0.292164962 PREPRO: MEAN( 30)= 1.19019188E-08 WIDTH 0.267344215 PREPRO: MEAN( 31)= 1.2972868E-08 WIDTH 0.238600282 PREPRO: MEAN( 32)= 4.42628139E-08 WIDTH 0.230364148 PREPRO: MEAN( 33)= -2.48818249E-08 WIDTH 0.217353366 PREPRO: MEAN( 34)= -1.13473348E-08 WIDTH 0.189585274 PREPRO: MEAN( 35)= 2.9024981E-08 WIDTH 0.172143092 PREPRO: MEAN( 36)= -2.95250472E-08 WIDTH 0.158858568 PREPRO: MEAN( 37)= 8.02857708E-09 WIDTH 0.127542811 PREPRO: MEAN( 38)= -5.40523371E-09 WIDTH 0.102347865 PREPRO: MEAN( 39)= -8.47363658E-09 WIDTH 0.0982469499 PREPRO: MEAN( 40)= -5.3915251E-09 WIDTH 0.0722291737 PREPRO: MEAN( 41)= -1.15883257E-08 WIDTH 0.0642960625 PREPRO: MEAN( 42)= -2.21927157E-08 WIDTH 0.0577490813 PREPRO: MEAN( 43)= -1.73786764E-08 WIDTH 0.0315531722 PREPRO: MEAN( 44)= 1.05156593E-08 WIDTH 0.0152717395 ------------------------------------- Teacher: actual network topology: Nodes(1) = 44 Nodes(2) = 44 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 231.444138 sigma out 44 active outputs RANK 2 NODE 2 --> 218.407364 sigma out 44 active outputs RANK 3 NODE 5 --> 128.618484 sigma out 44 active outputs RANK 4 NODE 6 --> 127.946815 sigma out 44 active outputs RANK 5 NODE 3 --> 114.416191 sigma out 44 active outputs RANK 6 NODE 4 --> 99.1672668 sigma out 44 active outputs RANK 7 NODE 7 --> 96.5598373 sigma out 44 active outputs RANK 8 NODE 18 --> 92.0653915 sigma out 44 active outputs RANK 9 NODE 9 --> 86.875618 sigma out 44 active outputs RANK 10 NODE 8 --> 82.2941895 sigma out 44 active outputs RANK 11 NODE 13 --> 77.6672287 sigma out 44 active outputs RANK 12 NODE 23 --> 75.4710846 sigma out 44 active outputs RANK 13 NODE 15 --> 74.3320541 sigma out 44 active outputs RANK 14 NODE 16 --> 73.5364075 sigma out 44 active outputs RANK 15 NODE 12 --> 73.0673218 sigma out 44 active outputs RANK 16 NODE 29 --> 72.2296295 sigma out 44 active outputs RANK 17 NODE 11 --> 71.9965897 sigma out 44 active outputs RANK 18 NODE 26 --> 71.131134 sigma out 44 active outputs RANK 19 NODE 20 --> 70.6468353 sigma out 44 active outputs RANK 20 NODE 30 --> 69.4063034 sigma out 44 active outputs RANK 21 NODE 10 --> 67.3319626 sigma out 44 active outputs RANK 22 NODE 33 --> 66.8453217 sigma out 44 active outputs RANK 23 NODE 19 --> 66.7802582 sigma out 44 active outputs RANK 24 NODE 17 --> 64.4882126 sigma out 44 active outputs RANK 25 NODE 21 --> 63.4426994 sigma out 44 active outputs RANK 26 NODE 36 --> 62.756855 sigma out 44 active outputs RANK 27 NODE 28 --> 61.876503 sigma out 44 active outputs RANK 28 NODE 39 --> 61.5591393 sigma out 44 active outputs RANK 29 NODE 37 --> 61.2814903 sigma out 44 active outputs RANK 30 NODE 27 --> 60.9589081 sigma out 44 active outputs RANK 31 NODE 25 --> 60.7766266 sigma out 44 active outputs RANK 32 NODE 22 --> 60.4818649 sigma out 44 active outputs RANK 33 NODE 34 --> 59.7643623 sigma out 44 active outputs RANK 34 NODE 32 --> 59.7497215 sigma out 44 active outputs RANK 35 NODE 40 --> 59.1043587 sigma out 44 active outputs RANK 36 NODE 14 --> 58.1828117 sigma out 44 active outputs RANK 37 NODE 43 --> 58.1000862 sigma out 44 active outputs RANK 38 NODE 38 --> 54.8533783 sigma out 44 active outputs RANK 39 NODE 24 --> 54.7984924 sigma out 44 active outputs RANK 40 NODE 41 --> 53.8792496 sigma out 44 active outputs RANK 41 NODE 35 --> 53.0686836 sigma out 44 active outputs RANK 42 NODE 31 --> 51.0295067 sigma out 44 active outputs RANK 43 NODE 44 --> 47.1129341 sigma out 44 active outputs RANK 44 NODE 42 --> 43.8932953 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 241.728882 sigma in 44act. ( 291.259888 sig out 1act.) RANK 2 NODE 6 --> 217.768661 sigma in 44act. ( 214.766541 sig out 1act.) RANK 3 NODE 33 --> 143.59964 sigma in 44act. ( 145.728607 sig out 1act.) RANK 4 NODE 34 --> 125.996307 sigma in 44act. ( 149.198227 sig out 1act.) RANK 5 NODE 36 --> 120.587837 sigma in 44act. ( 121.057655 sig out 1act.) RANK 6 NODE 37 --> 116.957329 sigma in 44act. ( 136.687973 sig out 1act.) RANK 7 NODE 29 --> 88.9288101 sigma in 44act. ( 76.0438232 sig out 1act.) RANK 8 NODE 22 --> 88.2403717 sigma in 44act. ( 85.0003052 sig out 1act.) RANK 9 NODE 40 --> 83.8455505 sigma in 44act. ( 88.6713715 sig out 1act.) RANK 10 NODE 18 --> 81.0932617 sigma in 44act. ( 81.6214981 sig out 1act.) RANK 11 NODE 32 --> 79.2439957 sigma in 44act. ( 87.7162018 sig out 1act.) RANK 12 NODE 27 --> 76.4873962 sigma in 44act. ( 64.1758347 sig out 1act.) RANK 13 NODE 9 --> 74.087677 sigma in 44act. ( 39.7553215 sig out 1act.) RANK 14 NODE 3 --> 73.0124588 sigma in 44act. ( 61.2624207 sig out 1act.) RANK 15 NODE 28 --> 71.2598648 sigma in 44act. ( 60.1980553 sig out 1act.) RANK 16 NODE 25 --> 70.8455505 sigma in 44act. ( 49.1478233 sig out 1act.) RANK 17 NODE 5 --> 68.9985733 sigma in 44act. ( 44.3647575 sig out 1act.) RANK 18 NODE 20 --> 68.6808853 sigma in 44act. ( 66.9491501 sig out 1act.) RANK 19 NODE 8 --> 67.9852524 sigma in 44act. ( 62.7283325 sig out 1act.) RANK 20 NODE 10 --> 67.3721161 sigma in 44act. ( 26.5318985 sig out 1act.) RANK 21 NODE 2 --> 67.0840302 sigma in 44act. ( 33.505127 sig out 1act.) RANK 22 NODE 39 --> 66.659935 sigma in 44act. ( 46.9951172 sig out 1act.) RANK 23 NODE 12 --> 64.5309372 sigma in 44act. ( 51.9018517 sig out 1act.) RANK 24 NODE 31 --> 63.3999557 sigma in 44act. ( 5.91793728 sig out 1act.) RANK 25 NODE 15 --> 62.3441849 sigma in 44act. ( 18.8992805 sig out 1act.) RANK 26 NODE 7 --> 61.6666222 sigma in 44act. ( 48.2638245 sig out 1act.) RANK 27 NODE 35 --> 61.1484642 sigma in 44act. ( 28.1186104 sig out 1act.) RANK 28 NODE 44 --> 58.8388519 sigma in 44act. ( 25.0410461 sig out 1act.) RANK 29 NODE 41 --> 57.420414 sigma in 44act. ( 5.30333376 sig out 1act.) RANK 30 NODE 11 --> 56.5458336 sigma in 44act. ( 30.721529 sig out 1act.) RANK 31 NODE 26 --> 55.3716774 sigma in 44act. ( 25.7651997 sig out 1act.) RANK 32 NODE 42 --> 55.2912598 sigma in 44act. ( 5.8054595 sig out 1act.) RANK 33 NODE 14 --> 54.7799301 sigma in 44act. ( 26.3956223 sig out 1act.) RANK 34 NODE 23 --> 54.0046349 sigma in 44act. ( 24.5618057 sig out 1act.) RANK 35 NODE 13 --> 53.970932 sigma in 44act. ( 4.84939289 sig out 1act.) RANK 36 NODE 24 --> 53.4784813 sigma in 44act. ( 19.4356937 sig out 1act.) RANK 37 NODE 19 --> 52.9111061 sigma in 44act. ( 23.2300968 sig out 1act.) RANK 38 NODE 38 --> 51.6777611 sigma in 44act. ( 3.24745941 sig out 1act.) RANK 39 NODE 21 --> 50.0639267 sigma in 44act. ( 29.3269672 sig out 1act.) RANK 40 NODE 1 --> 49.5283928 sigma in 44act. ( 9.01464367 sig out 1act.) RANK 41 NODE 43 --> 46.99263 sigma in 44act. ( 25.2994938 sig out 1act.) RANK 42 NODE 30 --> 46.4041557 sigma in 44act. ( 21.5885448 sig out 1act.) RANK 43 NODE 17 --> 44.5835686 sigma in 44act. ( 5.92620945 sig out 1act.) RANK 44 NODE 16 --> 41.6238022 sigma in 44act. ( 29.1528931 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 291.259888 sigma out 1act.( 241.728882 sig in 44act.) RANK 2 NODE 6 --> 214.766541 sigma out 1act.( 217.768661 sig in 44act.) RANK 3 NODE 34 --> 149.198227 sigma out 1act.( 125.996307 sig in 44act.) RANK 4 NODE 33 --> 145.728607 sigma out 1act.( 143.59964 sig in 44act.) RANK 5 NODE 37 --> 136.687973 sigma out 1act.( 116.957329 sig in 44act.) RANK 6 NODE 36 --> 121.057655 sigma out 1act.( 120.587837 sig in 44act.) RANK 7 NODE 40 --> 88.6713715 sigma out 1act.( 83.8455505 sig in 44act.) RANK 8 NODE 32 --> 87.7162018 sigma out 1act.( 79.2439957 sig in 44act.) RANK 9 NODE 22 --> 85.0003052 sigma out 1act.( 88.2403717 sig in 44act.) RANK 10 NODE 18 --> 81.6214981 sigma out 1act.( 81.0932617 sig in 44act.) RANK 11 NODE 29 --> 76.0438232 sigma out 1act.( 88.9288101 sig in 44act.) RANK 12 NODE 20 --> 66.9491501 sigma out 1act.( 68.6808853 sig in 44act.) RANK 13 NODE 27 --> 64.1758347 sigma out 1act.( 76.4873962 sig in 44act.) RANK 14 NODE 8 --> 62.7283325 sigma out 1act.( 67.9852524 sig in 44act.) RANK 15 NODE 3 --> 61.2624207 sigma out 1act.( 73.0124588 sig in 44act.) RANK 16 NODE 28 --> 60.1980553 sigma out 1act.( 71.2598648 sig in 44act.) RANK 17 NODE 12 --> 51.9018517 sigma out 1act.( 64.5309372 sig in 44act.) RANK 18 NODE 25 --> 49.1478233 sigma out 1act.( 70.8455505 sig in 44act.) RANK 19 NODE 7 --> 48.2638245 sigma out 1act.( 61.6666222 sig in 44act.) RANK 20 NODE 39 --> 46.9951172 sigma out 1act.( 66.659935 sig in 44act.) RANK 21 NODE 5 --> 44.3647575 sigma out 1act.( 68.9985733 sig in 44act.) RANK 22 NODE 9 --> 39.7553215 sigma out 1act.( 74.087677 sig in 44act.) RANK 23 NODE 2 --> 33.505127 sigma out 1act.( 67.0840302 sig in 44act.) RANK 24 NODE 11 --> 30.721529 sigma out 1act.( 56.5458336 sig in 44act.) RANK 25 NODE 21 --> 29.3269672 sigma out 1act.( 50.0639267 sig in 44act.) RANK 26 NODE 16 --> 29.1528931 sigma out 1act.( 41.6238022 sig in 44act.) RANK 27 NODE 35 --> 28.1186104 sigma out 1act.( 61.1484642 sig in 44act.) RANK 28 NODE 10 --> 26.5318985 sigma out 1act.( 67.3721161 sig in 44act.) RANK 29 NODE 14 --> 26.3956223 sigma out 1act.( 54.7799301 sig in 44act.) RANK 30 NODE 26 --> 25.7651997 sigma out 1act.( 55.3716774 sig in 44act.) RANK 31 NODE 43 --> 25.2994938 sigma out 1act.( 46.99263 sig in 44act.) RANK 32 NODE 44 --> 25.0410461 sigma out 1act.( 58.8388519 sig in 44act.) RANK 33 NODE 23 --> 24.5618057 sigma out 1act.( 54.0046349 sig in 44act.) RANK 34 NODE 19 --> 23.2300968 sigma out 1act.( 52.9111061 sig in 44act.) RANK 35 NODE 30 --> 21.5885448 sigma out 1act.( 46.4041557 sig in 44act.) RANK 36 NODE 24 --> 19.4356937 sigma out 1act.( 53.4784813 sig in 44act.) RANK 37 NODE 15 --> 18.8992805 sigma out 1act.( 62.3441849 sig in 44act.) RANK 38 NODE 1 --> 9.01464367 sigma out 1act.( 49.5283928 sig in 44act.) RANK 39 NODE 17 --> 5.92620945 sigma out 1act.( 44.5835686 sig in 44act.) RANK 40 NODE 31 --> 5.91793728 sigma out 1act.( 63.3999557 sig in 44act.) RANK 41 NODE 42 --> 5.8054595 sigma out 1act.( 55.2912598 sig in 44act.) RANK 42 NODE 41 --> 5.30333376 sigma out 1act.( 57.420414 sig in 44act.) RANK 43 NODE 13 --> 4.84939289 sigma out 1act.( 53.970932 sig in 44act.) RANK 44 NODE 38 --> 3.24745941 sigma out 1act.( 51.6777611 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 535.366516 sigma in 44 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 259.247803 sigma out 44 active outputs RANK 2 NODE 2 --> 239.513321 sigma out 44 active outputs RANK 3 NODE 6 --> 130.488586 sigma out 44 active outputs RANK 4 NODE 5 --> 129.440826 sigma out 44 active outputs RANK 5 NODE 3 --> 118.92543 sigma out 44 active outputs RANK 6 NODE 4 --> 94.6800003 sigma out 44 active outputs RANK 7 NODE 7 --> 86.0025177 sigma out 44 active outputs RANK 8 NODE 18 --> 80.4944534 sigma out 44 active outputs RANK 9 NODE 8 --> 76.9361954 sigma out 44 active outputs RANK 10 NODE 13 --> 63.8580284 sigma out 44 active outputs RANK 11 NODE 12 --> 61.5839157 sigma out 44 active outputs RANK 12 NODE 11 --> 61.2066193 sigma out 44 active outputs RANK 13 NODE 9 --> 60.5637932 sigma out 44 active outputs RANK 14 NODE 15 --> 59.0635948 sigma out 44 active outputs RANK 15 NODE 16 --> 58.1176147 sigma out 44 active outputs RANK 16 NODE 23 --> 55.9660568 sigma out 44 active outputs RANK 17 NODE 10 --> 52.2443581 sigma out 44 active outputs RANK 18 NODE 14 --> 49.847702 sigma out 44 active outputs RANK 19 NODE 26 --> 46.3072739 sigma out 44 active outputs RANK 20 NODE 20 --> 44.7261658 sigma out 44 active outputs RANK 21 NODE 29 --> 44.4172134 sigma out 44 active outputs RANK 22 NODE 21 --> 41.7711334 sigma out 44 active outputs RANK 23 NODE 17 --> 38.264679 sigma out 44 active outputs RANK 24 NODE 22 --> 35.7274628 sigma out 44 active outputs RANK 25 NODE 30 --> 34.7768364 sigma out 44 active outputs RANK 26 NODE 19 --> 34.3684883 sigma out 44 active outputs RANK 27 NODE 27 --> 32.5993309 sigma out 44 active outputs RANK 28 NODE 25 --> 31.8148041 sigma out 44 active outputs RANK 29 NODE 24 --> 29.2553024 sigma out 44 active outputs RANK 30 NODE 28 --> 28.9724846 sigma out 44 active outputs RANK 31 NODE 39 --> 27.6723671 sigma out 44 active outputs RANK 32 NODE 33 --> 27.6061554 sigma out 44 active outputs RANK 33 NODE 32 --> 26.2503853 sigma out 44 active outputs RANK 34 NODE 36 --> 22.4509487 sigma out 44 active outputs RANK 35 NODE 35 --> 21.8364105 sigma out 44 active outputs RANK 36 NODE 37 --> 20.8034039 sigma out 44 active outputs RANK 37 NODE 34 --> 19.3493824 sigma out 44 active outputs RANK 38 NODE 31 --> 18.5445461 sigma out 44 active outputs RANK 39 NODE 38 --> 16.5683804 sigma out 44 active outputs RANK 40 NODE 40 --> 12.6704235 sigma out 44 active outputs RANK 41 NODE 43 --> 11.3658924 sigma out 44 active outputs RANK 42 NODE 42 --> 10.3785477 sigma out 44 active outputs RANK 43 NODE 41 --> 9.67176056 sigma out 44 active outputs RANK 44 NODE 44 --> 5.38376045 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 257.043213 sigma in 44act. ( 259.770203 sig out 1act.) RANK 2 NODE 6 --> 245.073944 sigma in 44act. ( 166.848724 sig out 1act.) RANK 3 NODE 33 --> 150.644684 sigma in 44act. ( 120.248016 sig out 1act.) RANK 4 NODE 34 --> 129.092072 sigma in 