Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Downstream Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Downstream/GlobalPID_Ghost_Downstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Downstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Downstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Downstream/NB.txt Training Host = lxplus432.cern.ch Particle type = ghost Background types = all Training Mix = NaturalMix Track type = Downstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Ghost_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 35 nodes, hidden layer has 40 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 35 Your number of nodes in the hidden layer is: 40 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function You want to use the global preprocessing flag 621 You use momentum: 0. Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackCloneDist PreproFlag 34 Input 10 TrackFitTChi2 PreproFlag 14 Input 11 TrackFitTNDoF PreproFlag 19 Input 12 RichUsedAero PreproFlag 18 Input 13 RichUsedR1Gas PreproFlag 18 Input 14 RichUsedR2Gas PreproFlag 18 Input 15 RichAbovePiThres PreproFlag 18 Input 16 RichAboveKaThres PreproFlag 18 Input 17 RichAbovePrThres PreproFlag 18 Input 18 RichDLLe PreproFlag 34 Input 19 RichDLLmu PreproFlag 34 Input 20 RichDLLk PreproFlag 34 Input 21 RichDLLp PreproFlag 34 Input 22 RichDLLbt PreproFlag 34 Input 23 InAccMuon PreproFlag 19 Input 24 MuonBkgLL PreproFlag 34 Input 25 MuonMuLL PreproFlag 34 Input 26 MuonIsMuon PreproFlag 19 Input 27 MuonNShared PreproFlag 19 Input 28 MuonIsLooseMuon PreproFlag 19 Input 29 InAccEcal PreproFlag 19 Input 30 EcalPIDe PreproFlag 34 Input 31 EcalPIDmu PreproFlag 34 Input 32 InAccHcal PreproFlag 19 Input 33 HcalPIDe PreproFlag 34 Input 34 HcalPIDmu PreproFlag 34 Input 35 PrsPIDe 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%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5705173 tracks for input to NN training Sel. Eff. = 17.528% Selected 1000000 tracks for input to NN training ghost percentage = 63.3186% electron percentage = 12.4809% muon percentage = 0.774% pion percentage = 19.0612% kaon percentage = 1.1241% proton percentage = 3.2262% Unknown Particle type 3112 percentage = 0.0053% Unknown Particle type 3222 percentage = 0.0028% Unknown Particle type 3312 percentage = 0.0026% Unknown Particle type 1000010030 percentage = 0.0001% Unknown Particle type 1000020040 percentage = 0.0042% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T Project 2001-2003 Copyright Phi-T GmbH Version 20101206 Library compiled with: NB_MAXPATTERN= 1500000 NB_MAXNODE = 100 ----------------------------------- found 1000000 samples to learn from preprocessing flags/parameters: global preprocessing flag: 621 individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 3 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 4 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 5 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 6 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 7 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 8 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 9 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 10 : PreproFlag = 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 # 11 : 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 # 12 : 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 # 13 : 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 # 14 : 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 # 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 = 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 # 19 : 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 # 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 = 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 # 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 = 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 # 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 = 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 # 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 = 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 # 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. Using weight factor: 1. now perform preprocessing *** called with option 21 *** This will do for you: *** input variable equalisation *** to flat distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node ************************************ Signal fraction: 63.3185997 % ------------------------------ 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. 18. 22. 25. 27. 30. 31. 33. 35. 36. 38. 39. 40. 41. 43. 44. 45. 46. 47. 48. 49. 51. 52. 53. 54. 55. 56. 57. 58. 59. 60. 61. 61. 62. 63. 64. 65. 66. 67. 68. 69. 70. 71. 72. 73. 74. 75. 76. 77. 78. 79. 80. 81. 82. 83. 84. 85. 86. 87. 89. 90. 91. 92. 93. 94. 95. 97. 98. 100. 101. 102. 104. 105. 107. 108. 110. 112. 113. 115. 117. 119. 121. 123. 125. 127. 129. 132. 134. 137. 140. 143. 147. 151. 156. 161. 168. 176. 187. 201. 226. 435. build map for variable # 2 ------------------------------ Transdef: Tab for variable 3 1118.12 1452.18506 1572.89001 1662.90002 1732.16504 1788.12 1837.16003 1882.02002 1925.70996 1967.32996 2007.56006 2047.505 2086.36011 2124.55005 2162.11523 2200.61011 2238.41992 2275.81006 2313.97998 2353.1001 2392.81494 2432.17993 2472.66992 2513.79004 2556.73486 2599.91992 2643.02002 2687.54004 2733.06494 2780.1001 2828.68994 2878.5752 2929.25 2980.54492 3033.0249 3086.75488 3141.7251 3198.61011 3257.18506 3315.99512 3376.84521 3439.74512 3503.17993 3569.60498 3636.74512 3706.63477 warning: map is empty for variable 3 3777.45508 3850.68506 3927.23999 4003.73999 4083.48486 4167.68506 4253.93018 4341.45996 4433.29492 4527.98535 4627.1001 4728.9751 4835.85986 4946.15527 5057.8999 5174.88965 5299.77979 5427.26953 5561.44531 5699.10498 5841.49023 5990.66504 6145.37988 6308.45996 6482.76465 6661.54492 6848.97021 7049.08008 7257.25977 7481.03027 7717.59473 7966.83008 8232.59473 8520.33984 8830.92578 9158.125 9515.45996 9899.33496 10325.3906 10790.3203 11311.8555 11893.0254 12528.9258 13253.5254 14085.875 15074.0156 16225.6504 17668.6758 19470.8145 21779.9551 24948.1133 29916.1758 39070.2422 67595.0312 4921043. 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 0.198223859 38.9113922 49.4546852 56.5299683 62.2826843 67.3181152 71.8967896 76.0899353 80.0475159 83.9523468 87.7737961 91.5428619 95.3609314 99.1975861 102.969482 106.79583 110.617119 114.451675 118.357849 122.176712 126.013733 129.902344 133.855728 137.83548 141.790939 145.730255 149.754272 153.807983 157.915665 162.050934 166.183792 170.346664 174.519867 178.801392 183.194305 187.580444 192.043213 196.570374 201.258087 205.85379 210.56073 215.460953 220.451706 225.498688 230.644196 235.845215 241.203674 246.62384 252.120926 257.684601 263.321289 269.167847 274.98999 280.900879 287.089417 293.313721 299.733521 306.29834 312.911011 319.670959 326.656067 333.858093 341.192383 348.799927 356.282471 363.953857 372.124146 380.699066 389.301697 398.27771 407.855469 417.765747 428.179626 439.030823 450.287781 462.239044 474.674744 487.829193 501.756226 516.228394 531.35675 547.670715 564.980957 583.23584 602.922607 624.421143 647.973267 673.812134 702.764893 734.957214 770.857666 812.76886 861.415039 920.646667 994.249146 1085.92847 1211.80298 1402.06165 1747.28711 2747.2468 warning: map is empty for variable 4 3 852996.688 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 0.0208988003 0.393865585 0.464047968 0.510429263 0.547526956 0.57857579 0.605960548 0.630786896 0.653728366 0.675438702 0.695570707 0.714900076 0.733824193 0.75201124 0.769898593 0.787037134 0.80386734 0.820461988 0.83705312 0.852949023 0.869111776 0.88513267 0.900892496 0.916624606 0.932206273 0.948207378 0.963972569 0.979932547 0.995743752 1.01159942 1.02777553 1.04423094 1.06095243 1.0774982 1.0943507 1.11157942 1.12903857 1.14748073 1.16616666 1.18513358 1.20393586 1.22385502 1.24392188 1.26460481 1.28573382 1.30797696 1.33072162 1.35422802 1.37826014 1.40343964 1.42922652 1.45560813 1.48326135 1.51201999 1.5421505 1.57262325 1.60550344 1.6392113 1.67457044 1.7115376 1.75049114 1.7913667 1.83375239 1.87828326 1.92492521 1.97421503 2.02634335 2.07963681 2.13592958 2.19535112 2.25778198 2.32371759 2.39168787 2.4645493 2.54156232 2.62221479 2.70806146 2.79615784 2.89031529 2.98756075 3.09294081 3.20340896 3.31874657 3.44296026 3.57119799 3.70660496 3.85205388 4.00738049 4.1669569 4.3351078 4.51185942 4.70004654 4.89496422 5.09877348 5.31699419 5.55056572 5.80875874 6.13320255 6.59932899 7.40198231 9.99953842 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 4. 5. 6. 7. 7. 8. 8. 9. 9. 9. 10. 10. 10. 11. 11. 11. 12. 12. 13. 13. 14. 14. 14. 15. 15. 15. 15. 16. 16. 16. 16. 16. 17. 17. 17. 17. 17. 17. 17. 18. 18. 18. 18. 18. 18. 18. 18. 18. 18. 19. 19. 19. 19. 19. 19. 19. 19. 19. 19. 19. 20. 20. 20. 20. 20. 20. 20. 20. 20. 20. 20. 20. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 22. 22. 22. 22. 22. 22. 22. 22. 22. 23. 23. 23. 23. 23. 24. 24. 25. 31. build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -99.6643219 -52.9900818 -46.2640686 -42.4887466 -39.7567368 -37.6967392 -35.9514656 -34.419529 -32.9785271 -31.6094398 -30.3025093 -29.0587139 -27.8875237 -26.7735901 -25.7115669 -24.6947403 -23.7496433 -22.8789635 -22.033844 -21.2298698 -20.4749928 -19.7575226 -19.0714149 -18.4057732 -17.7635269 -17.1472912 -16.5627632 -16.005209 -15.4647713 -14.9470654 -14.4591236 -13.9890404 -13.5356722 -13.0984859 -12.680748 -12.2875214 -11.9089432 -11.5461435 -11.1981831 -10.8629112 -10.5394306 -10.2218094 -9.92641449 -9.64360523 -9.36697578 -9.10699177 -8.85141563 -8.60648441 -8.36370182 -8.13099098 -7.90695763 -7.69340038 -7.48353863 -7.27775669 -7.08175325 -6.8876667 -6.70510769 -6.52723312 -6.35943222 -6.19190693 -6.03006172 -5.87341881 -5.71706915 -5.56408691 -5.41842651 -5.27715492 -5.131567 -4.9902401 -4.85095882 -4.71586323 -4.58629036 -4.45813131 -4.32812309 -4.19849062 -4.06962872 -3.944839 -3.82122 warning: map is empty for variable 7 827 -3.70380878 -3.58893609 -3.47786546 -3.3719511 -3.26775789 -3.16748428 -3.07239199 -2.98230076 -2.88892198 -2.79034233 -2.69349813 -2.59726238 -2.50515699 -2.4131546 -2.32625341 -2.24032164 -2.14372802 -2.02447534 -1.88432837 -1.7338202 -1.57284653 -1.40336466 -1.19844675 0.535838723 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 1.0333315E-05 0.0328767374 0.0476453304 0.0581738353 0.0665088296 0.0737259835 0.0802021921 0.0861845762 0.0917124897 0.097058326 0.102286085 0.107295483 0.112223402 0.117058992 0.121765628 0.126478463 0.131203756 0.135788947 0.140409738 0.145024061 0.149888068 0.154833391 0.160046905 0.165575385 0.171585679 0.178158075 0.185455009 0.193477094 0.202186167 0.211740315 0.222010612 0.232882231 0.24454397 0.256861866 0.269985974 0.283875853 0.298391402 0.313717127 0.330488563 0.34776476 0.36592263 0.385279715 0.405871987 0.428482652 0.452824831 0.479637682 0.508167982 0.537817836 0.567119837 0.593706965 0.618814409 0.642287612 0.664265156 0.684455752 0.703174591 0.720329881 0.736106873 0.750432432 0.763625383 0.775389075 0.785931468 0.795501351 0.803981423 0.811674118 0.818871081 0.825414598 0.831356764 0.836887836 0.842106462 0.847012162 0.851710081 0.856219769 0.860685587 0.865058005 0.869185448 0.873241484 0.877138138 0.880674541 0.884332538 0.887792826 0.891666174 0.895308256 0.899152756 0.903279722 0.907221198 0.91209054 0.917473674 0.923429728 0.930638671 0.939108849 0.946672142 0.953148246 0.958385825 0.962925434 0.966473937 0.968998194 0.971739173 0.975969911 0.981394649 0.988756001 0.999999404 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 1.49568176 22.4469128 37.3004684 51.6628113 66.3298645 76.3942261 85.5801849 95.2917099 105.153473 116.330124 124.78894 133.151443 143.587219 155.148544 166.443298 177.189331 188.593506 202.234695 214.365082 227.378754 241.988846 257.847778 273.997314 288.206543 305.380859 323.897034 342.34137 365.752167 389.38147 413.421387 437.662231 463.949158 495.378845 519.122437 553.647156 582.224487 614.206116 651.608276 687.456299 722.747559 767.637695 811.799927 856.128296 898.642822 941.19873 984.474976 1024.60046 1067.1062 1114.68335 1154.42932 1194.72253 1241.00085 1289.43359 1341.10181 1385.77905 1434.81238 1489.29077 1540.83813 1599.71973 1666.56372 1725.99585 1778.44995 1837.7439 1899.76245 1957.51318 2014.09216 2074.14282 2145.08423 2221.52979 2281.38721 2356.62256 2427.09131 2493.82666 2561.48193 2635.49561 2700.28955 2779.58032 2851.31006 2938.71533 3004.61133 3092.92383 3168.69214 3262.84668 3357.77051 3452.84424 3541.00195 3632.00977 3725.70361 3821.89844 3923.20703 4018.67261 4124.76172 4212.2168 4303.38477 4407.05713 4493.05469 4574.81934 4671.62646 4777.20166 4887.02832 4993.56836 do regularised spline fit for input variable # 9 build map for variable # 9 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 10 0.000541377289 0.941755176 1.60709906 2.18133855 2.72097516 3.22832966 3.72126484 4.19837332 4.65730953 5.10585976 5.52923775 5.93061066 6.31571484 6.67051172 7.01740503 7.34698677 7.6674304 7.97167492 8.26522446 8.55522346 8.82571602 9.08898067 9.34474564 9.59597778 9.84093094 10.083127 10.3229141 10.552227 10.7826061 11.0108757 11.2307558 11.4502192 11.6671333 11.8858938 12.1013498 12.3138056 12.519989 12.7286663 12.9393063 13.151207 13.3617649 13.5737724 13.7845459 13.9970398 14.2120533 14.4244604 14.640316 14.8570738 15.0754337 15.2960033 15.517189 15.7376957 15.9644585 16.1907196 16.421875 16.6563454 16.8978424 17.1432171 17.3902397 17.6413841 17.9025688 18.1644115 18.4300861 18.7055759 18.9897575 19.2799187 19.5762863 19.8856945 20.2106781 20.5428085 20.8825607 21.232254 21.6018181 21.9951305 22.3948517 22.8202629 23.2685814 23.7466316 24.2491493 24.7780647 25.345787 25.9620247 26.6269951 27.3593006 28.1465263 29.0279312 29.983263 31.0869408 32.3157883 33.6882362 35.2807846 37.1143761 39.2207642 41.7132759 44.6495552 48.1745682 52.4178391 57.8529816 65.1030884 76.4471893 122.142891 do regularised spline fit for input variable # 10 ------------------------------ Transdef: Tab for variable 11 1. 3. 3. 3. 4. 5. 5. 6. 6. 6. 7. 7. 7. 7. 7. 8. 8. 9. 10. 10. 11. 11. 11. 12. 12. 12. 12. 12. 13. 13. 13. 13. 13. 13. 14. 14. 14. 14. 14. 14. 14. 14. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 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. 18. 19. 19. 19. 19. 19. 19. 19. 20. 20. 20. 21. 27. build map for variable # 11 ------------------------------ Transdef: Tab for variable 12 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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 # 12 ------------------------------ Transdef: Tab for variable 13 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. 1. 1. 1. build map for variable # 13 ------------------------------ Transdef: Tab for variable 14 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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. 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. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 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. 0. 0. 0. 0. 0. 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. 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. 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. build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -133.1259 -48.1904984 -38.3729019 -34.1282997 -31.4285011 -29.4766502 -27.9215508 -26.5991001 -25.4549007 -24.4326496 -23.5189495 -22.6831512 -21.9114494 -21.1723995 -20.4783497 -19.8278999 -19.2028503 -18.6065502 -18.0396004 -17.4836502 -16.9542999 -16.4415512 -15.9426498 -15.4607 -14.98915 -14.5339003 -14.0795002 -13.6473503 -13.2313995 -12.8282003 -12.4263496 -12.0276003 -11.6394997 -11.2607498 -10.8860493 -10.5170498 -10.1554003 -9.8070507 -9.45189953 -9.10509968 -8.7652998 -8.43319988 -8.10330009 -7.77845001 -7.45634985 -7.14025021 -6.82340002 -6.5152998 -6.21299982 -5.9144001 -5.6173501 -5.3203001 -5.02799988 -4.7414999 -4.46140003 -4.17700005 -3.90199995 -3.62879992 -3.35820007 -3.08879995 -2.82634997 -2.56585002 -2.30859995 -2.05150008 -1.80040002 -1.55439997 -1.31040001 -1.06980002 -0.834200025 -0.601100028 -0.377600014 -0.155300006 0. 0.200499997 0.462850004 0.754700005 1.07244992 1.4188 1.79530001 2.19689989 2.62995005 3.10229993 3.61045003 4.16944981 4.77745008 5.43204975 6.15460014 6.96455002 7.88070011 8.91264915 10.0883503 11.4862995 13.0909004 15.0234509 17.3314495 20.2378998 23.9822998 28.6982498 35.4843521 46.5662003 155.031097 do regularised spline fit for input variable # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -82.1138992 -26.2273502 -20.1025505 -16.9264984 -14.9237499 -13.4956493 -12.3957005 -11.5017004 -10.7479 -10.0984497 -9.53174973 -9.03145027 -8.56304932 -8.1402998 -7.75239992 -7.39424992 -7.05959988 -6.74959993 -6.45179987 -6.17500019 -5.91169977 -5.65929985 -5.41720009 -5.19110012 -4.97090006 -4.76200008 -4.55779982 -4.36254978 -4.1739502 -3.99419999 -3.82245016 -3.65639997 -3.49370003 -3.3355999 -3.18350005 -3.03625011 -2.89540005 -2.75915003 -2.6250999 -2.49309993 -2.36919999 -2.24659991 -2.12789989 -2.01275015 -1.89909995 -1.78994989 -1.68079996 -1.57589996 -1.47254992 -1.37100005 -1.27160001 -1.17379999 -1.07690001 -0.98089999 -0.888300002 -0.797850013 -0.708500028 -0.618200004 -0.528500021 -0.441249996 -0.35769999 -0.271899998 -0.189099997 -0.1061 -0.0318999998 0. 0. 0. 0.0483499989 0.135100007 0.230100006 0.326900005 0.429899991 0.540799975 0.654999971 0.774600029 0.902999997 1.03770006 1.17789996 1.32550001 1.4842 1.65269995 1.83555007 2.0315001 2.2407999 2.46810007 2.71550012 2.98900008 3.29119992 3.62674999 3.99814987 4.42525005 4.91820002 5.48029995 6.17580032 7.00635004 8.03684998 9.45114994 11.5068998 15.4299002 77.5643997 do regularised spline fit for input variable # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -175.852493 -44.7712021 -34.6685486 -28.4239502 -23.8226509 -20.28545 -17.2998505 -14.8562508 -12.7996006 -11.0867004 -9.60820007 -8.34734917 -7.28415012 -6.33195019 -5.50020027 -4.76020002 -4.10720015 -3.52710009 -3.0076499 -2.53740001 -2.11849999 -1.73599994 -1.38680005 -1.06585002 -0.775200009 -0.506699979 -0.252900004 -0.0313000008 0. 0. 0. 0. 0. 0. 0. 0. 0.00300000003 0.198150009 0.395799994 0.594299972 0.795149982 0.992900014 1.19089997 1.39429998 1.59140003 1.79079998 1.98640001 2.18390012 2.38310003 2.58299994 2.77959991 2.97600007 3.17050004 3.36949992 3.56879997 3.76604986 3.96465015 4.16099977 4.36199999 4.55950022 4.76130009 4.96339989 5.16919994 5.37949991 5.58850002 5.79920006 6.00909996 6.22469997 6.44610023 6.67000008 6.89244986 7.11980009 7.35160017 7.58790016 7.83319998 8.09225082 8.35519981 8.63529968 8.93404961 9.23359966 9.55554962 9.90120029 10.2728996 10.6717491 11.1056995 11.5818005 12.09305 12.6485996 13.2555504 13.9052 14.6157494 15.3832493 16.2294006 17.1623497 18.2133999 19.4130497 20.8653488 22.6174507 24.9612999 28.8798008 99.6978989 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -164.873001 -41.865551 -32.4193993 -26.5236511 -22.2218018 -18.8398495 -16.0725498 -13.6697502 -11.6583004 -9.95100021 -8.48629951 -7.22300005 -6.11050034 -5.12905025 -4.26245022 -3.48385 -2.77649999 -2.14299989 -1.57865 -1.05149996 -0.5898 -0.173199996 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.214599997 0.529000044 0.848450005 1.1726501 1.50454998 1.83770001 2.1651001 2.48889995 2.80704999 3.11520004 3.4131999 3.69379997 3.95650005 4.20975018 4.44794989 4.67799997 4.90100002 5.1157999 5.32095003 5.52080011 5.71274996 5.89669991 6.07585001 6.25439978 6.43039989 6.60314989 6.77390003 6.94619989 7.11709976 7.28625011 7.45429993 7.6262002 7.79589987 7.9684 8.14845085 8.3288002 8.51239967 8.70364952 8.89850044 9.10039997 9.30819988 9.52449989 9.75119972 9.98820019 10.2428999 10.52005 10.8067999 11.1128998 11.4436493 11.8081999 12.1956997 12.6168003 13.0726004 13.5608501 14.0783005 14.6260004 15.2047005 15.8389997 16.5157509 17.2474995 18.0480995 18.9431992 19.9403992 21.0597992 22.3640499 23.9368992 25.8770504 28.5470505 32.8278999 111.530403 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -153.4431 -38.9809494 -30.0604992 -24.5613003 -20.64505 -17.4827499 -14.8533497 -12.6096001 -10.6769505 -9.00625038 -7.54414988 -6.25164986 -5.12074995 -4.14070034 -3.28919983 -2.51405001 -1.83829999 -1.22425008 -0.681699991 -0.199149996 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.264949977 0.61680001 0.973150015 1.3348 1.69009995 2.04480004 2.39744997 2.74090004 3.07570004 3.39244986 3.69675016 3.97665 4.24294996 4.4916501 4.73554993 4.96579981 5.18904972 5.39970016 5.60284996 5.80210018 5.98990011 6.17675018 6.36269999 6.54274988 6.72039986 6.89820004 7.07609987 7.25154972 7.42530012 7.60220003 7.77780008 7.95504999 8.1406002 8.32590008 8.51509953 8.71310043 8.91539955 9.12489986 9.34179974 9.56729984 9.80679989 10.0610504 10.3322001 10.6248999 10.9231997 11.2480001 11.6091499 11.9903002 12.4006996 12.8478003 13.3234501 13.8205004 14.3436003 14.8892498 15.4715996 16.0841503 16.7268009 17.3889008 18.1021004 18.8611488 19.6713505 20.5418015 21.4725494 22.4897995 23.6219501 24.8764 26.3283005 28.0513992 30.1770496 32.9152985 37.1480484 69.7897034 do regularised spline fit for input variable # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 0. 0. 0. 0. 0. 0. 0. 0. 