Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/622/Electron/Long Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/622/Electron/Long/GlobalPID_Electron_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/622/Electron/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/622/Electron/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/622/Electron/Long/NB.txt Training Host = lxplus437.cern.ch Particle type = electron 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_Electron_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_PRE = 622 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 38 Your number of nodes in the hidden layer is: 44 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You 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 622 You use momentum: 0. Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackFitMatchChi2 PreproFlag 34 Input 10 TrackCloneDist PreproFlag 34 Input 11 TrackFitVeloChi2 PreproFlag 14 Input 12 TrackFitVeloNDoF PreproFlag 19 Input 13 TrackFitTChi2 PreproFlag 14 Input 14 TrackFitTNDoF PreproFlag 19 Input 15 RichUsedAero PreproFlag 18 Input 16 RichUsedR1Gas PreproFlag 18 Input 17 RichUsedR2Gas PreproFlag 18 Input 18 RichAboveMuThres PreproFlag 18 Input 19 RichAboveKaThres PreproFlag 18 Input 20 RichDLLe PreproFlag 34 Input 21 RichDLLmu PreproFlag 34 Input 22 RichDLLk PreproFlag 34 Input 23 RichDLLp PreproFlag 34 Input 24 RichDLLbt PreproFlag 34 Input 25 MuonBkgLL PreproFlag 34 Input 26 MuonMuLL PreproFlag 34 Input 27 MuonIsMuon PreproFlag 19 Input 28 MuonNShared PreproFlag 19 Input 29 InAccMuon PreproFlag 19 Input 30 MuonIsLooseMuon PreproFlag 19 Input 31 EcalPIDe PreproFlag 34 Input 32 EcalPIDmu PreproFlag 34 Input 33 HcalPIDe PreproFlag 34 Input 34 HcalPIDmu PreproFlag 34 Input 35 PrsPIDe PreproFlag 34 Input 36 InAccBrem PreproFlag 19 Input 37 BremPIDe PreproFlag 34 Input 38 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Considered 1796476 tracks for input to NN training Sel. Eff. = 55.6645% Selected 1000000 tracks for input to NN training ghost percentage = 17.7101% electron percentage = 3.2769% muon percentage = 0.9167% pion percentage = 63.4828% kaon percentage = 9.1606% Unknown Particle type 411 percentage = 0.0002% Unknown Particle type 431 percentage = 0.0001% proton percentage = 5.4207% Unknown Particle type 3112 percentage = 0.0069% Unknown Particle type 3222 percentage = 0.0223% Unknown Particle type 3312 percentage = 0.0024% Unknown Particle type 1000020040 percentage = 0.0003% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T Project 2001-2003 Copyright Phi-T GmbH Version 20101206 Library compiled with: NB_MAXPATTERN= 1500000 NB_MAXNODE = 100 ----------------------------------- found 1000000 samples to learn from preprocessing flags/parameters: global preprocessing flag: 622 individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 3 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 4 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 5 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 6 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 7 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 8 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 9 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 10 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 11 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 12 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 13 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 14 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 15 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 16 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 17 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 18 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 19 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 20 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 21 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 22 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 23 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 24 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 25 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 26 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 27 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 28 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 29 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 30 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 31 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 32 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 33 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 34 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 35 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 36 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 37 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 38 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. Using weight factor: 1. now perform preprocessing *** called with option 22 *** This will do for you: *** input variable equalisation *** to Gaussian 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: 3.27689981 % ------------------------------ Transdef: Tab for variable 1 -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. 1. 1. 1. 1. ------------------------------ Transdef: Tab for variable 2 2. 16. 20. 23. 26. 28. 29. 31. 33. 34. 35. 37. 38. 39. 41. 42. 43. 44. 45. 46. 47. 48. 49. 50. 51. 52. 53. 54. 55. 56. 57. 58. 59. 60. 61. 62. 63. 64. 65. 66. 67. 68. 69. 69. 70. 71. 72. 73. 74. 75. 76. 77. 78. 79. 80. 82. 83. 84. 85. 86. 87. 88. 89. 91. 92. 93. 94. 96. 97. 98. 100. 101. 103. 104. 106. 107. 109. 110. 112. 114. 116. 118. 120. 122. 125. 127. 130. 132. 135. 138. 141. 145. 149. 154. 159. 165. 173. 183. 199. 224. 435. build map for variable # 2 ------------------------------ Transdef: Tab for variable 3 1051.19995 1576.08496 1739.23499 1855.78003 1955.78003 2046.90503 2131.01001 2214.37988 2294.39502 2371.1748 2448.55518 2523.43506 2598.73999 2675.36523 2750.09521 2826.49512 2902.97998 2979.69995 3056.22998 3133.51001 3211.78516 3291.12988 3369.68506 3449.11011 3530.5 3612.22998 3695.45996 3780.40479 3867.75 3954.69995 4044.59521 4135.6748 4227.6748 4321.14014 4417.30957 4514.33984 4613.34473 4712.47998 4815.64502 4919.94531 5026.87012 5137.16992 5251.29492 5365.85498 5486.58984 5607.69531 5731.62988 5859.37988 5994.7749 6129.86035 6271.00977 6413.16016 6560.61523 6713.00488 6873.50488 7038.09473 7207.19531 7384.54004 7566.79004 7750.58008 7948.31982 8147.90527 warning: map is empty for variable 3 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 268.1 warning: map is empty for variable 4 23718 274.339294 280.577179 286.778076 293.091644 299.477173 305.866455 312.353729 318.817444 325.412842 332.144745 338.879211 345.777985 352.631561 359.809326 367.083984 374.372437 381.838135 389.322815 396.893433 404.737518 412.595825 420.722656 428.895508 437.384827 445.861267 454.726013 463.734375 472.885986 482.413025 492.117401 502.047516 512.240845 522.637939 533.588867 544.687866 556.08252 567.873596 579.893799 592.465027 605.494873 619.111084 633.129639 647.772095 663.185303 679.207031 695.679382 712.953247 731.384888 751.133057 772.2547 794.84259 818.634338 844.423828 872.456055 902.673401 936.057861 972.974792 1013.14868 1058.25024 1110.43677 1172.0813 1244.75146 1332.37256 1440.56934 1585.09644 1787.97803 2103.0708 2742.00049 640132.375 do regularised spline fit for input variable # 4 build map for variable # 4 warning: map is empty for variable 4 ------------------------------ Transdef: Tab for variable 5 0.161407679 0.518016934 0.572030425 0.607863247 0.63563174 0.658714294 0.678919613 0.696864903 0.713098764 0.728441 0.742652595 0.756039977 0.768709719 0.780824661 0.792360008 0.803386331 0.814302981 0.824860096 0.835346162 0.845394015 0.855297446 0.8650316 0.874517441 0.883850038 0.893140197 0.902070642 0.911140561 0.920189798 0.92924428 0.938176274 0.946973085 0.955959916 0.964844584 0.973558068 0.982373357 0.991359711 1.00021434 1.00922203 1.01821899 1.02727318 1.03645897 1.04570937 1.05500913 1.0645591 1.07415891 1.08379841 1.09358072 1.10357261 1.11358333 1.1238997 1.13435876 1.1452471 1.15615928 1.16731417 1.17884648 1.19091082 1.20309246 1.21560764 1.22850633 1.24176168 1.2554816 1.27006292 1.28508806 1.30071235 1.31706536 1.33409584 1.35210872 1.37162578 1.39217854 1.41384554 1.43705273 1.46220517 1.48894894 1.51857817 1.55050838 1.58568358 1.62504816 1.66748786 1.7153275 1.76956069 1.82978082 1.89807713 1.97364533 2.05634117 2.14888096 2.24986529 2.36151195 2.48588085 2.62146568 2.76739168 2.92556429 3.09510255 3.27790165 3.47443438 3.68694878 3.91099834 4.16221333 4.45466185 4.84408951 5.50286961 9.99821091 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 7. 12. 13. 15. 15. 16. 17. 17. 18. 19. 19. 20. 20. 21. 21. 21. 22. 22. 23. 23. 24. 24. 24. 25. 25. 25. 26. 26. 26. 27. 27. 27. 27. 28. 28. 28. 28. 28. 29. 29. 29. 29. 29. 30. 30. 30. 30. 30. 30. 31. 31. 31. 31. 31. 31. 32. 32. 32. 32. 32. 32. 33. 33. 33. 33. 33. 33. 33. 34. 34. 34. 34. 34. 34. 35. 35. 35. 35. 35. 35. 36. 36. 36. 36. 36. 37. 37. 37. 37. 37. 38. 38. 38. 39. 39. 39. 40. 40. 41. 42. 55. build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -99.9702301 -68.6403885 -60.5157776 -54.3923035 -49.2045822 -44.6856079 -40.9243431 -37.8902893 -35.3554459 -33.0707474 -31.050354 -29.1892433 -27.5976372 -26.2067146 -24.9384079 -23.8056793 -22.8534241 -22.0228062 -21.2483597 -20.4263229 -19.3686829 -18.1094666 -17.0336304 -16.0498562 -15.1178417 -14.2062283 -13.3981266 -12.6954117 -12.0663815 -11.4937496 -10.9882317 -10.5277328 -10.1131897 -9.74481964 -9.40937424 -9.09449005 -8.80544662 -8.53594017 -8.28520966 -8.05606461 -7.83761549 -7.63245201 -7.44425774 -7.26581764 -7.09740686 -6.93509102 -6.77894497 -6.63247299 -6.49170971 -6.35536385 -6.22587442 -6.10258198 -5.98147583 -5.8654995 -5.75278568 -5.64488792 -5.53799915 -5.43482018 -5.33443928 -5.23617077 -5.14046955 -5.0462656 -4.95494175 -4.86360598 -4.77483749 -4.68914509 -4.60371304 -4.52061462 -4.43781328 -4.3571682 -4.2775507 -4.20085621 -4.12393284 -4.0493989 -3.97489691 -3.90071726 -3.8259089 -3.75161457 -3.6766901 -3.6015265 -3.52568722 -3.44960785 -3.37246537 -3.29670906 -3.2215867 -3.14613247 -3.06979799 -2.99224949 -2.91248298 -2.82784557 -2.73966455 -2.648 warning: map is empty for variable 7 89002 -2.5528276 -2.45265675 -2.34871197 -2.24119091 -2.12574458 -1.99891675 -1.84827733 -1.60736442 -0.1466005 do regularised spline fit for input variable # 7 build map for variable # 7 warning: map is empty for variable 7 ------------------------------ Transdef: Tab for variable 8 1.00013376E-05 0.000381545455 0.000744894496 0.00110580307 0.00146095641 0.00182177045 0.00217866967 0.00254094368 0.00290734367 0.00327057345 0.00362779037 0.00399105204 0.00436001644 0.00472527137 0.00509139989 0.00545678381 0.00583805423 0.00620949082 0.00658932421 0.00696955808 0.00734717585 0.00772630051 0.0081042042 0.00848564878 0.00887985155 0.00927856751 0.00969239883 0.0101272874 0.0105979489 0.0111239003 0.0117153265 0.0124018323 0.0131275477 0.0139391907 0.0148274461 0.0158115011 0.0168813094 0.0180669818 0.0193949174 0.0208737925 0.0225285962 0.0243819598 0.0265049655 0.0288895182 0.0316321403 0.0346499607 0.0379050076 0.04145585 0.0450543985 0.0481514633 0.0508073196 0.0535130054 0.0564675704 0.0599133596 0.0639393479 0.0686061531 0.0738589987 0.0797122717 0.086027056 0.0930039585 0.100221731 0.108026356 0.116605937 0.125695407 0.135697275 0.146480352 0.157600001 0.169417292 0.181948602 0.195062324 0.208788037 0.222863168 0.237566173 0.252934784 0.268918455 0.285253882 0.30202651 0.319224626 0.33644709 0.354674041 0.373420835 0.393768311 0.415750444 0.439443707 0.46617496 0.495108664 0.527468562 0.562291622 0.598253667 0.635136485 0.671867192 0.70868361 0.743337512 0.776072979 0.805687308 0.831951559 0.856028914 0.879755259 0.905685186 0.936595678 0.999987841 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 0.0111313853 0.651839852 0.893955946 1.08282328 1.2417804 1.38711953 1.52000213 1.64410496 1.76200521 1.87647641 1.98608685 2.09294987 2.19505525 2.29678845 2.3962276 2.49560404 2.59128237 2.68573523 2.78190637 2.8766737 2.97041392 3.06395698 3.15825438 3.25332117 3.34778285 3.44329238 3.53897667 3.63392472 3.72937822 3.82557678 3.92211819 4.01812077 4.11674595 4.21644115 4.31723356 4.42061329 4.52426147 4.62950993 4.73447418 4.84170151 4.94975519 5.06130886 5.17304802 5.28663111 5.40378094 5.52208471 5.64541864 5.76856709 5.89436007 6.02596951 6.16140842 6.29914761 6.43824911 6.58111 6.72970438 6.88268805 7.04077721 7.20549679 7.37535 7.55480814 7.73332787 7.92554569 8.1239748 8.32842064 8.548316 8.76986313 9.00699615 9.26219368 9.52894402 9.814394 10.111412 10.4402256 10.7958832 11.1729374 11.5837231 12.0297079 12.5117493 13.0444937 13.6500788 14.3144417 15.0809631 15.939621 16.9236507 18.0403557 19.3176956 20.7654381 22.4092255 24.2711334 26.3455067 28.6188545 31.1902962 33.9963837 37.1259193 40.6502991 44.6955528 49.2474747 54.6670914 61.3271637 69.7125397 81.894455 136.659332 do warning: map is empty for variable 9 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. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -132.375595 -69.280899 -60.027298 -54.0655975 -49.5714493 -46.0568008 -43.0702515 -40.6413498 -38.6056519 -36.9046478 -35.3978004 -34.0835991 -32.9028511 -31.8225994 -30.8290501 -29.90345 -29.0580502 -28.253849 -27.5 -26.7915001 -26.10425 -25.4595985 -24.8390999 -24.2388496 -23.6523991 -23.0935001 -22.5457993 -22.0059509 -21.4932003 -20.9862499 -20.4801998 -19.9917488 -19.5237999 -19.0540504 -18.5835991 -18.1172009 -17.6553993 -17.2079506 -16.760849 -16.3243008 -15.8888493 -15.4643497 -15.0427999 -14.6190996 -14.2000999 -13.7814999 -13.3698502 -12.9582005 -12.5433998 -12.1315002 -11.7242508 -11.31985 -10.9167995 -10.5217495 -10.1259995 -9.73004913 -9.33909988 -8.95359993 -8.5685997 -8.18879986 -7.81650019 -7.45170021 -7.07590008 -6.70839977 -6.35220003 -5.99410009 -5.64599991 -5.30480003 -4.96220016 -4.62415028 -4.29554987 -3.97149992 -3.65310001 -3.33789992 -3.03469992 -2.74429989 -2.45889997 -2.18109989 -1.90869999 -1.64345002 -1.38479996 -1.13680005 -0.894400001 -0.657100022 -0.427349985 -0.203500003 0.00710000005 0.255199999 0.557299972 0.926900029 1.37535 1.91670001 2.57809997 3.39449978 4.42404985 5.74454975 7.58994961 10.2517996 14.8096504 24.1777 146.914093 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -109.298897 -43.6083984 -35.8069496 -31.1259003 -27.8845005 -25.4773502 -23.5413494 -21.9172001 -20.5480499 -19.3344994 -18.2549992 -17.3076992 -16.4254494 -15.6311493 -14.9099998 -14.2517996 -13.6287498 -13.0454998 -12.5003996 -11.9928999 -11.5064001 -11.0430002 -10.6028996 -10.1873999 -9.78559971 -9.40279961 -9.03344917 -8.69130039 -8.35354996 -8.03139973 -7.7185998 -7.42054987 -7.13509989 -6.85459995 -6.58179998 -6.3204999 -6.0644002 -5.82450008 -5.58615017 -5.35529995 -5.13395023 -4.91690016 -4.71169996 -4.50909996 -4.31239986 -4.11744976 -3.9302001 -3.74845004 -3.57340002 -3.40264988 -3.23819995 -3.0775001 -2.92385006 -2.77209997 -2.62444997 -2.47979999 -2.33960009 -2.20449996 -2.07470012 -1.94974995 -1.82459998 -1.70385003 -1.58679998 -1.47070003 -1.35880005 -1.24800003 -1.14100003 -1.03699994 -0.933300018 -0.832000017 -0.734499991 -0.638700008 -0.545300007 -0.452899992 -0.364300013 -0.276199996 -0.189899996 -0.105599999 -0.0276999995 0. 0.0744000003 0.172399998 0.280499995 0.400849998 0.526899993 0.666549981 0.82160002 0.991900027 1.18114996 1.39900005 1.63940001 1.91820002 2.23740005 2.61815 3.08920002 3.67285013 4.44875002 5.53884983 7.25934982 10.6357002 92.7198029 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -169.438293 -70.2200012 -59.7008514 -53.3749504 -48.6471481 -45.030201 -42.040947 -39.4561996 -37.1383018 -35.0618973 -33.153801 -31.4294014 -29.8161507 -28.3157005 -26.8994503 -25.5701504 -24.2770996 -23.040451 -21.8656006 -20.7472 -19.6763 -18.6287003 -17.6224003 -16.6338005 -15.6959 -14.7705498 -13.8960495 -13.05585 -12.2436504 -11.4584999 -10.7088003 -9.98209953 -9.29339981 -8.62370014 -7.98089981 -7.38079977 -6.81220007 -6.26070023 -5.73699999 -5.22940016 -4.75255013 -4.29050016 -3.84060001 -3.41345 -3.00309992 -2.60645008 -2.23149991 -1.87024999 -1.52989995 -1.20079994 -0.882200003 -0.574800014 -0.270399988 0. 0. 0. 0.0355999991 0.300599992 0.555350006 0.817250013 1.07130003 1.32910001 1.58975005 1.8556 2.12350011 2.39104986 2.66470003 2.9447999 3.227 3.51275015 3.80170012 4.09724998 4.39909983 4.7048502 5.01879978 5.34385014 5.67229986 6.02225018 6.37720013 6.74980021 7.13455009 7.54570007 7.98745012 8.47729969 9.01210022 9.59430027 10.2699003 11.0241003 11.8873997 12.8705502 13.9579 15.1718502 16.4805984 17.9745998 19.6278992 21.5769997 23.9151993 26.9406013 31.1923504 39.2722473 145.506805 do regularised spline fit for input variable # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -179.763504 -64.8252029 -55.1730499 -49.3689499 -45.1165466 -41.8089981 -39.0223999 -36.655098 -34.5482025 -32.6256485 -30.878849 -29.2676506 -27.7901001 -26.3640499 -25.0397987 -23.7639008 -22.5700493 -21.3990498 -20.2884502 -19.2311001 -18.1733513 -17.1767006 -16.1784992 -15.2304001 -14.3013 -13.3996 -12.5326004 -11.6898003 -10.8655005 -10.0756493 -9.30520058 -8.55560017 -7.84560013 -7.16155005 -6.50594997 -5.85955 -5.23480034 -4.64025021 -4.06244993 -3.51349998 -2.97749996 -2.46204996 -1.96585 -1.48150003 -1.0187 -0.573350012 -0.140699998 0. 0. 0. 0.284000009 0.652800024 1.01434994 1.37264991 1.72440004 2.08060002 2.42404985 2.76845002 3.09905005 3.41589999 3.72819996 4.02904987 4.32320023 4.59959984 4.87020016 5.1329999 5.39050007 5.64069986 5.88910007 6.13360023 6.37729979 6.62884998 6.87459993 7.12249994 7.37529993 7.63770008 7.9053998 8.19149971 8.48789978 8.80539989 9.14365005 9.50990009 9.90849972 10.3599997 10.8564997 11.4182491 12.0574493 12.7979002 13.6336498 14.5569496 15.5883503 16.7042503 17.9123497 19.2584 20.7786503 22.5499992 24.6514492 27.2378998 30.6767502 36.4343987 125.160698 do regularised spline fit for input variable # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -154.501297 -59.9967003 -50.9528503 -45.46875 -41.5066986 -38.3899498 -35.8535004 -33.5992012 -31.6162491 -29.8517494 -28.2297001 -26.7382507 -25.3577003 -24.0480995 -22.7975502 -21.5943489 -20.4604492 -19.3720512 -18.3378487 -17.3270493 -16.3271503 -15.3533993 -14.4133997 -13.4900999 -12.5939503 -11.7266998 -10.8453999 -9.98110008 -9.1388998 -8.31615067 -7.51534986 -6.73769999 -5.97884989 -5.25115013 -4.56155014 -3.90370011 -3.28744984 -2.6961 -2.14034986 -1.61810005 -1.12740004 -0.658850014 -0.200499997 0. 0. 0. 0.25150001 0.629999995 0.993099988 1.34720004 1.69005001 2.02964997 2.36084986 2.68829989 3.00904989 3.31614995 3.61089993 3.90009999 4.18130016 4.45515013 4.71680021 4.97300005 5.22179985 5.46210003 5.7013998 5.93720007 6.17129993 6.40689993 6.64750004 6.88439989 7.12284994 7.36619997 7.61555004 7.87440014 8.14360046 8.42520046 8.72609997 9.04520035 9.38609982 9.76119995 10.1744499 10.6344004 11.1355495 11.7081509 12.3652 13.1100006 13.9209003 14.8306503 15.82125 16.8905983 18.0480995 19.3096008 20.6945 22.2132988 23.9146004 25.8321991 28.0690994 30.6903 34.0548477 39.024601 76.131897 do regularised spline fit for input variable # 24 build map for variable # 24 ------------------------------ Transdef: Tab for variable 25 -8.3572998 -5.68155003 -5.23750019 -4.93795013 -4.7189002 -4.5158 -4.3416996 -4.18825006 -4.04524994 -3.90495014 -3.75545001 -3.62975001 -3.51135015 -3.39209986 -3.27940011 -3.1791501 -3.07294989 -2.96854997 -2.8680501 -2.76989985 -2.66774988 -2.57504988 -2.48810005 -2.40534997 -2.31634998 -2.23759985 -2.15530014 -2.07585001 -1.99940002 -1.91715002 -1.83864999 -1.75924993 -1.68945003 -1.61945009 -1.55314994 -1.48740005 -1.4221499 -1.36255002 -1.30799997 -1.25020003 -1.19845009 -1.148 -1.09710002 -1.04854989 -1.00465 -0.960350037 -0.917750001 -0.878849983 -0.840300024 -0.804350019 -0.768450022 -0.734650016 -0.702499986 -0.670700014 -0.6426 -0.6153 -0.59009999 -0.563300014 -0.538800001 -0.515200019 -0.493800014 -0.472299993 -0.450399995 -0.430450022 -0.411750019 -0.392399997 -0.37529999 -0.358799994 -0.342400014 -0.327600002 -0.313149989 -0.298400015 -0.284850001 -0.270649999 -0.257699996 -0.24485001 -0.232299998 -0.221000001 -0.209800005 -0.197950006 -0.187299997 -0.177399993 -0.166600004 -0.157399997 -0.1479 -0.138999999 -0.129099995 -0.120700002 -0.1109 -0.101199999 -0.0921000019 -0.0830999985 -0.0741000026 -0.0653000027 -0.0559500009 -0.0467999987 -0.0379000008 -0.028549999 -0.0192500018 -0.00939999986 0.0174000002 do regularised spline fit for input variable # 25 build map for variable # 25 ------------------------------ Transdef: Tab for variable 26 -69.0775986 -3.25219989 -2.48239994 -2.11199999 -1.83889997 -1.63069999 -1.44649994 -1.30900002 -1.19869995 -1.09930003 -1.01139998 -0.931200027 -0.850049973 -0.786800027 -0.732500017 -0.67869997 -0.630699992 -0.581200004 -0.542999983 -0.506799996 -0.474649996 -0.439999998 -0.410400003 -0.382099986 -0.356700003 -0.332899988 -0.309199989 -0.291599989 -0.273400009 -0.255899996 -0.239999995 -0.224600002 -0.209900007 -0.197799996 -0.186199993 -0.1752 -0.164399996 -0.156200007 -0.146200001 -0.1373 -0.127000004 -0.1193 -0.112199999 -0.104400001 -0.0970999971 -0.0914999992 -0.0856999978 -0.0800499991 -0.074149996 -0.0694999993 -0.0658999979 -0.0612000003 -0.0577000007 -0.0549000017 -0.0516999997 -0.0483999997 -0.0451500006 -0.0425999984 -0.0401000008 -0.0373999998 -0.0348999985 -0.0331999995 -0.0309999995 -0.0289999992 -0.0273000002 -0.0251000002 -0.0233999994 -0.0221999995 -0.0199999996 -0.0182000007 -0.0165999997 -0.0153999999 -0.0141000003 -0.0129000004 -0.0115999999 -0.0108000003 -0.00949999969 -0.00860000029 -0.00810000021 -0.00719999988 -0.00659999996 -0.0057000001 -0.00510000018 -0.00469999993 -0.00389999989 -0.00300000003 -0.00240000011 -0.00209999993 -0.00159999996 -0.000699999975 -0.000199999995 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. do regularised spline fit for input variable # 26 build map for variable # 26 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 27 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. build map for variable # 27 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 28 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 2. 4. 78. build map for variable # 28 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 28. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 29. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 30. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 31. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 32. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 33. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 34. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 35. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 36. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 37. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 38. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 39. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 40. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 41. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 42. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 43. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 45. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 46. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 47. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 49. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 50. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 51. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 54. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 55. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 57. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 for key 68. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 28 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 29 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 -4.03346777 -4.03346777 -4.00066662 -4.00066662 -3.91291904 -3.88121271 -3.82042837 -3.82042837 -3.82042837 -3.82042837 -3.71635199 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.66041517 -3.6384654 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.51584101 -3.41426921 -3.25067306 -3.05582118 -2.98295212 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.90038872 -2.84125352 -2.76075888 -2.68617296 -2.61002398 -2.5340209 -2.4546051 -2.21956444 -2.06485081 -1.97997618 -1.86741781 -1.72930145 -1.57959414 -1.40924549 -1.38400507 -1.17399836 -1.09557772 -0.992527008 -0.791801453 -0.691117764 -0.541014194 -0.433674335 -0.341928959 -0.214585781 -0.0620622635 0.0319619179 0.11816597 0.275190115 0.497498035 0.605631351 0.831370115 0.989181757 1.51235867 1.84829021 2.97947407 2.97947407 2.97947407 2.99849629 3.64230013 3.64230013 6.31973982 do regularised spline fit for input variable # 31 build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 -4.99086905 -3.96687531 -3.80792928 -3.63171458 -3.51938272 -3.40305281 -3.2881608 -3.23795366 -3.16124368 -3.07058239 -3.0271349 -2.96280551 -2.93608713 -2.90063429 -2.85439205 -2.83017015 -2.77859068 -2.72931647 -2.70057344 -2.65665436 -2.54584146 -2.50884056 -2.46918464 -2.40840864 -2.38301611 -2.36328912 -2.32770896 -2.258991 -2.22860146 -2.21538401 -2.20555234 -2.19327569 -2.0619669 -2.0246706 -1.97210789 -1.95607567 -1.89318538 -1.86134315 -1.84651351 -1.7673018 -1.70059776 -1.5863657 -1.55777359 -1.45395374 -1.38441586 -1.25307894 -1.2175653 -1.14195728 -0.970830917 -0.87951982 -0.78369832 -0.646797419 -0.501171589 -0.440687895 -0.377619505 -0.290136337 -0.166385174 -0.0845901966 0. 