Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Long Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Long/GlobalPID_Kaon_Long_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Long/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Long/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Long/NB.txt Training Host = lxplus436.cern.ch Particle type = kaon Background types = all Training Mix = NaturalMix Track type = Long Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Kaon_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 39 nodes, hidden layer has 45 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS 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: 39 Your number of nodes in the hidden layer is: 45 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You do not want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function You want to use the global preprocessing flag 621 You use momentum: 0. Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackFitMatchChi2 PreproFlag 34 Input 10 TrackCloneDist PreproFlag 34 Input 11 TrackFitVeloChi2 PreproFlag 14 Input 12 TrackFitVeloNDoF PreproFlag 19 Input 13 TrackFitTChi2 PreproFlag 14 Input 14 TrackFitTNDoF PreproFlag 19 Input 15 RichUsedAero PreproFlag 18 Input 16 RichUsedR1Gas PreproFlag 18 Input 17 RichUsedR2Gas PreproFlag 18 Input 18 RichAbovePiThres PreproFlag 18 Input 19 RichAboveKaThres PreproFlag 18 Input 20 RichAbovePrThres PreproFlag 18 Input 21 RichDLLe PreproFlag 34 Input 22 RichDLLmu PreproFlag 34 Input 23 RichDLLk PreproFlag 34 Input 24 RichDLLp PreproFlag 34 Input 25 RichDLLbt PreproFlag 34 Input 26 MuonBkgLL PreproFlag 34 Input 27 MuonMuLL PreproFlag 34 Input 28 MuonIsMuon PreproFlag 19 Input 29 MuonNShared PreproFlag 19 Input 30 InAccMuon PreproFlag 19 Input 31 MuonIsLooseMuon PreproFlag 19 Input 32 EcalPIDe PreproFlag 34 Input 33 EcalPIDmu PreproFlag 34 Input 34 HcalPIDe PreproFlag 34 Input 35 HcalPIDmu PreproFlag 34 Input 36 PrsPIDe PreproFlag 34 Input 37 InAccBrem PreproFlag 19 Input 38 BremPIDe PreproFlag 34 Input 39 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Considered 1796476 tracks for input to NN training Sel. Eff. = 55.6645% Selected 1000000 tracks for input to NN training ghost percentage = 17.7101% electron percentage = 3.2769% muon percentage = 0.9167% pion percentage = 63.4828% kaon percentage = 9.1606% Unknown Particle type 411 percentage = 0.0002% Unknown Particle type 431 percentage = 0.0001% proton percentage = 5.4207% Unknown Particle type 3112 percentage = 0.0069% Unknown Particle type 3222 percentage = 0.0223% Unknown Particle type 3312 percentage = 0.0024% Unknown Particle type 1000020040 percentage = 0.0003% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T Project 2001-2003 Copyright Phi-T GmbH Version 20101206 Library compiled with: NB_MAXPATTERN= 1500000 NB_MAXNODE = 100 ----------------------------------- found 1000000 samples to learn from preprocessing flags/parameters: global preprocessing flag: 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 = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 21 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 22 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 23 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 24 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 25 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 26 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 27 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 28 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 29 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 30 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 31 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 32 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 33 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 34 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 35 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 36 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 37 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 38 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 39 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. Using weight factor: 1. now perform preprocessing *** called with option 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: 9.16059971 % ------------------------------ Transdef: Tab for variable 1 -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. ------------------------------ Transdef: Tab for variable 2 2. 16. 20. 23. 26. 28. 29. 31. 33. 34. 35. 37. 38. 39. 41. 42. 43. 44. 45. 46. 47. 48. 49. 50. 51. 52. 53. 54. 55. 56. 57. 58. 59. 60. 61. 62. 63. 64. 65. 66. 67. 68. 69. 69. 70. 71. 72. 73. 74. 75. 76. 77. 78. 79. 80. 82. 83. 84. 85. 86. 87. 88. 89. 91. 92. 93. 94. 96. 97. 98. 100. 101. 103. 104. 106. 107. 109. 110. 112. 114. 116. 118. 120. 122. 125. 127. 130. 132. 135. 138. 141. 145. 149. 154. 159. 165. 173. 183. 199. 224. 435. build map for variable # 2 ------------------------------ Transdef: Tab for variable 3 1051.19995 1576.08496 1739.23499 1855.78003 1955.78003 2046.90503 2131.01001 2214.37988 2294.39502 2371.1748 2448.55518 2523.43506 2598.73999 2675.36523 2750.09521 2826.49512 2902.97998 2979.69995 3056.22998 3133.51001 3211.78516 3291.12988 3369.68506 3449.11011 3530.5 3612.22998 3695.45996 3780.40479 3867.75 3954.69995 4044.59521 4135.6748 4227.6748 4321.14014 4417.30957 4514.33984 4613.34473 4712.47998 4815.64502 4919.94 warning: map is empty for variable 3 531 5026.87012 5137.16992 5251.29492 5365.85498 5486.58984 5607.69531 5731.62988 5859.37988 5994.7749 6129.86035 6271.00977 6413.16016 6560.61523 6713.00488 6873.50488 7038.09473 7207.19531 7384.54004 7566.79004 7750.58008 7948.31982 8147.90527 8357.83984 8575.2998 8800.05957 9033.77539 9272.06445 9526.35547 9787.08984 10058.1797 10340.9805 10635.4248 10949.9102 11279.375 11632.9746 12001.8496 12383.835 12791.0449 13223.4453 13682.9805 14182.8105 14715.7344 15289.0996 15907.585 16551.5996 17265.4297 18057.1992 18918.9141 19876.8047 20952.5195 22171.7188 23524.1797 25132.3809 26990.8203 29246.4453 32030.3008 35597. 40584.4414 48211.7188 63785.9531 4761111. do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 3.55318856 61.780571 75.0442276 83.490036 91.5251465 99.2461472 106.917084 114.526993 121.910797 129.059052 136.157104 143.07486 149.956726 156.582275 163.137009 169.556641 175.967621 182.279694 188.696594 194.921356 200.955872 207.073456 213.208374 219.34819 225.409195 231.478729 237.555817 243.521652 249.592896 255.746796 261.978546 268.123718 274.339294 280.577179 286.778076 293.091644 299.477173 305.866455 312.353729 318.817444 325.412842 332.144745 338.879211 345.777985 352.631561 359.809326 367.083984 374.372437 381.838135 389.322815 396.893433 404.737518 412.595825 420.722656 428.895508 437.384827 445.861267 454.726013 463.734375 472.885986 482.413025 492.117401 502.047516 512.240845 522.637939 533.588867 544.687866 556.08252 567.873596 579.893799 592.465027 605.494873 619.111084 633.129639 647.772095 663.185303 679.207031 695.679382 712.953247 731.384888 751.133057 772.2547 794.84259 818.634338 844.423828 872.456055 902.673401 936.057861 972.974792 1013.14868 1058.25024 1110.43677 1172.0813 1244.7514 warning: map is empty for variable 4 6 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 -4.43781 warning: map is empty for variable 7 328 -4.3571682 -4.2775507 -4.20085621 -4.12393284 -4.0493989 -3.97489691 -3.90071726 -3.8259089 -3.75161457 -3.6766901 -3.6015265 -3.52568722 -3.44960785 -3.37246537 -3.29670906 -3.2215867 -3.14613247 -3.06979799 -2.99224949 -2.91248298 -2.82784557 -2.73966455 -2.64889002 -2.5528276 -2.45265675 -2.34871197 -2.24119091 -2.12574458 -1.99891675 -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 warning: map is empty for variable 9 14.3144417 15.0809631 15.939621 16.9236507 18.0403557 19.3176956 20.7654381 22.4092255 24.2711334 26.3455067 28.6188545 31.1902962 33.9963837 37.1259193 40.6502991 44.6955528 49.2474747 54.6670914 61.3271637 69.7125397 81.894455 136.659332 do regularised spline fit for input variable # 9 build map for variable # 9 warning: map is empty for variable 9 ------------------------------ Transdef: Tab for variable 10 0.0167804044 6.40450287 13.6450405 21.5279884 29.2145405 36.738739 43.0093498 50.6294975 57.5617447 65.0170898 72.0740662 79.208374 88.3353348 96.0295258 104.117371 113.170731 121.751663 131.43309 141.060272 151.952667 162.586945 172.984436 184.621368 195.314117 206.640015 217.411896 230.089142 243.340561 256.025757 270.234985 284.388062 300.293793 316.995209 333.876892 350.626831 367.361633 385.412231 404.481262 425.449921 445.429993 465.751099 489.634949 513.690308 535.043274 557.182373 583.318787 612.730469 636.949341 662.610779 691.757935 721.169312 752.31604 784.589844 819.339966 853.750244 889.776367 927.336914 964.389465 1006.21692 1051.36414 1098.56274 1143.53149 1191.65625 1243.41382 1294.28857 1347.68713 1401.82129 1461.28027 1521.82544 1578.7782 1640.63379 1710.84204 1779.84705 1849.35181 1914.02454 1993.89978 2072.62012 2142.78662 2228.521 2321.76807 2412.47778 2507.87012 2605.66113 2711.49219 2818.37573 2917.82861 3023.93042 3127.02759 3247.78906 3369.24023 3498.89551 3637.39502 3774.93018 3918.9502 4068.09863 4231.2168 4371.65381 4520.73877 4685.55615 4846.24902 4999.86572 do regularised spline fit for input variable # 10 build map for variable # 10 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 11 2.49335508E-09 0.108777918 0.301913083 0.510740995 0.712229729 0.90804249 1.09530401 1.28033292 1.45807767 1.62893701 1.79205966 1.95342422 2.11346149 2.27025366 2.42455292 2.57527828 2.72254133 2.87039471 3.01841068 3.16434956 3.30762696 3.4516449 3.59429026 3.73738337 3.87807894 4.02208424 4.16312695 4.30253792 4.44297791 4.58260679 4.72462177 4.86778831 5.00840998 5.15096617 5.29387951 5.43533564 5.57921124 5.72123528 5.86418819 6.01036453 6.15536833 6.30066204 6.44721603 6.59610176 6.74131012 6.89034271 7.03900623 7.18849182 7.33926105 7.49080849 7.64735794 7.80281544 7.96070957 8.11812878 8.27761364 8.43896484 8.59822655 8.76489639 8.93283939 9.0991888 9.2706604 9.44481945 9.62293625 9.80425262 9.98479271 10.1710358 10.3605556 10.5529165 10.7503777 10.9502602 11.1560106 11.365303 11.57761 11.7947063 12.0224552 12.2541895 12.4911833 12.7394285 12.9961119 13.2580776 13.5303373 13.8201733 14.1164455 14.4235964 14.7471733 15.0919514 15.4520502 15.8383808 16.255291 16.7056408 17.1882057 17.7240868 18.3229141 19.0029564 19.7879562 20.7314053 21.9058304 23.463541 25.8251171 30.3832932 109.591339 do regularised spline fit for input variable # 11 ------------------------------ Transdef: Tab for variable 12 -1. 1. 1. 1. 1. 2. 2. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 4. 4. 4. 4. 4. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 6. 6. 6. 6. 7. 7. 7. 7. 7. 7. 7. 7. 7. 8. 8. 8. 8. 8. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 10. 10. 10. 10. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 12. 12. 12. 13. 13. 13. 13. 13. 13. 13. 14. 15. 15. 15. 17. 28. build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 0.00024962399 1.61910844 2.47818112 3.12548184 3.65801072 4.13338661 4.5504427 4.94073105 5.30541992 5.64918327 5.96897078 6.27966309 6.56577206 6.83920717 7.10363865 7.36225224 7.60584736 7.84544468 8.08535957 8.31294727 8.53276443 8.74925518 8.96652794 9.17410183 9.37997246 9.58383942 9.78407669 9.98098278 10.1751432 10.3698425 10.5607224 10.7495899 10.9423008 11.1302013 11.3195505 11.5013113 11.6862507 11.8732071 12.0575047 12.2423668 12.4267044 12.6111069 12.7975254 12.9828329 13.1714954 13.361084 13.5511894 13.7395153 13.9313488 14.1236515 14.3188229 14.517477 14.716383 14.9174957 15.1188927 15.3249531 15.5261898 15.7349815 15.9498196 16.1650009 16.3859768 16.6087341 16.8409424 17.0761795 17.313549 17.5606041 17.8124008 18.0739708 18.3445587 18.6207733 18.9038181 19.1963272 19.4916267 19.8098793 20.1403427 20.4854393 20.8428154 21.2154083 21.621769 22.0392151 22.4854431 22.9576988 23.46241 24.015379 24.624033 25.2991982 26.0542812 26.8864441 27.8209248 28.9095497 30.207489 31.7236824 33.5582428 35.7836914 38.5421791 41.9603958 46.2954636 51.6872864 59.0032425 70.6583862 135.909805 do regularised spline fit for input variable # 13 ------------------------------ Transdef: Tab for variable 14 1. 3. 4. 5. 6. 6. 7. 7. 7. 7. 7. 7. 7. 7. 8. 8. 8. 9. 9. 10. 10. 11. 11. 11. 12. 12. 12. 12. 13. 13. 13. 13. 13. 13. 14. 14. 14. 14. 14. 14. 14. 14. 14. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 18. 18. 18. 18. 18. 18. 18. 18. 18. 18. 19. 19. 19. 19. 20. 20. 21. 30. build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 15 ------------------------------ Transdef: Tab for variable 16 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -132.375595 -69.280899 -60.027298 -54.0655975 -49.5714493 -46.0568008 -43.0702515 -40.6413498 -38.6056519 -36.9046478 -35.3978004 -34.0835991 -32.9028511 -31.8225994 -30.8290501 -29.90345 -29.0580502 -28.253849 -27.5 -26.7915001 -26.10425 -25.4595985 -24.8390999 -24.2388496 -23.6523991 -23.0935001 -22.5457993 -22.0059509 -21.4932003 -20.9862499 -20.4801998 -19.9917488 -19.5237999 -19.0540504 -18.5835991 -18.1172009 -17.6553993 -17.2079506 -16.760849 -16.3243008 -15.8888493 -15.4643497 -15.0427999 -14.6190996 -14.2000999 -13.7814999 -13.3698502 -12.9582005 -12.5433998 -12.1315002 -11.7242508 -11.31985 -10.9167995 -10.5217495 -10.1259995 -9.73004913 -9.33909988 -8.95359993 -8.5685997 -8.18879986 -7.81650019 -7.45170021 -7.07590008 -6.70839977 -6.35220003 -5.99410009 -5.64599991 -5.30480003 -4.96220016 -4.62415028 -4.29554987 -3.97149992 -3.65310001 -3.33789992 -3.03469992 -2.74429989 -2.45889997 -2.18109989 -1.90869999 -1.64345002 -1.38479996 -1.13680005 -0.894400001 -0.657100022 -0.427349985 -0.203500003 0.00710000005 0.255199999 0.557299972 0.926900029 1.37535 1.91670001 2.57809997 3.39449978 4.42404985 5.74454975 7.58994961 10.2517996 14.8096504 24.1777 146.914093 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -109.298897 -43.6083984 -35.8069496 -31.1259003 -27.8845005 -25.4773502 -23.5413494 -21.9172001 -20.5480499 -19.3344994 -18.2549992 -17.3076992 -16.4254494 -15.6311493 -14.9099998 -14.2517996 -13.6287498 -13.0454998 -12.5003996 -11.9928999 -11.5064001 -11.0430002 -10.6028996 -10.1873999 -9.78559971 -9.40279961 -9.03344917 -8.69130039 -8.35354996 -8.03139973 -7.7185998 -7.42054987 -7.13509989 -6.85459995 -6.58179998 -6.3204999 -6.0644002 -5.82450008 -5.58615017 -5.35529995 -5.13395023 -4.91690016 -4.71169996 -4.50909996 -4.31239986 -4.11744976 -3.9302001 -3.74845004 -3.57340002 -3.40264988 -3.23819995 -3.0775001 -2.92385006 -2.77209997 -2.62444997 -2.47979999 -2.33960009 -2.20449996 -2.07470012 -1.94974995 -1.82459998 -1.70385003 -1.58679998 -1.47070003 -1.35880005 -1.24800003 -1.14100003 -1.03699994 -0.933300018 -0.832000017 -0.734499991 -0.638700008 -0.545300007 -0.452899992 -0.364300013 -0.276199996 -0.189899996 -0.105599999 -0.0276999995 0. 0.0744000003 0.172399998 0.280499995 0.400849998 0.526899993 0.666549981 0.82160002 0.991900027 1.18114996 1.39900005 1.63940001 1.91820002 2.23740005 2.61815 3.08920002 3.67285013 4.44875002 5.53884983 7.25934982 10.6357002 92.7198029 do regularised spline fit for input variable # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -169.438293 -70.2200012 -59.7008514 -53.3749504 -48.6471481 -45.030201 -42.040947 -39.4561996 -37.1383018 -35.0618973 -33.153801 -31.4294014 -29.8161507 -28.3157005 -26.8994503 -25.5701504 -24.2770996 -23.040451 -21.8656006 -20.7472 -19.6763 -18.6287003 -17.6224003 -16.6338005 -15.6959 -14.7705498 -13.8960495 -13.05585 -12.2436504 -11.4584999 -10.7088003 -9.98209953 -9.29339981 -8.62370014 -7.98089981 -7.38079977 -6.81220007 -6.26070023 -5.73699999 -5.22940016 -4.75255013 -4.29050016 -3.84060001 -3.41345 -3.00309992 -2.60645008 -2.23149991 -1.87024999 -1.52989995 -1.20079994 -0.882200003 -0.574800014 -0.270399988 0. 0. 0. 0.0355999991 0.300599992 0.555350006 0.817250013 1.07130003 1.32910001 1.58975005 1.8556 2.12350011 2.39104986 2.66470003 2.9447999 3.227 3.51275015 3.80170012 4.09724998 4.39909983 4.7048502 5.01879978 5.34385014 5.67229986 6.02225018 6.37720013 6.74980021 7.13455009 7.54570007 7.98745012 8.47729969 9.01210022 9.59430027 10.2699003 11.0241003 11.8873997 12.8705502 13.9579 15.1718502 16.4805984 17.9745998 19.6278992 21.5769997 23.9151993 26.9406013 31.1923504 39.2722473 145.506805 do regularised spline fit for input variable # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -179.763504 -64.8252029 -55.1730499 -49.3689499 -45.1165466 -41.8089981 -39.0223999 -36.655098 -34.5482025 -32.6256485 -30.878849 -29.2676506 -27.7901001 -26.3640499 -25.0397987 -23.7639008 -22.5700493 -21.3990498 -20.2884502 -19.2311001 -18.1733513 -17.1767006 -16.1784992 -15.2304001 -14.3013 -13.3996 -12.5326004 -11.6898003 -10.8655005 -10.0756493 -9.30520058 -8.55560017 -7.84560013 -7.16155005 -6.50594997 -5.85955 -5.23480034 -4.64025021 -4.06244993 -3.51349998 -2.97749996 -2.46204996 -1.96585 -1.48150003 -1.0187 -0.573350012 -0.140699998 0. 0. 0. 0.284000009 0.652800024 1.01434994 1.37264991 1.72440004 2.08060002 2.42404985 2.76845002 3.09905005 3.41589999 3.72819996 4.02904987 4.32320023 4.59959984 4.87020016 5.1329999 5.39050007 5.64069986 5.88910007 6.13360023 6.37729979 6.62884998 6.87459993 7.12249994 7.37529993 7.63770008 7.9053998 8.19149971 8.48789978 8.80539989 9.14365005 9.50990009 9.90849972 10.3599997 10.8564997 11.4182491 12.0574493 12.7979002 13.6336498 14.5569496 15.5883503 16.7042503 17.9123497 19.2584 20.7786503 22.5499992 24.6514492 27.2378998 30.6767502 36.4343987 125.160698 do regularised spline fit for input variable # 24 build map for variable # 24 ------------------------------ Transdef: Tab for variable 25 -154.501297 -59.9967003 -50.9528503 -45.46875 -41.5066986 -38.3899498 -35.8535004 -33.5992012 -31.6162491 -29.8517494 -28.2297001 -26.7382507 -25.3577003 -24.0480995 -22.7975502 -21.5943489 -20.4604492 -19.3720512 -18.3378487 -17.3270493 -16.3271503 -15.3533993 -14.4133997 -13.4900999 -12.5939503 -11.7266998 -10.8453999 -9.98110008 -9.1388998 -8.31615067 -7.51534986 -6.73769999 -5.97884989 -5.25115013 -4.56155014 -3.90370011 -3.28744984 -2.6961 -2.14034986 -1.61810005 -1.12740004 -0.658850014 -0.200499997 0. 0. 0. 0.25150001 0.629999995 0.993099988 1.34720004 1.69005001 2.02964997 2.36084986 2.68829989 3.00904989 3.31614995 3.61089993 3.90009999 4.18130016 4.45515013 4.71680021 4.97300005 5.22179985 5.46210003 5.7013998 5.93720007 6.17129993 6.40689993 6.64750004 6.88439989 7.12284994 7.36619997 7.61555004 7.87440014 8.14360046 8.42520046 8.72609997 9.04520035 9.38609982 9.76119995 10.1744499 10.6344004 11.1355495 11.7081509 12.3652 13.1100006 13.9209003 14.8306503 15.82125 16.8905983 18.0480995 19.3096008 20.6945 22.2132988 23.9146004 25.8321991 28.0690994 30.6903 34.0548477 39.024601 76.131897 do regularised spline fit for input variable # 25 build map for variable # 25 ------------------------------ Transdef: Tab for variable 26 -8.3572998 -5.68155003 -5.23750019 -4.93795013 -4.7189002 -4.5158 -4.3416996 -4.18825006 -4.04524994 -3.90495014 -3.75545001 -3.62975001 -3.51135015 -3.39209986 -3.27940011 -3.1791501 -3.07294989 -2.96854997 -2.8680501 -2.76989985 -2.66774988 -2.57504988 -2.48810005 -2.40534997 -2.31634998 -2.23759985 -2.15530014 -2.07585001 -1.99940002 -1.91715002 -1.83864999 -1.75924993 -1.68945003 -1.61945009 -1.55314994 -1.48740005 -1.4221499 -1.36255002 -1.30799997 -1.25020003 -1.19845009 -1.148 -1.09710002 -1.04854989 -1.00465 -0.960350037 -0.917750001 -0.878849983 -0.840300024 -0.804350019 -0.768450022 -0.734650016 -0.702499986 -0.670700014 -0.6426 -0.6153 -0.59009999 -0.563300014 -0.538800001 -0.515200019 -0.493800014 -0.472299993 -0.450399995 -0.430450022 -0.411750019 -0.392399997 -0.37529999 -0.358799994 -0.342400014 -0.327600002 -0.313149989 -0.298400015 -0.284850001 -0.270649999 -0.257699996 -0.24485001 -0.232299998 -0.221000001 -0.209800005 -0.197950006 -0.187299997 -0.177399993 -0.166600004 -0.157399997 -0.1479 -0.138999999 -0.129099995 -0.120700002 -0.1109 -0.101199999 -0.0921000019 -0.0830999985 -0.0741000026 -0.0653000027 -0.0559500009 -0.0467999987 -0.0379000008 -0.028549999 -0.0192500018 -0.00939999986 0.0174000002 do regularised spline fit for input variable # 26 build map for variable # 26 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 27 -69.0775986 -3.25219989 -2.48239994 -2.11199999 -1.83889997 -1.63069999 -1.44649994 -1.30900002 -1.19869995 -1.09930003 -1.01139998 -0.931200027 -0.850049973 -0.786800027 -0.732500017 -0.67869997 -0.630699992 -0.581200004 -0.542999983 -0.506799996 -0.474649996 -0.439999998 -0.410400003 -0.382099986 -0.356700003 -0.332899988 -0.309199989 -0.291599989 -0.273400009 -0.255899996 -0.239999995 -0.224600002 -0.209900007 -0.197799996 -0.186199993 -0.1752 -0.164399996 -0.156200007 -0.146200001 -0.1373 -0.127000004 -0.1193 -0.112199999 -0.104400001 -0.0970999971 -0.0914999992 -0.0856999978 -0.0800499991 -0.074149996 -0.0694999993 -0.0658999979 -0.0612000003 -0.0577000007 -0.0549000017 -0.0516999997 -0.0483999997 -0.0451500006 -0.0425999984 -0.0401000008 -0.0373999998 -0.0348999985 -0.0331999995 -0.0309999995 -0.0289999992 -0.0273000002 -0.0251000002 -0.0233999994 -0.0221999995 -0.0199999996 -0.0182000007 -0.0165999997 -0.0153999999 -0.0141000003 -0.0129000004 -0.0115999999 -0.0108000003 -0.00949999969 -0.00860000029 -0.00810000021 -0.00719999988 -0.00659999996 -0.0057000001 -0.00510000018 -0.00469999993 -0.00389999989 -0.00300000003 -0.00240000011 -0.00209999993 -0.00159999996 -0.000699999975 -0.000199999995 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. do regularised spline fit for input variable # 27 build map for variable # 27 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 28 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. build map for variable # 28 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 29 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 2. 4. 78. build map for variable # 29 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 35. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 36. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 37. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 38. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 39. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 40. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 41. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 42. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 43. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 45. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 46. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 47. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 49. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 50. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 51. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 54. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 55. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 57. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 68. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 29 for key 78. Unregularised mean is returned Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 30 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 -4.03346777 -4.03346777 -4.00066662 -4.00066662 -3.91291904 -3.88121271 -3.82042837 -3.82042837 -3.82042837 -3.82042837 -3.71635199 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.66041517 -3.6384654 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.51584101 -3.41426921 -3.25067306 -3.05582118 -2.98295212 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.90038872 -2.84125352 -2.76075888 -2.68617296 -2.61002398 -2.5340209 -2.4546051 -2.21956444 -2.06485081 -1.97997618 -1.86741781 -1.72930145 -1.57959414 -1.40924549 -1.38400507 -1.17399836 -1.09557772 -0.992527008 -0.791801453 -0.691117764 -0.541014194 -0.433674335 -0.341928959 -0.214585781 -0.0620622635 0.0319619179 0.11816597 0.275190115 0.497498035 0.605631351 0.831370115 0.989181757 1.51235867 1.84829021 2.97947407 2.97947407 2.97947407 2.99849629 3.64230013 3.64230013 6.31973982 do regularised spline fit for input variable # 32 build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -4.99086905 -3.96687531 -3.80792928 -3.63171458 -3.51938272 -3.40305281 -3.2881608 -3.23795366 -3.16124368 -3.07058239 -3.0271349 -2.96280551 -2.93608713 -2.90063429 -2.85439205 -2.83017015 -2.77859068 -2.72931647 -2.70057344 -2.65665436 -2.54584146 -2.50884056 -2.46918464 -2.40840864 -2.38301611 -2.36328912 -2.32770896 -2.258991 -2.22860146 -2.21538401 -2.20555234 -2.19327569 -2.0619669 -2.0246706 -1.97210789 -1.95607567 -1.89318538 -1.86134315 -1.84651351 -1.7673018 -1.70059776 -1.5863657 -1.55777359 -1.45395374 -1.38441586 -1.25307894 -1.2175653 -1.14195728 -0.970830917 -0.87951982 -0.78369832 -0.646797419 -0.501171589 -0.440687895 -0.377619505 -0.290136337 -0.166385174 -0.0845901966 0. 