44act. ( 113.041168 sig out 1act.) RANK 5 NODE 36 --> 127.883949 sigma in 44act. ( 98.1147766 sig out 1act.) RANK 6 NODE 37 --> 115.943016 sigma in 44act. ( 107.516983 sig out 1act.) RANK 7 NODE 40 --> 83.2432861 sigma in 44act. ( 65.77314 sig out 1act.) RANK 8 NODE 22 --> 79.9757385 sigma in 44act. ( 64.6559753 sig out 1act.) RANK 9 NODE 29 --> 71.2490845 sigma in 44act. ( 59.2941551 sig out 1act.) RANK 10 NODE 32 --> 70.0316925 sigma in 44act. ( 66.8085709 sig out 1act.) RANK 11 NODE 18 --> 67.3008881 sigma in 44act. ( 63.690155 sig out 1act.) RANK 12 NODE 28 --> 58.3926544 sigma in 44act. ( 46.1111488 sig out 1act.) RANK 13 NODE 20 --> 56.1896286 sigma in 44act. ( 52.0972748 sig out 1act.) RANK 14 NODE 3 --> 54.5730515 sigma in 44act. ( 45.7475166 sig out 1act.) RANK 15 NODE 8 --> 54.0459251 sigma in 44act. ( 48.5438538 sig out 1act.) RANK 16 NODE 27 --> 46.5299797 sigma in 44act. ( 54.0288467 sig out 1act.) RANK 17 NODE 25 --> 43.6927452 sigma in 44act. ( 39.0240593 sig out 1act.) RANK 18 NODE 39 --> 39.9105072 sigma in 44act. ( 37.3286018 sig out 1act.) RANK 19 NODE 12 --> 39.8330879 sigma in 44act. ( 41.1694908 sig out 1act.) RANK 20 NODE 7 --> 38.2134933 sigma in 44act. ( 39.3121147 sig out 1act.) RANK 21 NODE 5 --> 37.0551147 sigma in 44act. ( 35.6889305 sig out 1act.) RANK 22 NODE 9 --> 33.9098701 sigma in 44act. ( 32.5974998 sig out 1act.) RANK 23 NODE 2 --> 27.9092751 sigma in 44act. ( 26.4936085 sig out 1act.) RANK 24 NODE 11 --> 23.7684116 sigma in 44act. ( 24.2914028 sig out 1act.) RANK 25 NODE 10 --> 22.610302 sigma in 44act. ( 21.1746693 sig out 1act.) RANK 26 NODE 21 --> 21.9215641 sigma in 44act. ( 23.7452011 sig out 1act.) RANK 27 NODE 35 --> 21.5960312 sigma in 44act. ( 22.4770451 sig out 1act.) RANK 28 NODE 16 --> 20.7728977 sigma in 44act. ( 23.1088181 sig out 1act.) RANK 29 NODE 26 --> 20.7124023 sigma in 44act. ( 20.5869656 sig out 1act.) RANK 30 NODE 14 --> 20.6999893 sigma in 44act. ( 21.3605499 sig out 1act.) RANK 31 NODE 23 --> 20.2870083 sigma in 44act. ( 18.2359905 sig out 1act.) RANK 32 NODE 43 --> 19.6393814 sigma in 44act. ( 19.7881012 sig out 1act.) RANK 33 NODE 44 --> 18.9155388 sigma in 44act. ( 20.4067135 sig out 1act.) RANK 34 NODE 30 --> 18.5688362 sigma in 44act. ( 16.4421043 sig out 1act.) RANK 35 NODE 19 --> 17.6279945 sigma in 44act. ( 17.2309208 sig out 1act.) RANK 36 NODE 24 --> 16.6583977 sigma in 44act. ( 15.5561132 sig out 1act.) RANK 37 NODE 15 --> 15.422677 sigma in 44act. ( 15.6541786 sig out 1act.) RANK 38 NODE 31 --> 9.43243217 sigma in 44act. ( 4.8081584 sig out 1act.) RANK 39 NODE 1 --> 8.83961296 sigma in 44act. ( 7.03156281 sig out 1act.) RANK 40 NODE 41 --> 7.83866739 sigma in 44act. ( 4.08259964 sig out 1act.) RANK 41 NODE 42 --> 7.52244902 sigma in 44act. ( 4.66089106 sig out 1act.) RANK 42 NODE 13 --> 7.46836042 sigma in 44act. ( 3.68265867 sig out 1act.) RANK 43 NODE 17 --> 6.79683542 sigma in 44act. ( 4.77874613 sig out 1act.) RANK 44 NODE 38 --> 5.85639429 sigma in 44act. ( 2.5581305 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 259.770203 sigma out 1act.( 257.043213 sig in 44act.) RANK 2 NODE 6 --> 166.848724 sigma out 1act.( 245.073944 sig in 44act.) RANK 3 NODE 33 --> 120.248016 sigma out 1act.( 150.644684 sig in 44act.) RANK 4 NODE 34 --> 113.041168 sigma out 1act.( 129.092072 sig in 44act.) RANK 5 NODE 37 --> 107.516983 sigma out 1act.( 115.943016 sig in 44act.) RANK 6 NODE 36 --> 98.1147766 sigma out 1act.( 127.883949 sig in 44act.) RANK 7 NODE 32 --> 66.8085709 sigma out 1act.( 70.0316925 sig in 44act.) RANK 8 NODE 40 --> 65.77314 sigma out 1act.( 83.2432861 sig in 44act.) RANK 9 NODE 22 --> 64.6559753 sigma out 1act.( 79.9757385 sig in 44act.) RANK 10 NODE 18 --> 63.690155 sigma out 1act.( 67.3008881 sig in 44act.) RANK 11 NODE 29 --> 59.2941551 sigma out 1act.( 71.2490845 sig in 44act.) RANK 12 NODE 27 --> 54.0288467 sigma out 1act.( 46.5299797 sig in 44act.) RANK 13 NODE 20 --> 52.0972748 sigma out 1act.( 56.1896286 sig in 44act.) RANK 14 NODE 8 --> 48.5438538 sigma out 1act.( 54.0459251 sig in 44act.) RANK 15 NODE 28 --> 46.1111488 sigma out 1act.( 58.3926544 sig in 44act.) RANK 16 NODE 3 --> 45.7475166 sigma out 1act.( 54.5730515 sig in 44act.) RANK 17 NODE 12 --> 41.1694908 sigma out 1act.( 39.8330879 sig in 44act.) RANK 18 NODE 7 --> 39.3121147 sigma out 1act.( 38.2134933 sig in 44act.) RANK 19 NODE 25 --> 39.0240593 sigma out 1act.( 43.6927452 sig in 44act.) RANK 20 NODE 39 --> 37.3286018 sigma out 1act.( 39.9105072 sig in 44act.) RANK 21 NODE 5 --> 35.6889305 sigma out 1act.( 37.0551147 sig in 44act.) RANK 22 NODE 9 --> 32.5974998 sigma out 1act.( 33.9098701 sig in 44act.) RANK 23 NODE 2 --> 26.4936085 sigma out 1act.( 27.9092751 sig in 44act.) RANK 24 NODE 11 --> 24.2914028 sigma out 1act.( 23.7684116 sig in 44act.) RANK 25 NODE 21 --> 23.7452011 sigma out 1act.( 21.9215641 sig in 44act.) RANK 26 NODE 16 --> 23.1088181 sigma out 1act.( 20.7728977 sig in 44act.) RANK 27 NODE 35 --> 22.4770451 sigma out 1act.( 21.5960312 sig in 44act.) RANK 28 NODE 14 --> 21.3605499 sigma out 1act.( 20.6999893 sig in 44act.) RANK 29 NODE 10 --> 21.1746693 sigma out 1act.( 22.610302 sig in 44act.) RANK 30 NODE 26 --> 20.5869656 sigma out 1act.( 20.7124023 sig in 44act.) RANK 31 NODE 44 --> 20.4067135 sigma out 1act.( 18.9155388 sig in 44act.) RANK 32 NODE 43 --> 19.7881012 sigma out 1act.( 19.6393814 sig in 44act.) RANK 33 NODE 23 --> 18.2359905 sigma out 1act.( 20.2870083 sig in 44act.) RANK 34 NODE 19 --> 17.2309208 sigma out 1act.( 17.6279945 sig in 44act.) RANK 35 NODE 30 --> 16.4421043 sigma out 1act.( 18.5688362 sig in 44act.) RANK 36 NODE 15 --> 15.6541786 sigma out 1act.( 15.422677 sig in 44act.) RANK 37 NODE 24 --> 15.5561132 sigma out 1act.( 16.6583977 sig in 44act.) RANK 38 NODE 1 --> 7.03156281 sigma out 1act.( 8.83961296 sig in 44act.) RANK 39 NODE 31 --> 4.8081584 sigma out 1act.( 9.43243217 sig in 44act.) RANK 40 NODE 17 --> 4.77874613 sigma out 1act.( 6.79683542 sig in 44act.) RANK 41 NODE 42 --> 4.66089106 sigma out 1act.( 7.52244902 sig in 44act.) RANK 42 NODE 41 --> 4.08259964 sigma out 1act.( 7.83866739 sig in 44act.) RANK 43 NODE 13 --> 3.68265867 sigma out 1act.( 7.46836042 sig in 44act.) RANK 44 NODE 38 --> 2.5581305 sigma out 1act.( 5.85639429 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 437.675171 sigma in 44 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.458848596 *** contribution from regularisation: 0.00102850772 *** contribution from error: -0.459877104 *** contribution from DIAG: 5.63778885E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.487826258 *** contribution from regularisation: 0.00322226831 *** contribution from error: -0.491048515 *** contribution from DIAG: 8.89755102E-05 *********************************************** ENTER BFGS code START -487837.28 0.130023837 0. EXIT FROM BFGS code FG_START 0. 0.130023837 0. --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.489462942 *** contribution from regularisation: 0.00232934626 *** contribution from error: -0.491792291 *** contribution from DIAG: 0.000128269719 *********************************************** ENTER BFGS code FG_START -489334.661 0.130023837 301.182617 EXIT FROM BFGS code FG_LNSRCH 0. 0.142976567 0. --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.450432152 *** contribution from regularisation: 0.00256870943 *** contribution from error: -0.453000873 *** contribution from DIAG: 0.00258711237 *********************************************** ENTER BFGS code FG_LNSRCH -447845.042 0.142976567 3908.1355 EXIT FROM BFGS code FG_LNSRCH 0. 0.133672178 0. --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.488293201 *** contribution from regularisation: 0.00261399685 *** contribution from error: -0.490907192 *** contribution from DIAG: 0.000185810481 *********************************************** ENTER BFGS code FG_LNSRCH -488107.396 0.133672178 1060.05139 EXIT FROM BFGS code FG_LNSRCH 0. 0.131592184 0. --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.489780933 *** contribution from regularisation: 0.00263997237 *** contribution from error: -0.492420912 *** contribution from DIAG: 0.000121675672 *********************************************** ENTER BFGS code FG_LNSRCH -489659.262 0.131592184 692.980408 EXIT FROM BFGS code NEW_X -489659.262 0.131592184 692.980408 ENTER BFGS code NEW_X -489659.262 0.131592184 692.980408 EXIT FROM BFGS code FG_LNSRCH 0. 0.133215919 0. --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.490473777 *** contribution from regularisation: 0.00266798306 *** contribution from error: -0.49314177 *** contribution from DIAG: 0.000202223891 *********************************************** ENTER BFGS code FG_LNSRCH -490271.558 0.133215919 240.147385 EXIT FROM BFGS code NEW_X -490271.558 0.133215919 240.147385 ENTER BFGS code NEW_X -490271.558 0.133215919 240.147385 EXIT FROM BFGS code FG_LNSRCH 0. 0.136623085 0. --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.491292655 *** contribution from regularisation: 0.0027131727 *** contribution from error: -0.494005829 *** contribution from DIAG: 0.000315970334 *********************************************** ENTER BFGS code FG_LNSRCH -490976.682 0.136623085 -795.383728 EXIT FROM BFGS code NEW_X -490976.682 0.136623085 -795.383728 ENTER BFGS code NEW_X -490976.682 0.136623085 -795.383728 EXIT FROM BFGS code FG_LNSRCH 0. 0.136791199 0. --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.491576105 *** contribution from regularisation: 0.00275757792 *** contribution from error: -0.494333684 *** contribution from DIAG: 0.000297360879 *********************************************** ENTER BFGS code FG_LNSRCH -491278.746 0.136791199 -695.816956 EXIT FROM BFGS code NEW_X -491278.746 0.136791199 -695.816956 ENTER BFGS code NEW_X -491278.746 0.136791199 -695.816956 EXIT FROM BFGS code FG_LNSRCH 0. 0.136375144 0. --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 288.420624 sigma out 44 active outputs RANK 2 NODE 2 --> 267.746918 sigma out 44 active outputs RANK 3 NODE 3 --> 151.990936 sigma out 44 active outputs RANK 4 NODE 6 --> 138.686264 sigma out 44 active outputs RANK 5 NODE 5 --> 134.738998 sigma out 44 active outputs RANK 6 NODE 7 --> 98.5393143 sigma out 44 active outputs RANK 7 NODE 4 --> 97.9258881 sigma out 44 active outputs RANK 8 NODE 8 --> 85.8565521 sigma out 44 active outputs RANK 9 NODE 18 --> 85.4194946 sigma out 44 active outputs RANK 10 NODE 13 --> 69.1460953 sigma out 44 active outputs RANK 11 NODE 9 --> 67.2868423 sigma out 44 active outputs RANK 12 NODE 11 --> 66.2259979 sigma out 44 active outputs RANK 13 NODE 12 --> 65.1271973 sigma out 44 active outputs RANK 14 NODE 16 --> 63.4659729 sigma out 44 active outputs RANK 15 NODE 15 --> 62.6719704 sigma out 44 active outputs RANK 16 NODE 26 --> 62.0398903 sigma out 44 active outputs RANK 17 NODE 23 --> 60.7721519 sigma out 44 active outputs RANK 18 NODE 10 --> 57.7262001 sigma out 44 active outputs RANK 19 NODE 14 --> 54.7748108 sigma out 44 active outputs RANK 20 NODE 20 --> 49.0548935 sigma out 44 active outputs RANK 21 NODE 29 --> 47.5569572 sigma out 44 active outputs RANK 22 NODE 21 --> 45.0374451 sigma out 44 active outputs RANK 23 NODE 30 --> 41.4719543 sigma out 44 active outputs RANK 24 NODE 17 --> 40.8816338 sigma out 44 active outputs RANK 25 NODE 19 --> 39.1629219 sigma out 44 active outputs RANK 26 NODE 25 --> 36.7237244 sigma out 44 active outputs RANK 27 NODE 27 --> 36.3676643 sigma out 44 active outputs RANK 28 NODE 39 --> 33.0106659 sigma out 44 active outputs RANK 29 NODE 22 --> 32.510582 sigma out 44 active outputs RANK 30 NODE 24 --> 32.3068504 sigma out 44 active outputs RANK 31 NODE 28 --> 32.0605164 sigma out 44 active outputs RANK 32 NODE 33 --> 30.6215611 sigma out 44 active outputs RANK 33 NODE 32 --> 29.4831467 sigma out 44 active outputs RANK 34 NODE 36 --> 25.3581619 sigma out 44 active outputs RANK 35 NODE 35 --> 24.0227814 sigma out 44 active outputs RANK 36 NODE 37 --> 23.3061352 sigma out 44 active outputs RANK 37 NODE 34 --> 22.7118912 sigma out 44 active outputs RANK 38 NODE 31 --> 22.3910923 sigma out 44 active outputs RANK 39 NODE 38 --> 20.8395004 sigma out 44 active outputs RANK 40 NODE 40 --> 18.2713623 sigma out 44 active outputs RANK 41 NODE 43 --> 14.2325926 sigma out 44 active outputs RANK 42 NODE 42 --> 13.8009119 sigma out 44 active outputs RANK 43 NODE 41 --> 13.0408592 sigma out 44 active outputs RANK 44 NODE 44 --> 8.14196968 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 6 --> 283.785492 sigma in 44act. ( 189.190125 sig out 1act.) RANK 2 NODE 4 --> 272.653625 sigma in 44act. ( 282.702026 sig out 1act.) RANK 3 NODE 33 --> 164.969177 sigma in 44act. ( 128.145996 sig out 1act.) RANK 4 NODE 36 --> 151.774414 sigma in 44act. ( 109.801247 sig out 1act.) RANK 5 NODE 34 --> 140.559784 sigma in 44act. ( 112.724831 sig out 1act.) RANK 6 NODE 37 --> 131.730255 sigma in 44act. ( 113.44175 sig out 1act.) RANK 7 NODE 40 --> 94.9085617 sigma in 44act. ( 70.2870789 