0.00838327408 0.0181838274 0.128510952 0.277213812 0.308817387 0.308817387 0.308817387 0.361777425 0.361777425 0.382698655 0.382698655 0.389704585 0.389704585 0.389704585 0.433955312 0.433955312 0.457905769 0.457905769 0.494732857 0.494732857 0.494732857 0.501777887 0.501777887 0.525694311 0.525694311 0.579755604 0.635345817 0.67813468 0.694030762 0.833259821 0.928457975 1.02509475 1.05187953 1.08819127 1.19217622 1.20941687 1.26222658 1.28206801 1.47887325 1.76475322 1.94135523 2.15297604 do regularised spline fit for input variable # 32 build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -3.0056591 -2.95963359 -2.87457275 -2.8728075 -2.74192214 -2.59631157 -2.58120394 -2.51216125 -2.44289637 -2.32035899 -2.22764921 -2.12496376 -2.09085798 -2.03824854 -2.03708124 -2.01184273 -1.98841333 -1.92659712 -1.89687061 -1.88810682 -1.82530785 -1.7599864 -1.67682743 -1.6255641 -1.59398651 -1.53948641 -1.5048151 -1.48096657 -1.45309401 -1.43830895 -1.38847542 -1.34187746 -1.32141495 -1.31397009 -1.22416258 -1.17838812 -1.13848543 -1.09431982 -1.05373716 -1.03972387 -1.01397276 -0.990127563 -0.954968929 -0.887167931 -0.847379684 -0.789374113 -0.704175472 -0.668461323 -0.57934618 -0.560926676 -0.532412052 -0.431040525 -0.38111496 -0.319373131 -0.310073376 -0.240503311 -0.232178926 -0.19426012 -0.176853418 -0.137809753 -0.113820083 -0.113820083 -0.0471634865 -0.0471634865 0.0890684128 0.0890684128 0.195166588 0.450261354 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.866949558 1.36694193 1.36694193 1.36694193 1.87129617 5.31840134 do regularised spline fit for input variable # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -3.36955762 -3.19943762 -3.02313066 -2.914608 -2.75641847 -2.62392879 -2.49368382 -2.49368382 -2.49368382 -2.49368382 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.36508131 -2.36508131 -2.34610462 -2.19802141 -2.15083313 -2.15083313 -2.08201098 -2.02158165 -1.99796176 -1.89851189 -1.83063865 -1.79244983 -1.79244983 -1.78174317 -1.74553466 -1.69241095 -1.6101861 -1.55284786 -1.54649651 -1.50464725 -1.41196823 -1.39048243 -1.36033034 -1.28075886 -1.20240688 -1.18195915 -1.13277769 -1.07406569 -1.01961374 -0.93444252 -0.917129517 -0.836263895 -0.761936665 -0.696644306 -0.681098938 -0.549491167 -0.496772289 -0.448390245 -0.39668417 -0.373695374 -0.317709923 -0.238512278 -0.170094252 -0.0676465034 -0.0101547241 0.0289404392 0.198624611 0.295010805 0.362701416 0.412639618 0.448674917 0.53110528 0.609510422 0.620397806 0.706530809 0.741551638 0.89694953 1.06057954 1.17984796 1.28544784 1.36282849 1.39740324 1.42607379 1.63925219 1.72387528 1.82195377 1.91257024 2.04963374 2.87338901 do regularised spline fit for input variable # 34 build map for variable # 34 ------------------------------ Transdef: Tab for variable 35 -7.57365847 -6.20528221 -5.80111742 -5.76970482 -5.45413971 -5.45413971 -4.96699333 -4.94243908 -4.91429424 -4.91429424 -4.7867732 -4.7867732 -4.7867732 -4.7867732 -4.56330538 -4.56330538 -4.56330538 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.07898283 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -3.58513713 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -2.9747262 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.06889844 -1.96517491 -1.54486585 -1.32980752 -1.1301074 -0.691428185 -0.52771759 -0.278858662 0.0108852386 0.344604015 0.635157347 0.80283165 1.08898115 1.25590563 1.52515125 1.71195674 1.94468069 2.20026898 2.3383069 2.59236526 2.79442406 3.02862859 4.51999521 do regularised spline fit for input variable # 35 build map for variable # 35 ------------------------------ Transdef: Tab for variable 36 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 36 ------------------------------ Transdef: Tab for variable 37 -1.56982756 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.625065744 -0.625065744 -0.625065744 -0.625065744 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.618835509 -0.618835509 -0.618835509 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.59140563 -0.59140563 -0.581258476 -0.581258476 -0.554341018 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532522202 -0.520671546 -0.492427349 -0.46140027 -0.406776726 -0.373552322 -0.338530064 -0.256547481 -0.193240166 -0.10151577 -0.0696239471 0.00370359421 0.142466545 0.353880882 0.599494934 1.23514223 2.23395944 4.79148388 do regularised spline fit for input variable # 37 build map for variable # 37 ------------------------------ Transdef: Tab for variable 38 0.706928849 0.905898869 0.92696631 0.938202262 0.94803369 0.95505619 0.961298406 0.967094719 0.971910119 0.976903856 0.98059243 0.983146071 0.988253295 0.992509365 0.994850159 0.997191012 1.0010215 1.00421345 1.00655437 1.01123595 1.01123595 1.01474714 1.01685393 1.01966298 1.02176964 1.0240041 1.02528095 1.02852201 1.02996254 1.03308368 1.03464425 1.03677225 1.03932583 1.03932583 1.04333866 1.04494381 1.0469867 1.04868913 1.05056179 1.05337083 1.05493128 1.05688202 1.05805242 1.06117356 1.06273413 1.06460679 1.06741571 1.06741571 1.07092702 1.07303369 1.07443821 1.07677901 1.07865167 1.08146071 1.08273745 1.0849719 1.0861423 1.08926344 1.09082401 1.09295201 1.0955056 1.0980593 1.1001873 1.1025281 1.10486889 1.10674155 1.1095506 1.11235952 1.11423218 1.11735332 1.11891389 1.12359548 1.12359548 1.128277 warning: map is empty for variable 38 18 1.13125634 1.13412917 1.13764048 1.14115167 1.14466298 1.14817417 1.15168536 1.15636706 1.16104865 1.16573036 1.17041194 1.17509365 1.17977524 1.1874361 1.19382024 1.20275795 1.21254683 1.22191012 1.235955 1.25 1.27028716 1.29775286 1.33895135 1.40761542 1.5224719 1.76966298 5.00702238 do regularised spline fit for input variable # 38 build map for variable # 38 warning: map is empty for variable 38 COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 0 0.4 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 0.9 0.9 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 0.9 1 100.0 2.9 7.1 14.9 4.1 7.4 5.7 11.2 3.0 10.2 5.0 7.7 3.0 5.5 5.7 2.3 5.6 7.0 10.3 47.5 23.7 12.1 11.3 11.1 1.9 2.0 1.6 2.2 3.0 1.4 44.5 16.8 11.7 7.9 40.6 1.5 11.0 38.9 2 2.9 100.0 1.0 -0.7 -8.4 1.8 1.5 -13.1 -11.7 -0.8 0.8 -2.5 -3.6 5.0 -1.0 -0.7 1.4 -0.9 -0.4 -1.0 -3.7 -11.5 -11.9 -11.7 1.6 1.8 2.6 -1.5 1.6 5.0 -1.3 -0.4 6.8 4.2 -0.7 -0.8 -4.4 -2.7 3 7.1 1.0 100.0 40.6 8.2 16.5 21.6 14.7 12.5 5.8 -7.9 -8.6 20.5 33.2 -45.5 -32.5 76.6 12.0 13.0 5.5 1.7 34.9 38.2 35.9 3.0 0.7 -1.4 2.6 36.6 -1.7 7.8 -11.4 31.6 38.5 10.7 -31.3 25.0 0.8 4 14.9 -0.7 40.6 100.0 11.2 9.1 9.0 23.2 23.3 9.3 21.1 25.8 1.7 7.0 34.6 30.6 32.1 52.8 67.6 25.2 27.2 50.7 49.4 49.3 0.8 1.3 -0.6 3.7 21.7 -0.8 21.5 5.6 12.2 19.7 23.9 31.2 24.9 9.0 5 4.1 -8.4 8.2 11.2 100.0 10.4 47.6 45.3 39.4 7.9 -3.6 2.4 19.7 3.9 1.0 0.9 6.3 6.2 7.2 7.5 7.4 10.9 10.7 10.7 -3.1 -3.2 -3.3 -1.6 4.7 -3.1 9.0 2.1 2.1 3.5 8.4 1.0 5.6 5.4 6 7.4 1.8 16.5 9.1 10.4 100.0 19.7 19.1 0.5 6.8 7.9 19.2 13.2 15.8 -6.5 -12.2 12.7 6.0 5.9 5.9 5.1 6.8 6.9 6.3 -0.5 -0.9 -1.2 -0.5 6.2 -1.1 5.6 1.0 5.8 5.8 6.1 -10.4 2.3 4.1 7 5.7 1.5 21.6 9.0 47.6 19.7 100.0 38.6 3.0 7.2 -7.5 -8.9 14.9 26.2 -11.2 -10.6 17.7 2.7 2.6 2.8 0.9 5.9 7.4 7.5 -1.4 -1.5 -1.8 -0.9 12.2 -1.1 6.6 4.7 3.3 8.2 7.1 -11.7 2.5 1.3 8 11.2 -13.1 14.7 23.2 45.3 19.1 38.6 100.0 24.7 16.7 13.0 20.7 12.0 11.4 4.5 10.5 11.3 12.9 16.9 11.6 11.1 21.9 21.7 21.1 -1.8 -1.7 -2.4 0.3 9.8 -2.1 13.1 3.9 3.2 5.8 12.3 10.4 11.8 10.3 9 3.0 -11.7 12.5 23.3 39.4 0.5 3.0 24.7 100.0 2.7 9.1 13.6 2.4 -12.8 4.5 6.4 10.1 14.5 14.5 11.8 14.2 23.8 22.2 21.1 -4.2 -4.2 -4.7 -2.0 8.5 -4.3 10.7 -2.6 7.1 6.8 10.0 7.2 11.4 7.7 10 10.2 -0.8 5.8 9.3 7.9 6.8 7.2 16.7 2.7 100.0 2.3 10.2 1.8 2.2 3.1 -1.3 4.5 1.4 6.5 7.5 4.0 8.0 7.2 6.8 0.7 0.7 0.4 1.6 2.4 0.4 11.4 4.4 3.6 3.6 10.9 -1.5 3.4 13.1 11 5.0 0.8 -7.9 21.1 -3.6 7.9 -7.5 13.0 9.1 2.3 100.0 63.0 -11.8 -16.4 19.3 42.5 -5.6 21.9 18.1 9.5 11.6 17.1 16.9 16.8 1.0 1.6 1.3 1.5 0.9 1.6 8.8 4.3 -1.5 -0.7 8.0 42.0 11.8 11.4 12 7.7 -2.5 -8.6 25.8 2.4 19.2 -8.9 20.7 13.6 10.2 63.0 100.0 -12.9 -21.0 23.1 50.9 -5.8 24.9 22.9 13.4 15.2 23.2 22.5 21.8 1.4 2.2 1.6 2.3 1.3 1.9 12.8 5.0 -0.5 -0.2 11.5 50.9 16.3 15.9 13 3.0 -3.6 20.5 1.7 19.7 13.2 14.9 12.0 2.4 1.8 -11.8 -12.9 100.0 55.6 -15.4 -25.9 17.6 -0.4 -1.4 1.4 0.1 0.8 0.9 0.4 0.2 0.4 -0.1 0.5 3.3 0.6 -0.9 -3.6 8.2 5.2 0.7 -27.4 -1.7 1.2 14 5.5 5.0 33.2 7.0 3.9 15.8 26.2 11.4 -12.8 2.2 -16.4 -21.0 55.6 100.0 -21.3 -33.4 26.7 -0.8 0.7 0.9 -2.4 -1.6 -0.4 -0.5 0.4 0.5 0.2 0.2 8.5 1.4 0.5 0.4 7.8 7.7 3.0 -36.0 -1.9 0.0 15 5.7 -1.0 -45.5 34.6 1.0 -6.5 -11.2 4.5 4.5 3.1 19.3 23.1 -15.4 -21.3 100.0 43.0 -44.3 22.1 54.3 14.4 16.8 1.6 -1.1 1.0 -1.8 0.4 0.4 1.2 -24.0 0.0 8.1 9.4 -18.8 -22.5 7.3 46.4 -5.2 5.3 16 2.3 -0.7 -32.5 30.6 0.9 -12.2 -10.6 10.5 6.4 -1.3 42.5 50.9 -25.9 -33.4 43.0 100.0 -29.1 44.0 28.9 8.8 16.9 25.5 27.4 28.8 0.0 1.3 1.1 1.4 -13.1 0.9 10.3 9.6 -13.0 -11.7 9.0 81.9 11.9 6.7 17 5.6 1.4 76.6 32.1 6.3 12.7 17.7 11.3 10.1 4.5 -5.6 -5.8 17.6 26.7 -44.3 -29.1 100.0 21.4 13.6 6.1 5.4 37.4 39.8 38.5 2.1 0.5 -1.3 2.3 36.5 -0.9 7.5 -5.8 30.7 43.7 10.7 -28.2 23.1 0.4 18 7.0 -0.9 12.0 52.8 6.2 6.0 2.7 12.9 14.5 1.4 21.9 24.9 -0.4 -0.8 22.1 44.0 21.4 100.0 34.5 15.7 28.9 57.6 60.6 62.7 -0.1 -0.1 -1.1 1.5 5.3 -1.6 14.8 5.4 8.1 12.6 16.8 37.6 8.7 6.7 19 10.3 -0.4 13.0 67.6 7.2 5.9 2.6 16.9 14.5 6.5 18.1 22.9 -1.4 0.7 54.3 28.9 13.6 34.5 100.0 18.3 20.5 33.0 29.4 29.3 -1.5 -1.2 -2.7 1.7 1.5 -3.6 15.4 3.7 4.3 8.0 15.9 29.0 13.6 6.4 20 47.5 -1.0 5.5 25.2 7.5 5.9 2.8 11.6 11.8 7.5 9.5 13.4 1.4 0.9 14.4 8.8 6.1 15.7 18.3 100.0 48.6 22.4 20.9 20.5 -0.4 -0.1 -0.4 0.8 2.1 -0.5 36.7 12.9 8.5 6.5 33.0 9.7 11.2 23.6 21 23.7 -3.7 1.7 27.2 7.4 5.1 0.9 11.1 14.2 4.0 11.6 15.2 0.1 -2.4 16.8 16.9 5.4 28.9 20.5 48.6 100.0 31.6 30.2 29.5 -13.0 -12.5 -11.5 -9.7 0.1 -9.7 26.8 7.3 3.1 2.2 22.8 16.4 7.4 13.7 22 12.1 -11.5 34.9 50.7 10.9 6.8 5.9 21.9 23.8 8.0 17.1 23.2 0.8 -1.6 1.6 25.5 37.4 57.6 33.0 22.4 31.6 100.0 90.2 87.2 1.6 1.1 -0.4 3.6 24.8 -0.8 18.8 1.1 16.2 22.2 18.9 20.3 21.4 9.1 23 11.3 -11.9 38.2 49.4 10.7 6.9 7.4 21.7 22.2 7.2 16.9 22.5 0.9 -0.4 -1.1 27.4 39.8 60.6 29.4 20.9 30.2 90.2 100.0 95.1 1.4 0.8 -0.9 3.3 22.5 -1.3 18.6 0.4 16.1 22.2 18.8 21.3 20.8 8.8 24 11.1 -11.7 35.9 49.3 10.7 6.3 7.5 21.1 21.1 6.8 16.8 21.8 0.4 -0.5 1.0 28.8 38.5 62.7 29.3 20.5 29.5 87.2 95.1 100.0 0.7 0.1 -1.4 2.7 20.2 -2.0 18.4 1.3 15.1 21.8 18.7 22.5 19.9 8.8 25 1.9 1.6 3.0 0.8 -3.1 -0.5 -1.4 -1.8 -4.2 0.7 1.0 1.4 0.2 0.4 -1.8 0.0 2.1 -0.1 -1.5 -0.4 -13.0 1.6 1.4 0.7 100.0 91.1 77.3 71.1 9.0 77.5 3.1 10.2 9.7 7.8 3.8 -0.2 2.1 0.8 26 2.0 1.8 0.7 1.3 -3.2 -0.9 -1.5 -1.7 -4.2 0.7 1.6 2.2 0.4 0.5 0.4 1.3 0.5 -0.1 -1.2 -0.1 -12.5 1.1 0.8 0.1 91.1 100.0 76.4 68.1 8.9 76.2 2.9 10.2 9.3 6.6 3.8 1.1 1.7 1.0 27 1.6 2.6 -1.4 -0.6 -3.3 -1.2 -1.8 -2.4 -4.7 0.4 1.3 1.6 -0.1 0.2 0.4 1.1 -1.3 -1.1 -2.7 -0.4 -11.5 -0.4 -0.9 -1.4 77.3 76.4 100.0 62.9 9.5 81.4 2.3 10.0 9.1 6.9 2.8 1.0 0.9 0.7 28 2.2 -1.5 2.6 3.7 -1.6 -0.5 -0.9 0.3 -2.0 1.6 1.5 2.3 0.5 0.2 1.2 1.4 2.3 1.5 1.7 0.8 -9.7 3.6 3.3 2.7 71.1 68.1 62.9 100.0 7.6 65.0 3.4 9.2 7.7 5.8 4.2 1.4 2.5 1.3 29 3.0 1.6 36.6 21.7 4.7 6.2 12.2 9.8 8.5 2.4 0.9 1.3 3.3 8.5 -24.0 -13.1 36.5 5.3 1.5 2.1 0.1 24.8 22.5 20.2 9.0 8.9 9.5 7.6 100.0 11.7 3.9 7.7 14.3 40.8 4.7 -12.3 19.7 -0.1 30 1.4 5.0 -1.7 -0.8 -3.1 -1.1 -1.1 -2.1 -4.3 0.4 1.6 1.9 0.6 1.4 0.0 0.9 -0.9 -1.6 -3.6 -0.5 -9.7 -0.8 -1.3 -2.0 77.5 76.2 81.4 65.0 11.7 100.0 1.5 9.2 8.2 5.9 2.3 0.6 0.9 0.5 31 44.5 -1.3 7.8 21.5 9.0 5.6 6.6 13.1 10.7 11.4 8.8 12.8 -0.9 0.5 8.1 10.3 7.5 14.8 15.4 36.7 26.8 18.8 18.6 18.4 3.1 2.9 2.3 3.4 3.9 1.5 100.0 31.9 18.4 13.6 53.1 10.3 12.0 25.0 32 16.8 -0.4 -11.4 5.6 2.1 1.0 4.7 3.9 -2.6 4.4 4.3 5.0 -3.6 0.4 9.4 9.6 -5.8 5.4 3.7 12.9 7.3 1.1 0.4 1.3 10.2 10.2 10.0 9.2 7.7 9.2 31.9 100.0 20.3 14.6 17.0 9.1 1.2 9.5 33 11.7 6.8 31.6 12.2 2.1 5.8 3.3 3.2 7.1 3.6 -1.5 -0.5 8.2 7.8 -18.8 -13.0 30.7 8.1 4.3 8.5 3.1 16.2 16.1 15.1 9.7 9.3 9.1 7.7 14.3 8.2 18.4 20.3 100.0 61.3 21.6 -12.6 10.3 5.1 34 7.9 4.2 38.5 19.7 3.5 5.8 8.2 5.8 6.8 3.6 -0.7 -0.2 5.2 7.7 -22.5 -11.7 43.7 12.6 8.0 6.5 2.2 22.2 22.2 21.8 7.8 6.6 6.9 5.8 40.8 5.9 13.6 14.6 61.3 100.0 14.9 -10.9 14.0 2.8 35 40.6 -0.7 10.7 23.9 8.4 6.1 7.1 12.3 10.0 10.9 8.0 11.5 0.7 3.0 7.3 9.0 10.7 16.8 15.9 33.0 22.8 18.9 18.8 18.7 3.8 3.8 2.8 4.2 4.7 2.3 53.1 17.0 21.6 14.9 100.0 9.2 11.1 22.6 36 1.5 -0.8 -31.3 31.2 1.0 -10.4 -11.7 10.4 7.2 -1.5 42.0 50.9 -27.4 -36.0 46.4 81.9 -28.2 37.6 29.0 9.7 16.4 20.3 21.3 22.5 -0.2 1.1 1.0 1.4 -12.3 0.6 10.3 9.1 -12.6 -10.9 9.2 100.0 14.4 6.0 37 11.0 -4.4 25.0 24.9 5.6 2.3 2.5 11.8 11.4 3.4 11.8 16.3 -1.7 -1.9 -5.2 11.9 23.1 8.7 13.6 11.2 7.4 21.4 20.8 19.9 2.1 1.7 0.9 2.5 19.7 0.9 12.0 1.2 10.3 14.0 11.1 14.4 100.0 6.4 38 38.9 -2.7 0.8 9.0 5.4 4.1 1.3 10.3 7.7 13.1 11.4 15.9 1.2 0.0 5.3 6.7 0.4 6.7 6.4 23.6 13.7 9.1 8.8 8.8 0.8 1.0 0.7 1.3 -0.1 0.5 25.0 9.5 5.1 2.8 22.6 6.0 6.4 100.0 TOTAL CORRELATION TO TARGET (diagonal) 99.8146891 TOTAL CORRELATION OF ALL VARIABLES 62.8725952 ROUND 1: MAX CORR ( 62.8725908) AFTER KILLING INPUT VARIABLE 33 CONTR 0.0233736601 ROUND 2: MAX CORR ( 62.8725856) AFTER KILLING INPUT VARIABLE 27 CONTR 0.0254939687 ROUND 3: MAX CORR ( 62.8725719) AFTER KILLING INPUT VARIABLE 29 CONTR 0.0416369068 ROUND 4: MAX CORR ( 62.8725173) AFTER KILLING INPUT VARIABLE 28 CONTR 0.0828255607 ROUND 5: MAX CORR ( 62.8724618) AFTER KILLING INPUT VARIABLE 26 CONTR 0.083523099 ROUND 6: MAX CORR ( 62.8723214) AFTER KILLING INPUT VARIABLE 24 CONTR 0.132877831 ROUND 7: MAX CORR ( 62.8720721) AFTER KILLING INPUT VARIABLE 30 CONTR 0.177047441 ROUND 8: MAX CORR ( 62.8720296) AFTER KILLING INPUT VARIABLE 25 CONTR 0.0731321044 ROUND 9: MAX CORR ( 62.8715721) AFTER KILLING INPUT VARIABLE 19 CONTR 0.239837003 ROUND 10: MAX CORR ( 62.8706581) AFTER KILLING INPUT VARIABLE 34 CONTR 0.339024453 ROUND 11: MAX CORR ( 62.869299) AFTER KILLING INPUT VARIABLE 22 CONTR 0.413381936 ROUND 12: MAX CORR ( 62.8686909) AFTER KILLING INPUT VARIABLE 23 CONTR 0.276520684 ROUND 13: MAX CORR ( 62.8673411) AFTER KILLING INPUT VARIABLE 10 CONTR 0.411971216 ROUND 14: MAX CORR ( 62.8658201) AFTER KILLING INPUT VARIABLE 11 CONTR 0.437304335 ROUND 15: MAX CORR ( 62.8641037) AFTER KILLING INPUT VARIABLE 7 CONTR 0.464557785 ROUND 16: MAX CORR ( 62.862143) AFTER KILLING INPUT VARIABLE 13 CONTR 0.496491959 ROUND 17: MAX CORR ( 62.8595175) AFTER KILLING INPUT VARIABLE 4 CONTR 0.574525605 ROUND 18: MAX CORR ( 62.8563822) AFTER KILLING INPUT VARIABLE 16 CONTR 0.627822192 ROUND 19: MAX CORR ( 62.8523737) AFTER KILLING INPUT VARIABLE 15 CONTR 0.709864926 ROUND 20: MAX CORR ( 62.8444974) AFTER KILLING INPUT VARIABLE 3 CONTR 0.994999506 ROUND 21: MAX CORR ( 62.8305465) AFTER KILLING INPUT VARIABLE 21 CONTR 1.32411497 ROUND 22: MAX CORR ( 62.816129) AFTER KILLING INPUT VARIABLE 14 CONTR 1.34592514 ROUND 23: MAX CORR ( 62.8013189) AFTER KILLING INPUT VARIABLE 17 CONTR 1.36396357 ROUND 24: MAX CORR ( 62.7740096) AFTER KILLING INPUT VARIABLE 5 CONTR 1.8518576 ROUND 25: MAX CORR ( 62.7485158) AFTER KILLING INPUT VARIABLE 6 CONTR 1.78886669 ROUND 26: MAX CORR ( 62.7329026) AFTER KILLING INPUT VARIABLE 12 CONTR 1.39970297 ROUND 27: MAX CORR ( 62.698291) AFTER KILLING INPUT VARIABLE 32 CONTR 2.08359759 ROUND 28: MAX CORR ( 62.6550557) AFTER KILLING INPUT VARIABLE 18 CONTR 2.32802089 ROUND 29: MAX CORR ( 62.5816618) AFTER KILLING INPUT VARIABLE 8 CONTR 3.03176726 ROUND 30: MAX CORR ( 62.4775916) AFTER KILLING INPUT VARIABLE 37 CONTR 3.60762299 ROUND 31: MAX CORR ( 62.376686) AFTER KILLING INPUT VARIABLE 2 CONTR 3.54943613 ROUND 32: MAX CORR ( 62.1158408) AFTER KILLING INPUT VARIABLE 9 CONTR 5.69853312 ROUND 33: MAX CORR ( 61.7936763) AFTER KILLING INPUT VARIABLE 36 CONTR 6.31816846 ROUND 34: MAX CORR ( 60.5411095) AFTER KILLING INPUT VARIABLE 35 CONTR 12.3787111 ROUND 35: MAX CORR ( 55.758976) AFTER KILLING INPUT VARIABLE 38 CONTR 23.5830985 ROUND 36: MAX CORR ( 47.5277552) AFTER KILLING INPUT VARIABLE 31 CONTR 29.1577758 LAST REMAINING VARIABLE: 20 total correlation to target: 62.8725952 % total significance: 628.725952 sigma correlations of single variables to target: variable 2: 2.94298849 % , in sigma: 29.4298849 variable 3: 7.14928 % , in sigma: 71.4928 variable 4: 14.9183895 % , in sigma: 149.183895 variable 5: 4.0978776 % , in sigma: 40.978776 variable 6: 7.37037467 % , in sigma: 73.7037467 variable 7: 5.67559134 % , in sigma: 56.7559134 variable 8: 11.2333047 % , in sigma: 112.333047 variable 9: 2.97003913 % , in sigma: 29.7003913 variable 10: 10.1707222 % , in sigma: 101.707222 variable 11: 5.03872368 % , in sigma: 50.3872368 variable 12: 7.70957312 % , in sigma: 77.0957312 variable 13: 3.03847008 % , in sigma: 30.3847008 variable 14: 5.5232062 % , in sigma: 55.232062 variable 15: 5.66126115 % , in sigma: 56.6126115 variable 16: 2.30527597 % , in sigma: 23.0527597 variable 17: 5.58831219 % , in sigma: 55.8831219 variable 18: 7.01213294 % , in sigma: 70.1213294 variable 19: 10.2733859 % , in sigma: 102.733859 variable 20: 47.5277552 % , in sigma: 475.277552 variable 21: 23.700599 % , in sigma: 237.00599 variable 22: 12.0921402 % , in sigma: 120.921402 variable 23: 11.2984286 % , in sigma: 112.984286 variable 24: 11.0818803 % , in sigma: 110.818803 variable 25: 1.90414503 % , in sigma: 19.0414503 variable 26: 1.96921483 % , in sigma: 19.6921483 variable 27: 1.60896462 % , in sigma: 16.0896462 variable 28: 2.15263139 % , in sigma: 21.5263139 variable 29: 2.99459192 % , in sigma: 29.9459192 variable 30: 1.38115898 % , in sigma: 13.8115898 variable 31: 44.5483334 % , in sigma: 445.483334 variable 32: 16.8327418 % , in sigma: 168.327418 variable 33: 11.6615293 % , in sigma: 116.615293 variable 34: 7.92355372 % , in sigma: 79.2355372 variable 35: 40.5695013 % , in sigma: 405.695013 variable 36: 1.45646972 % , in sigma: 14.5646972 variable 37: 11.00756 % , in sigma: 110.0756 variable 38: 38.8877874 % , in sigma: 388.877874 variables sorted by significance: 1 most relevant variable 20 corr 47.5277557 , in sigma: 475.277557 2 most relevant variable 31 corr 29.1577759 , in sigma: 291.577759 3 most relevant variable 38 corr 23.5830994 , in sigma: 235.830994 4 most relevant variable 35 corr 12.3787107 , in sigma: 123.787107 5 most relevant variable 36 corr 6.31816864 , in sigma: 63.1816864 6 most relevant variable 9 corr 5.69853306 , in sigma: 56.9853306 7 most relevant variable 2 corr 3.54943609 , in sigma: 35.4943609 8 most relevant variable 37 corr 3.6076231 , in sigma: 36.076231 9 most relevant variable 8 corr 3.03176737 , in sigma: 30.3176737 10 most relevant variable 18 corr 2.32802081 , in sigma: 23.2802081 11 most relevant variable 32 corr 2.08359766 , in sigma: 20.8359766 12 most relevant variable 12 corr 1.39970291 , in sigma: 13.9970291 13 most relevant variable 6 corr 1.78886664 , in sigma: 17.8886664 14 most relevant variable 5 corr 1.85185766 , in sigma: 18.5185766 15 most relevant variable 17 corr 1.3639636 , in sigma: 13.639636 16 most relevant variable 14 corr 1.34592509 , in sigma: 13.4592509 17 most relevant variable 21 corr 1.32411492 , in sigma: 13.2411492 18 most relevant variable 3 corr 0.994999528 , in sigma: 9.94999528 19 most relevant variable 15 corr 0.709864914 , in sigma: 7.09864914 20 most relevant variable 16 corr 0.62782222 , in sigma: 6.2782222 21 most relevant variable 4 corr 0.574525595 , in sigma: 5.74525595 22 most relevant variable 13 corr 0.496491969 , in sigma: 4.96491969 23 most relevant variable 7 corr 0.464557797 , in sigma: 4.64557797 24 most relevant variable 11 corr 0.437304348 , in sigma: 4.37304348 25 most relevant variable 10 corr 0.411971211 , in sigma: 4.11971211 26 most relevant variable 23 corr 0.276520669 , in sigma: 2.76520669 27 most relevant variable 22 corr 0.413381934 , in sigma: 4.13381934 28 most relevant variable 34 corr 0.339024454 , in sigma: 3.39024454 29 most relevant variable 19 corr 0.239837006 , in sigma: 2.39837006 30 most relevant variable 25 corr 0.0731321052 , in sigma: 0.731321052 31 most relevant variable 30 corr 0.177047446 , in sigma: 1.77047446 32 most relevant variable 24 corr 0.132877827 , in sigma: 1.32877827 33 most relevant variable 26 corr 0.0835231021 , in sigma: 0.835231021 34 most relevant variable 28 corr 0.0828255638 , in sigma: 0.828255638 35 most relevant variable 29 corr 0.0416369066 , in sigma: 0.416369066 36 most relevant variable 27 corr 0.0254939683 , in sigma: 0.254939683 37 most relevant variable 33 corr 0.0233736597 , in sigma: 0.233736597 global correlations between input variables: variable 2: 27.0570294 % variable 3: 86.7543146 % variable 4: 85.2825997 % variable 5: 67.0604276 % variable 6: 41.8311772 % variable 7: 61.6840234 % variable 8: 59.0740828 % variable 9: 52.9231858 % variable 10: 25.7587993 % variable 11: 64.8422389 % variable 12: 74.1075576 % variable 13: 60.4009992 % variable 14: 67.8775027 % variable 15: 82.0412933 % variable 16: 86.1219346 % variable 17: 82.2571796 % variable 18: 74.9205173 % variable 19: 77.7899803 % variable 20: 58.0921613 % variable 21: 57.5160259 % variable 22: 91.0411855 % variable 23: 96.3513776 % variable 24: 95.3948088 % variable 25: 92.6350794 % variable 26: 91.7355689 % variable 27: 84.8675109 % variable 28: 73.3637965 % variable 29: 57.2342767 % variable 30: 85.4234613 % variable 31: 62.5939631 % variable 32: 44.6748496 % variable 33: 67.268709 % variable 34: 71.6857203 % variable 35: 57.9249536 % variable 36: 84.4658227 % variable 37: 40.495585 % variable 38: 34.5083867 % significance loss when removing single variables: variable 2: corr = 3.7634945 % , sigma = 37.634945 variable 3: corr = 1.32116574 % , sigma = 13.2116574 variable 4: corr = 0.475904015 % , sigma = 4.75904015 variable 5: corr = 1.9913743 % , sigma = 19.913743 variable 6: corr = 1.74780629 % , sigma = 17.4780629 variable 7: corr = 0.466805138 % , sigma = 4.66805138 variable 8: corr = 2.98123148 % , sigma = 29.8123148 variable 9: corr = 3.88484104 % , sigma = 38.8484104 variable 10: corr = 0.41273791 % , sigma = 4.1273791 variable 11: corr = 0.42377845 % , sigma = 4.2377845 variable 12: corr = 1.4296162 % , sigma = 14.296162 variable 13: corr = 0.547563874 % , sigma = 5.47563874 variable 14: corr = 0.690133143 % , sigma = 6.90133143 variable 15: corr = 0.891858144 % , sigma = 8.91858144 variable 16: corr = 0.775067592 % , sigma = 7.75067592 variable 17: corr = 1.30693101 % , sigma = 13.0693101 variable 18: corr = 1.38127666 % , sigma = 13.8127666 variable 19: corr = 0.219767832 % , sigma = 2.19767832 variable 20: corr = 25.2541996 % , sigma = 252.541996 variable 21: corr = 1.26263044 % , sigma = 12.6263044 variable 22: corr = 0.422153379 % , sigma = 4.22153379 variable 23: corr = 0.442721332 % , sigma = 4.42721332 variable 24: corr = 0.13607087 % , sigma = 1.3607087 variable 25: corr = 0.155597087 % , sigma = 1.55597087 variable 26: corr = 0.0837165382 % , sigma = 0.837165382 variable 27: corr = 0.0251355315 % , sigma = 0.251355315 variable 28: corr = 0.0837577755 % , sigma = 0.837577755 variable 29: corr = 0.0454489427 % , sigma = 0.454489427 variable 30: corr = 0.132123096 % , sigma = 1.32123096 variable 31: corr = 15.3167558 % , sigma = 153.167558 variable 32: corr = 2.00841116 % , sigma = 20.0841116 variable 33: corr = 0.0233736601 % , sigma = 0.233736601 variable 34: corr = 0.293318119 % , sigma = 2.93318119 variable 35: corr = 12.468268 % , sigma = 124.68268 variable 36: corr = 2.90485627 % , sigma = 29.0485627 variable 37: corr = 3.56543688 % , sigma = 35.6543688 variable 38: corr = 22.3479306 % , sigma = 223.479306 Keep only 28 most significant input variables Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -1.46688855 create test 22 plots 9100/9200: 2 NVar: 29. 4946 --------- Entering internal boost mode: --------- Weightsum per Output Node: 1000000. Starting analysis with 53 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.83625889 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.52353549 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.20924687 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.04059577 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.96189177 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.61729908 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.5185436 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.39000762 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.34103429 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.24749684 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.13914394 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.06284714 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.02337551 PREPRO: (sigma of derived input)/eigenvalue # 14 : 1.00481367 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.993781745 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.9803195 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.950668812 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.910367668 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.893074393 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.887545586 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.789200068 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.760304809 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.7299667 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.669567823 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.633461893 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.602395356 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.571062684 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.545069754 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.534862041 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.488506705 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.476045638 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.469326794 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.451499999 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.434402645 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.402785689 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.367888212 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.354600251 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.317013323 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.313235253 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.255396307 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.241038427 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.179404736 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.123917632 PREPRO: (sigma of derived input)/eigenvalue # 44 : 0.089879252 PREPRO: (sigma of derived input)/eigenvalue # 45 : 0.000432676723 PREPRO: (sigma of derived input)/eigenvalue # 46 : 0.000295284204 PREPRO: (sigma of derived input)/eigenvalue # 47 : 0.000262901536 PREPRO: (sigma of derived input)/eigenvalue # 48 : 0.000118479409 PREPRO: (sigma of derived input)/eigenvalue # 49 : 6.04016179E-07 PREPRO: (sigma of derived input)/eigenvalue # 50 : 0.000166097088 PREPRO: (sigma of derived input)/eigenvalue # 51 : 0.000247540011 PREPRO: (sigma of derived input)/eigenvalue # 52 : 0.000255722203 PREPRO: (sigma of derived input)/eigenvalue # 53 : 0.000436958362 Using 43 variables out of 53 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 39.0 40.0 41.0 42.0 43.0 44.0 0 0.4 2.8 2.5 2.2 2.0 2.0 1.6 1.5 1.4 1.3 1.2 1.1 1.1 1.0 1.0 1.0 1.0 1.0 0.9 0.9 0.9 0.8 0.8 0.7 0.7 0.6 0.6 0.6 0.5 0.5 0.5 0.5 0.5 0.5 0.4 0.4 0.4 0.4 0.3 0.3 0.3 0.2 0.2 0.1 1 100.0 12.6 8.7 4.1 3.6 12.1 -8.5 32.3 -18.4 9.8 -12.9 6.2 -4.8 -2.7 2.0 3.5 -5.1 8.6 2.3 6.0 -3.3 -2.4 0.5 0.5 1.2 2.4 -2.2 -0.4 6.4 5.5 0.1 -1.3 -1.8 4.0 0.8 -0.5 5.9 -2.6 2.2 2.6 -1.9 -2.4 -3.6 -0.1 2 12.6 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 3 8.7 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 4 4.1 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 5 3.6 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 6 12.1 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7 -8.5 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 8 32.3 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 9 -18.