0.00838327408 0.0181838274 0.128510952 0.277213812 0.308817387 0.308817387 0.308817387 0.361777425 0.361777425 0.382698655 0.382698655 0.389704585 0.389704585 0.389704585 0.433955312 0.433955312 0.457905769 0.457905769 0.494732857 0.494732857 0.494732857 0.501777887 0.501777887 0.525694311 0.525694311 0.579755604 0.635345817 0.67813468 0.694030762 0.833259821 0.928457975 1.02509475 1.05187953 1.08819127 1.19217622 1.20941687 1.26222658 1.28206801 1.47887325 1.76475322 1.94135523 2.15297604 do regularised spline fit for input variable # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -3.0056591 -2.95963359 -2.87457275 -2.8728075 -2.74192214 -2.59631157 -2.58120394 -2.51216125 -2.44289637 -2.32035899 -2.22764921 -2.12496376 -2.09085798 -2.03824854 -2.03708124 -2.01184273 -1.98841333 -1.92659712 -1.89687061 -1.88810682 -1.82530785 -1.7599864 -1.67682743 -1.6255641 -1.59398651 -1.53948641 -1.5048151 -1.48096657 -1.45309401 -1.43830895 -1.38847542 -1.34187746 -1.32141495 -1.31397009 -1.22416258 -1.17838812 -1.13848543 -1.09431982 -1.05373716 -1.03972387 -1.01397276 -0.990127563 -0.954968929 -0.887167931 -0.847379684 -0.789374113 -0.704175472 -0.668461323 -0.57934618 -0.560926676 -0.532412052 -0.431040525 -0.38111496 -0.319373131 -0.310073376 -0.240503311 -0.232178926 -0.19426012 -0.176853418 -0.137809753 -0.113820083 -0.113820083 -0.0471634865 -0.0471634865 0.0890684128 0.0890684128 0.195166588 0.450261354 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.866949558 1.36694193 1.36694193 1.36694193 1.87129617 5.31840134 do regularised spline fit for input variable # 34 build map for variable # 34 ------------------------------ Transdef: Tab for variable 35 -3.36955762 -3.19943762 -3.02313066 -2.914608 -2.75641847 -2.62392879 -2.49368382 -2.49368382 -2.49368382 -2.49368382 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.36508131 -2.36508131 -2.34610462 -2.19802141 -2.15083313 -2.15083313 -2.08201098 -2.02158165 -1.99796176 -1.89851189 -1.83063865 -1.79244983 -1.79244983 -1.78174317 -1.74553466 -1.69241095 -1.6101861 -1.55284786 -1.54649651 -1.50464725 -1.41196823 -1.39048243 -1.36033034 -1.28075886 -1.20240688 -1.18195915 -1.13277769 -1.07406569 -1.01961374 -0.93444252 -0.917129517 -0.836263895 -0.761936665 -0.696644306 -0.681098938 -0.549491167 -0.496772289 -0.448390245 -0.39668417 -0.373695374 -0.317709923 -0.238512278 -0.170094252 -0.0676465034 -0.0101547241 0.0289404392 0.198624611 0.295010805 0.362701416 0.412639618 0.448674917 0.53110528 0.609510422 0.620397806 0.706530809 0.741551638 0.89694953 1.06057954 1.17984796 1.28544784 1.36282849 1.39740324 1.42607379 1.63925219 1.72387528 1.82195377 1.91257024 2.04963374 2.87338901 do regularised spline fit for input variable # 35 build map for variable # 35 ------------------------------ Transdef: Tab for variable 36 -7.57365847 -6.20528221 -5.80111742 -5.76970482 -5.45413971 -5.45413971 -4.96699333 -4.94243908 -4.91429424 -4.91429424 -4.7867732 -4.7867732 -4.7867732 -4.7867732 -4.56330538 -4.56330538 -4.56330538 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.07898283 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -3.58513713 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -2.9747262 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.06889844 -1.96517491 -1.54486585 -1.32980752 -1.1301074 -0.691428185 -0.52771759 -0.278858662 0.0108852386 0.344604015 0.635157347 0.80283165 1.08898115 1.25590563 1.52515125 1.71195674 1.94468069 2.20026898 2.3383069 2.59236526 2.79442406 3.02862859 4.51999521 do regularised spline fit for input variable # 36 build map for variable # 36 ------------------------------ Transdef: Tab for variable 37 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 37 ------------------------------ Transdef: Tab for variable 38 -1.56982756 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.625065744 -0.625065744 -0.625065744 -0.625065744 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.618835509 -0.618835509 -0.618835509 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.59140563 -0.59140563 -0.581258476 -0.581258476 -0.554341018 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532522202 -0.520671546 -0.492427349 -0.46140027 -0.406776726 -0.373552322 -0.338530064 -0.256547481 -0.193240166 -0.10151577 -0.0696239471 0.00370359421 0.142466545 0.353880882 0.599494934 1.23514223 2.23395944 4.79148388 do regularised spline fit for input variable # 38 build map for variable # 38 ------------------------------ Transdef: Tab for variable 39 0.706928849 0.905898869 0.92696631 0.938202262 0.94803369 0.95505619 0.961298406 0.967094719 0.971910119 0.976903856 0.98059243 0.983146071 0.988253295 0.992509365 0.994850159 0.997191012 1.0010215 1.00421345 1.00655437 1.01123595 1.01123595 1.01474714 1.01685393 1.01966298 1.02176964 1.0240041 1.02528095 1.02852201 1.02996254 1.03308368 1.03464425 1.03677225 1.03932583 1.03932583 1.04333866 1.04494381 1.0469867 1.04868913 1.05056179 1.05337083 1.05493128 1.05688202 1.05805242 1.06117356 1.06273413 1.06460679 1.06741571 1.06741571 1.07092702 1.07303369 1.07443821 1.07677901 1.07865167 1.08146071 1.08273745 1.0849719 1.0861423 1.08926344 1.09082401 1.09295201 1.0955056 1.0980593 1.1001873 1.1025281 1.10486889 1.10674155 1.1095506 1.11235952 1.11423218 1.11735332 warning: map is empty for variable 39 1.11891389 1.12359548 1.12359548 1.12827718 1.13125634 1.13412917 1.13764048 1.14115167 1.14466298 1.14817417 1.15168536 1.15636706 1.16104865 1.16573036 1.17041194 1.17509365 1.17977524 1.1874361 1.19382024 1.20275795 1.21254683 1.22191012 1.235955 1.25 1.27028716 1.29775286 1.33895135 1.40761542 1.5224719 1.76966298 5.00702238 do regularised spline fit for input variable # 39 build map for variable # 39 warning: map is empty for variable 39 COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 39.0 0 0.6 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1 100.0 3.3 11.9 16.4 10.7 5.8 11.3 12.8 10.6 4.0 4.1 6.3 4.3 5.1 1.6 2.4 8.3 6.7 10.4 10.9 24.6 18.0 56.5 43.9 45.7 1.5 1.6 1.0 1.3 5.2 0.8 10.0 6.2 8.8 7.9 10.6 2.4 10.4 10.1 2 3.3 100.0 -1.1 0.7 18.7 5.5 16.3 25.6 12.4 2.5 0.4 2.6 16.0 3.6 1.3 0.8 -1.3 0.9 0.6 0.0 -17.1 -13.2 2.6 -0.3 -1.2 -0.2 0.1 2.7 10.2 -1.6 5.1 5.6 0.7 -4.4 -3.6 0.9 0.9 -0.5 4.4 3 11.9 -1.1 100.0 53.9 13.1 -13.0 32.9 19.4 15.5 5.7 -6.9 -6.6 14.3 13.8 -50.0 -35.9 75.5 20.7 21.7 30.1 43.0 26.3 11.6 5.6 9.0 -5.1 -2.4 -0.1 3.5 46.8 -0.1 42.8 27.5 48.5 48.5 58.9 -34.1 57.5 -7.7 4 16.4 0.7 53.9 100.0 17.1 12.7 20.8 26.3 21.6 10.6 13.4 17.4 4.8 15.5 24.2 25.6 35.3 40.2 65.0 64.8 16.1 11.8 20.8 21.0 27.5 -4.5 -1.9 0.4 6.1 21.0 1.4 34.8 22.3 23.2 25.9 38.6 24.7 50.3 -3.5 5 10.7 18.7 13.1 17.1 100.0 31.4 79.6 81.6 81.8 10.0 12.3 21.2 56.5 19.6 3.6 6.5 8.9 15.8 13.8 11.4 -9.8 -9.2 -2.9 -6.3 -6.0 1.4 2.2 3.7 5.1 5.9 3.8 12.6 2.2 8.9 7.4 11.3 7.4 12.3 4.7 6 5.8 5.5 -13.0 12.7 31.4 100.0 31.9 42.6 25.7 6.1 46.2 66.4 1.1 21.6 22.0 46.2 -11.5 17.6 17.1 16.5 -15.3 -13.0 1.3 0.1 1.6 -0.9 -0.9 -0.3 1.7 1.0 0.3 7.7 1.7 -3.3 -3.4 0.3 47.8 17.8 4.6 7 11.3 16.3 32.9 20.8 79.6 31.9 100.0 79.3 68.2 10.5 7.5 16.5 44.8 25.8 -10.1 -8.3 23.9 15.5 12.5 14.1 -3.1 -8.2 -3.5 -8.3 -7.6 -0.4 0.5 1.7 4.0 21.8 1.5 16.8 6.4 18.3 16.4 19.2 -6.8 21.8 0.5 8 12.8 25.6 19.4 26.3 81.6 42.6 79.3 100.0 74.8 18.9 20.6 35.6 37.5 23.9 6.7 14.4 13.5 25.0 22.2 19.4 -10.2 -9.9 -1.4 -5.1 -4.2 0.7 1.5 3.2 6.0 9.6 3.4 18.7 5.2 11.1 9.7 16.8 15.4 19.3 6.7 9 10.6 12.4 15.5 21.6 81.8 25.7 68.2 74.8 100.0 5.3 11.0 16.7 27.9 17.2 5.3 6.9 10.9 19.0 16.3 13.7 -7.5 -7.4 -0.9 -3.4 -2.7 3.1 4.0 5.3 4.1 9.3 4.8 14.1 3.9 9.4 8.6 13.3 7.9 13.8 3.3 10 4.0 2.5 5.7 10.6 10.0 6.1 10.5 18.9 5.3 100.0 4.4 11.5 2.3 0.9 4.7 -0.7 4.7 5.1 8.3 6.5 -4.7 -3.7 -0.9 -1.6 -1.0 -0.9 -0.8 -0.5 1.3 2.7 -0.4 10.4 4.5 4.0 4.2 9.3 -0.8 4.5 8.7 11 4.1 0.4 -6.9 13.4 12.3 46.2 7.5 20.6 11.0 4.4 100.0 65.0 -0.5 5.5 18.0 39.4 -5.7 18.8 16.4 14.7 -6.7 -5.4 5.0 5.8 7.4 -0.9 -0.9 -1.2 -0.4 0.3 -1.4 6.4 2.1 -2.8 -2.6 1.8 38.6 16.1 7.9 12 6.3 2.6 -6.6 17.4 21.2 66.4 16.5 35.6 16.7 11.5 65.0 100.0 0.4 8.5 21.4 49.8 -5.6 23.1 21.4 19.8 -9.7 -8.6 5.9 6.5 8.7 -1.3 -1.4 -1.5 0.0 1.2 -1.8 10.4 3.4 -1.9 -1.9 4.4 49.1 22.9 10.1 13 4.3 16.0 14.3 4.8 56.5 1.1 44.8 37.5 27.9 2.3 -0.5 0.4 100.0 12.8 -7.5 -9.4 9.5 2.1 2.6 3.3 -1.3 -3.0 -2.4 -5.2 -5.4 -0.4 -0.1 1.0 3.7 2.5 1.6 4.8 -0.4 7.3 5.7 6.1 -9.4 5.2 1.3 14 5.1 3.6 13.8 15.5 19.6 21.6 25.8 23.9 17.2 0.9 5.5 8.5 12.8 100.0 -1.1 4.6 7.6 8.7 8.9 12.1 -1.9 -5.9 -1.1 -3.2 -2.2 -1.4 -1.1 -0.8 1.2 15.0 -0.6 5.4 2.5 5.5 5.2 5.1 4.8 13.3 -1.4 15 1.6 1.3 -50.0 24.2 3.6 22.0 -10.1 6.7 5.3 4.7 18.0 21.4 -7.5 -1.1 100.0 43.0 -44.3 25.8 54.3 46.0 -30.2 -20.3 2.8 11.0 15.4 1.6 0.6 -0.4 0.8 -24.0 0.0 -15.4 -9.1 -26.9 -26.7 -27.0 46.4 -24.0 6.7 16 2.4 0.8 -35.9 25.6 6.5 46.2 -8.3 14.4 6.9 -0.7 39.4 49.8 -9.4 4.6 43.0 100.0 -29.1 35.0 28.9 23.2 -13.9 -5.1 9.6 13.0 14.9 -0.3 -0.7 -1.1 0.0 -13.1 -0.9 -0.9 -1.8 -18.0 -16.0 -12.2 81.9 17.0 2.6 17 8.3 -1.3 75.5 35.3 8.9 -11.5 23.9 13.5 10.9 4.7 -5.7 -5.6 9.5 7.6 -44.3 -29.1 100.0 25.0 13.6 6.5 30.7 27.4 12.8 6.6 7.3 -2.8 -0.7 1.3 4.0 36.5 0.9 41.6 25.1 43.7 46.4 53.9 -28.2 50.0 -6.0 18 6.7 0.9 20.7 40.2 15.8 17.6 15.5 25.0 19.0 5.1 18.8 23.1 2.1 8.7 25.8 35.0 25.0 100.0 40.3 22.7 16.8 18.9 11.2 14.3 14.1 -1.5 -0.8 -0.4 2.1 18.7 -0.3 18.6 12.7 12.3 13.4 19.5 31.5 17.5 1.6 19 10.4 0.6 21.7 65.0 13.8 17.1 12.5 22.2 16.3 8.3 16.4 21.4 2.6 8.9 54.3 28.9 13.6 40.3 100.0 56.3 6.8 7.0 10.2 16.3 20.5 -0.6 0.9 2.7 5.8 1.5 3.6 19.9 11.1 10.1 11.5 20.3 29.0 21.8 0.8 20 10.9 0.0 30.1 64.8 11.4 16.5 14.1 19.4 13.7 6.5 14.7 19.8 3.3 12.1 46.0 23.2 6.5 22.7 56.3 100.0 6.2 -8.4 11.1 11.6 21.6 -3.9 -3.1 -3.4 0.1 17.9 -4.1 14.7 10.6 8.8 7.6 15.5 23.5 27.3 -1.3 21 24.6 -17.1 43.0 16.1 -9.8 -15.3 -3.1 -10.2 -7.5 -4.7 -6.7 -9.7 -1.3 -1.9 -30.2 -13.9 30.7 16.8 6.8 6.2 100.0 68.2 37.6 37.7 37.8 -4.1 -2.1 -0.6 0.7 8.4 0.0 15.8 11.3 23.3 23.0 26.1 -17.4 18.0 -0.5 22 18.0 -13.2 26.3 11.8 -9.2 -13.0 -8.2 -9.9 -7.4 -3.7 -5.4 -8.6 -3.0 -5.9 -20.3 -5.1 27.4 18.9 7.0 -8.4 68.2 100.0 30.4 30.6 29.4 -1.3 0.6 3.3 3.9 -7.9 4.8 15.2 9.2 19.9 22.2 23.4 -9.0 10.4 0.1 23 56.5 2.6 11.6 20.8 -2.9 1.3 -3.5 -1.4 -0.9 -0.9 5.0 5.9 -2.4 -1.1 2.8 9.6 12.8 11.2 10.2 11.1 37.6 30.4 100.0 84.9 85.5 2.1 1.9 1.5 1.1 6.6 1.4 10.8 7.4 7.2 8.3 11.2 10.4 17.7 7.7 24 43.9 -0.3 5.6 21.0 -6.3 0.1 -8.3 -5.1 -3.4 -1.6 5.8 6.5 -5.2 -3.2 11.0 13.0 6.6 14.3 16.3 11.6 37.7 30.6 84.9 100.0 95.6 2.5 2.1 1.3 0.4 4.2 1.1 7.3 5.8 1.8 3.4 6.7 14.5 13.7 9.3 25 45.7 -1.2 9.0 27.5 -6.0 1.6 -7.6 -4.2 -2.7 -1.0 7.4 8.7 -5.4 -2.2 15.4 14.9 7.3 14.1 20.5 21.6 37.8 29.4 85.5 95.6 100.0 1.8 1.4 0.6 0.2 6.9 0.3 9.1 7.3 2.8 4.3 8.4 16.9 18.1 8.9 26 1.5 -0.2 -5.1 -4.5 1.4 -0.9 -0.4 0.7 3.1 -0.9 -0.9 -1.3 -0.4 -1.4 1.6 -0.3 -2.8 -1.5 -0.6 -3.9 -4.1 -1.3 2.1 2.5 1.8 100.0 88.1 61.1 12.6 -6.6 57.0 -5.9 -10.0 -3.0 -2.6 -6.2 -0.2 -4.5 0.9 27 1.6 0.1 -2.4 -1.9 2.2 -0.9 0.5 1.5 4.0 -0.8 -0.9 -1.4 -0.1 -1.1 0.6 -0.7 -0.7 -0.8 0.9 -3.1 -2.1 0.6 1.9 2.1 1.4 88.1 100.0 60.6 13.1 -6.4 55.0 -3.7 -8.6 -3.0 -2.2 -3.6 -0.5 -2.8 0.7 28 1.0 2.7 -0.1 0.4 3.7 -0.3 1.7 3.2 5.3 -0.5 -1.2 -1.5 1.0 -0.8 -0.4 -1.1 1.3 -0.4 2.7 -3.4 -0.6 3.3 1.5 1.3 0.6 61.1 60.6 100.0 38.9 -9.5 81.4 -1.4 -7.9 -2.9 -1.8 -0.9 -1.0 -1.3 0.4 29 1.3 10.2 3.5 6.1 5.1 1.7 4.0 6.0 4.1 1.3 -0.4 0.0 3.7 1.2 0.8 0.0 4.0 2.1 5.8 0.1 0.7 3.9 1.1 0.4 0.2 12.6 13.1 38.9 100.0 -7.0 59.7 4.6 0.6 0.3 1.0 4.5 0.3 2.5 0.1 30 5.2 -1.6 46.8 21.0 5.9 1.0 21.8 9.6 9.3 2.7 0.3 1.2 2.5 15.0 -24.0 -13.1 36.5 18.7 1.5 17.9 8.4 -7.9 6.6 4.2 6.9 -6.6 -6.4 -9.5 -7.0 100.0 -11.7 22.6 25.3 25.2 26.1 30.4 -12.3 38.3 -4.8 31 0.8 5.1 -0.1 1.4 3.8 0.3 1.5 3.4 4.8 -0.4 -1.4 -1.8 1.6 -0.6 0.0 -0.9 0.9 -0.3 3.6 -4.1 0.0 4.8 1.4 1.1 0.3 57.0 55.0 81.4 59.7 -11.7 100.0 0.0 -6.6 -2.3 -1.1 -0.1 -0.6 -1.2 0.2 32 10.0 5.6 42.8 34.8 12.6 7.7 16.8 18.7 14.1 10.4 6.4 10.4 4.8 5.4 -15.4 -0.9 41.6 18.6 19.9 14.7 15.8 15.2 10.8 7.3 9.1 -5.9 -3.7 -1.4 4.6 22.6 0.0 100.0 33.8 44.0 41.1 68.5 0.6 41.3 4.5 33 6.2 0.7 27.5 22.3 2.2 1.7 6.4 5.2 3.9 4.5 2.1 3.4 -0.4 2.5 -9.1 -1.8 25.1 12.7 11.1 10.6 11.3 9.2 7.4 5.8 7.3 -10.0 -8.6 -7.9 0.6 25.3 -6.6 33.8 100.0 35.3 32.0 31.2 -0.3 24.6 -0.2 34 8.8 -4.4 48.5 23.2 8.9 -3.3 18.3 11.1 9.4 4.0 -2.8 -1.9 7.3 5.5 -26.9 -18.0 43.7 12.3 10.1 8.8 23.3 19.9 7.2 1.8 2.8 -3.0 -3.0 -2.9 0.3 25.2 -2.3 44.0 35.3 100.0 78.2 51.9 -16.9 30.8 -2.3 35 7.9 -3.6 48.5 25.9 7.4 -3.4 16.4 9.7 8.6 4.2 -2.6 -1.9 5.7 5.2 -26.7 -16.0 46.4 13.4 11.5 7.6 23.0 22.2 8.3 3.4 4.3 -2.6 -2.2 -1.8 1.0 26.1 -1.1 41.1 32.0 78.2 100.0 49.3 -15.1 31.2 -2.8 36 10.6 0.9 58.9 38.6 11.3 0.3 19.2 16.8 13.3 9.3 1.8 4.4 6.1 5.1 -27.0 -12.2 53.9 19.5 20.3 15.5 26.1 23.4 11.2 6.7 8.4 -6.2 -3.6 -0.9 4.5 30.4 -0.1 68.5 31.2 51.9 49.3 100.0 -10.8 44.6 1.6 37 2.4 0.9 -34.1 24.7 7.4 47.8 -6.8 15.4 7.9 -0.8 38.6 49.1 -9.4 4.8 46.4 81.9 -28.2 31.5 29.0 23.5 -17.4 -9.0 10.4 14.5 16.9 -0.2 -0.5 -1.0 0.3 -12.3 -0.6 0.6 -0.3 -16.9 -15.1 -10.8 100.0 22.6 2.7 38 10.4 -0.5 57.5 50.3 12.3 17.8 21.8 19.3 13.8 4.5 16.1 22.9 5.2 13.3 -24.0 17.0 50.0 17.5 21.8 27.3 18.0 10.4 17.7 13.7 18.1 -4.5 -2.8 -1.3 2.5 38.3 -1.2 41.3 24.6 30.8 31.2 44.6 22.6 100.0 -5.9 39 10.1 4.4 -7.7 -3.5 4.7 4.6 0.5 6.7 3.3 8.7 7.9 10.1 1.3 -1.4 6.7 2.6 -6.0 1.6 0.8 -1.3 -0.5 0.1 7.7 9.3 8.9 0.9 0.7 0.4 0.1 -4.8 0.2 4.5 -0.2 -2.3 -2.8 1.6 2.7 -5.9 100.0 TOTAL CORRELATION TO TARGET (diagonal) 101.040994 TOTAL CORRELATION OF ALL VARIABLES 59.8010341 ROUND 1: MAX CORR ( 59.8010325) AFTER KILLING INPUT VARIABLE 22 CONTR 0.0137910338 ROUND 2: MAX CORR ( 59.8010304) AFTER KILLING INPUT VARIABLE 28 CONTR 0.0158747204 ROUND 3: MAX CORR ( 59.8008663) AFTER KILLING INPUT VARIABLE 11 CONTR 0.140086243 ROUND 4: MAX CORR ( 59.8005677) AFTER KILLING INPUT VARIABLE 27 CONTR 0.188993744 ROUND 5: MAX CORR ( 59.8002318) AFTER KILLING INPUT VARIABLE 36 CONTR 0.200438178 ROUND 6: MAX CORR ( 59.7997672) AFTER KILLING INPUT VARIABLE 20 CONTR 0.235705833 ROUND 7: MAX CORR ( 59.7990217) AFTER KILLING INPUT VARIABLE 9 CONTR 0.298608534 ROUND 8: MAX CORR ( 59.7979994) AFTER KILLING INPUT VARIABLE 12 CONTR 0.349653879 ROUND 9: MAX CORR ( 59.7968257) AFTER KILLING INPUT VARIABLE 30 CONTR 0.374668312 ROUND 10: MAX CORR ( 59.7957291) AFTER KILLING INPUT VARIABLE 15 CONTR 0.362134342 ROUND 11: MAX CORR ( 59.7943894) AFTER KILLING INPUT VARIABLE 29 CONTR 0.400270697 ROUND 12: MAX CORR ( 59.7921407) AFTER KILLING INPUT VARIABLE 3 CONTR 0.518574166 ROUND 13: MAX CORR ( 59.7890328) AFTER KILLING INPUT VARIABLE 2 CONTR 0.609622258 ROUND 14: MAX CORR ( 59.7845627) AFTER KILLING INPUT VARIABLE 32 CONTR 0.731098551 ROUND 15: MAX CORR ( 59.7781728) AFTER KILLING INPUT VARIABLE 33 CONTR 0.874068483 ROUND 16: MAX CORR ( 59.7716726) AFTER KILLING INPUT VARIABLE 35 CONTR 0.881529508 ROUND 17: MAX CORR ( 59.7636102) AFTER KILLING INPUT VARIABLE 31 CONTR 0.981702173 ROUND 18: MAX CORR ( 59.7611562) AFTER KILLING INPUT VARIABLE 26 CONTR 0.54158459 ROUND 19: MAX CORR ( 59.7499947) AFTER KILLING INPUT VARIABLE 16 CONTR 1.15495886 ROUND 20: MAX CORR ( 59.7410123) AFTER KILLING INPUT VARIABLE 6 CONTR 1.03601141 ROUND 21: MAX CORR ( 59.7298338) AFTER KILLING INPUT VARIABLE 5 CONTR 1.15563685 ROUND 22: MAX CORR ( 59.7211945) AFTER KILLING INPUT VARIABLE 13 CONTR 1.01586424 ROUND 23: MAX CORR ( 59.7017916) AFTER KILLING INPUT VARIABLE 25 CONTR 1.52221869 ROUND 24: MAX CORR ( 59.6795078) AFTER KILLING INPUT VARIABLE 10 CONTR 1.63103431 ROUND 25: MAX CORR ( 59.654112) AFTER KILLING INPUT VARIABLE 38 CONTR 1.74085275 ROUND 26: MAX CORR ( 59.6354561) AFTER KILLING INPUT VARIABLE 4 CONTR 1.49179641 ROUND 27: MAX CORR ( 59.5957305) AFTER KILLING INPUT VARIABLE 34 CONTR 2.17635762 ROUND 28: MAX CORR ( 59.5542415) AFTER KILLING INPUT VARIABLE 14 CONTR 2.223379 ROUND 29: MAX CORR ( 59.5073942) AFTER KILLING INPUT VARIABLE 18 CONTR 2.36171827 ROUND 30: MAX CORR ( 59.4271537) AFTER KILLING INPUT VARIABLE 7 CONTR 3.08923301 ROUND 31: MAX CORR ( 59.247136) AFTER KILLING INPUT VARIABLE 19 CONTR 4.62206409 ROUND 32: MAX CORR ( 59.1116533) AFTER KILLING INPUT VARIABLE 17 CONTR 4.0044439 ROUND 33: MAX CORR ( 58.9995603) AFTER KILLING INPUT VARIABLE 37 CONTR 3.63860361 ROUND 34: MAX CORR ( 58.7448303) AFTER KILLING INPUT VARIABLE 39 CONTR 5.47658887 ROUND 35: MAX CORR ( 58.4543545) AFTER KILLING INPUT VARIABLE 21 CONTR 5.83468316 ROUND 36: MAX CORR ( 58.077491) AFTER KILLING INPUT VARIABLE 24 CONTR 6.62696018 ROUND 37: MAX CORR ( 56.4659463) AFTER KILLING INPUT VARIABLE 8 CONTR 13.5864591 LAST REMAINING VARIABLE: 23 total correlation to target: 59.8010341 % total significance: 598.010341 sigma correlations of single variables to target: variable 2: 3.31085677 % , in sigma: 33.1085677 variable 3: 11.9299635 % , in sigma: 119.299635 variable 4: 16.3898991 % , in sigma: 163.898991 variable 5: 10.655302 % , in sigma: 106.55302 variable 6: 5.76441922 % , in sigma: 57.6441922 variable 7: 11.3016369 % , in sigma: 113.016369 variable 8: 12.8069708 % , in sigma: 128.069708 variable 9: 10.595391 % , in sigma: 105.95391 variable 10: 3.99682762 % , in sigma: 39.9682762 variable 11: 4.11620859 % , in sigma: 41.1620859 variable 12: 6.2825182 % , in sigma: 62.825182 variable 13: 4.33225243 % , in sigma: 43.3225243 variable 14: 5.05083001 % , in sigma: 50.5083001 variable 15: 1.56770651 % , in sigma: 15.6770651 variable 16: 2.40224108 % , in sigma: 24.0224108 variable 17: 8.30045762 % , in sigma: 83.0045762 variable 18: 6.67539479 % , in sigma: 66.7539479 variable 19: 10.4212261 % , in sigma: 104.212261 variable 20: 10.9033207 % , in sigma: 109.033207 variable 21: 24.5699811 % , in sigma: 245.699811 variable 22: 17.9525368 % , in sigma: 179.525368 variable 23: 56.4659463 % , in sigma: 564.659463 variable 24: 43.9251334 % , in sigma: 439.251334 variable 25: 45.6581975 % , in sigma: 456.581975 variable 26: 1.45842348 % , in sigma: 14.5842348 variable 27: 1.57387555 % , in sigma: 15.7387555 variable 28: 0.987353314 % , in sigma: 9.87353314 variable 29: 1.30939434 % , in sigma: 13.0939434 variable 30: 5.21917065 % , in sigma: 52.1917065 variable 31: 0.768638078 % , in sigma: 7.68638078 variable 32: 10.0305885 % , in sigma: 100.305885 variable 33: 6.18854469 % , in sigma: 61.8854469 variable 34: 8.83882875 % , in sigma: 88.3882875 variable 35: 7.89792321 % , in sigma: 78.9792321 variable 36: 10.5661946 % , in sigma: 105.661946 variable 37: 2.38116469 % , in sigma: 23.8116469 variable 38: 10.4261244 % , in sigma: 104.261244 variable 39: 10.0862889 % , in sigma: 100.862889 variables sorted by significance: 1 most relevant variable 23 corr 56.4659462 , in sigma: 564.659462 2 most relevant variable 8 corr 13.5864592 , in sigma: 135.864592 3 most relevant variable 24 corr 6.62696028 , in sigma: 66.2696028 4 most relevant variable 21 corr 5.83468294 , in sigma: 58.3468294 5 most relevant variable 39 corr 5.47658873 , in sigma: 54.7658873 6 most relevant variable 37 corr 3.63860369 , in sigma: 36.3860369 7 most relevant variable 17 corr 4.00444412 , in sigma: 40.0444412 8 most relevant variable 19 corr 4.62206411 , in sigma: 46.2206411 9 most relevant variable 7 corr 3.08923292 , in sigma: 30.8923292 10 most relevant variable 18 corr 2.36171818 , in sigma: 23.6171818 11 most relevant variable 14 corr 2.2233789 , in sigma: 22.233789 12 most relevant variable 34 corr 2.17635751 , in sigma: 21.7635751 13 most relevant variable 4 corr 1.49179637 , in sigma: 14.9179637 14 most relevant variable 38 corr 1.74085271 , in sigma: 17.4085271 15 most relevant variable 10 corr 1.63103426 , in sigma: 16.3103426 16 most relevant variable 25 corr 1.5222187 , in sigma: 15.222187 17 most relevant variable 13 corr 1.01586425 , in sigma: 10.1586425 18 most relevant variable 5 corr 1.15563691 , in sigma: 11.5563691 19 most relevant variable 6 corr 1.03601146 , in sigma: 10.3601146 20 most relevant variable 16 corr 1.15495884 , in sigma: 11.5495884 21 most relevant variable 26 corr 0.541584611 , in sigma: 5.41584611 22 most relevant variable 31 corr 0.981702149 , in sigma: 9.81702149 23 most relevant variable 35 corr 0.88152951 , in sigma: 8.8152951 24 most relevant variable 33 corr 0.874068499 , in sigma: 8.74068499 25 most relevant variable 32 corr 0.731098533 , in sigma: 7.31098533 26 most relevant variable 2 corr 0.60962224 , in sigma: 6.0962224 27 most relevant variable 3 corr 0.518574178 , in sigma: 5.18574178 28 most relevant variable 29 corr 0.4002707 , in sigma: 4.002707 29 most relevant variable 15 corr 0.362134337 , in sigma: 3.62134337 30 most relevant variable 30 corr 0.3746683 , in sigma: 3.746683 31 most relevant variable 12 corr 0.34965387 , in sigma: 3.4965387 32 most relevant variable 9 corr 0.298608541 , in sigma: 2.98608541 33 most relevant variable 20 corr 0.235705838 , in sigma: 2.35705838 34 most relevant variable 36 corr 0.200438172 , in sigma: 2.00438172 35 most relevant variable 27 corr 0.188993737 , in sigma: 1.88993737 36 most relevant variable 11 corr 0.140086249 , in sigma: 1.40086249 37 most relevant variable 28 corr 0.0158747211 , in sigma: 0.158747211 38 most relevant variable 22 corr 0.013791034 , in sigma: 0.13791034 global correlations between input variables: variable 2: 38.3458995 % variable 3: 96.196214 % variable 4: 87.8445397 % variable 5: 92.9027522 % variable 6: 75.982967 % variable 7: 87.7235205 % variable 8: 89.72657 % variable 9: 86.3213594 % variable 10: 30.0753066 % variable 11: 65.8816232 % variable 12: 80.1812281 % variable 13: 68.2723457 % variable 14: 35.1062953 % variable 15: 93.4541468 % variable 16: 88.3387906 % variable 17: 80.9714397 % variable 18: 72.6536526 % variable 19: 82.2130181 % variable 20: 84.0741205 % variable 21: 79.1008746 % variable 22: 73.6867884 % variable 23: 87.0785641 % variable 24: 96.2814038 % variable 25: 96.6659173 % variable 26: 89.1934329 % variable 27: 88.6183023 % variable 28: 83.940111 % variable 29: 66.3318959 % variable 30: 61.9044948 % variable 31: 88.0909214 % variable 32: 71.8763285 % variable 33: 45.2319164 % variable 34: 80.8101503 % variable 35: 79.9006713 % variable 36: 77.8730414 % variable 37: 85.9936789 % variable 38: 78.9296604 % variable 39: 22.5971074 % significance loss when removing single variables: variable 2: corr = 0.585202752 % , sigma = 5.85202752 variable 3: corr = 0.773482037 % , sigma = 7.73482037 variable 4: corr = 1.78276516 % , sigma = 17.8276516 variable 5: corr = 0.725307624 % , sigma = 7.25307624 variable 6: corr = 0.84558077 % , sigma = 8.4558077 variable 7: corr = 2.0288402 % , sigma = 20.288402 variable 8: corr = 3.54069561 % , sigma = 35.4069561 variable 9: corr = 0.29442613 % , sigma = 2.9442613 variable 10: corr = 1.49628207 % , sigma = 14.9628207 variable 11: corr = 0.14004656 % , sigma = 1.4004656 variable 12: corr = 0.262435712 % , sigma = 2.62435712 variable 13: corr = 0.94071954 % , sigma = 9.4071954 variable 14: corr = 2.12891148 % , sigma = 21.2891148 variable 15: corr = 0.467957736 % , sigma = 4.67957736 variable 16: corr = 1.36918621 % , sigma = 13.6918621 variable 17: corr = 3.03527815 % , sigma = 30.3527815 variable 18: corr = 1.92199635 % , sigma = 19.2199635 variable 19: corr = 2.49761158 % , sigma = 24.9761158 variable 20: corr = 0.239177425 % , sigma = 2.39177425 variable 21: corr = 4.3058476 % , sigma = 43.058476 variable 22: corr = 0.0137910337 % , sigma = 0.137910337 variable 23: corr = 32.5275155 % , sigma = 325.275155 variable 24: corr = 5.1619571 % , sigma = 51.619571 variable 25: corr = 1.39742892 % , sigma = 13.9742892 variable 26: corr = 0.507497398 % , sigma = 5.07497398 variable 27: corr = 0.189379874 % , sigma = 1.89379874 variable 28: corr = 0.0158557612 % , sigma = 0.158557612 variable 29: corr = 0.417804873 % , sigma = 4.17804873 variable 30: corr = 0.326685914 % , sigma = 3.26685914 variable 31: corr = 0.738437738 % , sigma = 7.38437738 variable 32: corr = 0.562543867 % , sigma = 5.62543867 variable 33: corr = 0.713784163 % , sigma = 7.13784163 variable 34: corr = 1.80234672 % , sigma = 18.0234672 variable 35: corr = 0.947085145 % , sigma = 9.47085145 variable 36: corr = 0.198263283 % , sigma = 1.98263283 variable 37: corr = 1.91457964 % , sigma = 19.1457964 variable 38: corr = 1.56612959 % , sigma = 15.6612959 variable 39: corr = 5.09099499 % , sigma = 50.9099499 Keep only 31 most significant input variables Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -2.01116109 create test 22 plots 9100/9200: 2 NVar: 32. 