sig out 1act.) RANK 8 NODE 32 --> 79.4649429 sigma in 44act. ( 71.3840179 sig out 1act.) RANK 9 NODE 22 --> 78.4828339 sigma in 44act. ( 64.3851929 sig out 1act.) RANK 10 NODE 29 --> 75.5874329 sigma in 44act. ( 62.4789696 sig out 1act.) RANK 11 NODE 18 --> 74.4716568 sigma in 44act. ( 67.9814453 sig out 1act.) RANK 12 NODE 20 --> 62.4425087 sigma in 44act. ( 56.2525368 sig out 1act.) RANK 13 NODE 8 --> 61.1014404 sigma in 44act. ( 52.5057297 sig out 1act.) RANK 14 NODE 3 --> 57.4845467 sigma in 44act. ( 47.3442726 sig out 1act.) RANK 15 NODE 28 --> 57.2020416 sigma in 44act. ( 44.3778954 sig out 1act.) RANK 16 NODE 27 --> 54.6950951 sigma in 44act. ( 62.0245438 sig out 1act.) RANK 17 NODE 25 --> 49.9137573 sigma in 44act. ( 44.8848534 sig out 1act.) RANK 18 NODE 7 --> 47.4301987 sigma in 44act. ( 49.1209679 sig out 1act.) RANK 19 NODE 12 --> 44.9571609 sigma in 44act. ( 45.2691956 sig out 1act.) RANK 20 NODE 39 --> 40.9190636 sigma in 44act. ( 37.3126373 sig out 1act.) RANK 21 NODE 5 --> 39.2847748 sigma in 44act. ( 36.7733192 sig out 1act.) RANK 22 NODE 9 --> 37.7581978 sigma in 44act. ( 34.9974442 sig out 1act.) RANK 23 NODE 10 --> 31.3039589 sigma in 44act. ( 28.066267 sig out 1act.) RANK 24 NODE 2 --> 30.1273308 sigma in 44act. ( 26.8124695 sig out 1act.) RANK 25 NODE 21 --> 28.3509293 sigma in 44act. ( 29.7176418 sig out 1act.) RANK 26 NODE 26 --> 27.2054844 sigma in 44act. ( 25.8870087 sig out 1act.) RANK 27 NODE 11 --> 25.1381817 sigma in 44act. ( 23.9095764 sig out 1act.) RANK 28 NODE 23 --> 24.535799 sigma in 44act. ( 20.8983173 sig out 1act.) RANK 29 NODE 35 --> 24.3637276 sigma in 44act. ( 23.4227943 sig out 1act.) RANK 30 NODE 44 --> 23.4090595 sigma in 44act. ( 23.3400021 sig out 1act.) RANK 31 NODE 16 --> 22.6927299 sigma in 44act. ( 24.2577953 sig out 1act.) RANK 32 NODE 14 --> 22.4510727 sigma in 44act. ( 21.2448235 sig out 1act.) RANK 33 NODE 24 --> 21.8898563 sigma in 44act. ( 19.4727592 sig out 1act.) RANK 34 NODE 19 --> 21.8675137 sigma in 44act. ( 19.444294 sig out 1act.) RANK 35 NODE 43 --> 20.9674644 sigma in 44act. ( 19.9867001 sig out 1act.) RANK 36 NODE 15 --> 20.6927872 sigma in 44act. ( 19.3301754 sig out 1act.) RANK 37 NODE 30 --> 20.1517811 sigma in 44act. ( 16.7377338 sig out 1act.) RANK 38 NODE 31 --> 13.5798464 sigma in 44act. ( 3.73044205 sig out 1act.) RANK 39 NODE 13 --> 12.1584024 sigma in 44act. ( 5.13999224 sig out 1act.) RANK 40 NODE 41 --> 12.1417532 sigma in 44act. ( 4.34960318 sig out 1act.) RANK 41 NODE 1 --> 11.992835 sigma in 44act. ( 7.40228796 sig out 1act.) RANK 42 NODE 42 --> 11.4821281 sigma in 44act. ( 4.91531229 sig out 1act.) RANK 43 NODE 38 --> 10.6798563 sigma in 44act. ( 4.64368677 sig out 1act.) RANK 44 NODE 17 --> 9.26813793 sigma in 44act. ( 3.9176228 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 282.702026 sigma out 1act.( 272.653625 sig in 44act.) RANK 2 NODE 6 --> 189.190125 sigma out 1act.( 283.785492 sig in 44act.) RANK 3 NODE 33 --> 128.145996 sigma out 1act.( 164.969177 sig in 44act.) RANK 4 NODE 37 --> 113.44175 sigma out 1act.( 131.730255 sig in 44act.) RANK 5 NODE 34 --> 112.724831 sigma out 1act.( 140.559784 sig in 44act.) RANK 6 NODE 36 --> 109.801247 sigma out 1act.( 151.774414 sig in 44act.) RANK 7 NODE 32 --> 71.3840179 sigma out 1act.( 79.4649429 sig in 44act.) RANK 8 NODE 40 --> 70.2870789 sigma out 1act.( 94.9085617 sig in 44act.) RANK 9 NODE 18 --> 67.9814453 sigma out 1act.( 74.4716568 sig in 44act.) RANK 10 NODE 22 --> 64.3851929 sigma out 1act.( 78.4828339 sig in 44act.) RANK 11 NODE 29 --> 62.4789696 sigma out 1act.( 75.5874329 sig in 44act.) RANK 12 NODE 27 --> 62.0245438 sigma out 1act.( 54.6950951 sig in 44act.) RANK 13 NODE 20 --> 56.2525368 sigma out 1act.( 62.4425087 sig in 44act.) RANK 14 NODE 8 --> 52.5057297 sigma out 1act.( 61.1014404 sig in 44act.) RANK 15 NODE 7 --> 49.1209679 sigma out 1act.( 47.4301987 sig in 44act.) RANK 16 NODE 3 --> 47.3442726 sigma out 1act.( 57.4845467 sig in 44act.) RANK 17 NODE 12 --> 45.2691956 sigma out 1act.( 44.9571609 sig in 44act.) RANK 18 NODE 25 --> 44.8848534 sigma out 1act.( 49.9137573 sig in 44act.) RANK 19 NODE 28 --> 44.3778954 sigma out 1act.( 57.2020416 sig in 44act.) RANK 20 NODE 39 --> 37.3126373 sigma out 1act.( 40.9190636 sig in 44act.) RANK 21 NODE 5 --> 36.7733192 sigma out 1act.( 39.2847748 sig in 44act.) RANK 22 NODE 9 --> 34.9974442 sigma out 1act.( 37.7581978 sig in 44act.) RANK 23 NODE 21 --> 29.7176418 sigma out 1act.( 28.3509293 sig in 44act.) RANK 24 NODE 10 --> 28.066267 sigma out 1act.( 31.3039589 sig in 44act.) RANK 25 NODE 2 --> 26.8124695 sigma out 1act.( 30.1273308 sig in 44act.) RANK 26 NODE 26 --> 25.8870087 sigma out 1act.( 27.2054844 sig in 44act.) RANK 27 NODE 16 --> 24.2577953 sigma out 1act.( 22.6927299 sig in 44act.) RANK 28 NODE 11 --> 23.9095764 sigma out 1act.( 25.1381817 sig in 44act.) RANK 29 NODE 35 --> 23.4227943 sigma out 1act.( 24.3637276 sig in 44act.) RANK 30 NODE 44 --> 23.3400021 sigma out 1act.( 23.4090595 sig in 44act.) RANK 31 NODE 14 --> 21.2448235 sigma out 1act.( 22.4510727 sig in 44act.) RANK 32 NODE 23 --> 20.8983173 sigma out 1act.( 24.535799 sig in 44act.) RANK 33 NODE 43 --> 19.9867001 sigma out 1act.( 20.9674644 sig in 44act.) RANK 34 NODE 24 --> 19.4727592 sigma out 1act.( 21.8898563 sig in 44act.) RANK 35 NODE 19 --> 19.444294 sigma out 1act.( 21.8675137 sig in 44act.) RANK 36 NODE 15 --> 19.3301754 sigma out 1act.( 20.6927872 sig in 44act.) RANK 37 NODE 30 --> 16.7377338 sigma out 1act.( 20.1517811 sig in 44act.) RANK 38 NODE 1 --> 7.40228796 sigma out 1act.( 11.992835 sig in 44act.) RANK 39 NODE 13 --> 5.13999224 sigma out 1act.( 12.1584024 sig in 44act.) RANK 40 NODE 42 --> 4.91531229 sigma out 1act.( 11.4821281 sig in 44act.) RANK 41 NODE 38 --> 4.64368677 sigma out 1act.( 10.6798563 sig in 44act.) RANK 42 NODE 41 --> 4.34960318 sigma out 1act.( 12.1417532 sig in 44act.) RANK 43 NODE 17 --> 3.9176228 sigma out 1act.( 9.26813793 sig in 44act.) RANK 44 NODE 31 --> 3.73044205 sigma out 1act.( 13.5798464 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 474.432129 sigma in 44 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.491916418 *** contribution from regularisation: 0.00275610667 *** contribution from error: -0.494672537 *** contribution from DIAG: 0.000295874139 *********************************************** ENTER BFGS code FG_LNSRCH -491620.549 0.136375144 -610.528931 EXIT FROM BFGS code NEW_X -491620.549 0.136375144 -610.528931 ENTER BFGS code NEW_X -491620.549 0.136375144 -610.528931 EXIT FROM BFGS code FG_LNSRCH 0. 0.133880958 0. --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.492626697 *** contribution from regularisation: 0.00276574004 *** contribution from error: -0.495392442 *** contribution from DIAG: 0.000345166889 *********************************************** ENTER BFGS code FG_LNSRCH -492281.53 0.133880958 -484.717651 EXIT FROM BFGS code NEW_X -492281.53 0.133880958 -484.717651 ENTER BFGS code NEW_X -492281.53 0.133880958 -484.717651 EXIT FROM BFGS code FG_LNSRCH 0. 0.130895644 0. --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.493047535 *** contribution from regularisation: 0.00277248793 *** contribution from error: -0.495820016 *** contribution from DIAG: 0.000347466237 *********************************************** ENTER BFGS code FG_LNSRCH -492700.078 0.130895644 321.782318 EXIT FROM BFGS code NEW_X -492700.078 0.130895644 321.782318 ENTER BFGS code NEW_X -492700.078 0.130895644 321.782318 EXIT FROM BFGS code FG_LNSRCH 0. 0.128214225 0. --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.493448347 *** contribution from regularisation: 0.00277098292 *** contribution from error: -0.496219337 *** contribution from DIAG: 0.000360982667 *********************************************** ENTER BFGS code FG_LNSRCH -493087.379 0.128214225 81.8371048 EXIT FROM BFGS code NEW_X -493087.379 0.128214225 81.8371048 ENTER BFGS code NEW_X -493087.379 0.128214225 81.8371048 EXIT FROM BFGS code FG_LNSRCH 0. 0.12752597 0. --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.493746459 *** contribution from regularisation: 0.00276262034 *** contribution from error: -0.496509075 *** contribution from DIAG: 0.000337408768 *********************************************** ENTER BFGS code FG_LNSRCH -493409.048 0.12752597 162.946793 EXIT FROM BFGS code NEW_X -493409.048 0.12752597 162.946793 ENTER BFGS code NEW_X -493409.048 0.12752597 162.946793 EXIT FROM BFGS code FG_LNSRCH 0. 0.126045898 0. --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.494185656 *** contribution from regularisation: 0.0027616194 *** contribution from error: -0.496947289 *** contribution from DIAG: 0.000307261886 *********************************************** ENTER BFGS code FG_LNSRCH -493878.39 0.126045898 180.089355 EXIT FROM BFGS code NEW_X -493878.39 0.126045898 180.089355 ENTER BFGS code NEW_X -493878.39 0.126045898 180.089355 EXIT FROM BFGS code FG_LNSRCH 0. 0.124369569 0. --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.494357347 *** contribution from regularisation: 0.00276236841 *** contribution from error: -0.497119725 *** contribution from DIAG: 0.000331901392 *********************************************** ENTER BFGS code FG_LNSRCH -494025.452 0.124369569 -315.787903 EXIT FROM BFGS code NEW_X -494025.452 0.124369569 -315.787903 ENTER BFGS code NEW_X -494025.452 0.124369569 -315.787903 EXIT FROM BFGS code FG_LNSRCH 0. 0.124059923 0. --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.494850546 *** contribution from regularisation: 0.00276406249 *** contribution from error: -0.497614622 *** contribution from DIAG: 0.000359055237 *********************************************** ENTER BFGS code FG_LNSRCH -494491.485 0.124059923 167.490341 EXIT FROM BFGS code NEW_X -494491.485 0.124059923 167.490341 ENTER BFGS code NEW_X -494491.485 0.124059923 167.490341 EXIT FROM BFGS code FG_LNSRCH 0. 0.123921044 0. --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.495043635 *** contribution from regularisation: 0.00276880688 *** contribution from error: -0.49781245 *** contribution from DIAG: 0.000428489846 *********************************************** ENTER BFGS code FG_LNSRCH -494615.141 0.123921044 40.1971893 EXIT FROM BFGS code NEW_X -494615.141 0.123921044 40.1971893 ENTER BFGS code NEW_X -494615.141 0.123921044 40.1971893 EXIT FROM BFGS code FG_LNSRCH 0. 0.123349071 0. --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.495192051 *** contribution from regularisation: 0.00277502206 *** contribution from error: -0.497967064 *** contribution from DIAG: 0.000436956296 *********************************************** ENTER BFGS code FG_LNSRCH -494755.092 0.123349071 -126.304367 EXIT FROM BFGS code NEW_X -494755.092 0.123349071 -126.304367 ENTER BFGS code NEW_X -494755.092 0.123349071 -126.304367 EXIT FROM BFGS code FG_LNSRCH 0. 0.121978752 0. --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 279.900848 sigma out 44 active outputs RANK 2 NODE 1 --> 271.279572 sigma out 44 active outputs RANK 3 NODE 3 --> 188.018707 sigma out 44 active outputs RANK 4 NODE 6 --> 139.359268 sigma out 44 active outputs RANK 5 NODE 5 --> 133.343781 sigma out 44 active outputs RANK 6 NODE 8 --> 117.181213 sigma out 44 active outputs RANK 7 NODE 7 --> 117.105331 sigma out 44 active outputs RANK 8 NODE 4 --> 105.305641 sigma out 44 active outputs RANK 9 NODE 9 --> 78.5767517 sigma out 44 active outputs RANK 10 NODE 18 --> 77.6072235 sigma out 44 active outputs RANK 11 NODE 11 --> 71.7158737 sigma out 44 active outputs RANK 12 NODE 10 --> 71.5030746 sigma out 44 active outputs RANK 13 NODE 13 --> 68.4260635 sigma out 44 active outputs RANK 14 NODE 12 --> 66.4023895 sigma out 44 active outputs RANK 15 NODE 23 --> 63.8328438 sigma out 44 active outputs RANK 16 NODE 16 --> 62.8490601 sigma out 44 active outputs RANK 17 NODE 15 --> 61.6545448 sigma out 44 active outputs RANK 18 NODE 14 --> 53.7069969 sigma out 44 active outputs RANK 19 NODE 20 --> 50.1654358 sigma out 44 active outputs RANK 20 NODE 26 --> 50.1496124 sigma out 44 active outputs RANK 21 NODE 21 --> 48.2771378 sigma out 44 active outputs RANK 22 NODE 29 --> 43.7532349 sigma out 44 active outputs RANK 23 NODE 19 --> 40.9259262 sigma out 44 active outputs RANK 24 NODE 17 --> 39.0999794 sigma out 44 active outputs RANK 25 NODE 30 --> 37.2778969 sigma out 44 active outputs RANK 26 NODE 27 --> 35.1543846 sigma out 44 active outputs RANK 27 NODE 39 --> 34.3593483 sigma out 44 active outputs RANK 28 NODE 24 --> 33.6459503 sigma out 44 active outputs RANK 29 NODE 25 --> 33.4677277 sigma out 44 active outputs RANK 30 NODE 22 --> 32.1080132 sigma out 44 active outputs RANK 31 NODE 28 --> 32.0491905 sigma out 44 active outputs RANK 32 NODE 33 --> 30.2529888 sigma out 44 active outputs RANK 33 NODE 32 --> 29.8868446 sigma out 44 active outputs RANK 34 NODE 40 --> 24.8609715 sigma out 44 active outputs RANK 35 NODE 36 --> 24.4218922 sigma out 44 active outputs RANK 36 NODE 34 --> 22.985693 