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. build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -8.10529995 -5.13100004 -4.6498003 -4.31999969 -4.0991497 -3.88905001 -3.71955013 -3.57369995 -3.43624997 -3.29244995 -3.16654992 -3.05049992 -2.94190001 -2.84704995 -2.75255013 -2.64795017 -2.5480001 -2.44854999 -2.35654998 -2.27095008 -2.18650007 -2.10405016 -2.02810001 -1.95239997 -1.87535 -1.79710007 -1.72580004 -1.65895009 -1.59519994 -1.53714991 -1.47969997 -1.42175007 -1.36329997 -1.31040001 -1.25985003 -1.21315002 -1.16125 -1.1214 -1.0708499 -1.02769995 -0.989000022 -0.948249996 -0.911350012 -0.875050008 -0.839650035 -0.805350006 -0.774100006 -0.744400024 -0.711349964 -0.681999981 -0.654100001 -0.626649976 -0.599950016 -0.575900018 -0.551450014 -0.528599977 -0.507250011 -0.486400008 -0.466699988 -0.447149992 -0.430299997 -0.413650006 -0.39625001 -0.379900008 -0.364350021 -0.349350005 -0.333700001 -0.320600003 -0.305999994 -0.291150004 -0.278400004 -0.266350001 -0.254750013 -0.243000001 -0.23195 -0.221000001 -0.210500002 -0.2007 -0.190599993 -0.181299999 -0.171800002 -0.162200004 -0.153899997 -0.145099998 -0.136600003 -0.128199995 -0.119900003 -0.111950003 -0.103200004 -0.0951000005 -0.0861999989 -0.0772999972 -0.0687000006 -0.0596500002 -0.0505999997 -0.0417999998 -0.0333499983 -0.0249000005 -0.0167500004 -0.00769999996 0.0221999995 do regularised spline fit for input variable # 24 build map for variable # 24 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 25 -69.0775986 -3.01780009 -2.31369996 -1.94770002 -1.64300001 -1.41299999 -1.26339996 -1.13479996 -1.02579999 -0.931200027 -0.853299975 -0.780399978 -0.724300027 -0.664950013 -0.6153 -0.568499982 -0.524100006 -0.488200009 -0.45480001 -0.423599988 -0.398200005 -0.369100004 -0.346899986 -0.3213 -0.302300006 -0.284000009 -0.266900003 -0.247899994 -0.230900005 -0.217299998 -0.203799993 -0.19145 -0.179499999 -0.167699993 -0.158999994 -0.149100006 -0.140000001 -0.1303 -0.1215 -0.113600001 -0.105599999 -0.0992500037 -0.0951000005 -0.0891999975 -0.0838499963 -0.0780000016 -0.0722500011 -0.0680000037 -0.0644000024 -0.0603 -0.0568000004 -0.0542000011 -0.0515000001 -0.0480999984 -0.0450999998 -0.0425999984 -0.0403000005 -0.0375999995 -0.0351000018 -0.0331000015 -0.0309999995 -0.0289999992 -0.0271000005 -0.0251000002 -0.0233999994 -0.0225000009 -0.0203000009 -0.0183000006 -0.0170000009 -0.0157999992 -0.0142999999 -0.0131999999 -0.0121999998 -0.0111999996 -0.0102000004 -0.00910000037 -0.00850000046 -0.00800000038 -0.00719999988 -0.00659999996 -0.0057000001 -0.00529999984 -0.00469999993 -0.00449999981 -0.00329999998 -0.00249999994 -0.00209999993 -0.00179999997 -0.000500000024 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. do regularised spline fit for input variable # 25 build map for variable # 25 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 26 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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 # 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. 1. 1. 2. 3. 5. 59. 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. 1. 1. 1. build map for variable # 28 ------------------------------ Transdef: Tab for variable 29 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 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 -4.38635445 -4.13074541 -4.07658577 -3.93301249 -3.93301249 -3.93301249 -3.93301249 -3.93301249 -3.76037169 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.53776598 -3.33379126 -3.08295679 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.02817678 -2.92521644 -2.76599407 -2.7432518 -2.65752363 -2.58459091 -2.50248146 -2.46006012 -2.3098278 -2.18145704 -2.00717211 -1.83352137 -1.72768688 -1.52133799 -1.37403584 -1.14628696 -1.11139488 -0.946540356 -0.829256058 -0.630250454 -0.522005558 -0.408083439 -0.299777985 -0.238624573 -0.164363861 -0.0510306358 0.046505928 0.0784716606 0.198370934 0.287807226 0.490685701 0.490685701 0.543769598 0.82774353 0.82774353 0.979388714 1.50525331 1.50525331 1.50525331 1.50525331 1.85486817 2.19153476 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.05003428 3.7110219 3.7110219 3.7110219 3.7110219 3.7110219 4.40498018 4.40498018 6.10368633 do regularised spline fit for input variable # 30 build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 -4.83247137 -4.13779259 -4.07223701 -3.94697928 -3.85483575 -3.72168827 -3.69013071 -3.65401149 -3.56138825 -3.4688251 -3.40355444 -3.31566119 -3.27628684 -3.1227622 -3.11294436 -3.02331328 -2.92775369 -2.87176943 -2.86168885 -2.84834695 -2.79855132 -2.7737186 -2.71518302 -2.54819441 -2.54819441 -2.47610354 -2.37592697 -2.34447193 -2.3047781 -2.27513933 -2.26840973 -2.23495078 -2.23495078 -2.13111186 -2.11260104 -2.07558799 -2.0679872 -2.01277876 -1.94983983 -1.8602047 -1.83804798 -1.70671654 -1.63314676 -1.57915163 -1.51190472 -1.36439705 -1.27011585 -1.23548245 -1.16694045 -1.13944006 -0.969501495 -0.872774124 -0.726766109 -0.454190493 -0.383093834 -0.26591444 -0.180860519 -0.0321698189 0. 0.0190546513 0.0443530083 0.0723441839 0.0723441839 0.102372169 0.195245743 0.279042006 0.47978878 0.51010108 0.609764814 0.655275464 0.655275464 0.655275464 0.655275464 0.655456066 0.699700952 0.713219702 0.771264315 0.77837193 0.846491516 0.846491516 0.861260653 0.861260653 0.86666292 0.886415958 0.886415958 0.886415958 0.889773607 0.889773607 0.889773607 0.964651346 1.07367301 1.160092 1.28320694 1.55790734 1.71332061 1.71639228 1.72373497 1.73003983 1.88367021 2.08719873 2.64517307 do regularised spline fit for input variable # 31 build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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 # 32 ------------------------------ Transdef: Tab for variable 33 -2.88871217 -2.01022005 -1.81758094 -1.7738843 -1.75054502 -1.66117239 -1.62225771 -1.57923603 -1.56855631 -1.50996971 -1.46918011 -1.4421711 -1.43582058 -1.42864656 -1.42002678 -1.38529015 -1.34584188 -1.28373051 -1.26972222 -1.19617558 -1.16207457 -1.12623024 -1.12623024 -1.0316782 -0.969750881 -0.951852322 -0.910561562 -0.874427319 -0.837831974 -0.817952156 -0.750380993 -0.676613331 -0.574949503 -0.555638313 -0.55290556 -0.495992661 -0.447498798 -0.375976086 -0.33365798 -0.300168037 -0.248115301 -0.248115301 -0.205456018 -0.166717768 -0.145138025 -0.077753067 -0.0648195744 -0.0360507965 -0.0360507965 0.056071043 0.0918183327 0.0999355316 0.161836386 0.27294445 0.27294445 0.372661829 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.459589243 0.669291258 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.883660793 0.942393601 0.942393601 1.27724862 3.62305307 do regularised spline fit for input variable # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -3.88792086 -3.3770566 -3.20726681 -3.20726681 -3.0499897 -2.98749042 -2.98749042 -2.98749042 -2.98749042 -2.87932158 -2.87932158 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.65408564 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.52186418 -2.41293287 -2.27632785 -2.05151105 -2.05151105 -2.05151105 -2.01507044 -1.95809221 -1.85483384 -1.72822547 -1.6048305 -1.48674536 -1.42869711 -1.34175134 -1.2968421 -1.22129297 -1.09337854 -1.09337854 -0.955205441 -0.907349586 -0.751433372 -0.710467339 -0.571699619 -0.524787664 -0.408474445 -0.304472923 -0.263629198 -0.20418787 -0.169142246 -0.0501103401 0.0318894386 0.109533548 0.118966579 0.181744099 0.291630268 0.317728758 0.444892883 0.602918386 0.690069199 0.734773636 0.784049273 0.859792709 0.928693295 1.00973034 1.11595201 1.22978187 1.39751697 1.53057528 1.54856634 1.60072923 1.67202449 1.75133717 1.98025084 2.07204652 2.16145992 2.18293715 2.61016369 do regularised spline fit for input variable # 34 build map for variable # 34 ------------------------------ Transdef: Tab for variable 35 -5.50334072 -4.55210114 -4.55210114 -4.4529171 -4.00359297 -4.00359297 -4.00359297 -4.00359297 -3.50343418 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.38835359 -3.38835359 -3.38835359 -3.38835359 -3.3617053 -3.35299492 -3.35299492 -3.15562534 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.96321154 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -1.93280864 -1.31528616 -1.31528616 -1.01728535 -0.567905903 -0.553262949 -0.138285637 -0.0580744743 0.336510181 0.340180874 0.570206642 0.684092522 0.85964179 0.952658176 0.988480806 1.18183899 1.2042098 1.48104787 1.50876164 1.63333559 1.68312478 1.79864836 1.88869524 1.99690247 2.07892203 2.26242995 2.26416016 2.30800223 2.35585356 2.45943403 2.48900843 2.60252285 2.63768959 2.78465676 2.88513279 2.92996216 3.01170063 3.06042576 3.30289626 4.8262496 do regularised spline fit for input variable # 35 build map for variable # 35 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 0 1.0 1.0 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 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1 100.0 16.7 11.6 28.2 54.3 32.6 52.1 60.9 9.9 26.8 20.6 11.8 8.8 1.5 12.5 11.5 7.8 36.8 29.5 32.8 31.4 30.7 4.5 2.2 2.2 0.2 3.3 0.9 4.1 15.0 13.7 4.1 6.8 6.7 11.8 2 16.7 100.0 1.6 -6.9 14.2 12.4 14.6 26.5 0.9 10.3 11.6 -4.5 -3.8 3.5 -5.7 -5.2 -4.2 18.3 12.1 4.7 4.2 4.3 -2.6 4.9 4.9 4.2 10.3 6.5 -2.1 17.5 3.3 -2.3 6.1 4.2 3.4 3 11.6 1.6 100.0 15.0 8.8 -4.7 18.2 11.3 -5.7 6.3 3.2 -8.1 -1.9 -10.8 21.0 0.1 15.1 1.5 28.7 17.7 13.6 13.8 58.7 -6.6 -6.2 -12.2 -5.0 -15.1 60.1 23.0 26.2 60.6 41.5 40.3 23.9 4 28.2 -6.9 15.0 100.0 9.8 -13.6 10.1 7.8 0.1 -3.1 -9.0 29.2 12.8 -36.2 41.2 48.5 44.5 16.6 23.8 31.3 28.2 23.4 30.7 0.8 1.4 -2.8 3.1 -3.3 21.9 14.8 -4.3 23.9 17.0 21.4 -2.4 5 54.3 14.2 8.8 9.8 100.0 31.7 75.2 84.0 4.7 49.3 25.6 -0.4 -0.9 -0.5 1.5 1.5 1.4 20.9 17.2 22.1 21.0 20.7 1.8 2.0 1.8 1.3 2.1 1.8 -0.2 11.9 17.7 1.1 4.1 3.4 14.3 6 32.6 12.4 -4.7 -13.6 31.7 100.0 41.6 38.4 0.3 23.1 79.1 5.9 4.2 29.4 -14.5 -10.7 -13.9 17.5 8.1 5.1 5.6 7.4 -21.6 3.2 2.5 3.3 3.1 5.3 -17.1 4.0 6.1 -17.6 -7.4 -10.8 3.2 7 52.1 14.6 18.2 10.1 75.2 41.6 100.0 77.6 -0.8 41.4 32.6 -7.8 -4.8 -6.7 2.4 0.1 3.7 18.7 18.0 25.8 24.6 23.9 13.1 1.2 1.0 -0.5 2.0 -0.4 8.1 14.1 22.0 11.3 10.6 9.9 18.0 8 60.9 26.5 11.3 7.8 84.0 38.4 77.6 100.0 4.6 45.9 27.5 -3.8 -0.6 0.4 0.9 -0.8 -0.3 25.1 20.4 25.3 24.2 24.1 2.9 2.6 2.3 1.8 3.4 2.6 1.5 14.7 18.1 2.2 6.0 5.0 14.9 9 9.9 0.9 -5.7 0.1 4.7 0.3 -0.8 4.6 100.0 0.7 -3.1 5.0 3.2 2.8 2.4 0.0 -3.1 2.3 0.5 -0.7 -0.1 0.5 -6.6 0.2 0.4 0.6 -0.3 0.7 -6.4 -2.0 -2.3 -6.2 -4.2 -4.2 -2.5 10 26.8 10.3 6.3 -3.1 49.3 23.1 41.4 45.9 0.7 100.0 20.0 -6.1 -2.7 2.4 -4.1 -5.2 -2.6 10.4 8.0 11.2 10.7 10.8 0.4 1.3 1.0 0.6 1.7 1.0 -0.4 7.0 15.3 0.2 2.9 1.9 12.5 11 20.6 11.6 3.2 -9.0 25.6 79.1 32.6 27.5 -3.1 20.0 100.0 7.8 3.8 29.3 -10.5 -9.0 -11.4 14.2 8.3 3.8 4.4 6.1 -13.4 3.3 2.5 1.5 3.7 3.6 -6.2 8.5 8.5 -8.4 -1.0 -4.4 6.0 12 11.8 -4.5 -8.1 29.2 -0.4 5.9 -7.8 -3.8 5.0 -6.1 7.8 100.0 35.2 26.8 39.1 67.0 42.0 21.5 19.7 -1.1 -2.3 -4.4 -16.5 0.9 1.5 0.4 1.1 1.2 -10.3 -0.3 -14.1 -12.5 -6.4 -7.8 -11.2 13 8.8 -3.8 -1.9 12.8 -0.9 4.2 -4.8 -0.6 3.2 -2.7 3.8 35.2 100.0 11.3 47.8 31.8 19.5 26.2 29.7 16.5 16.6 16.2 -6.1 0.3 0.5 0.0 0.5 0.2 -3.0 -0.3 -5.4 -4.0 -2.0 -2.4 -4.8 14 1.5 3.5 -10.8 -36.2 -0.5 29.4 -6.7 0.4 2.8 2.4 29.3 26.8 11.3 100.0 -27.9 -19.8 -21.5 7.9 -0.8 -23.6 -22.5 -18.9 -38.5 -0.4 -0.6 1.0 -3.2 2.3 -24.0 -8.4 -7.5 -29.5 -18.9 -25.6 -7.2 15 12.5 -5.7 21.0 41.2 1.5 -14.5 2.4 0.9 2.4 -4.1 -10.5 39.1 47.8 -27.9 100.0 47.2 26.6 18.1 33.5 36.7 38.7 39.3 32.7 -1.2 -1.2 -3.6 0.0 -4.4 28.5 10.0 7.1 29.5 18.2 19.7 7.1 16 11.5 -5.2 0.1 48.5 1.5 -10.7 0.1 -0.8 0.0 -5.2 -9.0 67.0 31.8 -19.8 47.2 100.0 56.5 8.9 16.4 18.1 12.2 7.3 8.7 2.5 2.2 1.3 3.4 1.8 4.1 2.5 -8.0 3.6 0.1 1.1 -5.1 17 7.8 -4.2 15.1 44.5 1.4 -13.9 3.7 -0.3 -3.1 -2.6 -11.4 42.0 19.5 -21.5 26.6 56.5 100.0 1.7 15.6 15.3 11.2 0.8 28.3 -1.8 -1.4 -5.6 -0.1 -7.1 17.9 5.0 5.1 19.8 12.6 16.3 2.3 18 36.8 18.3 1.5 16.6 20.9 17.5 18.7 25.1 2.3 10.4 14.2 21.5 26.2 7.9 18.1 8.9 1.7 100.0 55.4 34.0 35.1 35.7 -5.5 0.9 0.7 3.3 1.9 3.6 -1.9 13.3 8.3 -2.8 3.3 3.0 7.0 19 29.5 12.1 28.7 23.8 17.2 8.1 18.0 20.4 0.5 8.0 8.3 19.7 29.7 -0.8 33.5 16.4 15.6 55.4 100.0 47.1 45.3 44.7 14.8 -0.9 -0.7 -2.5 0.8 -2.8 16.7 14.9 7.0 15.5 11.8 9.2 6.7 20 32.8 4.7 17.7 31.3 22.1 5.1 25.8 25.3 -0.7 11.2 3.8 -1.1 16.5 -23.6 36.7 18.1 15.3 34.0 47.1 100.0 95.0 93.0 21.8 1.0 0.4 -0.5 1.7 -0.8 16.4 10.9 9.2 17.5 11.4 11.9 8.4 21 31.4 4.2 13.6 28.2 21.0 5.6 24.6 24.2 -0.1 10.7 4.4 -2.3 16.6 -22.5 38.7 12.2 11.2 35.1 45.3 95.0 100.0 97.6 20.8 0.8 0.3 -0.7 1.5 -1.0 15.7 10.6 9.7 17.0 11.8 13.2 8.4 22 30.7 4.3 13.8 23.4 20.7 7.4 23.9 24.1 0.5 10.8 6.1 -4.4 16.2 -18.9 39.3 7.3 0.8 35.7 44.7 93.0 97.6 100.0 17.6 0.8 0.2 -0.2 1.2 -0.3 14.3 10.3 9.0 15.2 10.4 10.9 8.1 23 4.5 -2.6 58.7 30.7 1.8 -21.6 13.1 2.9 -6.6 0.4 -13.4 -16.5 -6.1 -38.5 32.7 8.7 28.3 -5.5 14.8 21.8 20.8 17.6 100.0 -6.5 -6.6 -13.1 -4.6 -16.0 77.9 21.5 28.1 90.8 55.7 55.7 25.4 24 2.2 4.9 -6.6 0.8 2.0 3.2 1.2 2.6 0.2 1.3 3.3 0.9 0.3 -0.4 -1.2 2.5 -1.8 0.9 -0.9 1.0 0.8 0.8 -6.5 100.0 69.0 20.7 36.0 40.5 -5.1 0.4 -2.5 -6.1 -3.7 -4.0 -1.3 25 2.2 4.9 -6.2 1.4 1.8 2.5 1.0 2.3 0.4 1.0 2.5 1.5 0.5 -0.6 -1.2 2.2 -1.4 0.7 -0.7 0.4 0.3 0.2 -6.6 69.0 100.0 15.6 44.8 41.1 -5.3 0.9 -3.4 -6.3 -3.5 -4.3 -1.8 26 0.2 4.2 -12.2 -2.8 1.3 3.3 -0.5 1.8 0.6 0.6 1.5 0.4 0.0 1.0 -3.6 1.3 -5.6 3.3 -2.5 -0.5 -0.7 -0.2 -13.1 20.7 15.6 100.0 11.1 81.5 -10.7 -1.5 2.4 -12.5 -2.8 -2.2 -1.0 27 3.3 10.3 -5.0 3.1 2.1 3.1 2.0 3.4 -0.3 1.7 3.7 1.1 0.5 -3.2 0.0 3.4 -0.1 1.9 0.8 1.7 1.5 1.2 -4.6 36.0 44.8 11.1 100.0 28.9 -4.2 3.6 -3.1 -5.1 -2.2 -2.4 -1.4 28 0.9 6.5 -15.1 -3.3 1.8 5.3 -0.4 2.6 0.7 1.0 3.6 1.2 0.2 2.3 -4.4 1.8 -7.1 3.6 -2.8 -0.8 -1.0 -0.3 -16.0 40.5 41.1 81.5 28.9 100.0 -12.8 -1.3 0.9 -15.0 -4.4 -4.9 -1.8 29 4.1 -2.1 60.1 21.9 -0.2 -17.1 8.1 1.5 -6.4 -0.4 -6.2 -10.3 -3.0 -24.0 28.5 4.1 17.9 -1.9 16.7 16.4 15.7 14.3 77.9 -5.1 -5.3 -10.7 -4.2 -12.8 100.0 27.5 29.4 82.6 50.6 50.7 30.9 30 15.0 17.5 23.0 14.8 11.9 4.0 14.1 14.7 -2.0 7.0 8.5 -0.3 -0.3 -8.4 10.0 2.5 5.0 13.3 14.9 10.9 10.6 10.3 21.5 0.4 0.9 -1.5 3.6 -1.3 27.5 100.0 23.2 22.8 22.9 22.6 15.8 31 13.7 3.3 26.2 -4.3 17.7 6.1 22.0 18.1 -2.3 15.3 8.5 -14.1 -5.4 -7.5 7.1 -8.0 5.1 8.3 7.0 9.2 9.7 9.0 28.1 -2.5 -3.4 2.4 -3.1 0.9 29.4 23.2 100.0 27.9 25.0 27.3 40.0 32 4.1 -2.3 60.6 23.9 1.1 -17.6 11.3 2.2 -6.2 0.2 -8.4 -12.5 -4.0 -29.5 29.5 3.6 19.8 -2.8 15.5 17.5 17.0 15.2 90.8 -6.1 -6.3 -12.5 -5.1 -15.0 82.6 22.8 27.9 100.0 61.0 61.2 25.9 33 6.8 6.1 41.5 17.0 4.1 -7.4 10.6 6.0 -4.2 2.9 -1.0 -6.4 -2.0 -18.9 18.2 0.1 12.6 3.3 11.8 11.4 11.8 10.4 55.7 -3.7 -3.5 -2.8 -2.2 -4.4 50.6 22.9 25.0 61.0 100.0 75.2 20.5 34 6.7 4.2 40.3 21.4 3.4 -10.8 9.9 5.0 -4.2 1.9 -4.4 -7.8 -2.4 -25.6 19.7 1.1 16.3 3.0 9.2 11.9 13.2 10.9 55.7 -4.0 -4.3 -2.2 -2.4 -4.9 50.7 22.6 27.3 61.2 75.2 100.0 19.9 35 11.8 3.4 23.9 -2.4 14.3 3.2 18.0 14.9 -2.5 12.5 6.0 -11.2 -4.8 -7.2 7.1 -5.1 2.3 7.0 6.7 8.4 8.4 8.1 25.4 -1.3 -1.8 -1.0 -1.4 -1.8 30.9 15.8 40.0 25.9 20.5 19.9 100.0 TOTAL CORRELATION TO TARGET (diagonal) 139.272701 TOTAL CORRELATION OF ALL VARIABLES 71.0692943 ROUND 1: MAX CORR ( 71.0692705) AFTER KILLING INPUT VARIABLE 16 CONTR 0.058166281 ROUND 2: MAX CORR ( 71.0691981) AFTER KILLING INPUT VARIABLE 13 CONTR 0.101470411 ROUND 3: MAX CORR ( 71.069034) AFTER KILLING INPUT VARIABLE 32 CONTR 0.152733301 ROUND 4: MAX CORR ( 71.0688578) AFTER KILLING INPUT VARIABLE 22 CONTR 0.158265952 ROUND 5: MAX CORR ( 71.0685776) AFTER KILLING INPUT VARIABLE 33 CONTR 0.199571219 ROUND 6: MAX CORR ( 71.0680946) AFTER KILLING INPUT VARIABLE 19 CONTR 0.262014416 ROUND 7: MAX CORR ( 71.067417) AFTER KILLING INPUT VARIABLE 25 CONTR 0.310325579 ROUND 8: MAX CORR ( 71.0666531) AFTER KILLING INPUT VARIABLE 34 CONTR 0.329505199 ROUND 9: MAX CORR ( 71.0656269) AFTER KILLING INPUT VARIABLE 28 CONTR 0.381917582 ROUND 10: MAX CORR ( 71.0645094) AFTER KILLING INPUT VARIABLE 21 CONTR 0.398528081 ROUND 11: MAX CORR ( 71.0627456) AFTER KILLING INPUT VARIABLE 24 CONTR 0.500689696 ROUND 12: MAX CORR ( 71.0603872) AFTER KILLING INPUT VARIABLE 29 CONTR 0.578944594 ROUND 13: MAX CORR ( 71.0557611) AFTER KILLING INPUT VARIABLE 27 CONTR 0.810835132 ROUND 14: MAX CORR ( 71.0497245) AFTER KILLING INPUT VARIABLE 30 CONTR 0.926190769 ROUND 15: MAX CORR ( 71.0407815) AFTER KILLING INPUT VARIABLE 26 CONTR 1.12726257 ROUND 16: MAX CORR ( 71.031175) AFTER KILLING INPUT VARIABLE 23 CONTR 1.1682509 ROUND 17: MAX CORR ( 71.0201076) AFTER KILLING INPUT VARIABLE 10 CONTR 1.25384697 ROUND 18: MAX CORR ( 70.9975888) AFTER KILLING INPUT VARIABLE 15 CONTR 1.78831589 ROUND 19: MAX CORR ( 70.96149) AFTER KILLING INPUT VARIABLE 3 CONTR 2.26374596 ROUND 20: MAX CORR ( 70.924391) AFTER KILLING INPUT VARIABLE 2 CONTR 2.2943032 ROUND 21: MAX CORR ( 70.8867132) AFTER KILLING INPUT VARIABLE 12 CONTR 2.31152182 ROUND 22: MAX CORR ( 70.8714085) AFTER KILLING INPUT VARIABLE 17 CONTR 1.47294549 ROUND 23: MAX CORR ( 70.8272754) AFTER KILLING INPUT VARIABLE 35 CONTR 2.50071892 ROUND 24: MAX CORR ( 70.7500576) AFTER KILLING INPUT VARIABLE 7 CONTR 3.30640278 ROUND 25: MAX CORR ( 70.611154) AFTER KILLING INPUT VARIABLE 31 CONTR 4.43120506 ROUND 26: MAX CORR ( 70.4237619) AFTER KILLING INPUT VARIABLE 5 CONTR 5.14089735 ROUND 27: MAX CORR ( 70.0992093) AFTER KILLING INPUT VARIABLE 9 CONTR 6.75330295 ROUND 28: MAX CORR ( 69.7239603) AFTER KILLING INPUT VARIABLE 14 CONTR 7.24351489 ROUND 29: MAX CORR ( 69.38196) AFTER KILLING INPUT VARIABLE 11 CONTR 6.89740929 ROUND 30: MAX CORR ( 69.020419) AFTER KILLING INPUT VARIABLE 20 CONTR 7.07376441 ROUND 31: MAX CORR ( 67.9196796) AFTER KILLING INPUT VARIABLE 6 CONTR 12.2774331 ROUND 32: MAX CORR ( 65.2476367) AFTER KILLING INPUT VARIABLE 18 CONTR 18.8634244 ROUND 33: MAX CORR ( 60.8581106) AFTER KILLING INPUT VARIABLE 4 CONTR 23.5275258 LAST REMAINING VARIABLE: 8 total correlation to target: 71.0692943 % total significance: 710.692943 sigma correlations of single variables to target: variable 2: 16.7061551 % , in sigma: 167.061551 variable 3: 11.6152888 % , in sigma: 116.152888 variable 4: 28.2073464 % , in sigma: 282.073464 variable 5: 54.3008929 % , in sigma: 543.008929 variable 6: 32.5568954 % , in sigma: 325.568954 variable 7: 52.0756568 % , in sigma: 520.756568 variable 8: 60.8581106 % , in sigma: 608.581106 variable 9: 9.92257082 % , in sigma: 99.2257082 variable 10: 26.7711702 % , in sigma: 267.711702 variable 11: 20.5868601 % , in sigma: 205.868601 variable 12: 11.77234 % , in sigma: 117.7234 variable 13: 8.79482794 % , in sigma: 87.9482794 variable 14: 1.50593885 % , in sigma: 15.0593885 variable 15: 12.5029561 % , in sigma: 125.029561 variable 16: 11.5077208 % , in sigma: 115.077208 variable 17: 7.77019157 % , in sigma: 77.7019157 variable 18: 36.7813154 % , in sigma: 367.813154 variable 19: 29.5400264 % , in sigma: 295.400264 variable 20: 32.8414517 % , in sigma: 328.414517 variable 21: 31.4379253 % , in sigma: 314.379253 variable 22: 30.7274622 % , in sigma: 307.274622 variable 23: 4.52673032 % , in sigma: 45.2673032 variable 24: 2.24263937 % , in sigma: 22.4263937 variable 25: 2.24206698 % , in sigma: 22.4206698 variable 26: 0.182110782 % , in sigma: 1.82110782 variable 27: 3.32576451 % , in sigma: 33.2576451 variable 28: 0.888913496 % , in sigma: 8.88913496 variable 29: 4.12387164 % , in sigma: 41.2387164 variable 30: 14.9776697 % , in sigma: 149.776697 variable 31: 13.7391692 % , in sigma: 137.391692 variable 32: 4.06933646 % , in sigma: 40.6933646 variable 33: 6.82719535 % , in sigma: 68.2719535 variable 34: 6.72092072 % , in sigma: 67.2092072 variable 35: 11.805117 % , in sigma: 118.05117 variables sorted by significance: 1 most relevant variable 8 corr 60.8581123 , in sigma: 608.581123 2 most relevant variable 4 corr 23.5275249 , in sigma: 235.275249 3 most relevant variable 18 corr 18.8634243 , in sigma: 188.634243 4 most relevant variable 6 corr 12.2774334 , in sigma: 122.774334 5 most relevant variable 20 corr 7.07376432 , in sigma: 70.7376432 6 most relevant variable 11 corr 6.89740944 , in sigma: 68.9740944 7 most relevant variable 14 corr 7.24351501 , in sigma: 72.4351501 8 most relevant variable 9 corr 6.75330305 , in sigma: 67.5330305 9 most relevant variable 5 corr 5.14089727 , in sigma: 51.4089727 10 most relevant variable 31 corr 4.43120527 , in sigma: 44.3120527 11 most relevant variable 7 corr 3.30640268 , in sigma: 33.0640268 12 most relevant variable 35 corr 2.50071883 , in sigma: 25.0071883 13 most relevant variable 17 corr 1.47294545 , in sigma: 14.7294545 14 most relevant variable 12 corr 2.31152177 , in sigma: 23.1152177 15 most relevant variable 2 corr 2.29430318 , in sigma: 22.9430318 16 most relevant variable 3 corr 2.26374602 , in sigma: 22.6374602 17 most relevant variable 15 corr 1.78831589 , in sigma: 17.8831589 18 most relevant variable 10 corr 1.253847 , in sigma: 12.53847 19 most relevant variable 23 corr 1.16825092 , in sigma: 11.6825092 20 most relevant variable 26 corr 1.12726259 , in sigma: 11.2726259 21 most relevant variable 30 corr 0.926190794 , in sigma: 9.26190794 22 most relevant variable 27 corr 0.810835123 , in sigma: 8.10835123 23 most relevant variable 29 corr 0.578944623 , in sigma: 5.78944623 24 most relevant variable 24 corr 0.500689685 , in sigma: 5.00689685 25 most relevant variable 21 corr 0.398528069 , in sigma: 3.98528069 26 most relevant variable 28 corr 0.381917596 , in sigma: 3.81917596 27 most relevant variable 34 corr 0.329505205 , in sigma: 3.29505205 28 most relevant variable 25 corr 0.310325593 , in sigma: 3.10325593 29 most relevant variable 19 corr 0.262014419 , in sigma: 2.62014419 30 most relevant variable 33 corr 0.199571222 , in sigma: 1.99571222 31 most relevant variable 22 corr 0.158265948 , in sigma: 1.58265948 32 most relevant variable 32 corr 0.152733296 , in sigma: 1.52733296 33 most relevant variable 13 corr 0.101470411 , in sigma: 1.01470411 34 most relevant variable 16 corr 0.0581662804 , in sigma: 0.581662804 global correlations between input variables: variable 2: 40.8697482 % variable 3: 70.2262326 % variable 4: 67.0528221 % variable 5: 86.8955442 % variable 6: 83.2328293 % variable 7: 83.0092588 % variable 8: 88.4725863 % variable 9: 14.3090903 % variable 10: 51.5120069 % variable 11: 80.6233334 % variable 12: 85.7714264 % variable 13: 62.6107063 % variable 14: 72.874003 % variable 15: 79.4064807 % variable 16: 82.6952564 % variable 17: 74.4596921 % variable 18: 65.5450694 % variable 19: 69.6651226 % variable 20: 95.7393212 % variable 21: 98.5604322 % variable 22: 98.3189455 % variable 23: 93.1828304 % variable 24: 70.4251265 % variable 25: 74.6144414 % variable 26: 84.0926154 % variable 27: 48.5030125 % variable 28: 87.1587838 % variable 29: 84.8251402 % variable 30: 41.1120157 % variable 31: 52.9950972 % variable 32: 93.8550802 % variable 33: 77.9991206 % variable 34: 78.8158486 % variable 35: 47.0528088 % significance loss when removing single variables: variable 2: corr = 2.03084036 % , sigma = 20.3084036 variable 3: corr = 2.28939516 % , sigma = 22.8939516 variable 4: corr = 17.9780476 % , sigma = 179.780476 variable 5: corr = 4.03361789 % , sigma = 40.3361789 variable 6: corr = 12.3342069 % , sigma = 123.342069 variable 7: corr = 3.36148574 % , sigma = 33.6148574 variable 8: corr = 16.4897046 % , sigma = 164.897046 variable 9: corr = 6.88593055 % , sigma = 68.8593055 variable 10: corr = 1.26882095 % , sigma = 12.6882095 variable 11: corr = 8.67515243 % , sigma = 86.7515243 variable 12: corr = 2.18271153 % , sigma = 21.8271153 variable 13: corr = 0.093500969 % , sigma = 0.93500969 variable 14: corr = 4.94309463 % , sigma = 49.4309463 variable 15: corr = 1.37556717 % , sigma = 13.7556717 variable 16: corr = 0.058166281 % , sigma = 0.58166281 variable 17: corr = 2.30917563 % , sigma = 23.0917563 variable 18: corr = 10.1210447 % , sigma = 101.210447 variable 19: corr = 0.255410972 % , sigma = 2.55410972 variable 20: corr = 2.56022534 % , sigma = 25.6022534 variable 21: corr = 0.334207114 % , sigma = 3.34207114 variable 22: corr = 0.146751958 % , sigma = 1.46751958 variable 23: corr = 0.860683849 % , sigma = 8.60683849 variable 24: corr = 0.323240902 % , sigma = 3.23240902 variable 25: corr = 0.309872981 % , sigma = 3.09872981 variable 26: corr = 0.347328508 % , sigma = 3.47328508 variable 27: corr = 0.569753531 % , sigma = 5.69753531 variable 28: corr = 0.449177075 % , sigma = 4.49177075 variable 29: corr = 0.556228869 % , sigma = 5.56228869 variable 30: corr = 0.789794082 % , sigma = 7.89794082 variable 31: corr = 3.01297823 % , sigma = 30.1297823 variable 32: corr = 0.152856864 % , sigma = 1.52856864 variable 33: corr = 0.180309026 % , sigma = 1.80309026 variable 34: corr = 0.412079453 % , sigma = 4.12079453 variable 35: corr = 2.38571594 % , sigma = 23.8571594 Keep only 28 most significant input variables Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -3.88496447 create test 22 plots 9100/9200: 2 NVar: 29. 