5231 --------- Entering internal boost mode: --------- Weightsum per Output Node: 1000000. Starting analysis with 54 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.83427095 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.51894951 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.20828915 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.06457901 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.98624289 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.75593889 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.49468184 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.41003442 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.3416177 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.21998799 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.1347661 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.06511915 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.02451193 PREPRO: (sigma of derived input)/eigenvalue # 14 : 1.00488365 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.995033622 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.983419597 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.934274375 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.912174165 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.898249328 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.887917757 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.789069414 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.747265458 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.735264122 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.687103868 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.661555707 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.61574465 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.60406816 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.554542184 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.532113492 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.521387517 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.512752533 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.488779545 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.477400541 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.448945194 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.435023278 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.421891809 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.40967977 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.374969512 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.353231043 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.315577835 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.211315393 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.189435735 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.17919305 PREPRO: (sigma of derived input)/eigenvalue # 44 : 0.121348426 PREPRO: (sigma of derived input)/eigenvalue # 45 : 0.0898600817 PREPRO: (sigma of derived input)/eigenvalue # 46 : 0.000432676723 PREPRO: (sigma of derived input)/eigenvalue # 47 : 0.000295301172 PREPRO: (sigma of derived input)/eigenvalue # 48 : 0.000262901536 PREPRO: (sigma of derived input)/eigenvalue # 49 : 2.15474032E-07 PREPRO: (sigma of derived input)/eigenvalue # 50 : 9.17362704E-05 PREPRO: (sigma of derived input)/eigenvalue # 51 : 0.000165980207 PREPRO: (sigma of derived input)/eigenvalue # 52 : 0.000193735701 PREPRO: (sigma of derived input)/eigenvalue # 53 : 0.000255722203 PREPRO: (sigma of derived input)/eigenvalue # 54 : 0.000436958333 Using 44 variables out of 54 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 45.0 0 0.6 2.8 2.5 2.2 2.1 2.0 1.8 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 0.7 0.6 0.6 0.6 0.5 0.5 0.5 0.5 0.5 0.4 0.4 0.4 0.4 0.4 0.4 0.3 0.2 0.2 0.2 0.1 1 100.0 -9.6 0.8 -1.4 28.1 20.3 -34.7 3.2 -1.0 1.7 -6.1 0.8 6.6 -2.3 -1.7 3.7 2.9 -0.6 4.9 1.4 0.9 -3.1 9.0 -6.3 3.6 1.7 2.5 1.9 -4.0 -6.3 -9.1 2.7 -1.2 3.3 11.3 3.2 -3.4 -1.8 2.2 -0.6 0.0 4.8 10.2 -0.9 1.4 2 -9.6 100.0 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 0.0 3 0.8 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 4 -1.4 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 0.0 5 28.1 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 0.0 6 20.3 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7 -34.7 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 8 3.2 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 0.0 9 -1.0 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 0.0 0.0 10 1.7 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 0.0 11 -6.1 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 0.0 12 0.8 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 0.0 13 6.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 14 -2.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 15 -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 0.0 100.0 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 16 3.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 17 2.9 0.0 0.0 0.0 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 18 -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 0.0 100.0 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 19 4.9 0.0 0.0 0.0 0.0 0.0 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 20 1.4 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 0.0 21 0.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 22 -3.1 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 0.0 100.0 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 23 9.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 24 -6.3 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 0.0 100.0 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 25 3.6 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 0.0 100.0 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 26 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 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 27 2.5 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 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 28 1.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 29 -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 0.0 100.0 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 30 -6.3 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 0.0 100.0 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 31 -9.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 32 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 0.0 100.0 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 33 -1.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34 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 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 35 11.3 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 36 3.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 37 -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 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 38 -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 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 39 2.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 40 -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 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 41 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 42 4.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 43 10.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 44 -0.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 45 1.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 57.1039805 PREPRO: MEAN( 1)= -0.816788 WIDTH 0.332857696 PREPRO: MEAN( 2)= 6.30445555E-08 WIDTH 8.03309107 PREPRO: MEAN( 3)= -1.07086673E-07 WIDTH 6.34510662 PREPRO: MEAN( 4)= -1.12793535E-07 WIDTH 4.87653988 PREPRO: MEAN( 5)= 1.4707078E-07 WIDTH 4.26248711 PREPRO: MEAN( 6)= -5.64215779E-08 WIDTH 3.94516153 PREPRO: MEAN( 7)= -2.84283021E-08 WIDTH 3.08332189 PREPRO: MEAN( 8)= 3.75732947E-08 WIDTH 2.23407387 PREPRO: MEAN( 9)= 7.26772435E-08 WIDTH 1.98819741 PREPRO: MEAN( 10)= 6.49388633E-08 WIDTH 1.79993896 PREPRO: MEAN( 11)= 1.88127123E-08 WIDTH 1.48837125 PREPRO: MEAN( 12)= -6.60944497E-08 WIDTH 1.28769384 PREPRO: MEAN( 13)= 4.21076007E-08 WIDTH 1.13447844 PREPRO: MEAN( 14)= 6.62280601E-08 WIDTH 1.04962438 PREPRO: MEAN( 15)= -9.96466633E-09 WIDTH 1.00979123 PREPRO: MEAN( 16)= 6.99629448E-09 WIDTH 0.990091983 PREPRO: MEAN( 17)= -3.41499075E-08 WIDTH 0.967114173 PREPRO: MEAN( 18)= 3.35020367E-08 WIDTH 0.872868878 PREPRO: MEAN( 19)= -8.18784982E-08 WIDTH 0.832061583 PREPRO: MEAN( 20)= 5.31845856E-08 WIDTH 0.806851587 PREPRO: MEAN( 21)= -2.55895779E-08 WIDTH 0.788398036 PREPRO: MEAN( 22)= 3.63963395E-08 WIDTH 0.622630597 PREPRO: MEAN( 23)= -4.76829521E-08 WIDTH 0.558405796 PREPRO: MEAN( 24)= -4.28459868E-08 WIDTH 0.540613332 PREPRO: MEAN( 25)= 1.26873329E-08 WIDTH 0.472112128 PREPRO: MEAN( 26)= -3.47355939E-08 WIDTH 0.437656172 PREPRO: MEAN( 27)= 3.75732314E-09 WIDTH 0.379141398 PREPRO: MEAN( 28)= 1.13691539E-08 WIDTH 0.36489843 PREPRO: MEAN( 29)= -1.51786739E-08 WIDTH 0.307517103 PREPRO: MEAN( 30)= 2.50418708E-08 WIDTH 0.283144582 PREPRO: MEAN( 31)= -4.47139991E-08 WIDTH 0.271844886 PREPRO: MEAN( 32)= 1.87608972E-09 WIDTH 0.262915156 PREPRO: MEAN( 33)= -2.30369926E-09 WIDTH 0.238905344 PREPRO: MEAN( 34)= 2.54481547E-08 WIDTH 0.227911201 PREPRO: MEAN( 35)= 1.13658309E-08 WIDTH 0.201551736 PREPRO: MEAN( 36)= -2.89722979E-08 WIDTH 0.189245153 PREPRO: MEAN( 37)= 3.31860967E-08 WIDTH 0.177992586 PREPRO: MEAN( 38)= 3.00667044E-08 WIDTH 0.167837449 PREPRO: MEAN( 39)= 2.00737489E-08 WIDTH 0.14060216 PREPRO: MEAN( 40)= -2.4574128E-08 WIDTH 0.124772202 PREPRO: MEAN( 41)= 2.46539363E-08 WIDTH 0.0995893822 PREPRO: MEAN( 42)= -2.00769678E-09 WIDTH 0.0446542832 PREPRO: MEAN( 43)= -1.81691321E-08 WIDTH 0.0358858749 PREPRO: MEAN( 44)= 2.0324609E-08 WIDTH 0.0321101105 PREPRO: MEAN( 45)= 1.5103668E-08 WIDTH 0.0147253504 ------------------------------------- Teacher: actual network topology: Nodes(1) = 45 Nodes(2) = 45 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 --> 203.844498 sigma out 45 active outputs RANK 2 NODE 7 --> 123.745399 sigma out 45 active outputs RANK 3 NODE 5 --> 117.739708 sigma out 45 active outputs RANK 4 NODE 6 --> 101.255775 sigma out 45 active outputs RANK 5 NODE 3 --> 92.8218231 sigma out 45 active outputs RANK 6 NODE 9 --> 90.2127151 sigma out 45 active outputs RANK 7 NODE 13 --> 83.6453476 sigma out 45 active outputs RANK 8 NODE 17 --> 83.0689316 sigma out 45 active outputs RANK 9 NODE 19 --> 81.982399 sigma out 45 active outputs RANK 10 NODE 16 --> 79.0771561 sigma out 45 active outputs RANK 11 NODE 21 --> 75.0811539 sigma out 45 active outputs RANK 12 NODE 20 --> 73.7694702 sigma out 45 active outputs RANK 13 NODE 12 --> 71.763092 sigma out 45 active outputs RANK 14 NODE 30 --> 71.1718903 sigma out 45 active outputs RANK 15 NODE 2 --> 70.3607254 sigma out 45 active outputs RANK 16 NODE 33 --> 69.5654602 sigma out 45 active outputs RANK 17 NODE 25 --> 67.9164429 sigma out 45 active outputs RANK 18 NODE 11 --> 67.6171875 sigma out 45 active outputs RANK 19 NODE 8 --> 67.5526123 sigma out 45 active outputs RANK 20 NODE 24 --> 67.4424744 sigma out 45 active outputs RANK 21 NODE 26 --> 66.8513641 sigma out 45 active outputs RANK 22 NODE 14 --> 66.7851639 sigma out 45 active outputs RANK 23 NODE 10 --> 66.4788284 sigma out 45 active outputs RANK 24 NODE 32 --> 65.7610245 sigma out 45 active outputs RANK 25 NODE 4 --> 65.0323715 sigma out 45 active outputs RANK 26 NODE 23 --> 64.5387955 sigma out 45 active outputs RANK 27 NODE 15 --> 63.6947861 sigma out 45 active outputs RANK 28 NODE 41 --> 62.5171242 sigma out 45 active outputs RANK 29 NODE 18 --> 61.3623886 sigma out 45 active outputs RANK 30 NODE 44 --> 60.5826073 sigma out 45 active outputs RANK 31 NODE 36 --> 59.7031326 sigma out 45 active outputs RANK 32 NODE 40 --> 58.6942101 sigma out 45 active outputs RANK 33 NODE 28 --> 58.330265 sigma out 45 active outputs RANK 34 NODE 38 --> 56.8973198 sigma out 45 active outputs RANK 35 NODE 22 --> 54.2928391 sigma out 45 active outputs RANK 36 NODE 31 --> 54.0547333 sigma out 45 active outputs RANK 37 NODE 37 --> 53.6389275 sigma out 45 active outputs RANK 38 NODE 43 --> 52.8514824 sigma out 45 active outputs RANK 39 NODE 34 --> 52.6980438 sigma out 45 active outputs RANK 40 NODE 39 --> 50.0086784 sigma out 45 active outputs RANK 41 NODE 29 --> 49.7995224 sigma out 45 active outputs RANK 42 NODE 27 --> 49.0219383 sigma out 45 active outputs RANK 43 NODE 42 --> 48.9803619 sigma out 45 active outputs RANK 44 NODE 45 --> 47.8969841 sigma out 45 active outputs RANK 45 NODE 35 --> 47.6125832 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 24 --> 128.035324 sigma in 45act. ( 131.449448 sig out 1act.) RANK 2 NODE 22 --> 117.947983 sigma in 45act. ( 134.817383 sig out 1act.) RANK 3 NODE 31 --> 102.96006 sigma in 45act. ( 119.306168 sig out 1act.) RANK 4 NODE 4 --> 99.1371078 sigma in 45act. ( 106.552338 sig out 1act.) RANK 5 NODE 44 --> 95.7252655 sigma in 45act. ( 103.647469 sig out 1act.) RANK 6 NODE 32 --> 95.2111053 sigma in 45act. ( 115.390358 sig out 1act.) RANK 7 NODE 3 --> 94.2216644 sigma in 45act. ( 103.242538 sig out 1act.) RANK 8 NODE 18 --> 92.5884018 sigma in 45act. ( 112.079803 sig out 1act.) RANK 9 NODE 45 --> 90.5667191 sigma in 45act. ( 103.850426 sig out 1act.) RANK 10 NODE 41 --> 90.5060654 sigma in 45act. ( 102.989273 sig out 1act.) RANK 11 NODE 29 --> 90.0694962 sigma in 45act. ( 117.671875 sig out 1act.) RANK 12 NODE 23 --> 87.9021835 sigma in 45act. ( 95.4987488 sig out 1act.) RANK 13 NODE 21 --> 82.366333 sigma in 45act. ( 90.4083252 sig out 1act.) RANK 14 NODE 9 --> 81.8696899 sigma in 45act. ( 67.5693817 sig out 1act.) RANK 15 NODE 2 --> 81.2761765 sigma in 45act. ( 78.6595993 sig out 1act.) RANK 16 NODE 14 --> 80.2141647 sigma in 45act. ( 77.5227203 sig out 1act.) RANK 17 NODE 13 --> 77.8205109 sigma in 45act. ( 84.5213852 sig out 1act.) RANK 18 NODE 19 --> 76.866951 sigma in 45act. ( 81.3301849 sig out 1act.) RANK 19 NODE 16 --> 73.6094437 sigma in 45act. ( 92.5369415 sig out 1act.) RANK 20 NODE 10 --> 71.9412155 sigma in 45act. ( 46.6415062 sig out 1act.) RANK 21 NODE 20 --> 71.732132 sigma in 45act. ( 71.3286057 sig out 1act.) RANK 22 NODE 27 --> 69.0387878 sigma in 45act. ( 58.5890236 sig out 1act.) RANK 23 NODE 5 --> 68.1908646 sigma in 45act. ( 49.438118 sig out 1act.) RANK 24 NODE 38 --> 65.7960815 sigma in 45act. ( 33.2360458 sig out 1act.) RANK 25 NODE 33 --> 64.6574631 sigma in 45act. ( 43.1658134 sig out 1act.) RANK 26 NODE 40 --> 64.0426331 sigma in 45act. ( 44.0300331 sig out 1act.) RANK 27 NODE 34 --> 63.4287643 sigma in 45act. ( 36.7733803 sig out 1act.) RANK 28 NODE 30 --> 61.3856583 sigma in 45act. ( 18.6866226 sig out 1act.) RANK 29 NODE 12 --> 61.3475304 sigma in 45act. ( 42.3067741 sig out 1act.) RANK 30 NODE 28 --> 60.7151985 sigma in 45act. ( 39.1527634 sig out 1act.) RANK 31 NODE 36 --> 60.065361 sigma in 45act. ( 4.62874365 sig out 1act.) RANK 32 NODE 25 --> 59.7905273 sigma in 45act. ( 8.17757797 sig out 1act.) RANK 33 NODE 43 --> 59.7721558 sigma in 45act. ( 37.5440025 sig out 1act.) RANK 34 NODE 15 --> 58.6641006 sigma in 45act. ( 35.5428543 sig out 1act.) RANK 35 NODE 37 --> 58.2598419 sigma in 45act. ( 28.7454166 sig out 1act.) RANK 36 NODE 35 --> 57.1762581 sigma in 45act. ( 54.7839508 sig out 1act.) RANK 37 NODE 42 --> 56.973568 sigma in 45act. ( 66.6811752 sig out 1act.) RANK 38 NODE 7 --> 56.4665909 sigma in 45act. ( 28.2607441 sig out 1act.) RANK 39 NODE 6 --> 56.3468475 sigma in 45act. ( 27.8206844 sig out 1act.) RANK 40 NODE 26 --> 56.3098373 sigma in 45act. ( 25.8857403 sig out 1act.) RANK 41 NODE 11 --> 54.5586166 sigma in 45act. ( 34.5361404 sig out 1act.) RANK 42 NODE 8 --> 54.1285667 sigma in 45act. ( 4.86996746 sig out 1act.) RANK 43 NODE 1 --> 52.4461021 sigma in 45act. ( 28.6215057 sig out 1act.) RANK 44 NODE 17 --> 52.3468742 sigma in 45act. ( 41.0942688 sig out 1act.) RANK 45 NODE 39 --> 50.8297844 sigma in 45act. ( 48.3805847 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 134.817383 sigma out 1act.( 117.947983 sig in 45act.) RANK 2 NODE 24 --> 131.449448 sigma out 1act.( 128.035324 sig in 45act.) RANK 3 NODE 31 --> 119.306168 sigma out 1act.( 102.96006 sig in 45act.) RANK 4 NODE 29 --> 117.671875 sigma out 1act.( 90.0694962 sig in 45act.) RANK 5 NODE 32 --> 115.390358 sigma out 1act.( 95.2111053 sig in 45act.) RANK 6 NODE 18 --> 112.079803 sigma out 1act.( 92.5884018 sig in 45act.) RANK 7 NODE 4 --> 106.552338 sigma out 1act.( 99.1371078 sig in 45act.) RANK 8 NODE 45 --> 103.850426 sigma out 1act.( 90.5667191 sig in 45act.) RANK 9 NODE 44 --> 103.647469 sigma out 1act.( 95.7252655 sig in 45act.) RANK 10 NODE 3 --> 103.242538 sigma out 1act.( 94.2216644 sig in 45act.) RANK 11 NODE 41 --> 102.989273 sigma out 1act.( 90.5060654 sig in 45act.) RANK 12 NODE 23 --> 95.4987488 sigma out 1act.( 87.9021835 sig in 45act.) RANK 13 NODE 16 --> 92.5369415 sigma out 1act.( 73.6094437 sig in 45act.) RANK 14 NODE 21 --> 90.4083252 sigma out 1act.( 82.366333 sig in 45act.) RANK 15 NODE 13 --> 84.5213852 sigma out 1act.( 77.8205109 sig in 45act.) RANK 16 NODE 19 --> 81.3301849 sigma out 1act.( 76.866951 sig in 45act.) RANK 17 NODE 2 --> 78.6595993 sigma out 1act.( 81.2761765 sig in 45act.) RANK 18 NODE 14 --> 77.5227203 sigma out 1act.( 80.2141647 sig in 45act.) RANK 19 NODE 20 --> 71.3286057 sigma out 1act.( 71.732132 sig in 45act.) RANK 20 NODE 9 --> 67.5693817 sigma out 1act.( 81.8696899 sig in 45act.) RANK 21 NODE 42 --> 66.6811752 sigma out 1act.( 56.973568 sig in 45act.) RANK 22 NODE 27 --> 58.5890236 sigma out 1act.( 69.0387878 sig in 45act.) RANK 23 NODE 35 --> 54.7839508 sigma out 1act.( 57.1762581 sig in 45act.) RANK 24 NODE 5 --> 49.438118 sigma out 1act.( 68.1908646 sig in 45act.) RANK 25 NODE 39 --> 48.3805847 sigma out 1act.( 50.8297844 sig in 45act.) RANK 26 NODE 10 --> 46.6415062 sigma out 1act.( 71.9412155 sig in 45act.) RANK 27 NODE 40 --> 44.0300331 sigma out 1act.( 64.0426331 sig in 45act.) RANK 28 NODE 33 --> 43.1658134 sigma out 1act.( 64.6574631 sig in 45act.) RANK 29 NODE 12 --> 42.3067741 sigma out 1act.( 61.3475304 sig in 45act.) RANK 30 NODE 17 --> 41.0942688 sigma out 1act.( 52.3468742 sig in 45act.) RANK 31 NODE 28 --> 39.1527634 sigma out 1act.( 60.7151985 sig in 45act.) RANK 32 NODE 43 --> 37.5440025 sigma out 1act.( 59.7721558 sig in 45act.) RANK 33 NODE 34 --> 36.7733803 sigma out 1act.( 63.4287643 sig in 45act.) RANK 34 NODE 15 --> 35.5428543 sigma out 1act.( 58.6641006 sig in 45act.) RANK 35 NODE 11 --> 34.5361404 sigma out 1act.( 54.5586166 sig in 45act.) RANK 36 NODE 38 --> 33.2360458 sigma out 1act.( 65.7960815 sig in 45act.) RANK 37 NODE 37 --> 28.7454166 sigma out 1act.( 58.2598419 sig in 45act.) RANK 38 NODE 1 --> 28.6215057 sigma out 1act.( 52.4461021 sig in 45act.) RANK 39 NODE 7 --> 28.2607441 sigma out 1act.( 56.4665909 sig in 45act.) RANK 40 NODE 6 --> 27.8206844 sigma out 1act.( 56.3468475 sig in 45act.) RANK 41 NODE 26 --> 25.8857403 sigma out 1act.( 56.3098373 sig in 45act.) RANK 42 NODE 30 --> 18.6866226 sigma out 1act.( 61.3856583 sig in 45act.) RANK 43 NODE 25 --> 8.17757797 sigma out 1act.( 59.7905273 sig in 45act.) RANK 44 NODE 8 --> 4.86996746 sigma out 1act.( 54.1285667 sig in 45act.) RANK 45 NODE 36 --> 4.62874365 sigma out 1act.( 60.065361 sig in 45act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 492.291351 sigma in 45 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 231.763077 sigma out 45 active outputs RANK 2 NODE 7 --> 121.923889 sigma out 45 active outputs RANK 3 NODE 5 --> 114.60952 sigma out 45 active outputs RANK 4 NODE 6 --> 99.9152145 sigma out 45 active outputs RANK 5 NODE 3 --> 88.0850143 sigma out 45 active outputs RANK 6 NODE 9 --> 70.5943985 sigma out 45 active outputs RANK 7 NODE 19 --> 62.6037292 sigma out 45 active outputs RANK 8 NODE 13 --> 61.004921 sigma out 45 active outputs RANK 9 NODE 2 --> 57.3473167 sigma out 45 active outputs RANK 10 NODE 12 --> 56.6467667 sigma out 45 active outputs RANK 11 NODE 17 --> 55.6828156 sigma out 45 active outputs RANK 12 NODE 8 --> 54.7174072 sigma out 45 active outputs RANK 13 NODE 11 --> 54.4006882 sigma out 45 active outputs RANK 14 NODE 4 --> 53.595356 sigma out 45 active outputs RANK 15 NODE 14 --> 48.2770996 sigma out 45 active outputs RANK 16 NODE 10 --> 48.1367798 sigma out 45 active outputs RANK 17 NODE 21 --> 47.7341766 sigma out 45 active outputs RANK 18 NODE 16 --> 45.957489 sigma out 45 active outputs RANK 19 NODE 20 --> 41.770504 sigma out 45 active outputs RANK 20 NODE 15 --> 41.4478188 sigma out 45 active outputs RANK 21 NODE 25 --> 39.429348 sigma out 45 active outputs RANK 22 NODE 30 --> 38.600132 sigma out 45 active outputs RANK 23 NODE 23 --> 38.2449913 sigma out 45 active outputs RANK 24 NODE 18 --> 37.3958473 sigma out 45 active outputs RANK 25 NODE 24 --> 36.5024872 sigma out 45 active outputs RANK 26 NODE 22 --> 33.2923965 sigma out 45 active outputs RANK 27 NODE 26 --> 31.2650814 sigma out 45 active outputs RANK 28 NODE 28 --> 29.4156456 sigma out 45 active outputs RANK 29 NODE 33 --> 26.6308022 sigma out 45 active outputs RANK 30 NODE 27 --> 26.4803696 sigma out 45 active outputs RANK 31 NODE 31 --> 24.7649403 sigma out 45 active outputs RANK 32 NODE 32 --> 24.5393467 sigma out 45 active outputs RANK 33 NODE 36 --> 23.5891666 sigma out 45 active outputs RANK 34 NODE 35 --> 20.8757706 sigma out 45 active outputs RANK 35 NODE 34 --> 20.547863 sigma out 45 active outputs RANK 36 NODE 40 --> 20.5299358 sigma out 45 active outputs RANK 37 NODE 29 --> 20.1977844 sigma out 45 active outputs RANK 38 NODE 37 --> 20.1950779 sigma out 45 active outputs RANK 39 NODE 41 --> 18.3827686 sigma out 45 active outputs RANK 40 NODE 39 --> 17.566576 sigma out 45 active outputs RANK 41 NODE 38 --> 17.408308 sigma out 45 active outputs RANK 42 NODE 43 --> 11.7720251 sigma out 45 active outputs RANK 43 NODE 42 --> 10.5443096 sigma out 45 active outputs RANK 44 NODE 44 --> 10.0832367 sigma out 45 active outputs RANK 45 NODE 45 --> 7.20566177 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 24 --> 133.487167 sigma in 45act. ( 89.795723 sig out 1act.) RANK 2 NODE 22 --> 123.788658 sigma in 45act. ( 90.7993622 sig out 1act.) RANK 3 NODE 31 --> 99.1643372 sigma in 45act. ( 84.8034058 sig out 1act.) RANK 4 NODE 4 --> 96.5447845 sigma in 45act. ( 70.8513565 sig out 1act.) RANK 5 NODE 18 --> 91.4247131 sigma in 45act. ( 74.3698196 sig out 1act.) RANK 6 NODE 32 --> 90.1347656 sigma in 45act. ( 76.7224045 sig out 1act.) RANK 7 NODE 29 --> 86.5929031 sigma in 45act. ( 92.4822845 sig out 1act.) RANK 8 NODE 44 --> 86.1325989 sigma in 45act. ( 67.8639069 sig out 1act.) RANK 9 NODE 45 --> 81.2461243 sigma in 45act. ( 73.0702667 sig out 1act.) RANK 10 NODE 23 --> 80.9115067 sigma in 45act. ( 63.7278748 sig out 1act.) RANK 11 NODE 41 --> 80.2294006 sigma in 45act. ( 67.3050842 sig out 1act.) RANK 12 NODE 3 --> 80.1230316 sigma in 45act. ( 76.205513 sig out 1act.) RANK 13 NODE 21 --> 75.5665512 sigma in 45act. ( 59.9117661 sig out 1act.) RANK 14 NODE 16 --> 69.5685043 sigma in 45act. ( 69.7975159 sig out 1act.) RANK 15 NODE 13 --> 65.0254745 sigma in 45act. ( 61.0405922 sig out 1act.) RANK 16 NODE 19 --> 63.455555 sigma in 45act. ( 56.190361 sig out 1act.) RANK 17 NODE 14 --> 60.1772461 sigma in 45act. ( 51.7437515 sig out 1act.) RANK 18 NODE 2 --> 55.9647064 sigma in 45act. ( 58.2626419 sig out 1act.) RANK 19 NODE 20 --> 55.023922 sigma in 45act. ( 49.5156555 sig out 1act.) RANK 20 NODE 9 --> 48.1688156 sigma in 45act. ( 49.3858414 sig out 1act.) RANK 21 NODE 42 --> 43.8793602 sigma in 45act. ( 45.3486671 sig out 1act.) RANK 22 NODE 27 --> 40.0051765 sigma in 45act. ( 44.4485435 sig out 1act.) RANK 23 NODE 35 --> 39.3641205 sigma in 45act. ( 35.3394356 sig out 1act.) RANK 24 NODE 39 --> 35.8988571 sigma in 45act. ( 32.6582413 sig out 1act.) RANK 25 NODE 40 --> 34.9708252 sigma in 45act. ( 29.8003006 sig out 1act.) RANK 26 NODE 5 --> 34.3632202 sigma in 45act. ( 35.3255501 sig out 1act.) RANK 27 NODE 33 --> 33.1450272 sigma in 45act. ( 28.2608986 sig out 1act.) RANK 28 NODE 10 --> 32.905323 sigma in 45act. ( 34.4099693 sig out 1act.) RANK 29 NODE 12 --> 28.9692268 sigma in 45act. ( 29.5223045 sig out 1act.) RANK 30 NODE 28 --> 28.5530891 sigma in 45act. ( 26.9647217 sig out 1act.) RANK 31 NODE 34 --> 27.5583324 sigma in 45act. ( 23.8654957 sig out 1act.) RANK 32 NODE 11 --> 26.7622452 sigma in 45act. ( 22.03195 sig out 1act.) RANK 33 NODE 17 --> 26.5223484 sigma in 45act. ( 27.2208595 sig out 1act.) RANK 34 NODE 15 --> 26.42169 sigma in 45act. ( 24.0323887 sig out 1act.) RANK 35 NODE 43 --> 25.6672001 sigma in 45act. ( 27.4598541 sig out 1act.) RANK 36 NODE 38 --> 25.2117043 sigma in 45act. ( 22.832922 sig out 1act.) RANK 37 NODE 7 --> 21.9593697 sigma in 45act. ( 19.4932556 sig out 1act.) RANK 38 NODE 1 --> 20.6456108 sigma in 45act. ( 19.7895985 sig out 1act.) RANK 39 NODE 37 --> 20.1827698 sigma in 45act. ( 20.9065342 sig out 1act.) RANK 40 NODE 6 --> 20.0345383 sigma in 45act. ( 19.4909706 sig out 1act.) RANK 41 NODE 26 --> 18.2445755 sigma in 45act. ( 17.982502 sig out 1act.) RANK 42 NODE 30 --> 14.1240835 sigma in 45act. ( 13.2103968 sig out 1act.) RANK 43 NODE 25 --> 8.83331299 sigma in 45act. ( 5.81232166 sig out 1act.) RANK 44 NODE 36 --> 8.00599003 sigma in 45act. ( 3.30861831 sig out 1act.) RANK 45 NODE 8 --> 7.23170185 sigma in 45act. ( 3.38742542 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 92.4822845 sigma out 1act.( 86.5929031 sig in 45act.) RANK 2 NODE 22 --> 90.7993622 sigma out 1act.( 123.788658 sig in 45act.) RANK 3 NODE 24 --> 89.795723 sigma out 1act.( 133.487167 sig in 45act.) RANK 4 NODE 31 --> 84.8034058 sigma out 1act.( 99.1643372 sig in 45act.) RANK 5 NODE 32 --> 76.7224045 sigma out 1act.( 90.1347656 sig in 45act.) RANK 6 NODE 3 --> 76.205513 sigma out 1act.( 80.1230316 sig in 45act.) RANK 7 NODE 18 --> 74.3698196 sigma out 1act.( 91.4247131 sig in 45act.) RANK 8 NODE 45 --> 73.0702667 sigma out 1act.( 81.2461243 sig in 45act.) RANK 9 NODE 4 --> 70.8513565 sigma out 1act.( 96.5447845 sig in 45act.) RANK 10 NODE 16 --> 69.7975159 sigma out 1act.( 69.5685043 sig in 45act.) RANK 11 NODE 44 --> 67.8639069 sigma out 1act.( 86.1325989 sig in 45act.) RANK 12 NODE 41 --> 67.3050842 sigma out 1act.( 80.2294006 sig in 45act.) RANK 13 NODE 23 --> 63.7278748 sigma out 1act.( 80.9115067 sig in 45act.) RANK 14 NODE 13 --> 61.0405922 sigma out 1act.( 65.0254745 sig in 45act.) RANK 15 NODE 21 --> 59.9117661 sigma out 1act.