sigma out 44 active outputs RANK 37 NODE 38 --> 22.501585 sigma out 44 active outputs RANK 38 NODE 35 --> 22.3891449 sigma out 44 active outputs RANK 39 NODE 31 --> 22.2284222 sigma out 44 active outputs RANK 40 NODE 37 --> 21.7039852 sigma out 44 active outputs RANK 41 NODE 42 --> 14.7939663 sigma out 44 active outputs RANK 42 NODE 41 --> 13.9364338 sigma out 44 active outputs RANK 43 NODE 43 --> 13.1721201 sigma out 44 active outputs RANK 44 NODE 44 --> 7.83913326 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 6 --> 320.188782 sigma in 44act. ( 236.638229 sig out 1act.) RANK 2 NODE 4 --> 269.619659 sigma in 44act. ( 307.379639 sig out 1act.) RANK 3 NODE 36 --> 160.36528 sigma in 44act. ( 123.391106 sig out 1act.) RANK 4 NODE 33 --> 156.509003 sigma in 44act. ( 128.860947 sig out 1act.) RANK 5 NODE 37 --> 143.534515 sigma in 44act. ( 126.546906 sig out 1act.) RANK 6 NODE 34 --> 130.739105 sigma in 44act. ( 98.5537262 sig out 1act.) RANK 7 NODE 40 --> 96.2420273 sigma in 44act. ( 71.6087418 sig out 1act.) RANK 8 NODE 32 --> 82.5635757 sigma in 44act. ( 71.6284332 sig out 1act.) RANK 9 NODE 18 --> 80.0652771 sigma in 44act. ( 73.6490707 sig out 1act.) RANK 10 NODE 29 --> 77.6989441 sigma in 44act. ( 66.2439194 sig out 1act.) RANK 11 NODE 27 --> 65.0690842 sigma in 44act. ( 73.9740524 sig out 1act.) RANK 12 NODE 25 --> 62.8409538 sigma in 44act. ( 61.3733406 sig out 1act.) RANK 13 NODE 7 --> 62.603054 sigma in 44act. ( 71.2287521 sig out 1act.) RANK 14 NODE 22 --> 59.8513107 sigma in 44act. ( 58.4451332 sig out 1act.) RANK 15 NODE 3 --> 58.6033707 sigma in 44act. ( 50.541954 sig out 1act.) RANK 16 NODE 20 --> 55.5113983 sigma in 44act. ( 52.1314278 sig out 1act.) RANK 17 NODE 8 --> 54.0494194 sigma in 44act. ( 47.5415993 sig out 1act.) RANK 18 NODE 12 --> 49.7366791 sigma in 44act. ( 51.5688858 sig out 1act.) RANK 19 NODE 28 --> 43.9814224 sigma in 44act. ( 34.161293 sig out 1act.) RANK 20 NODE 39 --> 38.3708115 sigma in 44act. ( 35.2651978 sig out 1act.) RANK 21 NODE 10 --> 38.0562363 sigma in 44act. ( 35.8276443 sig out 1act.) RANK 22 NODE 5 --> 34.8702927 sigma in 44act. ( 33.9014778 sig out 1act.) RANK 23 NODE 9 --> 32.633873 sigma in 44act. ( 29.8270588 sig out 1act.) RANK 24 NODE 26 --> 32.3866158 sigma in 44act. ( 32.1601677 sig out 1act.) RANK 25 NODE 24 --> 30.5859432 sigma in 44act. ( 29.2394943 sig out 1act.) RANK 26 NODE 44 --> 28.5455456 sigma in 44act. ( 29.3189373 sig out 1act.) RANK 27 NODE 2 --> 28.3214931 sigma in 44act. ( 25.1594143 sig out 1act.) RANK 28 NODE 15 --> 28.2203655 sigma in 44act. ( 29.6117744 sig out 1act.) RANK 29 NODE 21 --> 28.1719437 sigma in 44act. ( 29.9719849 sig out 1act.) RANK 30 NODE 14 --> 25.3905621 sigma in 44act. ( 24.768858 sig out 1act.) RANK 31 NODE 16 --> 23.7105637 sigma in 44act. ( 25.1618214 sig out 1act.) RANK 32 NODE 35 --> 23.197134 sigma in 44act. ( 21.8136902 sig out 1act.) RANK 33 NODE 23 --> 22.9666519 sigma in 44act. ( 19.7842674 sig out 1act.) RANK 34 NODE 19 --> 20.5244751 sigma in 44act. ( 18.1007767 sig out 1act.) RANK 35 NODE 43 --> 16.4428844 sigma in 44act. ( 15.1560011 sig out 1act.) RANK 36 NODE 11 --> 16.3708954 sigma in 44act. ( 13.5860786 sig out 1act.) RANK 37 NODE 13 --> 15.8937149 sigma in 44act. ( 10.1838455 sig out 1act.) RANK 38 NODE 31 --> 14.2906485 sigma in 44act. ( 6.36578798 sig out 1act.) RANK 39 NODE 30 --> 13.2986221 sigma in 44act. ( 9.58683205 sig out 1act.) RANK 40 NODE 41 --> 12.8012819 sigma in 44act. ( 5.78894567 sig out 1act.) RANK 41 NODE 42 --> 11.6328201 sigma in 44act. ( 5.67793369 sig out 1act.) RANK 42 NODE 38 --> 10.6245642 sigma in 44act. ( 4.81960297 sig out 1act.) RANK 43 NODE 1 --> 10.5500231 sigma in 44act. ( 4.95291662 sig out 1act.) RANK 44 NODE 17 --> 9.2993927 sigma in 44act. ( 4.37399435 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 307.379639 sigma out 1act.( 269.619659 sig in 44act.) RANK 2 NODE 6 --> 236.638229 sigma out 1act.( 320.188782 sig in 44act.) RANK 3 NODE 33 --> 128.860947 sigma out 1act.( 156.509003 sig in 44act.) RANK 4 NODE 37 --> 126.546906 sigma out 1act.( 143.534515 sig in 44act.) RANK 5 NODE 36 --> 123.391106 sigma out 1act.( 160.36528 sig in 44act.) RANK 6 NODE 34 --> 98.5537262 sigma out 1act.( 130.739105 sig in 44act.) RANK 7 NODE 27 --> 73.9740524 sigma out 1act.( 65.0690842 sig in 44act.) RANK 8 NODE 18 --> 73.6490707 sigma out 1act.( 80.0652771 sig in 44act.) RANK 9 NODE 32 --> 71.6284332 sigma out 1act.( 82.5635757 sig in 44act.) RANK 10 NODE 40 --> 71.6087418 sigma out 1act.( 96.2420273 sig in 44act.) RANK 11 NODE 7 --> 71.2287521 sigma out 1act.( 62.603054 sig in 44act.) RANK 12 NODE 29 --> 66.2439194 sigma out 1act.( 77.6989441 sig in 44act.) RANK 13 NODE 25 --> 61.3733406 sigma out 1act.( 62.8409538 sig in 44act.) RANK 14 NODE 22 --> 58.4451332 sigma out 1act.( 59.8513107 sig in 44act.) RANK 15 NODE 20 --> 52.1314278 sigma out 1act.( 55.5113983 sig in 44act.) RANK 16 NODE 12 --> 51.5688858 sigma out 1act.( 49.7366791 sig in 44act.) RANK 17 NODE 3 --> 50.541954 sigma out 1act.( 58.6033707 sig in 44act.) RANK 18 NODE 8 --> 47.5415993 sigma out 1act.( 54.0494194 sig in 44act.) RANK 19 NODE 10 --> 35.8276443 sigma out 1act.( 38.0562363 sig in 44act.) RANK 20 NODE 39 --> 35.2651978 sigma out 1act.( 38.3708115 sig in 44act.) RANK 21 NODE 28 --> 34.161293 sigma out 1act.( 43.9814224 sig in 44act.) RANK 22 NODE 5 --> 33.9014778 sigma out 1act.( 34.8702927 sig in 44act.) RANK 23 NODE 26 --> 32.1601677 sigma out 1act.( 32.3866158 sig in 44act.) RANK 24 NODE 21 --> 29.9719849 sigma out 1act.( 28.1719437 sig in 44act.) RANK 25 NODE 9 --> 29.8270588 sigma out 1act.( 32.633873 sig in 44act.) RANK 26 NODE 15 --> 29.6117744 sigma out 1act.( 28.2203655 sig in 44act.) RANK 27 NODE 44 --> 29.3189373 sigma out 1act.( 28.5455456 sig in 44act.) RANK 28 NODE 24 --> 29.2394943 sigma out 1act.( 30.5859432 sig in 44act.) RANK 29 NODE 16 --> 25.1618214 sigma out 1act.( 23.7105637 sig in 44act.) RANK 30 NODE 2 --> 25.1594143 sigma out 1act.( 28.3214931 sig in 44act.) RANK 31 NODE 14 --> 24.768858 sigma out 1act.( 25.3905621 sig in 44act.) RANK 32 NODE 35 --> 21.8136902 sigma out 1act.( 23.197134 sig in 44act.) RANK 33 NODE 23 --> 19.7842674 sigma out 1act.( 22.9666519 sig in 44act.) RANK 34 NODE 19 --> 18.1007767 sigma out 1act.( 20.5244751 sig in 44act.) RANK 35 NODE 43 --> 15.1560011 sigma out 1act.( 16.4428844 sig in 44act.) RANK 36 NODE 11 --> 13.5860786 sigma out 1act.( 16.3708954 sig in 44act.) RANK 37 NODE 13 --> 10.1838455 sigma out 1act.( 15.8937149 sig in 44act.) RANK 38 NODE 30 --> 9.58683205 sigma out 1act.( 13.2986221 sig in 44act.) RANK 39 NODE 31 --> 6.36578798 sigma out 1act.( 14.2906485 sig in 44act.) RANK 40 NODE 41 --> 5.78894567 sigma out 1act.( 12.8012819 sig in 44act.) RANK 41 NODE 42 --> 5.67793369 sigma out 1act.( 11.6328201 sig in 44act.) RANK 42 NODE 1 --> 4.95291662 sigma out 1act.( 10.5500231 sig in 44act.) RANK 43 NODE 38 --> 4.81960297 sigma out 1act.( 10.6245642 sig in 44act.) RANK 44 NODE 17 --> 4.37399435 sigma out 1act.( 9.2993927 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 519.752808 sigma in 44 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.495499134 *** contribution from regularisation: 0.00278142001 *** contribution from error: -0.498280555 *** contribution from DIAG: 0.000445977465 *********************************************** ENTER BFGS code FG_LNSRCH -495053.167 0.121978752 -359.750885 EXIT FROM BFGS code NEW_X -495053.167 0.121978752 -359.750885 ENTER BFGS code NEW_X -495053.167 0.121978752 -359.750885 EXIT FROM BFGS code FG_LNSRCH 0. 0.116541095 0. --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.495956928 *** contribution from regularisation: 0.00282151392 *** contribution from error: -0.498778433 *** contribution from DIAG: 0.000344628555 *********************************************** ENTER BFGS code FG_LNSRCH -495612.29 0.116541095 247.231186 EXIT FROM BFGS code NEW_X -495612.29 0.116541095 247.231186 ENTER BFGS code NEW_X -495612.29 0.116541095 247.231186 EXIT FROM BFGS code FG_LNSRCH 0. 0.113035522 0. --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.49638021 *** contribution from regularisation: 0.00281881727 *** contribution from error: -0.499199033 *** contribution from DIAG: 0.000284526352 *********************************************** ENTER BFGS code FG_LNSRCH -496095.674 0.113035522 -874.281616 EXIT FROM BFGS code NEW_X -496095.674 0.113035522 -874.281616 ENTER BFGS code NEW_X -496095.674 0.113035522 -874.281616 EXIT FROM BFGS code FG_LNSRCH 0. 0.113430537 0. --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.496674359 *** contribution from regularisation: 0.00277496269 *** contribution from error: -0.499449313 *** contribution from DIAG: 0.000327388872 *********************************************** ENTER BFGS code FG_LNSRCH -496346.957 0.113430537 -591.24823 EXIT FROM BFGS code NEW_X -496346.957 0.113430537 -591.24823 ENTER BFGS code NEW_X -496346.957 0.113430537 -591.24823 EXIT FROM BFGS code FG_LNSRCH 0. 0.110923931 0. --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.49707225 *** contribution from regularisation: 0.0027931761 *** contribution from error: -0.499865413 *** contribution from DIAG: 0.000331836316 *********************************************** ENTER BFGS code FG_LNSRCH -496740.402 0.110923931 34.0068893 EXIT FROM BFGS code NEW_X -496740.402 0.110923931 34.0068893 ENTER BFGS code NEW_X -496740.402 0.110923931 34.0068893 EXIT FROM BFGS code FG_LNSRCH 0. 0.107835978 0. --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.497314274 *** contribution from regularisation: 0.00280658063 *** contribution from error: -0.500120878 *** contribution from DIAG: 0.000313202734 *********************************************** ENTER BFGS code FG_LNSRCH -497001.07 0.107835978 127.116074 EXIT FROM BFGS code NEW_X -497001.07 0.107835978 127.116074 ENTER BFGS code NEW_X -497001.07 0.107835978 127.116074 EXIT FROM BFGS code FG_LNSRCH 0. 0.100059964 0. --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.497526437 *** contribution from regularisation: 0.00284812506 *** contribution from error: -0.500374556 *** contribution from DIAG: 0.000278868625 *********************************************** ENTER BFGS code FG_LNSRCH -497247.573 0.100059964 453.188568 EXIT FROM BFGS code NEW_X -497247.573 0.100059964 453.188568 ENTER BFGS code NEW_X -497247.573 0.100059964 453.188568 EXIT FROM BFGS code FG_LNSRCH 0. 0.0985079035 0. --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.497989684 *** contribution from regularisation: 0.00280927215 *** contribution from error: -0.500798941 *** contribution from DIAG: 0.00027270423 *********************************************** ENTER BFGS code FG_LNSRCH -497716.977 0.0985079035 156.003174 EXIT FROM BFGS code NEW_X -497716.977 0.0985079035 156.003174 ENTER BFGS code NEW_X -497716.977 0.0985079035 156.003174 EXIT FROM BFGS code FG_LNSRCH 0. 0.0989966765 0. --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.498159379 *** contribution from regularisation: 0.00278614322 *** contribution from error: -0.500945508 *** contribution from DIAG: 0.000278559019 *********************************************** ENTER BFGS code FG_LNSRCH -497880.834 0.0989966765 -132.995499 EXIT FROM BFGS code NEW_X -497880.834 0.0989966765 -132.995499 ENTER BFGS code NEW_X -497880.834 0.0989966765 -132.995499 EXIT FROM BFGS code FG_LNSRCH 0. 0.0975333527 0. --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.498421371 *** contribution from regularisation: 0.00280079222 *** contribution from error: -0.501222134 *** contribution from DIAG: 0.000274634076 *********************************************** ENTER BFGS code FG_LNSRCH -498146.748 0.0975333527 -269.19223 EXIT FROM BFGS code NEW_X -498146.748 0.0975333527 -269.19223 ENTER BFGS code NEW_X -498146.748 0.0975333527 -269.19223 EXIT FROM BFGS code FG_LNSRCH 0. 