4640 --------- Entering internal boost mode: --------- Weightsum per Output Node: 1000000. Starting analysis with 49 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.93808079 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.55097795 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.15032339 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.08883071 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.67310655 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.64291501 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.55358171 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.39598906 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.2831974 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.17765248 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.13904619 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.00948143 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.000103 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.999695897 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.924151003 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.892188609 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.808439434 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.779328644 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.755282462 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.715075672 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.648621619 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.629070103 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.608741105 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.573545933 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.561710119 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.526753068 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.497159868 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.492242098 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.449192613 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.434128433 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.397285432 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.372496873 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.317738444 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.295559824 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.270472556 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.237758175 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.169720411 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.163131684 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.106135696 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.000432734931 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.000348088419 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.000306920905 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.000262883084 PREPRO: (sigma of derived input)/eigenvalue # 44 : 0.000218455825 PREPRO: (sigma of derived input)/eigenvalue # 45 : 0.000255601888 PREPRO: (sigma of derived input)/eigenvalue # 46 : 0.000284195819 PREPRO: (sigma of derived input)/eigenvalue # 47 : 0.000314008706 PREPRO: (sigma of derived input)/eigenvalue # 48 : 0.000436719652 PREPRO: (sigma of derived input)/eigenvalue # 49 : 0.000443160388 Using 39 variables out of 49 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 0 1.0 2.9 2.6 2.2 2.1 1.7 1.6 1.6 1.4 1.3 1.2 1.1 1.0 1.0 1.0 0.9 0.9 0.8 0.8 0.8 0.7 0.6 0.6 0.6 0.6 0.6 0.5 0.5 0.5 0.4 0.4 0.4 0.4 0.3 0.3 0.3 0.2 0.2 0.2 0.1 1 100.0 -5.9 11.2 32.8 48.6 5.9 -24.2 -2.5 -3.0 -4.2 -1.7 -3.3 2.0 8.7 3.6 2.8 5.3 -7.4 10.0 6.2 -13.1 9.2 9.8 -2.3 5.9 -3.2 4.5 0.9 0.1 2.4 -6.0 0.3 1.0 0.4 -14.4 2.0 0.0 20.0 5.0 0.2 2 -5.9 100.0 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 3 11.2 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 4 32.8 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 5 48.6 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 6 5.9 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 7 -24.2 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 8 -2.5 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 9 -3.0 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 10 -4.2 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 11 -1.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 12 -3.3 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 13 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 14 8.7 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 15 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 0.0 100.0 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 16 2.8 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 0.0 100.0 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 17 5.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 18 -7.4 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 0.0 100.0 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 19 10.0 0.0 0.0 0.0 0.0 0.0 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 20 6.2 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 0.0 100.0 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 21 -13.1 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 0.0 100.0 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 22 9.2 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 0.0 100.0 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 23 9.8 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 0.0 100.0 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 24 -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 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 25 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 0.0 100.0 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 26 -3.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 27 4.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 28 0.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 29 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 30 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 31 -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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 32 0.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 33 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34 0.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 35 -14.4 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 36 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 0.0 100.0 0.0 0.0 0.0 0.0 37 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 38 20.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 39 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 0.0 0.0 0.0 0.0 100.0 0.0 40 0.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 75.4264232 PREPRO: MEAN( 1)= 0.266372 WIDTH 0.929046887 PREPRO: MEAN( 2)= -4.04443443E-08 WIDTH 8.6323181 PREPRO: MEAN( 3)= 9.53890383E-08 WIDTH 6.50749003 PREPRO: MEAN( 4)= 1.34101115E-07 WIDTH 4.62389194 PREPRO: MEAN( 5)= -1.985042E-07 WIDTH 4.36321515 PREPRO: MEAN( 6)= 1.03600249E-08 WIDTH 2.79928576 PREPRO: MEAN( 7)= -4.40704636E-08 WIDTH 2.69916972 PREPRO: MEAN( 8)= -8.5311383E-08 WIDTH 2.41361703 PREPRO: MEAN( 9)= 3.49201523E-08 WIDTH 1.94878624 PREPRO: MEAN( 10)= 8.68706751E-08 WIDTH 1.64659564 PREPRO: MEAN( 11)= -1.19739335E-07 WIDTH 1.38686554 PREPRO: MEAN( 12)= 2.62272721E-08 WIDTH 1.29742647 PREPRO: MEAN( 13)= 2.54957294E-08 WIDTH 1.01905271 PREPRO: MEAN( 14)= -1.94461573E-08 WIDTH 1.00020573 PREPRO: MEAN( 15)= 6.13752753E-10 WIDTH 0.999391758 PREPRO: MEAN( 16)= 8.49484606E-09 WIDTH 0.85405462 PREPRO: MEAN( 17)= 2.30554044E-08 WIDTH 0.79600027 PREPRO: MEAN( 18)= -1.9047156E-08 WIDTH 0.653574229 PREPRO: MEAN( 19)= -4.23903484E-08 WIDTH 0.607353247 PREPRO: MEAN( 20)= -4.96456325E-08 WIDTH 0.570451633 PREPRO: MEAN( 21)= -3.55963968E-09 WIDTH 0.51133343 PREPRO: MEAN( 22)= 9.38005E-09 WIDTH 0.420710294 PREPRO: MEAN( 23)= -8.38771416E-09 WIDTH 0.39572901 PREPRO: MEAN( 24)= -3.17073334E-09 WIDTH 0.370565894 PREPRO: MEAN( 25)= -1.49966236E-08 WIDTH 0.328955037 PREPRO: MEAN( 26)= -1.0157044E-08 WIDTH 0.315518429 PREPRO: MEAN( 27)= 4.5677349E-08 WIDTH 0.27746877 PREPRO: MEAN( 28)= -3.77456867E-08 WIDTH 0.247168061 PREPRO: MEAN( 29)= 1.49687977E-08 WIDTH 0.242302235 PREPRO: MEAN( 30)= -2.19138768E-08 WIDTH 0.201773996 PREPRO: MEAN( 31)= 1.35089832E-08 WIDTH 0.188467503 PREPRO: MEAN( 32)= -3.02918628E-09 WIDTH 0.157835497 PREPRO: MEAN( 33)= 4.71492112E-08 WIDTH 0.138754067 PREPRO: MEAN( 34)= 5.87698817E-09 WIDTH 0.100957667 PREPRO: MEAN( 35)= 3.68201882E-08 WIDTH 0.0873556229 PREPRO: MEAN( 36)= 7.2511686E-09 WIDTH 0.0731552731 PREPRO: MEAN( 37)= 7.09424261E-09 WIDTH 0.0565288726 PREPRO: MEAN( 38)= -1.46380737E-08 WIDTH 0.0288050701 PREPRO: MEAN( 39)= -1.39284513E-08 WIDTH 0.0266119486 PREPRO: MEAN( 40)= 2.26817292E-09 WIDTH 0.011264794 ------------------------------------- Teacher: actual network topology: Nodes(1) = 40 Nodes(2) = 40 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 5 --> 182.47905 sigma out 40 active outputs RANK 2 NODE 4 --> 160.113266 sigma out 40 active outputs RANK 3 NODE 7 --> 138.712708 sigma out 40 active outputs RANK 4 NODE 2 --> 121.706429 sigma out 40 active outputs RANK 5 NODE 3 --> 117.739685 sigma out 40 active outputs RANK 6 NODE 1 --> 106.376167 sigma out 40 active outputs RANK 7 NODE 6 --> 88.5874329 sigma out 40 active outputs RANK 8 NODE 21 --> 88.1509247 sigma out 40 active outputs RANK 9 NODE 8 --> 86.8428726 sigma out 40 active outputs RANK 10 NODE 10 --> 83.2337112 sigma out 40 active outputs RANK 11 NODE 20 --> 81.0179901 sigma out 40 active outputs RANK 12 NODE 22 --> 78.54245 sigma out 40 active outputs RANK 13 NODE 9 --> 78.0318756 sigma out 40 active outputs RANK 14 NODE 16 --> 77.5557632 sigma out 40 active outputs RANK 15 NODE 19 --> 76.9962234 sigma out 40 active outputs RANK 16 NODE 18 --> 76.6573105 sigma out 40 active outputs RANK 17 NODE 12 --> 75.7900925 sigma out 40 active outputs RANK 18 NODE 14 --> 74.371254 sigma out 40 active outputs RANK 19 NODE 11 --> 73.6562119 sigma out 40 active outputs RANK 20 NODE 35 --> 71.1224594 sigma out 40 active outputs RANK 21 NODE 17 --> 70.9774857 sigma out 40 active outputs RANK 22 NODE 23 --> 70.2851791 sigma out 40 active outputs RANK 23 NODE 25 --> 67.3747177 sigma out 40 active outputs RANK 24 NODE 30 --> 67.3247986 sigma out 40 active outputs RANK 25 NODE 13 --> 66.7356033 sigma out 40 active outputs RANK 26 NODE 26 --> 65.9246445 sigma out 40 active outputs RANK 27 NODE 24 --> 62.2699165 sigma out 40 active outputs RANK 28 NODE 31 --> 61.881752 sigma out 40 active outputs RANK 29 NODE 38 --> 61.734684 sigma out 40 active outputs RANK 30 NODE 32 --> 59.3551979 sigma out 40 active outputs RANK 31 NODE 39 --> 57.0324478 sigma out 40 active outputs RANK 32 NODE 29 --> 56.9572334 sigma out 40 active outputs RANK 33 NODE 27 --> 55.9491005 sigma out 40 active outputs RANK 34 NODE 36 --> 55.8634033 sigma out 40 active outputs RANK 35 NODE 15 --> 54.0376816 sigma out 40 active outputs RANK 36 NODE 28 --> 53.4820862 sigma out 40 active outputs RANK 37 NODE 33 --> 52.0743675 sigma out 40 active outputs RANK 38 NODE 37 --> 48.67939 sigma out 40 active outputs RANK 39 NODE 40 --> 47.7787704 sigma out 40 active outputs RANK 40 NODE 34 --> 42.3073463 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 207.13446 sigma in 40act. ( 214.915649 sig out 1act.) RANK 2 NODE 27 --> 192.908371 sigma in 40act. ( 187.130386 sig out 1act.) RANK 3 NODE 21 --> 144.246094 sigma in 40act. ( 155.494553 sig out 1act.) RANK 4 NODE 24 --> 123.738831 sigma in 40act. ( 130.480042 sig out 1act.) RANK 5 NODE 29 --> 104.712471 sigma in 40act. ( 118.092445 sig out 1act.) RANK 6 NODE 34 --> 95.6580276 sigma in 40act. ( 84.2175293 sig out 1act.) RANK 7 NODE 11 --> 93.8186493 sigma in 40act. ( 83.5963669 sig out 1act.) RANK 8 NODE 30 --> 91.0027237 sigma in 40act. ( 91.0322495 sig out 1act.) RANK 9 NODE 36 --> 88.9082108 sigma in 40act. ( 89.2018661 sig out 1act.) RANK 10 NODE 12 --> 88.3553848 sigma in 40act. ( 74.8061371 sig out 1act.) RANK 11 NODE 2 --> 78.2343979 sigma in 40act. ( 63.7697182 sig out 1act.) RANK 12 NODE 19 --> 77.5848618 sigma in 40act. ( 81.2210236 sig out 1act.) RANK 13 NODE 37 --> 76.3334732 sigma in 40act. ( 62.9926376 sig out 1act.) RANK 14 NODE 4 --> 75.07547 sigma in 40act. ( 65.0064545 sig out 1act.) RANK 15 NODE 14 --> 74.3404236 sigma in 40act. ( 79.3798828 sig out 1act.) RANK 16 NODE 28 --> 72.8001328 sigma in 40act. ( 68.4438934 sig out 1act.) RANK 17 NODE 38 --> 69.8300476 sigma in 40act. ( 75.0899429 sig out 1act.) RANK 18 NODE 32 --> 68.9958344 sigma in 40act. ( 67.4641342 sig out 1act.) RANK 19 NODE 6 --> 64.786705 sigma in 40act. ( 47.0121841 sig out 1act.) RANK 20 NODE 10 --> 64.3404388 sigma in 40act. ( 9.37676811 sig out 1act.) RANK 21 NODE 16 --> 61.7416039 sigma in 40act. ( 33.9451828 sig out 1act.) RANK 22 NODE 9 --> 59.9920311 sigma in 40act. ( 34.9964752 sig out 1act.) RANK 23 NODE 35 --> 58.8454399 sigma in 40act. ( 46.0205269 sig out 1act.) RANK 24 NODE 31 --> 58.360218 sigma in 40act. ( 53.4587021 sig out 1act.) RANK 25 NODE 1 --> 58.3565254 sigma in 40act. ( 49.600647 sig out 1act.) RANK 26 NODE 5 --> 55.6136208 sigma in 40act. ( 16.1970081 sig out 1act.) RANK 27 NODE 40 --> 55.3724365 sigma in 40act. ( 3.0013907 sig out 1act.) RANK 28 NODE 23 --> 54.201889 sigma in 40act. ( 44.916832 sig out 1act.) RANK 29 NODE 8 --> 52.3624039 sigma in 40act. ( 31.6795025 sig out 1act.) RANK 30 NODE 3 --> 52.3543282 sigma in 40act. ( 22.6503811 sig out 1act.) RANK 31 NODE 33 --> 51.5583458 sigma in 40act. ( 43.7961235 sig out 1act.) RANK 32 NODE 20 --> 50.9260216 sigma in 40act. ( 32.9420662 sig out 1act.) RANK 33 NODE 15 --> 50.0709419 sigma in 40act. ( 26.6532707 sig out 1act.) RANK 34 NODE 22 --> 49.4565926 sigma in 40act. ( 21.7364559 sig out 1act.) RANK 35 NODE 7 --> 49.1145363 sigma in 40act. ( 16.2339478 sig out 1act.) RANK 36 NODE 39 --> 48.8335152 sigma in 40act. ( 40.2334633 sig out 1act.) RANK 37 NODE 26 --> 48.7167702 sigma in 40act. ( 10.7346916 sig out 1act.) RANK 38 NODE 17 --> 47.3919945 sigma in 40act. ( 25.2117481 sig out 1act.) RANK 39 NODE 25 --> 46.4131279 sigma in 40act. ( 14.7020988 sig out 1act.) RANK 40 NODE 18 --> 40.47752 sigma in 40act. ( 6.253304 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 214.915649 sigma out 1act.( 207.13446 sig in 40act.) RANK 2 NODE 27 --> 187.130386 sigma out 1act.( 192.908371 sig in 40act.) RANK 3 NODE 21 --> 155.494553 sigma out 1act.( 144.246094 sig in 40act.) RANK 4 NODE 24 --> 130.480042 sigma out 1act.( 123.738831 sig in 40act.) RANK 5 NODE 29 --> 118.092445 sigma out 1act.( 104.712471 sig in 40act.) RANK 6 NODE 30 --> 91.0322495 sigma out 1act.( 91.0027237 sig in 40act.) RANK 7 NODE 36 --> 89.2018661 sigma out 1act.( 88.9082108 sig in 40act.) RANK 8 NODE 34 --> 84.2175293 sigma out 1act.( 95.6580276 sig in 40act.) RANK 9 NODE 11 --> 83.5963669 sigma out 1act.( 93.8186493 sig in 40act.) RANK 10 NODE 19 --> 81.2210236 sigma out 1act.( 77.5848618 sig in 40act.) RANK 11 NODE 14 --> 79.3798828 sigma out 1act.( 74.3404236 sig in 40act.) RANK 12 NODE 38 --> 75.0899429 sigma out 1act.( 69.8300476 sig in 40act.) RANK 13 NODE 12 --> 74.8061371 sigma out 1act.( 88.3553848 sig in 40act.) RANK 14 NODE 28 --> 68.4438934 sigma out 1act.( 72.8001328 sig in 40act.) RANK 15 NODE 32 --> 67.4641342 sigma out 1act.( 68.9958344 sig in 40act.) RANK 16 NODE 4 --> 65.0064545 sigma out 1act.( 75.07547 sig in 40act.) RANK 17 NODE 2 --> 63.7697182 sigma out 1act.( 78.2343979 sig in 40act.) RANK 18 NODE 37 --> 62.9926376 sigma out 1act.( 76.3334732 sig in 40act.) RANK 19 NODE 31 --> 53.4587021 sigma out 1act.( 58.360218 sig in 40act.) RANK 20 NODE 1 --> 49.600647 sigma out 1act.( 58.3565254 sig in 40act.) RANK 21 NODE 6 --> 47.0121841 sigma out 1act.( 64.786705 sig in 40act.) RANK 22 NODE 35 --> 46.0205269 sigma out 1act.( 58.8454399 sig in 40act.) RANK 23 NODE 23 --> 44.916832 sigma out 1act.( 54.201889 sig in 40act.) RANK 24 NODE 33 --> 43.7961235 sigma out 1act.( 51.5583458 sig in 40act.) RANK 25 NODE 39 --> 40.2334633 sigma out 1act.( 48.8335152 sig in 40act.) RANK 26 NODE 9 --> 34.9964752 sigma out 1act.( 59.9920311 sig in 40act.) RANK 27 NODE 16 --> 33.9451828 sigma out 1act.( 61.7416039 sig in 40act.) RANK 28 NODE 20 --> 32.9420662 sigma out 1act.( 50.9260216 sig in 40act.) RANK 29 NODE 8 --> 31.6795025 sigma out 1act.( 52.3624039 sig in 40act.) RANK 30 NODE 15 --> 26.6532707 sigma out 1act.( 50.0709419 sig in 40act.) RANK 31 NODE 17 --> 25.2117481 sigma out 1act.( 47.3919945 sig in 40act.) RANK 32 NODE 3 --> 22.6503811 sigma out 1act.( 52.3543282 sig in 40act.) RANK 33 NODE 22 --> 21.7364559 sigma out 1act.( 49.4565926 sig in 40act.) RANK 34 NODE 7 --> 16.2339478 sigma out 1act.( 49.1145363 sig in 40act.) RANK 35 NODE 5 --> 16.1970081 sigma out 1act.( 55.6136208 sig in 40act.) RANK 36 NODE 25 --> 14.7020988 sigma out 1act.( 46.4131279 sig in 40act.) RANK 37 NODE 26 --> 10.7346916 sigma out 1act.( 48.7167702 sig in 40act.) RANK 38 NODE 10 --> 9.37676811 sigma out 1act.( 64.3404388 sig in 40act.) RANK 39 NODE 18 --> 6.253304 sigma out 1act.( 40.47752 sig in 40act.) RANK 40 NODE 40 --> 3.0013907 sigma out 1act.