( 75.5665512 sig in 45act.) RANK 16 NODE 2 --> 58.2626419 sigma out 1act.( 55.9647064 sig in 45act.) RANK 17 NODE 19 --> 56.190361 sigma out 1act.( 63.455555 sig in 45act.) RANK 18 NODE 14 --> 51.7437515 sigma out 1act.( 60.1772461 sig in 45act.) RANK 19 NODE 20 --> 49.5156555 sigma out 1act.( 55.023922 sig in 45act.) RANK 20 NODE 9 --> 49.3858414 sigma out 1act.( 48.1688156 sig in 45act.) RANK 21 NODE 42 --> 45.3486671 sigma out 1act.( 43.8793602 sig in 45act.) RANK 22 NODE 27 --> 44.4485435 sigma out 1act.( 40.0051765 sig in 45act.) RANK 23 NODE 35 --> 35.3394356 sigma out 1act.( 39.3641205 sig in 45act.) RANK 24 NODE 5 --> 35.3255501 sigma out 1act.( 34.3632202 sig in 45act.) RANK 25 NODE 10 --> 34.4099693 sigma out 1act.( 32.905323 sig in 45act.) RANK 26 NODE 39 --> 32.6582413 sigma out 1act.( 35.8988571 sig in 45act.) RANK 27 NODE 40 --> 29.8003006 sigma out 1act.( 34.9708252 sig in 45act.) RANK 28 NODE 12 --> 29.5223045 sigma out 1act.( 28.9692268 sig in 45act.) RANK 29 NODE 33 --> 28.2608986 sigma out 1act.( 33.1450272 sig in 45act.) RANK 30 NODE 43 --> 27.4598541 sigma out 1act.( 25.6672001 sig in 45act.) RANK 31 NODE 17 --> 27.2208595 sigma out 1act.( 26.5223484 sig in 45act.) RANK 32 NODE 28 --> 26.9647217 sigma out 1act.( 28.5530891 sig in 45act.) RANK 33 NODE 15 --> 24.0323887 sigma out 1act.( 26.42169 sig in 45act.) RANK 34 NODE 34 --> 23.8654957 sigma out 1act.( 27.5583324 sig in 45act.) RANK 35 NODE 38 --> 22.832922 sigma out 1act.( 25.2117043 sig in 45act.) RANK 36 NODE 11 --> 22.03195 sigma out 1act.( 26.7622452 sig in 45act.) RANK 37 NODE 37 --> 20.9065342 sigma out 1act.( 20.1827698 sig in 45act.) RANK 38 NODE 1 --> 19.7895985 sigma out 1act.( 20.6456108 sig in 45act.) RANK 39 NODE 7 --> 19.4932556 sigma out 1act.( 21.9593697 sig in 45act.) RANK 40 NODE 6 --> 19.4909706 sigma out 1act.( 20.0345383 sig in 45act.) RANK 41 NODE 26 --> 17.982502 sigma out 1act.( 18.2445755 sig in 45act.) RANK 42 NODE 30 --> 13.2103968 sigma out 1act.( 14.1240835 sig in 45act.) RANK 43 NODE 25 --> 5.81232166 sigma out 1act.( 8.83331299 sig in 45act.) RANK 44 NODE 8 --> 3.38742542 sigma out 1act.( 7.23170185 sig in 45act.) RANK 45 NODE 36 --> 3.30861831 sigma out 1act.( 8.00599003 sig in 45act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 342.047394 sigma in 45 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.467373252 *** contribution from regularisation: 0.0011869981 *** contribution from error: -0.468560249 *** contribution from DIAG: 7.03141122E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.512762725 *** contribution from regularisation: 0.0036386454 *** contribution from error: -0.51640135 *** contribution from DIAG: 0.000119406308 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.516218483 *** contribution from regularisation: 0.00271657179 *** contribution from error: -0.518935084 *** contribution from DIAG: 0.00016473046 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.516858041 *** contribution from regularisation: 0.00318761449 *** contribution from error: -0.520045638 *** contribution from DIAG: 0.000180957213 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.517550707 *** contribution from regularisation: 0.00305469334 *** contribution from error: -0.520605385 *** contribution from DIAG: 0.000178473012 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.517911851 *** contribution from regularisation: 0.00309082516 *** contribution from error: -0.52100265 *** contribution from DIAG: 0.000186338104 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.518234313 *** contribution from regularisation: 0.00307667302 *** contribution from error: -0.521310985 *** contribution from DIAG: 0.00019712116 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.518468618 *** contribution from regularisation: 0.00308152055 *** contribution from error: -0.521550119 *** contribution from DIAG: 0.000191335188 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.518668473 *** contribution from regularisation: 0.0030755694 *** contribution from error: -0.521744013 *** contribution from DIAG: 0.000198542388 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 241.284271 sigma out 45 active outputs RANK 2 NODE 7 --> 126.705727 sigma out 45 active outputs RANK 3 NODE 5 --> 114.010094 sigma out 45 active outputs RANK 4 NODE 6 --> 103.658104 sigma out 45 active outputs RANK 5 NODE 3 --> 90.8037796 sigma out 45 active outputs RANK 6 NODE 9 --> 71.8597565 sigma out 45 active outputs RANK 7 NODE 19 --> 63.3041725 sigma out 45 active outputs RANK 8 NODE 13 --> 62.6979179 sigma out 45 active outputs RANK 9 NODE 2 --> 58.3431511 sigma out 45 active outputs RANK 10 NODE 12 --> 57.5146217 sigma out 45 active outputs RANK 11 NODE 11 --> 55.7111893 sigma out 45 active outputs RANK 12 NODE 17 --> 55.5904617 sigma out 45 active outputs RANK 13 NODE 8 --> 54.7984276 sigma out 45 active outputs RANK 14 NODE 4 --> 53.5299492 sigma out 45 active outputs RANK 15 NODE 14 --> 49.3680115 sigma out 45 active outputs RANK 16 NODE 21 --> 49.2454796 sigma out 45 active outputs RANK 17 NODE 10 --> 49.2176056 sigma out 45 active outputs RANK 18 NODE 16 --> 46.6350594 sigma out 45 active outputs RANK 19 NODE 15 --> 42.7080116 sigma out 45 active outputs RANK 20 NODE 20 --> 42.5324364 sigma out 45 active outputs RANK 21 NODE 25 --> 41.375309 sigma out 45 active outputs RANK 22 NODE 30 --> 40.2205276 sigma out 45 active outputs RANK 23 NODE 18 --> 38.3283768 sigma out 45 active outputs RANK 24 NODE 23 --> 38.1883469 sigma out 45 active outputs RANK 25 NODE 24 --> 37.0620689 sigma out 45 active outputs RANK 26 NODE 22 --> 33.8447685 sigma out 45 active outputs RANK 27 NODE 26 --> 32.7337418 sigma out 45 active outputs RANK 28 NODE 28 --> 30.1608124 sigma out 45 active outputs RANK 29 NODE 43 --> 28.7531528 sigma out 45 active outputs RANK 30 NODE 33 --> 28.2853661 sigma out 45 active outputs RANK 31 NODE 27 --> 27.9962215 sigma out 45 active outputs RANK 32 NODE 31 --> 27.3050423 sigma out 45 active outputs RANK 33 NODE 32 --> 26.3958416 sigma out 45 active outputs RANK 34 NODE 36 --> 25.0785198 sigma out 45 active outputs RANK 35 NODE 35 --> 23.7281265 sigma out 45 active outputs RANK 36 NODE 34 --> 22.7928619 sigma out 45 active outputs RANK 37 NODE 29 --> 22.3478966 sigma out 45 active outputs RANK 38 NODE 37 --> 21.9245663 sigma out 45 active outputs RANK 39 NODE 40 --> 21.7506294 sigma out 45 active outputs RANK 40 NODE 41 --> 20.690155 sigma out 45 active outputs RANK 41 NODE 38 --> 19.6101818 sigma out 45 active outputs RANK 42 NODE 39 --> 19.4826641 sigma out 45 active outputs RANK 43 NODE 42 --> 17.2762394 sigma out 45 active outputs RANK 44 NODE 44 --> 12.9972992 sigma out 45 active outputs RANK 45 NODE 45 --> 9.78266239 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 24 --> 137.859497 sigma in 45act. ( 90.9445419 sig out 1act.) RANK 2 NODE 22 --> 127.771889 sigma in 45act. ( 91.1761551 sig out 1act.) RANK 3 NODE 31 --> 101.027023 sigma in 45act. ( 86.8917999 sig out 1act.) RANK 4 NODE 4 --> 99.332756 sigma in 45act. ( 72.2458267 sig out 1act.) RANK 5 NODE 18 --> 94.4831848 sigma in 45act. ( 75.0515366 sig out 1act.) RANK 6 NODE 32 --> 91.5171432 sigma in 45act. ( 76.2840195 sig out 1act.) RANK 7 NODE 29 --> 87.9586945 sigma in 45act. ( 93.9690552 sig out 1act.) RANK 8 NODE 44 --> 87.114418 sigma in 45act. ( 67.6065369 sig out 1act.) RANK 9 NODE 23 --> 84.1057663 sigma in 45act. ( 64.8799896 sig out 1act.) RANK 10 NODE 45 --> 83.6623688 sigma in 45act. ( 74.9556351 sig out 1act.) RANK 11 NODE 41 --> 83.1482239 sigma in 45act. ( 67.7349396 sig out 1act.) RANK 12 NODE 3 --> 82.411644 sigma in 45act. ( 77.7832718 sig out 1act.) RANK 13 NODE 21 --> 78.1811981 sigma in 45act. ( 60.5506287 sig out 1act.) RANK 14 NODE 16 --> 70.9420471 sigma in 45act. ( 70.7476273 sig out 1act.) RANK 15 NODE 13 --> 66.2483673 sigma in 45act. ( 61.2128334 sig out 1act.) RANK 16 NODE 19 --> 65.9831085 sigma in 45act. ( 57.0635872 sig out 1act.) RANK 17 NODE 14 --> 63.4318199 sigma in 45act. ( 51.9373169 sig out 1act.) RANK 18 NODE 2 --> 57.5724525 sigma in 45act. ( 58.7528801 sig out 1act.) RANK 19 NODE 20 --> 56.6401367 sigma in 45act. ( 49.250164 sig out 1act.) RANK 20 NODE 9 --> 49.8274231 sigma in 45act. ( 48.5429306 sig out 1act.) RANK 21 NODE 42 --> 47.0642128 sigma in 45act. ( 46.4224701 sig out 1act.) RANK 22 NODE 27 --> 42.5373955 sigma in 45act. ( 45.3730583 sig out 1act.) RANK 23 NODE 35 --> 40.8703613 sigma in 45act. ( 35.285614 sig out 1act.) RANK 24 NODE 39 --> 39.4857941 sigma in 45act. ( 34.0665779 sig out 1act.) RANK 25 NODE 40 --> 36.9435768 sigma in 45act. ( 29.8585091 sig out 1act.) RANK 26 NODE 5 --> 34.917263 sigma in 45act. ( 33.4852867 sig out 1act.) RANK 27 NODE 33 --> 34.1349258 sigma in 45act. ( 27.9757767 sig out 1act.) RANK 28 NODE 10 --> 33.1277084 sigma in 45act. ( 33.238102 sig out 1act.) RANK 29 NODE 12 --> 31.1195908 sigma in 45act. ( 29.8059483 sig out 1act.) RANK 30 NODE 28 --> 30.4964218 sigma in 45act. ( 27.5342197 sig out 1act.) RANK 31 NODE 15 --> 29.6106606 sigma in 45act. ( 23.2797146 sig out 1act.) RANK 32 NODE 34 --> 29.3624802 sigma in 45act. ( 23.9560852 sig out 1act.) RANK 33 NODE 43 --> 28.7097301 sigma in 45act. ( 27.7127762 sig out 1act.) RANK 34 NODE 11 --> 28.5559769 sigma in 45act. ( 22.3554478 sig out 1act.) RANK 35 NODE 38 --> 27.6582336 sigma in 45act. ( 22.8295803 sig out 1act.) RANK 36 NODE 17 --> 27.4727898 sigma in 45act. ( 26.9635868 sig out 1act.) RANK 37 NODE 7 --> 23.3157349 sigma in 45act. ( 18.9715023 sig out 1act.) RANK 38 NODE 1 --> 22.7039871 sigma in 45act. ( 19.4399834 sig out 1act.) RANK 39 NODE 37 --> 22.1184845 sigma in 45act. ( 20.3108082 sig out 1act.) RANK 40 NODE 26 --> 21.6760979 sigma in 45act. ( 18.6482658 sig out 1act.) RANK 41 NODE 6 --> 21.0869389 sigma in 45act. ( 19.0006008 sig out 1act.) RANK 42 NODE 30 --> 17.2446785 sigma in 45act. ( 13.0304108 sig out 1act.) RANK 43 NODE 36 --> 11.6579714 sigma in 45act. ( 3.23555446 sig out 1act.) RANK 44 NODE 25 --> 11.6338024 sigma in 45act. ( 5.27969933 sig out 1act.) RANK 45 NODE 8 --> 10.1756172 sigma in 45act. ( 3.28249216 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 93.9690552 sigma out 1act.( 87.9586945 sig in 45act.) RANK 2 NODE 22 --> 91.1761551 sigma out 1act.( 127.771889 sig in 45act.) RANK 3 NODE 24 --> 90.9445419 sigma out 1act.( 137.859497 sig in 45act.) RANK 4 NODE 31 --> 86.8917999 sigma out 1act.( 101.027023 sig in 45act.) RANK 5 NODE 3 --> 77.7832718 sigma out 1act.( 82.411644 sig in 45act.) RANK 6 NODE 32 --> 76.2840195 sigma out 1act.( 91.5171432 sig in 45act.) RANK 7 NODE 18 --> 75.0515366 sigma out 1act.( 94.4831848 sig in 45act.) RANK 8 NODE 45 --> 74.9556351 sigma out 1act.( 83.6623688 sig in 45act.) RANK 9 NODE 4 --> 72.2458267 sigma out 1act.( 99.332756 sig in 45act.) RANK 10 NODE 16 --> 70.7476273 sigma out 1act.( 70.9420471 sig in 45act.) RANK 11 NODE 41 --> 67.7349396 sigma out 1act.( 83.1482239 sig in 45act.) RANK 12 NODE 44 --> 67.6065369 sigma out 1act.( 87.114418 sig in 45act.) RANK 13 NODE 23 --> 64.8799896 sigma out 1act.( 84.1057663 sig in 45act.) RANK 14 NODE 13 --> 61.2128334 sigma out 1act.( 66.2483673 sig in 45act.) RANK 15 NODE 21 --> 60.5506287 sigma out 1act.( 78.1811981 sig in 45act.) RANK 16 NODE 2 --> 58.7528801 sigma out 1act.( 57.5724525 sig in 45act.) RANK 17 NODE 19 --> 57.0635872 sigma out 1act.( 65.9831085 sig in 45act.) RANK 18 NODE 14 --> 51.9373169 sigma out 1act.( 63.4318199 sig in 45act.) RANK 19 NODE 20 --> 49.250164 sigma out 1act.( 56.6401367 sig in 45act.) RANK 20 NODE 9 --> 48.5429306 sigma out 1act.( 49.8274231 sig in 45act.) RANK 21 NODE 42 --> 46.4224701 sigma out 1act.( 47.0642128 sig in 45act.) RANK 22 NODE 27 --> 45.3730583 sigma out 1act.( 42.5373955 sig in 45act.) RANK 23 NODE 35 --> 35.285614 sigma out 1act.( 40.8703613 sig in 45act.) RANK 24 NODE 39 --> 34.0665779 sigma out 1act.( 39.4857941 sig in 45act.) RANK 25 NODE 5 --> 33.4852867 sigma out 1act.( 34.917263 sig in 45act.) RANK 26 NODE 10 --> 33.238102 sigma out 1act.( 33.1277084 sig in 45act.) RANK 27 NODE 40 --> 29.8585091 sigma out 1act.( 36.9435768 sig in 45act.) RANK 28 NODE 12 --> 29.8059483 sigma out 1act.( 31.1195908 sig in 45act.) RANK 29 NODE 33 --> 27.9757767 sigma out 1act.( 34.1349258 sig in 45act.) RANK 30 NODE 43 --> 27.7127762 sigma out 1act.( 28.7097301 sig in 45act.) RANK 31 NODE 28 --> 27.5342197 sigma out 1act.( 30.4964218 sig in 45act.) RANK 32 NODE 17 --> 26.9635868 sigma out 1act.( 27.4727898 sig in 45act.) RANK 33 NODE 34 --> 23.9560852 sigma out 1act.( 29.3624802 sig in 45act.) RANK 34 NODE 15 --> 23.2797146 sigma out 1act.( 29.6106606 sig in 45act.) RANK 35 NODE 38 --> 22.8295803 sigma out 1act.( 27.6582336 sig in 45act.) RANK 36 NODE 11 --> 22.3554478 sigma out 1act.( 28.5559769 sig in 45act.) RANK 37 NODE 37 --> 20.3108082 sigma out 1act.( 22.1184845 sig in 45act.) RANK 38 NODE 1 --> 19.4399834 sigma out 1act.( 22.7039871 sig in 45act.) RANK 39 NODE 6 --> 19.0006008 sigma out 1act.( 21.0869389 sig in 45act.) RANK 40 NODE 7 --> 18.9715023 sigma out 1act.( 23.3157349 sig in 45act.) RANK 41 NODE 26 --> 18.6482658 sigma out 1act.( 21.6760979 sig in 45act.) RANK 42 NODE 30 --> 13.0304108 sigma out 1act.( 17.2446785 sig in 45act.) RANK 43 NODE 25 --> 5.27969933 sigma out 1act.( 11.6338024 sig in 45act.) RANK 44 NODE 8 --> 3.28249216 sigma out 1act.( 10.1756172 sig in 45act.) RANK 45 NODE 36 --> 3.23555446 sigma out 1act.( 11.6579714 sig in 45act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 345.187927 sigma in 45 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.518839359 *** contribution from regularisation: 0.0030739943 *** contribution from error: -0.52191335 *** contribution from DIAG: 0.000202681913 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.518983066 *** contribution from regularisation: 0.00307453051 *** contribution from error: -0.522057593 *** contribution from DIAG: 0.000212702173 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.519114196 *** contribution from regularisation: 0.0030690711 *** contribution from error: -0.522183239 *** contribution from DIAG: 0.000214914093 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.519217432 *** contribution from regularisation: 0.00307542575 *** contribution from error: -0.522292852 *** contribution from DIAG: 0.000215896493 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.519327998 *** contribution from regularisation: 0.00306766969 *** contribution from error: -0.52239567 *** contribution from DIAG: 0.000216701315 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.519414246 *** contribution from regularisation: 0.00307196658 *** contribution from error: -0.52248621 *** contribution from DIAG: 0.000218948277 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.519505322 *** contribution from regularisation: 0.00306519261 *** contribution from error: -0.522570491 *** contribution from DIAG: 0.000221143171 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.519584656 *** contribution from regularisation: 0.00306571135 *** contribution from error: -0.522650361 *** contribution from DIAG: 0.000221793904 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.519661069 *** contribution from regularisation: 0.00306526269 *** contribution from error: -0.522726357 *** contribution from DIAG: 0.000221149516 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.519733906 *** contribution from regularisation: 0.00306524127 *** contribution from error: -0.522799134 *** contribution from DIAG: 0.000221890892 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 244.701859 sigma out 45 active outputs RANK 2 NODE 7 --> 127.226013 sigma out 45 active outputs RANK 3 NODE 5 --> 115.084084 sigma out 45 active outputs RANK 4 NODE 6 --> 106.407631 sigma out 45 active outputs RANK 5 NODE 3 --> 91.8674393 sigma out 45 active outputs RANK 6 NODE 9 --> 71.9191589 sigma out 45 active outputs RANK 7 NODE 13 --> 62.7259598 sigma out 45 active outputs RANK 8 NODE 19 --> 62.7017708 sigma out 45 active outputs RANK 9 NODE 2 --> 58.8720627 sigma out 45 active outputs RANK 10 NODE 12 --> 56.4177132 sigma out 45 active outputs RANK 11 NODE 11 --> 55.8618088 sigma out 45 active outputs RANK 12 NODE 17 --> 55.0153465 sigma out 45 active outputs RANK 13 NODE 8 --> 54.0401115 sigma out 45 active outputs RANK 14 NODE 4 --> 52.9182587 sigma out 45 active outputs RANK 15 NODE 21 --> 49.7297173 sigma out 45 active outputs RANK 16 NODE 14 --> 49.3607864 sigma out 45 active outputs RANK 17 NODE 10 --> 48.828701 sigma out 45 active outputs RANK 18 NODE 16 --> 45.8431549 sigma out 45 active outputs RANK 19 NODE 15 --> 42.3929062 sigma out 45 active outputs RANK 20 NODE 20 --> 41.4469299 sigma out 45 active outputs RANK 21 NODE 25 --> 41.2851677 sigma out 45 active outputs RANK 22 NODE 30 --> 39.5575829 sigma out 45 active outputs RANK 23 NODE 18 --> 37.5694351 sigma out 45 active outputs RANK 24 NODE 23 --> 37.4353981 sigma out 45 active outputs RANK 25 NODE 24 --> 36.4986343 sigma out 45 active outputs RANK 26 NODE 22 --> 33.1526527 sigma out 45 active outputs RANK 27 NODE 43 --> 32.5694618 sigma out 45 active outputs RANK 28 NODE 26 --> 32.2287636 sigma out 45 active outputs RANK 29 NODE 28 --> 29.1903305 sigma out 45 active outputs RANK 30 NODE 27 --> 27.9129543 sigma out 45 active outputs RANK 31 NODE 33 --> 27.3803635 sigma out 45 active outputs RANK 32 NODE 31 --> 26.3312283 sigma out 45 active outputs RANK 33 NODE 32 --> 25.9801426 sigma out 45 active outputs RANK 34 NODE 36 --> 24.8671913 sigma out 45 active outputs RANK 35 NODE 35 --> 22.5957413 sigma out 45 active outputs RANK 36 NODE 34 --> 22.3842583 sigma out 45 active outputs RANK 37 NODE 29 --> 21.7181911 sigma out 45 active outputs RANK 38 NODE 37 --> 21.5744991 sigma out 45 active outputs RANK 39 NODE 40 --> 20.931324 sigma out 45 active outputs RANK 40 NODE 41 --> 20.4140472 sigma out 45 active outputs RANK 41 NODE 38 --> 19.3586254 sigma out 45 active outputs RANK 42 NODE 39 --> 18.9650192 sigma out 45 active outputs RANK 43 NODE 42 --> 18.6900463 sigma out 45 active outputs RANK 44 NODE 44 --> 12.6415567 sigma out 45 active outputs RANK 45 NODE 45 --> 9.54472637 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 24 --> 139.059631 sigma in 45act. ( 90.9074402 sig out 1act.) RANK 2 NODE 22 --> 128.180756 sigma in 45act. ( 91.4887695 sig out 1act.) RANK 3 NODE 31 --> 102.240646 sigma in 45act. ( 89.0446014 sig out 1act.) RANK 4 NODE 4 --> 99.8179932 sigma in 45act. ( 71.9613647 sig out 1act.) RANK 5 NODE 18 --> 95.0354385 sigma in 45act. ( 75.2324524 sig out 1act.) RANK 6 NODE 32 --> 91.249794 sigma in 45act. ( 75.7754898 sig out 1act.) RANK 7 NODE 29 --> 88.4940948 sigma in 45act. ( 94.6373367 sig out 1act.) RANK 8 NODE 44 --> 86.341095 sigma in 45act. ( 66.8069611 sig out 1act.) RANK 9 NODE 45 --> 85.4722748 sigma in 45act. ( 76.4356232 sig out 1act.) RANK 10 NODE 23 --> 84.4566498 sigma in 45act. ( 65.0546265 sig out 1act.) RANK 11 NODE 41 --> 83.8231049 sigma in 45act. ( 67.0477524 sig out 1act.) RANK 12 NODE 3 --> 82.9408646 sigma in 45act. ( 78.6877747 sig out 1act.) RANK 13 NODE 21 --> 78.6697159 sigma in 45act. ( 60.4489708 sig out 1act.) RANK 14 NODE 16 --> 71.3549576 sigma in 45act. ( 71.223671 sig out 1act.) RANK 15 NODE 19 --> 66.7597504 sigma in 45act. ( 57.560257 sig out 1act.) RANK 16 NODE 13 --> 66.5815735 sigma in 45act. ( 61.2472115 sig out 1act.) RANK 17 NODE 14 --> 64.5018845 sigma in 45act. ( 51.7711487 sig out 1act.) RANK 18 NODE 2 --> 57.5702209 sigma in 45act. ( 59.1005478 sig out 1act.) RANK 19 NODE 20 --> 56.9941711 sigma in 45act. ( 49.6193924 sig out 1act.) RANK 20 NODE 9 --> 49.5509911 sigma in 45act. ( 47.805027 sig out 1act.) RANK 21 NODE 42 --> 47.7492332 sigma in 45act. ( 46.649025 sig out 1act.) RANK 22 NODE 27 --> 43.721756 sigma in 45act. ( 47.4417305 sig out 1act.) RANK 23 NODE 39 --> 41.1140594 sigma in 45act. ( 35.168026 sig out 1act.) RANK 24 NODE 35 --> 40.5355301 sigma in 45act. ( 34.8983269 sig out 1act.) RANK 25 NODE 40 --> 37.3269615 sigma in 45act. ( 30.0238609 sig out 1act.) RANK 26 NODE 5 --> 33.7011528 sigma in 45act. ( 32.7302589 sig out 1act.) RANK 27 NODE 33 --> 33.0640488 sigma in 45act. ( 27.2413082 sig out 1act.) RANK 28 NODE 10 --> 32.0722923 sigma in 45act. ( 32.8070183 sig out 1act.) RANK 29 NODE 15 --> 31.6271477 sigma in 45act. ( 23.2644234 sig out 1act.) RANK 30 NODE 12 --> 30.9818363 sigma in 45act. ( 29.7605991 sig out 1act.) RANK 31 NODE 28 --> 30.6659927 sigma in 45act. ( 27.9311066 sig out 1act.) RANK 32 NODE 43 --> 29.531538 sigma in 45act. ( 29.0666428 sig out 1act.) RANK 33 NODE 11 --> 28.3794975 sigma in 45act. ( 22.3265533 sig out 1act.) RANK 34 NODE 17 --> 28.0752411 sigma in 45act. ( 27.5671329 sig out 1act.) RANK 35 NODE 34 --> 27.8787422 sigma in 45act. ( 23.0428562 sig out 1act.) RANK 36 NODE 38 --> 27.6999302 sigma in 45act. ( 22.5417194 sig out 1act.) RANK 37 NODE 1 --> 23.0507832 sigma in 45act. ( 19.3378468 sig out 1act.) RANK 38 NODE 7 --> 22.9633141 sigma in 45act. ( 18.6820297 sig out 1act.) RANK 39 NODE 26 --> 22.3097248 sigma in 45act. ( 19.1923065 sig out 1act.) RANK 40 NODE 37 --> 22.2464523 sigma in 45act. ( 20.2819347 sig out 1act.) RANK 41 NODE 6 --> 20.0061417 sigma in 45act. ( 18.5907726 sig out 1act.) RANK 42 NODE 30 --> 17.2713623 sigma in 45act. ( 13.2059975 sig out 1act.) RANK 43 NODE 36 --> 10.3073206 sigma in 45act. ( 2.95294714 sig out 1act.) RANK 44 NODE 25 --> 10.2637119 sigma in 45act. ( 4.55104828 sig out 1act.) RANK 45 NODE 8 --> 9.29126644 sigma in 45act. ( 3.47091651 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 94.6373367 sigma out 1act.( 88.4940948 sig in 45act.) RANK 2 NODE 22 --> 91.4887695 sigma out 1act.( 128.180756 sig in 45act.) RANK 3 NODE 24 --> 90.9074402 sigma out 1act.( 139.059631 sig in 45act.) RANK 4 NODE 31 --> 89.0446014 sigma out 1act.( 102.240646 sig in 45act.) RANK 5 NODE 3 --> 78.6877747 sigma out 1act.( 82.9408646 sig in 45act.) RANK 6 NODE 45 --> 76.4356232 sigma out 1act.( 85.4722748 sig in 45act.) RANK 7 NODE 32 --> 75.7754898 sigma out 1act.( 91.249794 sig in 45act.) RANK 8 NODE 18 --> 75.2324524 sigma out 1act.( 95.0354385 sig in 45act.) RANK 9 NODE 4 --> 71.9613647 sigma out 1act.( 99.8179932 sig in 45act.) RANK 10 NODE 16 --> 71.223671 sigma out 1act.( 71.3549576 sig in 45act.) RANK 11 NODE 41 --> 67.0477524 sigma out 1act.( 83.8231049 sig in 45act.) RANK 12 NODE 44 --> 66.8069611 sigma out 1act.( 86.341095 sig in 45act.) RANK 13 NODE 23 --> 65.0546265 sigma out 1act.( 84.4566498 sig in 45act.) RANK 14 NODE 13 --> 61.2472115 sigma out 1act.( 66.5815735 sig in 45act.) RANK 15 NODE 21 --> 60.4489708 sigma out 1act.( 78.6697159 sig in 45act.) RANK 16 NODE 2 --> 59.1005478 sigma out 1act.( 57.5702209 sig in 45act.) RANK 17 NODE 19 --> 57.560257 sigma out 1act.( 66.7597504 sig in 45act.) RANK 18 NODE 14 --> 51.7711487 sigma out 1act.( 64.5018845 sig in 45act.) RANK 19 NODE 20 --> 49.6193924 sigma out 1act.( 56.9941711 sig in 45act.) RANK 20 NODE 9 --> 47.805027 sigma out 1act.( 49.5509911 sig in 45act.) RANK 21 NODE 27 --> 47.4417305 sigma out 1act.( 43.721756 sig in 45act.) RANK 22 NODE 42 --> 46.649025 sigma out 1act.( 47.7492332 sig in 45act.) RANK 23 NODE 39 --> 35.168026 sigma out 1act.( 41.1140594 sig in 45act.) RANK 24 NODE 35 --> 34.8983269 sigma out 1act.( 40.5355301 sig in 45act.) RANK 25 NODE 10 --> 32.8070183 sigma out 1act.( 32.0722923 sig in 45act.) RANK 26 NODE 5 --> 32.7302589 sigma out 1act.( 33.7011528 sig in 45act.) RANK 27 NODE 40 --> 30.0238609 sigma out 1act.( 37.3269615 sig in 45act.) RANK 28 NODE 12 --> 29.7605991 sigma out 1act.( 30.9818363 sig in 45act.) RANK 29 NODE 43 --> 29.0666428 sigma out 1act.( 29.531538 sig in 45act.) RANK 30 NODE 28 --> 27.9311066 sigma out 1act.( 30.6659927 sig in 45act.) RANK 31 NODE 17 --> 27.5671329 sigma out 1act.( 28.0752411 sig in 45act.) RANK 32 NODE 33 --> 27.2413082 sigma out 1act.( 33.0640488 sig in 45act.) RANK 33 NODE 15 --> 23.2644234 sigma out 1act.( 31.6271477 sig in 45act.) RANK 34 NODE 34 --> 23.0428562 sigma out 1act.( 27.8787422 sig in 45act.) RANK 35 NODE 38 --> 22.5417194 sigma out 1act.( 27.6999302 sig in 45act.) RANK 36 NODE 11 --> 22.3265533 sigma out 1act.( 28.3794975 sig in 45act.) RANK 37 NODE 37 --> 20.2819347 sigma out 1act.( 22.2464523 sig in 45act.) RANK 38 NODE 1 --> 19.3378468 sigma out 1act.( 23.0507832 sig in 45act.) RANK 39 NODE 26 --> 19.1923065 sigma out 1act.( 22.3097248 sig in 45act.) RANK 40 NODE 7 --> 18.6820297 sigma out 1act.( 22.9633141 sig in 45act.) RANK 41 NODE 6 --> 18.5907726 sigma out 1act.( 20.0061417 sig in 45act.) RANK 42 NODE 30 --> 13.2059975 sigma out 1act.( 17.2713623 sig in 45act.) RANK 43 NODE 25 --> 4.55104828 sigma out 1act.( 10.2637119 sig in 45act.) RANK 44 NODE 8 --> 3.47091651 sigma out 1act.( 9.29126644 sig in 45act.) RANK 45 NODE 36 --> 2.95294714 sigma out 1act.