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 10 9.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 11 -12.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 12 6.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 13 -4.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 14 -2.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 15 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 16 3.5 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 17 -5.1 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 18 8.6 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 19 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 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 20 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 21 -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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 22 -2.4 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 23 0.5 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 24 0.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 25 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 26 2.4 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 27 -2.2 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 28 -0.4 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 29 6.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 30 5.5 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 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 31 0.1 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 32 -1.3 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 33 -1.8 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 35 0.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 36 -0.5 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 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 37 5.9 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 38 -2.6 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 0.0 100.0 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 40 2.6 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 41 -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 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 42 -2.4 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 0.0 100.0 0.0 0.0 43 -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 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 44 -0.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 50.5346309 PREPRO: MEAN( 1)= -0.934462 WIDTH 0.126780897 PREPRO: MEAN( 2)= 1.66907981E-08 WIDTH 8.04436089 PREPRO: MEAN( 3)= 1.92454275E-07 WIDTH 6.36823148 PREPRO: MEAN( 4)= -5.45776561E-08 WIDTH 4.88077091 PREPRO: MEAN( 5)= -5.87028116E-08 WIDTH 4.16403244 PREPRO: MEAN( 6)= -1.19627435E-08 WIDTH 3.84902049 PREPRO: MEAN( 7)= 1.26602488E-07 WIDTH 2.61565509 PREPRO: MEAN( 8)= -5.28856553E-08 WIDTH 2.30597472 PREPRO: MEAN( 9)= -5.34428917E-08 WIDTH 1.93212188 PREPRO: MEAN( 10)= 1.10735212E-07 WIDTH 1.79837275 PREPRO: MEAN( 11)= -8.56461041E-08 WIDTH 1.5562482 PREPRO: MEAN( 12)= -6.85554226E-08 WIDTH 1.29764937 PREPRO: MEAN( 13)= -9.57726687E-09 WIDTH 1.12964418 PREPRO: MEAN( 14)= 1.03400983E-08 WIDTH 1.0472972 PREPRO: MEAN( 15)= -3.8869556E-08 WIDTH 1.00965044 PREPRO: MEAN( 16)= 1.10958568E-08 WIDTH 0.987602152 PREPRO: MEAN( 17)= -2.01704986E-08 WIDTH 0.961026596 PREPRO: MEAN( 18)= -3.54542471E-08 WIDTH 0.903770468 PREPRO: MEAN( 19)= -3.41219716E-08 WIDTH 0.828769412 PREPRO: MEAN( 20)= 3.1778276E-08 WIDTH 0.797581687 PREPRO: MEAN( 21)= -5.77992946E-08 WIDTH 0.787737044 PREPRO: MEAN( 22)= 2.16455758E-08 WIDTH 0.622836707 PREPRO: MEAN( 23)= -1.3510365E-08 WIDTH 0.578063451 PREPRO: MEAN( 24)= -4.16016206E-08 WIDTH 0.532851491 PREPRO: MEAN( 25)= 1.20322295E-08 WIDTH 0.448320984 PREPRO: MEAN( 26)= -1.6038225E-08 WIDTH 0.401273819 PREPRO: MEAN( 27)= 2.13377599E-08 WIDTH 0.362880172 PREPRO: MEAN( 28)= -5.85421473E-08 WIDTH 0.326112552 PREPRO: MEAN( 29)= -5.08458186E-08 WIDTH 0.29710104 PREPRO: MEAN( 30)= 5.20572737E-08 WIDTH 0.286077431 PREPRO: MEAN( 31)= -5.40039595E-09 WIDTH 0.238638782 PREPRO: MEAN( 32)= 4.84661218E-08 WIDTH 0.226619298 PREPRO: MEAN( 33)= -2.91109458E-09 WIDTH 0.220267612 PREPRO: MEAN( 34)= 2.34591961E-08 WIDTH 0.203852211 PREPRO: MEAN( 35)= -7.13350251E-10 WIDTH 0.188705647 PREPRO: MEAN( 36)= 5.78465597E-08 WIDTH 0.162236284 PREPRO: MEAN( 37)= 2.82676518E-09 WIDTH 0.135341677 PREPRO: MEAN( 38)= -4.0868883E-08 WIDTH 0.125741241 PREPRO: MEAN( 39)= -7.55501632E-09 WIDTH 0.100497423 PREPRO: MEAN( 40)= -7.06200302E-09 WIDTH 0.0981162178 PREPRO: MEAN( 41)= -2.87990551E-10 WIDTH 0.0652272112 PREPRO: MEAN( 42)= 2.26516356E-08 WIDTH 0.0580994777 PREPRO: MEAN( 43)= 1.12246363E-08 WIDTH 0.032185986 PREPRO: MEAN( 44)= 9.60096787E-09 WIDTH 0.0153554906 ------------------------------------- Teacher: actual network topology: Nodes(1) = 44 Nodes(2) = 44 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 6 --> 37.3396835 sigma out 44 active outputs RANK 2 NODE 9 --> 35.9917374 sigma out 44 active outputs RANK 3 NODE 7 --> 34.1525688 sigma out 44 active outputs RANK 4 NODE 18 --> 33.3039093 sigma out 44 active outputs RANK 5 NODE 29 --> 32.9958954 sigma out 44 active outputs RANK 6 NODE 3 --> 32.2713585 sigma out 44 active outputs RANK 7 NODE 33 --> 32.1406288 sigma out 44 active outputs RANK 8 NODE 5 --> 31.2081547 sigma out 44 active outputs RANK 9 NODE 30 --> 30.9530468 sigma out 44 active outputs RANK 10 NODE 8 --> 30.7754326 sigma out 44 active outputs RANK 11 NODE 20 --> 30.7693081 sigma out 44 active outputs RANK 12 NODE 37 --> 30.7249069 sigma out 44 active outputs RANK 13 NODE 36 --> 29.9334621 sigma out 44 active outputs RANK 14 NODE 19 --> 29.7950726 sigma out 44 active outputs RANK 15 NODE 23 --> 29.5992928 sigma out 44 active outputs RANK 16 NODE 40 --> 29.5561848 sigma out 44 active outputs RANK 17 NODE 43 --> 29.2598877 sigma out 44 active outputs RANK 18 NODE 15 --> 29.2470951 sigma out 44 active outputs RANK 19 NODE 39 --> 29.052578 sigma out 44 active outputs RANK 20 NODE 34 --> 28.9282551 sigma out 44 active outputs RANK 21 NODE 28 --> 28.7654438 sigma out 44 active outputs RANK 22 NODE 4 --> 28.5277882 sigma out 44 active outputs RANK 23 NODE 17 --> 28.2324085 sigma out 44 active outputs RANK 24 NODE 32 --> 28.1189137 sigma out 44 active outputs RANK 25 NODE 16 --> 27.9504814 sigma out 44 active outputs RANK 26 NODE 13 --> 27.9019451 sigma out 44 active outputs RANK 27 NODE 27 --> 27.6473923 sigma out 44 active outputs RANK 28 NODE 26 --> 27.6359692 sigma out 44 active outputs RANK 29 NODE 25 --> 27.4720917 sigma out 44 active outputs RANK 30 NODE 22 --> 27.3659439 sigma out 44 active outputs RANK 31 NODE 41 --> 27.2045841 sigma out 44 active outputs RANK 32 NODE 21 --> 26.8624115 sigma out 44 active outputs RANK 33 NODE 38 --> 26.836031 sigma out 44 active outputs RANK 34 NODE 12 --> 26.7256947 sigma out 44 active outputs RANK 35 NODE 10 --> 26.4256935 sigma out 44 active outputs RANK 36 NODE 11 --> 26.0379925 sigma out 44 active outputs RANK 37 NODE 24 --> 25.1453762 sigma out 44 active outputs RANK 38 NODE 35 --> 24.7736588 sigma out 44 active outputs RANK 39 NODE 31 --> 24.6062241 sigma out 44 active outputs RANK 40 NODE 44 --> 23.7024975 sigma out 44 active outputs RANK 41 NODE 42 --> 21.463068 sigma out 44 active outputs RANK 42 NODE 14 --> 20.6594601 sigma out 44 active outputs RANK 43 NODE 2 --> 6.40926504 sigma out 44 active outputs RANK 44 NODE 1 --> 2.10430598 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 38.0975037 sigma in 44act. ( 42.2790413 sig out 1act.) RANK 2 NODE 29 --> 37.3335419 sigma in 44act. ( 32.7408524 sig out 1act.) RANK 3 NODE 9 --> 33.9680023 sigma in 44act. ( 3.94396734 sig out 1act.) RANK 4 NODE 27 --> 33.9036522 sigma in 44act. ( 17.632906 sig out 1act.) RANK 5 NODE 34 --> 33.3019142 sigma in 44act. ( 24.0875587 sig out 1act.) RANK 6 NODE 10 --> 33.2691536 sigma in 44act. ( 10.8155546 sig out 1act.) RANK 7 NODE 18 --> 33.121563 sigma in 44act. ( 25.1265945 sig out 1act.) RANK 8 NODE 6 --> 32.4597511 sigma in 44act. ( 24.5429916 sig out 1act.) RANK 9 NODE 37 --> 32.3389664 sigma in 44act. ( 19.5818272 sig out 1act.) RANK 10 NODE 2 --> 31.5348587 sigma in 44act. ( 0.704233348 sig out 1act.) RANK 11 NODE 31 --> 31.3390026 sigma in 44act. ( 2.91077638 sig out 1act.) RANK 12 NODE 15 --> 30.4416523 sigma in 44act. ( 3.90633082 sig out 1act.) RANK 13 NODE 5 --> 30.311142 sigma in 44act. ( 14.4955549 sig out 1act.) RANK 14 NODE 25 --> 29.6379242 sigma in 44act. ( 4.63955212 sig out 1act.) RANK 15 NODE 35 --> 29.6198387 sigma in 44act. ( 13.0282822 sig out 1act.) RANK 16 NODE 41 --> 28.3181057 sigma in 44act. ( 3.45480371 sig out 1act.) RANK 17 NODE 3 --> 28.2062092 sigma in 44act. ( 8.73230934 sig out 1act.) RANK 18 NODE 33 --> 28.1114178 sigma in 44act. ( 19.8551598 sig out 1act.) RANK 19 NODE 13 --> 27.7915001 sigma in 44act. ( 9.2084465 sig out 1act.) RANK 20 NODE 42 --> 27.714756 sigma in 44act. ( 7.93221378 sig out 1act.) RANK 21 NODE 12 --> 27.5857964 sigma in 44act. ( 6.97535086 sig out 1act.) RANK 22 NODE 39 --> 27.3761234 sigma in 44act. ( 3.61443496 sig out 1act.) RANK 23 NODE 32 --> 27.3339882 sigma in 44act. ( 11.7348604 sig out 1act.) RANK 24 NODE 44 --> 27.182909 sigma in 44act. ( 0.312226504 sig out 1act.) RANK 25 NODE 7 --> 27.0476894 sigma in 44act. ( 11.100172 sig out 1act.) RANK 26 NODE 36 --> 26.6548996 sigma in 44act. ( 16.3733616 sig out 1act.) RANK 27 NODE 40 --> 26.4521923 sigma in 44act. ( 23.0500507 sig out 1act.) RANK 28 NODE 26 --> 26.3373318 sigma in 44act. ( 2.57982755 sig out 1act.) RANK 29 NODE 11 --> 26.3370113 sigma in 44act. ( 2.84415531 sig out 1act.) RANK 30 NODE 22 --> 26.1128006 sigma in 44act. ( 12.5609541 sig out 1act.) RANK 31 NODE 38 --> 25.89785 sigma in 44act. ( 5.63294554 sig out 1act.) RANK 32 NODE 24 --> 25.8509274 sigma in 44act. ( 0.197727755 sig out 1act.) RANK 33 NODE 23 --> 25.704195 sigma in 44act. ( 2.1895349 sig out 1act.) RANK 34 NODE 14 --> 25.5847492 sigma in 44act. ( 0.612306297 sig out 1act.) RANK 35 NODE 19 --> 25.5826778 sigma in 44act. ( 5.96438742 sig out 1act.) RANK 36 NODE 20 --> 25.2898846 sigma in 44act. ( 0.100010701 sig out 1act.) RANK 37 NODE 1 --> 24.8933163 sigma in 44act. ( 5.75035334 sig out 1act.) RANK 38 NODE 8 --> 24.8592625 sigma in 44act. ( 8.70454502 sig out 1act.) RANK 39 NODE 21 --> 23.7398376 sigma in 44act. ( 7.03141165 sig out 1act.) RANK 40 NODE 28 --> 22.1143951 sigma in 44act. ( 9.98937798 sig out 1act.) RANK 41 NODE 17 --> 21.79953 sigma in 44act. ( 10.3858891 sig out 1act.) RANK 42 NODE 43 --> 21.682394 sigma in 44act. ( 1.33980513 sig out 1act.) RANK 43 NODE 30 --> 21.1220493 sigma in 44act. ( 4.22575188 sig out 1act.) RANK 44 NODE 16 --> 18.9485378 sigma in 44act. ( 7.27150345 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 42.2790413 sigma out 1act.( 38.0975037 sig in 44act.) RANK 2 NODE 29 --> 32.7408524 sigma out 1act.( 37.3335419 sig in 44act.) RANK 3 NODE 18 --> 25.1265945 sigma out 1act.( 33.121563 sig in 44act.) RANK 4 NODE 6 --> 24.5429916 sigma out 1act.( 32.4597511 sig in 44act.) RANK 5 NODE 34 --> 24.0875587 sigma out 1act.( 33.3019142 sig in 44act.) RANK 6 NODE 40 --> 23.0500507 sigma out 1act.( 26.4521923 sig in 44act.) RANK 7 NODE 33 --> 19.8551598 sigma out 1act.( 28.1114178 sig in 44act.) RANK 8 NODE 37 --> 19.5818272 sigma out 1act.( 32.3389664 sig in 44act.) RANK 9 NODE 27 --> 17.632906 sigma out 1act.( 33.9036522 sig in 44act.) RANK 10 NODE 36 --> 16.3733616 sigma out 1act.( 26.6548996 sig in 44act.) RANK 11 NODE 5 --> 14.4955549 sigma out 1act.( 30.311142 sig in 44act.) RANK 12 NODE 35 --> 13.0282822 sigma out 1act.( 29.6198387 sig in 44act.) RANK 13 NODE 22 --> 12.5609541 sigma out 1act.( 26.1128006 sig in 44act.) RANK 14 NODE 32 --> 11.7348604 sigma out 1act.( 27.3339882 sig in 44act.) RANK 15 NODE 7 --> 11.100172 sigma out 1act.( 27.0476894 sig in 44act.) RANK 16 NODE 10 --> 10.8155546 sigma out 1act.( 33.2691536 sig in 44act.) RANK 17 NODE 17 --> 10.3858891 sigma out 1act.( 21.79953 sig in 44act.) RANK 18 NODE 28 --> 9.98937798 sigma out 1act.( 22.1143951 sig in 44act.) RANK 19 NODE 13 --> 9.2084465 sigma out 1act.( 27.7915001 sig in 44act.) RANK 20 NODE 3 --> 8.73230934 sigma out 1act.( 28.2062092 sig in 44act.) RANK 21 NODE 8 --> 8.70454502 sigma out 1act.( 24.8592625 sig in 44act.) RANK 22 NODE 42 --> 7.93221378 sigma out 1act.( 27.714756 sig in 44act.) RANK 23 NODE 16 --> 7.27150345 sigma out 1act.( 18.9485378 sig in 44act.) RANK 24 NODE 21 --> 7.03141165 sigma out 1act.( 23.7398376 sig in 44act.) RANK 25 NODE 12 --> 6.97535086 sigma out 1act.( 27.5857964 sig in 44act.) RANK 26 NODE 19 --> 5.96438742 sigma out 1act.( 25.5826778 sig in 44act.) RANK 27 NODE 1 --> 5.75035334 sigma out 1act.( 24.8933163 sig in 44act.) RANK 28 NODE 38 --> 5.63294554 sigma out 1act.( 25.89785 sig in 44act.) RANK 29 NODE 25 --> 4.63955212 sigma out 1act.( 29.6379242 sig in 44act.) RANK 30 NODE 30 --> 4.22575188 sigma out 1act.( 21.1220493 sig in 44act.) RANK 31 NODE 9 --> 3.94396734 sigma out 1act.( 33.9680023 sig in 44act.) RANK 32 NODE 15 --> 3.90633082 sigma out 1act.( 30.4416523 sig in 44act.) RANK 33 NODE 39 --> 3.61443496 sigma out 1act.( 27.3761234 sig in 44act.) RANK 34 NODE 41 --> 3.45480371 sigma out 1act.( 28.3181057 sig in 44act.) RANK 35 NODE 31 --> 2.91077638 sigma out 1act.( 31.3390026 sig in 44act.) RANK 36 NODE 11 --> 2.84415531 sigma out 1act.( 26.3370113 sig in 44act.) RANK 37 NODE 26 --> 2.57982755 sigma out 1act.( 26.3373318 sig in 44act.) RANK 38 NODE 23 --> 2.1895349 sigma out 1act.( 25.704195 sig in 44act.) RANK 39 NODE 43 --> 1.33980513 sigma out 1act.( 21.682394 sig in 44act.) RANK 40 NODE 2 --> 0.704233348 sigma out 1act.( 31.5348587 sig in 44act.) RANK 41 NODE 14 --> 0.612306297 sigma out 1act.( 25.5847492 sig in 44act.) RANK 42 NODE 44 --> 0.312226504 sigma out 1act.( 27.182909 sig in 44act.) RANK 43 NODE 24 --> 0.197727755 sigma out 1act.( 25.8509274 sig in 44act.) RANK 44 NODE 20 --> 0.100010701 sigma out 1act.( 25.2898846 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 91.4421539 sigma in 44 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 23.8860588 sigma out 44 active outputs RANK 2 NODE 6 --> 21.9137173 sigma out 44 active outputs RANK 3 NODE 8 --> 19.8402653 sigma out 44 active outputs RANK 4 NODE 7 --> 16.085556 sigma out 44 active outputs RANK 5 NODE 18 --> 14.9147253 sigma out 44 active outputs RANK 6 NODE 5 --> 13.827569 sigma out 44 active outputs RANK 7 NODE 4 --> 12.6091738 sigma out 44 active outputs RANK 8 NODE 9 --> 12.4044952 sigma out 44 active outputs RANK 9 NODE 15 --> 12.375104 sigma out 44 active outputs RANK 10 NODE 1 --> 12.3086443 sigma out 44 active outputs RANK 11 NODE 16 --> 10.6440382 sigma out 44 active outputs RANK 12 NODE 11 --> 9.63352299 sigma out 44 active outputs RANK 13 NODE 13 --> 8.70115948 sigma out 44 active outputs RANK 14 NODE 20 --> 8.34709072 sigma out 44 active outputs RANK 15 NODE 10 --> 8.07208157 sigma out 44 active outputs RANK 16 NODE 29 --> 8.05556107 sigma out 44 active outputs RANK 17 NODE 12 --> 7.72897434 sigma out 44 active outputs RANK 18 NODE 2 --> 7.50100088 sigma out 44 active outputs RANK 19 NODE 23 --> 6.52172995 sigma out 44 active outputs RANK 20 NODE 14 --> 6.42986631 sigma out 44 active outputs RANK 21 NODE 17 --> 6.33582067 sigma out 44 active outputs RANK 22 NODE 21 --> 5.9482131 sigma out 44 active outputs RANK 23 NODE 22 --> 5.6767993 sigma out 44 active outputs RANK 24 NODE 19 --> 5.55172443 sigma out 44 active outputs RANK 25 NODE 24 --> 5.3454566 sigma out 44 active outputs RANK 26 NODE 27 --> 5.10248184 sigma out 44 active outputs RANK 27 NODE 25 --> 4.84250355 sigma out 44 active outputs RANK 28 NODE 28 --> 4.75951815 sigma out 44 active outputs RANK 29 NODE 30 --> 4.60992146 sigma out 44 active outputs RANK 30 NODE 26 --> 4.35549688 sigma out 44 active outputs RANK 31 NODE 33 --> 4.33013916 sigma out 44 active outputs RANK 32 NODE 39 --> 4.08857298 sigma out 44 active outputs RANK 33 NODE 40 --> 4.08698559 sigma out 44 active outputs RANK 34 NODE 37 --> 3.73777938 sigma out 44 active outputs RANK 35 NODE 34 --> 3.28229904 sigma out 44 active outputs RANK 36 NODE 32 --> 3.1836555 sigma out 44 active outputs RANK 37 NODE 31 --> 2.72047424 sigma out 44 active outputs RANK 38 NODE 36 --> 2.67717934 sigma out 44 active outputs RANK 39 NODE 38 --> 2.64611864 sigma out 44 active outputs RANK 40 NODE 35 --> 2.29150963 sigma out 44 active outputs RANK 41 NODE 43 --> 1.73526394 sigma out 44 active outputs RANK 42 NODE 41 --> 1.43079865 sigma out 44 active outputs RANK 43 NODE 42 --> 1.32026458 sigma out 44 active outputs RANK 44 NODE 44 --> 0.691458762 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 27.2841606 sigma in 44act. ( 26.3687248 sig out 1act.) RANK 2 NODE 29 --> 22.8835354 sigma in 44act. ( 22.4223404 sig out 1act.) RANK 3 NODE 34 --> 18.7437439 sigma in 44act. ( 14.7961178 sig out 1act.) RANK 4 NODE 18 --> 17.3506985 sigma in 44act. ( 15.7478075 sig out 1act.) RANK 5 NODE 6 --> 17.0042858 sigma in 44act. ( 14.470747 sig out 1act.) RANK 6 NODE 40 --> 13.8813801 sigma in 44act. ( 13.7549419 sig out 1act.) RANK 7 NODE 27 --> 12.2425051 sigma in 44act. ( 11.1570063 sig out 1act.) RANK 8 NODE 33 --> 12.122858 sigma in 44act. ( 9.90779877 sig out 1act.) RANK 9 NODE 37 --> 11.8003044 sigma in 44act. ( 11.3922691 sig out 1act.) RANK 10 NODE 36 --> 9.44089508 sigma in 44act. ( 9.79615784 sig out 1act.) RANK 11 NODE 35 --> 8.89879417 sigma in 44act. ( 7.07626867 sig out 1act.) RANK 12 NODE 22 --> 8.38294125 sigma in 44act. ( 5.90525436 sig out 1act.) RANK 13 NODE 10 --> 7.65173244 sigma in 44act. ( 7.42223454 sig out 1act.) RANK 14 NODE 5 --> 7.54568243 sigma in 44act. ( 10.4784698 sig out 1act.) RANK 15 NODE 7 --> 7.27888775 sigma in 44act. ( 5.46150208 sig out 1act.) RANK 16 NODE 32 --> 6.94323444 sigma in 44act. ( 7.43728209 sig out 1act.) RANK 17 NODE 13 --> 6.7099247 sigma in 44act. ( 5.10975838 sig out 1act.) RANK 18 NODE 17 --> 6.52295732 sigma in 44act. ( 4.66398764 sig out 1act.) RANK 19 NODE 28 --> 5.93823576 sigma in 44act. ( 4.33552265 sig out 1act.) RANK 20 NODE 42 --> 5.90457821 sigma in 44act. ( 5.33416319 sig out 1act.) RANK 21 NODE 3 --> 5.88155746 sigma in 44act. ( 5.54796028 sig out 1act.) RANK 22 NODE 8 --> 5.03772974 sigma in 44act. ( 4.40097189 sig out 1act.) RANK 23 NODE 21 --> 4.81620073 sigma in 44act. ( 4.38473654 sig out 1act.) RANK 24 NODE 12 --> 4.73964691 sigma in 44act. ( 3.77124929 sig out 1act.) RANK 25 NODE 31 --> 4.64401865 sigma in 44act. ( 2.38537264 sig out 1act.) RANK 26 NODE 15 --> 4.53330469 sigma in 44act. ( 2.71501946 sig out 1act.) RANK 27 NODE 9 --> 4.3993144 sigma in 44act. ( 2.31379771 sig out 1act.) RANK 28 NODE 16 --> 4.23889732 sigma in 44act. ( 3.08087587 sig out 1act.) RANK 29 NODE 1 --> 4.21044064 sigma in 44act. ( 3.02438498 sig out 1act.) RANK 30 NODE 25 --> 4.10252714 sigma in 44act. ( 2.34409404 sig out 1act.) RANK 31 NODE 38 --> 4.04938889 sigma in 44act. ( 2.86603355 sig out 1act.) RANK 32 NODE 41 --> 3.66745257 sigma in 44act. ( 1.95984125 sig out 1act.) RANK 33 NODE 39 --> 3.63307738 sigma in 44act. ( 1.8877418 sig out 1act.) RANK 34 NODE 19 --> 3.55364704 sigma in 44act. ( 2.47331357 sig out 1act.) RANK 35 NODE 2 --> 3.43866825 sigma in 44act. ( 0.63386631 sig out 1act.) RANK 36 NODE 11 --> 3.34682989 sigma in 44act. ( 1.60724986 sig out 1act.) RANK 37 NODE 30 --> 3.26753497 sigma in 44act. ( 1.89177477 sig out 1act.) RANK 38 NODE 44 --> 3.24892807 sigma in 44act. ( 0.0228952598 sig out 1act.) RANK 39 NODE 24 --> 3.17623305 sigma in 44act. ( 0.0694978759 sig out 1act.) RANK 40 NODE 26 --> 3.08344364 sigma in 44act. ( 1.17836571 sig out 1act.) RANK 41 NODE 23 --> 2.64902258 sigma in 44act. ( 0.947979808 sig out 1act.) RANK 42 NODE 14 --> 2.59764934 sigma in 44act. ( 0.57807821 sig out 1act.) RANK 43 NODE 20 --> 2.55157757 sigma in 44act. ( 0.1593436 sig out 1act.) RANK 44 NODE 43 --> 2.36138916 sigma in 44act. ( 0.452344835 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 26.3687248 sigma out 1act.( 27.2841606 sig in 44act.) RANK 2 NODE 29 --> 22.4223404 sigma out 1act.( 22.8835354 sig in 44act.) RANK 3 NODE 18 --> 15.7478075 sigma out 1act.( 17.3506985 sig in 44act.) RANK 4 NODE 34 --> 14.7961178 sigma out 1act.( 18.7437439 sig in 44act.) RANK 5 NODE 6 --> 14.470747 sigma out 1act.( 17.0042858 sig in 44act.) RANK 6 NODE 40 --> 13.7549419 sigma out 1act.( 13.8813801 sig in 44act.) RANK 7 NODE 37 --> 11.3922691 sigma out 1act.( 11.8003044 sig in 44act.) RANK 8 NODE 27 --> 11.1570063 sigma out 1act.( 12.2425051 sig in 44act.) RANK 9 NODE 5 --> 10.4784698 sigma out 1act.( 7.54568243 sig in 44act.) RANK 10 NODE 33 --> 9.90779877 sigma out 1act.( 12.122858 sig in 44act.) RANK 11 NODE 36 --> 9.79615784 sigma out 1act.( 9.44089508 sig in 44act.) RANK 12 NODE 32 --> 7.43728209 sigma out 1act.( 6.94323444 sig in 44act.) RANK 13 NODE 10 --> 7.42223454 sigma out 1act.( 7.65173244 sig in 44act.) RANK 14 NODE 35 --> 7.07626867 sigma out 1act.( 8.89879417 sig in 44act.) RANK 15 NODE 22 --> 5.90525436 sigma out 1act.( 8.38294125 sig in 44act.) RANK 16 NODE 3 --> 5.54796028 sigma out 1act.( 5.88155746 sig in 44act.) RANK 17 NODE 7 --> 5.46150208 sigma out 1act.( 7.27888775 sig in 44act.) RANK 18 NODE 42 --> 5.33416319 sigma out 1act.( 5.90457821 sig in 44act.) RANK 19 NODE 13 --> 5.10975838 sigma out 1act.( 6.7099247 sig in 44act.) RANK 20 NODE 17 --> 4.66398764 sigma out 1act.( 6.52295732 sig in 44act.) RANK 21 NODE 8 --> 4.40097189 sigma out 1act.( 5.03772974 sig in 44act.) RANK 22 NODE 21 --> 4.38473654 sigma out 1act.( 4.81620073 sig in 44act.) RANK 23 NODE 28 --> 4.33552265 sigma out 1act.( 5.93823576 sig in 44act.) RANK 24 NODE 12 --> 3.77124929 sigma out 1act.( 4.73964691 sig in 44act.) RANK 25 NODE 16 --> 3.08087587 sigma out 1act.( 4.23889732 sig in 44act.) RANK 26 NODE 1 --> 3.02438498 sigma out 1act.( 4.21044064 sig in 44act.) RANK 27 NODE 38 --> 2.86603355 sigma out 1act.( 4.04938889 sig in 44act.) RANK 28 NODE 15 --> 2.71501946 sigma out 1act.( 4.53330469 sig in 44act.) RANK 29 NODE 19 --> 2.47331357 sigma out 1act.( 3.55364704 sig in 44act.) RANK 30 NODE 31 --> 2.38537264 sigma out 1act.( 4.64401865 sig in 44act.) RANK 31 NODE 25 --> 2.34409404 sigma out 1act.( 4.10252714 sig in 44act.) RANK 32 NODE 9 --> 2.31379771 sigma out 1act.( 4.3993144 sig in 44act.) RANK 33 NODE 41 --> 1.95984125 sigma out 1act.( 3.66745257 sig in 44act.) RANK 34 NODE 30 --> 1.89177477 sigma out 1act.( 3.26753497 sig in 44act.) RANK 35 NODE 39 --> 1.8877418 sigma out 1act.( 3.63307738 sig in 44act.) RANK 36 NODE 11 --> 1.60724986 sigma out 1act.( 3.34682989 sig in 44act.) RANK 37 NODE 26 --> 1.17836571 sigma out 1act.( 3.08344364 sig in 44act.) RANK 38 NODE 23 --> 0.947979808 sigma out 1act.( 2.64902258 sig in 44act.) RANK 39 NODE 2 --> 0.63386631 sigma out 1act.( 3.43866825 sig in 44act.) RANK 40 NODE 14 --> 0.57807821 sigma out 1act.( 2.59764934 sig in 44act.) RANK 41 NODE 43 --> 0.452344835 sigma out 1act.( 2.36138916 sig in 44act.) RANK 42 NODE 20 --> 0.1593436 sigma out 1act.( 2.55157757 sig in 44act.) RANK 43 NODE 24 --> 0.0694978759 sigma out 1act.( 3.17623305 sig in 44act.) RANK 44 NODE 44 --> 0.0228952598 sigma out 1act.