( 55.3724365 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 485.078094 sigma in 40 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 5 --> 194.906876 sigma out 40 active outputs RANK 2 NODE 4 --> 174.5522 sigma out 40 active outputs RANK 3 NODE 7 --> 153.504623 sigma out 40 active outputs RANK 4 NODE 2 --> 128.809586 sigma out 40 active outputs RANK 5 NODE 1 --> 122.757393 sigma out 40 active outputs RANK 6 NODE 3 --> 119.297729 sigma out 40 active outputs RANK 7 NODE 6 --> 86.0102768 sigma out 40 active outputs RANK 8 NODE 8 --> 82.5679092 sigma out 40 active outputs RANK 9 NODE 10 --> 77.5180969 sigma out 40 active outputs RANK 10 NODE 21 --> 70.9994812 sigma out 40 active outputs RANK 11 NODE 12 --> 70.3817749 sigma out 40 active outputs RANK 12 NODE 18 --> 68.2930603 sigma out 40 active outputs RANK 13 NODE 19 --> 66.0394363 sigma out 40 active outputs RANK 14 NODE 20 --> 63.1153488 sigma out 40 active outputs RANK 15 NODE 9 --> 62.7769356 sigma out 40 active outputs RANK 16 NODE 16 --> 62.2955856 sigma out 40 active outputs RANK 17 NODE 23 --> 60.1392288 sigma out 40 active outputs RANK 18 NODE 22 --> 58.3081589 sigma out 40 active outputs RANK 19 NODE 17 --> 57.249485 sigma out 40 active outputs RANK 20 NODE 11 --> 57.0161896 sigma out 40 active outputs RANK 21 NODE 14 --> 55.0028839 sigma out 40 active outputs RANK 22 NODE 25 --> 45.7251778 sigma out 40 active outputs RANK 23 NODE 30 --> 44.5202446 sigma out 40 active outputs RANK 24 NODE 13 --> 43.4620819 sigma out 40 active outputs RANK 25 NODE 24 --> 40.9655418 sigma out 40 active outputs RANK 26 NODE 26 --> 40.9613419 sigma out 40 active outputs RANK 27 NODE 31 --> 37.4248466 sigma out 40 active outputs RANK 28 NODE 27 --> 34.531601 sigma out 40 active outputs RANK 29 NODE 35 --> 33.9656715 sigma out 40 active outputs RANK 30 NODE 28 --> 32.9325867 sigma out 40 active outputs RANK 31 NODE 32 --> 29.5167923 sigma out 40 active outputs RANK 32 NODE 15 --> 27.2893105 sigma out 40 active outputs RANK 33 NODE 33 --> 26.3757343 sigma out 40 active outputs RANK 34 NODE 29 --> 25.8366508 sigma out 40 active outputs RANK 35 NODE 36 --> 21.2988033 sigma out 40 active outputs RANK 36 NODE 38 --> 19.1572781 sigma out 40 active outputs RANK 37 NODE 34 --> 19.1473675 sigma out 40 active outputs RANK 38 NODE 37 --> 14.4107428 sigma out 40 active outputs RANK 39 NODE 40 --> 9.58002758 sigma out 40 active outputs RANK 40 NODE 39 --> 8.99921322 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 230.439896 sigma in 40act. ( 172.804626 sig out 1act.) RANK 2 NODE 27 --> 203.675491 sigma in 40act. ( 161.922974 sig out 1act.) RANK 3 NODE 21 --> 161.432037 sigma in 40act. ( 129.387451 sig out 1act.) RANK 4 NODE 24 --> 131.894333 sigma in 40act. ( 107.627174 sig out 1act.) RANK 5 NODE 29 --> 96.6327896 sigma in 40act. ( 104.59726 sig out 1act.) RANK 6 NODE 36 --> 85.1389999 sigma in 40act. ( 75.4786301 sig out 1act.) RANK 7 NODE 30 --> 80.7415543 sigma in 40act. ( 81.7114563 sig out 1act.) RANK 8 NODE 34 --> 80.6343918 sigma in 40act. ( 73.3439713 sig out 1act.) RANK 9 NODE 19 --> 73.9944611 sigma in 40act. ( 68.8689499 sig out 1act.) RANK 10 NODE 11 --> 72.0523148 sigma in 40act. ( 72.6460648 sig out 1act.) RANK 11 NODE 12 --> 70.0184326 sigma in 40act. ( 66.1391602 sig out 1act.) RANK 12 NODE 14 --> 63.1606445 sigma in 40act. ( 65.4695587 sig out 1act.) RANK 13 NODE 38 --> 59.8051567 sigma in 40act. ( 59.7445831 sig out 1act.) RANK 14 NODE 2 --> 59.4555855 sigma in 40act. ( 53.1395912 sig out 1act.) RANK 15 NODE 28 --> 58.7136078 sigma in 40act. ( 59.715992 sig out 1act.) RANK 16 NODE 32 --> 58.235817 sigma in 40act. ( 58.2427597 sig out 1act.) RANK 17 NODE 37 --> 56.5792999 sigma in 40act. ( 54.0409088 sig out 1act.) RANK 18 NODE 4 --> 55.7894783 sigma in 40act. ( 57.5282478 sig out 1act.) RANK 19 NODE 31 --> 43.3129387 sigma in 40act. ( 46.2605858 sig out 1act.) RANK 20 NODE 6 --> 40.377018 sigma in 40act. ( 40.5269737 sig out 1act.) RANK 21 NODE 35 --> 40.0653839 sigma in 40act. ( 38.0570679 sig out 1act.) RANK 22 NODE 1 --> 40.0168037 sigma in 40act. ( 42.189949 sig out 1act.) RANK 23 NODE 33 --> 37.4293556 sigma in 40act. ( 36.6871109 sig out 1act.) RANK 24 NODE 23 --> 36.3310814 sigma in 40act. ( 38.5780029 sig out 1act.) RANK 25 NODE 39 --> 34.1034203 sigma in 40act. ( 33.5919724 sig out 1act.) RANK 26 NODE 9 --> 32.6100578 sigma in 40act. ( 29.6956673 sig out 1act.) RANK 27 NODE 16 --> 28.7666378 sigma in 40act. ( 29.4751148 sig out 1act.) RANK 28 NODE 8 --> 27.1159229 sigma in 40act. ( 27.3155193 sig out 1act.) RANK 29 NODE 20 --> 26.9620342 sigma in 40act. ( 27.9015751 sig out 1act.) RANK 30 NODE 15 --> 24.4136429 sigma in 40act. ( 22.1826153 sig out 1act.) RANK 31 NODE 17 --> 21.5124321 sigma in 40act. ( 21.8423786 sig out 1act.) RANK 32 NODE 3 --> 19.5990658 sigma in 40act. ( 19.6009274 sig out 1act.) RANK 33 NODE 22 --> 18.5504265 sigma in 40act. ( 18.559782 sig out 1act.) RANK 34 NODE 5 --> 15.312892 sigma in 40act. ( 13.8781242 sig out 1act.) RANK 35 NODE 7 --> 15.1048994 sigma in 40act. ( 14.3437786 sig out 1act.) RANK 36 NODE 25 --> 13.9301472 sigma in 40act. ( 12.5450449 sig out 1act.) RANK 37 NODE 10 --> 11.9431782 sigma in 40act. ( 8.19305897 sig out 1act.) RANK 38 NODE 26 --> 10.9127369 sigma in 40act. ( 9.33265495 sig out 1act.) RANK 39 NODE 18 --> 7.23126078 sigma in 40act. ( 5.28994846 sig out 1act.) RANK 40 NODE 40 --> 6.98357296 sigma in 40act. ( 2.59236908 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 172.804626 sigma out 1act.( 230.439896 sig in 40act.) RANK 2 NODE 27 --> 161.922974 sigma out 1act.( 203.675491 sig in 40act.) RANK 3 NODE 21 --> 129.387451 sigma out 1act.( 161.432037 sig in 40act.) RANK 4 NODE 24 --> 107.627174 sigma out 1act.( 131.894333 sig in 40act.) RANK 5 NODE 29 --> 104.59726 sigma out 1act.( 96.6327896 sig in 40act.) RANK 6 NODE 30 --> 81.7114563 sigma out 1act.( 80.7415543 sig in 40act.) RANK 7 NODE 36 --> 75.4786301 sigma out 1act.( 85.1389999 sig in 40act.) RANK 8 NODE 34 --> 73.3439713 sigma out 1act.( 80.6343918 sig in 40act.) RANK 9 NODE 11 --> 72.6460648 sigma out 1act.( 72.0523148 sig in 40act.) RANK 10 NODE 19 --> 68.8689499 sigma out 1act.( 73.9944611 sig in 40act.) RANK 11 NODE 12 --> 66.1391602 sigma out 1act.( 70.0184326 sig in 40act.) RANK 12 NODE 14 --> 65.4695587 sigma out 1act.( 63.1606445 sig in 40act.) RANK 13 NODE 38 --> 59.7445831 sigma out 1act.( 59.8051567 sig in 40act.) RANK 14 NODE 28 --> 59.715992 sigma out 1act.( 58.7136078 sig in 40act.) RANK 15 NODE 32 --> 58.2427597 sigma out 1act.( 58.235817 sig in 40act.) RANK 16 NODE 4 --> 57.5282478 sigma out 1act.( 55.7894783 sig in 40act.) RANK 17 NODE 37 --> 54.0409088 sigma out 1act.( 56.5792999 sig in 40act.) RANK 18 NODE 2 --> 53.1395912 sigma out 1act.( 59.4555855 sig in 40act.) RANK 19 NODE 31 --> 46.2605858 sigma out 1act.( 43.3129387 sig in 40act.) RANK 20 NODE 1 --> 42.189949 sigma out 1act.( 40.0168037 sig in 40act.) RANK 21 NODE 6 --> 40.5269737 sigma out 1act.( 40.377018 sig in 40act.) RANK 22 NODE 23 --> 38.5780029 sigma out 1act.( 36.3310814 sig in 40act.) RANK 23 NODE 35 --> 38.0570679 sigma out 1act.( 40.0653839 sig in 40act.) RANK 24 NODE 33 --> 36.6871109 sigma out 1act.( 37.4293556 sig in 40act.) RANK 25 NODE 39 --> 33.5919724 sigma out 1act.( 34.1034203 sig in 40act.) RANK 26 NODE 9 --> 29.6956673 sigma out 1act.( 32.6100578 sig in 40act.) RANK 27 NODE 16 --> 29.4751148 sigma out 1act.( 28.7666378 sig in 40act.) RANK 28 NODE 20 --> 27.9015751 sigma out 1act.( 26.9620342 sig in 40act.) RANK 29 NODE 8 --> 27.3155193 sigma out 1act.( 27.1159229 sig in 40act.) RANK 30 NODE 15 --> 22.1826153 sigma out 1act.( 24.4136429 sig in 40act.) RANK 31 NODE 17 --> 21.8423786 sigma out 1act.( 21.5124321 sig in 40act.) RANK 32 NODE 3 --> 19.6009274 sigma out 1act.( 19.5990658 sig in 40act.) RANK 33 NODE 22 --> 18.559782 sigma out 1act.( 18.5504265 sig in 40act.) RANK 34 NODE 7 --> 14.3437786 sigma out 1act.( 15.1048994 sig in 40act.) RANK 35 NODE 5 --> 13.8781242 sigma out 1act.( 15.312892 sig in 40act.) RANK 36 NODE 25 --> 12.5450449 sigma out 1act.( 13.9301472 sig in 40act.) RANK 37 NODE 26 --> 9.33265495 sigma out 1act.( 10.9127369 sig in 40act.) RANK 38 NODE 10 --> 8.19305897 sigma out 1act.( 11.9431782 sig in 40act.) RANK 39 NODE 18 --> 5.28994846 sigma out 1act.( 7.23126078 sig in 40act.) RANK 40 NODE 40 --> 2.59236908 sigma out 1act.( 6.98357296 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 409.942078 sigma in 40 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.346113473 *** contribution from regularisation: 0.00103520846 *** contribution from error: -0.347148687 *** contribution from DIAG: 0.00148170476 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.373509437 *** contribution from regularisation: 0.00286806584 *** contribution from error: -0.376377493 *** contribution from DIAG: 0.000110504407 *********************************************** ENTER BFGS code START -373498.935 -0.129375398 0. EXIT FROM BFGS code FG_START 0. -0.129375398 0. --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.379734129 *** contribution from regularisation: 0.00216162042 *** contribution from error: -0.381895751 *** contribution from DIAG: 0.000234116 *********************************************** ENTER BFGS code FG_START -379500.023 -0.129375398 720.447083 EXIT FROM BFGS code FG_LNSRCH 0. -0.111103766 0. --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.376612902 *** contribution from regularisation: 0.00234724628 *** contribution from error: -0.378960162 *** contribution from DIAG: 0.000438794988 *********************************************** ENTER BFGS code FG_LNSRCH -376174.096 -0.111103766 -1765.99036 EXIT FROM BFGS code FG_LNSRCH 0. -0.120789431 0. --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.383778125 *** contribution from regularisation: 0.00239188247 *** contribution from error: -0.38617 *** contribution from DIAG: 8.18945264E-05 *********************************************** ENTER BFGS code FG_LNSRCH -383696.218 -0.120789431 -109.097725 EXIT FROM BFGS code NEW_X -383696.218 -0.120789431 -109.097725 ENTER BFGS code NEW_X -383696.218 -0.120789431 -109.097725 EXIT FROM BFGS code FG_LNSRCH 0. -0.114726499 0. --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.387445152 *** contribution from regularisation: 0.00245677889 *** contribution from error: -0.389901936 *** contribution from DIAG: 0.000169332459 *********************************************** ENTER BFGS code FG_LNSRCH -387275.817 -0.114726499 -762.845398 EXIT FROM BFGS code NEW_X -387275.817 -0.114726499 -762.845398 ENTER BFGS code NEW_X -387275.817 -0.114726499 -762.845398 EXIT FROM BFGS code FG_LNSRCH 0. -0.114006415 0. --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.38969326 *** contribution from regularisation: 0.00253688591 *** contribution from error: -0.392230153 *** contribution from DIAG: 0.000166529891 *********************************************** ENTER BFGS code FG_LNSRCH -389526.734 -0.114006415 -115.091644 EXIT FROM BFGS code NEW_X -389526.734 -0.114006415 -115.091644 ENTER BFGS code NEW_X -389526.734 -0.114006415 -115.091644 EXIT FROM BFGS code FG_LNSRCH 0. -0.106428742 0. --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.393896431 *** contribution from regularisation: 0.0025889976 *** contribution from error: -0.396485418 *** contribution from DIAG: 0.000174891087 *********************************************** ENTER BFGS code FG_LNSRCH -393721.541 -0.106428742 1148.21191 EXIT FROM BFGS code NEW_X -393721.541 -0.106428742 1148.21191 ENTER BFGS code NEW_X -393721.541 -0.106428742 1148.21191 EXIT FROM BFGS code FG_LNSRCH 0. -0.104633458 0. --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.39607501 *** contribution from regularisation: 0.00261784554 *** contribution from error: -0.398692846 *** contribution from DIAG: 0.000174593893 *********************************************** ENTER BFGS code FG_LNSRCH -395900.422 -0.104633458 981.656128 EXIT FROM BFGS code NEW_X -395900.422 -0.104633458 981.656128 ENTER BFGS code NEW_X -395900.422 -0.104633458 981.656128 EXIT FROM BFGS code FG_LNSRCH 0. -0.0978626981 0. --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 4 --> 197.20488 sigma out 40 active outputs RANK 2 NODE 5 --> 192.313705 sigma out 40 active outputs RANK 3 NODE 2 --> 175.492111 sigma out 40 active outputs RANK 4 NODE 7 --> 166.783936 sigma out 40 active outputs RANK 5 NODE 3 --> 163.191681 sigma out 40 active outputs RANK 6 NODE 1 --> 125.385086 sigma out 40 active outputs RANK 7 NODE 6 --> 105.29454 sigma out 40 active outputs RANK 8 NODE 8 --> 100.943336 sigma out 40 active outputs RANK 9 NODE 10 --> 85.8995667 sigma out 40 active outputs RANK 10 NODE 21 --> 79.4690018 sigma out 40 active outputs RANK 11 NODE 9 --> 76.3442078 sigma out 40 active outputs RANK 12 NODE 18 --> 76.332756 sigma out 40 active outputs RANK 13 NODE 23 --> 75.8871155 sigma out 40 active outputs RANK 14 NODE 22 --> 75.2134094 sigma out 40 active outputs RANK 15 NODE 12 --> 75.0569153 sigma out 40 active outputs RANK 16 NODE 19 --> 75.0357132 sigma out 40 active outputs RANK 17 NODE 16 --> 74.3430939 sigma out 40 active outputs RANK 18 NODE 11 --> 73.5415192 sigma out 40 active outputs RANK 19 NODE 20 --> 73.1345444 sigma out 40 active outputs RANK 20 NODE 14 --> 72.0329895 sigma out 40 active outputs RANK 21 NODE 17 --> 69.972496 sigma out 40 active outputs RANK 22 NODE 35 --> 68.9184723 sigma out 40 active outputs RANK 23 NODE 38 --> 67.0246964 sigma out 40 active outputs RANK 24 NODE 30 --> 63.6446648 sigma out 40 active outputs RANK 25 NODE 25 --> 61.4542313 sigma out 40 active outputs RANK 26 NODE 24 --> 55.4975319 sigma out 40 active outputs RANK 27 NODE 13 --> 55.3693314 sigma out 40 active outputs RANK 28 NODE 26 --> 53.7926292 sigma out 40 active outputs RANK 29 NODE 31 --> 47.6269302 sigma out 40 active outputs RANK 30 NODE 27 --> 47.586628 sigma out 40 active outputs RANK 31 NODE 15 --> 40.1189156 sigma out 40 active outputs RANK 32 NODE 28 --> 39.9022713 sigma out 40 active outputs RANK 33 NODE 32 --> 35.7999382 sigma out 40 active outputs RANK 34 NODE 29 --> 34.5671158 sigma out 40 active outputs RANK 35 NODE 33 --> 34.5438538 sigma out 40 active outputs RANK 36 NODE 36 --> 27.1416817 sigma out 40 active outputs RANK 37 NODE 34 --> 25.8257885 sigma out 40 active outputs RANK 38 NODE 39 --> 21.4555035 sigma out 40 active outputs RANK 39 NODE 37 --> 18.1424427 sigma out 40 active outputs RANK 40 NODE 40 --> 14.1224976 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 237.7612 sigma in 40act. ( 205.679565 sig out 1act.) RANK 2 NODE 13 --> 230.57457 sigma in 40act. ( 174.953125 sig out 1act.) RANK 3 NODE 21 --> 188.131439 sigma in 40act. ( 157.873947 sig out 1act.) RANK 4 NODE 24 --> 147.384979 sigma in 40act. ( 117.371056 sig out 1act.) RANK 5 NODE 29 --> 109.868729 sigma in 40act. ( 124.550117 sig out 1act.) RANK 6 NODE 34 --> 102.497665 sigma in 40act. ( 92.1800995 sig out 1act.) RANK 7 NODE 19 --> 99.8517532 sigma in 40act. ( 92.076088 sig out 1act.) RANK 8 NODE 38 --> 99.588707 sigma in 40act. ( 101.99559 sig out 1act.) RANK 9 NODE 30 --> 98.5883636 sigma in 40act. ( 103.296471 sig out 1act.) RANK 10 NODE 36 --> 90.4587555 sigma in 40act. ( 80.8494873 sig out 1act.) RANK 11 NODE 28 --> 79.8764877 sigma in 40act. ( 80.0538254 sig out 1act.) RANK 12 NODE 2 --> 79.3029556 sigma in 40act. ( 70.4290543 sig out 1act.) RANK 13 NODE 11 --> 76.6208572 sigma in 40act. ( 79.4410248 sig out 1act.) RANK 14 NODE 31 --> 75.8302155 sigma in 40act. ( 80.5561371 sig out 1act.) RANK 15 NODE 32 --> 74.3909912 sigma in 40act. ( 75.8613739 sig out 1act.) RANK 16 NODE 14 --> 72.6652985 sigma in 40act. ( 72.2910004 sig out 1act.) RANK 17 NODE 12 --> 68.6915817 sigma in 40act. ( 66.9916992 sig out 1act.) RANK 18 NODE 35 --> 68.2309036 sigma in 40act. ( 64.2482529 sig out 1act.) RANK 19 NODE 39 --> 66.1412201 sigma in 40act. ( 64.9970932 sig out 1act.) RANK 20 NODE 6 --> 65.1100006 sigma in 40act. ( 65.1106033 sig out 1act.) RANK 21 NODE 4 --> 62.9846039 sigma in 40act. ( 64.5451126 sig out 1act.) RANK 22 NODE 16 --> 60.0667343 sigma in 40act. ( 62.7455254 sig out 1act.) RANK 23 NODE 1 --> 58.7758102 sigma in 40act. ( 61.1769028 sig out 1act.) RANK 24 NODE 37 --> 56.1682167 sigma in 40act. ( 52.4923668 sig out 1act.) RANK 25 NODE 33 --> 54.2269249 sigma in 40act. ( 52.0835991 sig out 1act.) RANK 26 NODE 8 --> 52.3441162 sigma in 40act. ( 53.6374931 sig out 1act.) RANK 27 NODE 23 --> 48.0304642 sigma in 40act. ( 50.7536545 sig out 1act.) RANK 28 NODE 20 --> 45.9882088 sigma in 40act. ( 47.616127 sig out 1act.) RANK 29 NODE 3 --> 39.1344337 sigma in 40act. ( 39.7758141 sig out 1act.) RANK 30 NODE 15 --> 33.1902924 sigma in 40act. ( 29.4781685 sig out 1act.) RANK 31 NODE 9 --> 33.0550346 sigma in 40act. ( 28.760128 sig out 1act.) RANK 32 NODE 22 --> 32.906498 sigma in 40act. ( 32.7003365 sig out 1act.) RANK 33 NODE 25 --> 30.3694592 sigma in 40act. ( 28.6485271 sig out 1act.) RANK 34 NODE 7 --> 24.222435 sigma in 40act. ( 23.1119766 sig out 1act.) RANK 35 NODE 5 --> 22.0474148 sigma in 40act. ( 18.9506512 sig out 1act.) RANK 36 NODE 17 --> 19.1607628 sigma in 40act. ( 17.5115013 sig out 1act.) RANK 37 NODE 40 --> 16.0622654 sigma in 40act. ( 12.1496792 sig out 1act.) RANK 38 NODE 10 --> 14.1518135 sigma in 40act. ( 3.11577201 sig out 1act.) RANK 39 NODE 26 --> 12.5493889 sigma in 40act. ( 7.62513781 sig out 1act.) RANK 40 NODE 18 --> 8.79016113 sigma in 40act. ( 3.04723048 sig out 1act.) sorted by output significance RANK 1 NODE 27 --> 205.679565 sigma out 1act.( 237.7612 sig in 40act.) RANK 2 NODE 13 --> 174.953125 sigma out 1act.( 230.57457 sig in 40act.) RANK 3 NODE 21 --> 157.873947 sigma out 1act.( 188.131439 sig in 40act.) RANK 4 NODE 29 --> 124.550117 sigma out 1act.( 109.868729 sig in 40act.) RANK 5 NODE 24 --> 117.371056 sigma out 1act.( 147.384979 sig in 40act.) RANK 6 NODE 30 --> 103.296471 sigma out 1act.( 98.5883636 sig in 40act.) RANK 7 NODE 38 --> 101.99559 sigma out 1act.( 99.588707 sig in 40act.) RANK 8 NODE 34 --> 92.1800995 sigma out 1act.( 102.497665 sig in 40act.) RANK 9 NODE 19 --> 92.076088 sigma out 1act.( 99.8517532 sig in 40act.) RANK 10 NODE 36 --> 80.8494873 sigma out 1act.( 90.4587555 sig in 40act.) RANK 11 NODE 31 --> 80.5561371 sigma out 1act.( 75.8302155 sig in 40act.) RANK 12 NODE 28 --> 80.0538254 sigma out 1act.( 79.8764877 sig in 40act.) RANK 13 NODE 11 --> 79.4410248 sigma out 1act.( 76.6208572 sig in 40act.) RANK 14 NODE 32 --> 75.8613739 sigma out 1act.( 74.3909912 sig in 40act.) RANK 15 NODE 14 --> 72.2910004 sigma out 1act.( 72.6652985 sig in 40act.) RANK 16 NODE 2 --> 70.4290543 sigma out 1act.( 79.3029556 sig in 40act.) RANK 17 NODE 12 --> 66.9916992 sigma out 1act.( 68.6915817 sig in 40act.) RANK 18 NODE 6 --> 65.1106033 sigma out 1act.( 65.1100006 sig in 40act.) RANK 19 NODE 39 --> 64.9970932 sigma out 1act.( 66.1412201 sig in 40act.) RANK 20 NODE 4 --> 64.5451126 sigma out 1act.( 62.9846039 sig in 40act.) RANK 21 NODE 35 --> 64.2482529 sigma out 1act.( 68.2309036 sig in 40act.) RANK 22 NODE 16 --> 62.7455254 sigma out 1act.( 60.0667343 sig in 40act.) RANK 23 NODE 1 --> 61.1769028 sigma out 1act.( 58.7758102 sig in 40act.) RANK 24 NODE 8 --> 53.6374931 sigma out 1act.( 52.3441162 sig in 40act.) RANK 25 NODE 37 --> 52.4923668 sigma out 1act.( 56.1682167 sig in 40act.) RANK 26 NODE 33 --> 52.0835991 sigma out 1act.( 54.2269249 sig in 40act.) RANK 27 NODE 23 --> 50.7536545 sigma out 1act.( 48.0304642 sig in 40act.) RANK 28 NODE 20 --> 47.616127 sigma out 1act.( 45.9882088 sig in 40act.) RANK 29 NODE 3 --> 39.7758141 sigma out 1act.( 39.1344337 sig in 40act.) RANK 30 NODE 22 --> 32.7003365 sigma out 1act.( 32.906498 sig in 40act.) RANK 31 NODE 15 --> 29.4781685 sigma out 1act.( 33.1902924 sig in 40act.) RANK 32 NODE 9 --> 28.760128 sigma out 1act.( 33.0550346 sig in 40act.) RANK 33 NODE 25 --> 28.6485271 sigma out 1act.( 30.3694592 sig in 40act.) RANK 34 NODE 7 --> 23.1119766 sigma out 1act.( 24.222435 sig in 40act.) RANK 35 NODE 5 --> 18.9506512 sigma out 1act.( 22.0474148 sig in 40act.) RANK 36 NODE 17 --> 17.5115013 sigma out 1act.( 19.1607628 sig in 40act.) RANK 37 NODE 40 --> 12.1496792 sigma out 1act.( 16.0622654 sig in 40act.) RANK 38 NODE 26 --> 7.62513781 sigma out 1act.( 12.5493889 sig in 40act.) RANK 39 NODE 10 --> 3.11577201 sigma out 1act.( 14.1518135 sig in 40act.) RANK 40 NODE 18 --> 3.04723048 sigma out 1act.( 8.79016113 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 505.536743 sigma in 40 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.399969459 *** contribution from regularisation: 0.00260785269 *** contribution from error: -0.402577311 *** contribution from DIAG: 0.000181208248 *********************************************** ENTER BFGS code FG_LNSRCH -399788.256 -0.0978626981 910.020508 EXIT FROM BFGS code NEW_X -399788.256 -0.0978626981 910.020508 ENTER BFGS code NEW_X -399788.256 -0.0978626981 910.020508 EXIT FROM BFGS code FG_LNSRCH 0. -0.0895712078 0. --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.401394784 *** contribution from regularisation: 0.0026305702 *** contribution from error: -0.404025346 *** contribution from DIAG: 0.000178690505 *********************************************** ENTER BFGS code FG_LNSRCH -401216.103 -0.0895712078 1102.54773 EXIT FROM BFGS code NEW_X -401216.103 -0.0895712078 1102.54773 ENTER BFGS code NEW_X -401216.103 -0.0895712078 1102.54773 EXIT FROM BFGS code FG_LNSRCH 0. -0.0888470411 0. --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.403520346 *** contribution from regularisation: 0.00266081817 *** contribution from error: -0.406181157 *** contribution from DIAG: 0.000181353316 *********************************************** ENTER BFGS code FG_LNSRCH -403338.98 -0.0888470411 797.064941 EXIT FROM BFGS code NEW_X -403338.98 -0.0888470411 797.064941 ENTER BFGS code NEW_X -403338.98 -0.0888470411 797.064941 EXIT FROM BFGS code FG_LNSRCH 0. -0.0886971131 0. --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.403927177 *** contribution from regularisation: 0.00265482813 *** contribution from error: -0.406581998 *** contribution from DIAG: 0.000182033356 *********************************************** ENTER BFGS code FG_LNSRCH -403745.144 -0.0886971131 804.57074 EXIT FROM BFGS code NEW_X -403745.144 -0.0886971131 804.57074 ENTER BFGS code NEW_X -403745.144 -0.0886971131 804.57074 EXIT FROM BFGS code FG_LNSRCH 0. -0.0857823193 0. --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.404684931 *** contribution from regularisation: 0.0026516018 *** contribution from error: -0.407336533 *** contribution from DIAG: 0.000182730117 *********************************************** ENTER BFGS code FG_LNSRCH -404502.202 -0.0857823193 527.350708 EXIT FROM BFGS code NEW_X -404502.202 -0.0857823193 527.350708 ENTER BFGS code NEW_X -404502.202 -0.0857823193 527.350708 EXIT FROM BFGS code FG_LNSRCH 0. -0.079598248 0. --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.405714273 *** contribution from regularisation: 0.00265816273 *** contribution from error: -0.408372432 *** contribution from DIAG: 0.000183248718 *********************************************** ENTER BFGS code FG_LNSRCH -405531.024 -0.079598248 -63.4491882 EXIT FROM BFGS code NEW_X -405531.024 -0.079598248 -63.4491882 ENTER BFGS code NEW_X -405531.024 -0.079598248 -63.4491882 EXIT FROM BFGS code FG_LNSRCH 0. -0.0724120513 0. --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.405898988 *** contribution from regularisation: 0.00268196804 *** contribution from error: -0.408580959 *** contribution from DIAG: 0.000183628043 *********************************************** ENTER BFGS code FG_LNSRCH -405715.364 -0.0724120513 -818.698486 EXIT FROM BFGS code NEW_X -405715.364 -0.0724120513 -818.698486 ENTER BFGS code NEW_X -405715.364 -0.0724120513 -818.698486 EXIT FROM BFGS code FG_LNSRCH 0. -0.0722590089 0. --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.406804234 *** contribution from regularisation: 0.00270390837 *** contribution from error: -0.409508139 *** contribution from DIAG: 0.000184035147 *********************************************** ENTER BFGS code FG_LNSRCH -406620.19 -0.0722590089 -613.822754 EXIT FROM BFGS code NEW_X -406620.19 -0.0722590089 -613.822754 ENTER BFGS code NEW_X -406620.19 -0.0722590089 -613.822754 