( 10.3073206 sig in 45act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 346.58728 sigma in 45 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.519811213 *** contribution from regularisation: 0.00305901864 *** contribution from error: -0.522870243 *** contribution from DIAG: 0.000221916955 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.519879639 *** contribution from regularisation: 0.00306044822 *** contribution from error: -0.522940099 *** contribution from DIAG: 0.000222400355 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.519949198 *** contribution from regularisation: 0.00305748195 *** contribution from error: -0.523006678 *** contribution from DIAG: 0.000223297422 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.519996703 *** contribution from regularisation: 0.00306287711 *** contribution from error: -0.523059607 *** contribution from DIAG: 0.0002236406 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.520041645 *** contribution from regularisation: 0.00305888662 *** contribution from error: -0.523100555 *** contribution from DIAG: 0.000223532508 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.520073235 *** contribution from regularisation: 0.00306204055 *** contribution from error: -0.523135304 *** contribution from DIAG: 0.00022232614 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.520101905 *** contribution from regularisation: 0.00306358282 *** contribution from error: -0.523165464 *** contribution from DIAG: 0.000220768095 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.520129204 *** contribution from regularisation: 0.00306303753 *** contribution from error: -0.523192227 *** contribution from DIAG: 0.000220534726 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.520158291 *** contribution from regularisation: 0.00305949082 *** contribution from error: -0.523217797 *** contribution from DIAG: 0.000221007576 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.520176053 *** contribution from regularisation: 0.0030655202 *** contribution from error: -0.52324158 *** contribution from DIAG: 0.000221266542 *********************************************** --------------------------------------------------- Iteration : 30 kill weight from layer 1 knot 15 to knot 16 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 245.360214 sigma out 45 active outputs RANK 2 NODE 7 --> 127.178482 sigma out 45 active outputs RANK 3 NODE 5 --> 115.562103 sigma out 45 active outputs RANK 4 NODE 6 --> 107.274872 sigma out 45 active outputs RANK 5 NODE 3 --> 92.5962677 sigma out 45 active outputs RANK 6 NODE 9 --> 72.0997696 sigma out 45 active outputs RANK 7 NODE 13 --> 62.9059143 sigma out 45 active outputs RANK 8 NODE 19 --> 62.3929977 sigma out 45 active outputs RANK 9 NODE 2 --> 58.6089516 sigma out 45 active outputs RANK 10 NODE 12 --> 56.0690804 sigma out 45 active outputs RANK 11 NODE 11 --> 56.0359879 sigma out 45 active outputs RANK 12 NODE 17 --> 54.4961853 sigma out 45 active outputs RANK 13 NODE 8 --> 53.7136841 sigma out 45 active outputs RANK 14 NODE 4 --> 52.8647804 sigma out 45 active outputs RANK 15 NODE 21 --> 49.8914795 sigma out 45 active outputs RANK 16 NODE 10 --> 49.0859528 sigma out 45 active outputs RANK 17 NODE 14 --> 48.8748474 sigma out 45 active outputs RANK 18 NODE 16 --> 45.6189423 sigma out 45 active outputs RANK 19 NODE 15 --> 42.442337 sigma out 44 active outputs RANK 20 NODE 25 --> 41.2799416 sigma out 45 active outputs RANK 21 NODE 20 --> 40.8781929 sigma out 45 active outputs RANK 22 NODE 30 --> 39.4072952 sigma out 45 active outputs RANK 23 NODE 18 --> 37.5274849 sigma out 45 active outputs RANK 24 NODE 23 --> 36.9283142 sigma out 45 active outputs RANK 25 NODE 24 --> 36.1364708 sigma out 45 active outputs RANK 26 NODE 43 --> 33.903141 sigma out 45 active outputs RANK 27 NODE 22 --> 32.7290955 sigma out 45 active outputs RANK 28 NODE 26 --> 32.3504219 sigma out 45 active outputs RANK 29 NODE 28 --> 28.7255249 sigma out 45 active outputs RANK 30 NODE 27 --> 27.6620979 sigma out 45 active outputs RANK 31 NODE 33 --> 26.956377 sigma out 45 active outputs RANK 32 NODE 31 --> 26.1347752 sigma out 45 active outputs RANK 33 NODE 32 --> 25.567461 sigma out 45 active outputs RANK 34 NODE 36 --> 24.7778416 sigma out 45 active outputs RANK 35 NODE 35 --> 22.4755726 sigma out 45 active outputs RANK 36 NODE 34 --> 22.277298 sigma out 45 active outputs RANK 37 NODE 37 --> 21.4558105 sigma out 45 active outputs RANK 38 NODE 29 --> 21.3669167 sigma out 45 active outputs RANK 39 NODE 40 --> 20.6752472 sigma out 45 active outputs RANK 40 NODE 41 --> 20.3413887 sigma out 45 active outputs RANK 41 NODE 38 --> 19.3298664 sigma out 45 active outputs RANK 42 NODE 42 --> 18.9262581 sigma out 45 active outputs RANK 43 NODE 39 --> 18.6316223 sigma out 45 active outputs RANK 44 NODE 44 --> 12.4133139 sigma out 45 active outputs RANK 45 NODE 45 --> 9.55987358 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 24 --> 139.232864 sigma in 45act. ( 90.949295 sig out 1act.) RANK 2 NODE 22 --> 128.278015 sigma in 45act. ( 91.115303 sig out 1act.) RANK 3 NODE 31 --> 102.620872 sigma in 45act. ( 90.1941071 sig out 1act.) RANK 4 NODE 4 --> 99.7519302 sigma in 45act. ( 71.7737122 sig out 1act.) RANK 5 NODE 18 --> 95.0697021 sigma in 45act. ( 75.1594925 sig out 1act.) RANK 6 NODE 32 --> 90.9880829 sigma in 45act. ( 75.2902832 sig out 1act.) RANK 7 NODE 29 --> 88.7904282 sigma in 45act. ( 95.2794495 sig out 1act.) RANK 8 NODE 45 --> 86.1007538 sigma in 45act. ( 77.5156784 sig out 1act.) RANK 9 NODE 44 --> 85.9371719 sigma in 45act. ( 66.4533768 sig out 1act.) RANK 10 NODE 23 --> 84.4624939 sigma in 45act. ( 65.0041504 sig out 1act.) RANK 11 NODE 41 --> 83.8026733 sigma in 45act. ( 66.6701279 sig out 1act.) RANK 12 NODE 3 --> 82.7424164 sigma in 45act. ( 79.5651932 sig out 1act.) RANK 13 NODE 21 --> 78.675354 sigma in 45act. ( 60.2914009 sig out 1act.) RANK 14 NODE 16 --> 71.5170746 sigma in 44act. ( 71.5654449 sig out 1act.) RANK 15 NODE 19 --> 66.967514 sigma in 45act. ( 57.6149101 sig out 1act.) RANK 16 NODE 13 --> 66.5608063 sigma in 45act. ( 61.4076767 sig out 1act.) RANK 17 NODE 14 --> 64.7086182 sigma in 45act. ( 51.799942 sig out 1act.) RANK 18 NODE 20 --> 57.6100883 sigma in 45act. ( 50.0912628 sig out 1act.) RANK 19 NODE 2 --> 57.5916252 sigma in 45act. ( 59.3059883 sig out 1act.) RANK 20 NODE 9 --> 49.5601807 sigma in 45act. ( 47.5208321 sig out 1act.) RANK 21 NODE 42 --> 48.0513496 sigma in 45act. ( 46.8702164 sig out 1act.) RANK 22 NODE 27 --> 44.2107773 sigma in 45act. ( 49.5187912 sig out 1act.) RANK 23 NODE 39 --> 41.6807938 sigma in 45act. ( 35.6309242 sig out 1act.) RANK 24 NODE 35 --> 40.3873634 sigma in 45act. ( 34.638382 sig out 1act.) RANK 25 NODE 40 --> 37.2857857 sigma in 45act. ( 30.115036 sig out 1act.) RANK 26 NODE 5 --> 33.3010559 sigma in 45act. ( 32.4156952 sig out 1act.) RANK 27 NODE 15 --> 32.7205772 sigma in 45act. ( 23.5221558 sig out 1act.) RANK 28 NODE 33 --> 32.5546379 sigma in 45act. ( 26.8560505 sig out 1act.) RANK 29 NODE 10 --> 31.905653 sigma in 45act. ( 32.7978287 sig out 1act.) RANK 30 NODE 12 --> 30.882 sigma in 45act. ( 29.8584232 sig out 1act.) RANK 31 NODE 28 --> 30.8468075 sigma in 45act. ( 28.2873077 sig out 1act.) RANK 32 NODE 43 --> 29.9806252 sigma in 45act. ( 30.5682373 sig out 1act.) RANK 33 NODE 17 --> 28.2408905 sigma in 45act. ( 28.1917706 sig out 1act.) RANK 34 NODE 11 --> 28.2019444 sigma in 45act. ( 22.5111065 sig out 1act.) RANK 35 NODE 38 --> 27.7542763 sigma in 45act. ( 22.4827232 sig out 1act.) RANK 36 NODE 34 --> 27.2674484 sigma in 45act. ( 22.5294323 sig out 1act.) RANK 37 NODE 1 --> 23.1512241 sigma in 45act. ( 19.188612 sig out 1act.) RANK 38 NODE 7 --> 22.7943878 sigma in 45act. ( 18.5828991 sig out 1act.) RANK 39 NODE 26 --> 22.5397682 sigma in 45act. ( 19.6334133 sig out 1act.) RANK 40 NODE 37 --> 22.3120136 sigma in 45act. ( 20.5833683 sig out 1act.) RANK 41 NODE 6 --> 19.7248058 sigma in 45act. ( 18.664711 sig out 1act.) RANK 42 NODE 30 --> 17.2471523 sigma in 45act. ( 13.3618574 sig out 1act.) RANK 43 NODE 36 --> 9.59511471 sigma in 45act. ( 2.76596427 sig out 1act.) RANK 44 NODE 25 --> 9.544837 sigma in 45act. ( 4.15617895 sig out 1act.) RANK 45 NODE 8 --> 8.87952805 sigma in 45act. ( 3.63433313 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 95.2794495 sigma out 1act.( 88.7904282 sig in 45act.) RANK 2 NODE 22 --> 91.115303 sigma out 1act.( 128.278015 sig in 45act.) RANK 3 NODE 24 --> 90.949295 sigma out 1act.( 139.232864 sig in 45act.) RANK 4 NODE 31 --> 90.1941071 sigma out 1act.( 102.620872 sig in 45act.) RANK 5 NODE 3 --> 79.5651932 sigma out 1act.( 82.7424164 sig in 45act.) RANK 6 NODE 45 --> 77.5156784 sigma out 1act.( 86.1007538 sig in 45act.) RANK 7 NODE 32 --> 75.2902832 sigma out 1act.( 90.9880829 sig in 45act.) RANK 8 NODE 18 --> 75.1594925 sigma out 1act.( 95.0697021 sig in 45act.) RANK 9 NODE 4 --> 71.7737122 sigma out 1act.( 99.7519302 sig in 45act.) RANK 10 NODE 16 --> 71.5654449 sigma out 1act.( 71.5170746 sig in 44act.) RANK 11 NODE 41 --> 66.6701279 sigma out 1act.( 83.8026733 sig in 45act.) RANK 12 NODE 44 --> 66.4533768 sigma out 1act.( 85.9371719 sig in 45act.) RANK 13 NODE 23 --> 65.0041504 sigma out 1act.( 84.4624939 sig in 45act.) RANK 14 NODE 13 --> 61.4076767 sigma out 1act.( 66.5608063 sig in 45act.) RANK 15 NODE 21 --> 60.2914009 sigma out 1act.( 78.675354 sig in 45act.) RANK 16 NODE 2 --> 59.3059883 sigma out 1act.( 57.5916252 sig in 45act.) RANK 17 NODE 19 --> 57.6149101 sigma out 1act.( 66.967514 sig in 45act.) RANK 18 NODE 14 --> 51.799942 sigma out 1act.( 64.7086182 sig in 45act.) RANK 19 NODE 20 --> 50.0912628 sigma out 1act.( 57.6100883 sig in 45act.) RANK 20 NODE 27 --> 49.5187912 sigma out 1act.( 44.2107773 sig in 45act.) RANK 21 NODE 9 --> 47.5208321 sigma out 1act.( 49.5601807 sig in 45act.) RANK 22 NODE 42 --> 46.8702164 sigma out 1act.( 48.0513496 sig in 45act.) RANK 23 NODE 39 --> 35.6309242 sigma out 1act.( 41.6807938 sig in 45act.) RANK 24 NODE 35 --> 34.638382 sigma out 1act.( 40.3873634 sig in 45act.) RANK 25 NODE 10 --> 32.7978287 sigma out 1act.( 31.905653 sig in 45act.) RANK 26 NODE 5 --> 32.4156952 sigma out 1act.( 33.3010559 sig in 45act.) RANK 27 NODE 43 --> 30.5682373 sigma out 1act.( 29.9806252 sig in 45act.) RANK 28 NODE 40 --> 30.115036 sigma out 1act.( 37.2857857 sig in 45act.) RANK 29 NODE 12 --> 29.8584232 sigma out 1act.( 30.882 sig in 45act.) RANK 30 NODE 28 --> 28.2873077 sigma out 1act.( 30.8468075 sig in 45act.) RANK 31 NODE 17 --> 28.1917706 sigma out 1act.( 28.2408905 sig in 45act.) RANK 32 NODE 33 --> 26.8560505 sigma out 1act.( 32.5546379 sig in 45act.) RANK 33 NODE 15 --> 23.5221558 sigma out 1act.( 32.7205772 sig in 45act.) RANK 34 NODE 34 --> 22.5294323 sigma out 1act.( 27.2674484 sig in 45act.) RANK 35 NODE 11 --> 22.5111065 sigma out 1act.( 28.2019444 sig in 45act.) RANK 36 NODE 38 --> 22.4827232 sigma out 1act.( 27.7542763 sig in 45act.) RANK 37 NODE 37 --> 20.5833683 sigma out 1act.( 22.3120136 sig in 45act.) RANK 38 NODE 26 --> 19.6334133 sigma out 1act.( 22.5397682 sig in 45act.) RANK 39 NODE 1 --> 19.188612 sigma out 1act.( 23.1512241 sig in 45act.) RANK 40 NODE 6 --> 18.664711 sigma out 1act.( 19.7248058 sig in 45act.) RANK 41 NODE 7 --> 18.5828991 sigma out 1act.( 22.7943878 sig in 45act.) RANK 42 NODE 30 --> 13.3618574 sigma out 1act.( 17.2471523 sig in 45act.) RANK 43 NODE 25 --> 4.15617895 sigma out 1act.( 9.544837 sig in 45act.) RANK 44 NODE 8 --> 3.63433313 sigma out 1act.( 8.87952805 sig in 45act.) RANK 45 NODE 36 --> 2.76596427 sigma out 1act.( 9.59511471 sig in 45act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 347.780457 sigma in 45 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.520205975 *** contribution from regularisation: 0.00305825938 *** contribution from error: -0.523264229 *** contribution from DIAG: 0.000220151298 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.520222723 *** contribution from regularisation: 0.00306243659 *** contribution from error: -0.523285151 *** contribution from DIAG: 0.000219566427 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.520245075 *** contribution from regularisation: 0.00305990782 *** contribution from error: -0.523304999 *** contribution from DIAG: 0.000219284149 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.52026391 *** contribution from regularisation: 0.00306010572 *** contribution from error: -0.523324013 *** contribution from DIAG: 0.000218800007 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.520282328 *** contribution from regularisation: 0.00305943214 *** contribution from error: -0.523341775 *** contribution from DIAG: 0.000218950299 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.52030009 *** contribution from regularisation: 0.00305923587 *** contribution from error: -0.523359299 *** contribution from DIAG: 0.000218618763 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.520314693 *** contribution from regularisation: 0.00306120329 *** contribution from error: -0.523375869 *** contribution from DIAG: 0.000218557063 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.520333827 *** contribution from regularisation: 0.00305804121 *** contribution from error: -0.523391843 *** contribution from DIAG: 0.000219457535 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.520351052 *** contribution from regularisation: 0.00305631035 *** contribution from error: -0.52340734 *** contribution from DIAG: 0.000219838257 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.520365238 *** contribution from regularisation: 0.00305723143 *** contribution from error: -0.52342248 *** contribution from DIAG: 0.000219712339 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 244.419968 sigma out 45 active outputs RANK 2 NODE 7 --> 126.816841 sigma out 45 active outputs RANK 3 NODE 5 --> 115.096947 sigma out 45 active outputs RANK 4 NODE 6 --> 107.148201 sigma out 45 active outputs RANK 5 NODE 3 --> 92.439537 sigma out 45 active outputs RANK 6 NODE 9 --> 72.0348358 sigma out 45 active outputs RANK 7 NODE 13 --> 62.7181816 sigma out 45 active outputs RANK 8 NODE 19 --> 61.8856773 sigma out 45 active outputs RANK 9 NODE 2 --> 58.827198 sigma out 45 active outputs RANK 10 NODE 11 --> 55.6861267 sigma out 45 active outputs RANK 11 NODE 12 --> 55.6809425 sigma out 45 active outputs RANK 12 NODE 17 --> 53.9940643 sigma out 45 active outputs RANK 13 NODE 8 --> 53.4211884 sigma out 45 active outputs RANK 14 NODE 4 --> 52.6788902 sigma out 45 active outputs RANK 15 NODE 21 --> 49.7101898 sigma out 45 active outputs RANK 16 NODE 10 --> 48.8163223 sigma out 45 active outputs RANK 17 NODE 14 --> 48.5174446 sigma out 45 active outputs RANK 18 NODE 16 --> 45.8744659 sigma out 45 active outputs RANK 19 NODE 15 --> 41.9568825 sigma out 44 active outputs RANK 20 NODE 25 --> 41.0878143 sigma out 45 active outputs RANK 21 NODE 20 --> 40.4814529 sigma out 45 active outputs RANK 22 NODE 30 --> 39.043499 sigma out 45 active outputs RANK 23 NODE 18 --> 37.0942497 sigma out 45 active outputs RANK 24 NODE 23 --> 36.8850937 sigma out 45 active outputs RANK 25 NODE 24 --> 35.6330528 sigma out 45 active outputs RANK 26 NODE 43 --> 34.4897995 sigma out 45 active outputs RANK 27 NODE 22 --> 32.6360893 sigma out 45 active outputs RANK 28 NODE 26 --> 31.8410511 sigma out 45 active outputs RANK 29 NODE 28 --> 28.2056351 sigma out 45 active outputs RANK 30 NODE 27 --> 27.4377365 sigma out 45 active outputs RANK 31 NODE 33 --> 26.5573235 sigma out 45 active outputs RANK 32 NODE 31 --> 26.2272568 sigma out 45 active outputs RANK 33 NODE 32 --> 25.512516 sigma out 45 active outputs RANK 34 NODE 36 --> 24.666935 sigma out 45 active outputs RANK 35 NODE 35 --> 22.4438782 sigma out 45 active outputs RANK 36 NODE 34 --> 22.16852 sigma out 45 active outputs RANK 37 NODE 37 --> 21.3204556 sigma out 45 active outputs RANK 38 NODE 29 --> 21.1900005 sigma out 45 active outputs RANK 39 NODE 41 --> 20.1383476 sigma out 45 active outputs RANK 40 NODE 40 --> 20.095192 sigma out 45 active outputs RANK 41 NODE 38 --> 19.1040916 sigma out 45 active outputs RANK 42 NODE 42 --> 19.049839 sigma out 45 active outputs RANK 43 NODE 39 --> 18.4260426 sigma out 45 active outputs RANK 44 NODE 44 --> 12.254941 sigma out 45 active outputs RANK 45 NODE 45 --> 9.48446083 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 24 --> 138.691681 sigma in 45act. ( 90.3396606 sig out 1act.) RANK 2 NODE 22 --> 127.677765 sigma in 45act. ( 90.5992279 sig out 1act.) RANK 3 NODE 31 --> 102.19738 sigma in 45act. ( 90.412674 sig out 1act.) RANK 4 NODE 4 --> 99.3532181 sigma in 45act. ( 70.9882736 sig out 1act.) RANK 5 NODE 18 --> 94.5988312 sigma in 45act. ( 74.781044 sig out 1act.) RANK 6 NODE 32 --> 90.4058914 sigma in 45act. ( 74.8254929 sig out 1act.) RANK 7 NODE 29 --> 88.5571671 sigma in 45act. ( 95.0299072 sig out 1act.) RANK 8 NODE 45 --> 86.0849991 sigma in 45act. ( 77.3847427 sig out 1act.) RANK 9 NODE 44 --> 85.3167267 sigma in 45act. ( 66.0787811 sig out 1act.) RANK 10 NODE 23 --> 84.1343994 sigma in 45act. ( 64.549736 sig out 1act.) RANK 11 NODE 41 --> 83.5393982 sigma in 45act. ( 65.9100266 sig out 1act.) RANK 12 NODE 3 --> 82.3730392 sigma in 45act. ( 79.485672 sig out 1act.) RANK 13 NODE 21 --> 78.2990952 sigma in 45act. ( 59.6468239 sig out 1act.) RANK 14 NODE 16 --> 71.2311096 sigma in 44act. ( 71.4983444 sig out 1act.) RANK 15 NODE 19 --> 66.7121887 sigma in 45act. ( 57.3541679 sig out 1act.) RANK 16 NODE 13 --> 66.2180634 sigma in 45act. ( 61.2005806 sig out 1act.) RANK 17 NODE 14 --> 64.4706955 sigma in 45act. ( 51.4288979 sig out 1act.) RANK 18 NODE 20 --> 57.7072983 sigma in 45act. ( 50.1309242 sig out 1act.) RANK 19 NODE 2 --> 57.3509331 sigma in 45act. ( 59.2301483 sig out 1act.) RANK 20 NODE 9 --> 49.3126869 sigma in 45act. ( 47.2421722 sig out 1act.) RANK 21 NODE 42 --> 47.9768906 sigma in 45act. ( 46.7082939 sig out 1act.) RANK 22 NODE 27 --> 44.4247818 sigma in 45act. ( 50.1651115 sig out 1act.) RANK 23 NODE 39 --> 41.6183891 sigma in 45act. ( 35.8062325 sig out 1act.) RANK 24 NODE 35 --> 40.1162682 sigma in 45act. ( 34.4122276 sig out 1act.) RANK 25 NODE 40 --> 37.1060181 sigma in 45act. ( 30.0297737 sig out 1act.) RANK 26 NODE 15 --> 33.1288147 sigma in 45act. ( 23.6461868 sig out 1act.) RANK 27 NODE 5 --> 32.9699402 sigma in 45act. ( 32.1550636 sig out 1act.) RANK 28 NODE 33 --> 32.2477226 sigma in 45act. ( 26.5314484 sig out 1act.) RANK 29 NODE 10 --> 31.7479057 sigma in 45act. ( 32.6857681 sig out 1act.) RANK 30 NODE 28 --> 30.7614651 sigma in 45act. ( 28.3595829 sig out 1act.) RANK 31 NODE 12 --> 30.7063236 sigma in 45act. ( 29.8342896 sig out 1act.) RANK 32 NODE 43 --> 30.2830696 sigma in 45act. ( 31.0731983 sig out 1act.) RANK 33 NODE 17 --> 28.2358913 sigma in 45act. ( 28.2315674 sig out 1act.) RANK 34 NODE 11 --> 28.0290089 sigma in 45act. ( 22.4009609 sig out 1act.) RANK 35 NODE 38 --> 27.6375847 sigma in 45act. ( 22.4365864 sig out 1act.) RANK 36 NODE 34 --> 26.9131966 sigma in 45act. ( 22.2790394 sig out 1act.) RANK 37 NODE 1 --> 23.0667973 sigma in 45act. ( 19.0282078 sig out 1act.) RANK 38 NODE 7 --> 22.6198788 sigma in 45act. ( 18.5030804 sig out 1act.) RANK 39 NODE 26 --> 22.5453796 sigma in 45act. ( 19.6733265 sig out 1act.) RANK 40 NODE 37 --> 22.2509289 sigma in 45act. ( 20.6896954 sig out 1act.) RANK 41 NODE 6 --> 19.5356369 sigma in 45act. ( 18.6593723 sig out 1act.) RANK 42 NODE 30 --> 17.1852627 sigma in 45act. ( 13.3092794 sig out 1act.) RANK 43 NODE 36 --> 9.27695274 sigma in 45act. ( 2.68442655 sig out 1act.) RANK 44 NODE 25 --> 9.22698212 sigma in 45act. ( 3.97834587 sig out 1act.) RANK 45 NODE 8 --> 8.69909859 sigma in 45act. ( 3.69764662 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 95.0299072 sigma out 1act.( 88.5571671 sig in 45act.) RANK 2 NODE 22 --> 90.5992279 sigma out 1act.( 127.677765 sig in 45act.) RANK 3 NODE 31 --> 90.412674 sigma out 1act.( 102.19738 sig in 45act.) RANK 4 NODE 24 --> 90.3396606 sigma out 1act.( 138.691681 sig in 45act.) RANK 5 NODE 3 --> 79.485672 sigma out 1act.( 82.3730392 sig in 45act.) RANK 6 NODE 45 --> 77.3847427 sigma out 1act.( 86.0849991 sig in 45act.) RANK 7 NODE 32 --> 74.8254929 sigma out 1act.( 90.4058914 sig in 45act.) RANK 8 NODE 18 --> 74.781044 sigma out 1act.( 94.5988312 sig in 45act.) RANK 9 NODE 16 --> 71.4983444 sigma out 1act.( 71.2311096 sig in 44act.) RANK 10 NODE 4 --> 70.9882736 sigma out 1act.( 99.3532181 sig in 45act.) RANK 11 NODE 44 --> 66.0787811 sigma out 1act.( 85.3167267 sig in 45act.) RANK 12 NODE 41 --> 65.9100266 sigma out 1act.( 83.5393982 sig in 45act.) RANK 13 NODE 23 --> 64.549736 sigma out 1act.( 84.1343994 sig in 45act.) RANK 14 NODE 13 --> 61.2005806 sigma out 1act.( 66.2180634 sig in 45act.) RANK 15 NODE 21 --> 59.6468239 sigma out 1act.( 78.2990952 sig in 45act.) RANK 16 NODE 2 --> 59.2301483 sigma out 1act.( 57.3509331 sig in 45act.) RANK 17 NODE 19 --> 57.3541679 sigma out 1act.( 66.7121887 sig in 45act.) RANK 18 NODE 14 --> 51.4288979 sigma out 1act.( 64.4706955 sig in 45act.) RANK 19 NODE 27 --> 50.1651115 sigma out 1act.( 44.4247818 sig in 45act.) RANK 20 NODE 20 --> 50.1309242 sigma out 1act.( 57.7072983 sig in 45act.) RANK 21 NODE 9 --> 47.2421722 sigma out 1act.( 49.3126869 sig in 45act.) RANK 22 NODE 42 --> 46.7082939 sigma out 1act.( 47.9768906 sig in 45act.) RANK 23 NODE 39 --> 35.8062325 sigma out 1act.( 41.6183891 sig in 45act.) RANK 24 NODE 35 --> 34.4122276 sigma out 1act.( 40.1162682 sig in 45act.) RANK 25 NODE 10 --> 32.6857681 sigma out 1act.( 31.7479057 sig in 45act.) RANK 26 NODE 5 --> 32.1550636 sigma out 1act.( 32.9699402 sig in 45act.) RANK 27 NODE 43 --> 31.0731983 sigma out 1act.( 30.2830696 sig in 45act.) RANK 28 NODE 40 --> 30.0297737 sigma out 1act.( 37.1060181 sig in 45act.) RANK 29 NODE 12 --> 29.8342896 sigma out 1act.( 30.7063236 sig in 45act.) RANK 30 NODE 28 --> 28.3595829 sigma out 1act.( 30.7614651 sig in 45act.) RANK 31 NODE 17 --> 28.2315674 sigma out 1act.( 28.2358913 sig in 45act.) RANK 32 NODE 33 --> 26.5314484 sigma out 1act.( 32.2477226 sig in 45act.) RANK 33 NODE 15 --> 23.6461868 sigma out 1act.( 33.1288147 sig in 45act.) RANK 34 NODE 38 --> 22.4365864 sigma out 1act.( 27.6375847 sig in 45act.) RANK 35 NODE 11 --> 22.4009609 sigma out 1act.( 28.0290089 sig in 45act.) RANK 36 NODE 34 --> 22.2790394 sigma out 1act.( 26.9131966 sig in 45act.) RANK 37 NODE 37 --> 20.6896954 sigma out 1act.( 22.2509289 sig in 45act.) RANK 38 NODE 26 --> 19.6733265 sigma out 1act.( 22.5453796 sig in 45act.) RANK 39 NODE 1 --> 19.0282078 sigma out 1act.( 23.0667973 sig in 45act.) RANK 40 NODE 6 --> 18.6593723 sigma out 1act.( 19.5356369 sig in 45act.) RANK 41 NODE 7 --> 18.5030804 sigma out 1act.( 22.6198788 sig in 45act.) RANK 42 NODE 30 --> 13.3092794 sigma out 1act.( 17.1852627 sig in 45act.) RANK 43 NODE 25 --> 3.97834587 sigma out 1act.( 9.22698212 sig in 45act.) RANK 44 NODE 8 --> 3.69764662 sigma out 1act.( 8.69909859 sig in 45act.) RANK 45 NODE 36 --> 2.68442655 sigma out 1act.