( 3.24892807 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 55.6719933 sigma in 44 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.631298661 *** contribution from regularisation: 0.000320898456 *** contribution from error: -0.631619573 *** contribution from DIAG: 2.99061139E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.634588063 *** contribution from regularisation: 0.00189552282 *** contribution from error: -0.63648361 *** contribution from DIAG: 1.25898587E-05 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.637676537 *** contribution from regularisation: 0.000873384357 *** contribution from error: -0.638549924 *** contribution from DIAG: 1.05257841E-05 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.637321711 *** contribution from regularisation: 0.00160704961 *** contribution from error: -0.638928771 *** contribution from DIAG: 8.9848254E-06 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.637797236 *** contribution from regularisation: 0.00130498619 *** contribution from error: -0.639102221 *** contribution from DIAG: 8.48369473E-06 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.637782514 *** contribution from regularisation: 0.0014125146 *** contribution from error: -0.639195025 *** contribution from DIAG: 8.19112211E-06 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.637958884 *** contribution from regularisation: 0.00134030788 *** contribution from error: -0.639299214 *** contribution from DIAG: 7.46139222E-06 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.637995005 *** contribution from regularisation: 0.00138097687 *** contribution from error: -0.639375985 *** contribution from DIAG: 7.84501935E-06 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.638067245 *** contribution from regularisation: 0.0013699939 *** contribution from error: -0.639437258 *** contribution from DIAG: 8.07827928E-06 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 41.6230812 sigma out 44 active outputs RANK 2 NODE 8 --> 39.8179932 sigma out 44 active outputs RANK 3 NODE 6 --> 31.6281204 sigma out 44 active outputs RANK 4 NODE 1 --> 27.6491871 sigma out 44 active outputs RANK 5 NODE 7 --> 22.9130878 sigma out 44 active outputs RANK 6 NODE 5 --> 21.4674492 sigma out 44 active outputs RANK 7 NODE 18 --> 20.8202629 sigma out 44 active outputs RANK 8 NODE 9 --> 20.364006 sigma out 44 active outputs RANK 9 NODE 15 --> 19.4233055 sigma out 44 active outputs RANK 10 NODE 37 --> 19.3306408 sigma out 44 active outputs RANK 11 NODE 13 --> 18.8538399 sigma out 44 active outputs RANK 12 NODE 26 --> 17.9669762 sigma out 44 active outputs RANK 13 NODE 2 --> 16.7675514 sigma out 44 active outputs RANK 14 NODE 4 --> 16.3207664 sigma out 44 active outputs RANK 15 NODE 29 --> 15.2753153 sigma out 44 active outputs RANK 16 NODE 16 --> 15.0223322 sigma out 44 active outputs RANK 17 NODE 14 --> 13.2413864 sigma out 44 active outputs RANK 18 NODE 11 --> 13.1957293 sigma out 44 active outputs RANK 19 NODE 12 --> 13.107914 sigma out 44 active outputs RANK 20 NODE 23 --> 12.9575987 sigma out 44 active outputs RANK 21 NODE 39 --> 12.6069517 sigma out 44 active outputs RANK 22 NODE 34 --> 12.4743471 sigma out 44 active outputs RANK 23 NODE 27 --> 12.2959166 sigma out 44 active outputs RANK 24 NODE 20 --> 12.2899017 sigma out 44 active outputs RANK 25 NODE 33 --> 11.0083494 sigma out 44 active outputs RANK 26 NODE 43 --> 9.8303566 sigma out 44 active outputs RANK 27 NODE 10 --> 9.79183865 sigma out 44 active outputs RANK 28 NODE 32 --> 8.37321758 sigma out 44 active outputs RANK 29 NODE 38 --> 8.34160805 sigma out 44 active outputs RANK 30 NODE 25 --> 8.2762804 sigma out 44 active outputs RANK 31 NODE 21 --> 8.25074387 sigma out 44 active outputs RANK 32 NODE 17 --> 7.99720001 sigma out 44 active outputs RANK 33 NODE 41 --> 7.80025101 sigma out 44 active outputs RANK 34 NODE 30 --> 7.1756506 sigma out 44 active outputs RANK 35 NODE 19 --> 6.61700726 sigma out 44 active outputs RANK 36 NODE 22 --> 6.13901567 sigma out 44 active outputs RANK 37 NODE 42 --> 5.60955763 sigma out 44 active outputs RANK 38 NODE 36 --> 5.39868164 sigma out 44 active outputs RANK 39 NODE 24 --> 5.34392738 sigma out 44 active outputs RANK 40 NODE 40 --> 4.74186897 sigma out 44 active outputs RANK 41 NODE 28 --> 4.48054218 sigma out 44 active outputs RANK 42 NODE 35 --> 4.19594383 sigma out 44 active outputs RANK 43 NODE 44 --> 3.58369684 sigma out 44 active outputs RANK 44 NODE 31 --> 2.7435739 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 36.8365707 sigma in 44act. ( 31.2727928 sig out 1act.) RANK 2 NODE 29 --> 35.9704895 sigma in 44act. ( 26.3777504 sig out 1act.) RANK 3 NODE 6 --> 28.5158024 sigma in 44act. ( 22.1235542 sig out 1act.) RANK 4 NODE 40 --> 25.359293 sigma in 44act. ( 18.7925434 sig out 1act.) RANK 5 NODE 18 --> 25.1901855 sigma in 44act. ( 18.9252605 sig out 1act.) RANK 6 NODE 34 --> 24.5010242 sigma in 44act. ( 15.6256332 sig out 1act.) RANK 7 NODE 22 --> 24.3124199 sigma in 44act. ( 13.300519 sig out 1act.) RANK 8 NODE 33 --> 24.2894154 sigma in 44act. ( 14.5342751 sig out 1act.) RANK 9 NODE 7 --> 21.6196079 sigma in 44act. ( 13.04177 sig out 1act.) RANK 10 NODE 27 --> 20.0044537 sigma in 44act. ( 13.4098358 sig out 1act.) RANK 11 NODE 28 --> 19.9094505 sigma in 44act. ( 13.0073957 sig out 1act.) RANK 12 NODE 8 --> 18.8585033 sigma in 44act. ( 11.4407597 sig out 1act.) RANK 13 NODE 17 --> 18.0855923 sigma in 44act. ( 10.8810539 sig out 1act.) RANK 14 NODE 36 --> 17.2703381 sigma in 44act. ( 13.563714 sig out 1act.) RANK 15 NODE 3 --> 17.2473965 sigma in 44act. ( 20.982645 sig out 1act.) RANK 16 NODE 10 --> 17.0526352 sigma in 44act. ( 19.9205227 sig out 1act.) RANK 17 NODE 37 --> 16.3728676 sigma in 44act. ( 13.761776 sig out 1act.) RANK 18 NODE 35 --> 16.2744942 sigma in 44act. ( 10.4269285 sig out 1act.) RANK 19 NODE 16 --> 16.1163406 sigma in 44act. ( 10.6213675 sig out 1act.) RANK 20 NODE 19 --> 15.2231302 sigma in 44act. ( 9.46123981 sig out 1act.) RANK 21 NODE 38 --> 13.0461226 sigma in 44act. ( 7.78900623 sig out 1act.) RANK 22 NODE 13 --> 12.8561764 sigma in 44act. ( 8.2920599 sig out 1act.) RANK 23 NODE 32 --> 12.3458862 sigma in 44act. ( 13.2284966 sig out 1act.) RANK 24 NODE 41 --> 12.3071079 sigma in 44act. ( 6.44394875 sig out 1act.) RANK 25 NODE 25 --> 11.4029064 sigma in 44act. ( 6.79963303 sig out 1act.) RANK 26 NODE 30 --> 11.3325844 sigma in 44act. ( 6.5985465 sig out 1act.) RANK 27 NODE 42 --> 9.28687 sigma in 44act. ( 7.03174543 sig out 1act.) RANK 28 NODE 5 --> 7.49983168 sigma in 44act. ( 6.05275917 sig out 1act.) RANK 29 NODE 12 --> 6.84078789 sigma in 44act. ( 4.75873232 sig out 1act.) RANK 30 NODE 23 --> 6.47125053 sigma in 44act. ( 3.30807948 sig out 1act.) RANK 31 NODE 1 --> 6.20029736 sigma in 44act. ( 3.58760595 sig out 1act.) RANK 32 NODE 21 --> 4.52651405 sigma in 44act. ( 3.0562098 sig out 1act.) RANK 33 NODE 9 --> 4.36610603 sigma in 44act. ( 1.99423957 sig out 1act.) RANK 34 NODE 26 --> 4.34580612 sigma in 44act. ( 2.19799781 sig out 1act.) RANK 35 NODE 11 --> 3.87982607 sigma in 44act. ( 2.13999128 sig out 1act.) RANK 36 NODE 39 --> 3.83550835 sigma in 44act. ( 2.50783014 sig out 1act.) RANK 37 NODE 2 --> 3.63461781 sigma in 44act. ( 1.67651641 sig out 1act.) RANK 38 NODE 15 --> 2.50812244 sigma in 44act. ( 1.00855303 sig out 1act.) RANK 39 NODE 31 --> 2.29742861 sigma in 44act. ( 0.737218201 sig out 1act.) RANK 40 NODE 14 --> 2.27396536 sigma in 44act. ( 0.986340106 sig out 1act.) RANK 41 NODE 24 --> 1.76426733 sigma in 44act. ( 0.388489038 sig out 1act.) RANK 42 NODE 44 --> 1.75438964 sigma in 44act. ( 0.545967162 sig out 1act.) RANK 43 NODE 20 --> 1.35039568 sigma in 44act. ( 0.0959648043 sig out 1act.) RANK 44 NODE 43 --> 1.31266952 sigma in 44act. ( 0.256286144 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 31.2727928 sigma out 1act.( 36.8365707 sig in 44act.) RANK 2 NODE 29 --> 26.3777504 sigma out 1act.( 35.9704895 sig in 44act.) RANK 3 NODE 6 --> 22.1235542 sigma out 1act.( 28.5158024 sig in 44act.) RANK 4 NODE 3 --> 20.982645 sigma out 1act.( 17.2473965 sig in 44act.) RANK 5 NODE 10 --> 19.9205227 sigma out 1act.( 17.0526352 sig in 44act.) RANK 6 NODE 18 --> 18.9252605 sigma out 1act.( 25.1901855 sig in 44act.) RANK 7 NODE 40 --> 18.7925434 sigma out 1act.( 25.359293 sig in 44act.) RANK 8 NODE 34 --> 15.6256332 sigma out 1act.( 24.5010242 sig in 44act.) RANK 9 NODE 33 --> 14.5342751 sigma out 1act.( 24.2894154 sig in 44act.) RANK 10 NODE 37 --> 13.761776 sigma out 1act.( 16.3728676 sig in 44act.) RANK 11 NODE 36 --> 13.563714 sigma out 1act.( 17.2703381 sig in 44act.) RANK 12 NODE 27 --> 13.4098358 sigma out 1act.( 20.0044537 sig in 44act.) RANK 13 NODE 22 --> 13.300519 sigma out 1act.( 24.3124199 sig in 44act.) RANK 14 NODE 32 --> 13.2284966 sigma out 1act.( 12.3458862 sig in 44act.) RANK 15 NODE 7 --> 13.04177 sigma out 1act.( 21.6196079 sig in 44act.) RANK 16 NODE 28 --> 13.0073957 sigma out 1act.( 19.9094505 sig in 44act.) RANK 17 NODE 8 --> 11.4407597 sigma out 1act.( 18.8585033 sig in 44act.) RANK 18 NODE 17 --> 10.8810539 sigma out 1act.( 18.0855923 sig in 44act.) RANK 19 NODE 16 --> 10.6213675 sigma out 1act.( 16.1163406 sig in 44act.) RANK 20 NODE 35 --> 10.4269285 sigma out 1act.( 16.2744942 sig in 44act.) RANK 21 NODE 19 --> 9.46123981 sigma out 1act.( 15.2231302 sig in 44act.) RANK 22 NODE 13 --> 8.2920599 sigma out 1act.( 12.8561764 sig in 44act.) RANK 23 NODE 38 --> 7.78900623 sigma out 1act.( 13.0461226 sig in 44act.) RANK 24 NODE 42 --> 7.03174543 sigma out 1act.( 9.28687 sig in 44act.) RANK 25 NODE 25 --> 6.79963303 sigma out 1act.( 11.4029064 sig in 44act.) RANK 26 NODE 30 --> 6.5985465 sigma out 1act.( 11.3325844 sig in 44act.) RANK 27 NODE 41 --> 6.44394875 sigma out 1act.( 12.3071079 sig in 44act.) RANK 28 NODE 5 --> 6.05275917 sigma out 1act.( 7.49983168 sig in 44act.) RANK 29 NODE 12 --> 4.75873232 sigma out 1act.( 6.84078789 sig in 44act.) RANK 30 NODE 1 --> 3.58760595 sigma out 1act.( 6.20029736 sig in 44act.) RANK 31 NODE 23 --> 3.30807948 sigma out 1act.( 6.47125053 sig in 44act.) RANK 32 NODE 21 --> 3.0562098 sigma out 1act.( 4.52651405 sig in 44act.) RANK 33 NODE 39 --> 2.50783014 sigma out 1act.( 3.83550835 sig in 44act.) RANK 34 NODE 26 --> 2.19799781 sigma out 1act.( 4.34580612 sig in 44act.) RANK 35 NODE 11 --> 2.13999128 sigma out 1act.( 3.87982607 sig in 44act.) RANK 36 NODE 9 --> 1.99423957 sigma out 1act.( 4.36610603 sig in 44act.) RANK 37 NODE 2 --> 1.67651641 sigma out 1act.( 3.63461781 sig in 44act.) RANK 38 NODE 15 --> 1.00855303 sigma out 1act.( 2.50812244 sig in 44act.) RANK 39 NODE 14 --> 0.986340106 sigma out 1act.( 2.27396536 sig in 44act.) RANK 40 NODE 31 --> 0.737218201 sigma out 1act.( 2.29742861 sig in 44act.) RANK 41 NODE 44 --> 0.545967162 sigma out 1act.( 1.75438964 sig in 44act.) RANK 42 NODE 24 --> 0.388489038 sigma out 1act.( 1.76426733 sig in 44act.) RANK 43 NODE 43 --> 0.256286144 sigma out 1act.( 1.31266952 sig in 44act.) RANK 44 NODE 20 --> 0.0959648043 sigma out 1act.( 1.35039568 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 79.9994202 sigma in 44 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.638072014 *** contribution from regularisation: 0.00142087892 *** contribution from error: -0.639492869 *** contribution from DIAG: 7.80893788E-06 *********************************************** --------------------------------------------------- Iteration : 11 kill weight from layer 1 knot 12 to knot 43 *********************************************** *** Learn Path 11 *** loss function: -0.638136327 *** contribution from regularisation: 0.00140061602 *** contribution from error: -0.639536917 *** contribution from DIAG: 7.87017234E-06 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.638146818 *** contribution from regularisation: 0.00144139258 *** contribution from error: -0.639588237 *** contribution from DIAG: 8.13528823E-06 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.638195097 *** contribution from regularisation: 0.00143862155 *** contribution from error: -0.639633715 *** contribution from DIAG: 8.28604243E-06 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.638204515 *** contribution from regularisation: 0.00147055276 *** contribution from error: -0.639675081 *** contribution from DIAG: 8.23252867E-06 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.638263583 *** contribution from regularisation: 0.00145944813 *** contribution from error: -0.639723003 *** contribution from DIAG: 8.16697411E-06 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.63827014 *** contribution from regularisation: 0.00149865192 *** contribution from error: -0.639768779 *** contribution from DIAG: 8.24077051E-06 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.638326466 *** contribution from regularisation: 0.00148058706 *** contribution from error: -0.639807045 *** contribution from DIAG: 7.84723125E-06 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.638347328 *** contribution from regularisation: 0.00149779569 *** contribution from error: -0.639845133 *** contribution from DIAG: 8.04503088E-06 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.638379872 *** contribution from regularisation: 0.00150807831 *** contribution from error: -0.639887929 *** contribution from DIAG: 7.71831492E-06 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 45.1561661 sigma out 44 active outputs RANK 2 NODE 8 --> 44.2580872 sigma out 44 active outputs RANK 3 NODE 6 --> 37.9762459 sigma out 44 active outputs RANK 4 NODE 1 --> 33.1074944 sigma out 44 active outputs RANK 5 NODE 7 --> 24.6717892 sigma out 44 active outputs RANK 6 NODE 9 --> 22.4484234 sigma out 44 active outputs RANK 7 NODE 5 --> 21.307848 sigma out 44 active outputs RANK 8 NODE 13 --> 20.6692123 sigma out 44 active outputs RANK 9 NODE 18 --> 20.3065586 sigma out 44 active outputs RANK 10 NODE 37 --> 20.2330303 sigma out 44 active outputs RANK 11 NODE 15 --> 19.6469746 sigma out 44 active outputs RANK 12 NODE 2 --> 19.4104252 sigma out 44 active outputs RANK 13 NODE 26 --> 19.2024059 sigma out 44 active outputs RANK 14 NODE 29 --> 15.5102978 sigma out 44 active outputs RANK 15 NODE 4 --> 14.2732382 sigma out 44 active outputs RANK 16 NODE 14 --> 13.8026667 sigma out 44 active outputs RANK 17 NODE 16 --> 13.6437597 sigma out 44 active outputs RANK 18 NODE 34 --> 12.7551413 sigma out 44 active outputs RANK 19 NODE 39 --> 12.573204 sigma out 44 active outputs RANK 20 NODE 23 --> 12.4298296 sigma out 44 active outputs RANK 21 NODE 12 --> 12.4140787 sigma out 43 active outputs RANK 22 NODE 11 --> 11.831296 sigma out 44 active outputs RANK 23 NODE 27 --> 11.7947054 sigma out 44 active outputs RANK 24 NODE 20 --> 11.5328121 sigma out 44 active outputs RANK 25 NODE 33 --> 10.2889585 sigma out 44 active outputs RANK 26 NODE 43 --> 9.72165775 sigma out 44 active outputs RANK 27 NODE 32 --> 8.80868816 sigma out 44 active outputs RANK 28 NODE 25 --> 8.66269016 sigma out 44 active outputs RANK 29 NODE 38 --> 8.47050571 sigma out 44 active outputs RANK 30 NODE 10 --> 8.39520168 sigma out 44 active outputs RANK 31 NODE 41 --> 7.44335365 sigma out 44 active outputs RANK 32 NODE 21 --> 7.02705717 sigma out 44 active outputs RANK 33 NODE 30 --> 6.63921738 sigma out 44 active outputs RANK 34 NODE 17 --> 5.74999475 sigma out 44 active outputs RANK 35 NODE 42 --> 5.64119005 sigma out 44 active outputs RANK 36 NODE 36 --> 4.99040604 sigma out 44 active outputs RANK 37 NODE 22 --> 4.77579784 sigma out 44 active outputs RANK 38 NODE 19 --> 4.77412176 sigma out 44 active outputs RANK 39 NODE 35 --> 3.7484436 sigma out 44 active outputs RANK 40 NODE 24 --> 3.5879755 sigma out 44 active outputs RANK 41 NODE 44 --> 3.46439075 sigma out 44 active outputs RANK 42 NODE 28 --> 3.12831211 sigma out 44 active outputs RANK 43 NODE 40 --> 3.0808816 sigma out 44 active outputs RANK 44 NODE 31 --> 1.97561634 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 38.381897 sigma in 44act. ( 27.6864262 sig out 1act.) RANK 2 NODE 4 --> 36.7165909 sigma in 44act. ( 31.0161133 sig out 1act.) RANK 3 NODE 6 --> 28.6509209 sigma in 44act. ( 29.6181717 sig out 1act.) RANK 4 NODE 3 --> 27.0719852 sigma in 44act. ( 42.1439476 sig out 1act.) RANK 5 NODE 40 --> 25.8742428 sigma in 44act. ( 18.4934235 sig out 1act.) RANK 6 NODE 10 --> 25.4949703 sigma in 44act. ( 38.8457413 sig out 1act.) RANK 7 NODE 22 --> 25.0425835 sigma in 44act. ( 13.0940104 sig out 1act.) RANK 8 NODE 18 --> 25.0362053 sigma in 44act. ( 18.9648991 sig out 1act.) RANK 9 NODE 33 --> 24.702322 sigma in 44act. ( 13.9652195 sig out 1act.) RANK 10 NODE 34 --> 23.7029381 sigma in 44act. ( 16.6195812 sig out 1act.) RANK 11 NODE 7 --> 23.0620232 sigma in 44act. ( 13.3850145 sig out 1act.) RANK 12 NODE 28 --> 21.5273209 sigma in 44act. ( 15.2041492 sig out 1act.) RANK 13 NODE 8 --> 20.2243176 sigma in 44act. ( 11.4192276 sig out 1act.) RANK 14 NODE 17 --> 19.6832409 sigma in 44act. ( 12.0693521 sig out 1act.) RANK 15 NODE 27 --> 19.3817711 sigma in 44act. ( 12.4952068 sig out 1act.) RANK 16 NODE 32 --> 17.1817532 sigma in 44act. ( 25.0886269 sig out 1act.) RANK 17 NODE 16 --> 16.9951134 sigma in 44act. ( 11.3472586 sig out 1act.) RANK 18 NODE 19 --> 16.902813 sigma in 44act. ( 10.3116531 sig out 1act.) RANK 19 NODE 36 --> 16.5280991 sigma in 44act. ( 12.5628357 sig out 1act.) RANK 20 NODE 35 --> 15.4032965 sigma in 44act. ( 9.81619644 sig out 1act.) RANK 21 NODE 37 --> 15.2354202 sigma in 44act. ( 12.7750683 sig out 1act.) RANK 22 NODE 38 --> 14.42208 sigma in 44act. ( 9.20189095 sig out 1act.) RANK 23 NODE 30 --> 13.9520588 sigma in 44act. ( 8.72167015 sig out 1act.) RANK 24 NODE 41 --> 13.9253798 sigma in 44act. ( 7.31309271 sig out 1act.) RANK 25 NODE 25 --> 12.5389299 sigma in 44act. ( 8.55930519 sig out 1act.) RANK 26 NODE 13 --> 12.5020571 sigma in 44act. ( 8.6499958 sig out 1act.) RANK 27 NODE 23 --> 9.50580311 sigma in 44act. ( 5.57286882 sig out 1act.) RANK 28 NODE 42 --> 8.40894032 sigma in 44act. ( 6.94570971 sig out 1act.) RANK 29 NODE 5 --> 6.00368118 sigma in 44act. ( 5.95892763 sig out 1act.) RANK 30 NODE 1 --> 5.77233601 sigma in 44act. ( 4.19477654 sig out 1act.) RANK 31 NODE 12 --> 5.35003948 sigma in 44act. ( 3.65989971 sig out 1act.) RANK 32 NODE 26 --> 5.03992796 sigma in 44act. ( 3.37186193 sig out 1act.) RANK 33 NODE 21 --> 4.30727863 sigma in 44act. ( 4.07644844 sig out 1act.) RANK 34 NODE 11 --> 4.00683784 sigma in 44act. ( 3.40263915 sig out 1act.) RANK 35 NODE 9 --> 3.97149658 sigma in 44act. ( 2.68600154 sig out 1act.) RANK 36 NODE 39 --> 3.91896224 sigma in 44act. ( 4.0516901 sig out 1act.) RANK 37 NODE 2 --> 3.55240822 sigma in 44act. ( 2.88566732 sig out 1act.) RANK 38 NODE 14 --> 2.32643557 sigma in 44act. ( 2.0117774 sig out 1act.) RANK 39 NODE 15 --> 1.67987907 sigma in 44act. ( 1.45189095 sig out 1act.) RANK 40 NODE 31 --> 1.493132 sigma in 44act. ( 1.26964045 sig out 1act.) RANK 41 NODE 44 --> 1.29147887 sigma in 44act. ( 1.02709126 sig out 1act.) RANK 42 NODE 24 --> 1.07672894 sigma in 44act. ( 0.761601388 sig out 1act.) RANK 43 NODE 43 --> 0.791821122 sigma in 43act. ( 0.533078432 sig out 1act.) RANK 44 NODE 20 --> 0.534440458 sigma in 44act. ( 0.0358674526 sig out 1 act.) sorted by output significance RANK 1 NODE 3 --> 42.1439476 sigma out 1act.( 27.0719852 sig in 44act.) RANK 2 NODE 10 --> 38.8457413 sigma out 1act.( 25.4949703 sig in 44act.) RANK 3 NODE 4 --> 31.0161133 sigma out 1act.( 36.7165909 sig in 44act.) RANK 4 NODE 6 --> 29.6181717 sigma out 1act.( 28.6509209 sig in 44act.) RANK 5 NODE 29 --> 27.6864262 sigma out 1act.( 38.381897 sig in 44act.) RANK 6 NODE 32 --> 25.0886269 sigma out 1act.( 17.1817532 sig in 44act.) RANK 7 NODE 18 --> 18.9648991 sigma out 1act.( 25.0362053 sig in 44act.) RANK 8 NODE 40 --> 18.4934235 sigma out 1act.( 25.8742428 sig in 44act.) RANK 9 NODE 34 --> 16.6195812 sigma out 1act.( 23.7029381 sig in 44act.) RANK 10 NODE 28 --> 15.2041492 sigma out 1act.( 21.5273209 sig in 44act.) RANK 11 NODE 33 --> 13.9652195 sigma out 1act.( 24.702322 sig in 44act.) RANK 12 NODE 7 --> 13.3850145 sigma out 1act.( 23.0620232 sig in 44act.) RANK 13 NODE 22 --> 13.0940104 sigma out 1act.( 25.0425835 sig in 44act.) RANK 14 NODE 37 --> 12.7750683 sigma out 1act.( 15.2354202 sig in 44act.) RANK 15 NODE 36 --> 12.5628357 sigma out 1act.( 16.5280991 sig in 44act.) RANK 16 NODE 27 --> 12.4952068 sigma out 1act.( 19.3817711 sig in 44act.) RANK 17 NODE 17 --> 12.0693521 sigma out 1act.( 19.6832409 sig in 44act.) RANK 18 NODE 8 --> 11.4192276 sigma out 1act.( 20.2243176 sig in 44act.) RANK 19 NODE 16 --> 11.3472586 sigma out 1act.( 16.9951134 sig in 44act.) RANK 20 NODE 19 --> 10.3116531 sigma out 1act.( 16.902813 sig in 44act.) RANK 21 NODE 35 --> 9.81619644 sigma out 1act.( 15.4032965 sig in 44act.) RANK 22 NODE 38 --> 9.20189095 sigma out 1act.( 14.42208 sig in 44act.) RANK 23 NODE 30 --> 8.72167015 sigma out 1act.( 13.9520588 sig in 44act.) RANK 24 NODE 13 --> 8.6499958 sigma out 1act.( 12.5020571 sig in 44act.) RANK 25 NODE 25 --> 8.55930519 sigma out 1act.( 12.5389299 sig in 44act.) RANK 26 NODE 41 --> 7.31309271 sigma out 1act.( 13.9253798 sig in 44act.) RANK 27 NODE 42 --> 6.94570971 sigma out 1act.( 8.40894032 sig in 44act.) RANK 28 NODE 5 --> 5.95892763 sigma out 1act.( 6.00368118 sig in 44act.) RANK 29 NODE 23 --> 5.57286882 sigma out 1act.( 9.50580311 sig in 44act.) RANK 30 NODE 1 --> 4.19477654 sigma out 1act.( 5.77233601 sig in 44act.) RANK 31 NODE 21 --> 4.07644844 sigma out 1act.( 4.30727863 sig in 44act.) RANK 32 NODE 39 --> 4.0516901 sigma out 1act.( 3.91896224 sig in 44act.) RANK 33 NODE 12 --> 3.65989971 sigma out 1act.( 5.35003948 sig in 44act.) RANK 34 NODE 11 --> 3.40263915 sigma out 1act.( 4.00683784 sig in 44act.) RANK 35 NODE 26 --> 3.37186193 sigma out 1act.( 5.03992796 sig in 44act.) RANK 36 NODE 2 --> 2.88566732 sigma out 1act.( 3.55240822 sig in 44act.) RANK 37 NODE 9 --> 2.68600154 sigma out 1act.( 3.97149658 sig in 44act.) RANK 38 NODE 14 --> 2.0117774 sigma out 1act.( 2.32643557 sig in 44act.) RANK 39 NODE 15 --> 1.45189095 sigma out 1act.( 1.67987907 sig in 44act.) RANK 40 NODE 31 --> 1.26964045 sigma out 1act.( 1.493132 sig in 44act.) RANK 41 NODE 44 --> 1.02709126 sigma out 1act.( 1.29147887 sig in 44act.) RANK 42 NODE 24 --> 0.761601388 sigma out 1act.( 1.07672894 sig in 44act.) RANK 43 NODE 43 --> 0.533078432 sigma out 1act.( 0.791821122 sig in 43act.) RANK 44 NODE 20 --> 0.0358674526 sigma out 1act.( 0.534440458 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 99.7446594 sigma in 44 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.638419807 *** contribution from regularisation: 0.00151191093 *** contribution from error: -0.639931738 *** contribution from DIAG: 7.564116E-06 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.638451457 *** contribution from regularisation: 0.00151903904 *** contribution from error: -0.639970481 *** contribution from DIAG: 7.92229002E-06 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.638481617 *** contribution from regularisation: 0.00153086963 *** contribution from error: -0.640012503 *** contribution from DIAG: 7.68385598E-06 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.638504684 *** contribution from regularisation: 0.00154145493 *** contribution from error: -0.64004612 *** contribution from DIAG: 7.25352129E-06 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.638539314 *** contribution from regularisation: 0.00153576187 *** contribution from error: -0.640075088 *** contribution from DIAG: 7.42031534E-06 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.638546884 *** contribution from regularisation: 0.00154944591 *** contribution from error: -0.640096307 *** contribution from DIAG: 7.24907204E-06 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.63856405 *** contribution from regularisation: 0.00154919794 *** contribution from error: -0.640113235 *** contribution from DIAG: 7.25705468E-06 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.638572335 *** contribution from regularisation: 0.00155781279 *** contribution from error: -0.640130162 *** contribution from DIAG: 7.19890386E-06 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.638597012 *** contribution from regularisation: 0.0015483941 *** contribution from error: -0.640145421 *** contribution from DIAG: 6.95661993E-06 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.638605237 *** contribution from regularisation: 0.00155371428 *** contribution from error: -0.640158951 *** contribution from DIAG: 6.89838043E-06 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 8 --> 45.441452 sigma out 44 active outputs RANK 2 NODE 3 --> 45.0505638 sigma out 44 active outputs RANK 3 NODE 6 --> 40.7620888 sigma out 44 active outputs RANK 4 NODE 1 --> 33.7983971 sigma out 44 active outputs RANK 5 NODE 7 --> 25.7156525 sigma out 44 active outputs RANK 6 NODE 9 --> 23.6720486 sigma out 44 active outputs RANK 7 NODE 5 --> 21.1848373 sigma out 44 active outputs RANK 8 NODE 37 --> 20.8571949 sigma out 44 active outputs RANK 9 NODE 13 --> 20.8500557 sigma out 44 active outputs RANK 10 NODE 2 --> 20.4695129 sigma out 44 active outputs RANK 11 NODE 18 --> 19.7783356 sigma out 44 active outputs RANK 12 NODE 15 --> 19.4205837 sigma out 44 active outputs RANK 13 NODE 26 --> 19.3291397 sigma out 44 active outputs RANK 14 NODE 29 --> 15.719532 sigma out 44 active outputs RANK 15 NODE 14 --> 14.0840368 sigma out 44 active outputs RANK 16 NODE 4 --> 13.9776964 sigma out 44 active outputs RANK 17 NODE 34 --> 12.7301817 sigma out 44 active outputs RANK 18 NODE 16 --> 12.5517607 sigma out 44 active outputs RANK 19 NODE 12 --> 12.4258251 sigma out 43 active outputs RANK 20 NODE 39 --> 12.4170856 sigma out 44 active outputs RANK 21 NODE 23 --> 12.3241453 sigma out 44 active outputs RANK 22 NODE 27 --> 11.7200594 sigma out 44 active outputs RANK 23 NODE 20 --> 11.6197805 sigma out 44 active outputs RANK 24 NODE 11 --> 11.1696405 sigma out 44 active outputs RANK 25 NODE 33 --> 10.4478865 sigma out 44 active outputs RANK 26 NODE 43 --> 9.82686138 sigma out 44 active outputs RANK 27 NODE 32 --> 8.80792999 sigma out 44 active outputs RANK 28 NODE 38 --> 8.53975773 sigma out 44 active outputs RANK 29 NODE 10 --> 8.25806332 sigma out 44 active outputs RANK 30 NODE 25 --> 8.16363525 sigma out 44 active outputs RANK 31 NODE 41 --> 7.60657883 sigma out 44 