EXIT FROM BFGS code FG_LNSRCH 0. -0.0721477494 0. --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.407176614 *** contribution from regularisation: 0.00270198798 *** contribution from error: -0.409878612 *** contribution from DIAG: 0.000183522949 *********************************************** ENTER BFGS code FG_LNSRCH -406993.099 -0.0721477494 -174.566772 EXIT FROM BFGS code NEW_X -406993.099 -0.0721477494 -174.566772 ENTER BFGS code NEW_X -406993.099 -0.0721477494 -174.566772 EXIT FROM BFGS code FG_LNSRCH 0. -0.0701407641 0. --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.407698691 *** contribution from regularisation: 0.00271682022 *** contribution from error: -0.4104155 *** contribution from DIAG: 0.000181014926 *********************************************** ENTER BFGS code FG_LNSRCH -407517.688 -0.0701407641 631.876831 EXIT FROM BFGS code NEW_X -407517.688 -0.0701407641 631.876831 ENTER BFGS code NEW_X -407517.688 -0.0701407641 631.876831 EXIT FROM BFGS code FG_LNSRCH 0. -0.0652155653 0. --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 4 --> 234.912628 sigma out 40 active outputs RANK 2 NODE 2 --> 210.979507 sigma out 40 active outputs RANK 3 NODE 5 --> 205.835388 sigma out 40 active outputs RANK 4 NODE 3 --> 202.788361 sigma out 40 active outputs RANK 5 NODE 7 --> 180.197205 sigma out 40 active outputs RANK 6 NODE 1 --> 144.104019 sigma out 40 active outputs RANK 7 NODE 6 --> 133.302734 sigma out 40 active outputs RANK 8 NODE 8 --> 123.081802 sigma out 40 active outputs RANK 9 NODE 38 --> 101.295074 sigma out 40 active outputs RANK 10 NODE 10 --> 98.9206238 sigma out 40 active outputs RANK 11 NODE 21 --> 84.6664047 sigma out 40 active outputs RANK 12 NODE 11 --> 84.6650009 sigma out 40 active outputs RANK 13 NODE 9 --> 82.8669357 sigma out 40 active outputs RANK 14 NODE 16 --> 81.8246155 sigma out 40 active outputs RANK 15 NODE 17 --> 78.8870239 sigma out 40 active outputs RANK 16 NODE 18 --> 77.406456 sigma out 40 active outputs RANK 17 NODE 20 --> 76.513092 sigma out 40 active outputs RANK 18 NODE 19 --> 75.2206268 sigma out 40 active outputs RANK 19 NODE 23 --> 74.8199463 sigma out 40 active outputs RANK 20 NODE 14 --> 74.7719269 sigma out 40 active outputs RANK 21 NODE 12 --> 73.1980515 sigma out 40 active outputs RANK 22 NODE 22 --> 72.4413452 sigma out 40 active outputs RANK 23 NODE 35 --> 68.3632126 sigma out 40 active outputs RANK 24 NODE 30 --> 61.2728844 sigma out 40 active outputs RANK 25 NODE 13 --> 59.6358604 sigma out 40 active outputs RANK 26 NODE 24 --> 59.2685471 sigma out 40 active outputs RANK 27 NODE 25 --> 57.9843216 sigma out 40 active outputs RANK 28 NODE 26 --> 53.7733727 sigma out 40 active outputs RANK 29 NODE 31 --> 52.7727509 sigma out 40 active outputs RANK 30 NODE 27 --> 42.5839157 sigma out 40 active outputs RANK 31 NODE 28 --> 42.2430229 sigma out 40 active outputs RANK 32 NODE 15 --> 42.1031952 sigma out 40 active outputs RANK 33 NODE 32 --> 39.0390892 sigma out 40 active outputs RANK 34 NODE 29 --> 37.49963 sigma out 40 active outputs RANK 35 NODE 33 --> 36.9404831 sigma out 40 active outputs RANK 36 NODE 39 --> 30.7172546 sigma out 40 active outputs RANK 37 NODE 36 --> 28.6538982 sigma out 40 active outputs RANK 38 NODE 34 --> 28.0679436 sigma out 40 active outputs RANK 39 NODE 37 --> 18.8032932 sigma out 40 active outputs RANK 40 NODE 40 --> 15.1242409 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 282.71933 sigma in 40act. ( 250.064224 sig out 1act.) RANK 2 NODE 13 --> 241.966492 sigma in 40act. ( 189.302505 sig out 1act.) RANK 3 NODE 21 --> 195.055084 sigma in 40act. ( 169.2146 sig out 1act.) RANK 4 NODE 24 --> 161.275513 sigma in 40act. ( 131.186111 sig out 1act.) RANK 5 NODE 29 --> 135.274323 sigma in 40act. ( 150.085159 sig out 1act.) RANK 6 NODE 34 --> 128.529007 sigma in 40act. ( 115.730766 sig out 1act.) RANK 7 NODE 19 --> 124.127876 sigma in 40act. ( 117.622414 sig out 1act.) RANK 8 NODE 38 --> 121.93734 sigma in 40act. ( 126.806099 sig out 1act.) RANK 9 NODE 30 --> 110.331894 sigma in 40act. ( 114.491623 sig out 1act.) RANK 10 NODE 28 --> 100.212746 sigma in 40act. ( 100.388252 sig out 1act.) RANK 11 NODE 31 --> 96.7353592 sigma in 40act. ( 106.803368 sig out 1act.) RANK 12 NODE 36 --> 94.916687 sigma in 40act. ( 87.645195 sig out 1act.) RANK 13 NODE 2 --> 85.405777 sigma in 40act. ( 78.2608719 sig out 1act.) RANK 14 NODE 16 --> 84.5365829 sigma in 40act. ( 93.1210403 sig out 1act.) RANK 15 NODE 35 --> 82.9687958 sigma in 40act. ( 80.4235764 sig out 1act.) RANK 16 NODE 39 --> 82.7384491 sigma in 40act. ( 82.6254959 sig out 1act.) RANK 17 NODE 11 --> 76.9577866 sigma in 40act. ( 81.729599 sig out 1act.) RANK 18 NODE 32 --> 75.3122711 sigma in 40act. ( 85.911644 sig out 1act.) RANK 19 NODE 12 --> 71.6267776 sigma in 40act. ( 73.5889359 sig out 1act.) RANK 20 NODE 6 --> 70.9957886 sigma in 40act. ( 73.4595718 sig out 1act.) RANK 21 NODE 14 --> 66.7928467 sigma in 40act. ( 66.4555054 sig out 1act.) RANK 22 NODE 4 --> 65.2006149 sigma in 40act. ( 66.9269714 sig out 1act.) RANK 23 NODE 8 --> 65.0086823 sigma in 40act. ( 67.3082962 sig out 1act.) RANK 24 NODE 1 --> 64.7681122 sigma in 40act. ( 68.1676254 sig out 1act.) RANK 25 NODE 33 --> 63.9302139 sigma in 40act. ( 62.7529526 sig out 1act.) RANK 26 NODE 23 --> 56.2727203 sigma in 40act. ( 60.462986 sig out 1act.) RANK 27 NODE 37 --> 55.8413277 sigma in 40act. ( 52.1305351 sig out 1act.) RANK 28 NODE 3 --> 54.6524849 sigma in 40act. ( 56.01091 sig out 1act.) RANK 29 NODE 20 --> 49.69207 sigma in 40act. ( 51.729969 sig out 1act.) RANK 30 NODE 25 --> 40.7689667 sigma in 40act. ( 39.2236519 sig out 1act.) RANK 31 NODE 15 --> 38.1513023 sigma in 40act. ( 34.3483887 sig out 1act.) RANK 32 NODE 22 --> 37.506897 sigma in 40act. ( 37.2742119 sig out 1act.) RANK 33 NODE 9 --> 34.594059 sigma in 40act. ( 29.9007072 sig out 1act.) RANK 34 NODE 7 --> 32.117115 sigma in 40act. ( 31.8914185 sig out 1act.) RANK 35 NODE 5 --> 30.8737621 sigma in 40act. ( 28.5272083 sig out 1act.) RANK 36 NODE 17 --> 21.3810425 sigma in 40act. ( 20.0956764 sig out 1act.) RANK 37 NODE 40 --> 17.5750923 sigma in 40act. ( 14.1082563 sig out 1act.) RANK 38 NODE 10 --> 16.7722359 sigma in 40act. ( 9.17765141 sig out 1act.) RANK 39 NODE 26 --> 14.0841188 sigma in 40act. ( 9.86255264 sig out 1act.) RANK 40 NODE 18 --> 9.23675442 sigma in 40act. ( 4.10273552 sig out 1act.) sorted by output significance RANK 1 NODE 27 --> 250.064224 sigma out 1act.( 282.71933 sig in 40act.) RANK 2 NODE 13 --> 189.302505 sigma out 1act.( 241.966492 sig in 40act.) RANK 3 NODE 21 --> 169.2146 sigma out 1act.( 195.055084 sig in 40act.) RANK 4 NODE 29 --> 150.085159 sigma out 1act.( 135.274323 sig in 40act.) RANK 5 NODE 24 --> 131.186111 sigma out 1act.( 161.275513 sig in 40act.) RANK 6 NODE 38 --> 126.806099 sigma out 1act.( 121.93734 sig in 40act.) RANK 7 NODE 19 --> 117.622414 sigma out 1act.( 124.127876 sig in 40act.) RANK 8 NODE 34 --> 115.730766 sigma out 1act.( 128.529007 sig in 40act.) RANK 9 NODE 30 --> 114.491623 sigma out 1act.( 110.331894 sig in 40act.) RANK 10 NODE 31 --> 106.803368 sigma out 1act.( 96.7353592 sig in 40act.) RANK 11 NODE 28 --> 100.388252 sigma out 1act.( 100.212746 sig in 40act.) RANK 12 NODE 16 --> 93.1210403 sigma out 1act.( 84.5365829 sig in 40act.) RANK 13 NODE 36 --> 87.645195 sigma out 1act.( 94.916687 sig in 40act.) RANK 14 NODE 32 --> 85.911644 sigma out 1act.( 75.3122711 sig in 40act.) RANK 15 NODE 39 --> 82.6254959 sigma out 1act.( 82.7384491 sig in 40act.) RANK 16 NODE 11 --> 81.729599 sigma out 1act.( 76.9577866 sig in 40act.) RANK 17 NODE 35 --> 80.4235764 sigma out 1act.( 82.9687958 sig in 40act.) RANK 18 NODE 2 --> 78.2608719 sigma out 1act.( 85.405777 sig in 40act.) RANK 19 NODE 12 --> 73.5889359 sigma out 1act.( 71.6267776 sig in 40act.) RANK 20 NODE 6 --> 73.4595718 sigma out 1act.( 70.9957886 sig in 40act.) RANK 21 NODE 1 --> 68.1676254 sigma out 1act.( 64.7681122 sig in 40act.) RANK 22 NODE 8 --> 67.3082962 sigma out 1act.( 65.0086823 sig in 40act.) RANK 23 NODE 4 --> 66.9269714 sigma out 1act.( 65.2006149 sig in 40act.) RANK 24 NODE 14 --> 66.4555054 sigma out 1act.( 66.7928467 sig in 40act.) RANK 25 NODE 33 --> 62.7529526 sigma out 1act.( 63.9302139 sig in 40act.) RANK 26 NODE 23 --> 60.462986 sigma out 1act.( 56.2727203 sig in 40act.) RANK 27 NODE 3 --> 56.01091 sigma out 1act.( 54.6524849 sig in 40act.) RANK 28 NODE 37 --> 52.1305351 sigma out 1act.( 55.8413277 sig in 40act.) RANK 29 NODE 20 --> 51.729969 sigma out 1act.( 49.69207 sig in 40act.) RANK 30 NODE 25 --> 39.2236519 sigma out 1act.( 40.7689667 sig in 40act.) RANK 31 NODE 22 --> 37.2742119 sigma out 1act.( 37.506897 sig in 40act.) RANK 32 NODE 15 --> 34.3483887 sigma out 1act.( 38.1513023 sig in 40act.) RANK 33 NODE 7 --> 31.8914185 sigma out 1act.( 32.117115 sig in 40act.) RANK 34 NODE 9 --> 29.9007072 sigma out 1act.( 34.594059 sig in 40act.) RANK 35 NODE 5 --> 28.5272083 sigma out 1act.( 30.8737621 sig in 40act.) RANK 36 NODE 17 --> 20.0956764 sigma out 1act.( 21.3810425 sig in 40act.) RANK 37 NODE 40 --> 14.1082563 sigma out 1act.( 17.5750923 sig in 40act.) RANK 38 NODE 26 --> 9.86255264 sigma out 1act.( 14.0841188 sig in 40act.) RANK 39 NODE 10 --> 9.17765141 sigma out 1act.( 16.7722359 sig in 40act.) RANK 40 NODE 18 --> 4.10273552 sigma out 1act.( 9.23675442 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 589.164001 sigma in 40 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.408212125 *** contribution from regularisation: 0.00273729325 *** contribution from error: -0.410949409 *** contribution from DIAG: 0.000175644178 *********************************************** ENTER BFGS code FG_LNSRCH -408036.48 -0.0652155653 1524.86536 EXIT FROM BFGS code NEW_X -408036.48 -0.0652155653 1524.86536 ENTER BFGS code NEW_X -408036.48 -0.0652155653 1524.86536 EXIT FROM BFGS code FG_LNSRCH 0. -0.0602995828 0. --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.408758253 *** contribution from regularisation: 0.00275430107 *** contribution from error: -0.411512554 *** contribution from DIAG: 0.000174347442 *********************************************** ENTER BFGS code FG_LNSRCH -408583.9 -0.0602995828 1560.43591 EXIT FROM BFGS code NEW_X -408583.9 -0.0602995828 1560.43591 ENTER BFGS code NEW_X -408583.9 -0.0602995828 1560.43591 EXIT FROM BFGS code FG_LNSRCH 0. -0.0566348694 0. --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.409057111 *** contribution from regularisation: 0.00276201032 *** contribution from error: -0.41181913 *** contribution from DIAG: 0.000173709894 *********************************************** ENTER BFGS code FG_LNSRCH -408883.386 -0.0566348694 1104.69727 EXIT FROM BFGS code NEW_X -408883.386 -0.0566348694 1104.69727 ENTER BFGS code NEW_X -408883.386 -0.0566348694 1104.69727 EXIT FROM BFGS code FG_LNSRCH 0. -0.0545232072 0. --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.409247905 *** contribution from regularisation: 0.00276091765 *** contribution from error: -0.412008822 *** contribution from DIAG: 0.000174215427 *********************************************** ENTER BFGS code FG_LNSRCH -409073.683 -0.0545232072 688.339294 EXIT FROM BFGS code NEW_X -409073.683 -0.0545232072 688.339294 ENTER BFGS code NEW_X -409073.683 -0.0545232072 688.339294 EXIT FROM BFGS code FG_LNSRCH 0. -0.0484949946 0. --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.409642398 *** contribution from regularisation: 0.00277192192 *** contribution from error: -0.412414312 *** contribution from DIAG: 0.000176881338 *********************************************** ENTER BFGS code FG_LNSRCH -409465.525 -0.0484949946 -556.084778 EXIT FROM BFGS code NEW_X -409465.525 -0.0484949946 -556.084778 ENTER BFGS code NEW_X -409465.525 -0.0484949946 -556.084778 EXIT FROM BFGS code FG_LNSRCH 0. -0.0444277786 0. --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.409956127 *** contribution from regularisation: 0.0027771052 *** contribution from error: -0.412733227 *** contribution from DIAG: 0.000177598093 *********************************************** ENTER BFGS code FG_LNSRCH -409778.521 -0.0444277786 -747.155884 EXIT FROM BFGS code NEW_X -409778.521 -0.0444277786 -747.155884 ENTER BFGS code NEW_X -409778.521 -0.0444277786 -747.155884 EXIT FROM BFGS code FG_LNSRCH 0. -0.0399607159 0. --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.41023165 *** contribution from regularisation: 0.0027870608 *** contribution from error: -0.413018703 *** contribution from DIAG: 0.000179660463 *********************************************** ENTER BFGS code FG_LNSRCH -410051.989 -0.0399607159 -831.052185 EXIT FROM BFGS code NEW_X -410051.989 -0.0399607159 -831.052185 ENTER BFGS code NEW_X -410051.989 -0.0399607159 -831.052185 EXIT FROM BFGS code FG_LNSRCH 0. -0.0395647697 0. --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.410458237 *** contribution from regularisation: 0.00277503743 *** contribution from error: -0.41323328 *** contribution from DIAG: 0.00017860232 *********************************************** ENTER BFGS code FG_LNSRCH -410279.642 -0.0395647697 -387.354248 EXIT FROM BFGS code NEW_X -410279.642 -0.0395647697 -387.354248 ENTER BFGS code NEW_X -410279.642 -0.0395647697 -387.354248 EXIT FROM BFGS code FG_LNSRCH 0. -0.039529752 0. --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.410680473 *** contribution from regularisation: 0.00277871592 *** contribution from error: -0.413459182 *** contribution from DIAG: 0.000178051981 *********************************************** ENTER BFGS code FG_LNSRCH -410502.416 -0.039529752 385.661194 EXIT FROM BFGS code NEW_X -410502.416 -0.039529752 385.661194 ENTER BFGS code NEW_X -410502.416 -0.039529752 385.661194 EXIT FROM BFGS code FG_LNSRCH 0. -0.0378397331 0. --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.41112712 *** contribution from regularisation: 0.00279333699 *** contribution from error: -0.413920462 *** contribution from DIAG: 0.000178041257 *********************************************** ENTER BFGS code FG_LNSRCH -410949.081 -0.0378397331 1712.04297 EXIT FROM BFGS code NEW_X -410949.081 -0.0378397331 1712.04297 ENTER BFGS code NEW_X -410949.081 -0.0378397331 1712.04297 EXIT FROM BFGS code FG_LNSRCH 0. -0.0287319515 0. --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 4 --> 270.475861 sigma out 40 active outputs RANK 2 NODE 2 --> 258.928467 sigma out 40 active outputs RANK 3 NODE 5 --> 250.896545 sigma out 40 active outputs RANK 4 NODE 3 --> 248.049698 sigma out 40 active outputs RANK 5 NODE 7 --> 205.94754 sigma out 40 active outputs RANK 6 NODE 6 --> 182.00531 sigma out 40 active outputs RANK 7 NODE 1 --> 179.576248 sigma out 40 active outputs RANK 8 NODE 8 --> 148.712418 sigma out 40 active outputs RANK 9 NODE 10 --> 118.840172 sigma out 40 active outputs RANK 10 NODE 38 --> 104.379074 sigma out 40 active outputs RANK 11 NODE 11 --> 96.7855988 sigma out 40 active outputs RANK 12 NODE 9 --> 90.6385422 sigma out 40 active outputs RANK 13 NODE 17 --> 88.0690689 sigma out 40 active outputs RANK 14 NODE 21 --> 86.8356171 sigma out 40 active outputs RANK 15 NODE 16 --> 84.2774277 sigma out 40 active outputs RANK 16 NODE 20 --> 77.7314911 sigma out 40 active outputs RANK 17 NODE 14 --> 76.9812698 sigma out 40 active outputs RANK 18 NODE 18 --> 74.1613235 sigma out 40 active outputs RANK 19 NODE 19 --> 73.8000641 sigma out 40 active outputs RANK 20 NODE 23 --> 71.4022598 sigma out 40 active outputs RANK 21 NODE 12 --> 69.379425 sigma out 40 active outputs RANK 22 NODE 22 --> 68.032608 sigma out 40 active outputs RANK 23 NODE 30 --> 65.5003662 sigma out 40 active outputs RANK 24 NODE 13 --> 61.9255257 sigma out 40 active outputs RANK 25 NODE 25 --> 59.5174179 sigma out 40 active outputs RANK 26 NODE 26 --> 58.1834221 sigma out 40 active outputs RANK 27 NODE 35 --> 58.0905304 sigma out 40 active outputs RANK 28 NODE 24 --> 57.7711639 sigma out 40 active outputs RANK 29 NODE 31 --> 53.9528275 sigma out 40 active outputs RANK 30 NODE 15 --> 45.9304657 sigma out 40 active outputs RANK 31 NODE 27 --> 41.0193062 sigma out 40 active outputs RANK 32 NODE 28 --> 39.2425995 sigma out 40 active outputs RANK 33 NODE 32 --> 36.8280373 sigma out 40 active outputs RANK 34 NODE 29 --> 36.7926521 sigma out 40 active outputs RANK 35 NODE 33 --> 36.0261154 sigma out 40 active outputs RANK 36 NODE 39 --> 33.3234024 sigma out 40 active outputs RANK 37 NODE 36 --> 27.8194885 sigma out 40 active outputs RANK 38 NODE 34 --> 27.2590256 sigma out 40 active outputs RANK 39 NODE 37 --> 18.6484947 sigma out 40 active outputs RANK 40 NODE 40 --> 15.0229683 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 328.20343 sigma in 40act. ( 284.806732 sig out 1act.) RANK 2 NODE 13 --> 285.378326 sigma in 40act. ( 228.670013 sig out 1act.) RANK 3 NODE 21 --> 212.854218 sigma in 40act. ( 198.095093 sig out 1act.) RANK 4 NODE 24 --> 185.955383 sigma in 40act. ( 159.797272 sig out 1act.) RANK 5 NODE 29 --> 168.630219 sigma in 40act. ( 178.496368 sig out 1act.) RANK 6 NODE 34 --> 151.610062 sigma in 40act. ( 137.919144 sig out 1act.) RANK 7 NODE 19 --> 147.628738 sigma in 40act. ( 149.097107 sig out 1act.) RANK 8 NODE 38 --> 143.225128 sigma in 40act. ( 154.068298 sig out 1act.) RANK 9 NODE 30 --> 132.669113 sigma in 40act. ( 133.301041 sig out 1act.) RANK 10 NODE 28 --> 131.475662 sigma in 40act. ( 128.498047 sig out 1act.) RANK 11 NODE 31 --> 125.357384 sigma in 40act. ( 132.61882 sig out 1act.) RANK 12 NODE 16 --> 110.651093 sigma in 40act. ( 130.035614 sig out 1act.) RANK 13 NODE 36 --> 99.9141998 sigma in 40act. ( 95.4497681 sig out 1act.) RANK 14 NODE 39 --> 99.6588211 sigma in 40act. ( 103.170792 sig out 1act.) RANK 15 NODE 35 --> 94.2471695 sigma in 40act. ( 94.6523209 sig out 1act.) RANK 16 NODE 2 --> 91.6590195 sigma in 40act. ( 86.3731537 sig out 1act.) RANK 17 NODE 32 --> 85.4666748 sigma in 40act. ( 103.642052 sig out 1act.) RANK 18 NODE 11 --> 83.5264816 sigma in 40act. ( 89.3910828 sig out 1act.) RANK 19 NODE 12 --> 81.5001297 sigma in 40act. ( 87.3318405 sig out 1act.) RANK 20 NODE 6 --> 74.2798691 sigma in 40act. ( 81.2259674 sig out 1act.) RANK 21 NODE 1 --> 70.7083282 sigma in 40act. ( 75.1400223 sig out 1act.) RANK 22 NODE 8 --> 68.8577881 sigma in 40act. ( 71.5176697 sig out 1act.) RANK 23 NODE 33 --> 67.7965393 sigma in 40act. ( 70.6113968 sig out 1act.) RANK 24 NODE 4 --> 65.3985748 sigma in 40act. ( 67.1986389 sig out 1act.) RANK 25 NODE 14 --> 61.8507843 sigma in 40act. ( 61.530323 sig out 1act.) RANK 26 NODE 23 --> 60.9912872 sigma in 40act. ( 65.9745026 sig out 1act.) RANK 27 NODE 3 --> 60.6602058 sigma in 40act. ( 62.7700005 sig out 1act.) RANK 28 NODE 25 --> 52.8870544 sigma in 40act. ( 51.0981369 sig out 1act.) RANK 29 NODE 37 --> 50.7304955 sigma in 40act. ( 47.411499 sig out 1act.) RANK 30 NODE 20 --> 45.7975502 sigma in 40act. ( 48.0572166 sig out 1act.) RANK 31 NODE 22 --> 38.4795532 sigma in 40act. ( 38.1088142 sig out 1act.) RANK 32 NODE 15 --> 37.6466789 sigma in 40act. ( 34.6264343 sig out 1act.) RANK 33 NODE 7 --> 35.8346176 sigma in 40act. ( 35.4609299 sig out 1act.) RANK 34 NODE 9 --> 31.356142 sigma in 40act. ( 26.8665371 sig out 1act.) RANK 35 NODE 5 --> 30.3974056 sigma in 40act. ( 28.2573376 sig out 1act.) RANK 36 NODE 10 --> 22.3929462 sigma in 40act. ( 17.8461456 sig out 1act.) RANK 37 NODE 17 --> 22.350872 sigma in 40act. ( 21.5271988 sig out 1act.) RANK 38 NODE 40 --> 19.1736012 sigma in 40act. ( 16.4064522 sig out 1act.) RANK 39 NODE 26 --> 11.9919529 sigma in 40act. ( 6.5895071 sig out 1act.) RANK 40 NODE 18 --> 9.25597382 sigma in 40act. ( 4.83510399 sig out 1act.) sorted by output significance RANK 1 NODE 27 --> 284.806732 sigma out 1act.( 328.20343 sig in 40act.) RANK 2 NODE 13 --> 228.670013 sigma out 1act.( 285.378326 sig in 40act.) RANK 3 NODE 21 --> 198.095093 sigma out 1act.( 212.854218 sig in 40act.) RANK 4 NODE 29 --> 178.496368 sigma out 1act.( 168.630219 sig in 40act.) RANK 5 NODE 24 --> 159.797272 sigma out 1act.( 185.955383 sig in 40act.) RANK 6 NODE 38 --> 154.068298 sigma out 1act.( 143.225128 sig in 40act.) RANK 7 NODE 19 --> 149.097107 sigma out 1act.( 147.628738 sig in 40act.) RANK 8 NODE 34 --> 137.919144 sigma out 1act.( 151.610062 sig in 40act.) RANK 9 NODE 30 --> 133.301041 sigma out 1act.( 132.669113 sig in 40act.) RANK 10 NODE 31 --> 132.61882 sigma out 1act.( 125.357384 sig in 40act.) RANK 11 NODE 16 --> 130.035614 sigma out 1act.( 110.651093 sig in 40act.) RANK 12 NODE 28 --> 128.498047 sigma out 1act.( 131.475662 sig in 40act.) RANK 13 NODE 32 --> 103.642052 sigma out 1act.( 85.4666748 sig in 40act.) RANK 14 NODE 39 --> 103.170792 sigma out 1act.( 99.6588211 sig in 40act.) RANK 15 NODE 36 --> 95.4497681 sigma out 1act.( 99.9141998 sig in 40act.) RANK 16 NODE 35 --> 94.6523209 sigma out 1act.( 94.2471695 sig in 40act.) RANK 17 NODE 11 --> 89.3910828 sigma out 1act.( 83.5264816 sig in 40act.) RANK 18 NODE 12 --> 87.3318405 sigma out 1act.( 81.5001297 sig in 40act.) RANK 19 NODE 2 --> 86.3731537 sigma out 1act.( 91.6590195 sig in 40act.) RANK 20 NODE 6 --> 81.2259674 sigma out 1act.( 74.2798691 sig in 40act.) RANK 21 NODE 1 --> 75.1400223 sigma out 1act.( 70.7083282 sig in 40act.) RANK 22 NODE 8 --> 71.5176697 sigma out 1act.( 68.8577881 sig in 40act.) RANK 23 NODE 33 --> 70.6113968 sigma out 1act.( 67.7965393 sig in 40act.) RANK 24 NODE 4 --> 67.1986389 sigma out 1act.( 65.3985748 sig in 40act.) RANK 25 NODE 23 --> 65.9745026 sigma out 1act.( 60.9912872 sig in 40act.) RANK 26 NODE 3 --> 62.7700005 sigma out 1act.( 60.6602058 sig in 40act.) RANK 27 NODE 14 --> 61.530323 sigma out 1act.( 61.8507843 sig in 40act.) RANK 28 NODE 25 --> 51.0981369 sigma out 1act.( 52.8870544 sig in 40act.) RANK 29 NODE 20 --> 48.0572166 sigma out 1act.( 45.7975502 sig in 40act.) RANK 30 NODE 37 --> 47.411499 sigma out 1act.( 50.7304955 sig in 40act.) RANK 31 NODE 22 --> 38.1088142 sigma out 1act.