( 9.27695274 sig in 45act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 346.501221 sigma in 45 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.520381033 *** contribution from regularisation: 0.0030562696 *** contribution from error: -0.523437321 *** contribution from DIAG: 0.000219487178 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.520397604 *** contribution from regularisation: 0.00305448426 *** contribution from error: -0.523452103 *** contribution from DIAG: 0.000219338675 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.520407677 *** contribution from regularisation: 0.00305865053 *** contribution from error: -0.523466349 *** contribution from DIAG: 0.000219324895 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.520420551 *** contribution from regularisation: 0.00305924471 *** contribution from error: -0.523479819 *** contribution from DIAG: 0.000219467533 *********************************************** --------------------------------------------------- Iteration : 44 kill weight from layer 1 knot 41 to knot 13 *********************************************** *** Learn Path 44 *** loss function: -0.520435929 *** contribution from regularisation: 0.00305725774 *** contribution from error: -0.523493171 *** contribution from DIAG: 0.000219250665 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.520449758 *** contribution from regularisation: 0.00305648218 *** contribution from error: -0.523506224 *** contribution from DIAG: 0.000219063819 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.520458877 *** contribution from regularisation: 0.00306014414 *** contribution from error: -0.523519039 *** contribution from DIAG: 0.000219034555 *********************************************** --------------------------------------------------- Iteration : 47 kill weight from layer 1 knot 31 to knot 4 kill weight from layer 1 knot 40 to knot 44 *********************************************** *** Learn Path 47 *** loss function: -0.520481765 *** contribution from regularisation: 0.00305026746 *** contribution from error: -0.523532033 *** contribution from DIAG: 0.000219191745 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.520494103 *** contribution from regularisation: 0.00305047655 *** contribution from error: -0.52354461 *** contribution from DIAG: 0.000219171998 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.520502567 *** contribution from regularisation: 0.00305441581 *** contribution from error: -0.523557007 *** contribution from DIAG: 0.000218931542 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 245.091782 sigma out 45 active outputs RANK 2 NODE 7 --> 126.328415 sigma out 45 active outputs RANK 3 NODE 5 --> 115.131165 sigma out 45 active outputs RANK 4 NODE 6 --> 107.648712 sigma out 45 active outputs RANK 5 NODE 3 --> 93.0592346 sigma out 45 active outputs RANK 6 NODE 9 --> 72.0850906 sigma out 45 active outputs RANK 7 NODE 13 --> 62.639019 sigma out 45 active outputs RANK 8 NODE 19 --> 61.5722847 sigma out 45 active outputs RANK 9 NODE 2 --> 58.483387 sigma out 45 active outputs RANK 10 NODE 11 --> 55.7118301 sigma out 45 active outputs RANK 11 NODE 12 --> 55.5269814 sigma out 45 active outputs RANK 12 NODE 17 --> 54.1482773 sigma out 45 active outputs RANK 13 NODE 8 --> 53.513649 sigma out 45 active outputs RANK 14 NODE 4 --> 52.4728317 sigma out 45 active outputs RANK 15 NODE 21 --> 49.827774 sigma out 45 active outputs RANK 16 NODE 10 --> 48.8599777 sigma out 45 active outputs RANK 17 NODE 14 --> 48.5208206 sigma out 45 active outputs RANK 18 NODE 16 --> 45.5480423 sigma out 45 active outputs RANK 19 NODE 15 --> 41.7127647 sigma out 44 active outputs RANK 20 NODE 25 --> 41.2160683 sigma out 45 active outputs RANK 21 NODE 20 --> 40.2132645 sigma out 45 active outputs RANK 22 NODE 30 --> 39.0746765 sigma out 45 active outputs RANK 23 NODE 18 --> 37.0866127 sigma out 45 active outputs RANK 24 NODE 23 --> 36.5861893 sigma out 45 active outputs RANK 25 NODE 24 --> 35.5727577 sigma out 45 active outputs RANK 26 NODE 43 --> 34.7756958 sigma out 45 active outputs RANK 27 NODE 22 --> 32.3300018 sigma out 45 active outputs RANK 28 NODE 26 --> 31.8843174 sigma out 45 active outputs RANK 29 NODE 28 --> 28.1593723 sigma out 45 active outputs RANK 30 NODE 27 --> 27.4253006 sigma out 45 active outputs RANK 31 NODE 33 --> 26.5174007 sigma out 45 active outputs RANK 32 NODE 31 --> 26.1852894 sigma out 44 active outputs RANK 33 NODE 32 --> 25.4372253 sigma out 45 active outputs RANK 34 NODE 36 --> 24.730114 sigma out 45 active outputs RANK 35 NODE 35 --> 22.5394039 sigma out 45 active outputs RANK 36 NODE 34 --> 22.0589428 sigma out 45 active outputs RANK 37 NODE 37 --> 21.3437653 sigma out 45 active outputs RANK 38 NODE 29 --> 21.045372 sigma out 45 active outputs RANK 39 NODE 40 --> 20.3091984 sigma out 44 active outputs RANK 40 NODE 41 --> 20.1716957 sigma out 44 active outputs RANK 41 NODE 38 --> 19.3545876 sigma out 45 active outputs RANK 42 NODE 42 --> 19.0747585 sigma out 45 active outputs RANK 43 NODE 39 --> 18.3989201 sigma out 45 active outputs RANK 44 NODE 44 --> 12.2073984 sigma out 45 active outputs RANK 45 NODE 45 --> 9.42043209 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 24 --> 138.690201 sigma in 45act. ( 90.9816437 sig out 1act.) RANK 2 NODE 22 --> 127.615433 sigma in 45act. ( 90.9647369 sig out 1act.) RANK 3 NODE 31 --> 102.500221 sigma in 45act. ( 90.7452927 sig out 1act.) RANK 4 NODE 4 --> 99.2831345 sigma in 44act. ( 71.3038559 sig out 1act.) RANK 5 NODE 18 --> 94.8775635 sigma in 45act. ( 74.6205673 sig out 1act.) RANK 6 NODE 32 --> 90.3801117 sigma in 45act. ( 75.1087341 sig out 1act.) RANK 7 NODE 29 --> 88.824173 sigma in 45act. ( 95.3376541 sig out 1act.) RANK 8 NODE 45 --> 86.3334732 sigma in 45act. ( 78.0025787 sig out 1act.) RANK 9 NODE 44 --> 85.1422424 sigma in 44act. ( 66.0936737 sig out 1act.) RANK 10 NODE 23 --> 84.259407 sigma in 45act. ( 64.6108246 sig out 1act.) RANK 11 NODE 41 --> 83.6345901 sigma in 45act. ( 65.6821518 sig out 1act.) RANK 12 NODE 3 --> 82.3642273 sigma in 45act. ( 79.8915634 sig out 1act.) RANK 13 NODE 21 --> 78.3050995 sigma in 45act. ( 59.5353661 sig out 1act.) RANK 14 NODE 16 --> 71.3648148 sigma in 44act. ( 71.8688889 sig out 1act.) RANK 15 NODE 19 --> 66.6069183 sigma in 45act. ( 57.7742386 sig out 1act.) RANK 16 NODE 13 --> 66.271347 sigma in 44act. ( 61.2577553 sig out 1act.) RANK 17 NODE 14 --> 64.5460281 sigma in 45act. ( 51.6125755 sig out 1act.) RANK 18 NODE 20 --> 58.0094337 sigma in 45act. ( 50.419857 sig out 1act.) RANK 19 NODE 2 --> 57.4129143 sigma in 45act. ( 59.2794151 sig out 1act.) RANK 20 NODE 9 --> 49.2921371 sigma in 45act. ( 47.29422 sig out 1act.) RANK 21 NODE 42 --> 48.1625633 sigma in 45act. ( 46.6395378 sig out 1act.) RANK 22 NODE 27 --> 44.6468582 sigma in 45act. ( 51.0189781 sig out 1act.) RANK 23 NODE 39 --> 41.8232613 sigma in 45act. ( 35.8779945 sig out 1act.) RANK 24 NODE 35 --> 40.075943 sigma in 45act. ( 34.4330101 sig out 1act.) RANK 25 NODE 40 --> 37.0791206 sigma in 45act. ( 30.0150738 sig out 1act.) RANK 26 NODE 15 --> 33.5095711 sigma in 45act. ( 23.7825375 sig out 1act.) RANK 27 NODE 5 --> 32.7393341 sigma in 45act. ( 32.1554832 sig out 1act.) RANK 28 NODE 33 --> 32.0514946 sigma in 45act. ( 26.6371059 sig out 1act.) RANK 29 NODE 10 --> 31.6590004 sigma in 45act. ( 32.8963203 sig out 1act.) RANK 30 NODE 28 --> 30.8582916 sigma in 45act. ( 28.4435272 sig out 1act.) RANK 31 NODE 12 --> 30.6575184 sigma in 45act. ( 30.0279007 sig out 1act.) RANK 32 NODE 43 --> 30.4337673 sigma in 45act. ( 31.7667866 sig out 1act.) RANK 33 NODE 17 --> 28.335743 sigma in 45act. ( 28.431673 sig out 1act.) RANK 34 NODE 11 --> 27.9734325 sigma in 45act. ( 22.4974556 sig out 1act.) RANK 35 NODE 38 --> 27.7052841 sigma in 45act. ( 22.4383259 sig out 1act.) RANK 36 NODE 34 --> 26.7284622 sigma in 45act. ( 22.1253071 sig out 1act.) RANK 37 NODE 1 --> 23.0622902 sigma in 45act. ( 19.0017776 sig out 1act.) RANK 38 NODE 26 --> 22.6873226 sigma in 45act. ( 19.6706619 sig out 1act.) RANK 39 NODE 7 --> 22.546587 sigma in 45act. ( 18.425375 sig out 1act.) RANK 40 NODE 37 --> 22.326601 sigma in 45act. ( 20.7734871 sig out 1act.) RANK 41 NODE 6 --> 19.4535942 sigma in 45act. ( 18.8100815 sig out 1act.) RANK 42 NODE 30 --> 17.1764488 sigma in 45act. ( 13.3872004 sig out 1act.) RANK 43 NODE 36 --> 9.04714584 sigma in 45act. ( 2.62350035 sig out 1act.) RANK 44 NODE 25 --> 9.00136852 sigma in 45act. ( 3.8762393 sig out 1act.) RANK 45 NODE 8 --> 8.57597542 sigma in 45act. ( 3.75502753 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 95.3376541 sigma out 1act.( 88.824173 sig in 45act.) RANK 2 NODE 24 --> 90.9816437 sigma out 1act.( 138.690201 sig in 45act.) RANK 3 NODE 22 --> 90.9647369 sigma out 1act.( 127.615433 sig in 45act.) RANK 4 NODE 31 --> 90.7452927 sigma out 1act.( 102.500221 sig in 45act.) RANK 5 NODE 3 --> 79.8915634 sigma out 1act.( 82.3642273 sig in 45act.) RANK 6 NODE 45 --> 78.0025787 sigma out 1act.( 86.3334732 sig in 45act.) RANK 7 NODE 32 --> 75.1087341 sigma out 1act.( 90.3801117 sig in 45act.) RANK 8 NODE 18 --> 74.6205673 sigma out 1act.( 94.8775635 sig in 45act.) RANK 9 NODE 16 --> 71.8688889 sigma out 1act.( 71.3648148 sig in 44act.) RANK 10 NODE 4 --> 71.3038559 sigma out 1act.( 99.2831345 sig in 44act.) RANK 11 NODE 44 --> 66.0936737 sigma out 1act.( 85.1422424 sig in 44act.) RANK 12 NODE 41 --> 65.6821518 sigma out 1act.( 83.6345901 sig in 45act.) RANK 13 NODE 23 --> 64.6108246 sigma out 1act.( 84.259407 sig in 45act.) RANK 14 NODE 13 --> 61.2577553 sigma out 1act.( 66.271347 sig in 44act.) RANK 15 NODE 21 --> 59.5353661 sigma out 1act.( 78.3050995 sig in 45act.) RANK 16 NODE 2 --> 59.2794151 sigma out 1act.( 57.4129143 sig in 45act.) RANK 17 NODE 19 --> 57.7742386 sigma out 1act.( 66.6069183 sig in 45act.) RANK 18 NODE 14 --> 51.6125755 sigma out 1act.( 64.5460281 sig in 45act.) RANK 19 NODE 27 --> 51.0189781 sigma out 1act.( 44.6468582 sig in 45act.) RANK 20 NODE 20 --> 50.419857 sigma out 1act.( 58.0094337 sig in 45act.) RANK 21 NODE 9 --> 47.29422 sigma out 1act.( 49.2921371 sig in 45act.) RANK 22 NODE 42 --> 46.6395378 sigma out 1act.( 48.1625633 sig in 45act.) RANK 23 NODE 39 --> 35.8779945 sigma out 1act.( 41.8232613 sig in 45act.) RANK 24 NODE 35 --> 34.4330101 sigma out 1act.( 40.075943 sig in 45act.) RANK 25 NODE 10 --> 32.8963203 sigma out 1act.( 31.6590004 sig in 45act.) RANK 26 NODE 5 --> 32.1554832 sigma out 1act.( 32.7393341 sig in 45act.) RANK 27 NODE 43 --> 31.7667866 sigma out 1act.( 30.4337673 sig in 45act.) RANK 28 NODE 12 --> 30.0279007 sigma out 1act.( 30.6575184 sig in 45act.) RANK 29 NODE 40 --> 30.0150738 sigma out 1act.( 37.0791206 sig in 45act.) RANK 30 NODE 28 --> 28.4435272 sigma out 1act.( 30.8582916 sig in 45act.) RANK 31 NODE 17 --> 28.431673 sigma out 1act.( 28.335743 sig in 45act.) RANK 32 NODE 33 --> 26.6371059 sigma out 1act.( 32.0514946 sig in 45act.) RANK 33 NODE 15 --> 23.7825375 sigma out 1act.( 33.5095711 sig in 45act.) RANK 34 NODE 11 --> 22.4974556 sigma out 1act.( 27.9734325 sig in 45act.) RANK 35 NODE 38 --> 22.4383259 sigma out 1act.( 27.7052841 sig in 45act.) RANK 36 NODE 34 --> 22.1253071 sigma out 1act.( 26.7284622 sig in 45act.) RANK 37 NODE 37 --> 20.7734871 sigma out 1act.( 22.326601 sig in 45act.) RANK 38 NODE 26 --> 19.6706619 sigma out 1act.( 22.6873226 sig in 45act.) RANK 39 NODE 1 --> 19.0017776 sigma out 1act.( 23.0622902 sig in 45act.) RANK 40 NODE 6 --> 18.8100815 sigma out 1act.( 19.4535942 sig in 45act.) RANK 41 NODE 7 --> 18.425375 sigma out 1act.( 22.546587 sig in 45act.) RANK 42 NODE 30 --> 13.3872004 sigma out 1act.( 17.1764488 sig in 45act.) RANK 43 NODE 25 --> 3.8762393 sigma out 1act.( 9.00136852 sig in 45act.) RANK 44 NODE 8 --> 3.75502753 sigma out 1act.( 8.57597542 sig in 45act.) RANK 45 NODE 36 --> 2.62350035 sigma out 1act.( 9.04714584 sig in 45act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 347.720581 sigma in 45 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.52051723 *** contribution from regularisation: 0.00305181788 *** contribution from error: -0.523569047 *** contribution from DIAG: 0.000218877787 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.520528913 *** contribution from regularisation: 0.00305231684 *** contribution from error: -0.523581207 *** contribution from DIAG: 0.000218911358 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.520542026 *** contribution from regularisation: 0.00305094756 *** contribution from error: -0.523592949 *** contribution from DIAG: 0.000218960879 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.520553887 *** contribution from regularisation: 0.0030507429 *** contribution from error: -0.523604631 *** contribution from DIAG: 0.000218745117 *********************************************** --------------------------------------------------- Iteration : 54 kill weight from layer 1 knot 28 to knot 29 kill weight from layer 1 knot 25 to knot 30 *********************************************** *** Learn Path 54 *** loss function: -0.520562351 *** contribution from regularisation: 0.0030538775 *** contribution from error: -0.523616254 *** contribution from DIAG: 0.00021874813 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.52058208 *** contribution from regularisation: 0.00304544461 *** contribution from error: -0.52362752 *** contribution from DIAG: 0.000218819812 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.520590186 *** contribution from regularisation: 0.00304869795 *** contribution from error: -0.523638904 *** contribution from DIAG: 0.00021865897 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.520602942 *** contribution from regularisation: 0.00304690981 *** contribution from error: -0.523649871 *** contribution from DIAG: 0.000218833244 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.520614266 *** contribution from regularisation: 0.00304650143 *** contribution from error: -0.523660779 *** contribution from DIAG: 0.000218650792 *********************************************** --------------------------------------------------- Iteration : 59 kill weight from layer 1 knot 6 to knot 30 *********************************************** *** Learn Path 59 *** loss function: -0.520624876 *** contribution from regularisation: 0.00304712006 *** contribution from error: -0.523671985 *** contribution from DIAG: 0.000218552523 *********************************************** --------------------------------------------------- Iteration : 60 kill weight from layer 1 knot 39 to knot 20 kill weight from layer 1 knot 9 to knot 33 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 245.619293 sigma out 45 active outputs RANK 2 NODE 7 --> 127.211403 sigma out 45 active outputs RANK 3 NODE 5 --> 115.79332 sigma out 45 active outputs RANK 4 NODE 6 --> 108.313141 sigma out 44 active outputs RANK 5 NODE 3 --> 93.2892151 sigma out 45 active outputs RANK 6 NODE 9 --> 72.4042587 sigma out 44 active outputs RANK 7 NODE 13 --> 62.9433212 sigma out 45 active outputs RANK 8 NODE 19 --> 61.9622688 sigma out 45 active outputs RANK 9 NODE 2 --> 58.7227402 sigma out 45 active outputs RANK 10 NODE 11 --> 56.2145538 sigma out 45 active outputs RANK 11 NODE 12 --> 55.7593307 sigma out 45 active outputs RANK 12 NODE 17 --> 53.8331566 sigma out 45 active outputs RANK 13 NODE 8 --> 53.199398 sigma out 45 active outputs RANK 14 NODE 4 --> 52.778019 sigma out 45 active outputs RANK 15 NODE 21 --> 49.9048882 sigma out 45 active outputs RANK 16 NODE 10 --> 49.027977 sigma out 45 active outputs RANK 17 NODE 14 --> 48.3652878 sigma out 45 active outputs RANK 18 NODE 16 --> 45.6954765 sigma out 45 active outputs RANK 19 NODE 15 --> 41.6616745 sigma out 44 active outputs RANK 20 NODE 25 --> 41.3157272 sigma out 44 active outputs RANK 21 NODE 20 --> 40.3114395 sigma out 45 active outputs RANK 22 NODE 30 --> 38.5264053 sigma out 45 active outputs RANK 23 NODE 18 --> 36.9352989 sigma out 45 active outputs RANK 24 NODE 23 --> 36.661972 sigma out 45 active outputs RANK 25 NODE 24 --> 35.5988388 sigma out 45 active outputs RANK 26 NODE 43 --> 35.1199265 sigma out 45 active outputs RANK 27 NODE 22 --> 32.3157387 sigma out 45 active outputs RANK 28 NODE 26 --> 31.9456139 sigma out 45 active outputs RANK 29 NODE 28 --> 27.913702 sigma out 44 active outputs RANK 30 NODE 27 --> 27.3637104 sigma out 45 active outputs RANK 31 NODE 33 --> 26.3263702 sigma out 45 active outputs RANK 32 NODE 31 --> 25.9985638 sigma out 44 active outputs RANK 33 NODE 32 --> 25.2074661 sigma out 45 active outputs RANK 34 NODE 36 --> 24.4482803 sigma out 45 active outputs RANK 35 NODE 35 --> 22.6093788 sigma out 45 active outputs RANK 36 NODE 34 --> 21.9728127 sigma out 45 active outputs RANK 37 NODE 37 --> 21.2318325 sigma out 45 active outputs RANK 38 NODE 29 --> 21.0282784 sigma out 45 active outputs RANK 39 NODE 41 --> 20.1727638 sigma out 44 active outputs RANK 40 NODE 40 --> 20.0331573 sigma out 44 active outputs RANK 41 NODE 42 --> 19.1693916 sigma out 45 active outputs RANK 42 NODE 38 --> 19.1343174 sigma out 45 active outputs RANK 43 NODE 39 --> 18.2417278 sigma out 44 active outputs RANK 44 NODE 44 --> 12.1226368 sigma out 45 active outputs RANK 45 NODE 45 --> 9.53818512 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 24 --> 139.085022 sigma in 45act. ( 91.0743027 sig out 1act.) RANK 2 NODE 22 --> 127.938751 sigma in 45act. ( 91.2562103 sig out 1act.) RANK 3 NODE 31 --> 102.920486 sigma in 45act. ( 91.332489 sig out 1act.) RANK 4 NODE 4 --> 99.5570145 sigma in 44act. ( 71.2013474 sig out 1act.) RANK 5 NODE 18 --> 94.9259262 sigma in 45act. ( 75.0932617 sig out 1act.) RANK 6 NODE 32 --> 90.4005051 sigma in 45act. ( 75.3754959 sig out 1act.) RANK 7 NODE 29 --> 89.1293869 sigma in 44act. ( 95.7067795 sig out 1act.) RANK 8 NODE 45 --> 86.5736847 sigma in 45act. ( 78.6984482 sig out 1act.) RANK 9 NODE 44 --> 85.3521881 sigma in 44act. ( 66.0942154 sig out 1act.) RANK 10 NODE 23 --> 84.497963 sigma in 45act. ( 64.6900024 sig out 1act.) RANK 11 NODE 41 --> 83.7800751 sigma in 45act. ( 65.821106 sig out 1act.) RANK 12 NODE 3 --> 82.5409927 sigma in 45act. ( 80.4273224 sig out 1act.) RANK 13 NODE 21 --> 78.5021515 sigma in 45act. ( 59.6005363 sig out 1act.) RANK 14 NODE 16 --> 71.6546021 sigma in 44act. ( 71.9141769 sig out 1act.) RANK 15 NODE 19 --> 67.016655 sigma in 45act. ( 57.3900566 sig out 1act.) RANK 16 NODE 13 --> 66.4111938 sigma in 44act. ( 61.3402367 sig out 1act.) RANK 17 NODE 14 --> 64.7479095 sigma in 45act. ( 51.6680298 sig out 1act.) RANK 18 NODE 20 --> 58.4218941 sigma in 44act. ( 50.8049088 sig out 1act.) RANK 19 NODE 2 --> 57.4728813 sigma in 45act. ( 59.6888542 sig out 1act.) RANK 20 NODE 9 --> 49.4354286 sigma in 45act. ( 47.2453041 sig out 1act.) RANK 21 NODE 42 --> 48.3055878 sigma in 45act. ( 46.9973183 sig out 1act.) RANK 22 NODE 27 --> 45.0468559 sigma in 45act. ( 51.9181862 sig out 1act.) RANK 23 NODE 39 --> 41.9996147 sigma in 45act. ( 36.0533104 sig out 1act.) RANK 24 NODE 35 --> 40.0915565 sigma in 45act. ( 34.5642586 sig out 1act.) RANK 25 NODE 40 --> 37.1220284 sigma in 45act. ( 30.0686359 sig out 1act.) RANK 26 NODE 15 --> 33.9383659 sigma in 45act. ( 24.0558624 sig out 1act.) RANK 27 NODE 5 --> 32.8347473 sigma in 45act. ( 32.1550713 sig out 1act.) RANK 28 NODE 33 --> 32.053154 sigma in 44act. ( 26.4840622 sig out 1act.) RANK 29 NODE 10 --> 31.732481 sigma in 45act. ( 33.0058365 sig out 1act.) RANK 30 NODE 28 --> 30.9920712 sigma in 45act. ( 28.8120174 sig out 1act.) RANK 31 NODE 43 --> 30.7581882 sigma in 45act. ( 32.455471 sig out 1act.) RANK 32 NODE 12 --> 30.6981888 sigma in 45act. ( 30.2336464 sig out 1act.) RANK 33 NODE 17 --> 28.4207878 sigma in 45act. ( 28.614584 sig out 1act.) RANK 34 NODE 11 --> 28.0044041 sigma in 45act. ( 22.5763168 sig out 1act.) RANK 35 NODE 38 --> 27.7902832 sigma in 45act. ( 22.5630798 sig out 1act.) RANK 36 NODE 34 --> 26.6153545 sigma in 45act. ( 22.0768051 sig out 1act.) RANK 37 NODE 1 --> 23.1215134 sigma in 45act. ( 18.9909668 sig out 1act.) RANK 38 NODE 26 --> 22.7168617 sigma in 45act. ( 20.0350056 sig out 1act.) RANK 39 NODE 7 --> 22.5452156 sigma in 45act. ( 18.5045204 sig out 1act.) RANK 40 NODE 37 --> 22.392086 sigma in 45act. ( 21.024004 sig out 1act.) RANK 41 NODE 6 --> 19.424593 sigma in 45act. ( 18.9839268 sig out 1act.) RANK 42 NODE 30 --> 17.1776638 sigma in 43act. ( 13.4711761 sig out 1act.) RANK 43 NODE 36 --> 8.8566494 sigma in 45act. ( 2.57735205 sig out 1act.) RANK 44 NODE 25 --> 8.81225777 sigma in 45act. ( 3.79158163 sig out 1act.) RANK 45 NODE 8 --> 8.4727993 sigma in 45act. ( 3.79439831 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 95.7067795 sigma out 1act.( 89.1293869 sig in 44act.) RANK 2 NODE 31 --> 91.332489 sigma out 1act.( 102.920486 sig in 45act.) RANK 3 NODE 22 --> 91.2562103 sigma out 1act.( 127.938751 sig in 45act.) RANK 4 NODE 24 --> 91.0743027 sigma out 1act.( 139.085022 sig in 45act.) RANK 5 NODE 3 --> 80.4273224 sigma out 1act.( 82.5409927 sig in 45act.) RANK 6 NODE 45 --> 78.6984482 sigma out 1act.( 86.5736847 sig in 45act.) RANK 7 NODE 32 --> 75.3754959 sigma out 1act.( 90.4005051 sig in 45act.) RANK 8 NODE 18 --> 75.0932617 sigma out 1act.( 94.9259262 sig in 45act.) RANK 9 NODE 16 --> 71.9141769 sigma out 1act.( 71.6546021 sig in 44act.) RANK 10 NODE 4 --> 71.2013474 sigma out 1act.( 99.5570145 sig in 44act.) RANK 11 NODE 44 --> 66.0942154 sigma out 1act.( 85.3521881 sig in 44act.) RANK 12 NODE 41 --> 65.821106 sigma out 1act.( 83.7800751 sig in 45act.) RANK 13 NODE 23 --> 64.6900024 sigma out 1act.( 84.497963 sig in 45act.) RANK 14 NODE 13 --> 61.3402367 sigma out 1act.( 66.4111938 sig in 44act.) RANK 15 NODE 2 --> 59.6888542 sigma out 1act.( 57.4728813 sig in 45act.) RANK 16 NODE 21 --> 59.6005363 sigma out 1act.( 78.5021515 sig in 45act.) RANK 17 NODE 19 --> 57.3900566 sigma out 1act.( 67.016655 sig in 45act.) RANK 18 NODE 27 --> 51.9181862 sigma out 1act.( 45.0468559 sig in 45act.) RANK 19 NODE 14 --> 51.6680298 sigma out 1act.( 64.7479095 sig in 45act.) RANK 20 NODE 20 --> 50.8049088 sigma out 1act.( 58.4218941 sig in 44act.) RANK 21 NODE 9 --> 47.2453041 sigma out 1act.( 49.4354286 sig in 45act.) RANK 22 NODE 42 --> 46.9973183 sigma out 1act.( 48.3055878 sig in 45act.) RANK 23 NODE 39 --> 36.0533104 sigma out 1act.( 41.9996147 sig in 45act.) RANK 24 NODE 35 --> 34.5642586 sigma out 1act.( 40.0915565 sig in 45act.) RANK 25 NODE 10 --> 33.0058365 sigma out 1act.( 31.732481 sig in 45act.) RANK 26 NODE 43 --> 32.455471 sigma out 1act.( 30.7581882 sig in 45act.) RANK 27 NODE 5 --> 32.1550713 sigma out 1act.( 32.8347473 sig in 45act.) RANK 28 NODE 12 --> 30.2336464 sigma out 1act.( 30.6981888 sig in 45act.) RANK 29 NODE 40 --> 30.0686359 sigma out 1act.( 37.1220284 sig in 45act.) RANK 30 NODE 28 --> 28.8120174 sigma out 1act.( 30.9920712 sig in 45act.) RANK 31 NODE 17 --> 28.614584 sigma out 1act.( 28.4207878 sig in 45act.) RANK 32 NODE 33 --> 26.4840622 sigma out 1act.( 32.053154 sig in 44act.) RANK 33 NODE 15 --> 24.0558624 sigma out 1act.( 33.9383659 sig in 45act.) RANK 34 NODE 11 --> 22.5763168 sigma out 1act.( 28.0044041 sig in 45act.) RANK 35 NODE 38 --> 22.5630798 sigma out 1act.( 27.7902832 sig in 45act.) RANK 36 NODE 34 --> 22.0768051 sigma out 1act.( 26.6153545 sig in 45act.) RANK 37 NODE 37 --> 21.024004 sigma out 1act.( 22.392086 sig in 45act.) RANK 38 NODE 26 --> 20.0350056 sigma out 1act.( 22.7168617 sig in 45act.) RANK 39 NODE 1 --> 18.9909668 sigma out 1act.( 23.1215134 sig in 45act.) RANK 40 NODE 6 --> 18.9839268 sigma out 1act.( 19.424593 sig in 45act.) RANK 41 NODE 7 --> 18.5045204 sigma out 1act.( 22.5452156 sig in 45act.) RANK 42 NODE 30 --> 13.4711761 sigma out 1act.( 17.1776638 sig in 43act.) RANK 43 NODE 8 --> 3.79439831 sigma out 1act.( 8.4727993 sig in 45act.) RANK 44 NODE 25 --> 3.79158163 sigma out 1act.( 8.81225777 sig in 45act.) RANK 45 NODE 36 --> 2.57735205 sigma out 1act.( 8.8566494 sig in 45act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 349.055481 sigma in 45 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.520635664 *** contribution from regularisation: 0.00304689235 *** contribution from error: -0.523682535 *** contribution from DIAG: 0.000218584915 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.520650089 *** contribution from regularisation: 0.00304309581 *** contribution from error: -0.523693204 *** contribution from DIAG: 0.000218776375 *********************************************** --------------------------------------------------- Iteration : 62 kill weight from layer 1 knot 4 to knot 14 kill weight from layer 1 knot 24 to knot 43 *********************************************** *** Learn Path 62 *** loss function: -0.520658553 *** contribution from regularisation: 0.0030445992 *** contribution from error: -0.523703158 *** contribution from DIAG: 0.00021903163 *********************************************** --------------------------------------------------- Iteration : 63 kill weight from layer 1 knot 36 to knot 18 *********************************************** *** Learn Path 63 *** loss function: -0.520673931 *** contribution from regularisation: 0.00303933513 *** contribution from error: -0.523713291 *** contribution from DIAG: 0.000219738053 *********************************************** --------------------------------------------------- Iteration : 64 kill weight from layer 1 knot 31 to knot 44 *********************************************** *** Learn Path 64 *** loss function: -0.520683885 *** contribution from regularisation: 0.00303951581 *** contribution from error: -0.523723423 *** contribution from DIAG: 0.000219603739 *********************************************** --------------------------------------------------- Iteration : 65 kill weight from layer 1 knot 36 to knot 8 *********************************************** *** Learn Path 65 *** loss function: -0.520693719 *** contribution from regularisation: 0.00303952396 *** contribution from error: -0.523733258 *** contribution from DIAG: 0.00021962513 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.520705819 *** contribution from regularisation: 0.00303738238 *** contribution from error: -0.523743212 *** contribution from DIAG: 0.000219342284 *********************************************** --------------------------------------------------- Iteration : 67 kill weight from layer 1 knot 13 to knot 31 *********************************************** *** Learn Path 67 *** loss function: -0.520718098 *** contribution from regularisation: 0.0030349656 *** contribution from error: -0.523753047 *** contribution from DIAG: 0.000219473659 *********************************************** --------------------------------------------------- Iteration : 68 kill weight from layer 1 knot 28 to knot 7 kill weight from layer 1 knot 31 to knot 9 kill weight from layer 1 knot 41 to knot 36 *********************************************** *** Learn Path 68 *** loss function: -0.520726562 *** contribution from regularisation: 0.00303619541 *** contribution from error: -0.523762763 *** contribution from DIAG: 0.000219367314 *********************************************** --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.520736992 *** contribution from regularisation: 0.00303543662 *** contribution from error: -0.523772418 *** contribution from DIAG: 0.000219399546 *********************************************** --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 245.029465 sigma out 45 active outputs RANK 2 NODE 7 --> 126.89653 sigma out 45 active outputs RANK 3 NODE 5 --> 115.36261 sigma out 45 active outputs RANK 4 NODE 6 --> 108.022873 sigma out 44 active outputs RANK 5 NODE 3 --> 92.4962921 sigma out 45 active outputs RANK 6 NODE 9 --> 72.3596039 sigma out 44 active outputs RANK 7 NODE 13 --> 62.8970909 sigma out 44 active outputs RANK 8 NODE 19 --> 61.6242523 sigma out 45 active outputs RANK 9 NODE 2 --> 58.5884552 sigma out 45 active