0.0929444358 0. --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 290.74408 sigma out 44 active outputs RANK 2 NODE 1 --> 275.244934 sigma out 44 active outputs RANK 3 NODE 3 --> 208.161209 sigma out 44 active outputs RANK 4 NODE 5 --> 190.386459 sigma out 44 active outputs RANK 5 NODE 6 --> 182.663879 sigma out 44 active outputs RANK 6 NODE 8 --> 166.727463 sigma out 44 active outputs RANK 7 NODE 7 --> 125.245132 sigma out 44 active outputs RANK 8 NODE 4 --> 107.037186 sigma out 44 active outputs RANK 9 NODE 9 --> 106.250229 sigma out 44 active outputs RANK 10 NODE 10 --> 104.753448 sigma out 44 active outputs RANK 11 NODE 11 --> 80.051918 sigma out 44 active outputs RANK 12 NODE 13 --> 78.9119492 sigma out 44 active outputs RANK 13 NODE 23 --> 76.7277527 sigma out 44 active outputs RANK 14 NODE 12 --> 73.8578415 sigma out 44 active outputs RANK 15 NODE 18 --> 71.4694672 sigma out 44 active outputs RANK 16 NODE 22 --> 69.0536575 sigma out 44 active outputs RANK 17 NODE 16 --> 64.0379257 sigma out 44 active outputs RANK 18 NODE 14 --> 63.7609024 sigma out 44 active outputs RANK 19 NODE 15 --> 60.6368103 sigma out 44 active outputs RANK 20 NODE 21 --> 57.9491653 sigma out 44 active outputs RANK 21 NODE 20 --> 54.4125099 sigma out 44 active outputs RANK 22 NODE 26 --> 54.2155609 sigma out 44 active outputs RANK 23 NODE 24 --> 49.9783058 sigma out 44 active outputs RANK 24 NODE 17 --> 43.9552116 sigma out 44 active outputs RANK 25 NODE 29 --> 42.2136803 sigma out 44 active outputs RANK 26 NODE 19 --> 39.9518166 sigma out 44 active outputs RANK 27 NODE 30 --> 37.625206 sigma out 44 active outputs RANK 28 NODE 39 --> 34.4073906 sigma out 44 active outputs RANK 29 NODE 27 --> 33.8272514 sigma out 44 active outputs RANK 30 NODE 28 --> 33.4529839 sigma out 44 active outputs RANK 31 NODE 25 --> 33.3406487 sigma out 44 active outputs RANK 32 NODE 32 --> 32.9037704 sigma out 44 active outputs RANK 33 NODE 40 --> 31.5125828 sigma out 44 active outputs RANK 34 NODE 33 --> 26.9402142 sigma out 44 active outputs RANK 35 NODE 34 --> 23.6482048 sigma out 44 active outputs RANK 36 NODE 38 --> 23.5159969 sigma out 44 active outputs RANK 37 NODE 36 --> 23.3961525 sigma out 44 active outputs RANK 38 NODE 31 --> 22.4905205 sigma out 44 active outputs RANK 39 NODE 35 --> 21.1264858 sigma out 44 active outputs RANK 40 NODE 37 --> 20.939537 sigma out 44 active outputs RANK 41 NODE 42 --> 16.8844929 sigma out 44 active outputs RANK 42 NODE 41 --> 14.544014 sigma out 44 active outputs RANK 43 NODE 43 --> 13.6760235 sigma out 44 active outputs RANK 44 NODE 44 --> 8.13850117 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 6 --> 359.641663 sigma in 44act. ( 281.718994 sig out 1act.) RANK 2 NODE 4 --> 314.354248 sigma in 44act. ( 369.901245 sig out 1act.) RANK 3 NODE 36 --> 175.849243 sigma in 44act. ( 139.664185 sig out 1act.) RANK 4 NODE 37 --> 160.510544 sigma in 44act. ( 152.896744 sig out 1act.) RANK 5 NODE 33 --> 153.211838 sigma in 44act. ( 133.832336 sig out 1act.) RANK 6 NODE 34 --> 137.296234 sigma in 44act. ( 101.096359 sig out 1act.) RANK 7 NODE 27 --> 109.846191 sigma in 44act. ( 123.297264 sig out 1act.) RANK 8 NODE 40 --> 107.591301 sigma in 44act. ( 85.6941605 sig out 1act.) RANK 9 NODE 32 --> 98.070282 sigma in 44act. ( 90.4813614 sig out 1act.) RANK 10 NODE 18 --> 89.726532 sigma in 44act. ( 87.4111481 sig out 1act.) RANK 11 NODE 29 --> 89.6382828 sigma in 44act. ( 75.7536545 sig out 1act.) RANK 12 NODE 7 --> 86.9342041 sigma in 44act. ( 110.984192 sig out 1act.) RANK 13 NODE 25 --> 75.5365448 sigma in 44act. ( 77.8270111 sig out 1act.) RANK 14 NODE 3 --> 66.8226242 sigma in 44act. ( 64.3040466 sig out 1act.) RANK 15 NODE 20 --> 57.4316216 sigma in 44act. ( 53.7730522 sig out 1act.) RANK 16 NODE 12 --> 55.2771187 sigma in 44act. ( 59.1841164 sig out 1act.) RANK 17 NODE 22 --> 52.8172035 sigma in 44act. ( 57.8171921 sig out 1act.) RANK 18 NODE 10 --> 49.0069542 sigma in 44act. ( 48.8886757 sig out 1act.) RANK 19 NODE 8 --> 48.5100975 sigma in 44act. ( 45.5892754 sig out 1act.) RANK 20 NODE 26 --> 43.2734985 sigma in 44act. ( 45.6411514 sig out 1act.) RANK 21 NODE 28 --> 40.4711571 sigma in 44act. ( 31.8135548 sig out 1act.) RANK 22 NODE 24 --> 40.11726 sigma in 44act. ( 39.5084496 sig out 1act.) RANK 23 NODE 5 --> 39.1431885 sigma in 44act. ( 40.0406609 sig out 1act.) RANK 24 NODE 39 --> 37.5852623 sigma in 44act. ( 34.4327698 sig out 1act.) RANK 25 NODE 44 --> 36.8255234 sigma in 44act. ( 38.5210991 sig out 1act.) RANK 26 NODE 15 --> 33.1033096 sigma in 44act. ( 36.28685 sig out 1act.) RANK 27 NODE 9 --> 30.5305462 sigma in 44act. ( 27.7832661 sig out 1act.) RANK 28 NODE 2 --> 30.4471741 sigma in 44act. ( 27.7912693 sig out 1act.) RANK 29 NODE 14 --> 29.2307434 sigma in 44act. ( 28.3064728 sig out 1act.) RANK 30 NODE 21 --> 29.1166515 sigma in 44act. ( 31.2263927 sig out 1act.) RANK 31 NODE 16 --> 25.3133621 sigma in 44act. ( 26.861805 sig out 1act.) RANK 32 NODE 23 --> 21.769619 sigma in 44act. ( 18.8799305 sig out 1act.) RANK 33 NODE 19 --> 21.7434273 sigma in 44act. ( 19.1886387 sig out 1act.) RANK 34 NODE 31 --> 20.2047672 sigma in 44act. ( 15.9346313 sig out 1act.) RANK 35 NODE 13 --> 16.3712311 sigma in 44act. ( 11.1291943 sig out 1act.) RANK 36 NODE 35 --> 15.9932346 sigma in 44act. ( 12.8506041 sig out 1act.) RANK 37 NODE 43 --> 14.3574419 sigma in 44act. ( 13.0208712 sig out 1act.) RANK 38 NODE 41 --> 14.104228 sigma in 44act. ( 8.19420433 sig out 1act.) RANK 39 NODE 11 --> 12.7039175 sigma in 44act. ( 8.93048763 sig out 1act.) RANK 40 NODE 42 --> 11.3824463 sigma in 44act. ( 5.9338131 sig out 1act.) RANK 41 NODE 1 --> 10.6099501 sigma in 44act. ( 5.96627426 sig out 1act.) RANK 42 NODE 38 --> 9.53393364 sigma in 44act. ( 3.25306797 sig out 1act.) RANK 43 NODE 17 --> 8.67338371 sigma in 44act. ( 3.8167727 sig out 1act.) RANK 44 NODE 30 --> 7.90929079 sigma in 44act. ( 0.887053311 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 369.901245 sigma out 1act.( 314.354248 sig in 44act.) RANK 2 NODE 6 --> 281.718994 sigma out 1act.( 359.641663 sig in 44act.) RANK 3 NODE 37 --> 152.896744 sigma out 1act.( 160.510544 sig in 44act.) RANK 4 NODE 36 --> 139.664185 sigma out 1act.( 175.849243 sig in 44act.) RANK 5 NODE 33 --> 133.832336 sigma out 1act.( 153.211838 sig in 44act.) RANK 6 NODE 27 --> 123.297264 sigma out 1act.( 109.846191 sig in 44act.) RANK 7 NODE 7 --> 110.984192 sigma out 1act.( 86.9342041 sig in 44act.) RANK 8 NODE 34 --> 101.096359 sigma out 1act.( 137.296234 sig in 44act.) RANK 9 NODE 32 --> 90.4813614 sigma out 1act.( 98.070282 sig in 44act.) RANK 10 NODE 18 --> 87.4111481 sigma out 1act.( 89.726532 sig in 44act.) RANK 11 NODE 40 --> 85.6941605 sigma out 1act.( 107.591301 sig in 44act.) RANK 12 NODE 25 --> 77.8270111 sigma out 1act.( 75.5365448 sig in 44act.) RANK 13 NODE 29 --> 75.7536545 sigma out 1act.( 89.6382828 sig in 44act.) RANK 14 NODE 3 --> 64.3040466 sigma out 1act.( 66.8226242 sig in 44act.) RANK 15 NODE 12 --> 59.1841164 sigma out 1act.( 55.2771187 sig in 44act.) RANK 16 NODE 22 --> 57.8171921 sigma out 1act.( 52.8172035 sig in 44act.) RANK 17 NODE 20 --> 53.7730522 sigma out 1act.( 57.4316216 sig in 44act.) RANK 18 NODE 10 --> 48.8886757 sigma out 1act.( 49.0069542 sig in 44act.) RANK 19 NODE 26 --> 45.6411514 sigma out 1act.( 43.2734985 sig in 44act.) RANK 20 NODE 8 --> 45.5892754 sigma out 1act.( 48.5100975 sig in 44act.) RANK 21 NODE 5 --> 40.0406609 sigma out 1act.( 39.1431885 sig in 44act.) RANK 22 NODE 24 --> 39.5084496 sigma out 1act.( 40.11726 sig in 44act.) RANK 23 NODE 44 --> 38.5210991 sigma out 1act.( 36.8255234 sig in 44act.) RANK 24 NODE 15 --> 36.28685 sigma out 1act.( 33.1033096 sig in 44act.) RANK 25 NODE 39 --> 34.4327698 sigma out 1act.( 37.5852623 sig in 44act.) RANK 26 NODE 28 --> 31.8135548 sigma out 1act.( 40.4711571 sig in 44act.) RANK 27 NODE 21 --> 31.2263927 sigma out 1act.( 29.1166515 sig in 44act.) RANK 28 NODE 14 --> 28.3064728 sigma out 1act.( 29.2307434 sig in 44act.) RANK 29 NODE 2 --> 27.7912693 sigma out 1act.( 30.4471741 sig in 44act.) RANK 30 NODE 9 --> 27.7832661 sigma out 1act.( 30.5305462 sig in 44act.) RANK 31 NODE 16 --> 26.861805 sigma out 1act.( 25.3133621 sig in 44act.) RANK 32 NODE 19 --> 19.1886387 sigma out 1act.( 21.7434273 sig in 44act.) RANK 33 NODE 23 --> 18.8799305 sigma out 1act.( 21.769619 sig in 44act.) RANK 34 NODE 31 --> 15.9346313 sigma out 1act.( 20.2047672 sig in 44act.) RANK 35 NODE 43 --> 13.0208712 sigma out 1act.( 14.3574419 sig in 44act.) RANK 36 NODE 35 --> 12.8506041 sigma out 1act.( 15.9932346 sig in 44act.) RANK 37 NODE 13 --> 11.1291943 sigma out 1act.( 16.3712311 sig in 44act.) RANK 38 NODE 11 --> 8.93048763 sigma out 1act.( 12.7039175 sig in 44act.) RANK 39 NODE 41 --> 8.19420433 sigma out 1act.( 14.104228 sig in 44act.) RANK 40 NODE 1 --> 5.96627426 sigma out 1act.( 10.6099501 sig in 44act.) RANK 41 NODE 42 --> 5.9338131 sigma out 1act.( 11.3824463 sig in 44act.) RANK 42 NODE 17 --> 3.8167727 sigma out 1act.( 8.67338371 sig in 44act.) RANK 43 NODE 38 --> 3.25306797 sigma out 1act.( 9.53393364 sig in 44act.) RANK 44 NODE 30 --> 0.887053311 sigma out 1act.( 7.90929079 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 619.679871 sigma in 44 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.498716056 *** contribution from regularisation: 0.00282669743 *** contribution from error: -0.501542747 *** contribution from DIAG: 0.000213841849 *********************************************** ENTER BFGS code FG_LNSRCH -498502.216 0.0929444358 -1117.99316 EXIT FROM BFGS code NEW_X -498502.216 0.0929444358 -1117.99316 ENTER BFGS code NEW_X -498502.216 0.0929444358 -1117.99316 EXIT FROM BFGS code FG_LNSRCH 0. 0.0903901532 0. --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.499071211 *** contribution from regularisation: 0.00282780034 *** contribution from error: -0.501899004 *** contribution from DIAG: 0.000241891757 *********************************************** ENTER BFGS code FG_LNSRCH -498829.309 0.0903901532 -637.956665 EXIT FROM BFGS code NEW_X -498829.309 0.0903901532 -637.956665 ENTER BFGS code NEW_X -498829.309 0.0903901532 -637.956665 EXIT FROM BFGS code FG_LNSRCH 0. 0.0864664018 0. --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.499336779 *** contribution from regularisation: 0.00283570634 *** contribution from error: -0.50217247 *** contribution from DIAG: 0.000262972986 *********************************************** ENTER BFGS code FG_LNSRCH -499073.806 0.0864664018 -79.1760254 EXIT FROM BFGS code NEW_X -499073.806 0.0864664018 -79.1760254 ENTER BFGS code NEW_X -499073.806 0.0864664018 -79.1760254 EXIT FROM BFGS code FG_LNSRCH 0. 0.0828258693 0. --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.499537021 *** contribution from regularisation: 0.00283949473 *** contribution from error: -0.502376497 *** contribution from DIAG: 0.000263122376 *********************************************** ENTER BFGS code FG_LNSRCH -499273.899 0.0828258693 70.2117538 EXIT FROM BFGS code NEW_X -499273.899 0.0828258693 70.2117538 ENTER BFGS code NEW_X -499273.899 0.0828258693 70.2117538 EXIT FROM BFGS code FG_LNSRCH 0. 0.0739635006 0. --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.50001508 *** contribution from regularisation: 0.0028831407 *** contribution from error: -0.502898216 *** contribution from DIAG: 0.000243745104 *********************************************** ENTER BFGS code FG_LNSRCH -499771.357 0.0739635006 246.762955 EXIT FROM BFGS code NEW_X -499771.357 0.0739635006 246.762955 ENTER BFGS code NEW_X -499771.357 0.0739635006 246.762955 EXIT FROM BFGS code FG_LNSRCH 0. 0.0606172122 0. --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.499439508 *** contribution from regularisation: 0.00294357073 *** contribution from error: -0.502383053 *** contribution from DIAG: 0.000323661952 *********************************************** ENTER BFGS code FG_LNSRCH -499115.854 0.0606172122 83.3866653 EXIT FROM BFGS code FG_LNSRCH 0. 0.068427369 0. --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.500315189 *** contribution from regularisation: 0.00278888224 *** contribution from error: -0.503104091 *** contribution from DIAG: 0.000267117139 *********************************************** ENTER BFGS code FG_LNSRCH -500048.099 0.068427369 159.092056 EXIT FROM BFGS code NEW_X -500048.099 0.068427369 159.092056 ENTER BFGS code NEW_X -500048.099 0.068427369 159.092056 EXIT FROM BFGS code FG_LNSRCH 0. 0.0665314943 0. --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.500498712 *** contribution from regularisation: 0.00286301202 *** contribution from error: -0.503361702 *** contribution from DIAG: 0.000246003387 *********************************************** ENTER BFGS code FG_LNSRCH -500252.681 0.0665314943 23.8727264 EXIT FROM BFGS code NEW_X -500252.681 0.0665314943 23.8727264 ENTER BFGS code NEW_X -500252.681 0.0665314943 23.8727264 EXIT FROM BFGS code FG_LNSRCH 0. 0.0631347671 0. --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.500796258 *** contribution from regularisation: 0.00286915619 *** contribution from error: -0.503665388 *** contribution from DIAG: 0.000250193552 *********************************************** ENTER BFGS code FG_LNSRCH -500546.054 0.0631347671 100.95752 EXIT FROM BFGS code NEW_X -500546.054 0.0631347671 100.95752 ENTER BFGS code NEW_X -500546.054 0.0631347671 100.95752 EXIT FROM BFGS code FG_LNSRCH 0. 0.0590096936 0. --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.501105487 *** contribution from regularisation: 0.00288341288 *** contribution from error: -0.503988922 *** contribution from DIAG: 0.000232526334 *********************************************** ENTER BFGS code FG_LNSRCH -500872.954 0.0590096936 -240.19046 EXIT FROM BFGS code NEW_X -500872.954 0.0590096936 -240.19046 ENTER BFGS code NEW_X -500872.954 0.0590096936 -240.19046 EXIT FROM BFGS code FG_LNSRCH 0. 