active outputs RANK 32 NODE 21 --> 6.84377718 sigma out 44 active outputs RANK 33 NODE 30 --> 6.8425827 sigma out 44 active outputs RANK 34 NODE 42 --> 5.81344271 sigma out 44 active outputs RANK 35 NODE 17 --> 5.13602877 sigma out 44 active outputs RANK 36 NODE 22 --> 4.7042141 sigma out 44 active outputs RANK 37 NODE 36 --> 4.63128805 sigma out 44 active outputs RANK 38 NODE 19 --> 4.55814457 sigma out 44 active outputs RANK 39 NODE 35 --> 3.80891681 sigma out 44 active outputs RANK 40 NODE 44 --> 3.52838016 sigma out 44 active outputs RANK 41 NODE 24 --> 3.18275285 sigma out 44 active outputs RANK 42 NODE 40 --> 2.90399957 sigma out 44 active outputs RANK 43 NODE 28 --> 2.69123578 sigma out 44 active outputs RANK 44 NODE 31 --> 1.94635367 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 38.5529556 sigma in 44act. ( 28.2498131 sig out 1act.) RANK 2 NODE 4 --> 36.2990189 sigma in 44act. ( 30.6689072 sig out 1act.) RANK 3 NODE 3 --> 30.5444698 sigma in 44act. ( 49.193943 sig out 1act.) RANK 4 NODE 6 --> 28.9390659 sigma in 44act. ( 33.7742119 sig out 1act.) RANK 5 NODE 10 --> 28.5631237 sigma in 44act. ( 45.4877167 sig out 1act.) RANK 6 NODE 40 --> 25.7114391 sigma in 44act. ( 18.0162373 sig out 1act.) RANK 7 NODE 22 --> 25.1431122 sigma in 44act. ( 13.0388222 sig out 1act.) RANK 8 NODE 33 --> 24.5151005 sigma in 44act. ( 13.9184666 sig out 1act.) RANK 9 NODE 18 --> 24.3192043 sigma in 44act. ( 18.750845 sig out 1act.) RANK 10 NODE 7 --> 23.3741589 sigma in 44act. ( 13.5156574 sig out 1act.) RANK 11 NODE 34 --> 23.1657295 sigma in 44act. ( 17.0535774 sig out 1act.) RANK 12 NODE 28 --> 21.8286114 sigma in 44act. ( 16.1439781 sig out 1act.) RANK 13 NODE 8 --> 20.4120884 sigma in 44act. ( 11.2306528 sig out 1act.) RANK 14 NODE 32 --> 19.946785 sigma in 44act. ( 31.8658047 sig out 1act.) RANK 15 NODE 17 --> 19.8557091 sigma in 44act. ( 12.3824434 sig out 1act.) RANK 16 NODE 27 --> 19.0739994 sigma in 44act. ( 12.276473 sig out 1act.) RANK 17 NODE 19 --> 17.2875729 sigma in 44act. ( 10.5286951 sig out 1act.) RANK 18 NODE 16 --> 17.1355667 sigma in 44act. ( 11.5614719 sig out 1act.) RANK 19 NODE 36 --> 15.7927313 sigma in 44act. ( 11.8709583 sig out 1act.) RANK 20 NODE 35 --> 15.0541821 sigma in 44act. ( 9.74557114 sig out 1act.) RANK 21 NODE 30 --> 14.8673868 sigma in 44act. ( 9.64258766 sig out 1act.) RANK 22 NODE 37 --> 14.7037058 sigma in 44act. ( 12.3433447 sig out 1act.) RANK 23 NODE 38 --> 14.6757736 sigma in 44act. ( 9.61546326 sig out 1act.) RANK 24 NODE 41 --> 14.1852226 sigma in 44act. ( 7.64720011 sig out 1act.) RANK 25 NODE 25 --> 12.6242352 sigma in 44act. ( 9.19091511 sig out 1act.) RANK 26 NODE 13 --> 12.054389 sigma in 44act. ( 8.67408752 sig out 1act.) RANK 27 NODE 23 --> 10.5294151 sigma in 44act. ( 6.65883827 sig out 1act.) RANK 28 NODE 42 --> 8.02756786 sigma in 44act. ( 6.9545145 sig out 1act.) RANK 29 NODE 1 --> 5.79998827 sigma in 44act. ( 4.71281576 sig out 1act.) RANK 30 NODE 5 --> 5.72497988 sigma in 44act. ( 6.17831469 sig out 1act.) RANK 31 NODE 26 --> 5.59656 sigma in 44act. ( 4.30260324 sig out 1act.) RANK 32 NODE 12 --> 5.06551647 sigma in 44act. ( 3.54341674 sig out 1act.) RANK 33 NODE 21 --> 4.48533916 sigma in 44act. ( 4.69140863 sig out 1act.) RANK 34 NODE 9 --> 4.35976362 sigma in 44act. ( 3.61092401 sig out 1act.) RANK 35 NODE 11 --> 4.22787094 sigma in 44act. ( 4.10644054 sig out 1act.) RANK 36 NODE 39 --> 4.16294909 sigma in 44act. ( 4.80281019 sig out 1act.) RANK 37 NODE 2 --> 3.82784772 sigma in 44act. ( 3.66675043 sig out 1act.) RANK 38 NODE 14 --> 2.71610379 sigma in 44act. ( 2.87679863 sig out 1act.) RANK 39 NODE 15 --> 1.80181503 sigma in 44act. ( 1.92445219 sig out 1act.) RANK 40 NODE 31 --> 1.64732111 sigma in 44act. ( 1.72446084 sig out 1act.) RANK 41 NODE 44 --> 1.52645981 sigma in 44act. ( 1.60258722 sig out 1act.) RANK 42 NODE 24 --> 1.29876792 sigma in 44act. ( 1.33619797 sig out 1act.) RANK 43 NODE 43 --> 1.0087291 sigma in 43act. ( 1.01008415 sig out 1act.) RANK 44 NODE 20 --> 0.39519614 sigma in 44act. ( 0.0282352995 sig out 1act.) sorted by output significance RANK 1 NODE 3 --> 49.193943 sigma out 1act.( 30.5444698 sig in 44act.) RANK 2 NODE 10 --> 45.4877167 sigma out 1act.( 28.5631237 sig in 44act.) RANK 3 NODE 6 --> 33.7742119 sigma out 1act.( 28.9390659 sig in 44act.) RANK 4 NODE 32 --> 31.8658047 sigma out 1act.( 19.946785 sig in 44act.) RANK 5 NODE 4 --> 30.6689072 sigma out 1act.( 36.2990189 sig in 44act.) RANK 6 NODE 29 --> 28.2498131 sigma out 1act.( 38.5529556 sig in 44act.) RANK 7 NODE 18 --> 18.750845 sigma out 1act.( 24.3192043 sig in 44act.) RANK 8 NODE 40 --> 18.0162373 sigma out 1act.( 25.7114391 sig in 44act.) RANK 9 NODE 34 --> 17.0535774 sigma out 1act.( 23.1657295 sig in 44act.) RANK 10 NODE 28 --> 16.1439781 sigma out 1act.( 21.8286114 sig in 44act.) RANK 11 NODE 33 --> 13.9184666 sigma out 1act.( 24.5151005 sig in 44act.) RANK 12 NODE 7 --> 13.5156574 sigma out 1act.( 23.3741589 sig in 44act.) RANK 13 NODE 22 --> 13.0388222 sigma out 1act.( 25.1431122 sig in 44act.) RANK 14 NODE 17 --> 12.3824434 sigma out 1act.( 19.8557091 sig in 44act.) RANK 15 NODE 37 --> 12.3433447 sigma out 1act.( 14.7037058 sig in 44act.) RANK 16 NODE 27 --> 12.276473 sigma out 1act.( 19.0739994 sig in 44act.) RANK 17 NODE 36 --> 11.8709583 sigma out 1act.( 15.7927313 sig in 44act.) RANK 18 NODE 16 --> 11.5614719 sigma out 1act.( 17.1355667 sig in 44act.) RANK 19 NODE 8 --> 11.2306528 sigma out 1act.( 20.4120884 sig in 44act.) RANK 20 NODE 19 --> 10.5286951 sigma out 1act.( 17.2875729 sig in 44act.) RANK 21 NODE 35 --> 9.74557114 sigma out 1act.( 15.0541821 sig in 44act.) RANK 22 NODE 30 --> 9.64258766 sigma out 1act.( 14.8673868 sig in 44act.) RANK 23 NODE 38 --> 9.61546326 sigma out 1act.( 14.6757736 sig in 44act.) RANK 24 NODE 25 --> 9.19091511 sigma out 1act.( 12.6242352 sig in 44act.) RANK 25 NODE 13 --> 8.67408752 sigma out 1act.( 12.054389 sig in 44act.) RANK 26 NODE 41 --> 7.64720011 sigma out 1act.( 14.1852226 sig in 44act.) RANK 27 NODE 42 --> 6.9545145 sigma out 1act.( 8.02756786 sig in 44act.) RANK 28 NODE 23 --> 6.65883827 sigma out 1act.( 10.5294151 sig in 44act.) RANK 29 NODE 5 --> 6.17831469 sigma out 1act.( 5.72497988 sig in 44act.) RANK 30 NODE 39 --> 4.80281019 sigma out 1act.( 4.16294909 sig in 44act.) RANK 31 NODE 1 --> 4.71281576 sigma out 1act.( 5.79998827 sig in 44act.) RANK 32 NODE 21 --> 4.69140863 sigma out 1act.( 4.48533916 sig in 44act.) RANK 33 NODE 26 --> 4.30260324 sigma out 1act.( 5.59656 sig in 44act.) RANK 34 NODE 11 --> 4.10644054 sigma out 1act.( 4.22787094 sig in 44act.) RANK 35 NODE 2 --> 3.66675043 sigma out 1act.( 3.82784772 sig in 44act.) RANK 36 NODE 9 --> 3.61092401 sigma out 1act.( 4.35976362 sig in 44act.) RANK 37 NODE 12 --> 3.54341674 sigma out 1act.( 5.06551647 sig in 44act.) RANK 38 NODE 14 --> 2.87679863 sigma out 1act.( 2.71610379 sig in 44act.) RANK 39 NODE 15 --> 1.92445219 sigma out 1act.( 1.80181503 sig in 44act.) RANK 40 NODE 31 --> 1.72446084 sigma out 1act.( 1.64732111 sig in 44act.) RANK 41 NODE 44 --> 1.60258722 sigma out 1act.( 1.52645981 sig in 44act.) RANK 42 NODE 24 --> 1.33619797 sigma out 1act.( 1.29876792 sig in 44act.) RANK 43 NODE 43 --> 1.01008415 sigma out 1act.( 1.0087291 sig in 43act.) RANK 44 NODE 20 --> 0.0282352995 sigma out 1act.( 0.39519614 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 109.167076 sigma in 44 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.638615608 *** contribution from regularisation: 0.00155721768 *** contribution from error: -0.640172839 *** contribution from DIAG: 6.92886124E-06 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.638628542 *** contribution from regularisation: 0.00155697786 *** contribution from error: -0.640185535 *** contribution from DIAG: 6.89405942E-06 *********************************************** --------------------------------------------------- Iteration : 32 kill weight from layer 1 knot 17 to knot 35 *********************************************** *** Learn Path 32 *** loss function: -0.638630033 *** contribution from regularisation: 0.00156712357 *** contribution from error: -0.640197158 *** contribution from DIAG: 6.78935021E-06 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.638646126 *** contribution from regularisation: 0.00156226871 *** contribution from error: -0.640208423 *** contribution from DIAG: 6.81952497E-06 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.638654172 *** contribution from regularisation: 0.00156634545 *** contribution from error: -0.640220523 *** contribution from DIAG: 6.72028636E-06 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.638666451 *** contribution from regularisation: 0.00156198954 *** contribution from error: -0.64022845 *** contribution from DIAG: 6.94423898E-06 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.638671041 *** contribution from regularisation: 0.0015674762 *** contribution from error: -0.640238523 *** contribution from DIAG: 6.71851558E-06 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.638685167 *** contribution from regularisation: 0.00156249793 *** contribution from error: -0.640247643 *** contribution from DIAG: 6.78489369E-06 *********************************************** --------------------------------------------------- Iteration : 38 kill weight from layer 1 knot 40 to knot 24 kill weight from layer 1 knot 28 to knot 33 *********************************************** *** Learn Path 38 *** loss function: -0.638685882 *** contribution from regularisation: 0.00157039776 *** contribution from error: -0.640256286 *** contribution from DIAG: 6.84208362E-06 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.63868916 *** contribution from regularisation: 0.00157595146 *** contribution from error: -0.640265107 *** contribution from DIAG: 6.87130068E-06 *********************************************** --------------------------------------------------- Iteration : 40 kill weight from layer 1 knot 10 to knot 23 kill weight from layer 1 knot 15 to knot 44 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 8 --> 46.1580467 sigma out 44 active outputs RANK 2 NODE 3 --> 45.2913971 sigma out 44 active outputs RANK 3 NODE 6 --> 41.7038231 sigma out 44 active outputs RANK 4 NODE 1 --> 34.0198898 sigma out 44 active outputs RANK 5 NODE 7 --> 26.4778099 sigma out 44 active outputs RANK 6 NODE 9 --> 24.2585678 sigma out 44 active outputs RANK 7 NODE 5 --> 21.261343 sigma out 44 active outputs RANK 8 NODE 13 --> 21.2436543 sigma out 44 active outputs RANK 9 NODE 37 --> 21.0950699 sigma out 44 active outputs RANK 10 NODE 2 --> 21.0854759 sigma out 44 active outputs RANK 11 NODE 18 --> 19.6206741 sigma out 44 active outputs RANK 12 NODE 26 --> 19.6002197 sigma out 44 active outputs RANK 13 NODE 15 --> 19.2805347 sigma out 43 active outputs RANK 14 NODE 29 --> 15.8484106 sigma out 44 active outputs RANK 15 NODE 14 --> 14.1186771 sigma out 44 active outputs RANK 16 NODE 4 --> 13.6501827 sigma out 44 active outputs RANK 17 NODE 34 --> 12.7824335 sigma out 44 active outputs RANK 18 NODE 16 --> 12.4362383 sigma out 44 active outputs RANK 19 NODE 39 --> 12.3867931 sigma out 44 active outputs RANK 20 NODE 12 --> 12.3299894 sigma out 43 active outputs RANK 21 NODE 23 --> 12.1424961 sigma out 44 active outputs RANK 22 NODE 27 --> 11.6083527 sigma out 44 active outputs RANK 23 NODE 20 --> 11.5147009 sigma out 44 active outputs RANK 24 NODE 11 --> 10.9127712 sigma out 44 active outputs RANK 25 NODE 33 --> 10.3263912 sigma out 44 active outputs RANK 26 NODE 43 --> 9.76059341 sigma out 44 active outputs RANK 27 NODE 32 --> 8.73745441 sigma out 44 active outputs RANK 28 NODE 38 --> 8.72236061 sigma out 44 active outputs RANK 29 NODE 10 --> 8.23547268 sigma out 43 active outputs RANK 30 NODE 25 --> 8.23296738 sigma out 44 active outputs RANK 31 NODE 41 --> 7.58895826 sigma out 44 active outputs RANK 32 NODE 30 --> 6.86108541 sigma out 44 active outputs RANK 33 NODE 21 --> 6.80077934 sigma out 44 active outputs RANK 34 NODE 42 --> 5.80390787 sigma out 44 active outputs RANK 35 NODE 17 --> 4.84930038 sigma out 43 active outputs RANK 36 NODE 36 --> 4.78200579 sigma out 44 active outputs RANK 37 NODE 22 --> 4.56143904 sigma out 44 active outputs RANK 38 NODE 19 --> 4.4244566 sigma out 44 active outputs RANK 39 NODE 35 --> 4.14927816 sigma out 44 active outputs RANK 40 NODE 44 --> 3.4468739 sigma out 44 active outputs RANK 41 NODE 24 --> 3.11640239 sigma out 44 active outputs RANK 42 NODE 40 --> 2.87881637 sigma out 43 active outputs RANK 43 NODE 28 --> 2.6142168 sigma out 43 active outputs RANK 44 NODE 31 --> 1.88059783 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 38.8474693 sigma in 44act. ( 28.1372871 sig out 1act.) RANK 2 NODE 4 --> 36.1368599 sigma in 44act. ( 30.497509 sig out 1act.) RANK 3 NODE 3 --> 32.0066299 sigma in 44act. ( 52.0187798 sig out 1act.) RANK 4 NODE 10 --> 29.8984966 sigma in 44act. ( 48.2008896 sig out 1act.) RANK 5 NODE 6 --> 29.2060947 sigma in 44act. ( 35.8945122 sig out 1act.) RANK 6 NODE 40 --> 25.6920147 sigma in 44act. ( 17.9687634 sig out 1act.) RANK 7 NODE 22 --> 25.2374821 sigma in 44act. ( 13.0023422 sig out 1act.) RANK 8 NODE 33 --> 24.4678211 sigma in 43act. ( 13.8194389 sig out 1act.) RANK 9 NODE 18 --> 24.1559486 sigma in 44act. ( 18.355032 sig out 1act.) RANK 10 NODE 7 --> 23.5473061 sigma in 44act. ( 13.4585743 sig out 1act.) RANK 11 NODE 34 --> 23.0092964 sigma in 44act. ( 17.1247234 sig out 1act.) RANK 12 NODE 28 --> 21.8765335 sigma in 44act. ( 16.4570026 sig out 1act.) RANK 13 NODE 32 --> 21.2125072 sigma in 44act. ( 34.8810883 sig out 1act.) RANK 14 NODE 8 --> 20.5657291 sigma in 44act. ( 11.1727047 sig out 1act.) RANK 15 NODE 17 --> 20.0106163 sigma in 44act. ( 12.449625 sig out 1act.) RANK 16 NODE 27 --> 18.9889965 sigma in 44act. ( 12.215704 sig out 1act.) RANK 17 NODE 19 --> 17.4952927 sigma in 44act. ( 10.7896824 sig out 1act.) RANK 18 NODE 16 --> 17.1399937 sigma in 44act. ( 11.7330561 sig out 1act.) RANK 19 NODE 36 --> 15.5543756 sigma in 44act. ( 11.5765085 sig out 1act.) RANK 20 NODE 30 --> 15.1710243 sigma in 44act. ( 10.062191 sig out 1act.) RANK 21 NODE 35 --> 14.8821135 sigma in 43act. ( 9.67438698 sig out 1act.) RANK 22 NODE 38 --> 14.8002424 sigma in 44act. ( 9.81127548 sig out 1act.) RANK 23 NODE 37 --> 14.4797497 sigma in 44act. ( 12.2475157 sig out 1act.) RANK 24 NODE 41 --> 14.3180494 sigma in 44act. ( 7.68483782 sig out 1act.) RANK 25 NODE 25 --> 12.6832056 sigma in 44act. ( 9.33542538 sig out 1act.) RANK 26 NODE 13 --> 11.9482307 sigma in 44act. ( 8.57996941 sig out 1act.) RANK 27 NODE 23 --> 10.9377308 sigma in 43act. ( 7.04336977 sig out 1act.) RANK 28 NODE 42 --> 7.90182924 sigma in 44act. ( 6.92950344 sig out 1act.) RANK 29 NODE 26 --> 5.8258357 sigma in 44act. ( 4.74336767 sig out 1act.) RANK 30 NODE 1 --> 5.82239532 sigma in 44act. ( 4.92280054 sig out 1act.) RANK 31 NODE 5 --> 5.6473856 sigma in 44act. ( 6.29306221 sig out 1act.) RANK 32 NODE 12 --> 4.99301386 sigma in 44act. ( 3.53884411 sig out 1act.) RANK 33 NODE 21 --> 4.54591656 sigma in 44act. ( 4.94917154 sig out 1act.) RANK 34 NODE 9 --> 4.52878428 sigma in 44act. ( 4.0093298 sig out 1act.) RANK 35 NODE 11 --> 4.35504913 sigma in 44act. ( 4.38860369 sig out 1act.) RANK 36 NODE 39 --> 4.25387239 sigma in 44act. ( 5.08682013 sig out 1act.) RANK 37 NODE 2 --> 3.95086408 sigma in 44act. ( 3.97547507 sig out 1act.) RANK 38 NODE 14 --> 2.90170956 sigma in 44act. ( 3.25608516 sig out 1act.) RANK 39 NODE 15 --> 1.90552938 sigma in 44act. ( 2.14543653 sig out 1act.) RANK 40 NODE 31 --> 1.75283468 sigma in 44act. ( 1.93968868 sig out 1act.) RANK 41 NODE 44 --> 1.67772543 sigma in 43act. ( 1.88137949 sig out 1act.) RANK 42 NODE 24 --> 1.43952179 sigma in 43act. ( 1.61304235 sig out 1act.) RANK 43 NODE 43 --> 1.1599592 sigma in 43act. ( 1.27042365 sig out 1act.) RANK 44 NODE 20 --> 0.35559389 sigma in 44act. ( 0.0383245051 sig out 1act.) sorted by output significance RANK 1 NODE 3 --> 52.0187798 sigma out 1act.( 32.0066299 sig in 44act.) RANK 2 NODE 10 --> 48.2008896 sigma out 1act.( 29.8984966 sig in 44act.) RANK 3 NODE 6 --> 35.8945122 sigma out 1act.( 29.2060947 sig in 44act.) RANK 4 NODE 32 --> 34.8810883 sigma out 1act.( 21.2125072 sig in 44act.) RANK 5 NODE 4 --> 30.497509 sigma out 1act.( 36.1368599 sig in 44act.) RANK 6 NODE 29 --> 28.1372871 sigma out 1act.( 38.8474693 sig in 44act.) RANK 7 NODE 18 --> 18.355032 sigma out 1act.( 24.1559486 sig in 44act.) RANK 8 NODE 40 --> 17.9687634 sigma out 1act.( 25.6920147 sig in 44act.) RANK 9 NODE 34 --> 17.1247234 sigma out 1act.( 23.0092964 sig in 44act.) RANK 10 NODE 28 --> 16.4570026 sigma out 1act.( 21.8765335 sig in 44act.) RANK 11 NODE 33 --> 13.8194389 sigma out 1act.( 24.4678211 sig in 43act.) RANK 12 NODE 7 --> 13.4585743 sigma out 1act.( 23.5473061 sig in 44act.) RANK 13 NODE 22 --> 13.0023422 sigma out 1act.( 25.2374821 sig in 44act.) RANK 14 NODE 17 --> 12.449625 sigma out 1act.( 20.0106163 sig in 44act.) RANK 15 NODE 37 --> 12.2475157 sigma out 1act.( 14.4797497 sig in 44act.) RANK 16 NODE 27 --> 12.215704 sigma out 1act.( 18.9889965 sig in 44act.) RANK 17 NODE 16 --> 11.7330561 sigma out 1act.( 17.1399937 sig in 44act.) RANK 18 NODE 36 --> 11.5765085 sigma out 1act.( 15.5543756 sig in 44act.) RANK 19 NODE 8 --> 11.1727047 sigma out 1act.( 20.5657291 sig in 44act.) RANK 20 NODE 19 --> 10.7896824 sigma out 1act.( 17.4952927 sig in 44act.) RANK 21 NODE 30 --> 10.062191 sigma out 1act.( 15.1710243 sig in 44act.) RANK 22 NODE 38 --> 9.81127548 sigma out 1act.( 14.8002424 sig in 44act.) RANK 23 NODE 35 --> 9.67438698 sigma out 1act.( 14.8821135 sig in 43act.) RANK 24 NODE 25 --> 9.33542538 sigma out 1act.( 12.6832056 sig in 44act.) RANK 25 NODE 13 --> 8.57996941 sigma out 1act.( 11.9482307 sig in 44act.) RANK 26 NODE 41 --> 7.68483782 sigma out 1act.( 14.3180494 sig in 44act.) RANK 27 NODE 23 --> 7.04336977 sigma out 1act.( 10.9377308 sig in 43act.) RANK 28 NODE 42 --> 6.92950344 sigma out 1act.( 7.90182924 sig in 44act.) RANK 29 NODE 5 --> 6.29306221 sigma out 1act.( 5.6473856 sig in 44act.) RANK 30 NODE 39 --> 5.08682013 sigma out 1act.( 4.25387239 sig in 44act.) RANK 31 NODE 21 --> 4.94917154 sigma out 1act.( 4.54591656 sig in 44act.) RANK 32 NODE 1 --> 4.92280054 sigma out 1act.( 5.82239532 sig in 44act.) RANK 33 NODE 26 --> 4.74336767 sigma out 1act.( 5.8258357 sig in 44act.) RANK 34 NODE 11 --> 4.38860369 sigma out 1act.( 4.35504913 sig in 44act.) RANK 35 NODE 9 --> 4.0093298 sigma out 1act.( 4.52878428 sig in 44act.) RANK 36 NODE 2 --> 3.97547507 sigma out 1act.( 3.95086408 sig in 44act.) RANK 37 NODE 12 --> 3.53884411 sigma out 1act.( 4.99301386 sig in 44act.) RANK 38 NODE 14 --> 3.25608516 sigma out 1act.( 2.90170956 sig in 44act.) RANK 39 NODE 15 --> 2.14543653 sigma out 1act.( 1.90552938 sig in 44act.) RANK 40 NODE 31 --> 1.93968868 sigma out 1act.( 1.75283468 sig in 44act.) RANK 41 NODE 44 --> 1.88137949 sigma out 1act.( 1.67772543 sig in 43act.) RANK 42 NODE 24 --> 1.61304235 sigma out 1act.( 1.43952179 sig in 43act.) RANK 43 NODE 43 --> 1.27042365 sigma out 1act.( 1.1599592 sig in 43act.) RANK 44 NODE 20 --> 0.0383245051 sigma out 1act.( 0.35559389 sig in 44act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 113.24321 sigma in 44 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.638701975 *** contribution from regularisation: 0.00157197111 *** contribution from error: -0.640273929 *** contribution from DIAG: 6.79780533E-06 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.638714314 *** contribution from regularisation: 0.00156760262 *** contribution from error: -0.640281916 *** contribution from DIAG: 6.92377171E-06 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.638718665 *** contribution from regularisation: 0.00157184596 *** contribution from error: -0.640290499 *** contribution from DIAG: 6.883673E-06 *********************************************** --------------------------------------------------- Iteration : 43 kill weight from layer 1 knot 5 to knot 31 *********************************************** *** Learn Path 43 *** loss function: -0.638727784 *** contribution from regularisation: 0.00157026877 *** contribution from error: -0.640298069 *** contribution from DIAG: 6.80946914E-06 *********************************************** --------------------------------------------------- Iteration : 44 kill weight from layer 1 knot 17 to knot 6 kill weight from layer 1 knot 15 to knot 24 *********************************************** *** Learn Path 44 *** loss function: -0.638730168 *** contribution from regularisation: 0.00157514599 *** contribution from error: -0.64030534 *** contribution from DIAG: 6.79414507E-06 *********************************************** --------------------------------------------------- Iteration : 45 kill weight from layer 1 knot 11 to knot 44 *********************************************** *** Learn Path 45 *** loss function: -0.638745308 *** contribution from regularisation: 0.00156771438 *** contribution from error: -0.640313029 *** contribution from DIAG: 6.89939407E-06 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.638740838 *** contribution from regularisation: 0.00157923915 *** contribution from error: -0.640320063 *** contribution from DIAG: 6.78332799E-06 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.638756752 *** contribution from regularisation: 0.00157068355 *** contribution from error: -0.640327454 *** contribution from DIAG: 6.70415056E-06 *********************************************** --------------------------------------------------- Iteration : 48 kill weight from layer 1 knot 37 to knot 9 kill weight from layer 1 knot 20 to knot 20 kill weight from layer 1 knot 21 to knot 34 kill weight from layer 1 knot 40 to knot 40 *********************************************** *** Learn Path 48 *** loss function: -0.638758004 *** contribution from regularisation: 0.00157661107 *** contribution from error: -0.640334606 *** contribution from DIAG: 6.78901461E-06 *********************************************** --------------------------------------------------- Iteration : 49 kill weight from layer 1 knot 19 to knot 44 *********************************************** *** Learn Path 49 *** loss function: -0.638765097 *** contribution from regularisation: 0.00157663762 *** contribution from error: -0.640341759 *** contribution from DIAG: 6.77933485E-06 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 8 --> 46.4752922 sigma out 44 active outputs RANK 2 NODE 3 --> 45.3181992 sigma out 44 active outputs RANK 3 NODE 6 --> 42.6497307 sigma out 44 active outputs RANK 4 NODE 1 --> 34.0681229 sigma out 44 active outputs RANK 5 NODE 7 --> 26.5492992 sigma out 44 active outputs RANK 6 NODE 9 --> 24.5853062 sigma out 44 active outputs RANK 7 NODE 13 --> 21.471365 sigma out 44 active outputs RANK 8 NODE 2 --> 21.4447155 sigma out 44 active outputs RANK 9 NODE 37 --> 21.1502438 sigma out 43 active outputs RANK 10 NODE 5 --> 21.0503979 sigma out 43 active outputs RANK 11 NODE 26 --> 19.655241 sigma out 44 active outputs RANK 12 NODE 18 --> 19.4278011 sigma out 44 active outputs RANK 13 NODE 15 --> 19.2345715 sigma out 42 active outputs RANK 14 NODE 29 --> 15.8254776 sigma out 44 active outputs RANK 15 NODE 14 --> 14.2137318 sigma out 44 active outputs RANK 16 NODE 4 --> 13.4627428 sigma out 44 active outputs RANK 17 NODE 34 --> 12.6789103 sigma out 44 active outputs RANK 18 NODE 39 --> 12.4489145 sigma out 44 active outputs RANK 19 NODE 16 --> 12.2217808 sigma out 44 active outputs RANK 20 NODE 12 --> 12.2020664 sigma out 43 active outputs RANK 21 NODE 23 --> 12.1599503 sigma out 44 active outputs RANK 22 NODE 27 --> 11.5045614 sigma out 44 active outputs RANK 23 NODE 20 --> 11.406312 sigma out 43 active outputs RANK 24 NODE 11 --> 10.6511822 sigma out 43 active outputs RANK 25 NODE 33 --> 10.2268686 sigma out 44 active outputs RANK 26 NODE 43 --> 9.68857861 sigma out 44 active outputs RANK 27 NODE 32 --> 8.67525768 sigma out 44 active outputs RANK 28 NODE 38 --> 8.58337212 sigma out 44 active outputs RANK 29 NODE 25 --> 8.1870718 sigma out 44 active outputs RANK 30 NODE 10 --> 8.05712032 sigma out 43 active outputs RANK 31 NODE 41 --> 7.50385952 sigma out 44 active outputs RANK 32 NODE 30 --> 6.77127838 sigma out 44 active outputs RANK 33 NODE 21 --> 6.70154715 sigma out 43 active outputs RANK 34 NODE 42 --> 5.72106218 sigma out 44 active outputs RANK 35 NODE 36 --> 4.79062557 sigma out 44 active outputs RANK 36 NODE 17 --> 4.77501154 sigma out 42 active outputs RANK 37 NODE 22 --> 4.49036789 sigma out 44 active outputs RANK 38 NODE 19 --> 4.36995554 sigma out 43 active outputs RANK 39 NODE 35 --> 3.85006571 sigma out 44 active outputs RANK 40 NODE 44 --> 3.57190895 sigma out 44 active outputs RANK 41 NODE 24 --> 3.01428103 sigma out 44 active outputs RANK 42 NODE 40 --> 2.84105682 sigma out 42 active outputs RANK 43 NODE 28 --> 2.59149694 sigma out 43 active outputs RANK 44 NODE 31 --> 1.76158559 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 38.6862106 sigma in 44act. ( 28.3582134 sig out 1act.) RANK 2 NODE 4 --> 35.9470825 sigma in 44act. ( 30.4923916 sig out 1act.) RANK 3 NODE 3 --> 33.0329094 sigma in 44act. ( 53.6402512 sig out 1act.) RANK 4 NODE 10 --> 30.8133812 sigma in 44act. ( 49.8244057 sig out 1act.) RANK 5 NODE 6 --> 29.4279556 sigma in 43act. ( 37.2931557 sig out 1act.) RANK 6 NODE 40 --> 25.5685863 sigma in 43act. ( 17.8076267 sig out 1act.) RANK 7 NODE 22 --> 25.187788 sigma in 44act. ( 13.1434269 sig out 1act.) RANK 8 NODE 33 --> 24.3143463 sigma in 43act. ( 13.8311453 sig out 1act.) RANK 9 NODE 18 --> 23.8882751 sigma in 44act. ( 18.5792789 sig out 1act.) RANK 10 NODE 7 --> 23.5227394 sigma in 44act. ( 13.5438194 sig out 1act.) RANK 11 NODE 34 --> 22.8288708 sigma in 43act. ( 17.3730202 sig out 1act.) RANK 12 NODE 32 --> 22.1037807 sigma in 44act. ( 36.8627548 sig out 1act.) RANK 13 NODE 28 --> 21.8510818 sigma in 44act. ( 16.6667671 sig out 1act.) RANK 14 NODE 8 --> 20.5807648 sigma in 44act. ( 11.0847368 sig out 1act.) RANK 15 NODE 17 --> 19.9833431 sigma in 44act. ( 12.5715704 sig out 1act.) RANK 16 NODE 27 --> 18.8578224 sigma in 44act. ( 12.186306 sig out 1act.) RANK 17 NODE 19 --> 17.526329 sigma in 44act. ( 10.7856369 sig out 1act.) RANK 18 NODE 16 --> 17.1219673 sigma in 44act. ( 11.7281256 sig out 1act.) RANK 19 NODE 30 --> 15.3374071 sigma in 44act. ( 10.3634605 sig out 1act.) RANK 20 NODE 36 --> 15.3361225 sigma in 44act. ( 11.4102926 sig out 1act.) RANK 21 NODE 38 --> 14.8197708 sigma in 44act. ( 9.88404846 sig out 1act.) RANK 22 NODE 35 --> 14.7569399 sigma in 43act. ( 9.64554214 sig out 1act.) RANK 23 NODE 41 --> 14.3796749 sigma in 44act. ( 7.8520112 sig out 1act.) RANK 24 NODE 37 --> 14.2954674 sigma in 44act. ( 12.1036243 sig out 1act.) RANK 25 NODE 25 --> 12.6736231 sigma in 44act. ( 9.48926735 sig out 1act.) RANK 26 NODE 13 --> 11.8285847 sigma in 44act. ( 8.7276001 sig out 1act.) RANK 27 NODE 23 --> 11.1755705 sigma in 43act. ( 7.39047718 sig out 1act.) RANK 28 NODE 42 --> 7.82239342 sigma in 44act. ( 7.00128365 sig out 1act.) RANK 29 NODE 26 --> 5.99266577 sigma in 44act. ( 5.04183483 sig out 1act.) RANK 30 NODE 1 --> 5.826653 sigma in 44act. ( 5.08379698 sig out 1act.) RANK 31 NODE 5 --> 5.59740639 sigma in 44act. ( 6.39837408 sig out 1act.) RANK 32 NODE 12 --> 4.96389294 sigma in 44act. ( 3.61247611 sig out 1act.) RANK 33 NODE 9 --> 4.65940857 sigma in 43act. ( 4.31060648 sig out 1act.) RANK 34 NODE 21 --> 4.59458542 sigma in 44act. ( 5.1236372 sig out 1act.) RANK 35 NODE 11 --> 4.43638134 sigma in 44act. ( 4.63228989 sig out 1act.) RANK 36 NODE 39 --> 4.32790279 sigma in 44act. ( 5.29160357 sig out 1act.) RANK 37 NODE 2 --> 4.03822184 sigma in 44act. ( 4.21641588 sig out 1act.) RANK 38 NODE 14 --> 3.03880692 sigma in 44act. ( 3.5436554 sig out 1act.) RANK 39 NODE 15 --> 1.99103808 sigma in 44act. ( 2.33243227 sig out 1act.) RANK 40 NODE 31 --> 1.84793973 sigma in 43act. ( 2.11573482 sig out 1act.) RANK 41 NODE 44 --> 1.80932486 sigma in 41act. ( 2.11498213 sig out 1act.) RANK 42 NODE 24 --> 1.56095874 sigma in 42act. ( 1.83555937 sig out 1act.) RANK 43 NODE 43 --> 1.29368532 sigma in 43act. ( 1.48982477 sig out 1act.) RANK 44 NODE 20 --> 0.326116204 sigma in 43act. ( 0.0512880757 sig out 1 act.) sorted by output significance RANK 1 NODE 3 --> 53.6402512 sigma out 1act.