( 38.4795532 sig in 40act.) RANK 32 NODE 7 --> 35.4609299 sigma out 1act.( 35.8346176 sig in 40act.) RANK 33 NODE 15 --> 34.6264343 sigma out 1act.( 37.6466789 sig in 40act.) RANK 34 NODE 5 --> 28.2573376 sigma out 1act.( 30.3974056 sig in 40act.) RANK 35 NODE 9 --> 26.8665371 sigma out 1act.( 31.356142 sig in 40act.) RANK 36 NODE 17 --> 21.5271988 sigma out 1act.( 22.350872 sig in 40act.) RANK 37 NODE 10 --> 17.8461456 sigma out 1act.( 22.3929462 sig in 40act.) RANK 38 NODE 40 --> 16.4064522 sigma out 1act.( 19.1736012 sig in 40act.) RANK 39 NODE 26 --> 6.5895071 sigma out 1act.( 11.9919529 sig in 40act.) RANK 40 NODE 18 --> 4.83510399 sigma out 1act.( 9.25597382 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 692.096008 sigma in 40 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.411977828 *** contribution from regularisation: 0.00283318572 *** contribution from error: -0.414811015 *** contribution from DIAG: 0.000180477349 *********************************************** ENTER BFGS code FG_LNSRCH -411797.357 -0.0287319515 1618.53284 EXIT FROM BFGS code NEW_X -411797.357 -0.0287319515 1618.53284 ENTER BFGS code NEW_X -411797.357 -0.0287319515 1618.53284 EXIT FROM BFGS code FG_LNSRCH 0. -0.011974141 0. --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.412606567 *** contribution from regularisation: 0.00290480349 *** contribution from error: -0.41551137 *** contribution from DIAG: 0.000186716905 *********************************************** ENTER BFGS code FG_LNSRCH -412419.845 -0.011974141 2166.35132 EXIT FROM BFGS code NEW_X -412419.845 -0.011974141 2166.35132 ENTER BFGS code NEW_X -412419.845 -0.011974141 2166.35132 EXIT FROM BFGS code FG_LNSRCH 0. -0.00925623719 0. --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.413620502 *** contribution from regularisation: 0.00276612421 *** contribution from error: -0.416386634 *** contribution from DIAG: 0.000187406433 *********************************************** ENTER BFGS code FG_LNSRCH -413433.105 -0.00925623719 1125.58459 EXIT FROM BFGS code NEW_X -413433.105 -0.00925623719 1125.58459 ENTER BFGS code NEW_X -413433.105 -0.00925623719 1125.58459 EXIT FROM BFGS code FG_LNSRCH 0. -0.00690149516 0. --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.414105177 *** contribution from regularisation: 0.00276333559 *** contribution from error: -0.416868508 *** contribution from DIAG: 0.000188069476 *********************************************** ENTER BFGS code FG_LNSRCH -413917.093 -0.00690149516 223.359634 EXIT FROM BFGS code NEW_X -413917.093 -0.00690149516 223.359634 ENTER BFGS code NEW_X -413917.093 -0.00690149516 223.359634 EXIT FROM BFGS code FG_LNSRCH 0. 0.00355446897 0. --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.41471678 *** contribution from regularisation: 0.00282341265 *** contribution from error: -0.417540193 *** contribution from DIAG: 0.000189159895 *********************************************** ENTER BFGS code FG_LNSRCH -414527.632 0.00355446897 -1427.25403 EXIT FROM BFGS code NEW_X -414527.632 0.00355446897 -1427.25403 ENTER BFGS code NEW_X -414527.632 0.00355446897 -1427.25403 EXIT FROM BFGS code FG_LNSRCH 0. 0.0118909758 0. --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.415338784 *** contribution from regularisation: 0.00282037025 *** contribution from error: -0.418159157 *** contribution from DIAG: 0.000190642269 *********************************************** ENTER BFGS code FG_LNSRCH -415148.154 0.0118909758 -2159.59277 EXIT FROM BFGS code NEW_X -415148.154 0.0118909758 -2159.59277 ENTER BFGS code NEW_X -415148.154 0.0118909758 -2159.59277 EXIT FROM BFGS code FG_LNSRCH 0. 0.0141348122 0. --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.415752202 *** contribution from regularisation: 0.00278728269 *** contribution from error: -0.418539494 *** contribution from DIAG: 0.000190975654 *********************************************** ENTER BFGS code FG_LNSRCH -415561.22 0.0141348122 -1548.76904 EXIT FROM BFGS code NEW_X -415561.22 0.0141348122 -1548.76904 ENTER BFGS code NEW_X -415561.22 0.0141348122 -1548.76904 EXIT FROM BFGS code FG_LNSRCH 0. 0.0231921803 0. --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.416593462 *** contribution from regularisation: 0.00288985251 *** contribution from error: -0.419483304 *** contribution from DIAG: 0.000189349113 *********************************************** ENTER BFGS code FG_LNSRCH -416404.119 0.0231921803 1245.80334 EXIT FROM BFGS code NEW_X -416404.119 0.0231921803 1245.80334 ENTER BFGS code NEW_X -416404.119 0.0231921803 1245.80334 EXIT FROM BFGS code FG_LNSRCH 0. 0.0293029808 0. --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.416813046 *** contribution from regularisation: 0.00278781564 *** contribution from error: -0.419600874 *** contribution from DIAG: 0.000193860687 *********************************************** ENTER BFGS code FG_LNSRCH -416619.189 0.0293029808 1910.07568 EXIT FROM BFGS code NEW_X -416619.189 0.0293029808 1910.07568 ENTER BFGS code NEW_X -416619.189 0.0293029808 1910.07568 EXIT FROM BFGS code FG_LNSRCH 0. 0.0301982686 0. --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.417368263 *** contribution from regularisation: 0.00275942311 *** contribution from error: -0.42012769 *** contribution from DIAG: 0.000191288942 *********************************************** ENTER BFGS code FG_LNSRCH -417176.967 0.0301982686 1579.59314 EXIT FROM BFGS code NEW_X -417176.967 0.0301982686 1579.59314 ENTER BFGS code NEW_X -417176.967 0.0301982686 1579.59314 EXIT FROM BFGS code FG_LNSRCH 0. 0.0323769227 0. --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 331.806213 sigma out 40 active outputs RANK 2 NODE 3 --> 324.455231 sigma out 40 active outputs RANK 3 NODE 4 --> 312.552216 sigma out 40 active outputs RANK 4 NODE 5 --> 310.175262 sigma out 40 active outputs RANK 5 NODE 7 --> 263.040771 sigma out 40 active outputs RANK 6 NODE 6 --> 257.494843 sigma out 40 active outputs RANK 7 NODE 1 --> 237.88063 sigma out 40 active outputs RANK 8 NODE 8 --> 188.261353 sigma out 40 active outputs RANK 9 NODE 10 --> 142.834808 sigma out 40 active outputs RANK 10 NODE 11 --> 120.677063 sigma out 40 active outputs RANK 11 NODE 9 --> 107.518364 sigma out 40 active outputs RANK 12 NODE 17 --> 102.078384 sigma out 40 active outputs RANK 13 NODE 21 --> 98.6303482 sigma out 40 active outputs RANK 14 NODE 38 --> 91.133873 sigma out 40 active outputs RANK 15 NODE 16 --> 85.3964539 sigma out 40 active outputs RANK 16 NODE 20 --> 83.1857758 sigma out 40 active outputs RANK 17 NODE 19 --> 78.4113007 sigma out 40 active outputs RANK 18 NODE 14 --> 77.2950439 sigma out 40 active outputs RANK 19 NODE 18 --> 76.9819794 sigma out 40 active outputs RANK 20 NODE 23 --> 74.431633 sigma out 40 active outputs RANK 21 NODE 12 --> 72.2311707 sigma out 40 active outputs RANK 22 NODE 26 --> 69.273613 sigma out 40 active outputs RANK 23 NODE 25 --> 67.3818665 sigma out 40 active outputs RANK 24 NODE 22 --> 66.7130585 sigma out 40 active outputs RANK 25 NODE 13 --> 62.3168182 sigma out 40 active outputs RANK 26 NODE 30 --> 61.0794106 sigma out 40 active outputs RANK 27 NODE 35 --> 57.4116707 sigma out 40 active outputs RANK 28 NODE 31 --> 56.3954048 sigma out 40 active outputs RANK 29 NODE 24 --> 53.7485199 sigma out 40 active outputs RANK 30 NODE 15 --> 48.7882423 sigma out 40 active outputs RANK 31 NODE 27 --> 39.077713 sigma out 40 active outputs RANK 32 NODE 28 --> 37.9743004 sigma out 40 active outputs RANK 33 NODE 32 --> 34.431942 sigma out 40 active outputs RANK 34 NODE 33 --> 33.9667931 sigma out 40 active outputs RANK 35 NODE 29 --> 33.6470413 sigma out 40 active outputs RANK 36 NODE 39 --> 30.6297874 sigma out 40 active outputs RANK 37 NODE 36 --> 25.2553349 sigma out 40 active outputs RANK 38 NODE 34 --> 24.0246849 sigma out 40 active outputs RANK 39 NODE 37 --> 17.8216839 sigma out 40 active outputs RANK 40 NODE 40 --> 13.5985527 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 368.55069 sigma in 40act. ( 316.042999 sig out 1act.) RANK 2 NODE 13 --> 364.904602 sigma in 40act. ( 291.942596 sig out 1act.) RANK 3 NODE 21 --> 258.032715 sigma in 40act. ( 252.488968 sig out 1act.) RANK 4 NODE 24 --> 230.576462 sigma in 40act. ( 208.178925 sig out 1act.) RANK 5 NODE 29 --> 229.622055 sigma in 40act. ( 223.351578 sig out 1act.) RANK 6 NODE 30 --> 181.092163 sigma in 40act. ( 166.222931 sig out 1act.) RANK 7 NODE 28 --> 180.447006 sigma in 40act. ( 166.013336 sig out 1act.) RANK 8 NODE 31 --> 178.473343 sigma in 40act. ( 168.773605 sig out 1act.) RANK 9 NODE 34 --> 176.929291 sigma in 40act. ( 159.815491 sig out 1act.) RANK 10 NODE 16 --> 169.532715 sigma in 40act. ( 195.117294 sig out 1act.) RANK 11 NODE 38 --> 164.62413 sigma in 40act. ( 186.94986 sig out 1act.) RANK 12 NODE 19 --> 160.577042 sigma in 40act. ( 176.661926 sig out 1act.) RANK 13 NODE 39 --> 133.552704 sigma in 40act. ( 139.959976 sig out 1act.) RANK 14 NODE 32 --> 122.101433 sigma in 40act. ( 138.332504 sig out 1act.) RANK 15 NODE 35 --> 110.818275 sigma in 40act. ( 115.090446 sig out 1act.) RANK 16 NODE 2 --> 110.210991 sigma in 40act. ( 105.765823 sig out 1act.) RANK 17 NODE 36 --> 109.934929 sigma in 40act. ( 111.893227 sig out 1act.) RANK 18 NODE 11 --> 99.9587631 sigma in 40act. ( 107.007065 sig out 1act.) RANK 19 NODE 12 --> 97.678566 sigma in 40act. ( 106.276718 sig out 1act.) RANK 20 NODE 6 --> 90.2006226 sigma in 40act. ( 98.7176208 sig out 1act.) RANK 21 NODE 1 --> 75.8281174 sigma in 40act. ( 81.474411 sig out 1act.) RANK 22 NODE 4 --> 73.3017731 sigma in 40act. ( 75.8266754 sig out 1act.) RANK 23 NODE 33 --> 70.1830292 sigma in 40act. ( 78.8492584 sig out 1act.) RANK 24 NODE 8 --> 69.5778809 sigma in 40act. ( 71.6733475 sig out 1act.) RANK 25 NODE 25 --> 69.2710037 sigma in 40act. ( 68.0461121 sig out 1act.) RANK 26 NODE 23 --> 67.0485916 sigma in 40act. ( 68.9580612 sig out 1act.) RANK 27 NODE 3 --> 63.3797264 sigma in 40act. ( 66.7314377 sig out 1act.) RANK 28 NODE 14 --> 59.112793 sigma in 40act. ( 58.6501122 sig out 1act.) RANK 29 NODE 37 --> 43.3407059 sigma in 40act. ( 40.5512161 sig out 1act.) RANK 30 NODE 20 --> 39.3342934 sigma in 40act. ( 41.529213 sig out 1act.) RANK 31 NODE 7 --> 37.0008545 sigma in 40act. ( 36.2129288 sig out 1act.) RANK 32 NODE 22 --> 35.7853508 sigma in 40act. ( 35.4780312 sig out 1act.) RANK 33 NODE 15 --> 29.983593 sigma in 40act. ( 27.9406452 sig out 1act.) RANK 34 NODE 10 --> 29.7059574 sigma in 40act. ( 27.1371765 sig out 1act.) RANK 35 NODE 5 --> 27.1232128 sigma in 40act. ( 25.3554897 sig out 1act.) RANK 36 NODE 9 --> 26.507473 sigma in 40act. ( 22.2333031 sig out 1act.) RANK 37 NODE 40 --> 26.4560757 sigma in 40act. ( 25.7578201 sig out 1act.) RANK 38 NODE 17 --> 26.1122761 sigma in 40act. ( 26.2043362 sig out 1act.) RANK 39 NODE 26 --> 9.17782402 sigma in 40act. ( 0.590668678 sig out 1act.) RANK 40 NODE 18 --> 7.10180283 sigma in 40act. ( 0.762582064 sig out 1act.) sorted by output significance RANK 1 NODE 27 --> 316.042999 sigma out 1act.( 368.55069 sig in 40act.) RANK 2 NODE 13 --> 291.942596 sigma out 1act.( 364.904602 sig in 40act.) RANK 3 NODE 21 --> 252.488968 sigma out 1act.( 258.032715 sig in 40act.) RANK 4 NODE 29 --> 223.351578 sigma out 1act.( 229.622055 sig in 40act.) RANK 5 NODE 24 --> 208.178925 sigma out 1act.( 230.576462 sig in 40act.) RANK 6 NODE 16 --> 195.117294 sigma out 1act.( 169.532715 sig in 40act.) RANK 7 NODE 38 --> 186.94986 sigma out 1act.( 164.62413 sig in 40act.) RANK 8 NODE 19 --> 176.661926 sigma out 1act.( 160.577042 sig in 40act.) RANK 9 NODE 31 --> 168.773605 sigma out 1act.( 178.473343 sig in 40act.) RANK 10 NODE 30 --> 166.222931 sigma out 1act.( 181.092163 sig in 40act.) RANK 11 NODE 28 --> 166.013336 sigma out 1act.( 180.447006 sig in 40act.) RANK 12 NODE 34 --> 159.815491 sigma out 1act.( 176.929291 sig in 40act.) RANK 13 NODE 39 --> 139.959976 sigma out 1act.( 133.552704 sig in 40act.) RANK 14 NODE 32 --> 138.332504 sigma out 1act.( 122.101433 sig in 40act.) RANK 15 NODE 35 --> 115.090446 sigma out 1act.( 110.818275 sig in 40act.) RANK 16 NODE 36 --> 111.893227 sigma out 1act.( 109.934929 sig in 40act.) RANK 17 NODE 11 --> 107.007065 sigma out 1act.( 99.9587631 sig in 40act.) RANK 18 NODE 12 --> 106.276718 sigma out 1act.( 97.678566 sig in 40act.) RANK 19 NODE 2 --> 105.765823 sigma out 1act.( 110.210991 sig in 40act.) RANK 20 NODE 6 --> 98.7176208 sigma out 1act.( 90.2006226 sig in 40act.) RANK 21 NODE 1 --> 81.474411 sigma out 1act.( 75.8281174 sig in 40act.) RANK 22 NODE 33 --> 78.8492584 sigma out 1act.( 70.1830292 sig in 40act.) RANK 23 NODE 4 --> 75.8266754 sigma out 1act.( 73.3017731 sig in 40act.) RANK 24 NODE 8 --> 71.6733475 sigma out 1act.( 69.5778809 sig in 40act.) RANK 25 NODE 23 --> 68.9580612 sigma out 1act.( 67.0485916 sig in 40act.) RANK 26 NODE 25 --> 68.0461121 sigma out 1act.( 69.2710037 sig in 40act.) RANK 27 NODE 3 --> 66.7314377 sigma out 1act.( 63.3797264 sig in 40act.) RANK 28 NODE 14 --> 58.6501122 sigma out 1act.( 59.112793 sig in 40act.) RANK 29 NODE 20 --> 41.529213 sigma out 1act.( 39.3342934 sig in 40act.) RANK 30 NODE 37 --> 40.5512161 sigma out 1act.( 43.3407059 sig in 40act.) RANK 31 NODE 7 --> 36.2129288 sigma out 1act.( 37.0008545 sig in 40act.) RANK 32 NODE 22 --> 35.4780312 sigma out 1act.( 35.7853508 sig in 40act.) RANK 33 NODE 15 --> 27.9406452 sigma out 1act.( 29.983593 sig in 40act.) RANK 34 NODE 10 --> 27.1371765 sigma out 1act.( 29.7059574 sig in 40act.) RANK 35 NODE 17 --> 26.2043362 sigma out 1act.( 26.1122761 sig in 40act.) RANK 36 NODE 40 --> 25.7578201 sigma out 1act.( 26.4560757 sig in 40act.) RANK 37 NODE 5 --> 25.3554897 sigma out 1act.( 27.1232128 sig in 40act.) RANK 38 NODE 9 --> 22.2333031 sigma out 1act.( 26.507473 sig in 40act.) RANK 39 NODE 18 --> 0.762582064 sigma out 1act.( 7.10180283 sig in 40act.) RANK 40 NODE 26 --> 0.590668678 sigma out 1act.( 9.17782402 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 845.380066 sigma in 40 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.417674363 *** contribution from regularisation: 0.00276529463 *** contribution from error: -0.420439661 *** contribution from DIAG: 0.000190913808 *********************************************** ENTER BFGS code FG_LNSRCH -417483.456 0.0323769227 1411.32312 EXIT FROM BFGS code NEW_X -417483.456 0.0323769227 1411.32312 ENTER BFGS code NEW_X -417483.456 0.0323769227 1411.32312 EXIT FROM BFGS code FG_LNSRCH 0. 0.03965744 0. --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.418107957 *** contribution from regularisation: 0.0027854431 *** contribution from error: -0.420893401 *** contribution from DIAG: 0.000190748397 *********************************************** ENTER BFGS code FG_LNSRCH -417917.22 0.03965744 1061.88745 EXIT FROM BFGS code NEW_X -417917.22 0.03965744 1061.88745 ENTER BFGS code NEW_X -417917.22 0.03965744 1061.88745 EXIT FROM BFGS code FG_LNSRCH 0. 0.0524447411 0. --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.418765694 *** contribution from regularisation: 0.00280294823 *** contribution from error: -0.421568632 *** contribution from DIAG: 0.000190911058 *********************************************** ENTER BFGS code FG_LNSRCH -418574.784 0.0524447411 376.631317 EXIT FROM BFGS code NEW_X -418574.784 0.0524447411 376.631317 ENTER BFGS code NEW_X -418574.784 0.0524447411 376.631317 EXIT FROM BFGS code FG_LNSRCH 0. 0.0761342421 0. --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.419649214 *** contribution from regularisation: 0.00285062473 *** contribution from error: -0.422499835 *** contribution from DIAG: 0.000193547094 *********************************************** ENTER BFGS code FG_LNSRCH -419455.674 0.0761342421 -1118.33057 EXIT FROM BFGS code NEW_X -419455.674 0.0761342421 -1118.33057 ENTER BFGS code NEW_X -419455.674 0.0761342421 -1118.33057 EXIT FROM BFGS code FG_LNSRCH 0. 0.098192066 0. --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.420173228 *** contribution from regularisation: 0.00286840112 *** contribution from error: -0.423041642 *** contribution from DIAG: 0.00019326742 *********************************************** ENTER BFGS code FG_LNSRCH -419979.959 0.098192066 -2487.66479 EXIT FROM BFGS code NEW_X -419979.959 0.098192066 -2487.66479 ENTER BFGS code NEW_X -419979.959 0.098192066 -2487.66479 EXIT FROM BFGS code FG_LNSRCH 0. 0.0921386629 0. --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.420939624 *** contribution from regularisation: 0.0027711268 *** contribution from error: -0.423710763 *** contribution from DIAG: 0.000195536326 *********************************************** ENTER BFGS code FG_LNSRCH -420744.1 0.0921386629 -962.244507 EXIT FROM BFGS code NEW_X -420744.1 0.0921386629 -962.244507 ENTER BFGS code NEW_X -420744.1 0.0921386629 -962.244507 EXIT FROM BFGS code FG_LNSRCH 0. 0.0926629528 0. --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.421420217 *** contribution from regularisation: 0.0027976355 *** contribution from error: -0.42421785 *** contribution from DIAG: 0.000196282577 *********************************************** ENTER BFGS code FG_LNSRCH -421223.935 0.0926629528 314.850555 EXIT FROM BFGS code NEW_X -421223.935 0.0926629528 314.850555 ENTER BFGS code NEW_X -421223.935 0.0926629528 314.850555 EXIT FROM BFGS code FG_LNSRCH 0. 0.10060028 0. --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.422029406 *** contribution from regularisation: 0.00283037079 *** contribution from error: -0.424859762 *** contribution from DIAG: 0.000196170571 *********************************************** ENTER BFGS code FG_LNSRCH -421833.226 0.10060028 1419.45764 EXIT FROM BFGS code NEW_X -421833.226 0.10060028 1419.45764 ENTER BFGS code NEW_X -421833.226 0.10060028 1419.45764 EXIT FROM BFGS code FG_LNSRCH 0. 0.111412436 0. --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.422602415 *** contribution from regularisation: 0.00284285797 *** contribution from error: -0.425445259 *** contribution from DIAG: 0.000195973582 *********************************************** ENTER BFGS code FG_LNSRCH -422406.451 0.111412436 1840.1637 EXIT FROM BFGS code NEW_X -422406.451 0.111412436 1840.1637 ENTER BFGS code NEW_X -422406.451 0.111412436 1840.1637 EXIT FROM BFGS code FG_LNSRCH 0. 0.127717525 0. --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.422837287 *** contribution from regularisation: 0.00286798389 *** contribution from error: -0.425705284 *** contribution from DIAG: 0.000199552407 *********************************************** ENTER BFGS code FG_LNSRCH -422637.739 0.127717525 -161.116669 EXIT FROM BFGS code NEW_X -422637.739 0.127717525 -161.116669 ENTER BFGS code NEW_X -422637.739 0.127717525 -161.116669 EXIT FROM BFGS code FG_LNSRCH 0. 0.124978073 0. --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 384.191742 sigma out 40 active outputs RANK 2 NODE 2 --> 372.284851 sigma out 40 active outputs RANK 3 NODE 7 --> 342.252899 sigma out 40 active outputs RANK 4 NODE 4 --> 335.161224 sigma out 40 active outputs RANK 5 NODE 5 --> 314.997314 sigma out 40 active outputs RANK 6 NODE 1 --> 304.273102 sigma out 40 active outputs RANK 7 NODE 6 --> 271.962524 sigma out 40 active outputs RANK 8 NODE 8 --> 202.694839 sigma out 40 active outputs RANK 9 NODE 10 --> 154.424255 sigma out 40 active outputs RANK 10 NODE 11 --> 154.408325 sigma out 40 active outputs RANK 11 NODE 21 --> 122.255836 sigma out 40 active outputs RANK 12 NODE 17 --> 119.246857 sigma out 40 active outputs RANK 13 NODE 9 --> 116.902214 sigma out 40 active outputs RANK 14 NODE 38 --> 101.805206 sigma out 40 active outputs RANK 15 NODE 20 --> 96.4318695 sigma out 40 active outputs RANK 16 NODE 12 --> 92.9240265 sigma out 40 active outputs RANK 17 NODE 26 --> 91.5777969 sigma out 40 active outputs RANK 18 NODE 18 --> 89.3422012 sigma out 40 active outputs RANK 19 NODE 19 --> 88.8478851 sigma out 40 active outputs RANK 20 NODE 25 --> 85.9725494 sigma out 40 active outputs RANK 21 NODE 16 --> 85.3429031 sigma out 40 active outputs RANK 22 NODE 14 --> 84.4042969 sigma out 40 active outputs RANK 23 NODE 23 --> 76.6367874 sigma out 40 active outputs RANK 24 NODE 31 --> 70.8567886 sigma out 40 active outputs RANK 25 NODE 22 --> 70.4673843 sigma out 40 active outputs RANK 26 NODE 35 --> 70.3688049 sigma out 40 active outputs RANK 27 NODE 30 --> 70.2689819 sigma out 40 active outputs RANK 28 NODE 13 --> 70.2521591 sigma out 40 active outputs RANK 29 NODE 15 --> 55.4677925 sigma out 40 active outputs RANK 30 NODE 24 --> 52.7091179 sigma out 40 active outputs RANK 31 NODE 28 --> 47.3725815 sigma out 40 active outputs RANK 32 NODE 27 --> 43.5447922 sigma out 40 active outputs RANK 33 NODE 33 --> 34.5094795 sigma out 40 active outputs RANK 34 NODE 29 --> 33.3656693 sigma out 40 active outputs RANK 35 NODE 32 --> 32.4532013 sigma out 40 active outputs RANK 36 NODE 39 --> 32.2014313 sigma out 40 active outputs RANK 37 NODE 36 --> 25.1646767 sigma out 40 active outputs RANK 38 NODE 34 --> 22.750433 sigma out 40 active outputs RANK 39 NODE 37 --> 19.2083511 sigma out 40 active outputs RANK 40 NODE 40 --> 12.1119337 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 395.349701 sigma in 40act. ( 323.516144 sig out 1act.) RANK 2 NODE 21 --> 330.86438 sigma in 40act. ( 311.578003 sig out 1act.) RANK 3 NODE 27 --> 325.693542 sigma in 40act. ( 300.498047 sig out 1act.) RANK 4 NODE 29 --> 271.61377 sigma in 40act. ( 287.361115 sig out 1act.) RANK 5 NODE 24 --> 268.364594 sigma in 40act. ( 231.45755 sig out 1act.) RANK 6 NODE 16 --> 248.503723 sigma in 40act. ( 253.485535 sig out 1act.) RANK 7 NODE 31 --> 239.099503 sigma in 40act. ( 206.206558 sig out 1act.) RANK 8 NODE 30 --> 232.825424 sigma in 40act. ( 201.700745 sig out 1act.) RANK 9 NODE 28 --> 217.478302 sigma in 40act. ( 194.43248 sig out 1act.) RANK 10 NODE 34 --> 199.663025 sigma in 40act. ( 177.573853 sig out 1act.) RANK 11 NODE 38 --> 178.295609 sigma in 40act. ( 200.074097 sig out 1act.) RANK 12 NODE 39 --> 168.857346 sigma in 40act. ( 176.363007 sig out 1act.) RANK 13 NODE 32 --> 152.508301 sigma in 40act. ( 165.13266 sig out 1act.) RANK 14 NODE 2 --> 152.088577 sigma in 40act. ( 148.058441 sig out 1act.) RANK 15 NODE 19 --> 145.158432 sigma in 40act. ( 174.141434 sig out 1act.) RANK 16 NODE 35 --> 142.10228 sigma in 40act. ( 146.19133 sig out 1act.) RANK 17 NODE 36 --> 135.938431 sigma in 40act. ( 144.104782 sig out 1act.) RANK 18 NODE 6 --> 108.479668 sigma in 40act. ( 116.856934 sig out 1act.) RANK 19 NODE 11 --> 108.386383 sigma in 40act. ( 118.767181 sig out 1act.) RANK 20 NODE 12 --> 95.0062714 sigma in 40act. ( 107.660027 sig out 1act.) RANK 21 NODE 4 --> 82.8943329 sigma in 40act. ( 88.0711899 sig out 1act.) RANK 22 NODE 8 --> 80.825325 sigma in 40act. ( 82.2100525 sig out 1act.) RANK 23 NODE 1 --> 79.8571472 sigma in 40act. ( 87.361557 sig out 1act.) RANK 24 NODE 33 --> 78.353714 sigma in 40act. ( 84.3650513 sig out 1act.) RANK 25 NODE 25 --> 77.7365646 sigma in 40act. ( 78.1678085 sig out 1act.) RANK 26 NODE 23 --> 72.8115997 sigma in 40act. ( 73.0490417 sig out 1act.) RANK 27 NODE 3 --> 63.5048141 sigma in 40act. ( 68.6781158 sig out 1act.) RANK 28 NODE 14 --> 62.9091377 sigma in 40act. ( 62.2983971 sig out 1act.) RANK 29 NODE 37 --> 44.2973557 sigma in 40act. ( 41.5438004 sig out 1act.) RANK 30 NODE 20 --> 40.8373718 sigma in 40act. ( 44.0914917 sig out 1act.) RANK 31 NODE 7 --> 37.994381 sigma in 40act. ( 37.4956322 sig out 1act.) RANK 32 NODE 22 --> 36.8796349 sigma in 40act. ( 36.6416245 sig out 1act.) RANK 33 NODE 40 --> 35.8334999 sigma in 40act. ( 36.8193855 sig out 1act.) RANK 34 NODE 10 --> 31.5601406 sigma in 40act. ( 29.8194256 sig out 1act.) RANK 35 NODE 5 --> 28.9590664 sigma in 40act. ( 27.8996906 sig out 1act.) RANK 36 NODE 15 --> 28.0190735 sigma in 40act. ( 26.3542614 sig out 1act.) RANK 37 NODE 9 --> 27.8999939 sigma in 40act. ( 23.5445518 sig out 1act.) RANK 38 NODE 17 --> 26.5699406 sigma in 40act. ( 26.7413902 sig out 1act.) RANK 39 NODE 26 --> 9.02740383 sigma in 40act. ( 3.40269971 sig out 1act.) RANK 40 NODE 18 --> 8.61588192 sigma in 40act. ( 6.18412781 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 323.516144 sigma out 1act.