outputs RANK 10 NODE 11 --> 55.8249931 sigma out 45 active outputs RANK 11 NODE 12 --> 55.378933 sigma out 45 active outputs RANK 12 NODE 17 --> 53.9587097 sigma out 45 active outputs RANK 13 NODE 8 --> 53.4968338 sigma out 45 active outputs RANK 14 NODE 4 --> 52.2883606 sigma out 44 active outputs RANK 15 NODE 21 --> 50.1405907 sigma out 45 active outputs RANK 16 NODE 10 --> 48.8242416 sigma out 45 active outputs RANK 17 NODE 14 --> 48.1688194 sigma out 45 active outputs RANK 18 NODE 16 --> 45.2737999 sigma out 45 active outputs RANK 19 NODE 25 --> 41.3274727 sigma out 44 active outputs RANK 20 NODE 15 --> 41.2577248 sigma out 44 active outputs RANK 21 NODE 20 --> 40.1401062 sigma out 45 active outputs RANK 22 NODE 30 --> 38.753849 sigma out 45 active outputs RANK 23 NODE 18 --> 36.7494125 sigma out 45 active outputs RANK 24 NODE 23 --> 36.4030647 sigma out 45 active outputs RANK 25 NODE 24 --> 35.5170059 sigma out 44 active outputs RANK 26 NODE 43 --> 35.0564537 sigma out 45 active outputs RANK 27 NODE 22 --> 32.0011177 sigma out 45 active outputs RANK 28 NODE 26 --> 31.7657928 sigma out 45 active outputs RANK 29 NODE 28 --> 27.7625198 sigma out 43 active outputs RANK 30 NODE 27 --> 27.0979023 sigma out 45 active outputs RANK 31 NODE 31 --> 26.0214233 sigma out 42 active outputs RANK 32 NODE 33 --> 25.9753132 sigma out 45 active outputs RANK 33 NODE 32 --> 25.2647114 sigma out 45 active outputs RANK 34 NODE 36 --> 24.1104221 sigma out 43 active outputs RANK 35 NODE 35 --> 22.6021938 sigma out 45 active outputs RANK 36 NODE 34 --> 21.9226704 sigma out 45 active outputs RANK 37 NODE 37 --> 21.291193 sigma out 45 active outputs RANK 38 NODE 29 --> 20.9209328 sigma out 45 active outputs RANK 39 NODE 41 --> 20.1100693 sigma out 43 active outputs RANK 40 NODE 40 --> 20.0545483 sigma out 44 active outputs RANK 41 NODE 42 --> 19.3061199 sigma out 45 active outputs RANK 42 NODE 38 --> 19.0871353 sigma out 45 active outputs RANK 43 NODE 39 --> 18.0860214 sigma out 44 active outputs RANK 44 NODE 44 --> 12.0948257 sigma out 45 active outputs RANK 45 NODE 45 --> 9.39725018 sigma out 45 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 24 --> 138.837677 sigma in 45act. ( 90.5773849 sig out 1act.) RANK 2 NODE 22 --> 127.488731 sigma in 45act. ( 90.7871552 sig out 1act.) RANK 3 NODE 31 --> 102.555672 sigma in 44act. ( 91.4073029 sig out 1act.) RANK 4 NODE 4 --> 99.2281494 sigma in 44act. ( 70.7921829 sig out 1act.) RANK 5 NODE 18 --> 94.5250778 sigma in 44act. ( 74.911232 sig out 1act.) RANK 6 NODE 32 --> 90.1341934 sigma in 45act. ( 74.7640533 sig out 1act.) RANK 7 NODE 29 --> 88.966774 sigma in 44act. ( 95.4067612 sig out 1act.) RANK 8 NODE 45 --> 86.6356201 sigma in 45act. ( 78.2796249 sig out 1act.) RANK 9 NODE 44 --> 84.9397278 sigma in 43act. ( 65.8089447 sig out 1act.) RANK 10 NODE 23 --> 84.1244354 sigma in 45act. ( 64.6520081 sig out 1act.) RANK 11 NODE 41 --> 83.3301163 sigma in 45act. ( 65.507637 sig out 1act.) RANK 12 NODE 3 --> 82.183342 sigma in 45act. ( 80.3547974 sig out 1act.) RANK 13 NODE 21 --> 78.2286987 sigma in 45act. ( 59.0873375 sig out 1act.) RANK 14 NODE 16 --> 71.469101 sigma in 44act. ( 71.7320938 sig out 1act.) RANK 15 NODE 19 --> 66.6700821 sigma in 45act. ( 57.820919 sig out 1act.) RANK 16 NODE 13 --> 66.1501236 sigma in 44act. ( 61.2755203 sig out 1act.) RANK 17 NODE 14 --> 64.4018707 sigma in 44act. ( 51.4702339 sig out 1act.) RANK 18 NODE 20 --> 58.4077911 sigma in 44act. ( 50.6063538 sig out 1act.) RANK 19 NODE 2 --> 57.275322 sigma in 45act. ( 59.5650444 sig out 1act.) RANK 20 NODE 9 --> 49.2530899 sigma in 44act. ( 47.0852699 sig out 1act.) RANK 21 NODE 42 --> 48.187088 sigma in 45act. ( 46.9747734 sig out 1act.) RANK 22 NODE 27 --> 45.1384277 sigma in 45act. ( 52.3960648 sig out 1act.) RANK 23 NODE 39 --> 41.9719887 sigma in 45act. ( 35.9888115 sig out 1act.) RANK 24 NODE 35 --> 39.9328384 sigma in 45act. ( 34.150032 sig out 1act.) RANK 25 NODE 40 --> 36.9989548 sigma in 45act. ( 29.8381996 sig out 1act.) RANK 26 NODE 15 --> 34.2263451 sigma in 45act. ( 24.0892487 sig out 1act.) RANK 27 NODE 5 --> 32.5766983 sigma in 45act. ( 32.0587044 sig out 1act.) RANK 28 NODE 33 --> 31.8544273 sigma in 44act. ( 26.2979431 sig out 1act.) RANK 29 NODE 10 --> 31.6298027 sigma in 45act. ( 32.949234 sig out 1act.) RANK 30 NODE 28 --> 30.9373207 sigma in 45act. ( 28.7590103 sig out 1act.) RANK 31 NODE 43 --> 30.8917141 sigma in 44act. ( 32.8732376 sig out 1act.) RANK 32 NODE 12 --> 30.6128712 sigma in 45act. ( 30.1345367 sig out 1act.) RANK 33 NODE 17 --> 28.3720398 sigma in 45act. ( 28.6258698 sig out 1act.) RANK 34 NODE 11 --> 27.8518887 sigma in 45act. ( 22.5303555 sig out 1act.) RANK 35 NODE 38 --> 27.7561817 sigma in 45act. ( 22.4273186 sig out 1act.) RANK 36 NODE 34 --> 26.4206314 sigma in 45act. ( 21.8580227 sig out 1act.) RANK 37 NODE 1 --> 23.0180874 sigma in 45act. ( 18.98699 sig out 1act.) RANK 38 NODE 26 --> 22.6992207 sigma in 45act. ( 20.0126247 sig out 1act.) RANK 39 NODE 7 --> 22.4564476 sigma in 44act. ( 18.4062805 sig out 1act.) RANK 40 NODE 37 --> 22.3508949 sigma in 45act. ( 21.0839844 sig out 1act.) RANK 41 NODE 6 --> 19.3265171 sigma in 45act. ( 18.9707127 sig out 1act.) RANK 42 NODE 30 --> 17.1248322 sigma in 43act. ( 13.5363731 sig out 1act.) RANK 43 NODE 36 --> 8.68235111 sigma in 44act. ( 2.54210019 sig out 1act.) RANK 44 NODE 25 --> 8.64027309 sigma in 45act. ( 3.72101665 sig out 1act.) RANK 45 NODE 8 --> 8.37973118 sigma in 44act. ( 3.81408143 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 95.4067612 sigma out 1act.( 88.966774 sig in 44act.) RANK 2 NODE 31 --> 91.4073029 sigma out 1act.( 102.555672 sig in 44act.) RANK 3 NODE 22 --> 90.7871552 sigma out 1act.( 127.488731 sig in 45act.) RANK 4 NODE 24 --> 90.5773849 sigma out 1act.( 138.837677 sig in 45act.) RANK 5 NODE 3 --> 80.3547974 sigma out 1act.( 82.183342 sig in 45act.) RANK 6 NODE 45 --> 78.2796249 sigma out 1act.( 86.6356201 sig in 45act.) RANK 7 NODE 18 --> 74.911232 sigma out 1act.( 94.5250778 sig in 44act.) RANK 8 NODE 32 --> 74.7640533 sigma out 1act.( 90.1341934 sig in 45act.) RANK 9 NODE 16 --> 71.7320938 sigma out 1act.( 71.469101 sig in 44act.) RANK 10 NODE 4 --> 70.7921829 sigma out 1act.( 99.2281494 sig in 44act.) RANK 11 NODE 44 --> 65.8089447 sigma out 1act.( 84.9397278 sig in 43act.) RANK 12 NODE 41 --> 65.507637 sigma out 1act.( 83.3301163 sig in 45act.) RANK 13 NODE 23 --> 64.6520081 sigma out 1act.( 84.1244354 sig in 45act.) RANK 14 NODE 13 --> 61.2755203 sigma out 1act.( 66.1501236 sig in 44act.) RANK 15 NODE 2 --> 59.5650444 sigma out 1act.( 57.275322 sig in 45act.) RANK 16 NODE 21 --> 59.0873375 sigma out 1act.( 78.2286987 sig in 45act.) RANK 17 NODE 19 --> 57.820919 sigma out 1act.( 66.6700821 sig in 45act.) RANK 18 NODE 27 --> 52.3960648 sigma out 1act.( 45.1384277 sig in 45act.) RANK 19 NODE 14 --> 51.4702339 sigma out 1act.( 64.4018707 sig in 44act.) RANK 20 NODE 20 --> 50.6063538 sigma out 1act.( 58.4077911 sig in 44act.) RANK 21 NODE 9 --> 47.0852699 sigma out 1act.( 49.2530899 sig in 44act.) RANK 22 NODE 42 --> 46.9747734 sigma out 1act.( 48.187088 sig in 45act.) RANK 23 NODE 39 --> 35.9888115 sigma out 1act.( 41.9719887 sig in 45act.) RANK 24 NODE 35 --> 34.150032 sigma out 1act.( 39.9328384 sig in 45act.) RANK 25 NODE 10 --> 32.949234 sigma out 1act.( 31.6298027 sig in 45act.) RANK 26 NODE 43 --> 32.8732376 sigma out 1act.( 30.8917141 sig in 44act.) RANK 27 NODE 5 --> 32.0587044 sigma out 1act.( 32.5766983 sig in 45act.) RANK 28 NODE 12 --> 30.1345367 sigma out 1act.( 30.6128712 sig in 45act.) RANK 29 NODE 40 --> 29.8381996 sigma out 1act.( 36.9989548 sig in 45act.) RANK 30 NODE 28 --> 28.7590103 sigma out 1act.( 30.9373207 sig in 45act.) RANK 31 NODE 17 --> 28.6258698 sigma out 1act.( 28.3720398 sig in 45act.) RANK 32 NODE 33 --> 26.2979431 sigma out 1act.( 31.8544273 sig in 44act.) RANK 33 NODE 15 --> 24.0892487 sigma out 1act.( 34.2263451 sig in 45act.) RANK 34 NODE 11 --> 22.5303555 sigma out 1act.( 27.8518887 sig in 45act.) RANK 35 NODE 38 --> 22.4273186 sigma out 1act.( 27.7561817 sig in 45act.) RANK 36 NODE 34 --> 21.8580227 sigma out 1act.( 26.4206314 sig in 45act.) RANK 37 NODE 37 --> 21.0839844 sigma out 1act.( 22.3508949 sig in 45act.) RANK 38 NODE 26 --> 20.0126247 sigma out 1act.( 22.6992207 sig in 45act.) RANK 39 NODE 1 --> 18.98699 sigma out 1act.( 23.0180874 sig in 45act.) RANK 40 NODE 6 --> 18.9707127 sigma out 1act.( 19.3265171 sig in 45act.) RANK 41 NODE 7 --> 18.4062805 sigma out 1act.( 22.4564476 sig in 44act.) RANK 42 NODE 30 --> 13.5363731 sigma out 1act.( 17.1248322 sig in 43act.) RANK 43 NODE 8 --> 3.81408143 sigma out 1act.( 8.37973118 sig in 44act.) RANK 44 NODE 25 --> 3.72101665 sigma out 1act.( 8.64027309 sig in 45act.) RANK 45 NODE 36 --> 2.54210019 sigma out 1act.( 8.68235111 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 348.064148 sigma in 45 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.520748079 *** contribution from regularisation: 0.0030336827 *** contribution from error: -0.523781776 *** contribution from DIAG: 0.000219429581 *********************************************** --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.520760596 *** contribution from regularisation: 0.00303041609 *** contribution from error: -0.523791015 *** contribution from DIAG: 0.000219330395 *********************************************** --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.520769179 *** contribution from regularisation: 0.00303114438 *** contribution from error: -0.523800313 *** contribution from DIAG: 0.000219392983 *********************************************** --------------------------------------------------- Iteration : 73 kill weight from layer 1 knot 5 to knot 15 kill weight from layer 1 knot 43 to knot 25 *********************************************** *** Learn Path 73 *** loss function: -0.520776749 *** contribution from regularisation: 0.00303270901 *** contribution from error: -0.523809433 *** contribution from DIAG: 0.000219316906 *********************************************** --------------------------------------------------- Iteration : 74 kill weight from layer 1 knot 1 to knot 15 kill weight from layer 1 knot 45 to knot 38 *********************************************** *** Learn Path 74 *** loss function: -0.520792007 *** contribution from regularisation: 0.00302648894 *** contribution from error: -0.523818493 *** contribution from DIAG: 0.000219185938 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.520798326 *** contribution from regularisation: 0.0030289921 *** contribution from error: -0.523827314 *** contribution from DIAG: 0.000219220965 *********************************************** --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.520804405 *** contribution from regularisation: 0.00303162239 *** contribution from error: -0.523836017 *** contribution from DIAG: 0.000219199137 *********************************************** --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.520814538 *** contribution from regularisation: 0.00303000282 *** contribution from error: -0.52384454 *** contribution from DIAG: 0.000219125417 *********************************************** --------------------------------------------------- Iteration : 78 kill weight from layer 1 knot 39 to knot 27 *********************************************** *** Learn Path 78 *** loss function: -0.520826221 *** contribution from regularisation: 0.00302679162 *** contribution from error: -0.523853004 *** contribution from DIAG: 0.000219037596 *********************************************** --------------------------------------------------- Iteration : 79 kill weight from layer 1 knot 22 to knot 8 kill weight from layer 1 knot 25 to knot 43 *********************************************** *** Learn Path 79 *** loss function: -0.520832837 *** contribution from regularisation: 0.00302853296 *** contribution from error: -0.523861349 *** contribution from DIAG: 0.00021901344 *********************************************** --------------------------------------------------- Iteration : 80 kill weight from layer 1 knot 8 to knot 19 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 245.394791 sigma out 44 active outputs RANK 2 NODE 7 --> 126.589409 sigma out 45 active outputs RANK 3 NODE 5 --> 115.255226 sigma out 44 active outputs RANK 4 NODE 6 --> 108.077095 sigma out 44 active outputs RANK 5 NODE 3 --> 93.4734802 sigma out 45 active outputs RANK 6 NODE 9 --> 72.3520279 sigma out 44 active outputs RANK 7 NODE 13 --> 62.9279251 sigma out 44 active outputs RANK 8 NODE 19 --> 61.5825958 sigma out 45 active outputs RANK 9 NODE 2 --> 58.4964256 sigma out 45 active outputs RANK 10 NODE 11 --> 55.8279839 sigma out 45 active outputs RANK 11 NODE 12 --> 55.6509361 sigma out 45 active outputs RANK 12 NODE 17 --> 53.9439392 sigma out 45 active outputs RANK 13 NODE 8 --> 53.4114761 sigma out 44 active outputs RANK 14 NODE 4 --> 52.7106857 sigma out 44 active outputs RANK 15 NODE 21 --> 50.124794 sigma out 45 active outputs RANK 16 NODE 10 --> 48.9304886 sigma out 45 active outputs RANK 17 NODE 14 --> 48.6448288 sigma out 45 active outputs RANK 18 NODE 16 --> 45.6374512 sigma out 45 active outputs RANK 19 NODE 15 --> 41.9683838 sigma out 44 active outputs RANK 20 NODE 25 --> 41.2913971 sigma out 43 active outputs RANK 21 NODE 20 --> 39.9464912 sigma out 45 active outputs RANK 22 NODE 30 --> 38.8185272 sigma out 45 active outputs RANK 23 NODE 18 --> 36.8156357 sigma out 45 active outputs RANK 24 NODE 23 --> 36.3172836 sigma out 45 active outputs RANK 25 NODE 24 --> 35.5648193 sigma out 44 active outputs RANK 26 NODE 43 --> 35.3593216 sigma out 44 active outputs RANK 27 NODE 26 --> 31.974678 sigma out 45 active outputs RANK 28 NODE 22 --> 31.9305458 sigma out 44 active outputs RANK 29 NODE 28 --> 27.6043663 sigma out 43 active outputs RANK 30 NODE 27 --> 27.1218548 sigma out 45 active outputs RANK 31 NODE 33 --> 26.2940483 sigma out 45 active outputs RANK 32 NODE 31 --> 26.0634594 sigma out 42 active outputs RANK 33 NODE 32 --> 25.1642532 sigma out 45 active outputs RANK 34 NODE 36 --> 24.3136578 sigma out 43 active outputs RANK 35 NODE 35 --> 22.6177979 sigma out 45 active outputs RANK 36 NODE 34 --> 21.9813805 sigma out 45 active outputs RANK 37 NODE 37 --> 21.3368435 sigma out 45 active outputs RANK 38 NODE 29 --> 20.8055038 sigma out 45 active outputs RANK 39 NODE 41 --> 20.1337032 sigma out 43 active outputs RANK 40 NODE 40 --> 19.7014275 sigma out 44 active outputs RANK 41 NODE 42 --> 19.2136269 sigma out 45 active outputs RANK 42 NODE 38 --> 19.039711 sigma out 45 active outputs RANK 43 NODE 39 --> 18.0633202 sigma out 43 active outputs RANK 44 NODE 44 --> 11.9944153 sigma out 45 active outputs RANK 45 NODE 45 --> 9.40820408 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 24 --> 138.888123 sigma in 45act. ( 90.9692841 sig out 1act.) RANK 2 NODE 22 --> 127.534676 sigma in 45act. ( 91.2345428 sig out 1act.) RANK 3 NODE 31 --> 102.587715 sigma in 44act. ( 91.8212204 sig out 1act.) RANK 4 NODE 4 --> 99.3168793 sigma in 44act. ( 71.3696594 sig out 1act.) RANK 5 NODE 18 --> 94.814682 sigma in 44act. ( 74.8919144 sig out 1act.) RANK 6 NODE 32 --> 90.2386856 sigma in 45act. ( 74.8180466 sig out 1act.) RANK 7 NODE 29 --> 89.1748734 sigma in 44act. ( 95.7155838 sig out 1act.) RANK 8 NODE 45 --> 86.7705078 sigma in 45act. ( 78.8598328 sig out 1act.) RANK 9 NODE 44 --> 84.8824387 sigma in 43act. ( 65.8133545 sig out 1act.) RANK 10 NODE 23 --> 84.2494659 sigma in 45act. ( 64.8475494 sig out 1act.) RANK 11 NODE 41 --> 83.5109482 sigma in 45act. ( 65.6421585 sig out 1act.) RANK 12 NODE 3 --> 82.3561478 sigma in 45act. ( 80.4389954 sig out 1act.) RANK 13 NODE 21 --> 78.2179184 sigma in 45act. ( 59.3831215 sig out 1act.) RANK 14 NODE 16 --> 71.5823135 sigma in 44act. ( 72.1077499 sig out 1act.) RANK 15 NODE 19 --> 66.9178619 sigma in 44act. ( 57.6807823 sig out 1act.) RANK 16 NODE 13 --> 66.2578506 sigma in 44act. ( 61.4569054 sig out 1act.) RANK 17 NODE 14 --> 64.679863 sigma in 44act. ( 51.518692 sig out 1act.) RANK 18 NODE 20 --> 58.6519089 sigma in 44act. ( 51.0934258 sig out 1act.) RANK 19 NODE 2 --> 57.3838463 sigma in 45act. ( 59.5723839 sig out 1act.) RANK 20 NODE 9 --> 49.3651009 sigma in 44act. ( 47.0477371 sig out 1act.) RANK 21 NODE 42 --> 48.3699074 sigma in 45act. ( 47.0726585 sig out 1act.) RANK 22 NODE 27 --> 45.3978767 sigma in 44act. ( 52.9696617 sig out 1act.) RANK 23 NODE 39 --> 42.0814857 sigma in 45act. ( 36.3162727 sig out 1act.) RANK 24 NODE 35 --> 39.8891106 sigma in 45act. ( 34.4591827 sig out 1act.) RANK 25 NODE 40 --> 36.9640274 sigma in 45act. ( 29.8938446 sig out 1act.) RANK 26 NODE 15 --> 34.4904213 sigma in 43act. ( 24.4852867 sig out 1act.) RANK 27 NODE 5 --> 32.465538 sigma in 45act. ( 32.1454048 sig out 1act.) RANK 28 NODE 33 --> 31.7376022 sigma in 44act. ( 26.4179916 sig out 1act.) RANK 29 NODE 10 --> 31.6372223 sigma in 45act. ( 33.143898 sig out 1act.) RANK 30 NODE 43 --> 31.1683178 sigma in 43act. ( 33.3195953 sig out 1act.) RANK 31 NODE 28 --> 31.0287762 sigma in 45act. ( 28.8778934 sig out 1act.) RANK 32 NODE 12 --> 30.6072083 sigma in 45act. ( 30.3073349 sig out 1act.) RANK 33 NODE 17 --> 28.4541531 sigma in 45act. ( 28.8453808 sig out 1act.) RANK 34 NODE 38 --> 27.8502522 sigma in 44act. ( 22.607502 sig out 1act.) RANK 35 NODE 11 --> 27.841301 sigma in 45act. ( 22.6188564 sig out 1act.) RANK 36 NODE 34 --> 26.3548069 sigma in 45act. ( 21.9317417 sig out 1act.) RANK 37 NODE 1 --> 23.0583534 sigma in 45act. ( 18.996767 sig out 1act.) RANK 38 NODE 26 --> 22.7801628 sigma in 45act. ( 20.0828056 sig out 1act.) RANK 39 NODE 37 --> 22.420229 sigma in 45act. ( 21.1166649 sig out 1act.) RANK 40 NODE 7 --> 22.4191113 sigma in 44act. ( 18.4593048 sig out 1act.) RANK 41 NODE 6 --> 19.3025799 sigma in 45act. ( 19.0708427 sig out 1act.) RANK 42 NODE 30 --> 17.1523113 sigma in 43act. ( 13.594964 sig out 1act.) RANK 43 NODE 36 --> 8.54609776 sigma in 44act. ( 2.5293479 sig out 1act.) RANK 44 NODE 25 --> 8.51579666 sigma in 44act. ( 3.67405295 sig out 1act.) RANK 45 NODE 8 --> 8.32326126 sigma in 43act. ( 3.88618588 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 95.7155838 sigma out 1act.( 89.1748734 sig in 44act.) RANK 2 NODE 31 --> 91.8212204 sigma out 1act.( 102.587715 sig in 44act.) RANK 3 NODE 22 --> 91.2345428 sigma out 1act.( 127.534676 sig in 45act.) RANK 4 NODE 24 --> 90.9692841 sigma out 1act.( 138.888123 sig in 45act.) RANK 5 NODE 3 --> 80.4389954 sigma out 1act.( 82.3561478 sig in 45act.) RANK 6 NODE 45 --> 78.8598328 sigma out 1act.( 86.7705078 sig in 45act.) RANK 7 NODE 18 --> 74.8919144 sigma out 1act.( 94.814682 sig in 44act.) RANK 8 NODE 32 --> 74.8180466 sigma out 1act.( 90.2386856 sig in 45act.) RANK 9 NODE 16 --> 72.1077499 sigma out 1act.( 71.5823135 sig in 44act.) RANK 10 NODE 4 --> 71.3696594 sigma out 1act.( 99.3168793 sig in 44act.) RANK 11 NODE 44 --> 65.8133545 sigma out 1act.( 84.8824387 sig in 43act.) RANK 12 NODE 41 --> 65.6421585 sigma out 1act.( 83.5109482 sig in 45act.) RANK 13 NODE 23 --> 64.8475494 sigma out 1act.( 84.2494659 sig in 45act.) RANK 14 NODE 13 --> 61.4569054 sigma out 1act.( 66.2578506 sig in 44act.) RANK 15 NODE 2 --> 59.5723839 sigma out 1act.( 57.3838463 sig in 45act.) RANK 16 NODE 21 --> 59.3831215 sigma out 1act.( 78.2179184 sig in 45act.) RANK 17 NODE 19 --> 57.6807823 sigma out 1act.( 66.9178619 sig in 44act.) RANK 18 NODE 27 --> 52.9696617 sigma out 1act.( 45.3978767 sig in 44act.) RANK 19 NODE 14 --> 51.518692 sigma out 1act.( 64.679863 sig in 44act.) RANK 20 NODE 20 --> 51.0934258 sigma out 1act.( 58.6519089 sig in 44act.) RANK 21 NODE 42 --> 47.0726585 sigma out 1act.( 48.3699074 sig in 45act.) RANK 22 NODE 9 --> 47.0477371 sigma out 1act.( 49.3651009 sig in 44act.) RANK 23 NODE 39 --> 36.3162727 sigma out 1act.( 42.0814857 sig in 45act.) RANK 24 NODE 35 --> 34.4591827 sigma out 1act.( 39.8891106 sig in 45act.) RANK 25 NODE 43 --> 33.3195953 sigma out 1act.( 31.1683178 sig in 43act.) RANK 26 NODE 10 --> 33.143898 sigma out 1act.( 31.6372223 sig in 45act.) RANK 27 NODE 5 --> 32.1454048 sigma out 1act.( 32.465538 sig in 45act.) RANK 28 NODE 12 --> 30.3073349 sigma out 1act.( 30.6072083 sig in 45act.) RANK 29 NODE 40 --> 29.8938446 sigma out 1act.( 36.9640274 sig in 45act.) RANK 30 NODE 28 --> 28.8778934 sigma out 1act.( 31.0287762 sig in 45act.) RANK 31 NODE 17 --> 28.8453808 sigma out 1act.( 28.4541531 sig in 45act.) RANK 32 NODE 33 --> 26.4179916 sigma out 1act.( 31.7376022 sig in 44act.) RANK 33 NODE 15 --> 24.4852867 sigma out 1act.( 34.4904213 sig in 43act.) RANK 34 NODE 11 --> 22.6188564 sigma out 1act.( 27.841301 sig in 45act.) RANK 35 NODE 38 --> 22.607502 sigma out 1act.( 27.8502522 sig in 44act.) RANK 36 NODE 34 --> 21.9317417 sigma out 1act.( 26.3548069 sig in 45act.) RANK 37 NODE 37 --> 21.1166649 sigma out 1act.( 22.420229 sig in 45act.) RANK 38 NODE 26 --> 20.0828056 sigma out 1act.( 22.7801628 sig in 45act.) RANK 39 NODE 6 --> 19.0708427 sigma out 1act.( 19.3025799 sig in 45act.) RANK 40 NODE 1 --> 18.996767 sigma out 1act.( 23.0583534 sig in 45act.) RANK 41 NODE 7 --> 18.4593048 sigma out 1act.( 22.4191113 sig in 44act.) RANK 42 NODE 30 --> 13.594964 sigma out 1act.( 17.1523113 sig in 43act.) RANK 43 NODE 8 --> 3.88618588 sigma out 1act.( 8.32326126 sig in 43act.) RANK 44 NODE 25 --> 3.67405295 sigma out 1act.( 8.51579666 sig in 44act.) RANK 45 NODE 36 --> 2.5293479 sigma out 1act.( 8.54609776 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 349.381439 sigma in 45 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.520838737 *** contribution from regularisation: 0.00303093693 *** contribution from error: -0.523869693 *** contribution from DIAG: 0.00021909592 *********************************************** --------------------------------------------------- Iteration : 81 kill weight from layer 1 knot 13 to knot 18 kill weight from layer 1 knot 26 to knot 37 *********************************************** *** Learn Path 81 *** loss function: -0.520854414 *** contribution from regularisation: 0.00302314828 *** contribution from error: -0.523877561 *** contribution from DIAG: 0.000219152687 *********************************************** --------------------------------------------------- Iteration : 82 kill weight from layer 1 knot 39 to knot 8 *********************************************** *** Learn Path 82 *** loss function: -0.520866334 *** contribution from regularisation: 0.00301953568 *** contribution from error: -0.523885846 *** contribution from DIAG: 0.000219014197 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 7 to knot 26 *********************************************** *** Learn Path 83 *** loss function: -0.52087599 *** contribution from regularisation: 0.00301830773 *** contribution from error: -0.52389431 *** contribution from DIAG: 0.000219028167 *********************************************** --------------------------------------------------- Iteration : 84 kill weight from layer 1 knot 29 to knot 15 kill weight from layer 1 knot 12 to knot 25 *********************************************** *** Learn Path 84 *** loss function: -0.520884871 *** contribution from regularisation: 0.00301739154 *** contribution from error: -0.523902237 *** contribution from DIAG: 0.000219036185 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 20 to knot 8 *********************************************** *** Learn Path 85 *** loss function: -0.520890176 *** contribution from regularisation: 0.0030202507 *** contribution from error: -0.523910403 *** contribution from DIAG: 0.000218816771 *********************************************** --------------------------------------------------- Iteration : 86 kill weight from layer 1 knot 3 to knot 36 *********************************************** *** Learn Path 86 *** loss function: -0.520898819 *** contribution from regularisation: 0.00301959179 *** contribution from error: -0.52391839 *** contribution from DIAG: 0.000218856949 *********************************************** --------------------------------------------------- Iteration : 87 *********************************************** *** Learn Path 87 *** loss function: -0.520906627 *** contribution from regularisation: 0.00301961717 *** contribution from error: -0.523926258 *** contribution from DIAG: 0.000218793226 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 22 to knot 26 kill weight from layer 1 knot 8 to knot 27 *********************************************** *** Learn Path 88 *** loss function: -0.520919085 *** contribution from regularisation: 0.00301519386 *** contribution from error: -0.523934305 *** contribution from DIAG: 0.000219423382 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 20 to knot 13 kill weight from layer 1 knot 44 to knot 31 kill weight from layer 1 knot 33 to knot 36 *********************************************** *** Learn Path 89 *** loss function: -0.520926535 *** contribution from regularisation: 0.00301579037 *** contribution from error: -0.523942351 *** contribution from DIAG: 0.000219290203 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 24 to knot 8 kill weight from layer 1 knot 28 to knot 25 kill weight from layer 1 knot 40 to knot 30 kill