( 33.0329094 sig in 44act.) RANK 2 NODE 10 --> 49.8244057 sigma out 1act.( 30.8133812 sig in 44act.) RANK 3 NODE 6 --> 37.2931557 sigma out 1act.( 29.4279556 sig in 43act.) RANK 4 NODE 32 --> 36.8627548 sigma out 1act.( 22.1037807 sig in 44act.) RANK 5 NODE 4 --> 30.4923916 sigma out 1act.( 35.9470825 sig in 44act.) RANK 6 NODE 29 --> 28.3582134 sigma out 1act.( 38.6862106 sig in 44act.) RANK 7 NODE 18 --> 18.5792789 sigma out 1act.( 23.8882751 sig in 44act.) RANK 8 NODE 40 --> 17.8076267 sigma out 1act.( 25.5685863 sig in 43act.) RANK 9 NODE 34 --> 17.3730202 sigma out 1act.( 22.8288708 sig in 43act.) RANK 10 NODE 28 --> 16.6667671 sigma out 1act.( 21.8510818 sig in 44act.) RANK 11 NODE 33 --> 13.8311453 sigma out 1act.( 24.3143463 sig in 43act.) RANK 12 NODE 7 --> 13.5438194 sigma out 1act.( 23.5227394 sig in 44act.) RANK 13 NODE 22 --> 13.1434269 sigma out 1act.( 25.187788 sig in 44act.) RANK 14 NODE 17 --> 12.5715704 sigma out 1act.( 19.9833431 sig in 44act.) RANK 15 NODE 27 --> 12.186306 sigma out 1act.( 18.8578224 sig in 44act.) RANK 16 NODE 37 --> 12.1036243 sigma out 1act.( 14.2954674 sig in 44act.) RANK 17 NODE 16 --> 11.7281256 sigma out 1act.( 17.1219673 sig in 44act.) RANK 18 NODE 36 --> 11.4102926 sigma out 1act.( 15.3361225 sig in 44act.) RANK 19 NODE 8 --> 11.0847368 sigma out 1act.( 20.5807648 sig in 44act.) RANK 20 NODE 19 --> 10.7856369 sigma out 1act.( 17.526329 sig in 44act.) RANK 21 NODE 30 --> 10.3634605 sigma out 1act.( 15.3374071 sig in 44act.) RANK 22 NODE 38 --> 9.88404846 sigma out 1act.( 14.8197708 sig in 44act.) RANK 23 NODE 35 --> 9.64554214 sigma out 1act.( 14.7569399 sig in 43act.) RANK 24 NODE 25 --> 9.48926735 sigma out 1act.( 12.6736231 sig in 44act.) RANK 25 NODE 13 --> 8.7276001 sigma out 1act.( 11.8285847 sig in 44act.) RANK 26 NODE 41 --> 7.8520112 sigma out 1act.( 14.3796749 sig in 44act.) RANK 27 NODE 23 --> 7.39047718 sigma out 1act.( 11.1755705 sig in 43act.) RANK 28 NODE 42 --> 7.00128365 sigma out 1act.( 7.82239342 sig in 44act.) RANK 29 NODE 5 --> 6.39837408 sigma out 1act.( 5.59740639 sig in 44act.) RANK 30 NODE 39 --> 5.29160357 sigma out 1act.( 4.32790279 sig in 44act.) RANK 31 NODE 21 --> 5.1236372 sigma out 1act.( 4.59458542 sig in 44act.) RANK 32 NODE 1 --> 5.08379698 sigma out 1act.( 5.826653 sig in 44act.) RANK 33 NODE 26 --> 5.04183483 sigma out 1act.( 5.99266577 sig in 44act.) RANK 34 NODE 11 --> 4.63228989 sigma out 1act.( 4.43638134 sig in 44act.) RANK 35 NODE 9 --> 4.31060648 sigma out 1act.( 4.65940857 sig in 43act.) RANK 36 NODE 2 --> 4.21641588 sigma out 1act.( 4.03822184 sig in 44act.) RANK 37 NODE 12 --> 3.61247611 sigma out 1act.( 4.96389294 sig in 44act.) RANK 38 NODE 14 --> 3.5436554 sigma out 1act.( 3.03880692 sig in 44act.) RANK 39 NODE 15 --> 2.33243227 sigma out 1act.( 1.99103808 sig in 44act.) RANK 40 NODE 31 --> 2.11573482 sigma out 1act.( 1.84793973 sig in 43act.) RANK 41 NODE 44 --> 2.11498213 sigma out 1act.( 1.80932486 sig in 41act.) RANK 42 NODE 24 --> 1.83555937 sigma out 1act.( 1.56095874 sig in 42act.) RANK 43 NODE 43 --> 1.48982477 sigma out 1act.( 1.29368532 sig in 43act.) RANK 44 NODE 20 --> 0.0512880757 sigma out 1act.( 0.326116204 sig in 43act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 116.070023 sigma in 44 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.638770819 *** contribution from regularisation: 0.00157743332 *** contribution from error: -0.640348256 *** contribution from DIAG: 6.80476933E-06 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.638786912 *** contribution from regularisation: 0.00156763848 *** contribution from error: -0.640354574 *** contribution from DIAG: 6.79598543E-06 *********************************************** --------------------------------------------------- Iteration : 52 kill weight from layer 1 knot 6 to knot 20 *********************************************** *** Learn Path 52 *** loss function: -0.63878268 *** contribution from regularisation: 0.00157860341 *** contribution from error: -0.640361309 *** contribution from DIAG: 6.68307757E-06 *********************************************** --------------------------------------------------- Iteration : 53 kill weight from layer 1 knot 8 to knot 1 kill weight from layer 1 knot 30 to knot 20 kill weight from layer 1 knot 24 to knot 33 *********************************************** *** Learn Path 53 *** loss function: -0.638791203 *** contribution from regularisation: 0.00157687441 *** contribution from error: -0.640368104 *** contribution from DIAG: 6.68367011E-06 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.638797641 *** contribution from regularisation: 0.00157668581 *** contribution from error: -0.640374303 *** contribution from DIAG: 6.70789086E-06 *********************************************** --------------------------------------------------- Iteration : 55 kill weight from layer 1 knot 3 to knot 15 *********************************************** *** Learn Path 55 *** loss function: -0.638799489 *** contribution from regularisation: 0.00158129493 *** contribution from error: -0.6403808 *** contribution from DIAG: 6.61576678E-06 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.63881439 *** contribution from regularisation: 0.00157267496 *** contribution from error: -0.640387058 *** contribution from DIAG: 6.63726678E-06 *********************************************** --------------------------------------------------- Iteration : 57 kill weight from layer 1 knot 8 to knot 2 kill weight from layer 1 knot 4 to knot 15 kill weight from layer 1 knot 11 to knot 23 kill weight from layer 1 knot 10 to knot 42 *********************************************** *** Learn Path 57 *** loss function: -0.638810158 *** contribution from regularisation: 0.00158239214 *** contribution from error: -0.640392542 *** contribution from DIAG: 6.60319211E-06 *********************************************** --------------------------------------------------- Iteration : 58 kill weight from layer 1 knot 11 to knot 5 kill weight from layer 1 knot 31 to knot 31 *********************************************** *** Learn Path 58 *** loss function: -0.638821363 *** contribution from regularisation: 0.00157749339 *** contribution from error: -0.64039886 *** contribution from DIAG: 6.61117838E-06 *********************************************** --------------------------------------------------- Iteration : 59 kill weight from layer 1 knot 18 to knot 11 kill weight from layer 1 knot 7 to knot 24 kill weight from layer 1 knot 5 to knot 43 *********************************************** *** Learn Path 59 *** loss function: -0.638829112 *** contribution from regularisation: 0.00157488487 *** contribution from error: -0.640403986 *** contribution from DIAG: 6.61828699E-06 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 8 --> 47.0443001 sigma out 42 active outputs RANK 2 NODE 3 --> 45.7429619 sigma out 43 active outputs RANK 3 NODE 6 --> 43.6269646 sigma out 43 active outputs RANK 4 NODE 1 --> 34.3854637 sigma out 44 active outputs RANK 5 NODE 7 --> 27.1713963 sigma out 43 active outputs RANK 6 NODE 9 --> 25.1054935 sigma out 44 active outputs RANK 7 NODE 2 --> 21.8723869 sigma out 44 active outputs RANK 8 NODE 13 --> 21.6382866 sigma out 44 active outputs RANK 9 NODE 37 --> 21.513525 sigma out 43 active outputs RANK 10 NODE 5 --> 21.1593094 sigma out 42 active outputs RANK 11 NODE 26 --> 19.885006 sigma out 44 active outputs RANK 12 NODE 15 --> 19.3088722 sigma out 42 active outputs RANK 13 NODE 18 --> 19.2532425 sigma out 43 active outputs RANK 14 NODE 29 --> 15.8956709 sigma out 44 active outputs RANK 15 NODE 14 --> 14.3676186 sigma out 44 active outputs RANK 16 NODE 4 --> 13.4118433 sigma out 43 active outputs RANK 17 NODE 34 --> 12.7715788 sigma out 44 active outputs RANK 18 NODE 39 --> 12.3877783 sigma out 44 active outputs RANK 19 NODE 12 --> 12.1479044 sigma out 43 active outputs RANK 20 NODE 23 --> 12.0866928 sigma out 44 active outputs RANK 21 NODE 16 --> 12.0397205 sigma out 44 active outputs RANK 22 NODE 27 --> 11.5687084 sigma out 44 active outputs RANK 23 NODE 20 --> 11.4403248 sigma out 43 active outputs RANK 24 NODE 11 --> 10.4480562 sigma out 41 active outputs RANK 25 NODE 33 --> 10.4082022 sigma out 44 active outputs RANK 26 NODE 43 --> 9.73869801 sigma out 44 active outputs RANK 27 NODE 32 --> 8.79481697 sigma out 44 active outputs RANK 28 NODE 38 --> 8.62231159 sigma out 44 active outputs RANK 29 NODE 25 --> 8.12392616 sigma out 44 active outputs RANK 30 NODE 10 --> 8.03377533 sigma out 42 active outputs RANK 31 NODE 41 --> 7.57193232 sigma out 44 active outputs RANK 32 NODE 30 --> 6.79108953 sigma out 43 active outputs RANK 33 NODE 21 --> 6.73048162 sigma out 43 active outputs RANK 34 NODE 42 --> 5.66755629 sigma out 44 active outputs RANK 35 NODE 36 --> 4.62298584 sigma out 44 active outputs RANK 36 NODE 17 --> 4.58292627 sigma out 42 active outputs RANK 37 NODE 22 --> 4.47098446 sigma out 44 active outputs RANK 38 NODE 19 --> 4.31669235 sigma out 43 active outputs RANK 39 NODE 35 --> 3.77246642 sigma out 44 active outputs RANK 40 NODE 44 --> 3.47723365 sigma out 44 active outputs RANK 41 NODE 24 --> 2.85703301 sigma out 43 active outputs RANK 42 NODE 40 --> 2.73868489 sigma out 42 active outputs RANK 43 NODE 28 --> 2.52583337 sigma out 43 active outputs RANK 44 NODE 31 --> 1.79397583 sigma out 43 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 39.0427704 sigma in 44act. ( 28.5882473 sig out 1act.) RANK 2 NODE 4 --> 36.1304474 sigma in 44act. ( 30.5044537 sig out 1act.) RANK 3 NODE 3 --> 33.9334641 sigma in 44act. ( 55.5652313 sig out 1act.) RANK 4 NODE 10 --> 31.6239967 sigma in 44act. ( 51.694397 sig out 1act.) RANK 5 NODE 6 --> 29.8295765 sigma in 43act. ( 38.8109131 sig out 1act.) RANK 6 NODE 40 --> 25.6556072 sigma in 43act. ( 17.9908981 sig out 1act.) RANK 7 NODE 22 --> 25.3511543 sigma in 44act. ( 13.2075272 sig out 1act.) RANK 8 NODE 33 --> 24.3686581 sigma in 42act. ( 13.8713713 sig out 1act.) RANK 9 NODE 18 --> 23.9055882 sigma in 44act. ( 18.6280174 sig out 1act.) RANK 10 NODE 7 --> 23.7378197 sigma in 44act. ( 13.6793308 sig out 1act.) RANK 11 NODE 32 --> 22.9406662 sigma in 44act. ( 38.8258934 sig out 1act.) RANK 12 NODE 34 --> 22.860899 sigma in 43act. ( 17.5389328 sig out 1act.) RANK 13 NODE 28 --> 22.0311718 sigma in 44act. ( 16.9484558 sig out 1act.) RANK 14 NODE 8 --> 20.7168922 sigma in 44act. ( 11.2408056 sig out 1act.) RANK 15 NODE 17 --> 20.1385937 sigma in 44act. ( 12.75562 sig out 1act.) RANK 16 NODE 27 --> 18.9031715 sigma in 44act. ( 12.2622023 sig out 1act.) RANK 17 NODE 19 --> 17.6944199 sigma in 44act. ( 10.8931856 sig out 1act.) RANK 18 NODE 16 --> 17.2462463 sigma in 44act. ( 11.8286219 sig out 1act.) RANK 19 NODE 30 --> 15.5958242 sigma in 44act. ( 10.6478605 sig out 1act.) RANK 20 NODE 36 --> 15.2793064 sigma in 44act. ( 11.4428434 sig out 1act.) RANK 21 NODE 38 --> 14.9510298 sigma in 44act. ( 10.0837135 sig out 1act.) RANK 22 NODE 35 --> 14.7712126 sigma in 43act. ( 9.70929337 sig out 1act.) RANK 23 NODE 41 --> 14.5249271 sigma in 44act. ( 8.01525211 sig out 1act.) RANK 24 NODE 37 --> 14.2346497 sigma in 44act. ( 12.0496473 sig out 1act.) RANK 25 NODE 25 --> 12.774971 sigma in 44act. ( 9.69723034 sig out 1act.) RANK 26 NODE 13 --> 11.8203259 sigma in 44act. ( 8.81932735 sig out 1act.) RANK 27 NODE 23 --> 11.4801273 sigma in 42act. ( 7.718678 sig out 1act.) RANK 28 NODE 42 --> 7.81319952 sigma in 43act. ( 7.11438227 sig out 1act.) RANK 29 NODE 26 --> 6.15804386 sigma in 44act. ( 5.33386087 sig out 1act.) RANK 30 NODE 1 --> 5.88620853 sigma in 43act. ( 5.25764132 sig out 1act.) RANK 31 NODE 5 --> 5.60465527 sigma in 43act. ( 6.54132509 sig out 1act.) RANK 32 NODE 12 --> 4.93097591 sigma in 44act. ( 3.6346209 sig out 1act.) RANK 33 NODE 9 --> 4.78428984 sigma in 43act. ( 4.57994699 sig out 1act.) RANK 34 NODE 21 --> 4.66772985 sigma in 44act. ( 5.32654238 sig out 1act.) RANK 35 NODE 11 --> 4.54668665 sigma in 43act. ( 4.8707571 sig out 1act.) RANK 36 NODE 39 --> 4.42584705 sigma in 44act. ( 5.52548218 sig out 1act.) RANK 37 NODE 2 --> 4.14761114 sigma in 43act. ( 4.44250488 sig out 1act.) RANK 38 NODE 14 --> 3.17328072 sigma in 44act. ( 3.8097508 sig out 1act.) RANK 39 NODE 15 --> 2.09215689 sigma in 42act. ( 2.51946759 sig out 1act.) RANK 40 NODE 31 --> 1.94747639 sigma in 42act. ( 2.29260159 sig out 1act.) RANK 41 NODE 44 --> 1.93803239 sigma in 41act. ( 2.33329797 sig out 1act.) RANK 42 NODE 24 --> 1.68746758 sigma in 41act. ( 2.05380368 sig out 1act.) RANK 43 NODE 43 --> 1.42161345 sigma in 42act. ( 1.69515693 sig out 1act.) RANK 44 NODE 20 --> 0.304444522 sigma in 41act. ( 0.065236114 sig out 1act.) sorted by output significance RANK 1 NODE 3 --> 55.5652313 sigma out 1act.( 33.9334641 sig in 44act.) RANK 2 NODE 10 --> 51.694397 sigma out 1act.( 31.6239967 sig in 44act.) RANK 3 NODE 32 --> 38.8258934 sigma out 1act.( 22.9406662 sig in 44act.) RANK 4 NODE 6 --> 38.8109131 sigma out 1act.( 29.8295765 sig in 43act.) RANK 5 NODE 4 --> 30.5044537 sigma out 1act.( 36.1304474 sig in 44act.) RANK 6 NODE 29 --> 28.5882473 sigma out 1act.( 39.0427704 sig in 44act.) RANK 7 NODE 18 --> 18.6280174 sigma out 1act.( 23.9055882 sig in 44act.) RANK 8 NODE 40 --> 17.9908981 sigma out 1act.( 25.6556072 sig in 43act.) RANK 9 NODE 34 --> 17.5389328 sigma out 1act.( 22.860899 sig in 43act.) RANK 10 NODE 28 --> 16.9484558 sigma out 1act.( 22.0311718 sig in 44act.) RANK 11 NODE 33 --> 13.8713713 sigma out 1act.( 24.3686581 sig in 42act.) RANK 12 NODE 7 --> 13.6793308 sigma out 1act.( 23.7378197 sig in 44act.) RANK 13 NODE 22 --> 13.2075272 sigma out 1act.( 25.3511543 sig in 44act.) RANK 14 NODE 17 --> 12.75562 sigma out 1act.( 20.1385937 sig in 44act.) RANK 15 NODE 27 --> 12.2622023 sigma out 1act.( 18.9031715 sig in 44act.) RANK 16 NODE 37 --> 12.0496473 sigma out 1act.( 14.2346497 sig in 44act.) RANK 17 NODE 16 --> 11.8286219 sigma out 1act.( 17.2462463 sig in 44act.) RANK 18 NODE 36 --> 11.4428434 sigma out 1act.( 15.2793064 sig in 44act.) RANK 19 NODE 8 --> 11.2408056 sigma out 1act.( 20.7168922 sig in 44act.) RANK 20 NODE 19 --> 10.8931856 sigma out 1act.( 17.6944199 sig in 44act.) RANK 21 NODE 30 --> 10.6478605 sigma out 1act.( 15.5958242 sig in 44act.) RANK 22 NODE 38 --> 10.0837135 sigma out 1act.( 14.9510298 sig in 44act.) RANK 23 NODE 35 --> 9.70929337 sigma out 1act.( 14.7712126 sig in 43act.) RANK 24 NODE 25 --> 9.69723034 sigma out 1act.( 12.774971 sig in 44act.) RANK 25 NODE 13 --> 8.81932735 sigma out 1act.( 11.8203259 sig in 44act.) RANK 26 NODE 41 --> 8.01525211 sigma out 1act.( 14.5249271 sig in 44act.) RANK 27 NODE 23 --> 7.718678 sigma out 1act.( 11.4801273 sig in 42act.) RANK 28 NODE 42 --> 7.11438227 sigma out 1act.( 7.81319952 sig in 43act.) RANK 29 NODE 5 --> 6.54132509 sigma out 1act.( 5.60465527 sig in 43act.) RANK 30 NODE 39 --> 5.52548218 sigma out 1act.( 4.42584705 sig in 44act.) RANK 31 NODE 26 --> 5.33386087 sigma out 1act.( 6.15804386 sig in 44act.) RANK 32 NODE 21 --> 5.32654238 sigma out 1act.( 4.66772985 sig in 44act.) RANK 33 NODE 1 --> 5.25764132 sigma out 1act.( 5.88620853 sig in 43act.) RANK 34 NODE 11 --> 4.8707571 sigma out 1act.( 4.54668665 sig in 43act.) RANK 35 NODE 9 --> 4.57994699 sigma out 1act.( 4.78428984 sig in 43act.) RANK 36 NODE 2 --> 4.44250488 sigma out 1act.( 4.14761114 sig in 43act.) RANK 37 NODE 14 --> 3.8097508 sigma out 1act.( 3.17328072 sig in 44act.) RANK 38 NODE 12 --> 3.6346209 sigma out 1act.( 4.93097591 sig in 44act.) RANK 39 NODE 15 --> 2.51946759 sigma out 1act.( 2.09215689 sig in 42act.) RANK 40 NODE 44 --> 2.33329797 sigma out 1act.( 1.93803239 sig in 41act.) RANK 41 NODE 31 --> 2.29260159 sigma out 1act.( 1.94747639 sig in 42act.) RANK 42 NODE 24 --> 2.05380368 sigma out 1act.( 1.68746758 sig in 41act.) RANK 43 NODE 43 --> 1.69515693 sigma out 1act.( 1.42161345 sig in 42act.) RANK 44 NODE 20 --> 0.065236114 sigma out 1act.( 0.304444522 sig in 41act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 119.351059 sigma in 44 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.638834774 *** contribution from regularisation: 0.00157469849 *** contribution from error: -0.64040947 *** contribution from DIAG: 6.62327511E-06 *********************************************** --------------------------------------------------- Iteration : 61 kill weight from layer 1 knot 25 to knot 10 kill weight from layer 1 knot 23 to knot 20 kill weight from layer 1 knot 13 to knot 27 *********************************************** *** Learn Path 61 *** loss function: -0.638836324 *** contribution from regularisation: 0.00157846254 *** contribution from error: -0.640414774 *** contribution from DIAG: 6.62998355E-06 *********************************************** --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.638843536 *** contribution from regularisation: 0.00157669338 *** contribution from error: -0.640420258 *** contribution from DIAG: 6.7023243E-06 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.638849556 *** contribution from regularisation: 0.0015760964 *** contribution from error: -0.640425682 *** contribution from DIAG: 6.64885101E-06 *********************************************** --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.63885653 *** contribution from regularisation: 0.00157414086 *** contribution from error: -0.640430689 *** contribution from DIAG: 6.61945751E-06 *********************************************** --------------------------------------------------- Iteration : 65 kill weight from layer 1 knot 3 to knot 26 kill weight from layer 1 knot 37 to knot 39 *********************************************** *** Learn Path 65 *** loss function: -0.638858318 *** contribution from regularisation: 0.00157769222 *** contribution from error: -0.640435994 *** contribution from DIAG: 6.61662352E-06 *********************************************** --------------------------------------------------- Iteration : 66 kill weight from layer 1 knot 27 to knot 10 *********************************************** *** Learn Path 66 *** loss function: -0.638873219 *** contribution from regularisation: 0.00156782393 *** contribution from error: -0.64044106 *** contribution from DIAG: 6.58510635E-06 *********************************************** --------------------------------------------------- Iteration : 67 kill weight from layer 1 knot 37 to knot 11 *********************************************** *** Learn Path 67 *** loss function: -0.638872325 *** contribution from regularisation: 0.00157419732 *** contribution from error: -0.640446544 *** contribution from DIAG: 6.62028742E-06 *********************************************** --------------------------------------------------- Iteration : 68 kill weight from layer 1 knot 15 to knot 15 *********************************************** *** Learn Path 68 *** loss function: -0.638884425 *** contribution from regularisation: 0.00156705908 *** contribution from error: -0.640451491 *** contribution from DIAG: 6.54865471E-06 *********************************************** --------------------------------------------------- Iteration : 69 kill weight from layer 1 knot 19 to knot 25 *********************************************** *** Learn Path 69 *** loss function: -0.638881743 *** contribution from regularisation: 0.00157462701 *** contribution from error: -0.640456378 *** contribution from DIAG: 6.57595183E-06 *********************************************** --------------------------------------------------- Iteration : 70 kill weight from layer 1 knot 19 to knot 12 kill weight from layer 1 knot 26 to knot 20 kill weight from layer 1 knot 35 to knot 20 kill weight from layer 1 knot 40 to knot 20 kill weight from layer 1 knot 31 to knot 27 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 8 --> 47.2277031 sigma out 42 active outputs RANK 2 NODE 3 --> 45.8359146 sigma out 42 active outputs RANK 3 NODE 6 --> 44.2800827 sigma out 43 active outputs RANK 4 NODE 1 --> 34.3764229 sigma out 44 active outputs RANK 5 NODE 7 --> 27.6660671 sigma out 43 active outputs RANK 6 NODE 9 --> 25.3567734 sigma out 44 active outputs RANK 7 NODE 2 --> 22.2616959 sigma out 44 active outputs RANK 8 NODE 13 --> 21.7526054 sigma out 43 active outputs RANK 9 NODE 37 --> 21.5908585 sigma out 41 active outputs RANK 10 NODE 5 --> 21.3583183 sigma out 42 active outputs RANK 11 NODE 26 --> 20.0592308 sigma out 43 active outputs RANK 12 NODE 15 --> 19.2028294 sigma out 41 active outputs RANK 13 NODE 18 --> 19.1775837 sigma out 43 active outputs RANK 14 NODE 29 --> 15.8787479 sigma out 44 active outputs RANK 15 NODE 14 --> 14.41712 sigma out 44 active outputs RANK 16 NODE 4 --> 13.2983246 sigma out 43 active outputs RANK 17 NODE 34 --> 12.7584076 sigma out 44 active outputs RANK 18 NODE 39 --> 12.3650961 sigma out 44 active outputs RANK 19 NODE 12 --> 12.1101608 sigma out 43 active outputs RANK 20 NODE 23 --> 12.0916424 sigma out 43 active outputs RANK 21 NODE 16 --> 11.9188614 sigma out 44 active outputs RANK 22 NODE 27 --> 11.4509821 sigma out 43 active outputs RANK 23 NODE 20 --> 11.406847 sigma out 43 active outputs RANK 24 NODE 11 --> 10.3734684 sigma out 41 active outputs RANK 25 NODE 33 --> 10.259161 sigma out 44 active outputs RANK 26 NODE 43 --> 9.65317345 sigma out 44 active outputs RANK 27 NODE 32 --> 8.74915314 sigma out 44 active outputs RANK 28 NODE 38 --> 8.6306982 sigma out 44 active outputs RANK 29 NODE 25 --> 8.16231728 sigma out 43 active outputs RANK 30 NODE 10 --> 7.99091911 sigma out 42 active outputs RANK 31 NODE 41 --> 7.60846329 sigma out 44 active outputs RANK 32 NODE 30 --> 6.84009933 sigma out 43 active outputs RANK 33 NODE 21 --> 6.67709017 sigma out 43 active outputs RANK 34 NODE 42 --> 5.70929098 sigma out 44 active outputs RANK 35 NODE 36 --> 4.67569113 sigma out 44 active outputs RANK 36 NODE 17 --> 4.54699373 sigma out 42 active outputs RANK 37 NODE 22 --> 4.42122793 sigma out 44 active outputs RANK 38 NODE 19 --> 4.20540619 sigma out 41 active outputs RANK 39 NODE 35 --> 3.57183003 sigma out 43 active outputs RANK 40 NODE 44 --> 3.51677942 sigma out 44 active outputs RANK 41 NODE 24 --> 2.78448772 sigma out 43 active outputs RANK 42 NODE 40 --> 2.64097834 sigma out 41 active outputs RANK 43 NODE 28 --> 2.50844407 sigma out 43 active outputs RANK 44 NODE 31 --> 1.62642264 sigma out 42 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 39.1002693 sigma in 44act. ( 28.6237011 sig out 1act.) RANK 2 NODE 4 --> 36.0264549 sigma in 44act. ( 30.4886475 sig out 1act.) RANK 3 NODE 3 --> 34.8157082 sigma in 44act. ( 56.4657974 sig out 1act.) RANK 4 NODE 10 --> 32.4252014 sigma in 42act. ( 52.6159897 sig out 1act.) RANK 5 NODE 6 --> 29.9799461 sigma in 43act. ( 39.7770119 sig out 1act.) RANK 6 NODE 40 --> 25.610075 sigma in 43act. ( 17.974905 sig out 1act.) RANK 7 NODE 22 --> 25.3082733 sigma in 44act. ( 13.1907473 sig out 1act.) RANK 8 NODE 33 --> 24.2508698 sigma in 42act. ( 13.8877954 sig out 1act.) RANK 9 NODE 7 --> 23.802515 sigma in 44act. ( 13.8454046 sig out 1act.) RANK 10 NODE 18 --> 23.7710476 sigma in 44act. ( 18.6569901 sig out 1act.) RANK 11 NODE 32 --> 23.6064358 sigma in 44act. ( 39.9884415 sig out 1act.) RANK 12 NODE 34 --> 22.7521572 sigma in 43act. ( 17.6000481 sig out 1act.) RANK 13 NODE 28 --> 22.0561924 sigma in 44act. ( 17.1037216 sig out 1act.) RANK 14 NODE 8 --> 20.7592354 sigma in 44act. ( 11.2389383 sig out 1act.) RANK 15 NODE 17 --> 20.1722183 sigma in 44act. ( 12.8890486 sig out 1act.) RANK 16 NODE 27 --> 18.8436489 sigma in 42act. ( 12.3007116 sig out 1act.) RANK 17 NODE 19 --> 17.7523937 sigma in 44act. ( 11.0757875 sig out 1act.) RANK 18 NODE 16 --> 17.2240314 sigma in 44act. ( 11.8882751 sig out 1act.) RANK 19 NODE 30 --> 15.7308865 sigma in 44act. ( 10.8382893 sig out 1act.) RANK 20 NODE 36 --> 15.1594896 sigma in 44act. ( 11.3217173 sig out 1act.) RANK 21 NODE 38 --> 14.9647083 sigma in 44act. ( 10.2362881 sig out 1act.) RANK 22 NODE 35 --> 14.6872406 sigma in 43act. ( 9.70248795 sig out 1act.) RANK 23 NODE 41 --> 14.563199 sigma in 44act. ( 8.12775517 sig out 1act.) RANK 24 NODE 37 --> 14.0863352 sigma in 44act. ( 12.0263929 sig out 1act.) RANK 25 NODE 25 --> 12.7557936 sigma in 43act. ( 9.79044247 sig out 1act.) RANK 26 NODE 13 --> 11.7385769 sigma in 44act. ( 8.84882736 sig out 1act.) RANK 27 NODE 23 --> 11.6527653 sigma in 42act. ( 7.90783787 sig out 1act.) RANK 28 NODE 42 --> 7.76017857 sigma in 43act. ( 7.15247202 sig out 1act.) RANK 29 NODE 26 --> 6.2682848 sigma in 43act. ( 5.5264926 sig out 1act.) RANK 30 NODE 1 --> 5.89734411 sigma in 43act. ( 5.3107748 sig out 1act.) RANK 31 NODE 5 --> 5.57419682 sigma in 43act. ( 6.57686281 sig out 1act.) RANK 32 NODE 12 --> 4.90004826 sigma in 43act. ( 3.65852332 sig out 1act.) RANK 33 NODE 9 --> 4.88112068 sigma in 43act. ( 4.75691366 sig out 1act.) RANK 34 NODE 21 --> 4.70465469 sigma in 44act. ( 5.42858028 sig out 1act.) RANK 35 NODE 11 --> 4.61376476 sigma in 42act. ( 5.01407146 sig out 1act.) RANK 36 NODE 39 --> 4.47913885 sigma in 43act. ( 5.63197517 sig out 1act.) RANK 37 NODE 2 --> 4.2167182 sigma in 43act. ( 4.54467106 sig out 1act.) RANK 38 NODE 14 --> 3.28040838 sigma in 44act. ( 3.99291348 sig out 1act.) RANK 39 NODE 15 --> 2.16769457 sigma in 41act. ( 2.63307428 sig out 1act.) RANK 40 NODE 44 --> 2.0398035 sigma in 41act. ( 2.48696327 sig out 1act.) RANK 41 NODE 31 --> 2.02378798 sigma in 42act. ( 2.40820193 sig out 1act.) RANK 42 NODE 24 --> 1.79127264 sigma in 41act. ( 2.20949984 sig out 1act.) RANK 43 NODE 43 --> 1.52881992 sigma in 42act. ( 1.84737396 sig out 1act.) RANK 44 NODE 20 --> 0.290227592 sigma in 37act. ( 0.080206804 sig out 1act.) sorted by output significance RANK 1 NODE 3 --> 56.4657974 sigma out 1act.