( 395.349701 sig in 40act.) RANK 2 NODE 21 --> 311.578003 sigma out 1act.( 330.86438 sig in 40act.) RANK 3 NODE 27 --> 300.498047 sigma out 1act.( 325.693542 sig in 40act.) RANK 4 NODE 29 --> 287.361115 sigma out 1act.( 271.61377 sig in 40act.) RANK 5 NODE 16 --> 253.485535 sigma out 1act.( 248.503723 sig in 40act.) RANK 6 NODE 24 --> 231.45755 sigma out 1act.( 268.364594 sig in 40act.) RANK 7 NODE 31 --> 206.206558 sigma out 1act.( 239.099503 sig in 40act.) RANK 8 NODE 30 --> 201.700745 sigma out 1act.( 232.825424 sig in 40act.) RANK 9 NODE 38 --> 200.074097 sigma out 1act.( 178.295609 sig in 40act.) RANK 10 NODE 28 --> 194.43248 sigma out 1act.( 217.478302 sig in 40act.) RANK 11 NODE 34 --> 177.573853 sigma out 1act.( 199.663025 sig in 40act.) RANK 12 NODE 39 --> 176.363007 sigma out 1act.( 168.857346 sig in 40act.) RANK 13 NODE 19 --> 174.141434 sigma out 1act.( 145.158432 sig in 40act.) RANK 14 NODE 32 --> 165.13266 sigma out 1act.( 152.508301 sig in 40act.) RANK 15 NODE 2 --> 148.058441 sigma out 1act.( 152.088577 sig in 40act.) RANK 16 NODE 35 --> 146.19133 sigma out 1act.( 142.10228 sig in 40act.) RANK 17 NODE 36 --> 144.104782 sigma out 1act.( 135.938431 sig in 40act.) RANK 18 NODE 11 --> 118.767181 sigma out 1act.( 108.386383 sig in 40act.) RANK 19 NODE 6 --> 116.856934 sigma out 1act.( 108.479668 sig in 40act.) RANK 20 NODE 12 --> 107.660027 sigma out 1act.( 95.0062714 sig in 40act.) RANK 21 NODE 4 --> 88.0711899 sigma out 1act.( 82.8943329 sig in 40act.) RANK 22 NODE 1 --> 87.361557 sigma out 1act.( 79.8571472 sig in 40act.) RANK 23 NODE 33 --> 84.3650513 sigma out 1act.( 78.353714 sig in 40act.) RANK 24 NODE 8 --> 82.2100525 sigma out 1act.( 80.825325 sig in 40act.) RANK 25 NODE 25 --> 78.1678085 sigma out 1act.( 77.7365646 sig in 40act.) RANK 26 NODE 23 --> 73.0490417 sigma out 1act.( 72.8115997 sig in 40act.) RANK 27 NODE 3 --> 68.6781158 sigma out 1act.( 63.5048141 sig in 40act.) RANK 28 NODE 14 --> 62.2983971 sigma out 1act.( 62.9091377 sig in 40act.) RANK 29 NODE 20 --> 44.0914917 sigma out 1act.( 40.8373718 sig in 40act.) RANK 30 NODE 37 --> 41.5438004 sigma out 1act.( 44.2973557 sig in 40act.) RANK 31 NODE 7 --> 37.4956322 sigma out 1act.( 37.994381 sig in 40act.) RANK 32 NODE 40 --> 36.8193855 sigma out 1act.( 35.8334999 sig in 40act.) RANK 33 NODE 22 --> 36.6416245 sigma out 1act.( 36.8796349 sig in 40act.) RANK 34 NODE 10 --> 29.8194256 sigma out 1act.( 31.5601406 sig in 40act.) RANK 35 NODE 5 --> 27.8996906 sigma out 1act.( 28.9590664 sig in 40act.) RANK 36 NODE 17 --> 26.7413902 sigma out 1act.( 26.5699406 sig in 40act.) RANK 37 NODE 15 --> 26.3542614 sigma out 1act.( 28.0190735 sig in 40act.) RANK 38 NODE 9 --> 23.5445518 sigma out 1act.( 27.8999939 sig in 40act.) RANK 39 NODE 18 --> 6.18412781 sigma out 1act.( 8.61588192 sig in 40act.) RANK 40 NODE 26 --> 3.40269971 sigma out 1act.( 9.02740383 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 968.447449 sigma in 40 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.423219025 *** contribution from regularisation: 0.00280868239 *** contribution from error: -0.426027715 *** contribution from DIAG: 0.000200244511 *********************************************** ENTER BFGS code FG_LNSRCH -423018.769 0.124978073 -409.430328 EXIT FROM BFGS code NEW_X -423018.769 0.124978073 -409.430328 ENTER BFGS code NEW_X -423018.769 0.124978073 -409.430328 EXIT FROM BFGS code FG_LNSRCH 0. 0.125333533 0. --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.42334649 *** contribution from regularisation: 0.00282203895 *** contribution from error: -0.426168531 *** contribution from DIAG: 0.000200704279 *********************************************** ENTER BFGS code FG_LNSRCH -423145.799 0.125333533 -460.376801 EXIT FROM BFGS code NEW_X -423145.799 0.125333533 -460.376801 ENTER BFGS code NEW_X -423145.799 0.125333533 -460.376801 EXIT FROM BFGS code FG_LNSRCH 0. 0.131193429 0. --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.423732042 *** contribution from regularisation: 0.00283888099 *** contribution from error: -0.426570922 *** contribution from DIAG: 0.000202508076 *********************************************** ENTER BFGS code FG_LNSRCH -423529.549 0.131193429 -804.800781 EXIT FROM BFGS code NEW_X -423529.549 0.131193429 -804.800781 ENTER BFGS code NEW_X -423529.549 0.131193429 -804.800781 EXIT FROM BFGS code FG_LNSRCH 0. 0.140479326 0. --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.424296707 *** contribution from regularisation: 0.00286479783 *** contribution from error: -0.427161515 *** contribution from DIAG: 0.000204544485 *********************************************** ENTER BFGS code FG_LNSRCH -424092.17 0.140479326 -272.482635 EXIT FROM BFGS code NEW_X -424092.17 0.140479326 -272.482635 ENTER BFGS code NEW_X -424092.17 0.140479326 -272.482635 EXIT FROM BFGS code FG_LNSRCH 0. 0.16015321 0. --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.424599886 *** contribution from regularisation: 0.0029215503 *** contribution from error: -0.427521437 *** contribution from DIAG: 0.000197252069 *********************************************** ENTER BFGS code FG_LNSRCH -424402.643 0.16015321 734.443481 EXIT FROM BFGS code NEW_X -424402.643 0.16015321 734.443481 ENTER BFGS code NEW_X -424402.643 0.16015321 734.443481 EXIT FROM BFGS code FG_LNSRCH 0. 0.164851338 0. --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.425276816 *** contribution from regularisation: 0.00286214612 *** contribution from error: -0.428138971 *** contribution from DIAG: 0.000200620314 *********************************************** ENTER BFGS code FG_LNSRCH -425076.195 0.164851338 1383.32153 EXIT FROM BFGS code NEW_X -425076.195 0.164851338 1383.32153 ENTER BFGS code NEW_X -425076.195 0.164851338 1383.32153 EXIT FROM BFGS code FG_LNSRCH 0. 0.163874537 0. --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.425506264 *** contribution from regularisation: 0.00283310167 *** contribution from error: -0.428339362 *** contribution from DIAG: 0.00020049185 *********************************************** ENTER BFGS code FG_LNSRCH -425305.762 0.163874537 1110.13037 EXIT FROM BFGS code NEW_X -425305.762 0.163874537 1110.13037 ENTER BFGS code NEW_X -425305.762 0.163874537 1110.13037 EXIT FROM BFGS code FG_LNSRCH 0. 0.182541028 0. --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.426195025 *** contribution from regularisation: 0.00292298407 *** contribution from error: -0.429118007 *** contribution from DIAG: 0.000202537354 *********************************************** ENTER BFGS code FG_LNSRCH -425992.499 0.182541028 1023.18237 EXIT FROM BFGS code NEW_X -425992.499 0.182541028 1023.18237 ENTER BFGS code NEW_X -425992.499 0.182541028 1023.18237 EXIT FROM BFGS code FG_LNSRCH 0. 0.192651749 0. --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.426944703 *** contribution from regularisation: 0.00288835028 *** contribution from error: -0.429833055 *** contribution from DIAG: 0.00019735565 *********************************************** ENTER BFGS code FG_LNSRCH -426747.347 0.192651749 386.164185 EXIT FROM BFGS code NEW_X -426747.347 0.192651749 386.164185 ENTER BFGS code NEW_X -426747.347 0.192651749 386.164185 EXIT FROM BFGS code FG_LNSRCH 0. 0.202988848 0. --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.427317053 *** contribution from regularisation: 0.00289738504 *** contribution from error: -0.430214435 *** contribution from DIAG: 0.000197272238 *********************************************** ENTER BFGS code FG_LNSRCH -427119.78 0.202988848 280.694031 EXIT FROM BFGS code NEW_X -427119.78 0.202988848 280.694031 ENTER BFGS code NEW_X -427119.78 0.202988848 280.694031 EXIT FROM BFGS code FG_LNSRCH 0. 0.240472019 0. --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 460.4599 sigma out 40 active outputs RANK 2 NODE 3 --> 455.615509 sigma out 40 active outputs RANK 3 NODE 1 --> 431.666809 sigma out 40 active outputs RANK 4 NODE 5 --> 394.925995 sigma out 40 active outputs RANK 5 NODE 2 --> 381.059174 sigma out 40 active outputs RANK 6 NODE 4 --> 367.482849 sigma out 40 active outputs RANK 7 NODE 6 --> 325.959656 sigma out 40 active outputs RANK 8 NODE 8 --> 241.777252 sigma out 40 active outputs RANK 9 NODE 11 --> 213.918365 sigma out 40 active outputs RANK 10 NODE 10 --> 201.941086 sigma out 40 active outputs RANK 11 NODE 21 --> 153.254105 sigma out 40 active outputs RANK 12 NODE 17 --> 140.316864 sigma out 40 active outputs RANK 13 NODE 26 --> 138.423492 sigma out 40 active outputs RANK 14 NODE 25 --> 123.921562 sigma out 40 active outputs RANK 15 NODE 9 --> 114.625961 sigma out 40 active outputs RANK 16 NODE 38 --> 111.619354 sigma out 40 active outputs RANK 17 NODE 12 --> 110.036148 sigma out 40 active outputs RANK 18 NODE 20 --> 108.008484 sigma out 40 active outputs RANK 19 NODE 18 --> 105.112274 sigma out 40 active outputs RANK 20 NODE 31 --> 101.745773 sigma out 40 active outputs RANK 21 NODE 19 --> 101.393036 sigma out 40 active outputs RANK 22 NODE 14 --> 92.9596252 sigma out 40 active outputs RANK 23 NODE 16 --> 83.8981171 sigma out 40 active outputs RANK 24 NODE 30 --> 83.3961792 sigma out 40 active outputs RANK 25 NODE 23 --> 83.0258713 sigma out 40 active outputs RANK 26 NODE 13 --> 76.6146622 sigma out 40 active outputs RANK 27 NODE 35 --> 75.5032043 sigma out 40 active outputs RANK 28 NODE 28 --> 75.3451385 sigma out 40 active outputs RANK 29 NODE 22 --> 72.3283539 sigma out 40 active outputs RANK 30 NODE 15 --> 60.8744202 sigma out 40 active outputs RANK 31 NODE 27 --> 58.4304962 sigma out 40 active outputs RANK 32 NODE 24 --> 44.5560608 sigma out 40 active outputs RANK 33 NODE 39 --> 33.4944801 sigma out 40 active outputs RANK 34 NODE 33 --> 33.2219048 sigma out 40 active outputs RANK 35 NODE 32 --> 33.0460625 sigma out 40 active outputs RANK 36 NODE 29 --> 32.8974991 sigma out 40 active outputs RANK 37 NODE 37 --> 24.9095993 sigma out 40 active outputs RANK 38 NODE 36 --> 24.4958916 sigma out 40 active outputs RANK 39 NODE 34 --> 20.5153713 sigma out 40 active outputs RANK 40 NODE 40 --> 12.1237173 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 527.424255 sigma in 40act. ( 402.999115 sig out 1act.) RANK 2 NODE 21 --> 410.478699 sigma in 40act. ( 372.378998 sig out 1act.) RANK 3 NODE 16 --> 387.389648 sigma in 40act. ( 361.046936 sig out 1act.) RANK 4 NODE 29 --> 326.702576 sigma in 40act. ( 344.942535 sig out 1act.) RANK 5 NODE 24 --> 309.180328 sigma in 40act. ( 276.825653 sig out 1act.) RANK 6 NODE 31 --> 302.713989 sigma in 40act. ( 250.574936 sig out 1act.) RANK 7 NODE 30 --> 276.245483 sigma in 40act. ( 241.918427 sig out 1act.) RANK 8 NODE 27 --> 260.54776 sigma in 40act. ( 251.055313 sig out 1act.) RANK 9 NODE 28 --> 256.535095 sigma in 40act. ( 240.060883 sig out 1act.) RANK 10 NODE 39 --> 236.333008 sigma in 40act. ( 239.642151 sig out 1act.) RANK 11 NODE 34 --> 230.809113 sigma in 40act. ( 203.445694 sig out 1act.) RANK 12 NODE 38 --> 216.723572 sigma in 40act. ( 244.697937 sig out 1act.) RANK 13 NODE 35 --> 192.453506 sigma in 40act. ( 194.111618 sig out 1act.) RANK 14 NODE 36 --> 181.58429 sigma in 40act. ( 189.171951 sig out 1act.) RANK 15 NODE 2 --> 181.090729 sigma in 40act. ( 165.611084 sig out 1act.) RANK 16 NODE 32 --> 168.461212 sigma in 40act. ( 197.799545 sig out 1act.) RANK 17 NODE 19 --> 138.092712 sigma in 40act. ( 175.238464 sig out 1act.) RANK 18 NODE 6 --> 125.281898 sigma in 40act. ( 134.458801 sig out 1act.) RANK 19 NODE 11 --> 115.094856 sigma in 40act. ( 126.139793 sig out 1act.) RANK 20 NODE 25 --> 109.131851 sigma in 40act. ( 111.633751 sig out 1act.) RANK 21 NODE 12 --> 95.9654312 sigma in 40act. ( 112.435226 sig out 1act.) RANK 22 NODE 4 --> 95.7324524 sigma in 40act. ( 104.48127 sig out 1act.) RANK 23 NODE 1 --> 90.1041489 sigma in 40act. ( 100.687592 sig out 1act.) RANK 24 NODE 8 --> 88.2652969 sigma in 40act. ( 88.5599365 sig out 1act.) RANK 25 NODE 23 --> 83.3736877 sigma in 40act. ( 85.4686279 sig out 1act.) RANK 26 NODE 33 --> 82.8726883 sigma in 40act. ( 82.3857574 sig out 1act.) RANK 27 NODE 14 --> 74.9612732 sigma in 40act. ( 72.5130386 sig out 1act.) RANK 28 NODE 3 --> 69.3605652 sigma in 40act. ( 79.1215134 sig out 1act.) RANK 29 NODE 40 --> 46.8657646 sigma in 40act. ( 48.8324738 sig out 1act.) RANK 30 NODE 37 --> 43.4169273 sigma in 40act. ( 41.2954941 sig out 1act.) RANK 31 NODE 22 --> 41.9822655 sigma in 40act. ( 42.1987114 sig out 1act.) RANK 32 NODE 7 --> 36.0491257 sigma in 40act. ( 37.6618423 sig out 1act.) RANK 33 NODE 20 --> 35.7855568 sigma in 40act. ( 38.8338242 sig out 1act.) RANK 34 NODE 10 --> 32.8320923 sigma in 40act. ( 31.8628712 sig out 1act.) RANK 35 NODE 15 --> 31.3121376 sigma in 40act. ( 30.5706043 sig out 1act.) RANK 36 NODE 5 --> 28.6773338 sigma in 40act. ( 28.6689072 sig out 1act.) RANK 37 NODE 9 --> 27.305872 sigma in 40act. ( 23.4579239 sig out 1act.) RANK 38 NODE 17 --> 26.8697491 sigma in 40act. ( 27.0804291 sig out 1act.) RANK 39 NODE 18 --> 11.0589342 sigma in 40act. ( 10.2011843 sig out 1act.) RANK 40 NODE 26 --> 10.8282127 sigma in 40act. ( 8.14187145 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 402.999115 sigma out 1act.( 527.424255 sig in 40act.) RANK 2 NODE 21 --> 372.378998 sigma out 1act.( 410.478699 sig in 40act.) RANK 3 NODE 16 --> 361.046936 sigma out 1act.( 387.389648 sig in 40act.) RANK 4 NODE 29 --> 344.942535 sigma out 1act.( 326.702576 sig in 40act.) RANK 5 NODE 24 --> 276.825653 sigma out 1act.( 309.180328 sig in 40act.) RANK 6 NODE 27 --> 251.055313 sigma out 1act.( 260.54776 sig in 40act.) RANK 7 NODE 31 --> 250.574936 sigma out 1act.( 302.713989 sig in 40act.) RANK 8 NODE 38 --> 244.697937 sigma out 1act.( 216.723572 sig in 40act.) RANK 9 NODE 30 --> 241.918427 sigma out 1act.( 276.245483 sig in 40act.) RANK 10 NODE 28 --> 240.060883 sigma out 1act.( 256.535095 sig in 40act.) RANK 11 NODE 39 --> 239.642151 sigma out 1act.( 236.333008 sig in 40act.) RANK 12 NODE 34 --> 203.445694 sigma out 1act.( 230.809113 sig in 40act.) RANK 13 NODE 32 --> 197.799545 sigma out 1act.( 168.461212 sig in 40act.) RANK 14 NODE 35 --> 194.111618 sigma out 1act.( 192.453506 sig in 40act.) RANK 15 NODE 36 --> 189.171951 sigma out 1act.( 181.58429 sig in 40act.) RANK 16 NODE 19 --> 175.238464 sigma out 1act.( 138.092712 sig in 40act.) RANK 17 NODE 2 --> 165.611084 sigma out 1act.( 181.090729 sig in 40act.) RANK 18 NODE 6 --> 134.458801 sigma out 1act.( 125.281898 sig in 40act.) RANK 19 NODE 11 --> 126.139793 sigma out 1act.( 115.094856 sig in 40act.) RANK 20 NODE 12 --> 112.435226 sigma out 1act.( 95.9654312 sig in 40act.) RANK 21 NODE 25 --> 111.633751 sigma out 1act.( 109.131851 sig in 40act.) RANK 22 NODE 4 --> 104.48127 sigma out 1act.( 95.7324524 sig in 40act.) RANK 23 NODE 1 --> 100.687592 sigma out 1act.( 90.1041489 sig in 40act.) RANK 24 NODE 8 --> 88.5599365 sigma out 1act.( 88.2652969 sig in 40act.) RANK 25 NODE 23 --> 85.4686279 sigma out 1act.( 83.3736877 sig in 40act.) RANK 26 NODE 33 --> 82.3857574 sigma out 1act.( 82.8726883 sig in 40act.) RANK 27 NODE 3 --> 79.1215134 sigma out 1act.( 69.3605652 sig in 40act.) RANK 28 NODE 14 --> 72.5130386 sigma out 1act.( 74.9612732 sig in 40act.) RANK 29 NODE 40 --> 48.8324738 sigma out 1act.( 46.8657646 sig in 40act.) RANK 30 NODE 22 --> 42.1987114 sigma out 1act.( 41.9822655 sig in 40act.) RANK 31 NODE 37 --> 41.2954941 sigma out 1act.( 43.4169273 sig in 40act.) RANK 32 NODE 20 --> 38.8338242 sigma out 1act.( 35.7855568 sig in 40act.) RANK 33 NODE 7 --> 37.6618423 sigma out 1act.( 36.0491257 sig in 40act.) RANK 34 NODE 10 --> 31.8628712 sigma out 1act.( 32.8320923 sig in 40act.) RANK 35 NODE 15 --> 30.5706043 sigma out 1act.( 31.3121376 sig in 40act.) RANK 36 NODE 5 --> 28.6689072 sigma out 1act.( 28.6773338 sig in 40act.) RANK 37 NODE 17 --> 27.0804291 sigma out 1act.( 26.8697491 sig in 40act.) RANK 38 NODE 9 --> 23.4579239 sigma out 1act.( 27.305872 sig in 40act.) RANK 39 NODE 18 --> 10.2011843 sigma out 1act.( 11.0589342 sig in 40act.) RANK 40 NODE 26 --> 8.14187145 sigma out 1act.( 10.8282127 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1151.11414 sigma in 40 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.428239673 *** contribution from regularisation: 0.00304871541 *** contribution from error: -0.431288391 *** contribution from DIAG: 0.000196012275 *********************************************** ENTER BFGS code FG_LNSRCH -428043.653 0.240472019 86.9788284 EXIT FROM BFGS code NEW_X -428043.653 0.240472019 86.9788284 ENTER BFGS code NEW_X -428043.653 0.240472019 86.9788284 EXIT FROM BFGS code FG_LNSRCH 0. 0.284082234 0. --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.42686823 *** contribution from regularisation: 0.00310492818 *** contribution from error: -0.429973155 *** contribution from DIAG: 0.000193290936 *********************************************** ENTER BFGS code FG_LNSRCH -426674.942 0.284082234 2167.85645 EXIT FROM BFGS code FG_LNSRCH 0. 0.258624524 0. --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.428837806 *** contribution from regularisation: 0.00276574865 *** contribution from error: -0.431603551 *** contribution from DIAG: 0.000196920228 *********************************************** ENTER BFGS code FG_LNSRCH -428640.893 0.258624524 921.473999 EXIT FROM BFGS code NEW_X -428640.893 0.258624524 921.473999 ENTER BFGS code NEW_X -428640.893 0.258624524 921.473999 EXIT FROM BFGS code FG_LNSRCH 0. 0.267916679 0. --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.429181576 *** contribution from regularisation: 0.00293060089 *** contribution from error: -0.432112187 *** contribution from DIAG: 0.000196491877 *********************************************** ENTER BFGS code FG_LNSRCH -428985.085 0.267916679 220.001297 EXIT FROM BFGS code NEW_X -428985.085 0.267916679 220.001297 ENTER BFGS code NEW_X -428985.085 0.267916679 220.001297 EXIT FROM BFGS code FG_LNSRCH 0. 0.273047775 0. --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.429623693 *** contribution from regularisation: 0.00290642143 *** contribution from error: -0.432530105 *** contribution from DIAG: 0.000200643102 *********************************************** ENTER BFGS code FG_LNSRCH -429423.036 0.273047775 -255.776047 EXIT FROM BFGS code NEW_X -429423.036 0.273047775 -255.776047 ENTER BFGS code NEW_X -429423.036 0.273047775 -255.776047 EXIT FROM BFGS code FG_LNSRCH 0. 0.28403154 0. --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.429963857 *** contribution from regularisation: 0.00293818139 *** contribution from error: -0.432902038 *** contribution from DIAG: 0.000203193486 *********************************************** ENTER BFGS code FG_LNSRCH -429760.676 0.28403154 159.269196 EXIT FROM BFGS code NEW_X -429760.676 0.28403154 159.269196 ENTER BFGS code NEW_X -429760.676 0.28403154 159.269196 EXIT FROM BFGS code FG_LNSRCH 0. 0.294740707 0. --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.430399984 *** contribution from regularisation: 0.00293562817 *** contribution from error: -0.433335602 *** contribution from DIAG: 0.00020863417 *********************************************** ENTER BFGS code FG_LNSRCH -430191.349 0.294740707 -229.449829 EXIT FROM BFGS code NEW_X -430191.349 0.294740707 -229.449829 ENTER BFGS code NEW_X -430191.349 0.294740707 -229.449829 EXIT FROM BFGS code FG_LNSRCH 0. 0.30569309 0. --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.430914015 *** contribution from regularisation: 0.00293860771 *** contribution from error: -0.433852613 *** contribution from DIAG: 0.000211017148 *********************************************** ENTER BFGS code FG_LNSRCH -430702.987 0.30569309 -745.28479 EXIT FROM BFGS code NEW_X -430702.987 0.30569309 -745.28479 ENTER BFGS code NEW_X -430702.987 0.30569309 -745.28479 EXIT FROM BFGS code FG_LNSRCH 0. 