0.0545258783 0. --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 297.033234 sigma out 44 active outputs RANK 2 NODE 1 --> 269.491058 sigma out 44 active outputs RANK 3 NODE 5 --> 236.072586 sigma out 44 active outputs RANK 4 NODE 3 --> 227.698914 sigma out 44 active outputs RANK 5 NODE 6 --> 198.35199 sigma out 44 active outputs RANK 6 NODE 8 --> 188.018631 sigma out 44 active outputs RANK 7 NODE 4 --> 129.080872 sigma out 44 active outputs RANK 8 NODE 7 --> 118.11409 sigma out 44 active outputs RANK 9 NODE 9 --> 116.477829 sigma out 44 active outputs RANK 10 NODE 10 --> 110.949196 sigma out 44 active outputs RANK 11 NODE 22 --> 96.8904495 sigma out 44 active outputs RANK 12 NODE 23 --> 92.5962524 sigma out 44 active outputs RANK 13 NODE 11 --> 85.5540085 sigma out 44 active outputs RANK 14 NODE 13 --> 83.1208115 sigma out 44 active outputs RANK 15 NODE 18 --> 80.9418335 sigma out 44 active outputs RANK 16 NODE 12 --> 80.0810394 sigma out 44 active outputs RANK 17 NODE 14 --> 72.8832932 sigma out 44 active outputs RANK 18 NODE 16 --> 71.2282104 sigma out 44 active outputs RANK 19 NODE 24 --> 71.2009354 sigma out 44 active outputs RANK 20 NODE 20 --> 66.6528625 sigma out 44 active outputs RANK 21 NODE 21 --> 63.9912491 sigma out 44 active outputs RANK 22 NODE 26 --> 60.632328 sigma out 44 active outputs RANK 23 NODE 15 --> 56.9539757 sigma out 44 active outputs RANK 24 NODE 17 --> 49.131321 sigma out 44 active outputs RANK 25 NODE 29 --> 42.2276344 sigma out 44 active outputs RANK 26 NODE 19 --> 41.1363335 sigma out 44 active outputs RANK 27 NODE 32 --> 38.0059738 sigma out 44 active outputs RANK 28 NODE 30 --> 34.8344841 sigma out 44 active outputs RANK 29 NODE 28 --> 34.0935211 sigma out 44 active outputs RANK 30 NODE 25 --> 32.4116516 sigma out 44 active outputs RANK 31 NODE 27 --> 32.1420174 sigma out 44 active outputs RANK 32 NODE 39 --> 31.6190281 sigma out 44 active outputs RANK 33 NODE 40 --> 29.7465057 sigma out 44 active outputs RANK 34 NODE 38 --> 28.3002605 sigma out 44 active outputs RANK 35 NODE 33 --> 28.0741119 sigma out 44 active outputs RANK 36 NODE 34 --> 23.6165924 sigma out 44 active outputs RANK 37 NODE 36 --> 23.1251335 sigma out 44 active outputs RANK 38 NODE 31 --> 22.9892387 sigma out 44 active outputs RANK 39 NODE 35 --> 20.906496 sigma out 44 active outputs RANK 40 NODE 37 --> 19.9137115 sigma out 44 active outputs RANK 41 NODE 42 --> 18.1389313 sigma out 44 active outputs RANK 42 NODE 43 --> 14.304163 sigma out 44 active outputs RANK 43 NODE 41 --> 13.4017963 sigma out 44 active outputs RANK 44 NODE 44 --> 8.63755322 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 6 --> 358.036194 sigma in 44act. ( 309.359253 sig out 1act.) RANK 2 NODE 4 --> 344.232086 sigma in 44act. ( 392.544006 sig out 1act.) RANK 3 NODE 36 --> 190.358826 sigma in 44act. ( 147.408234 sig out 1act.) RANK 4 NODE 37 --> 162.841278 sigma in 44act. ( 156.893784 sig out 1act.) RANK 5 NODE 33 --> 160.302368 sigma in 44act. ( 141.661377 sig out 1act.) RANK 6 NODE 27 --> 159.845474 sigma in 44act. ( 177.364349 sig out 1act.) RANK 7 NODE 34 --> 159.679916 sigma in 44act. ( 132.698547 sig out 1act.) RANK 8 NODE 40 --> 118.404961 sigma in 44act. ( 96.3199158 sig out 1act.) RANK 9 NODE 32 --> 113.363968 sigma in 44act. ( 113.282684 sig out 1act.) RANK 10 NODE 7 --> 107.208427 sigma in 44act. ( 143.9944 sig out 1act.) RANK 11 NODE 29 --> 98.2539978 sigma in 44act. ( 80.0045471 sig out 1act.) RANK 12 NODE 18 --> 94.3141556 sigma in 44act. ( 96.2018814 sig out 1act.) RANK 13 NODE 25 --> 89.909996 sigma in 44act. ( 95.3138733 sig out 1act.) RANK 14 NODE 3 --> 88.3280563 sigma in 44act. ( 94.0699921 sig out 1act.) RANK 15 NODE 12 --> 62.4906158 sigma in 44act. ( 67.2581253 sig out 1act.) RANK 16 NODE 20 --> 56.9944801 sigma in 44act. ( 50.4733696 sig out 1act.) RANK 17 NODE 26 --> 54.8009109 sigma in 44act. ( 60.173912 sig out 1act.) RANK 18 NODE 24 --> 51.8890076 sigma in 44act. ( 52.5847168 sig out 1act.) RANK 19 NODE 10 --> 48.914402 sigma in 44act. ( 50.5757294 sig out 1act.) RANK 20 NODE 28 --> 46.37463 sigma in 44act. ( 37.669075 sig out 1act.) RANK 21 NODE 22 --> 45.1299973 sigma in 44act. ( 48.5454178 sig out 1act.) RANK 22 NODE 8 --> 44.4052315 sigma in 44act. ( 41.0859413 sig out 1act.) RANK 23 NODE 5 --> 43.5602493 sigma in 44act. ( 44.8861885 sig out 1act.) RANK 24 NODE 44 --> 39.1321144 sigma in 44act. ( 40.8058968 sig out 1act.) RANK 25 NODE 15 --> 36.0228119 sigma in 44act. ( 40.4421577 sig out 1act.) RANK 26 NODE 39 --> 33.1927528 sigma in 44act. ( 29.7566776 sig out 1act.) RANK 27 NODE 9 --> 32.9650574 sigma in 44act. ( 30.1452332 sig out 1act.) RANK 28 NODE 2 --> 30.9737549 sigma in 44act. ( 29.3826694 sig out 1act.) RANK 29 NODE 31 --> 30.7757301 sigma in 44act. ( 28.1057301 sig out 1act.) RANK 30 NODE 14 --> 30.7393589 sigma in 44act. ( 29.3703403 sig out 1act.) RANK 31 NODE 16 --> 30.4817562 sigma in 44act. ( 32.3169937 sig out 1act.) RANK 32 NODE 21 --> 27.3972988 sigma in 44act. ( 28.7586555 sig out 1act.) RANK 33 NODE 23 --> 20.2804508 sigma in 44act. ( 18.0314121 sig out 1act.) RANK 34 NODE 19 --> 20.2377815 sigma in 44act. ( 17.4025078 sig out 1act.) RANK 35 NODE 43 --> 16.8050308 sigma in 44act. ( 16.4834118 sig out 1act.) RANK 36 NODE 41 --> 15.2622662 sigma in 44act. ( 9.99032116 sig out 1act.) RANK 37 NODE 13 --> 14.3372154 sigma in 44act. ( 9.26678944 sig out 1act.) RANK 38 NODE 42 --> 14.2960749 sigma in 44act. ( 11.6869469 sig out 1act.) RANK 39 NODE 35 --> 12.9313345 sigma in 44act. ( 8.95073318 sig out 1act.) RANK 40 NODE 11 --> 11.2044563 sigma in 44act. ( 7.43472099 sig out 1act.) RANK 41 NODE 1 --> 10.4434462 sigma in 44act. ( 6.47954273 sig out 1act.) RANK 42 NODE 30 --> 9.29717541 sigma in 44act. ( 5.55491781 sig out 1act.) RANK 43 NODE 38 --> 8.50756931 sigma in 44act. ( 0.0275520198 sig out 1act.) RANK 44 NODE 17 --> 7.37970543 sigma in 44act. ( 0.0748709738 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 392.544006 sigma out 1act.( 344.232086 sig in 44act.) RANK 2 NODE 6 --> 309.359253 sigma out 1act.( 358.036194 sig in 44act.) RANK 3 NODE 27 --> 177.364349 sigma out 1act.( 159.845474 sig in 44act.) RANK 4 NODE 37 --> 156.893784 sigma out 1act.( 162.841278 sig in 44act.) RANK 5 NODE 36 --> 147.408234 sigma out 1act.( 190.358826 sig in 44act.) RANK 6 NODE 7 --> 143.9944 sigma out 1act.( 107.208427 sig in 44act.) RANK 7 NODE 33 --> 141.661377 sigma out 1act.( 160.302368 sig in 44act.) RANK 8 NODE 34 --> 132.698547 sigma out 1act.( 159.679916 sig in 44act.) RANK 9 NODE 32 --> 113.282684 sigma out 1act.( 113.363968 sig in 44act.) RANK 10 NODE 40 --> 96.3199158 sigma out 1act.( 118.404961 sig in 44act.) RANK 11 NODE 18 --> 96.2018814 sigma out 1act.( 94.3141556 sig in 44act.) RANK 12 NODE 25 --> 95.3138733 sigma out 1act.( 89.909996 sig in 44act.) RANK 13 NODE 3 --> 94.0699921 sigma out 1act.( 88.3280563 sig in 44act.) RANK 14 NODE 29 --> 80.0045471 sigma out 1act.( 98.2539978 sig in 44act.) RANK 15 NODE 12 --> 67.2581253 sigma out 1act.( 62.4906158 sig in 44act.) RANK 16 NODE 26 --> 60.173912 sigma out 1act.( 54.8009109 sig in 44act.) RANK 17 NODE 24 --> 52.5847168 sigma out 1act.( 51.8890076 sig in 44act.) RANK 18 NODE 10 --> 50.5757294 sigma out 1act.( 48.914402 sig in 44act.) RANK 19 NODE 20 --> 50.4733696 sigma out 1act.( 56.9944801 sig in 44act.) RANK 20 NODE 22 --> 48.5454178 sigma out 1act.( 45.1299973 sig in 44act.) RANK 21 NODE 5 --> 44.8861885 sigma out 1act.( 43.5602493 sig in 44act.) RANK 22 NODE 8 --> 41.0859413 sigma out 1act.( 44.4052315 sig in 44act.) RANK 23 NODE 44 --> 40.8058968 sigma out 1act.( 39.1321144 sig in 44act.) RANK 24 NODE 15 --> 40.4421577 sigma out 1act.( 36.0228119 sig in 44act.) RANK 25 NODE 28 --> 37.669075 sigma out 1act.( 46.37463 sig in 44act.) RANK 26 NODE 16 --> 32.3169937 sigma out 1act.( 30.4817562 sig in 44act.) RANK 27 NODE 9 --> 30.1452332 sigma out 1act.( 32.9650574 sig in 44act.) RANK 28 NODE 39 --> 29.7566776 sigma out 1act.( 33.1927528 sig in 44act.) RANK 29 NODE 2 --> 29.3826694 sigma out 1act.( 30.9737549 sig in 44act.) RANK 30 NODE 14 --> 29.3703403 sigma out 1act.( 30.7393589 sig in 44act.) RANK 31 NODE 21 --> 28.7586555 sigma out 1act.( 27.3972988 sig in 44act.) RANK 32 NODE 31 --> 28.1057301 sigma out 1act.( 30.7757301 sig in 44act.) RANK 33 NODE 23 --> 18.0314121 sigma out 1act.( 20.2804508 sig in 44act.) RANK 34 NODE 19 --> 17.4025078 sigma out 1act.( 20.2377815 sig in 44act.) RANK 35 NODE 43 --> 16.4834118 sigma out 1act.( 16.8050308 sig in 44act.) RANK 36 NODE 42 --> 11.6869469 sigma out 1act.( 14.2960749 sig in 44act.) RANK 37 NODE 41 --> 9.99032116 sigma out 1act.( 15.2622662 sig in 44act.) RANK 38 NODE 13 --> 9.26678944 sigma out 1act.( 14.3372154 sig in 44act.) RANK 39 NODE 35 --> 8.95073318 sigma out 1act.( 12.9313345 sig in 44act.) RANK 40 NODE 11 --> 7.43472099 sigma out 1act.( 11.2044563 sig in 44act.) RANK 41 NODE 1 --> 6.47954273 sigma out 1act.( 10.4434462 sig in 44act.) RANK 42 NODE 30 --> 5.55491781 sigma out 1act.( 9.29717541 sig in 44act.) RANK 43 NODE 17 --> 0.0748709738 sigma out 1act.( 7.37970543 sig in 44act.) RANK 44 NODE 38 --> 0.0275520198 sigma out 1act.( 8.50756931 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 690.010254 sigma in 44 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.501328349 *** contribution from regularisation: 0.00289420737 *** contribution from error: -0.504222572 *** contribution from DIAG: 0.000248128403 *********************************************** ENTER BFGS code FG_LNSRCH -501080.197 0.0545258783 279.332672 EXIT FROM BFGS code NEW_X -501080.197 0.0545258783 279.332672 ENTER BFGS code NEW_X -501080.197 0.0545258783 279.332672 EXIT FROM BFGS code FG_LNSRCH 0. 0.0538347363 0. --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.501538098 *** contribution from regularisation: 0.00288072159 *** contribution from error: -0.50441879 *** contribution from DIAG: 0.000270406483 *********************************************** ENTER BFGS code FG_LNSRCH -501267.674 0.0538347363 38.254097 EXIT FROM BFGS code NEW_X -501267.674 0.0538347363 38.254097 ENTER BFGS code NEW_X -501267.674 0.0538347363 38.254097 EXIT FROM BFGS code FG_LNSRCH 0. 0.0531211197 0. --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.501702905 *** contribution from regularisation: 0.00287902146 *** contribution from error: -0.504581928 *** contribution from DIAG: 0.000275881903 *********************************************** ENTER BFGS code FG_LNSRCH -501427.011 0.0531211197 -152.949524 EXIT FROM BFGS code NEW_X -501427.011 0.0531211197 -152.949524 ENTER BFGS code NEW_X -501427.011 0.0531211197 -152.949524 EXIT FROM BFGS code FG_LNSRCH 0. 0.0514046438 0. --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.501929939 *** contribution from regularisation: 0.00289032212 *** contribution from error: -0.504820287 *** contribution from DIAG: 0.000280207023 *********************************************** ENTER BFGS code FG_LNSRCH -501649.733 0.0514046438 -394.562988 EXIT FROM BFGS code NEW_X -501649.733 0.0514046438 -394.562988 ENTER BFGS code NEW_X -501649.733 0.0514046438 -394.562988 EXIT FROM BFGS code FG_LNSRCH 0. 0.047289446 0. --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.502270162 *** contribution from regularisation: 0.00290686567 *** contribution from error: -0.505177021 *** contribution from DIAG: 0.000327005517 *********************************************** ENTER BFGS code FG_LNSRCH -501943.131 0.047289446 -315.483612 EXIT FROM BFGS code NEW_X -501943.131 0.047289446 -315.483612 ENTER BFGS code NEW_X -501943.131 0.047289446 -315.483612 EXIT FROM BFGS code FG_LNSRCH 0. 0.0395129137 0. --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.502394378 *** contribution from regularisation: 0.00294587063 *** contribution from error: -0.505340278 *** contribution from DIAG: 0.000243037444 *********************************************** ENTER BFGS code FG_LNSRCH -502151.317 0.0395129137 -1162.92163 EXIT FROM BFGS code NEW_X -502151.317 0.0395129137 -1162.92163 ENTER BFGS code NEW_X -502151.317 0.0395129137 -1162.92163 EXIT FROM BFGS code FG_LNSRCH 0. 0.0400111489 0. --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.502787828 *** contribution from regularisation: 0.00291625108 *** contribution from error: -0.505704105 *** contribution from DIAG: 0.000328112452 *********************************************** ENTER BFGS code FG_LNSRCH -502459.701 0.0400111489 -469.649658 EXIT FROM BFGS code NEW_X -502459.701 0.0400111489 -469.649658 ENTER BFGS code NEW_X -502459.701 0.0400111489 -469.649658 EXIT FROM BFGS code FG_LNSRCH 0. 0.0387104638 0. --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.502938569 *** contribution from regularisation: 0.00291590416 *** contribution from error: -0.505854487 *** contribution from DIAG: 0.000346133835 *********************************************** ENTER BFGS code FG_LNSRCH -502592.427 0.0387104638 -134.573975 EXIT FROM BFGS code NEW_X -502592.427 0.0387104638 -134.573975 ENTER BFGS code NEW_X -502592.427 0.0387104638 -134.573975 EXIT FROM BFGS code FG_LNSRCH 0. 