( 34.8157082 sig in 44act.) RANK 2 NODE 10 --> 52.6159897 sigma out 1act.( 32.4252014 sig in 42act.) RANK 3 NODE 32 --> 39.9884415 sigma out 1act.( 23.6064358 sig in 44act.) RANK 4 NODE 6 --> 39.7770119 sigma out 1act.( 29.9799461 sig in 43act.) RANK 5 NODE 4 --> 30.4886475 sigma out 1act.( 36.0264549 sig in 44act.) RANK 6 NODE 29 --> 28.6237011 sigma out 1act.( 39.1002693 sig in 44act.) RANK 7 NODE 18 --> 18.6569901 sigma out 1act.( 23.7710476 sig in 44act.) RANK 8 NODE 40 --> 17.974905 sigma out 1act.( 25.610075 sig in 43act.) RANK 9 NODE 34 --> 17.6000481 sigma out 1act.( 22.7521572 sig in 43act.) RANK 10 NODE 28 --> 17.1037216 sigma out 1act.( 22.0561924 sig in 44act.) RANK 11 NODE 33 --> 13.8877954 sigma out 1act.( 24.2508698 sig in 42act.) RANK 12 NODE 7 --> 13.8454046 sigma out 1act.( 23.802515 sig in 44act.) RANK 13 NODE 22 --> 13.1907473 sigma out 1act.( 25.3082733 sig in 44act.) RANK 14 NODE 17 --> 12.8890486 sigma out 1act.( 20.1722183 sig in 44act.) RANK 15 NODE 27 --> 12.3007116 sigma out 1act.( 18.8436489 sig in 42act.) RANK 16 NODE 37 --> 12.0263929 sigma out 1act.( 14.0863352 sig in 44act.) RANK 17 NODE 16 --> 11.8882751 sigma out 1act.( 17.2240314 sig in 44act.) RANK 18 NODE 36 --> 11.3217173 sigma out 1act.( 15.1594896 sig in 44act.) RANK 19 NODE 8 --> 11.2389383 sigma out 1act.( 20.7592354 sig in 44act.) RANK 20 NODE 19 --> 11.0757875 sigma out 1act.( 17.7523937 sig in 44act.) RANK 21 NODE 30 --> 10.8382893 sigma out 1act.( 15.7308865 sig in 44act.) RANK 22 NODE 38 --> 10.2362881 sigma out 1act.( 14.9647083 sig in 44act.) RANK 23 NODE 25 --> 9.79044247 sigma out 1act.( 12.7557936 sig in 43act.) RANK 24 NODE 35 --> 9.70248795 sigma out 1act.( 14.6872406 sig in 43act.) RANK 25 NODE 13 --> 8.84882736 sigma out 1act.( 11.7385769 sig in 44act.) RANK 26 NODE 41 --> 8.12775517 sigma out 1act.( 14.563199 sig in 44act.) RANK 27 NODE 23 --> 7.90783787 sigma out 1act.( 11.6527653 sig in 42act.) RANK 28 NODE 42 --> 7.15247202 sigma out 1act.( 7.76017857 sig in 43act.) RANK 29 NODE 5 --> 6.57686281 sigma out 1act.( 5.57419682 sig in 43act.) RANK 30 NODE 39 --> 5.63197517 sigma out 1act.( 4.47913885 sig in 43act.) RANK 31 NODE 26 --> 5.5264926 sigma out 1act.( 6.2682848 sig in 43act.) RANK 32 NODE 21 --> 5.42858028 sigma out 1act.( 4.70465469 sig in 44act.) RANK 33 NODE 1 --> 5.3107748 sigma out 1act.( 5.89734411 sig in 43act.) RANK 34 NODE 11 --> 5.01407146 sigma out 1act.( 4.61376476 sig in 42act.) RANK 35 NODE 9 --> 4.75691366 sigma out 1act.( 4.88112068 sig in 43act.) RANK 36 NODE 2 --> 4.54467106 sigma out 1act.( 4.2167182 sig in 43act.) RANK 37 NODE 14 --> 3.99291348 sigma out 1act.( 3.28040838 sig in 44act.) RANK 38 NODE 12 --> 3.65852332 sigma out 1act.( 4.90004826 sig in 43act.) RANK 39 NODE 15 --> 2.63307428 sigma out 1act.( 2.16769457 sig in 41act.) RANK 40 NODE 44 --> 2.48696327 sigma out 1act.( 2.0398035 sig in 41act.) RANK 41 NODE 31 --> 2.40820193 sigma out 1act.( 2.02378798 sig in 42act.) RANK 42 NODE 24 --> 2.20949984 sigma out 1act.( 1.79127264 sig in 41act.) RANK 43 NODE 43 --> 1.84737396 sigma out 1act.( 1.52881992 sig in 42act.) RANK 44 NODE 20 --> 0.080206804 sigma out 1act.( 0.290227592 sig in 37act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 121.07045 sigma in 44 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.638888121 *** contribution from regularisation: 0.00157332618 *** contribution from error: -0.640461445 *** contribution from DIAG: 6.55869189E-06 *********************************************** --------------------------------------------------- Iteration : 71 kill weight from layer 1 knot 32 to knot 20 kill weight from layer 1 knot 37 to knot 21 *********************************************** *** Learn Path 71 *** loss function: -0.638886213 *** contribution from regularisation: 0.0015801246 *** contribution from error: -0.640466332 *** contribution from DIAG: 6.54134556E-06 *********************************************** --------------------------------------------------- Iteration : 72 kill weight from layer 1 knot 16 to knot 20 kill weight from layer 1 knot 5 to knot 24 *********************************************** *** Learn Path 72 *** loss function: -0.638903618 *** contribution from regularisation: 0.0015675578 *** contribution from error: -0.64047116 *** contribution from DIAG: 6.52045219E-06 *********************************************** --------------------------------------------------- Iteration : 73 kill weight from layer 1 knot 27 to knot 3 kill weight from layer 1 knot 3 to knot 20 kill weight from layer 1 knot 33 to knot 20 kill weight from layer 1 knot 38 to knot 20 *********************************************** *** Learn Path 73 *** loss function: -0.63889575 *** contribution from regularisation: 0.00157980085 *** contribution from error: -0.640475571 *** contribution from DIAG: 6.49519234E-06 *********************************************** --------------------------------------------------- Iteration : 74 kill weight from layer 1 knot 28 to knot 12 kill weight from layer 1 knot 24 to knot 14 kill weight from layer 1 knot 44 to knot 20 kill weight from layer 1 knot 10 to knot 44 *********************************************** *** Learn Path 74 *** loss function: -0.638904333 *** contribution from regularisation: 0.00157589302 *** contribution from error: -0.64048022 *** contribution from DIAG: 6.50768607E-06 *********************************************** --------------------------------------------------- Iteration : 75 kill weight from layer 1 knot 7 to knot 20 kill weight from layer 1 knot 11 to knot 21 *********************************************** *** Learn Path 75 *** loss function: -0.638908207 *** contribution from regularisation: 0.00157665147 *** contribution from error: -0.640484869 *** contribution from DIAG: 6.46130047E-06 *********************************************** --------------------------------------------------- Iteration : 76 kill weight from layer 1 knot 37 to knot 20 kill weight from layer 1 knot 42 to knot 20 *********************************************** *** Learn Path 76 *** loss function: -0.638919055 *** contribution from regularisation: 0.0015705754 *** contribution from error: -0.640489638 *** contribution from DIAG: 6.43889189E-06 *********************************************** --------------------------------------------------- Iteration : 77 kill weight from layer 1 knot 2 to knot 20 kill weight from layer 1 knot 36 to knot 20 kill weight from layer 1 knot 39 to knot 20 kill weight from layer 1 knot 7 to knot 31 kill weight from layer 1 knot 7 to knot 36 *********************************************** *** Learn Path 77 *** loss function: -0.638914764 *** contribution from regularisation: 0.00157908432 *** contribution from error: -0.64049387 *** contribution from DIAG: 6.44787679E-06 *********************************************** --------------------------------------------------- Iteration : 78 kill weight from layer 1 knot 41 to knot 20 kill weight from layer 1 knot 43 to knot 20 *********************************************** *** Learn Path 78 *** loss function: -0.638923287 *** contribution from regularisation: 0.00157519453 *** contribution from error: -0.640498459 *** contribution from DIAG: 6.45451973E-06 *********************************************** --------------------------------------------------- Iteration : 79 kill weight from layer 1 knot 13 to knot 20 kill weight from layer 1 knot 29 to knot 20 kill weight from layer 1 knot 37 to knot 26 *********************************************** *** Learn Path 79 *** loss function: -0.638928056 *** contribution from regularisation: 0.00157519081 *** contribution from error: -0.640503228 *** contribution from DIAG: 6.42133409E-06 *********************************************** --------------------------------------------------- Iteration : 80 kill weight from layer 1 knot 31 to knot 20 kill weight from layer 1 knot 34 to knot 20 kill weight from layer 1 knot 17 to knot 26 kill weight from layer 1 knot 19 to knot 39 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 8 --> 47.4217377 sigma out 42 active outputs RANK 2 NODE 3 --> 45.5693893 sigma out 41 active outputs RANK 3 NODE 6 --> 44.4991951 sigma out 43 active outputs RANK 4 NODE 1 --> 34.3408546 sigma out 44 active outputs RANK 5 NODE 7 --> 27.725132 sigma out 40 active outputs RANK 6 NODE 9 --> 25.602129 sigma out 44 active outputs RANK 7 NODE 2 --> 22.35849 sigma out 43 active outputs RANK 8 NODE 13 --> 21.7953281 sigma out 42 active outputs RANK 9 NODE 37 --> 21.5299931 sigma out 38 active outputs RANK 10 NODE 5 --> 21.2927456 sigma out 41 active outputs RANK 11 NODE 26 --> 19.9878654 sigma out 43 active outputs RANK 12 NODE 15 --> 18.9575176 sigma out 41 active outputs RANK 13 NODE 18 --> 18.9384556 sigma out 43 active outputs RANK 14 NODE 29 --> 15.9562902 sigma out 43 active outputs RANK 15 NODE 14 --> 14.4172487 sigma out 44 active outputs RANK 16 NODE 4 --> 13.0488062 sigma out 43 active outputs RANK 17 NODE 34 --> 12.5909748 sigma out 43 active outputs RANK 18 NODE 39 --> 12.3733196 sigma out 43 active outputs RANK 19 NODE 12 --> 12.1006012 sigma out 43 active outputs RANK 20 NODE 23 --> 11.9767132 sigma out 43 active outputs RANK 21 NODE 16 --> 11.7625895 sigma out 43 active outputs RANK 22 NODE 27 --> 11.4292974 sigma out 42 active outputs RANK 23 NODE 20 --> 11.3019371 sigma out 43 active outputs RANK 24 NODE 11 --> 10.2549219 sigma out 40 active outputs RANK 25 NODE 33 --> 10.2350492 sigma out 43 active outputs RANK 26 NODE 43 --> 9.64414501 sigma out 43 active outputs RANK 27 NODE 32 --> 8.7275219 sigma out 43 active outputs RANK 28 NODE 38 --> 8.64317226 sigma out 43 active outputs RANK 29 NODE 25 --> 8.00451279 sigma out 43 active outputs RANK 30 NODE 10 --> 7.9240427 sigma out 41 active outputs RANK 31 NODE 41 --> 7.68597031 sigma out 43 active outputs RANK 32 NODE 30 --> 6.82168484 sigma out 43 active outputs RANK 33 NODE 21 --> 6.61425924 sigma out 43 active outputs RANK 34 NODE 42 --> 5.7240963 sigma out 43 active outputs RANK 35 NODE 36 --> 4.54158306 sigma out 43 active outputs RANK 36 NODE 17 --> 4.40982533 sigma out 41 active outputs RANK 37 NODE 22 --> 4.40099049 sigma out 44 active outputs RANK 38 NODE 19 --> 4.2350831 sigma out 40 active outputs RANK 39 NODE 44 --> 3.69958544 sigma out 43 active outputs RANK 40 NODE 35 --> 3.53423357 sigma out 43 active outputs RANK 41 NODE 40 --> 2.85342431 sigma out 41 active outputs RANK 42 NODE 24 --> 2.75152993 sigma out 42 active outputs RANK 43 NODE 28 --> 2.4670558 sigma out 42 active outputs RANK 44 NODE 31 --> 1.54338908 sigma out 41 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 38.8317795 sigma in 44act. ( 28.6892471 sig out 1act.) RANK 2 NODE 4 --> 35.751152 sigma in 44act. ( 30.2573662 sig out 1act.) RANK 3 NODE 3 --> 35.3296814 sigma in 43act. ( 57.2338257 sig out 1act.) RANK 4 NODE 10 --> 32.9162445 sigma in 42act. ( 53.4177971 sig out 1act.) RANK 5 NODE 6 --> 30.0341263 sigma in 43act. ( 40.5356102 sig out 1act.) RANK 6 NODE 40 --> 25.4448013 sigma in 43act. ( 17.8062859 sig out 1act.) RANK 7 NODE 22 --> 25.2456646 sigma in 44act. ( 13.0588684 sig out 1act.) RANK 8 NODE 33 --> 24.1357422 sigma in 42act. ( 13.7173576 sig out 1act.) RANK 9 NODE 32 --> 24.1302452 sigma in 44act. ( 40.9975052 sig out 1act.) RANK 10 NODE 7 --> 23.7454224 sigma in 44act. ( 13.7570457 sig out 1act.) RANK 11 NODE 18 --> 23.5369492 sigma in 44act. ( 18.4912415 sig out 1act.) RANK 12 NODE 34 --> 22.5456486 sigma in 43act. ( 17.5600185 sig out 1act.) RANK 13 NODE 28 --> 21.9343605 sigma in 44act. ( 17.0521278 sig out 1act.) RANK 14 NODE 8 --> 20.6941833 sigma in 44act. ( 11.2398481 sig out 1act.) RANK 15 NODE 17 --> 20.0947304 sigma in 44act. ( 12.8150053 sig out 1act.) RANK 16 NODE 27 --> 18.6831512 sigma in 42act. ( 12.2046843 sig out 1act.) RANK 17 NODE 19 --> 17.7289314 sigma in 44act. ( 11.0632563 sig out 1act.) RANK 18 NODE 16 --> 17.1495552 sigma in 44act. ( 11.7982616 sig out 1act.) RANK 19 NODE 30 --> 15.7669096 sigma in 44act. ( 10.9260159 sig out 1act.) RANK 20 NODE 36 --> 14.9731827 sigma in 43act. ( 11.1519241 sig out 1act.) RANK 21 NODE 38 --> 14.9292555 sigma in 44act. ( 10.1899052 sig out 1act.) RANK 22 NODE 35 --> 14.5439939 sigma in 43act. ( 9.67581558 sig out 1act.) RANK 23 NODE 41 --> 14.5257034 sigma in 44act. ( 8.13516712 sig out 1act.) RANK 24 NODE 37 --> 13.9174833 sigma in 44act. ( 11.807703 sig out 1act.) RANK 25 NODE 25 --> 12.7110815 sigma in 43act. ( 9.84335899 sig out 1act.) RANK 26 NODE 23 --> 11.7459087 sigma in 42act. ( 8.0825119 sig out 1act.) RANK 27 NODE 13 --> 11.6301632 sigma in 44act. ( 8.79348946 sig out 1act.) RANK 28 NODE 42 --> 7.6874752 sigma in 43act. ( 7.12712526 sig out 1act.) RANK 29 NODE 26 --> 6.35316181 sigma in 41act. ( 5.69681215 sig out 1act.) RANK 30 NODE 1 --> 5.88562393 sigma in 43act. ( 5.33400869 sig out 1act.) RANK 31 NODE 5 --> 5.53506565 sigma in 43act. ( 6.60628796 sig out 1act.) RANK 32 NODE 9 --> 4.95569992 sigma in 43act. ( 4.93545723 sig out 1act.) RANK 33 NODE 12 --> 4.88781214 sigma in 42act. ( 3.68206644 sig out 1act.) RANK 34 NODE 21 --> 4.72639799 sigma in 42act. ( 5.52597618 sig out 1act.) RANK 35 NODE 11 --> 4.66291952 sigma in 42act. ( 5.12956333 sig out 1act.) RANK 36 NODE 39 --> 4.51222706 sigma in 42act. ( 5.74399805 sig out 1act.) RANK 37 NODE 2 --> 4.26131201 sigma in 43act. ( 4.63258648 sig out 1act.) RANK 38 NODE 14 --> 3.36485577 sigma in 43act. ( 4.15198231 sig out 1act.) RANK 39 NODE 15 --> 2.22444415 sigma in 41act. ( 2.73148632 sig out 1act.) RANK 40 NODE 44 --> 2.12398982 sigma in 40act. ( 2.62312531 sig out 1act.) RANK 41 NODE 31 --> 2.08115649 sigma in 41act. ( 2.50600171 sig out 1act.) RANK 42 NODE 24 --> 1.86931741 sigma in 40act. ( 2.34123516 sig out 1act.) RANK 43 NODE 43 --> 1.61887753 sigma in 42act. ( 1.981637 sig out 1act.) RANK 44 NODE 20 --> 0.272405148 sigma in 19act. ( 0.0936987102 sig out 1 act.) sorted by output significance RANK 1 NODE 3 --> 57.2338257 sigma out 1act.( 35.3296814 sig in 43act.) RANK 2 NODE 10 --> 53.4177971 sigma out 1act.( 32.9162445 sig in 42act.) RANK 3 NODE 32 --> 40.9975052 sigma out 1act.( 24.1302452 sig in 44act.) RANK 4 NODE 6 --> 40.5356102 sigma out 1act.( 30.0341263 sig in 43act.) RANK 5 NODE 4 --> 30.2573662 sigma out 1act.( 35.751152 sig in 44act.) RANK 6 NODE 29 --> 28.6892471 sigma out 1act.( 38.8317795 sig in 44act.) RANK 7 NODE 18 --> 18.4912415 sigma out 1act.( 23.5369492 sig in 44act.) RANK 8 NODE 40 --> 17.8062859 sigma out 1act.( 25.4448013 sig in 43act.) RANK 9 NODE 34 --> 17.5600185 sigma out 1act.( 22.5456486 sig in 43act.) RANK 10 NODE 28 --> 17.0521278 sigma out 1act.( 21.9343605 sig in 44act.) RANK 11 NODE 7 --> 13.7570457 sigma out 1act.( 23.7454224 sig in 44act.) RANK 12 NODE 33 --> 13.7173576 sigma out 1act.( 24.1357422 sig in 42act.) RANK 13 NODE 22 --> 13.0588684 sigma out 1act.( 25.2456646 sig in 44act.) RANK 14 NODE 17 --> 12.8150053 sigma out 1act.( 20.0947304 sig in 44act.) RANK 15 NODE 27 --> 12.2046843 sigma out 1act.( 18.6831512 sig in 42act.) RANK 16 NODE 37 --> 11.807703 sigma out 1act.( 13.9174833 sig in 44act.) RANK 17 NODE 16 --> 11.7982616 sigma out 1act.( 17.1495552 sig in 44act.) RANK 18 NODE 8 --> 11.2398481 sigma out 1act.( 20.6941833 sig in 44act.) RANK 19 NODE 36 --> 11.1519241 sigma out 1act.( 14.9731827 sig in 43act.) RANK 20 NODE 19 --> 11.0632563 sigma out 1act.( 17.7289314 sig in 44act.) RANK 21 NODE 30 --> 10.9260159 sigma out 1act.( 15.7669096 sig in 44act.) RANK 22 NODE 38 --> 10.1899052 sigma out 1act.( 14.9292555 sig in 44act.) RANK 23 NODE 25 --> 9.84335899 sigma out 1act.( 12.7110815 sig in 43act.) RANK 24 NODE 35 --> 9.67581558 sigma out 1act.( 14.5439939 sig in 43act.) RANK 25 NODE 13 --> 8.79348946 sigma out 1act.( 11.6301632 sig in 44act.) RANK 26 NODE 41 --> 8.13516712 sigma out 1act.( 14.5257034 sig in 44act.) RANK 27 NODE 23 --> 8.0825119 sigma out 1act.( 11.7459087 sig in 42act.) RANK 28 NODE 42 --> 7.12712526 sigma out 1act.( 7.6874752 sig in 43act.) RANK 29 NODE 5 --> 6.60628796 sigma out 1act.( 5.53506565 sig in 43act.) RANK 30 NODE 39 --> 5.74399805 sigma out 1act.( 4.51222706 sig in 42act.) RANK 31 NODE 26 --> 5.69681215 sigma out 1act.( 6.35316181 sig in 41act.) RANK 32 NODE 21 --> 5.52597618 sigma out 1act.( 4.72639799 sig in 42act.) RANK 33 NODE 1 --> 5.33400869 sigma out 1act.( 5.88562393 sig in 43act.) RANK 34 NODE 11 --> 5.12956333 sigma out 1act.( 4.66291952 sig in 42act.) RANK 35 NODE 9 --> 4.93545723 sigma out 1act.( 4.95569992 sig in 43act.) RANK 36 NODE 2 --> 4.63258648 sigma out 1act.( 4.26131201 sig in 43act.) RANK 37 NODE 14 --> 4.15198231 sigma out 1act.( 3.36485577 sig in 43act.) RANK 38 NODE 12 --> 3.68206644 sigma out 1act.( 4.88781214 sig in 42act.) RANK 39 NODE 15 --> 2.73148632 sigma out 1act.( 2.22444415 sig in 41act.) RANK 40 NODE 44 --> 2.62312531 sigma out 1act.( 2.12398982 sig in 40act.) RANK 41 NODE 31 --> 2.50600171 sigma out 1act.( 2.08115649 sig in 41act.) RANK 42 NODE 24 --> 2.34123516 sigma out 1act.( 1.86931741 sig in 40act.) RANK 43 NODE 43 --> 1.981637 sigma out 1act.( 1.61887753 sig in 42act.) RANK 44 NODE 20 --> 0.0936987102 sigma out 1act.( 0.272405148 sig in 19act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 122.217247 sigma in 44 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.638933539 *** contribution from regularisation: 0.00157397136 *** contribution from error: -0.640507519 *** contribution from DIAG: 6.4093224E-06 *********************************************** --------------------------------------------------- Iteration : 81 kill weight from layer 1 knot 27 to knot 20 *********************************************** *** Learn Path 81 *** loss function: -0.63894403 *** contribution from regularisation: 0.00156798272 *** contribution from error: -0.64051199 *** contribution from DIAG: 6.4124074E-06 *********************************************** --------------------------------------------------- Iteration : 82 kill weight from layer 1 knot 5 to knot 20 *********************************************** *** Learn Path 82 *** loss function: -0.638936639 *** contribution from regularisation: 0.00157959491 *** contribution from error: -0.640516222 *** contribution from DIAG: 6.45172486E-06 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 14 to knot 20 kill weight from layer 1 knot 18 to knot 23 kill weight from layer 1 knot 4 to knot 31 kill weight from layer 1 knot 16 to knot 31 *********************************************** *** Learn Path 83 *** loss function: -0.63895458 *** contribution from regularisation: 0.00156566652 *** contribution from error: -0.640520275 *** contribution from DIAG: 6.45036016E-06 *********************************************** --------------------------------------------------- Iteration : 84 kill weight from layer 1 knot 22 to knot 10 kill weight from layer 1 knot 11 to knot 20 kill weight from layer 1 knot 5 to knot 44 kill weight from layer 1 knot 31 to knot 44 *********************************************** *** Learn Path 84 *** loss function: -0.638938069 *** contribution from regularisation: 0.0015862335 *** contribution from error: -0.640524328 *** contribution from DIAG: 6.44360307E-06 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 19 to knot 13 kill weight from layer 1 knot 17 to knot 19 kill weight from layer 1 knot 17 to knot 20 kill weight from layer 1 knot 19 to knot 20 *********************************************** *** Learn Path 85 *** loss function: -0.638964891 *** contribution from regularisation: 0.00156399002 *** contribution from error: -0.640528858 *** contribution from DIAG: 6.46487388E-06 *********************************************** --------------------------------------------------- Iteration : 86 kill weight from layer 1 knot 11 to knot 3 kill weight from layer 1 knot 24 to knot 9 kill weight from layer 1 knot 10 to knot 12 kill weight from layer 1 knot 1 to knot 20 kill weight from layer 1 knot 24 to knot 26 kill weight from layer 1 knot 10 to knot 28 kill weight from layer 1 knot 17 to knot 39 *********************************************** *** Learn Path 86 *** loss function: -0.638960123 *** contribution from regularisation: 0.00157292746 *** contribution from error: -0.64053303 *** contribution from DIAG: 6.43933663E-06 *********************************************** --------------------------------------------------- Iteration : 87 kill weight from layer 1 knot 9 to knot 20 kill weight from layer 1 knot 15 to knot 20 kill weight from layer 1 knot 11 to knot 25 kill weight from layer 1 knot 19 to knot 37 kill weight from layer 1 knot 5 to knot 39 *********************************************** *** Learn Path 87 *** loss function: -0.638969183 *** contribution from regularisation: 0.00156810216 *** contribution from error: -0.640537262 *** contribution from DIAG: 6.40718554E-06 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 17 to knot 11 kill weight from layer 1 knot 28 to knot 15 kill weight from layer 1 knot 12 to knot 20 kill weight from layer 1 knot 28 to knot 20 kill weight from layer 1 knot 24 to knot 24 kill weight from layer 1 knot 8 to knot 25 kill weight from layer 1 knot 35 to knot 32 kill weight from layer 1 knot 22 to knot 35 kill weight from layer 1 knot 13 to knot 39 *********************************************** *** Learn Path 88 *** loss function: -0.63897711 *** contribution from regularisation: 0.00156423904 *** contribution from error: -0.640541375 *** contribution from DIAG: 6.42466512E-06 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 18 to knot 20 kill weight from layer 1 knot 21 to knot 20 kill weight from layer 1 knot 4 to knot 24 kill weight from layer 1 knot 28 to knot 24 kill weight from layer 1 knot 28 to knot 31 kill weight from layer 1 knot 40 to knot 31 kill weight from layer 1 knot 17 to knot 36 kill weight from layer 1 knot 28 to knot 40 kill weight from layer 1 knot 15 to knot 43 kill weight from layer 1 knot 31 to knot 43 kill weight from layer 1 knot 24 to knot 44 *********************************************** *** Learn Path 89 *** loss function: -0.638975203 *** contribution from regularisation: 0.00157026772 *** contribution from error: -0.640545487 *** contribution from DIAG: 6.41260931E-06 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 10 to knot 14 kill weight from layer 1 knot 19 to knot 15 kill weight from layer 1 knot 17 to knot 25 kill weight from layer 1 knot 17 to knot 31 kill weight from layer 1 knot 28 to knot 43 kill weight from layer 1 knot 4 to knot 44 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 8 --> 47.5770302 sigma out 41 active outputs RANK 2 NODE 3 --> 46.1555824 sigma out 41 active outputs RANK 3 NODE 6 --> 44.9071732 sigma out 43 active outputs RANK 4 NODE 1 --> 34.3985138 sigma out 43 active outputs RANK 5 NODE 7 --> 28.1310387 sigma out 40 active outputs RANK 6 NODE 9 --> 25.8929615 sigma out 43 active outputs RANK 7 NODE 2 --> 22.7934685 sigma out 43 active outputs RANK 8 NODE 13 --> 21.8991699 sigma out 41 active outputs RANK 9 NODE 37 --> 21.7046051 sigma out 38 active outputs RANK 10 NODE 5 --> 21.4423962 sigma out 38 active outputs RANK 11 NODE 26 --> 20.0997677 sigma out 43 active outputs RANK 12 NODE 15 --> 19.0668793 sigma out 39 active outputs RANK 13 NODE 18 --> 18.870245 