weight from layer 1 knot 19 to knot 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 245.05748 sigma out 44 active outputs RANK 2 NODE 7 --> 126.150322 sigma out 44 active outputs RANK 3 NODE 5 --> 115.031281 sigma out 44 active outputs RANK 4 NODE 6 --> 107.772789 sigma out 44 active outputs RANK 5 NODE 3 --> 93.3725128 sigma out 44 active outputs RANK 6 NODE 9 --> 72.3577042 sigma out 44 active outputs RANK 7 NODE 13 --> 62.8651352 sigma out 43 active outputs RANK 8 NODE 19 --> 61.6268616 sigma out 44 active outputs RANK 9 NODE 2 --> 58.2936707 sigma out 45 active outputs RANK 10 NODE 11 --> 55.7496376 sigma out 45 active outputs RANK 11 NODE 12 --> 54.9606628 sigma out 44 active outputs RANK 12 NODE 17 --> 53.8278542 sigma out 45 active outputs RANK 13 NODE 8 --> 53.1026764 sigma out 43 active outputs RANK 14 NODE 4 --> 52.2014885 sigma out 44 active outputs RANK 15 NODE 21 --> 50.1960678 sigma out 45 active outputs RANK 16 NODE 10 --> 48.8324966 sigma out 45 active outputs RANK 17 NODE 14 --> 48.4492989 sigma out 45 active outputs RANK 18 NODE 16 --> 45.9650688 sigma out 45 active outputs RANK 19 NODE 15 --> 42.0735435 sigma out 44 active outputs RANK 20 NODE 25 --> 41.2189751 sigma out 43 active outputs RANK 21 NODE 20 --> 39.7000198 sigma out 43 active outputs RANK 22 NODE 30 --> 38.5801353 sigma out 45 active outputs RANK 23 NODE 18 --> 37.0221176 sigma out 45 active outputs RANK 24 NODE 23 --> 36.1685104 sigma out 45 active outputs RANK 25 NODE 43 --> 35.6579361 sigma out 44 active outputs RANK 26 NODE 24 --> 35.4010658 sigma out 43 active outputs RANK 27 NODE 22 --> 31.7094803 sigma out 43 active outputs RANK 28 NODE 26 --> 31.6911697 sigma out 44 active outputs RANK 29 NODE 28 --> 27.3879833 sigma out 42 active outputs RANK 30 NODE 27 --> 27.1322575 sigma out 45 active outputs RANK 31 NODE 31 --> 26.0743103 sigma out 42 active outputs RANK 32 NODE 33 --> 25.8096275 sigma out 44 active outputs RANK 33 NODE 32 --> 25.1065941 sigma out 45 active outputs RANK 34 NODE 36 --> 24.1307564 sigma out 43 active outputs RANK 35 NODE 35 --> 22.7021484 sigma out 45 active outputs RANK 36 NODE 34 --> 21.9737091 sigma out 45 active outputs RANK 37 NODE 37 --> 21.170311 sigma out 45 active outputs RANK 38 NODE 29 --> 20.7147903 sigma out 44 active outputs RANK 39 NODE 41 --> 19.9846191 sigma out 43 active outputs RANK 40 NODE 40 --> 19.7248058 sigma out 43 active outputs RANK 41 NODE 42 --> 19.2753906 sigma out 45 active outputs RANK 42 NODE 38 --> 18.9690399 sigma out 45 active outputs RANK 43 NODE 39 --> 17.9477406 sigma out 42 active outputs RANK 44 NODE 44 --> 11.8470535 sigma out 44 active outputs RANK 45 NODE 45 --> 9.40136909 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 24 --> 138.733658 sigma in 45act. ( 90.3296509 sig out 1act.) RANK 2 NODE 22 --> 127.316559 sigma in 45act. ( 90.8323898 sig out 1act.) RANK 3 NODE 31 --> 102.410957 sigma in 43act. ( 91.6855545 sig out 1act.) RANK 4 NODE 4 --> 99.0246887 sigma in 44act. ( 71.1619034 sig out 1act.) RANK 5 NODE 18 --> 94.6520615 sigma in 43act. ( 74.6557388 sig out 1act.) RANK 6 NODE 32 --> 89.927124 sigma in 45act. ( 74.6634369 sig out 1act.) RANK 7 NODE 29 --> 89.0387115 sigma in 44act. ( 95.7397919 sig out 1act.) RANK 8 NODE 45 --> 86.7681351 sigma in 45act. ( 78.8121796 sig out 1act.) RANK 9 NODE 44 --> 84.6507263 sigma in 43act. ( 65.4148483 sig out 1act.) RANK 10 NODE 23 --> 84.0980072 sigma in 45act. ( 64.6231003 sig out 1act.) RANK 11 NODE 41 --> 83.3431168 sigma in 45act. ( 65.2469635 sig out 1act.) RANK 12 NODE 3 --> 81.9243622 sigma in 45act. ( 80.7981796 sig out 1act.) RANK 13 NODE 21 --> 77.9207687 sigma in 45act. ( 59.3783913 sig out 1act.) RANK 14 NODE 16 --> 71.4025574 sigma in 44act. ( 72.2437057 sig out 1act.) RANK 15 NODE 19 --> 66.6737442 sigma in 44act. ( 57.687439 sig out 1act.) RANK 16 NODE 13 --> 66.1209488 sigma in 43act. ( 61.4251862 sig out 1act.) RANK 17 NODE 14 --> 64.4358902 sigma in 44act. ( 51.4469261 sig out 1act.) RANK 18 NODE 20 --> 58.7249222 sigma in 44act. ( 51.1439323 sig out 1act.) RANK 19 NODE 2 --> 57.08992 sigma in 45act. ( 59.7559052 sig out 1act.) RANK 20 NODE 9 --> 49.2505722 sigma in 44act. ( 46.869503 sig out 1act.) RANK 21 NODE 42 --> 48.2949982 sigma in 45act. ( 46.8930397 sig out 1act.) RANK 22 NODE 27 --> 45.3494644 sigma in 43act. ( 53.5259743 sig out 1act.) RANK 23 NODE 39 --> 42.1747322 sigma in 45act. ( 36.1141014 sig out 1act.) RANK 24 NODE 35 --> 39.7880096 sigma in 45act. ( 34.2962112 sig out 1act.) RANK 25 NODE 40 --> 36.8687096 sigma in 44act. ( 29.7478104 sig out 1act.) RANK 26 NODE 15 --> 34.701561 sigma in 42act. ( 24.4221706 sig out 1act.) RANK 27 NODE 5 --> 32.3474312 sigma in 45act. ( 32.1168251 sig out 1act.) RANK 28 NODE 33 --> 31.5764961 sigma in 44act. ( 26.3239746 sig out 1act.) RANK 29 NODE 10 --> 31.5627842 sigma in 45act. ( 33.1919861 sig out 1act.) RANK 30 NODE 43 --> 31.1635303 sigma in 43act. ( 33.8426857 sig out 1act.) RANK 31 NODE 28 --> 30.9788837 sigma in 45act. ( 28.9406376 sig out 1act.) RANK 32 NODE 12 --> 30.4898605 sigma in 45act. ( 30.3342533 sig out 1act.) RANK 33 NODE 17 --> 28.4045296 sigma in 45act. ( 28.7733917 sig out 1act.) RANK 34 NODE 38 --> 27.8306293 sigma in 44act. ( 22.5766163 sig out 1act.) RANK 35 NODE 11 --> 27.7221355 sigma in 45act. ( 22.5945225 sig out 1act.) RANK 36 NODE 34 --> 26.1742764 sigma in 45act. ( 21.8606777 sig out 1act.) RANK 37 NODE 1 --> 22.9890327 sigma in 45act. ( 18.9074669 sig out 1act.) RANK 38 NODE 26 --> 22.7710953 sigma in 43act. ( 20.0324535 sig out 1act.) RANK 39 NODE 37 --> 22.3523998 sigma in 44act. ( 21.1740932 sig out 1act.) RANK 40 NODE 7 --> 22.3478966 sigma in 44act. ( 18.3546162 sig out 1act.) RANK 41 NODE 6 --> 19.258337 sigma in 45act. ( 19.0897217 sig out 1act.) RANK 42 NODE 30 --> 17.1366158 sigma in 42act. ( 13.5374289 sig out 1act.) RANK 43 NODE 36 --> 8.38679123 sigma in 42act. ( 2.4924221 sig out 1act.) RANK 44 NODE 25 --> 8.36223698 sigma in 42act. ( 3.62813234 sig out 1act.) RANK 45 NODE 8 --> 8.24569893 sigma in 40act. ( 3.92856979 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 95.7397919 sigma out 1act.( 89.0387115 sig in 44act.) RANK 2 NODE 31 --> 91.6855545 sigma out 1act.( 102.410957 sig in 43act.) RANK 3 NODE 22 --> 90.8323898 sigma out 1act.( 127.316559 sig in 45act.) RANK 4 NODE 24 --> 90.3296509 sigma out 1act.( 138.733658 sig in 45act.) RANK 5 NODE 3 --> 80.7981796 sigma out 1act.( 81.9243622 sig in 45act.) RANK 6 NODE 45 --> 78.8121796 sigma out 1act.( 86.7681351 sig in 45act.) RANK 7 NODE 32 --> 74.6634369 sigma out 1act.( 89.927124 sig in 45act.) RANK 8 NODE 18 --> 74.6557388 sigma out 1act.( 94.6520615 sig in 43act.) RANK 9 NODE 16 --> 72.2437057 sigma out 1act.( 71.4025574 sig in 44act.) RANK 10 NODE 4 --> 71.1619034 sigma out 1act.( 99.0246887 sig in 44act.) RANK 11 NODE 44 --> 65.4148483 sigma out 1act.( 84.6507263 sig in 43act.) RANK 12 NODE 41 --> 65.2469635 sigma out 1act.( 83.3431168 sig in 45act.) RANK 13 NODE 23 --> 64.6231003 sigma out 1act.( 84.0980072 sig in 45act.) RANK 14 NODE 13 --> 61.4251862 sigma out 1act.( 66.1209488 sig in 43act.) RANK 15 NODE 2 --> 59.7559052 sigma out 1act.( 57.08992 sig in 45act.) RANK 16 NODE 21 --> 59.3783913 sigma out 1act.( 77.9207687 sig in 45act.) RANK 17 NODE 19 --> 57.687439 sigma out 1act.( 66.6737442 sig in 44act.) RANK 18 NODE 27 --> 53.5259743 sigma out 1act.( 45.3494644 sig in 43act.) RANK 19 NODE 14 --> 51.4469261 sigma out 1act.( 64.4358902 sig in 44act.) RANK 20 NODE 20 --> 51.1439323 sigma out 1act.( 58.7249222 sig in 44act.) RANK 21 NODE 42 --> 46.8930397 sigma out 1act.( 48.2949982 sig in 45act.) RANK 22 NODE 9 --> 46.869503 sigma out 1act.( 49.2505722 sig in 44act.) RANK 23 NODE 39 --> 36.1141014 sigma out 1act.( 42.1747322 sig in 45act.) RANK 24 NODE 35 --> 34.2962112 sigma out 1act.( 39.7880096 sig in 45act.) RANK 25 NODE 43 --> 33.8426857 sigma out 1act.( 31.1635303 sig in 43act.) RANK 26 NODE 10 --> 33.1919861 sigma out 1act.( 31.5627842 sig in 45act.) RANK 27 NODE 5 --> 32.1168251 sigma out 1act.( 32.3474312 sig in 45act.) RANK 28 NODE 12 --> 30.3342533 sigma out 1act.( 30.4898605 sig in 45act.) RANK 29 NODE 40 --> 29.7478104 sigma out 1act.( 36.8687096 sig in 44act.) RANK 30 NODE 28 --> 28.9406376 sigma out 1act.( 30.9788837 sig in 45act.) RANK 31 NODE 17 --> 28.7733917 sigma out 1act.( 28.4045296 sig in 45act.) RANK 32 NODE 33 --> 26.3239746 sigma out 1act.( 31.5764961 sig in 44act.) RANK 33 NODE 15 --> 24.4221706 sigma out 1act.( 34.701561 sig in 42act.) RANK 34 NODE 11 --> 22.5945225 sigma out 1act.( 27.7221355 sig in 45act.) RANK 35 NODE 38 --> 22.5766163 sigma out 1act.( 27.8306293 sig in 44act.) RANK 36 NODE 34 --> 21.8606777 sigma out 1act.( 26.1742764 sig in 45act.) RANK 37 NODE 37 --> 21.1740932 sigma out 1act.( 22.3523998 sig in 44act.) RANK 38 NODE 26 --> 20.0324535 sigma out 1act.( 22.7710953 sig in 43act.) RANK 39 NODE 6 --> 19.0897217 sigma out 1act.( 19.258337 sig in 45act.) RANK 40 NODE 1 --> 18.9074669 sigma out 1act.( 22.9890327 sig in 45act.) RANK 41 NODE 7 --> 18.3546162 sigma out 1act.( 22.3478966 sig in 44act.) RANK 42 NODE 30 --> 13.5374289 sigma out 1act.( 17.1366158 sig in 42act.) RANK 43 NODE 8 --> 3.92856979 sigma out 1act.( 8.24569893 sig in 40act.) RANK 44 NODE 25 --> 3.62813234 sigma out 1act.( 8.36223698 sig in 42act.) RANK 45 NODE 36 --> 2.4924221 sigma out 1act.( 8.38679123 sig in 42act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 348.898224 sigma in 45 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.52093935 *** contribution from regularisation: 0.0030108192 *** contribution from error: -0.52395016 *** contribution from DIAG: 0.000219482405 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 12 to knot 8 kill weight from layer 1 knot 13 to knot 8 kill weight from layer 1 knot 27 to knot 30 kill weight from layer 1 knot 44 to knot 36 kill weight from layer 1 knot 34 to knot 37 *********************************************** *** Learn Path 91 *** loss function: -0.520949185 *** contribution from regularisation: 0.00300861872 *** contribution from error: -0.523957789 *** contribution from DIAG: 0.000219343478 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 40 to knot 5 kill weight from layer 1 knot 4 to knot 7 kill weight from layer 1 knot 30 to knot 14 kill weight from layer 1 knot 43 to knot 43 *********************************************** *** Learn Path 92 *** loss function: -0.520958424 *** contribution from regularisation: 0.00300713722 *** contribution from error: -0.523965538 *** contribution from DIAG: 0.000219544308 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 15 to knot 34 *********************************************** *** Learn Path 93 *** loss function: -0.520969868 *** contribution from regularisation: 0.00300322729 *** contribution from error: -0.523973107 *** contribution from DIAG: 0.000219726193 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 36 to knot 1 kill weight from layer 1 knot 31 to knot 25 kill weight from layer 1 knot 22 to knot 30 *********************************************** *** Learn Path 94 *** loss function: -0.520980239 *** contribution from regularisation: 0.00300044613 *** contribution from error: -0.523980677 *** contribution from DIAG: 0.000219447058 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 10 to knot 12 kill weight from layer 1 knot 32 to knot 17 *********************************************** *** Learn Path 95 *** loss function: -0.520990312 *** contribution from regularisation: 0.00299795973 *** contribution from error: -0.523988247 *** contribution from DIAG: 0.000219309601 *********************************************** --------------------------------------------------- Iteration : 96 kill weight from layer 1 knot 25 to knot 8 kill weight from layer 1 knot 13 to knot 25 kill weight from layer 1 knot 31 to knot 37 *********************************************** *** Learn Path 96 *** loss function: -0.520997763 *** contribution from regularisation: 0.00299796555 *** contribution from error: -0.523995757 *** contribution from DIAG: 0.000219107358 *********************************************** --------------------------------------------------- Iteration : 97 *********************************************** *** Learn Path 97 *** loss function: -0.521006763 *** contribution from regularisation: 0.00299645821 *** contribution from error: -0.524003208 *** contribution from DIAG: 0.000219020629 *********************************************** --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.521013916 *** contribution from regularisation: 0.00299663679 *** contribution from error: -0.524010539 *** contribution from DIAG: 0.000219104375 *********************************************** --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.521022022 *** contribution from regularisation: 0.00299562328 *** contribution from error: -0.524017632 *** contribution from DIAG: 0.000219038266 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 244.120697 sigma out 44 active outputs RANK 2 NODE 7 --> 125.775383 sigma out 44 active outputs RANK 3 NODE 5 --> 115.363678 sigma out 44 active outputs RANK 4 NODE 6 --> 108.010582 sigma out 44 active outputs RANK 5 NODE 3 --> 92.7266541 sigma out 44 active outputs RANK 6 NODE 9 --> 72.5950394 sigma out 44 active outputs RANK 7 NODE 13 --> 62.548027 sigma out 41 active outputs RANK 8 NODE 19 --> 61.3798943 sigma out 44 active outputs RANK 9 NODE 2 --> 58.1739349 sigma out 45 active outputs RANK 10 NODE 11 --> 56.0184822 sigma out 45 active outputs RANK 11 NODE 12 --> 55.1654015 sigma out 43 active outputs RANK 12 NODE 17 --> 53.6111259 sigma out 45 active outputs RANK 13 NODE 8 --> 53.1270065 sigma out 43 active outputs RANK 14 NODE 4 --> 52.4234848 sigma out 43 active outputs RANK 15 NODE 21 --> 49.944973 sigma out 45 active outputs RANK 16 NODE 10 --> 48.8718376 sigma out 44 active outputs RANK 17 NODE 14 --> 48.1743088 sigma out 45 active outputs RANK 18 NODE 16 --> 45.5202751 sigma out 45 active outputs RANK 19 NODE 15 --> 41.5399437 sigma out 43 active outputs RANK 20 NODE 25 --> 41.0843811 sigma out 42 active outputs RANK 21 NODE 20 --> 39.4062653 sigma out 43 active outputs RANK 22 NODE 30 --> 38.5963478 sigma out 44 active outputs RANK 23 NODE 18 --> 36.7311897 sigma out 45 active outputs RANK 24 NODE 23 --> 36.0448685 sigma out 45 active outputs RANK 25 NODE 43 --> 35.6075439 sigma out 43 active outputs RANK 26 NODE 24 --> 35.2485657 sigma out 43 active outputs RANK 27 NODE 26 --> 31.5461807 sigma out 44 active outputs RANK 28 NODE 22 --> 31.4725342 sigma out 42 active outputs RANK 29 NODE 28 --> 27.2079964 sigma out 42 active outputs RANK 30 NODE 27 --> 26.8218575 sigma out 44 active outputs RANK 31 NODE 33 --> 26.1784935 sigma out 44 active outputs RANK 32 NODE 31 --> 25.9548588 sigma out 40 active outputs RANK 33 NODE 32 --> 24.7600536 sigma out 44 active outputs RANK 34 NODE 36 --> 24.5824451 sigma out 42 active outputs RANK 35 NODE 35 --> 22.8045273 sigma out 45 active outputs RANK 36 NODE 34 --> 21.7782459 sigma out 44 active outputs RANK 37 NODE 37 --> 21.1726704 sigma out 45 active outputs RANK 38 NODE 29 --> 20.5340919 sigma out 44 active outputs RANK 39 NODE 41 --> 19.869936 sigma out 43 active outputs RANK 40 NODE 40 --> 19.5353985 sigma out 42 active outputs RANK 41 NODE 42 --> 19.2097397 sigma out 45 active outputs RANK 42 NODE 38 --> 19.0183258 sigma out 45 active outputs RANK 43 NODE 39 --> 17.8167133 sigma out 42 active outputs RANK 44 NODE 44 --> 11.7984266 sigma out 43 active outputs RANK 45 NODE 45 --> 9.37751675 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 24 --> 138.178558 sigma in 45act. ( 90.4290543 sig out 1act.) RANK 2 NODE 22 --> 127.004066 sigma in 45act. ( 90.4457703 sig out 1act.) RANK 3 NODE 31 --> 102.500809 sigma in 43act. ( 91.6685867 sig out 1act.) RANK 4 NODE 4 --> 98.7525406 sigma in 44act. ( 70.8668594 sig out 1act.) RANK 5 NODE 18 --> 94.2838058 sigma in 43act. ( 74.4825439 sig out 1act.) RANK 6 NODE 32 --> 89.6316528 sigma in 45act. ( 74.3749542 sig out 1act.) RANK 7 NODE 29 --> 88.7148285 sigma in 44act. ( 95.9062576 sig out 1act.) RANK 8 NODE 45 --> 86.6725388 sigma in 45act. ( 78.6951294 sig out 1act.) RANK 9 NODE 44 --> 84.3075027 sigma in 43act. ( 65.402565 sig out 1act.) RANK 10 NODE 23 --> 83.7807541 sigma in 45act. ( 64.7749252 sig out 1act.) RANK 11 NODE 41 --> 82.8531036 sigma in 45act. ( 65.2688293 sig out 1act.) RANK 12 NODE 3 --> 81.9213638 sigma in 45act. ( 80.5443115 sig out 1act.) RANK 13 NODE 21 --> 77.7697144 sigma in 45act. ( 59.2481689 sig out 1act.) RANK 14 NODE 16 --> 71.2603912 sigma in 44act. ( 72.1110077 sig out 1act.) RANK 15 NODE 19 --> 66.5545502 sigma in 44act. ( 57.6852264 sig out 1act.) RANK 16 NODE 13 --> 65.9121857 sigma in 43act. ( 61.2496872 sig out 1act.) RANK 17 NODE 14 --> 64.3206711 sigma in 43act. ( 51.2251511 sig out 1act.) RANK 18 NODE 20 --> 58.7337532 sigma in 44act. ( 51.0871353 sig out 1act.) RANK 19 NODE 2 --> 57.0796204 sigma in 45act. ( 59.5684433 sig out 1act.) RANK 20 NODE 9 --> 49.2731514 sigma in 44act. ( 46.7356644 sig out 1act.) RANK 21 NODE 42 --> 48.238224 sigma in 45act. ( 46.875145 sig out 1act.) RANK 22 NODE 27 --> 45.5194206 sigma in 43act. ( 53.9369965 sig out 1act.) RANK 23 NODE 39 --> 42.0451736 sigma in 45act. ( 36.2388458 sig out 1act.) RANK 24 NODE 35 --> 39.6781998 sigma in 45act. ( 34.1917915 sig out 1act.) RANK 25 NODE 40 --> 36.7317467 sigma in 44act. ( 29.6864033 sig out 1act.) RANK 26 NODE 15 --> 34.8648834 sigma in 42act. ( 24.7324486 sig out 1act.) RANK 27 NODE 5 --> 32.2520447 sigma in 44act. ( 32.1935768 sig out 1act.) RANK 28 NODE 10 --> 31.5126019 sigma in 45act. ( 33.0495186 sig out 1act.) RANK 29 NODE 33 --> 31.403635 sigma in 44act. ( 26.1562614 sig out 1act.) RANK 30 NODE 43 --> 31.3978672 sigma in 42act. ( 34.1774673 sig out 1act.) RANK 31 NODE 28 --> 30.9778233 sigma in 45act. ( 28.9536724 sig out 1act.) RANK 32 NODE 12 --> 30.450779 sigma in 44act. ( 30.2907791 sig out 1act.) RANK 33 NODE 17 --> 28.3259907 sigma in 44act. ( 28.9859829 sig out 1act.) RANK 34 NODE 38 --> 27.7975826 sigma in 44act. ( 22.5459175 sig out 1act.) RANK 35 NODE 11 --> 27.5776424 sigma in 45act. ( 22.7703209 sig out 1act.) RANK 36 NODE 34 --> 26.0299282 sigma in 44act. ( 21.6923656 sig out 1act.) RANK 37 NODE 1 --> 22.9433117 sigma in 44act. ( 18.8262596 sig out 1act.) RANK 38 NODE 26 --> 22.7774258 sigma in 43act. ( 20.1013851 sig out 1act.) RANK 39 NODE 37 --> 22.3300781 sigma in 42act. ( 21.3270283 sig out 1act.) RANK 40 NODE 7 --> 22.248621 sigma in 43act. ( 18.3901749 sig out 1act.) RANK 41 NODE 6 --> 19.193924 sigma in 45act. ( 19.1038208 sig out 1act.) RANK 42 NODE 30 --> 17.0819111 sigma in 40act. ( 13.5865078 sig out 1act.) RANK 43 NODE 36 --> 8.26597691 sigma in 41act. ( 2.47579074 sig out 1act.) RANK 44 NODE 25 --> 8.22920418 sigma in 40act. ( 3.5681591 sig out 1act.) RANK 45 NODE 8 --> 8.17077923 sigma in 37act. ( 3.92195964 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 95.9062576 sigma out 1act.( 88.7148285 sig in 44act.) RANK 2 NODE 31 --> 91.6685867 sigma out 1act.( 102.500809 sig in 43act.) RANK 3 NODE 22 --> 90.4457703 sigma out 1act.( 127.004066 sig in 45act.) RANK 4 NODE 24 --> 90.4290543 sigma out 1act.( 138.178558 sig in 45act.) RANK 5 NODE 3 --> 80.5443115 sigma out 1act.( 81.9213638 sig in 45act.) RANK 6 NODE 45 --> 78.6951294 sigma out 1act.( 86.6725388 sig in 45act.) RANK 7 NODE 18 --> 74.4825439 sigma out 1act.( 94.2838058 sig in 43act.) RANK 8 NODE 32 --> 74.3749542 sigma out 1act.( 89.6316528 sig in 45act.) RANK 9 NODE 16 --> 72.1110077 sigma out 1act.( 71.2603912 sig in 44act.) RANK 10 NODE 4 --> 70.8668594 sigma out 1act.( 98.7525406 sig in 44act.) RANK 11 NODE 44 --> 65.402565 sigma out 1act.( 84.3075027 sig in 43act.) RANK 12 NODE 41 --> 65.2688293 sigma out 1act.( 82.8531036 sig in 45act.) RANK 13 NODE 23 --> 64.7749252 sigma out 1act.( 83.7807541 sig in 45act.) RANK 14 NODE 13 --> 61.2496872 sigma out 1act.( 65.9121857 sig in 43act.) RANK 15 NODE 2 --> 59.5684433 sigma out 1act.( 57.0796204 sig in 45act.) RANK 16 NODE 21 --> 59.2481689 sigma out 1act.( 77.7697144 sig in 45act.) RANK 17 NODE 19 --> 57.6852264 sigma out 1act.( 66.5545502 sig in 44act.) RANK 18 NODE 27 --> 53.9369965 sigma out 1act.( 45.5194206 sig in 43act.) RANK 19 NODE 14 --> 51.2251511 sigma out 1act.( 64.3206711 sig in 43act.) RANK 20 NODE 20 --> 51.0871353 sigma out 1act.( 58.7337532 sig in 44act.) RANK 21 NODE 42 --> 46.875145 sigma out 1act.( 48.238224 sig in 45act.) RANK 22 NODE 9 --> 46.7356644 sigma out 1act.( 49.2731514 sig in 44act.) RANK 23 NODE 39 --> 36.2388458 sigma out 1act.( 42.0451736 sig in 45act.) RANK 24 NODE 35 --> 34.1917915 sigma out 1act.( 39.6781998 sig in 45act.) RANK 25 NODE 43 --> 34.1774673 sigma out 1act.( 31.3978672 sig in 42act.) RANK 26 NODE 10 --> 33.0495186 sigma out 1act.( 31.5126019 sig in 45act.) RANK 27 NODE 5 --> 32.1935768 sigma out 1act.( 32.2520447 sig in 44act.) RANK 28 NODE 12 --> 30.2907791 sigma out 1act.( 30.450779 sig in 44act.) RANK 29 NODE 40 --> 29.6864033 sigma out 1act.( 36.7317467 sig in 44act.) RANK 30 NODE 17 --> 28.9859829 sigma out 1act.( 28.3259907 sig in 44act.) RANK 31 NODE 28 --> 28.9536724 sigma out 1act.( 30.9778233 sig in 45act.) RANK 32 NODE 33 --> 26.1562614 sigma out 1act.( 31.403635 sig in 44act.) RANK 33 NODE 15 --> 24.7324486 sigma out 1act.( 34.8648834 sig in 42act.) RANK 34 NODE 11 --> 22.7703209 sigma out 1act.( 27.5776424 sig in 45act.) RANK 35 NODE 38 --> 22.5459175 sigma out 1act.( 27.7975826 sig in 44act.) RANK 36 NODE 34 --> 21.6923656 sigma out 1act.( 26.0299282 sig in 44act.) RANK 37 NODE 37 --> 21.3270283 sigma out 1act.( 22.3300781 sig in 42act.) RANK 38 NODE 26 --> 20.1013851 sigma out 1act.( 22.7774258 sig in 43act.) RANK 39 NODE 6 --> 19.1038208 sigma out 1act.( 19.193924 sig in 45act.) RANK 40 NODE 1 --> 18.8262596 sigma out 1act.( 22.9433117 sig in 44act.) RANK 41 NODE 7 --> 18.3901749 sigma out 1act.( 22.248621 sig in 43act.) RANK 42 NODE 30 --> 13.5865078 sigma out 1act.( 17.0819111 sig in 40act.) RANK 43 NODE 8 --> 3.92195964 sigma out 1act.( 8.17077923 sig in 37act.) RANK 44 NODE 25 --> 3.5681591 sigma out 1act.( 8.22920418 sig in 40act.) RANK 45 NODE 36 --> 2.47579074 sigma out 1act.( 8.26597691 sig in 41act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 348.599274 sigma in 45 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.521028697 *** contribution from regularisation: 0.00299632642 *** contribution from error: -0.524025023 *** contribution from DIAG: 0.000218058616 *********************************************** -----------------> Test sample create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Kaon_Long_NeuroBayes.conf NB_AHISTOUT: storage space 276709 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Long/GlobalPID_Kaon_Long_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Long/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Long/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Long/NB.txt Training Host = lxplus436.cern.ch Particle type = kaon Background types = all Training Mix = NaturalMix Track type = Long Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Kaon_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 39 nodes, hidden layer has 45 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Considered 1796476 tracks for input to NN training Sel. Eff. = 55.6645% Selected 1000000 tracks for input to NN training ghost percentage = 17.7101% electron percentage = 3.2769% muon percentage = 0.9167% pion percentage = 63.4828% kaon percentage = 9.1606% Unknown Particle type 411 percentage = 0.0002% Unknown Particle type 431 percentage = 0.0001% proton percentage = 5.4207% Unknown Particle type 3112 percentage = 0.0069% Unknown Particle type 3222 percentage = 0.0223% Unknown Particle type 3312 percentage = 0.0024% Unknown Particle type 1000020040 percentage = 0.0003% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackFitMatchChi2 Making plots for input TrackCloneDist Making plots for input TrackFitVeloChi2 Making plots for input TrackFitVeloNDoF Making plots for input TrackFitTChi2 Making plots for input TrackFitTNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichUsedR2Gas Making plots for input RichAbovePiThres Making plots for input RichAboveKaThres Making plots for input RichAbovePrThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsMuon Making plots for input MuonNShared Making plots for input InAccMuon Making plots for input MuonIsLooseMuon Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input PrsPIDe Making plots for input InAccBrem Making plots for input BremPIDe Making plots for input VeloCharge Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Found 9023704 evaluation data points Read entry 902370 (10%) Read entry 1804740 (20%) Read entry 2707110 (30%) Read entry 3609480 (40%) Read entry 4511850 (50%) Read entry 5414220 (60%) Read entry 6316590 (70%) Read entry 7218960 (80%) Read entry 8121330 (90%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 38 input variables. ***************Training results***************** number of nodes in the 1st layer: 45 number of nodes in the 2nd layer: 45 number of nodes in the 3rd layer: 1 number of iterations: 100