0.0347001553 0. --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.503155291 *** contribution from regularisation: 0.00292935176 *** contribution from error: -0.506084621 *** contribution from DIAG: 0.000332534808 *********************************************** ENTER BFGS code FG_LNSRCH -502822.729 0.0347001553 89.7637863 EXIT FROM BFGS code NEW_X -502822.729 0.0347001553 89.7637863 ENTER BFGS code NEW_X -502822.729 0.0347001553 89.7637863 EXIT FROM BFGS code FG_LNSRCH 0. 0.0290498398 0. --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.503372729 *** contribution from regularisation: 0.00293375272 *** contribution from error: -0.506306469 *** contribution from DIAG: 0.000277767569 *********************************************** ENTER BFGS code FG_LNSRCH -503094.948 0.0290498398 515.938538 EXIT FROM BFGS code NEW_X -503094.948 0.0290498398 515.938538 ENTER BFGS code NEW_X -503094.948 0.0290498398 515.938538 EXIT FROM BFGS code FG_LNSRCH 0. 0.0253637675 0. --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 302.317108 sigma out 44 active outputs RANK 2 NODE 1 --> 266.865906 sigma out 44 active outputs RANK 3 NODE 5 --> 262.018127 sigma out 44 active outputs RANK 4 NODE 3 --> 229.577759 sigma out 44 active outputs RANK 5 NODE 8 --> 185.302414 sigma out 44 active outputs RANK 6 NODE 6 --> 174.061081 sigma out 44 active outputs RANK 7 NODE 4 --> 153.034012 sigma out 44 active outputs RANK 8 NODE 7 --> 126.093681 sigma out 44 active outputs RANK 9 NODE 10 --> 109.388947 sigma out 44 active outputs RANK 10 NODE 22 --> 108.888939 sigma out 44 active outputs RANK 11 NODE 9 --> 108.099892 sigma out 44 active outputs RANK 12 NODE 23 --> 105.728203 sigma out 44 active outputs RANK 13 NODE 11 --> 89.5399399 sigma out 44 active outputs RANK 14 NODE 18 --> 86.7899017 sigma out 44 active outputs RANK 15 NODE 12 --> 85.3493881 sigma out 44 active outputs RANK 16 NODE 24 --> 81.4499435 sigma out 44 active outputs RANK 17 NODE 13 --> 80.4854202 sigma out 44 active outputs RANK 18 NODE 16 --> 78.7210541 sigma out 44 active outputs RANK 19 NODE 20 --> 75.2750854 sigma out 44 active outputs RANK 20 NODE 14 --> 69.3627625 sigma out 44 active outputs RANK 21 NODE 21 --> 67.2765884 sigma out 44 active outputs RANK 22 NODE 26 --> 65.127655 sigma out 44 active outputs RANK 23 NODE 15 --> 59.6734924 sigma out 44 active outputs RANK 24 NODE 17 --> 49.1807709 sigma out 44 active outputs RANK 25 NODE 29 --> 44.9918518 sigma out 44 active outputs RANK 26 NODE 32 --> 42.7809677 sigma out 44 active outputs RANK 27 NODE 19 --> 42.5303154 sigma out 44 active outputs RANK 28 NODE 38 --> 33.8604279 sigma out 44 active outputs RANK 29 NODE 30 --> 33.7484512 sigma out 44 active outputs RANK 30 NODE 28 --> 33.2062187 sigma out 44 active outputs RANK 31 NODE 25 --> 31.770916 sigma out 44 active outputs RANK 32 NODE 27 --> 30.1486359 sigma out 44 active outputs RANK 33 NODE 33 --> 29.822506 sigma out 44 active outputs RANK 34 NODE 39 --> 27.1873493 sigma out 44 active outputs RANK 35 NODE 40 --> 25.6120625 sigma out 44 active outputs RANK 36 NODE 36 --> 22.9068069 sigma out 44 active outputs RANK 37 NODE 31 --> 22.4431324 sigma out 44 active outputs RANK 38 NODE 34 --> 21.906496 sigma out 44 active outputs RANK 39 NODE 35 --> 20.7237263 sigma out 44 active outputs RANK 40 NODE 37 --> 19.1195698 sigma out 44 active outputs RANK 41 NODE 42 --> 18.39048 sigma out 44 active outputs RANK 42 NODE 43 --> 15.326725 sigma out 44 active outputs RANK 43 NODE 41 --> 13.0544176 sigma out 44 active outputs RANK 44 NODE 44 --> 8.98579407 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 349.388824 sigma in 44act. ( 371.468658 sig out 1act.) RANK 2 NODE 6 --> 333.485413 sigma in 44act. ( 304.572205 sig out 1act.) RANK 3 NODE 27 --> 221.870392 sigma in 44act. ( 246.038528 sig out 1act.) RANK 4 NODE 36 --> 189.725632 sigma in 44act. ( 146.840302 sig out 1act.) RANK 5 NODE 34 --> 171.72789 sigma in 44act. ( 152.562286 sig out 1act.) RANK 6 NODE 37 --> 158.087006 sigma in 44act. ( 142.690048 sig out 1act.) RANK 7 NODE 33 --> 147.822693 sigma in 44act. ( 134.788361 sig out 1act.) RANK 8 NODE 40 --> 127.566589 sigma in 44act. ( 104.980659 sig out 1act.) RANK 9 NODE 32 --> 116.944954 sigma in 44act. ( 114.751335 sig out 1act.) RANK 10 NODE 7 --> 116.023079 sigma in 44act. ( 155.437119 sig out 1act.) RANK 11 NODE 3 --> 108.142578 sigma in 44act. ( 120.731911 sig out 1act.) RANK 12 NODE 29 --> 98.9796219 sigma in 44act. ( 76.9991531 sig out 1act.) RANK 13 NODE 18 --> 97.2657852 sigma in 44act. ( 101.69442 sig out 1act.) RANK 14 NODE 25 --> 96.7101135 sigma in 44act. ( 103.239235 sig out 1act.) RANK 15 NODE 12 --> 64.4867172 sigma in 44act. ( 69.2229004 sig out 1act.) RANK 16 NODE 24 --> 59.1816101 sigma in 44act. ( 60.3327637 sig out 1act.) RANK 17 NODE 26 --> 58.6476173 sigma in 44act. ( 65.0129929 sig out 1act.) RANK 18 NODE 20 --> 58.1826744 sigma in 44act. ( 49.3317413 sig out 1act.) RANK 19 NODE 10 --> 51.4665833 sigma in 44act. ( 53.8003006 sig out 1act.) RANK 20 NODE 28 --> 50.2389069 sigma in 44act. ( 41.1446495 sig out 1act.) RANK 21 NODE 5 --> 47.9470291 sigma in 44act. ( 49.8797951 sig out 1act.) RANK 22 NODE 31 --> 46.3998833 sigma in 44act. ( 44.5729523 sig out 1act.) RANK 23 NODE 8 --> 43.6014023 sigma in 44act. ( 38.9178352 sig out 1act.) RANK 24 NODE 22 --> 42.0855751 sigma in 44act. ( 43.2011681 sig out 1act.) RANK 25 NODE 16 --> 39.729126 sigma in 44act. ( 42.2693863 sig out 1act.) RANK 26 NODE 9 --> 37.8864288 sigma in 44act. ( 35.7093544 sig out 1act.) RANK 27 NODE 44 --> 36.6981812 sigma in 44act. ( 38.4713287 sig out 1act.) RANK 28 NODE 39 --> 35.0988388 sigma in 44act. ( 31.5791969 sig out 1act.) RANK 29 NODE 15 --> 34.5016518 sigma in 44act. ( 38.8801003 sig out 1act.) RANK 30 NODE 2 --> 34.4965515 sigma in 44act. ( 34.2263908 sig out 1act.) RANK 31 NODE 14 --> 28.9755058 sigma in 44act. ( 27.2455006 sig out 1act.) RANK 32 NODE 21 --> 25.3386707 sigma in 44act. ( 26.091095 sig out 1act.) RANK 33 NODE 23 --> 21.8446865 sigma in 44act. ( 19.8780937 sig out 1act.) RANK 34 NODE 19 --> 20.4152107 sigma in 44act. ( 17.6262913 sig out 1act.) RANK 35 NODE 42 --> 18.8964291 sigma in 44act. ( 18.0494423 sig out 1act.) RANK 36 NODE 43 --> 18.5068703 sigma in 44act. ( 18.6096764 sig out 1act.) RANK 37 NODE 41 --> 14.4045095 sigma in 44act. ( 9.13769817 sig out 1act.) RANK 38 NODE 11 --> 12.4794426 sigma in 44act. ( 9.93296623 sig out 1act.) RANK 39 NODE 35 --> 12.2254438 sigma in 44act. ( 8.22170639 sig out 1act.) RANK 40 NODE 1 --> 11.3324013 sigma in 44act. ( 8.39121532 sig out 1act.) RANK 41 NODE 13 --> 10.7037354 sigma in 44act. ( 5.00903225 sig out 1act.) RANK 42 NODE 30 --> 10.1014261 sigma in 44act. ( 7.15228033 sig out 1act.) RANK 43 NODE 38 --> 8.33308792 sigma in 44act. ( 0.567041636 sig out 1act.) RANK 44 NODE 17 --> 6.93591166 sigma in 44act. ( 0.280458242 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 371.468658 sigma out 1act.( 349.388824 sig in 44act.) RANK 2 NODE 6 --> 304.572205 sigma out 1act.( 333.485413 sig in 44act.) RANK 3 NODE 27 --> 246.038528 sigma out 1act.( 221.870392 sig in 44act.) RANK 4 NODE 7 --> 155.437119 sigma out 1act.( 116.023079 sig in 44act.) RANK 5 NODE 34 --> 152.562286 sigma out 1act.( 171.72789 sig in 44act.) RANK 6 NODE 36 --> 146.840302 sigma out 1act.( 189.725632 sig in 44act.) RANK 7 NODE 37 --> 142.690048 sigma out 1act.( 158.087006 sig in 44act.) RANK 8 NODE 33 --> 134.788361 sigma out 1act.( 147.822693 sig in 44act.) RANK 9 NODE 3 --> 120.731911 sigma out 1act.( 108.142578 sig in 44act.) RANK 10 NODE 32 --> 114.751335 sigma out 1act.( 116.944954 sig in 44act.) RANK 11 NODE 40 --> 104.980659 sigma out 1act.( 127.566589 sig in 44act.) RANK 12 NODE 25 --> 103.239235 sigma out 1act.( 96.7101135 sig in 44act.) RANK 13 NODE 18 --> 101.69442 sigma out 1act.( 97.2657852 sig in 44act.) RANK 14 NODE 29 --> 76.9991531 sigma out 1act.( 98.9796219 sig in 44act.) RANK 15 NODE 12 --> 69.2229004 sigma out 1act.( 64.4867172 sig in 44act.) RANK 16 NODE 26 --> 65.0129929 sigma out 1act.( 58.6476173 sig in 44act.) RANK 17 NODE 24 --> 60.3327637 sigma out 1act.( 59.1816101 sig in 44act.) RANK 18 NODE 10 --> 53.8003006 sigma out 1act.( 51.4665833 sig in 44act.) RANK 19 NODE 5 --> 49.8797951 sigma out 1act.( 47.9470291 sig in 44act.) RANK 20 NODE 20 --> 49.3317413 sigma out 1act.( 58.1826744 sig in 44act.) RANK 21 NODE 31 --> 44.5729523 sigma out 1act.( 46.3998833 sig in 44act.) RANK 22 NODE 22 --> 43.2011681 sigma out 1act.( 42.0855751 sig in 44act.) RANK 23 NODE 16 --> 42.2693863 sigma out 1act.( 39.729126 sig in 44act.) RANK 24 NODE 28 --> 41.1446495 sigma out 1act.( 50.2389069 sig in 44act.) RANK 25 NODE 8 --> 38.9178352 sigma out 1act.( 43.6014023 sig in 44act.) RANK 26 NODE 15 --> 38.8801003 sigma out 1act.( 34.5016518 sig in 44act.) RANK 27 NODE 44 --> 38.4713287 sigma out 1act.( 36.6981812 sig in 44act.) RANK 28 NODE 9 --> 35.7093544 sigma out 1act.( 37.8864288 sig in 44act.) RANK 29 NODE 2 --> 34.2263908 sigma out 1act.( 34.4965515 sig in 44act.) RANK 30 NODE 39 --> 31.5791969 sigma out 1act.( 35.0988388 sig in 44act.) RANK 31 NODE 14 --> 27.2455006 sigma out 1act.( 28.9755058 sig in 44act.) RANK 32 NODE 21 --> 26.091095 sigma out 1act.( 25.3386707 sig in 44act.) RANK 33 NODE 23 --> 19.8780937 sigma out 1act.( 21.8446865 sig in 44act.) RANK 34 NODE 43 --> 18.6096764 sigma out 1act.( 18.5068703 sig in 44act.) RANK 35 NODE 42 --> 18.0494423 sigma out 1act.( 18.8964291 sig in 44act.) RANK 36 NODE 19 --> 17.6262913 sigma out 1act.( 20.4152107 sig in 44act.) RANK 37 NODE 11 --> 9.93296623 sigma out 1act.( 12.4794426 sig in 44act.) RANK 38 NODE 41 --> 9.13769817 sigma out 1act.( 14.4045095 sig in 44act.) RANK 39 NODE 1 --> 8.39121532 sigma out 1act.( 11.3324013 sig in 44act.) RANK 40 NODE 35 --> 8.22170639 sigma out 1act.( 12.2254438 sig in 44act.) RANK 41 NODE 30 --> 7.15228033 sigma out 1act.( 10.1014261 sig in 44act.) RANK 42 NODE 13 --> 5.00903225 sigma out 1act.( 10.7037354 sig in 44act.) RANK 43 NODE 38 --> 0.567041636 sigma out 1act.( 8.33308792 sig in 44act.) RANK 44 NODE 17 --> 0.280458242 sigma out 1act.( 6.93591166 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 709.551758 sigma in 44 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.503549576 *** contribution from regularisation: 0.00293853902 *** contribution from error: -0.506488144 *** contribution from DIAG: 0.000256841216 *********************************************** ENTER BFGS code FG_LNSRCH -503292.713 0.0253637675 70.4317856 EXIT FROM BFGS code NEW_X -503292.713 0.0253637675 70.4317856 ENTER BFGS code NEW_X -503292.713 0.0253637675 70.4317856 EXIT FROM BFGS code FG_LNSRCH 0. 0.0251523256 0. --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.503683388 *** contribution from regularisation: 0.00292549306 *** contribution from error: -0.506608903 *** contribution from DIAG: 0.000263010123 *********************************************** ENTER BFGS code FG_LNSRCH -503420.366 0.0251523256 40.0231323 EXIT FROM BFGS code NEW_X -503420.366 0.0251523256 40.0231323 ENTER BFGS code NEW_X -503420.366 0.0251523256 40.0231323 EXIT FROM BFGS code FG_LNSRCH 0. 0.0195065867 0. --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.503972471 *** contribution from regularisation: 0.00295628468 *** contribution from error: -0.506928742 *** contribution from DIAG: 0.00033260489 *********************************************** ENTER BFGS code FG_LNSRCH -503639.843 0.0195065867 357.27063 EXIT FROM BFGS code NEW_X -503639.843 0.0195065867 357.27063 ENTER BFGS code NEW_X -503639.843 0.0195065867 357.27063 EXIT FROM BFGS code FG_LNSRCH 0. 0.0165095069 0. --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.504104555 *** contribution from regularisation: 0.00297021796 *** contribution from error: -0.507074773 *** contribution from DIAG: 0.000335869059 *********************************************** ENTER BFGS code FG_LNSRCH -503768.707 0.0165095069 -381.921265 EXIT FROM BFGS code NEW_X -503768.707 0.0165095069 -381.921265 ENTER BFGS code NEW_X -503768.707 0.0165095069 -381.921265 EXIT FROM BFGS code FG_LNSRCH 0. 0.0160365142 0. --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.50426811 *** contribution from regularisation: 0.00296210498 *** contribution from error: -0.507230222 *** contribution from DIAG: 0.000350700837 *********************************************** ENTER BFGS code FG_LNSRCH -503917.422 0.0160365142 -93.1291351 EXIT FROM BFGS code NEW_X -503917.422 0.0160365142 -93.1291351 ENTER BFGS code NEW_X -503917.422 0.0160365142 -93.1291351 EXIT FROM BFGS code FG_LNSRCH 0. 0.0132583492 0. --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.504428029 *** contribution from regularisation: 0.00297276326 *** contribution from error: -0.507400811 *** contribution from DIAG: 0.000384174084 *********************************************** ENTER BFGS code FG_LNSRCH -504043.874 0.0132583492 -43.6463661 EXIT FROM BFGS code NEW_X -504043.874 0.0132583492 -43.6463661 ENTER BFGS code NEW_X -504043.874 0.0132583492 -43.6463661 EXIT FROM BFGS code FG_LNSRCH 0. 