sigma out 41 active outputs RANK 14 NODE 29 --> 15.8638983 sigma out 43 active outputs RANK 15 NODE 14 --> 14.5025702 sigma out 43 active outputs RANK 16 NODE 4 --> 13.058692 sigma out 40 active outputs RANK 17 NODE 34 --> 12.6365614 sigma out 43 active outputs RANK 18 NODE 39 --> 12.3819618 sigma out 43 active outputs RANK 19 NODE 12 --> 12.0230188 sigma out 42 active outputs RANK 20 NODE 23 --> 11.9683018 sigma out 43 active outputs RANK 21 NODE 16 --> 11.576704 sigma out 42 active outputs RANK 22 NODE 27 --> 11.4544706 sigma out 41 active outputs RANK 23 NODE 20 --> 11.287262 sigma out 43 active outputs RANK 24 NODE 33 --> 10.2284355 sigma out 43 active outputs RANK 25 NODE 11 --> 10.1217279 sigma out 37 active outputs RANK 26 NODE 43 --> 9.63664913 sigma out 43 active outputs RANK 27 NODE 32 --> 8.70882034 sigma out 43 active outputs RANK 28 NODE 38 --> 8.67526054 sigma out 43 active outputs RANK 29 NODE 25 --> 8.04869556 sigma out 43 active outputs RANK 30 NODE 10 --> 7.94508076 sigma out 38 active outputs RANK 31 NODE 41 --> 7.50415373 sigma out 43 active outputs RANK 32 NODE 30 --> 6.8276782 sigma out 43 active outputs RANK 33 NODE 21 --> 6.61615324 sigma out 42 active outputs RANK 34 NODE 42 --> 5.59852409 sigma out 43 active outputs RANK 35 NODE 36 --> 4.7507453 sigma out 43 active outputs RANK 36 NODE 22 --> 4.35607052 sigma out 42 active outputs RANK 37 NODE 19 --> 4.13821983 sigma out 36 active outputs RANK 38 NODE 17 --> 4.1362915 sigma out 34 active outputs RANK 39 NODE 35 --> 3.85023856 sigma out 42 active outputs RANK 40 NODE 44 --> 3.40873623 sigma out 43 active outputs RANK 41 NODE 24 --> 2.74673128 sigma out 38 active outputs RANK 42 NODE 40 --> 2.72675538 sigma out 40 active outputs RANK 43 NODE 28 --> 2.39448762 sigma out 36 active outputs RANK 44 NODE 31 --> 1.66943526 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 39.1081848 sigma in 44act. ( 28.6540279 sig out 1act.) RANK 2 NODE 3 --> 35.8997917 sigma in 42act. ( 58.2681084 sig out 1act.) RANK 3 NODE 4 --> 35.7757912 sigma in 44act. ( 30.1725559 sig out 1act.) RANK 4 NODE 10 --> 33.4268494 sigma in 41act. ( 54.4778595 sig out 1act.) RANK 5 NODE 6 --> 30.2802887 sigma in 43act. ( 41.5028381 sig out 1act.) RANK 6 NODE 40 --> 25.4960384 sigma in 42act. ( 17.8988247 sig out 1act.) RANK 7 NODE 22 --> 25.2790298 sigma in 44act. ( 13.1576166 sig out 1act.) RANK 8 NODE 32 --> 24.6672859 sigma in 43act. ( 42.1258812 sig out 1act.) RANK 9 NODE 33 --> 24.1015034 sigma in 42act. ( 13.7949076 sig out 1act.) RANK 10 NODE 7 --> 23.8399124 sigma in 44act. ( 13.8524866 sig out 1act.) RANK 11 NODE 18 --> 23.6051788 sigma in 44act. ( 18.5559559 sig out 1act.) RANK 12 NODE 34 --> 22.5336514 sigma in 43act. ( 17.6005707 sig out 1act.) RANK 13 NODE 28 --> 21.9908485 sigma in 43act. ( 17.2598648 sig out 1act.) RANK 14 NODE 8 --> 20.7800694 sigma in 44act. ( 11.2538261 sig out 1act.) RANK 15 NODE 17 --> 20.1733398 sigma in 44act. ( 12.9359217 sig out 1act.) RANK 16 NODE 27 --> 18.664896 sigma in 42act. ( 12.1922665 sig out 1act.) RANK 17 NODE 19 --> 17.8104706 sigma in 43act. ( 11.1615944 sig out 1act.) RANK 18 NODE 16 --> 17.1663952 sigma in 44act. ( 11.8808565 sig out 1act.) RANK 19 NODE 30 --> 15.9002676 sigma in 44act. ( 11.0746565 sig out 1act.) RANK 20 NODE 38 --> 14.9939556 sigma in 44act. ( 10.3327093 sig out 1act.) RANK 21 NODE 36 --> 14.9738607 sigma in 42act. ( 11.1855288 sig out 1act.) RANK 22 NODE 41 --> 14.6417837 sigma in 44act. ( 8.17836094 sig out 1act.) RANK 23 NODE 35 --> 14.5008888 sigma in 42act. ( 9.63283634 sig out 1act.) RANK 24 NODE 37 --> 13.8178759 sigma in 43act. ( 11.9216719 sig out 1act.) RANK 25 NODE 25 --> 12.7796917 sigma in 40act. ( 9.96225739 sig out 1act.) RANK 26 NODE 23 --> 11.9160624 sigma in 41act. ( 8.2118969 sig out 1act.) RANK 27 NODE 13 --> 11.6457376 sigma in 43act. ( 8.87941647 sig out 1act.) RANK 28 NODE 42 --> 7.67727947 sigma in 43act. ( 7.16388893 sig out 1act.) RANK 29 NODE 26 --> 6.44717073 sigma in 40act. ( 5.83848667 sig out 1act.) RANK 30 NODE 1 --> 5.90005064 sigma in 43act. ( 5.38693953 sig out 1act.) RANK 31 NODE 5 --> 5.5214138 sigma in 43act. ( 6.66959524 sig out 1act.) RANK 32 NODE 9 --> 5.03228235 sigma in 42act. ( 5.08081102 sig out 1act.) RANK 33 NODE 12 --> 4.87133932 sigma in 41act. ( 3.73734593 sig out 1act.) RANK 34 NODE 21 --> 4.77019787 sigma in 42act. ( 5.62832355 sig out 1act.) RANK 35 NODE 11 --> 4.72464943 sigma in 41act. ( 5.26011467 sig out 1act.) RANK 36 NODE 39 --> 4.56279278 sigma in 39act. ( 5.8310442 sig out 1act.) RANK 37 NODE 2 --> 4.32173729 sigma in 43act. ( 4.71793222 sig out 1act.) RANK 38 NODE 14 --> 3.44923282 sigma in 42act. ( 4.30764675 sig out 1act.) RANK 39 NODE 15 --> 2.28513408 sigma in 39act. ( 2.83253622 sig out 1act.) RANK 40 NODE 44 --> 2.20077682 sigma in 36act. ( 2.74759245 sig out 1act.) RANK 41 NODE 31 --> 2.1387403 sigma in 36act. ( 2.60353136 sig out 1act.) RANK 42 NODE 24 --> 1.94859099 sigma in 37act. ( 2.47299719 sig out 1act.) RANK 43 NODE 43 --> 1.70090783 sigma in 39act. ( 2.11047053 sig out 1act.) RANK 44 NODE 20 --> 0.224130288 sigma in 6act. ( 0.102251828 sig out 1act.) sorted by output significance RANK 1 NODE 3 --> 58.2681084 sigma out 1act.( 35.8997917 sig in 42act.) RANK 2 NODE 10 --> 54.4778595 sigma out 1act.( 33.4268494 sig in 41act.) RANK 3 NODE 32 --> 42.1258812 sigma out 1act.( 24.6672859 sig in 43act.) RANK 4 NODE 6 --> 41.5028381 sigma out 1act.( 30.2802887 sig in 43act.) RANK 5 NODE 4 --> 30.1725559 sigma out 1act.( 35.7757912 sig in 44act.) RANK 6 NODE 29 --> 28.6540279 sigma out 1act.( 39.1081848 sig in 44act.) RANK 7 NODE 18 --> 18.5559559 sigma out 1act.( 23.6051788 sig in 44act.) RANK 8 NODE 40 --> 17.8988247 sigma out 1act.( 25.4960384 sig in 42act.) RANK 9 NODE 34 --> 17.6005707 sigma out 1act.( 22.5336514 sig in 43act.) RANK 10 NODE 28 --> 17.2598648 sigma out 1act.( 21.9908485 sig in 43act.) RANK 11 NODE 7 --> 13.8524866 sigma out 1act.( 23.8399124 sig in 44act.) RANK 12 NODE 33 --> 13.7949076 sigma out 1act.( 24.1015034 sig in 42act.) RANK 13 NODE 22 --> 13.1576166 sigma out 1act.( 25.2790298 sig in 44act.) RANK 14 NODE 17 --> 12.9359217 sigma out 1act.( 20.1733398 sig in 44act.) RANK 15 NODE 27 --> 12.1922665 sigma out 1act.( 18.664896 sig in 42act.) RANK 16 NODE 37 --> 11.9216719 sigma out 1act.( 13.8178759 sig in 43act.) RANK 17 NODE 16 --> 11.8808565 sigma out 1act.( 17.1663952 sig in 44act.) RANK 18 NODE 8 --> 11.2538261 sigma out 1act.( 20.7800694 sig in 44act.) RANK 19 NODE 36 --> 11.1855288 sigma out 1act.( 14.9738607 sig in 42act.) RANK 20 NODE 19 --> 11.1615944 sigma out 1act.( 17.8104706 sig in 43act.) RANK 21 NODE 30 --> 11.0746565 sigma out 1act.( 15.9002676 sig in 44act.) RANK 22 NODE 38 --> 10.3327093 sigma out 1act.( 14.9939556 sig in 44act.) RANK 23 NODE 25 --> 9.96225739 sigma out 1act.( 12.7796917 sig in 40act.) RANK 24 NODE 35 --> 9.63283634 sigma out 1act.( 14.5008888 sig in 42act.) RANK 25 NODE 13 --> 8.87941647 sigma out 1act.( 11.6457376 sig in 43act.) RANK 26 NODE 23 --> 8.2118969 sigma out 1act.( 11.9160624 sig in 41act.) RANK 27 NODE 41 --> 8.17836094 sigma out 1act.( 14.6417837 sig in 44act.) RANK 28 NODE 42 --> 7.16388893 sigma out 1act.( 7.67727947 sig in 43act.) RANK 29 NODE 5 --> 6.66959524 sigma out 1act.( 5.5214138 sig in 43act.) RANK 30 NODE 26 --> 5.83848667 sigma out 1act.( 6.44717073 sig in 40act.) RANK 31 NODE 39 --> 5.8310442 sigma out 1act.( 4.56279278 sig in 39act.) RANK 32 NODE 21 --> 5.62832355 sigma out 1act.( 4.77019787 sig in 42act.) RANK 33 NODE 1 --> 5.38693953 sigma out 1act.( 5.90005064 sig in 43act.) RANK 34 NODE 11 --> 5.26011467 sigma out 1act.( 4.72464943 sig in 41act.) RANK 35 NODE 9 --> 5.08081102 sigma out 1act.( 5.03228235 sig in 42act.) RANK 36 NODE 2 --> 4.71793222 sigma out 1act.( 4.32173729 sig in 43act.) RANK 37 NODE 14 --> 4.30764675 sigma out 1act.( 3.44923282 sig in 42act.) RANK 38 NODE 12 --> 3.73734593 sigma out 1act.( 4.87133932 sig in 41act.) RANK 39 NODE 15 --> 2.83253622 sigma out 1act.( 2.28513408 sig in 39act.) RANK 40 NODE 44 --> 2.74759245 sigma out 1act.( 2.20077682 sig in 36act.) RANK 41 NODE 31 --> 2.60353136 sigma out 1act.( 2.1387403 sig in 36act.) RANK 42 NODE 24 --> 2.47299719 sigma out 1act.( 1.94859099 sig in 37act.) RANK 43 NODE 43 --> 2.11047053 sigma out 1act.( 1.70090783 sig in 39act.) RANK 44 NODE 20 --> 0.102251828 sigma out 1act.( 0.224130288 sig in 6act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 124.077515 sigma in 44 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.638981283 *** contribution from regularisation: 0.00156843755 *** contribution from error: -0.640549719 *** contribution from DIAG: 6.4040787E-06 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 24 to knot 11 kill weight from layer 1 knot 4 to knot 12 kill weight from layer 1 knot 10 to knot 15 kill weight from layer 1 knot 31 to knot 15 kill weight from layer 1 knot 31 to knot 24 kill weight from layer 1 knot 24 to knot 31 kill weight from layer 1 knot 12 to knot 36 kill weight from layer 1 knot 17 to knot 42 *********************************************** *** Learn Path 91 *** loss function: -0.638988137 *** contribution from regularisation: 0.00156548864 *** contribution from error: -0.640553653 *** contribution from DIAG: 6.39711743E-06 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 17 to knot 5 kill weight from layer 1 knot 31 to knot 14 kill weight from layer 1 knot 4 to knot 20 kill weight from layer 1 knot 16 to knot 43 *********************************************** *** Learn Path 92 *** loss function: -0.638989508 *** contribution from regularisation: 0.00156781217 *** contribution from error: -0.640557349 *** contribution from DIAG: 6.35035985E-06 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 10 to knot 1 kill weight from layer 1 knot 17 to knot 1 kill weight from layer 1 knot 28 to knot 9 kill weight from layer 1 knot 17 to knot 14 kill weight from layer 1 knot 22 to knot 20 kill weight from layer 1 knot 25 to knot 20 kill weight from layer 1 knot 16 to knot 21 kill weight from layer 1 knot 16 to knot 24 kill weight from layer 1 knot 10 to knot 31 *********************************************** *** Learn Path 93 *** loss function: -0.638993323 *** contribution from regularisation: 0.00156793429 *** contribution from error: -0.640561283 *** contribution from DIAG: 6.27811914E-06 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 15 to knot 3 kill weight from layer 1 knot 5 to knot 5 kill weight from layer 1 knot 31 to knot 13 kill weight from layer 1 knot 17 to knot 15 kill weight from layer 1 knot 8 to knot 20 kill weight from layer 1 knot 10 to knot 20 kill weight from layer 1 knot 18 to knot 21 kill weight from layer 1 knot 7 to knot 26 kill weight from layer 1 knot 1 to knot 32 *********************************************** *** Learn Path 94 *** loss function: -0.639005125 *** contribution from regularisation: 0.00156014389 *** contribution from error: -0.640565276 *** contribution from DIAG: 6.37682797E-06 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 40 to knot 7 kill weight from layer 1 knot 17 to knot 12 kill weight from layer 1 knot 37 to knot 15 kill weight from layer 1 knot 40 to knot 15 kill weight from layer 1 knot 17 to knot 23 kill weight from layer 1 knot 10 to knot 24 kill weight from layer 1 knot 17 to knot 24 kill weight from layer 1 knot 16 to knot 25 kill weight from layer 1 knot 16 to knot 39 kill weight from layer 1 knot 9 to knot 42 kill weight from layer 1 knot 4 to knot 43 kill weight from layer 1 knot 7 to knot 44 kill weight from layer 1 knot 40 to knot 44 *********************************************** *** Learn Path 95 *** loss function: -0.639003277 *** contribution from regularisation: 0.00156615477 *** contribution from error: -0.640569448 *** contribution from DIAG: 6.3419966E-06 *********************************************** --------------------------------------------------- Iteration : 96 kill weight from layer 1 knot 23 to knot 6 kill weight from layer 1 knot 4 to knot 26 kill weight from layer 1 knot 15 to knot 39 kill weight from layer 1 knot 28 to knot 44 *********************************************** *** Learn Path 96 *** loss function: -0.639024019 *** contribution from regularisation: 0.00154934602 *** contribution from error: -0.640573382 *** contribution from DIAG: 6.27897225E-06 *********************************************** --------------------------------------------------- Iteration : 97 *********************************************** *** Learn Path 97 *** loss function: -0.639021218 *** contribution from regularisation: 0.00155604363 *** contribution from error: -0.640577257 *** contribution from DIAG: 6.24272434E-06 *********************************************** --------------------------------------------------- Iteration : 98 kill weight from layer 1 knot 13 to knot 21 kill weight from layer 1 knot 11 to knot 31 kill weight from layer 1 knot 13 to knot 43 *********************************************** *** Learn Path 98 *** loss function: -0.639025509 *** contribution from regularisation: 0.00155582407 *** contribution from error: -0.64058131 *** contribution from DIAG: 6.25149642E-06 *********************************************** --------------------------------------------------- Iteration : 99 kill weight from layer 1 knot 6 to knot 9 kill weight from layer 1 knot 3 to knot 19 kill weight from layer 1 knot 4 to knot 19 *********************************************** *** Learn Path 99 *** loss function: -0.639032423 *** contribution from regularisation: 0.00155239855 *** contribution from error: -0.640584826 *** contribution from DIAG: 6.23263713E-06 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 8 --> 48.1463089 sigma out 40 active outputs RANK 2 NODE 6 --> 45.7974319 sigma out 42 active outputs RANK 3 NODE 3 --> 45.6333618 sigma out 40 active outputs RANK 4 NODE 1 --> 34.4781799 sigma out 42 active outputs RANK 5 NODE 7 --> 28.4001045 sigma out 38 active outputs RANK 6 NODE 9 --> 26.1341057 sigma out 42 active outputs RANK 7 NODE 2 --> 22.8649845 sigma out 43 active outputs RANK 8 NODE 13 --> 22.010643 sigma out 39 active outputs RANK 9 NODE 37 --> 21.9490757 sigma out 37 active outputs RANK 10 NODE 5 --> 21.4094791 sigma out 37 active outputs RANK 11 NODE 26 --> 20.1509857 sigma out 43 active outputs RANK 12 NODE 15 --> 18.9304008 sigma out 37 active outputs RANK 13 NODE 18 --> 18.7395763 sigma out 40 active outputs RANK 14 NODE 29 --> 16.054081 sigma out 43 active outputs RANK 15 NODE 14 --> 14.5451527 sigma out 43 active outputs RANK 16 NODE 4 --> 12.8140163 sigma out 35 active outputs RANK 17 NODE 34 --> 12.6490259 sigma out 43 active outputs RANK 18 NODE 39 --> 12.3833408 sigma out 43 active outputs RANK 19 NODE 12 --> 11.9473925 sigma out 41 active outputs RANK 20 NODE 23 --> 11.8770466 sigma out 42 active outputs RANK 21 NODE 16 --> 11.5548515 sigma out 37 active outputs RANK 22 NODE 27 --> 11.4983606 sigma out 41 active outputs RANK 23 NODE 20 --> 11.2228317 sigma out 43 active outputs RANK 24 NODE 33 --> 10.1841726 sigma out 43 active outputs RANK 25 NODE 11 --> 10.083724 sigma out 36 active outputs RANK 26 NODE 43 --> 9.64937305 sigma out 43 active outputs RANK 27 NODE 32 --> 8.70237923 sigma out 43 active outputs RANK 28 NODE 38 --> 8.69301987 sigma out 43 active outputs RANK 29 NODE 25 --> 8.06297398 sigma out 42 active outputs RANK 30 NODE 10 --> 7.81356049 sigma out 33 active outputs RANK 31 NODE 41 --> 7.59707451 sigma out 43 active outputs RANK 32 NODE 30 --> 6.81400347 sigma out 43 active outputs RANK 33 NODE 21 --> 6.61331463 sigma out 42 active outputs RANK 34 NODE 42 --> 5.67680502 sigma out 43 active outputs RANK 35 NODE 36 --> 4.82931042 sigma out 43 active outputs RANK 36 NODE 22 --> 4.31456518 sigma out 41 active outputs RANK 37 NODE 19 --> 4.11461926 sigma out 36 active outputs RANK 38 NODE 17 --> 3.90904784 sigma out 26 active outputs RANK 39 NODE 35 --> 3.82315326 sigma out 42 active outputs RANK 40 NODE 44 --> 3.56549287 sigma out 43 active outputs RANK 41 NODE 40 --> 2.730937 sigma out 37 active outputs RANK 42 NODE 24 --> 2.65329289 sigma out 36 active outputs RANK 43 NODE 28 --> 2.33946633 sigma out 34 active outputs RANK 44 NODE 31 --> 1.66438365 sigma out 35 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 39.0240326 sigma in 44act. ( 28.7390995 sig out 1act.) RANK 2 NODE 3 --> 36.4109917 sigma in 41act. ( 59.4960098 sig out 1act.) RANK 3 NODE 4 --> 35.8446655 sigma in 44act. ( 30.3055611 sig out 1act.) RANK 4 NODE 10 --> 33.9359169 sigma in 41act. ( 55.705719 sig out 1act.) RANK 5 NODE 6 --> 30.5456104 sigma in 42act. ( 42.6742439 sig out 1act.) RANK 6 NODE 40 --> 25.4651661 sigma in 42act. ( 17.9710312 sig out 1act.) RANK 7 NODE 22 --> 25.3688374 sigma in 44act. ( 13.2649984 sig out 1act.) RANK 8 NODE 32 --> 25.198473 sigma in 42act. ( 43.3315201 sig out 1act.) RANK 9 NODE 33 --> 24.1307144 sigma in 42act. ( 13.8972378 sig out 1act.) RANK 10 NODE 7 --> 23.9222355 sigma in 43act. ( 13.9475517 sig out 1act.) RANK 11 NODE 18 --> 23.4156132 sigma in 44act. ( 18.4501381 sig out 1act.) RANK 12 NODE 34 --> 22.4651089 sigma in 43act. ( 17.7133255 sig out 1act.) RANK 13 NODE 28 --> 22.041851 sigma in 43act. ( 17.4248791 sig out 1act.) RANK 14 NODE 8 --> 20.8292179 sigma in 44act. ( 11.2816315 sig out 1act.) RANK 15 NODE 17 --> 20.211441 sigma in 44act. ( 13.0195246 sig out 1act.) RANK 16 NODE 27 --> 18.6944962 sigma in 42act. ( 12.2638617 sig out 1act.) RANK 17 NODE 19 --> 17.8921185 sigma in 41act. ( 11.2835045 sig out 1act.) RANK 18 NODE 16 --> 17.2345924 sigma in 44act. ( 11.9369392 sig out 1act.) RANK 19 NODE 30 --> 16.0306435 sigma in 44act. ( 11.2604742 sig out 1act.) RANK 20 NODE 38 --> 15.0501757 sigma in 44act. ( 10.4553328 sig out 1act.) RANK 21 NODE 36 --> 14.7880096 sigma in 41act. ( 11.0345259 sig out 1act.) RANK 22 NODE 41 --> 14.6660099 sigma in 44act. ( 8.25447655 sig out 1act.) RANK 23 NODE 35 --> 14.4577904 sigma in 42act. ( 9.66817379 sig out 1act.) RANK 24 NODE 37 --> 13.7021341 sigma in 43act. ( 11.8132992 sig out 1act.) RANK 25 NODE 25 --> 12.7545519 sigma in 39act. ( 10.015521 sig out 1act.) RANK 26 NODE 23 --> 12.0442371 sigma in 40act. ( 8.42954063 sig out 1act.) RANK 27 NODE 13 --> 11.5502853 sigma in 42act. ( 8.87842655 sig out 1act.) RANK 28 NODE 42 --> 7.62395716 sigma in 41act. ( 7.24299479 sig out 1act.) RANK 29 NODE 26 --> 6.54852629 sigma in 38act. ( 5.98798513 sig out 1act.) RANK 30 NODE 1 --> 5.92064047 sigma in 41act. ( 5.47659445 sig out 1act.) RANK 31 NODE 5 --> 5.52380323 sigma in 41act. ( 6.75156403 sig out 1act.) RANK 32 NODE 9 --> 5.11932564 sigma in 40act. ( 5.28602409 sig out 1act.) RANK 33 NODE 12 --> 4.88565016 sigma in 39act. ( 3.77304721 sig out 1act.) RANK 34 NODE 21 --> 4.80767155 sigma in 39act. ( 5.71744776 sig out 1act.) RANK 35 NODE 11 --> 4.79321957 sigma in 40act. ( 5.40295601 sig out 1act.) RANK 36 NODE 39 --> 4.62404728 sigma in 37act. ( 5.98266363 sig out 1act.) RANK 37 NODE 2 --> 4.39208937 sigma in 43act. ( 4.84583712 sig out 1act.) RANK 38 NODE 14 --> 3.54067969 sigma in 40act. ( 4.4803257 sig out 1act.) RANK 39 NODE 15 --> 2.350564 sigma in 34act. ( 2.93191051 sig out 1act.) RANK 40 NODE 44 --> 2.28692746 sigma in 33act. ( 2.89839792 sig out 1act.) RANK 41 NODE 31 --> 2.209162 sigma in 33act. ( 2.72119689 sig out 1act.) RANK 42 NODE 24 --> 2.03255367 sigma in 33act. ( 2.62822294 sig out 1act.) RANK 43 NODE 43 --> 1.79372346 sigma in 36act. ( 2.23637962 sig out 1act.) RANK 44 NODE 20 --> 0.129269794 sigma in 1act. ( 0.102014892 sig out 1act.) sorted by output significance RANK 1 NODE 3 --> 59.4960098 sigma out 1act.( 36.4109917 sig in 41act.) RANK 2 NODE 10 --> 55.705719 sigma out 1act.( 33.9359169 sig in 41act.) RANK 3 NODE 32 --> 43.3315201 sigma out 1act.( 25.198473 sig in 42act.) RANK 4 NODE 6 --> 42.6742439 sigma out 1act.( 30.5456104 sig in 42act.) RANK 5 NODE 4 --> 30.3055611 sigma out 1act.( 35.8446655 sig in 44act.) RANK 6 NODE 29 --> 28.7390995 sigma out 1act.( 39.0240326 sig in 44act.) RANK 7 NODE 18 --> 18.4501381 sigma out 1act.( 23.4156132 sig in 44act.) RANK 8 NODE 40 --> 17.9710312 sigma out 1act.( 25.4651661 sig in 42act.) RANK 9 NODE 34 --> 17.7133255 sigma out 1act.( 22.4651089 sig in 43act.) RANK 10 NODE 28 --> 17.4248791 sigma out 1act.( 22.041851 sig in 43act.) RANK 11 NODE 7 --> 13.9475517 sigma out 1act.( 23.9222355 sig in 43act.) RANK 12 NODE 33 --> 13.8972378 sigma out 1act.( 24.1307144 sig in 42act.) RANK 13 NODE 22 --> 13.2649984 sigma out 1act.( 25.3688374 sig in 44act.) RANK 14 NODE 17 --> 13.0195246 sigma out 1act.( 20.211441 sig in 44act.) RANK 15 NODE 27 --> 12.2638617 sigma out 1act.( 18.6944962 sig in 42act.) RANK 16 NODE 16 --> 11.9369392 sigma out 1act.( 17.2345924 sig in 44act.) RANK 17 NODE 37 --> 11.8132992 sigma out 1act.( 13.7021341 sig in 43act.) RANK 18 NODE 19 --> 11.2835045 sigma out 1act.( 17.8921185 sig in 41act.) RANK 19 NODE 8 --> 11.2816315 sigma out 1act.( 20.8292179 sig in 44act.) RANK 20 NODE 30 --> 11.2604742 sigma out 1act.( 16.0306435 sig in 44act.) RANK 21 NODE 36 --> 11.0345259 sigma out 1act.( 14.7880096 sig in 41act.) RANK 22 NODE 38 --> 10.4553328 sigma out 1act.( 15.0501757 sig in 44act.) RANK 23 NODE 25 --> 10.015521 sigma out 1act.( 12.7545519 sig in 39act.) RANK 24 NODE 35 --> 9.66817379 sigma out 1act.( 14.4577904 sig in 42act.) RANK 25 NODE 13 --> 8.87842655 sigma out 1act.( 11.5502853 sig in 42act.) RANK 26 NODE 23 --> 8.42954063 sigma out 1act.( 12.0442371 sig in 40act.) RANK 27 NODE 41 --> 8.25447655 sigma out 1act.( 14.6660099 sig in 44act.) RANK 28 NODE 42 --> 7.24299479 sigma out 1act.( 7.62395716 sig in 41act.) RANK 29 NODE 5 --> 6.75156403 sigma out 1act.( 5.52380323 sig in 41act.) RANK 30 NODE 26 --> 5.98798513 sigma out 1act.( 6.54852629 sig in 38act.) RANK 31 NODE 39 --> 5.98266363 sigma out 1act.( 4.62404728 sig in 37act.) RANK 32 NODE 21 --> 5.71744776 sigma out 1act.( 4.80767155 sig in 39act.) RANK 33 NODE 1 --> 5.47659445 sigma out 1act.( 5.92064047 sig in 41act.) RANK 34 NODE 11 --> 5.40295601 sigma out 1act.( 4.79321957 sig in 40act.) RANK 35 NODE 9 --> 5.28602409 sigma out 1act.( 5.11932564 sig in 40act.) RANK 36 NODE 2 --> 4.84583712 sigma out 1act.( 4.39208937 sig in 43act.) RANK 37 NODE 14 --> 4.4803257 sigma out 1act.( 3.54067969 sig in 40act.) RANK 38 NODE 12 --> 3.77304721 sigma out 1act.( 4.88565016 sig in 39act.) RANK 39 NODE 15 --> 2.93191051 sigma out 1act.( 2.350564 sig in 34act.) RANK 40 NODE 44 --> 2.89839792 sigma out 1act.( 2.28692746 sig in 33act.) RANK 41 NODE 31 --> 2.72119689 sigma out 1act.( 2.209162 sig in 33act.) RANK 42 NODE 24 --> 2.62822294 sigma out 1act.( 2.03255367 sig in 33act.) RANK 43 NODE 43 --> 2.23637962 sigma out 1act.( 1.79372346 sig in 36act.) RANK 44 NODE 20 --> 0.102014892 sigma out 1act.( 0.129269794 sig in 1act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 126.254517 sigma in 44 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.639036179 *** contribution from regularisation: 0.00155273115 *** contribution from error: -0.640588939 *** contribution from DIAG: 6.16843818E-06 *********************************************** -----------------> Test sample Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -18.2107506 create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Electron_Long_NeuroBayes.conf NB_AHISTOUT: storage space 279476 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/622/Electron/Long/GlobalPID_Electron_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/622/Electron/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/622/Electron/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/622/Electron/Long/NB.txt Training Host = lxplus437.cern.ch Particle type = electron 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_Electron_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_PRE = 622 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Considered 1796476 tracks for input to NN training Sel. Eff. = 55.6645% Selected 1000000 tracks for input to NN training ghost percentage = 17.7101% electron percentage = 3.2769% muon percentage = 0.9167% pion percentage = 63.4828% kaon percentage = 9.1606% Unknown Particle type 411 percentage = 0.0002% Unknown Particle type 431 percentage = 0.0001% proton percentage = 5.4207% Unknown Particle type 3112 percentage = 0.0069% Unknown Particle type 3222 percentage = 0.0223% Unknown Particle type 3312 percentage = 0.0024% Unknown Particle type 1000020040 percentage = 0.0003% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackFitMatchChi2 Making plots for input TrackCloneDist Making plots for input TrackFitVeloChi2 Making plots for input TrackFitVeloNDoF Making plots for input TrackFitTChi2 Making plots for input TrackFitTNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichUsedR2Gas Making plots for input RichAboveMuThres Making plots for input RichAboveKaThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsMuon Making plots for input MuonNShared Making plots for input InAccMuon Making plots for input MuonIsLooseMuon Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input PrsPIDe Making plots for input InAccBrem Making plots for input BremPIDe Making plots for input VeloCharge Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Found 9023704 evaluation data points Read entry 902370 (10%) Read entry 1804740 (20%) Read entry 2707110 (30%) Read entry 3609480 (40%) Read entry 4511850 (50%) Read entry 5414220 (60%) Read entry 6316590 (70%) Read entry 7218960 (80%) Read entry 8121330 (90%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 37 input variables. ***************Training results***************** number of nodes in the 1st layer: 44 number of nodes in the 2nd layer: 44 number of nodes in the 3rd layer: 1 number of iterations: 100