0.00870963093 0. --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.504553854 *** contribution from regularisation: 0.00299028237 *** contribution from error: -0.50754416 *** contribution from DIAG: 0.000394314673 *********************************************** ENTER BFGS code FG_LNSRCH -504159.532 0.00870963093 285.576355 EXIT FROM BFGS code NEW_X -504159.532 0.00870963093 285.576355 ENTER BFGS code NEW_X -504159.532 0.00870963093 285.576355 EXIT FROM BFGS code FG_LNSRCH 0. 0.00456856843 0. --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.504667521 *** contribution from regularisation: 0.00300572044 *** contribution from error: -0.507673264 *** contribution from DIAG: 0.000428949308 *********************************************** ENTER BFGS code FG_LNSRCH -504238.586 0.00456856843 -132.660294 EXIT FROM BFGS code NEW_X -504238.586 0.00456856843 -132.660294 ENTER BFGS code NEW_X -504238.586 0.00456856843 -132.660294 EXIT FROM BFGS code CONVERGENC -504238.586 0.00456856843 -132.660294 --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 309.788635 sigma out 44 active outputs RANK 2 NODE 5 --> 291.385193 sigma out 44 active outputs RANK 3 NODE 1 --> 283.268433 sigma out 44 active outputs RANK 4 NODE 3 --> 228.390427 sigma out 44 active outputs RANK 5 NODE 8 --> 197.257248 sigma out 44 active outputs RANK 6 NODE 6 --> 179.652771 sigma out 44 active outputs RANK 7 NODE 4 --> 174.519836 sigma out 44 active outputs RANK 8 NODE 7 --> 146.996231 sigma out 44 active outputs RANK 9 NODE 10 --> 121.181953 sigma out 44 active outputs RANK 10 NODE 23 --> 120.849716 sigma out 44 active outputs RANK 11 NODE 22 --> 119.041145 sigma out 44 active outputs RANK 12 NODE 9 --> 113.488464 sigma out 44 active outputs RANK 13 NODE 11 --> 96.7942276 sigma out 44 active outputs RANK 14 NODE 12 --> 96.4930878 sigma out 44 active outputs RANK 15 NODE 18 --> 91.1474915 sigma out 44 active outputs RANK 16 NODE 16 --> 88.7296143 sigma out 44 active outputs RANK 17 NODE 24 --> 88.2093887 sigma out 44 active outputs RANK 18 NODE 20 --> 82.1475906 sigma out 44 active outputs RANK 19 NODE 13 --> 79.6354446 sigma out 44 active outputs RANK 20 NODE 26 --> 77.4793243 sigma out 44 active outputs RANK 21 NODE 21 --> 74.0962448 sigma out 44 active outputs RANK 22 NODE 14 --> 69.4404221 sigma out 44 active outputs RANK 23 NODE 15 --> 64.4289246 sigma out 44 active outputs RANK 24 NODE 32 --> 50.2123032 sigma out 44 active outputs RANK 25 NODE 17 --> 49.9736786 sigma out 44 active outputs RANK 26 NODE 29 --> 47.6774712 sigma out 44 active outputs RANK 27 NODE 19 --> 44.8536072 sigma out 44 active outputs RANK 28 NODE 38 --> 39.9601936 sigma out 44 active outputs RANK 29 NODE 25 --> 34.8781357 sigma out 44 active outputs RANK 30 NODE 28 --> 33.7874069 sigma out 44 active outputs RANK 31 NODE 33 --> 33.3406792 sigma out 44 active outputs RANK 32 NODE 30 --> 33.1585159 sigma out 44 active outputs RANK 33 NODE 27 --> 31.0399284 sigma out 44 active outputs RANK 34 NODE 39 --> 27.1668377 sigma out 44 active outputs RANK 35 NODE 40 --> 25.3841057 sigma out 44 active outputs RANK 36 NODE 36 --> 24.3858871 sigma out 44 active outputs RANK 37 NODE 31 --> 23.861536 sigma out 44 active outputs RANK 38 NODE 34 --> 22.7373276 sigma out 44 active outputs RANK 39 NODE 35 --> 22.1091919 sigma out 44 active outputs RANK 40 NODE 42 --> 19.6954117 sigma out 44 active outputs RANK 41 NODE 37 --> 19.2586575 sigma out 44 active outputs RANK 42 NODE 43 --> 16.6868114 sigma out 44 active outputs RANK 43 NODE 41 --> 13.6631641 sigma out 44 active outputs RANK 44 NODE 44 --> 9.19180393 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 360.716095 sigma in 44act. ( 372.543945 sig out 1act.) RANK 2 NODE 6 --> 317.013275 sigma in 44act. ( 303.352417 sig out 1act.) RANK 3 NODE 27 --> 290.474854 sigma in 44act. ( 306.197052 sig out 1act.) RANK 4 NODE 36 --> 196.882172 sigma in 44act. ( 152.252686 sig out 1act.) RANK 5 NODE 34 --> 193.151291 sigma in 44act. ( 174.989685 sig out 1act.) RANK 6 NODE 37 --> 152.55249 sigma in 44act. ( 136.042725 sig out 1act.) RANK 7 NODE 40 --> 151.918335 sigma in 44act. ( 125.301544 sig out 1act.) RANK 8 NODE 33 --> 149.905014 sigma in 44act. ( 134.060562 sig out 1act.) RANK 9 NODE 3 --> 132.160477 sigma in 44act. ( 150.884689 sig out 1act.) RANK 10 NODE 7 --> 129.199539 sigma in 44act. ( 170.244949 sig out 1act.) RANK 11 NODE 32 --> 123.725121 sigma in 44act. ( 120.566734 sig out 1act.) RANK 12 NODE 25 --> 108.517006 sigma in 44act. ( 115.671936 sig out 1act.) RANK 13 NODE 18 --> 108.028969 sigma in 44act. ( 116.920471 sig out 1act.) RANK 14 NODE 29 --> 103.674706 sigma in 44act. ( 79.5013657 sig out 1act.) RANK 15 NODE 24 --> 70.6195145 sigma in 44act. ( 72.6243515 sig out 1act.) RANK 16 NODE 12 --> 68.923912 sigma in 44act. ( 74.924118 sig out 1act.) RANK 17 NODE 26 --> 63.2510986 sigma in 44act. ( 70.8323975 sig out 1act.) RANK 18 NODE 20 --> 59.1906929 sigma in 44act. ( 48.4960823 sig out 1act.) RANK 19 NODE 28 --> 55.1157799 sigma in 44act. ( 45.1167564 sig out 1act.) RANK 20 NODE 10 --> 53.5864372 sigma in 44act. ( 55.8235817 sig out 1act.) RANK 21 NODE 31 --> 51.2660446 sigma in 44act. ( 50.6096954 sig out 1act.) RANK 22 NODE 16 --> 50.1538849 sigma in 44act. ( 53.6196785 sig out 1act.) RANK 23 NODE 5 --> 49.9637566 sigma in 44act. ( 52.0475388 sig out 1act.) RANK 24 NODE 8 --> 46.0169029 sigma in 44act. ( 39.5115242 sig out 1act.) RANK 25 NODE 9 --> 42.9814301 sigma in 44act. ( 41.7121086 sig out 1act.) RANK 26 NODE 22 --> 42.7015076 sigma in 44act. ( 41.4752388 sig out 1act.) RANK 27 NODE 39 --> 39.4431343 sigma in 44act. ( 36.0598717 sig out 1act.) RANK 28 NODE 2 --> 37.7957802 sigma in 44act. ( 38.572052 sig out 1act.) RANK 29 NODE 15 --> 35.2902946 sigma in 44act. ( 40.0049286 sig out 1act.) RANK 30 NODE 44 --> 35.1606216 sigma in 44act. ( 36.8907547 sig out 1act.) RANK 31 NODE 14 --> 32.0567856 sigma in 44act. ( 30.1043205 sig out 1act.) RANK 32 NODE 21 --> 26.2638245 sigma in 44act. ( 27.3463669 sig out 1act.) RANK 33 NODE 23 --> 23.3499184 sigma in 44act. ( 21.6412373 sig out 1act.) RANK 34 NODE 42 --> 23.1546726 sigma in 44act. ( 23.3978348 sig out 1act.) RANK 35 NODE 19 --> 22.5576916 sigma in 44act. ( 19.9837914 sig out 1act.) RANK 36 NODE 43 --> 20.7587833 sigma in 44act. ( 21.1903305 sig out 1act.) RANK 37 NODE 41 --> 14.0062284 sigma in 44act. ( 8.86450768 sig out 1act.) RANK 38 NODE 11 --> 13.8543568 sigma in 44act. ( 12.125803 sig out 1act.) RANK 39 NODE 35 --> 13.764123 sigma in 44act. ( 10.9554081 sig out 1act.) RANK 40 NODE 1 --> 12.1339502 sigma in 44act. ( 9.81207371 sig out 1act.) RANK 41 NODE 30 --> 10.02069 sigma in 44act. ( 7.2709651 sig out 1act.) RANK 42 NODE 13 --> 9.41047573 sigma in 44act. ( 3.05809021 sig out 1act.) RANK 43 NODE 38 --> 8.37979317 sigma in 44act. ( 2.13302636 sig out 1act.) RANK 44 NODE 17 --> 6.97104836 sigma in 44act. ( 2.47080159 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 372.543945 sigma out 1act.( 360.716095 sig in 44act.) RANK 2 NODE 27 --> 306.197052 sigma out 1act.( 290.474854 sig in 44act.) RANK 3 NODE 6 --> 303.352417 sigma out 1act.( 317.013275 sig in 44act.) RANK 4 NODE 34 --> 174.989685 sigma out 1act.( 193.151291 sig in 44act.) RANK 5 NODE 7 --> 170.244949 sigma out 1act.( 129.199539 sig in 44act.) RANK 6 NODE 36 --> 152.252686 sigma out 1act.( 196.882172 sig in 44act.) RANK 7 NODE 3 --> 150.884689 sigma out 1act.( 132.160477 sig in 44act.) RANK 8 NODE 37 --> 136.042725 sigma out 1act.( 152.55249 sig in 44act.) RANK 9 NODE 33 --> 134.060562 sigma out 1act.( 149.905014 sig in 44act.) RANK 10 NODE 40 --> 125.301544 sigma out 1act.( 151.918335 sig in 44act.) RANK 11 NODE 32 --> 120.566734 sigma out 1act.( 123.725121 sig in 44act.) RANK 12 NODE 18 --> 116.920471 sigma out 1act.( 108.028969 sig in 44act.) RANK 13 NODE 25 --> 115.671936 sigma out 1act.( 108.517006 sig in 44act.) RANK 14 NODE 29 --> 79.5013657 sigma out 1act.( 103.674706 sig in 44act.) RANK 15 NODE 12 --> 74.924118 sigma out 1act.( 68.923912 sig in 44act.) RANK 16 NODE 24 --> 72.6243515 sigma out 1act.( 70.6195145 sig in 44act.) RANK 17 NODE 26 --> 70.8323975 sigma out 1act.( 63.2510986 sig in 44act.) RANK 18 NODE 10 --> 55.8235817 sigma out 1act.( 53.5864372 sig in 44act.) RANK 19 NODE 16 --> 53.6196785 sigma out 1act.( 50.1538849 sig in 44act.) RANK 20 NODE 5 --> 52.0475388 sigma out 1act.( 49.9637566 sig in 44act.) RANK 21 NODE 31 --> 50.6096954 sigma out 1act.( 51.2660446 sig in 44act.) RANK 22 NODE 20 --> 48.4960823 sigma out 1act.( 59.1906929 sig in 44act.) RANK 23 NODE 28 --> 45.1167564 sigma out 1act.( 55.1157799 sig in 44act.) RANK 24 NODE 9 --> 41.7121086 sigma out 1act.( 42.9814301 sig in 44act.) RANK 25 NODE 22 --> 41.4752388 sigma out 1act.( 42.7015076 sig in 44act.) RANK 26 NODE 15 --> 40.0049286 sigma out 1act.( 35.2902946 sig in 44act.) RANK 27 NODE 8 --> 39.5115242 sigma out 1act.( 46.0169029 sig in 44act.) RANK 28 NODE 2 --> 38.572052 sigma out 1act.( 37.7957802 sig in 44act.) RANK 29 NODE 44 --> 36.8907547 sigma out 1act.( 35.1606216 sig in 44act.) RANK 30 NODE 39 --> 36.0598717 sigma out 1act.( 39.4431343 sig in 44act.) RANK 31 NODE 14 --> 30.1043205 sigma out 1act.( 32.0567856 sig in 44act.) RANK 32 NODE 21 --> 27.3463669 sigma out 1act.( 26.2638245 sig in 44act.) RANK 33 NODE 42 --> 23.3978348 sigma out 1act.( 23.1546726 sig in 44act.) RANK 34 NODE 23 --> 21.6412373 sigma out 1act.( 23.3499184 sig in 44act.) RANK 35 NODE 43 --> 21.1903305 sigma out 1act.( 20.7587833 sig in 44act.) RANK 36 NODE 19 --> 19.9837914 sigma out 1act.( 22.5576916 sig in 44act.) RANK 37 NODE 11 --> 12.125803 sigma out 1act.( 13.8543568 sig in 44act.) RANK 38 NODE 35 --> 10.9554081 sigma out 1act.( 13.764123 sig in 44act.) RANK 39 NODE 1 --> 9.81207371 sigma out 1act.( 12.1339502 sig in 44act.) RANK 40 NODE 41 --> 8.86450768 sigma out 1act.( 14.0062284 sig in 44act.) RANK 41 NODE 30 --> 7.2709651 sigma out 1act.( 10.02069 sig in 44act.) RANK 42 NODE 13 --> 3.05809021 sigma out 1act.( 9.41047573 sig in 44act.) RANK 43 NODE 17 --> 2.47080159 sigma out 1act.( 6.97104836 sig in 44act.) RANK 44 NODE 38 --> 2.13302636 sigma out 1act.( 8.37979317 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 759.319214 sigma in 44 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.504683256 *** contribution from regularisation: 0.00298999879 *** contribution from error: -0.507673264 *** contribution from DIAG: 0.000428362255 *********************************************** -----------------> Test sample create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Ghost_Long_NeuroBayes.conf NB_AHISTOUT: storage space 202911 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Long/GlobalPID_Ghost_Long_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Long/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Long/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Long/NB.txt Training Host = lxplus432.cern.ch Particle type = ghost Background types = all Training Mix = NaturalMix Track type = Long Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Ghost_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Considered 1796476 tracks for input to NN training Sel. Eff. = 55.6645% Selected 1000000 tracks for input to NN training ghost percentage = 17.7101% electron percentage = 3.2769% muon percentage = 0.9167% pion percentage = 63.4828% kaon percentage = 9.1606% Unknown Particle type 411 percentage = 0.0002% Unknown Particle type 431 percentage = 0.0001% proton percentage = 5.4207% Unknown Particle type 3112 percentage = 0.0069% Unknown Particle type 3222 percentage = 0.0223% Unknown Particle type 3312 percentage = 0.0024% Unknown Particle type 1000020040 percentage = 0.0003% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackFitMatchChi2 Making plots for input TrackCloneDist Making plots for input TrackFitVeloChi2 Making plots for input TrackFitVeloNDoF Making plots for input TrackFitTChi2 Making plots for input TrackFitTNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichUsedR2Gas Making plots for input RichAboveMuThres Making plots for input RichAboveKaThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsMuon Making plots for input MuonNShared Making plots for input InAccMuon Making plots for input MuonIsLooseMuon Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input PrsPIDe Making plots for input InAccBrem Making plots for input BremPIDe Making plots for input VeloCharge Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Found 9023704 evaluation data points Read entry 902370 (10%) Read entry 1804740 (20%) Read entry 2707110 (30%) Read entry 3609480 (40%) Read entry 4511850 (50%) Read entry 5414220 (60%) Read entry 6316590 (70%) Read entry 7218960 (80%) Read entry 8121330 (90%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 37 input variables. ***************Training results***************** number of nodes in the 1st layer: 44 number of nodes in the 2nd layer: 44 number of nodes in the 3rd layer: 1 number of iterations: 100