0.325863957 0. --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.431435764 *** contribution from regularisation: 0.00298687001 *** contribution from error: -0.434422642 *** contribution from DIAG: 0.000223087234 *********************************************** ENTER BFGS code FG_LNSRCH -431212.676 0.325863957 613.922729 EXIT FROM BFGS code NEW_X -431212.676 0.325863957 613.922729 ENTER BFGS code NEW_X -431212.676 0.325863957 613.922729 EXIT FROM BFGS code FG_LNSRCH 0. 0.329614013 0. --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.431975484 *** contribution from regularisation: 0.00290872413 *** contribution from error: -0.43488422 *** contribution from DIAG: 0.000220061047 *********************************************** ENTER BFGS code FG_LNSRCH -431755.411 0.329614013 210.25032 EXIT FROM BFGS code NEW_X -431755.411 0.329614013 210.25032 ENTER BFGS code NEW_X -431755.411 0.329614013 210.25032 EXIT FROM BFGS code FG_LNSRCH 0. 0.324667692 0. --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 529.040894 sigma out 40 active outputs RANK 2 NODE 7 --> 512.16217 sigma out 40 active outputs RANK 3 NODE 3 --> 505.040741 sigma out 40 active outputs RANK 4 NODE 5 --> 406.204498 sigma out 40 active outputs RANK 5 NODE 2 --> 405.339569 sigma out 40 active outputs RANK 6 NODE 4 --> 395.355896 sigma out 40 active outputs RANK 7 NODE 6 --> 357.641724 sigma out 40 active outputs RANK 8 NODE 8 --> 267.946899 sigma out 40 active outputs RANK 9 NODE 11 --> 238.318588 sigma out 40 active outputs RANK 10 NODE 10 --> 235.633453 sigma out 40 active outputs RANK 11 NODE 21 --> 174.569214 sigma out 40 active outputs RANK 12 NODE 26 --> 171.170853 sigma out 40 active outputs RANK 13 NODE 25 --> 148.279709 sigma out 40 active outputs RANK 14 NODE 17 --> 147.225113 sigma out 40 active outputs RANK 15 NODE 31 --> 124.980019 sigma out 40 active outputs RANK 16 NODE 9 --> 122.859505 sigma out 40 active outputs RANK 17 NODE 38 --> 117.34211 sigma out 40 active outputs RANK 18 NODE 20 --> 114.149612 sigma out 40 active outputs RANK 19 NODE 18 --> 110.764992 sigma out 40 active outputs RANK 20 NODE 19 --> 107.543175 sigma out 40 active outputs RANK 21 NODE 12 --> 103.555222 sigma out 40 active outputs RANK 22 NODE 14 --> 98.9762344 sigma out 40 active outputs RANK 23 NODE 28 --> 98.8295135 sigma out 40 active outputs RANK 24 NODE 23 --> 96.604187 sigma out 40 active outputs RANK 25 NODE 30 --> 93.6024246 sigma out 40 active outputs RANK 26 NODE 35 --> 84.9885483 sigma out 40 active outputs RANK 27 NODE 16 --> 83.0462799 sigma out 40 active outputs RANK 28 NODE 13 --> 78.1346054 sigma out 40 active outputs RANK 29 NODE 22 --> 76.8625717 sigma out 40 active outputs RANK 30 NODE 27 --> 69.8915176 sigma out 40 active outputs RANK 31 NODE 15 --> 61.9465141 sigma out 40 active outputs RANK 32 NODE 24 --> 39.2673798 sigma out 40 active outputs RANK 33 NODE 39 --> 33.596611 sigma out 40 active outputs RANK 34 NODE 33 --> 32.0133553 sigma out 40 active outputs RANK 35 NODE 29 --> 32.0049477 sigma out 40 active outputs RANK 36 NODE 37 --> 30.6682339 sigma out 40 active outputs RANK 37 NODE 32 --> 30.3384838 sigma out 40 active outputs RANK 38 NODE 36 --> 24.2670193 sigma out 40 active outputs RANK 39 NODE 34 --> 19.0597477 sigma out 40 active outputs RANK 40 NODE 40 --> 11.058671 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 607.20636 sigma in 40act. ( 456.179504 sig out 1act.) RANK 2 NODE 21 --> 452.676575 sigma in 40act. ( 418.634613 sig out 1act.) RANK 3 NODE 16 --> 437.33139 sigma in 40act. ( 390.526306 sig out 1act.) RANK 4 NODE 29 --> 362.095581 sigma in 40act. ( 380.476379 sig out 1act.) RANK 5 NODE 31 --> 329.787018 sigma in 40act. ( 268.685822 sig out 1act.) RANK 6 NODE 24 --> 315.927979 sigma in 40act. ( 288.096924 sig out 1act.) RANK 7 NODE 30 --> 290.967957 sigma in 40act. ( 267.250488 sig out 1act.) RANK 8 NODE 39 --> 286.996674 sigma in 40act. ( 285.692108 sig out 1act.) RANK 9 NODE 28 --> 272.136383 sigma in 40act. ( 272.116272 sig out 1act.) RANK 10 NODE 35 --> 258.20639 sigma in 40act. ( 255.229538 sig out 1act.) RANK 11 NODE 38 --> 256.949432 sigma in 40act. ( 289.992188 sig out 1act.) RANK 12 NODE 27 --> 250.942459 sigma in 40act. ( 241.325623 sig out 1act.) RANK 13 NODE 34 --> 238.861557 sigma in 40act. ( 210.099442 sig out 1act.) RANK 14 NODE 36 --> 225.367142 sigma in 40act. ( 218.663879 sig out 1act.) RANK 15 NODE 2 --> 208.66864 sigma in 40act. ( 191.915634 sig out 1act.) RANK 16 NODE 32 --> 181.369293 sigma in 40act. ( 211.696014 sig out 1act.) RANK 17 NODE 6 --> 141.571838 sigma in 40act. ( 150.653061 sig out 1act.) RANK 18 NODE 19 --> 132.573074 sigma in 40act. ( 170.198746 sig out 1act.) RANK 19 NODE 25 --> 130.730103 sigma in 40act. ( 134.286911 sig out 1act.) RANK 20 NODE 11 --> 110.976227 sigma in 40act. ( 123.74781 sig out 1act.) RANK 21 NODE 4 --> 105.653931 sigma in 40act. ( 116.166412 sig out 1act.) RANK 22 NODE 1 --> 98.2492447 sigma in 40act. ( 107.651321 sig out 1act.) RANK 23 NODE 8 --> 93.6996231 sigma in 40act. ( 94.6535416 sig out 1act.) RANK 24 NODE 12 --> 89.5272598 sigma in 40act. ( 110.794418 sig out 1act.) RANK 25 NODE 23 --> 87.5529099 sigma in 40act. ( 90.9895096 sig out 1act.) RANK 26 NODE 14 --> 84.1003113 sigma in 40act. ( 80.0095291 sig out 1act.) RANK 27 NODE 33 --> 82.6912842 sigma in 40act. ( 77.9276199 sig out 1act.) RANK 28 NODE 3 --> 69.2058716 sigma in 40act. ( 81.2628326 sig out 1act.) RANK 29 NODE 40 --> 57.8420601 sigma in 40act. ( 60.8058395 sig out 1act.) RANK 30 NODE 22 --> 44.3836098 sigma in 40act. ( 45.2792358 sig out 1act.) RANK 31 NODE 37 --> 42.1461029 sigma in 40act. ( 40.5970192 sig out 1act.) RANK 32 NODE 7 --> 35.5705299 sigma in 40act. ( 38.4345398 sig out 1act.) RANK 33 NODE 20 --> 34.2187729 sigma in 40act. ( 37.4229698 sig out 1act.) RANK 34 NODE 10 --> 34.1189423 sigma in 40act. ( 33.8844833 sig out 1act.) RANK 35 NODE 15 --> 31.4683266 sigma in 40act. ( 31.278717 sig out 1act.) RANK 36 NODE 9 --> 25.9968204 sigma in 40act. ( 22.5918865 sig out 1act.) RANK 37 NODE 5 --> 25.5531101 sigma in 40act. ( 25.7932339 sig out 1act.) RANK 38 NODE 17 --> 24.9189034 sigma in 40act. ( 25.1367626 sig out 1act.) RANK 39 NODE 26 --> 14.5247393 sigma in 40act. ( 13.6873055 sig out 1act.) RANK 40 NODE 18 --> 11.3624792 sigma in 40act. ( 11.0042362 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 456.179504 sigma out 1act.( 607.20636 sig in 40act.) RANK 2 NODE 21 --> 418.634613 sigma out 1act.( 452.676575 sig in 40act.) RANK 3 NODE 16 --> 390.526306 sigma out 1act.( 437.33139 sig in 40act.) RANK 4 NODE 29 --> 380.476379 sigma out 1act.( 362.095581 sig in 40act.) RANK 5 NODE 38 --> 289.992188 sigma out 1act.( 256.949432 sig in 40act.) RANK 6 NODE 24 --> 288.096924 sigma out 1act.( 315.927979 sig in 40act.) RANK 7 NODE 39 --> 285.692108 sigma out 1act.( 286.996674 sig in 40act.) RANK 8 NODE 28 --> 272.116272 sigma out 1act.( 272.136383 sig in 40act.) RANK 9 NODE 31 --> 268.685822 sigma out 1act.( 329.787018 sig in 40act.) RANK 10 NODE 30 --> 267.250488 sigma out 1act.( 290.967957 sig in 40act.) RANK 11 NODE 35 --> 255.229538 sigma out 1act.( 258.20639 sig in 40act.) RANK 12 NODE 27 --> 241.325623 sigma out 1act.( 250.942459 sig in 40act.) RANK 13 NODE 36 --> 218.663879 sigma out 1act.( 225.367142 sig in 40act.) RANK 14 NODE 32 --> 211.696014 sigma out 1act.( 181.369293 sig in 40act.) RANK 15 NODE 34 --> 210.099442 sigma out 1act.( 238.861557 sig in 40act.) RANK 16 NODE 2 --> 191.915634 sigma out 1act.( 208.66864 sig in 40act.) RANK 17 NODE 19 --> 170.198746 sigma out 1act.( 132.573074 sig in 40act.) RANK 18 NODE 6 --> 150.653061 sigma out 1act.( 141.571838 sig in 40act.) RANK 19 NODE 25 --> 134.286911 sigma out 1act.( 130.730103 sig in 40act.) RANK 20 NODE 11 --> 123.74781 sigma out 1act.( 110.976227 sig in 40act.) RANK 21 NODE 4 --> 116.166412 sigma out 1act.( 105.653931 sig in 40act.) RANK 22 NODE 12 --> 110.794418 sigma out 1act.( 89.5272598 sig in 40act.) RANK 23 NODE 1 --> 107.651321 sigma out 1act.( 98.2492447 sig in 40act.) RANK 24 NODE 8 --> 94.6535416 sigma out 1act.( 93.6996231 sig in 40act.) RANK 25 NODE 23 --> 90.9895096 sigma out 1act.( 87.5529099 sig in 40act.) RANK 26 NODE 3 --> 81.2628326 sigma out 1act.( 69.2058716 sig in 40act.) RANK 27 NODE 14 --> 80.0095291 sigma out 1act.( 84.1003113 sig in 40act.) RANK 28 NODE 33 --> 77.9276199 sigma out 1act.( 82.6912842 sig in 40act.) RANK 29 NODE 40 --> 60.8058395 sigma out 1act.( 57.8420601 sig in 40act.) RANK 30 NODE 22 --> 45.2792358 sigma out 1act.( 44.3836098 sig in 40act.) RANK 31 NODE 37 --> 40.5970192 sigma out 1act.( 42.1461029 sig in 40act.) RANK 32 NODE 7 --> 38.4345398 sigma out 1act.( 35.5705299 sig in 40act.) RANK 33 NODE 20 --> 37.4229698 sigma out 1act.( 34.2187729 sig in 40act.) RANK 34 NODE 10 --> 33.8844833 sigma out 1act.( 34.1189423 sig in 40act.) RANK 35 NODE 15 --> 31.278717 sigma out 1act.( 31.4683266 sig in 40act.) RANK 36 NODE 5 --> 25.7932339 sigma out 1act.( 25.5531101 sig in 40act.) RANK 37 NODE 17 --> 25.1367626 sigma out 1act.( 24.9189034 sig in 40act.) RANK 38 NODE 9 --> 22.5918865 sigma out 1act.( 25.9968204 sig in 40act.) RANK 39 NODE 26 --> 13.6873055 sigma out 1act.( 14.5247393 sig in 40act.) RANK 40 NODE 18 --> 11.0042362 sigma out 1act.( 11.3624792 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1271.68762 sigma in 40 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.432370603 *** contribution from regularisation: 0.00287124026 *** contribution from error: -0.435241848 *** contribution from DIAG: 0.000219384892 *********************************************** ENTER BFGS code FG_LNSRCH -432151.227 0.324667692 -25.1908073 EXIT FROM BFGS code NEW_X -432151.227 0.324667692 -25.1908073 ENTER BFGS code NEW_X -432151.227 0.324667692 -25.1908073 EXIT FROM BFGS code FG_LNSRCH 0. 0.324401855 0. --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.432510942 *** contribution from regularisation: 0.00289354078 *** contribution from error: -0.43540448 *** contribution from DIAG: 0.000218172951 *********************************************** ENTER BFGS code FG_LNSRCH -432292.775 0.324401855 -26.0358105 EXIT FROM BFGS code NEW_X -432292.775 0.324401855 -26.0358105 ENTER BFGS code NEW_X -432292.775 0.324401855 -26.0358105 EXIT FROM BFGS code FG_LNSRCH 0. 0.326060921 0. --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.432913125 *** contribution from regularisation: 0.00290295412 *** contribution from error: -0.435816079 *** contribution from DIAG: 0.000213505889 *********************************************** ENTER BFGS code FG_LNSRCH -432699.609 0.326060921 54.365593 EXIT FROM BFGS code NEW_X -432699.609 0.326060921 54.365593 ENTER BFGS code NEW_X -432699.609 0.326060921 54.365593 EXIT FROM BFGS code FG_LNSRCH 0. 0.328935206 0. --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.433372587 *** contribution from regularisation: 0.00290284399 *** contribution from error: -0.436275423 *** contribution from DIAG: 0.000212660249 *********************************************** ENTER BFGS code FG_LNSRCH -433159.923 0.328935206 -375.155792 EXIT FROM BFGS code NEW_X -433159.923 0.328935206 -375.155792 ENTER BFGS code NEW_X -433159.923 0.328935206 -375.155792 EXIT FROM BFGS code FG_LNSRCH 0. 0.335611314 0. --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.433250159 *** contribution from regularisation: 0.00293133454 *** contribution from error: -0.436181486 *** contribution from DIAG: 0.000222364091 *********************************************** ENTER BFGS code FG_LNSRCH -433027.79 0.335611314 851.475159 EXIT FROM BFGS code FG_LNSRCH 0. 0.332152992 0. --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.433763653 *** contribution from regularisation: 0.00287637231 *** contribution from error: -0.436640024 *** contribution from DIAG: 0.000218145185 *********************************************** ENTER BFGS code FG_LNSRCH -433545.509 0.332152992 268.125946 EXIT FROM BFGS code NEW_X -433545.509 0.332152992 268.125946 ENTER BFGS code NEW_X -433545.509 0.332152992 268.125946 EXIT FROM BFGS code FG_LNSRCH 0. 0.335491598 0. --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.434176356 *** contribution from regularisation: 0.00291318237 *** contribution from error: -0.437089533 *** contribution from DIAG: 0.000218124624 *********************************************** ENTER BFGS code FG_LNSRCH -433958.223 0.335491598 -342.05426 EXIT FROM BFGS code NEW_X -433958.223 0.335491598 -342.05426 ENTER BFGS code NEW_X -433958.223 0.335491598 -342.05426 EXIT FROM BFGS code FG_LNSRCH 0. 0.337514937 0. --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.434506595 *** contribution from regularisation: 0.00290712062 *** contribution from error: -0.437413722 *** contribution from DIAG: 0.000220800503 *********************************************** ENTER BFGS code FG_LNSRCH -434285.787 0.337514937 -658.945984 EXIT FROM BFGS code NEW_X -434285.787 0.337514937 -658.945984 ENTER BFGS code NEW_X -434285.787 0.337514937 -658.945984 EXIT FROM BFGS code FG_LNSRCH 0. 0.339678496 0. --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.434697837 *** contribution from regularisation: 0.00291540357 *** contribution from error: -0.437613249 *** contribution from DIAG: 0.00022435408 *********************************************** ENTER BFGS code FG_LNSRCH -434473.486 0.339678496 -762.145386 EXIT FROM BFGS code NEW_X -434473.486 0.339678496 -762.145386 ENTER BFGS code NEW_X -434473.486 0.339678496 -762.145386 EXIT FROM BFGS code FG_LNSRCH 0. 0.33863616 0. --------------------------------------------------- Iteration : 79 *********************************************** *** Learn Path 79 *** loss function: -0.434916377 *** contribution from regularisation: 0.0028929594 *** contribution from error: -0.437809348 *** contribution from DIAG: 0.000224258591 *********************************************** ENTER BFGS code FG_LNSRCH -434692.119 0.33863616 -224.826797 EXIT FROM BFGS code NEW_X -434692.119 0.33863616 -224.826797 ENTER BFGS code NEW_X -434692.119 0.33863616 -224.826797 EXIT FROM BFGS code FG_LNSRCH 0. 0.337133557 0. --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 555.167725 sigma out 40 active outputs RANK 2 NODE 3 --> 510.294769 sigma out 40 active outputs RANK 3 NODE 7 --> 494.522644 sigma out 40 active outputs RANK 4 NODE 5 --> 425.07135 sigma out 40 active outputs RANK 5 NODE 2 --> 414.128357 sigma out 40 active outputs RANK 6 NODE 4 --> 407.959137 sigma out 40 active outputs RANK 7 NODE 6 --> 356.374481 sigma out 40 active outputs RANK 8 NODE 8 --> 261.084656 sigma out 40 active outputs RANK 9 NODE 10 --> 249.473557 sigma out 40 active outputs RANK 10 NODE 11 --> 230.812057 sigma out 40 active outputs RANK 11 NODE 21 --> 180.299011 sigma out 40 active outputs RANK 12 NODE 26 --> 173.435486 sigma out 40 active outputs RANK 13 NODE 25 --> 147.852829 sigma out 40 active outputs RANK 14 NODE 17 --> 137.515671 sigma out 40 active outputs RANK 15 NODE 31 --> 133.667542 sigma out 40 active outputs RANK 16 NODE 9 --> 126.595016 sigma out 40 active outputs RANK 17 NODE 38 --> 120.173409 sigma out 40 active outputs RANK 18 NODE 20 --> 112.623703 sigma out 40 active outputs RANK 19 NODE 19 --> 110.9048 sigma out 40 active outputs RANK 20 NODE 18 --> 109.462822 sigma out 40 active outputs RANK 21 NODE 28 --> 105.704803 sigma out 40 active outputs RANK 22 NODE 14 --> 103.394844 sigma out 40 active outputs RANK 23 NODE 12 --> 101.941628 sigma out 40 active outputs RANK 24 NODE 23 --> 99.2360153 sigma out 40 active outputs RANK 25 NODE 30 --> 93.4505005 sigma out 40 active outputs RANK 26 NODE 35 --> 89.6570663 sigma out 40 active outputs RANK 27 NODE 16 --> 82.8085785 sigma out 40 active outputs RANK 28 NODE 22 --> 82.604126 sigma out 40 active outputs RANK 29 NODE 13 --> 79.6428833 sigma out 40 active outputs RANK 30 NODE 27 --> 74.2184753 sigma out 40 active outputs RANK 31 NODE 15 --> 63.3053169 sigma out 40 active outputs RANK 32 NODE 24 --> 36.6553726 sigma out 40 active outputs RANK 33 NODE 39 --> 33.4560852 sigma out 40 active outputs RANK 34 NODE 37 --> 32.6455078 sigma out 40 active outputs RANK 35 NODE 29 --> 32.2110405 sigma out 40 active outputs RANK 36 NODE 32 --> 30.8928089 sigma out 40 active outputs RANK 37 NODE 33 --> 30.3351917 sigma out 40 active outputs RANK 38 NODE 36 --> 23.7846012 sigma out 40 active outputs RANK 39 NODE 34 --> 18.7331562 sigma out 40 active outputs RANK 40 NODE 40 --> 11.9853029 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 635.445862 sigma in 40act. ( 466.369507 sig out 1act.) RANK 2 NODE 21 --> 439.616852 sigma in 40act. ( 428.727966 sig out 1act.) RANK 3 NODE 16 --> 429.46756 sigma in 40act. ( 388.402069 sig out 1act.) RANK 4 NODE 29 --> 349.139771 sigma in 40act. ( 383.827454 sig out 1act.) RANK 5 NODE 31 --> 328.812012 sigma in 40act. ( 271.127075 sig out 1act.) RANK 6 NODE 24 --> 317.506836 sigma in 40act. ( 291.383759 sig out 1act.) RANK 7 NODE 39 --> 289.612946 sigma in 40act. ( 285.86676 sig out 1act.) RANK 8 NODE 30 --> 288.972778 sigma in 40act. ( 271.650208 sig out 1act.) RANK 9 NODE 35 --> 285.517273 sigma in 40act. ( 277.486298 sig out 1act.) RANK 10 NODE 28 --> 274.124451 sigma in 40act. ( 277.134491 sig out 1act.) RANK 11 NODE 27 --> 270.772125 sigma in 40act. ( 249.747513 sig out 1act.) RANK 12 NODE 38 --> 262.268738 sigma in 40act. ( 291.169312 sig out 1act.) RANK 13 NODE 36 --> 249.02301 sigma in 40act. ( 225.392242 sig out 1act.) RANK 14 NODE 34 --> 242.146469 sigma in 40act. ( 206.203873 sig out 1act.) RANK 15 NODE 2 --> 216.060196 sigma in 40act. ( 200.615204 sig out 1act.) RANK 16 NODE 32 --> 185.79599 sigma in 40act. ( 221.601624 sig out 1act.) RANK 17 NODE 6 --> 148.202972 sigma in 40act. ( 160.433304 sig out 1act.) RANK 18 NODE 25 --> 131.271744 sigma in 40act. ( 135.548386 sig out 1act.) RANK 19 NODE 19 --> 127.169388 sigma in 40act. ( 167.636353 sig out 1act.) RANK 20 NODE 11 --> 113.232376 sigma in 40act. ( 125.327858 sig out 1act.) RANK 21 NODE 4 --> 103.261681 sigma in 40act. ( 113.085388 sig out 1act.) RANK 22 NODE 1 --> 101.887634 sigma in 40act. ( 111.0951 sig out 1act.) RANK 23 NODE 8 --> 92.1741333 sigma in 40act. ( 93.7200775 sig out 1act.) RANK 24 NODE 23 --> 88.7236404 sigma in 40act. ( 91.6460953 sig out 1act.) RANK 25 NODE 14 --> 86.379982 sigma in 40act. ( 81.1467133 sig out 1act.) RANK 26 NODE 12 --> 86.3341293 sigma in 40act. ( 109.87812 sig out 1act.) RANK 27 NODE 33 --> 86.1708984 sigma in 40act. ( 79.8368301 sig out 1act.) RANK 28 NODE 3 --> 67.9310913 sigma in 40act. ( 80.2157974 sig out 1act.) RANK 29 NODE 40 --> 60.8864212 sigma in 40act. ( 63.6804924 sig out 1act.) RANK 30 NODE 22 --> 42.3858528 sigma in 40act. ( 43.1738319 sig out 1act.) RANK 31 NODE 37 --> 39.3830986 sigma in 40act. ( 37.7486496 sig out 1act.) RANK 32 NODE 15 --> 35.7025795 sigma in 40act. ( 35.7804413 sig out 1act.) RANK 33 NODE 10 --> 35.6158409 sigma in 40act. ( 35.5503082 sig out 1act.) RANK 34 NODE 7 --> 34.8855362 sigma in 40act. ( 37.8287811 sig out 1act.) RANK 35 NODE 20 --> 33.718132 sigma in 40act. ( 37.0513878 sig out 1act.) RANK 36 NODE 9 --> 28.2836609 sigma in 40act. ( 24.8715973 sig out 1act.) RANK 37 NODE 5 --> 23.4894428 sigma in 40act. ( 23.786602 sig out 1act.) RANK 38 NODE 17 --> 22.3573074 sigma in 40act. ( 22.2949657 sig out 1act.) RANK 39 NODE 26 --> 14.7874775 sigma in 40act. ( 14.1154823 sig out 1act.) RANK 40 NODE 18 --> 11.7557726 sigma in 40act. ( 11.5365601 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 466.369507 sigma out 1act.( 635.445862 sig in 40act.) RANK 2 NODE 21 --> 428.727966 sigma out 1act.( 439.616852 sig in 40act.) RANK 3 NODE 16 --> 388.402069 sigma out 1act.( 429.46756 sig in 40act.) RANK 4 NODE 29 --> 383.827454 sigma out 1act.( 349.139771 sig in 40act.) RANK 5 NODE 24 --> 291.383759 sigma out 1act.( 317.506836 sig in 40act.) RANK 6 NODE 38 --> 291.169312 sigma out 1act.( 262.268738 sig in 40act.) RANK 7 NODE 39 --> 285.86676 sigma out 1act.( 289.612946 sig in 40act.) RANK 8 NODE 35 --> 277.486298 sigma out 1act.( 285.517273 sig in 40act.) RANK 9 NODE 28 --> 277.134491 sigma out 1act.( 274.124451 sig in 40act.) RANK 10 NODE 30 --> 271.650208 sigma out 1act.( 288.972778 sig in 40act.) RANK 11 NODE 31 --> 271.127075 sigma out 1act.( 328.812012 sig in 40act.) RANK 12 NODE 27 --> 249.747513 sigma out 1act.( 270.772125 sig in 40act.) RANK 13 NODE 36 --> 225.392242 sigma out 1act.( 249.02301 sig in 40act.) RANK 14 NODE 32 --> 221.601624 sigma out 1act.( 185.79599 sig in 40act.) RANK 15 NODE 34 --> 206.203873 sigma out 1act.( 242.146469 sig in 40act.) RANK 16 NODE 2 --> 200.615204 sigma out 1act.( 216.060196 sig in 40act.) RANK 17 NODE 19 --> 167.636353 sigma out 1act.( 127.169388 sig in 40act.) RANK 18 NODE 6 --> 160.433304 sigma out 1act.( 148.202972 sig in 40act.) RANK 19 NODE 25 --> 135.548386 sigma out 1act.( 131.271744 sig in 40act.) RANK 20 NODE 11 --> 125.327858 sigma out 1act.( 113.232376 sig in 40act.) RANK 21 NODE 4 --> 113.085388 sigma out 1act.( 103.261681 sig in 40act.) RANK 22 NODE 1 --> 111.0951 sigma out 1act.( 101.887634 sig in 40act.) RANK 23 NODE 12 --> 109.87812 sigma out 1act.( 86.3341293 sig in 40act.) RANK 24 NODE 8 --> 93.7200775 sigma out 1act.( 92.1741333 sig in 40act.) RANK 25 NODE 23 --> 91.6460953 sigma out 1act.( 88.7236404 sig in 40act.) RANK 26 NODE 14 --> 81.1467133 sigma out 1act.( 86.379982 sig in 40act.) RANK 27 NODE 3 --> 80.2157974 sigma out 1act.( 67.9310913 sig in 40act.) RANK 28 NODE 33 --> 79.8368301 sigma out 1act.( 86.1708984 sig in 40act.) RANK 29 NODE 40 --> 63.6804924 sigma out 1act.( 60.8864212 sig in 40act.) RANK 30 NODE 22 --> 43.1738319 sigma out 1act.( 42.3858528 sig in 40act.) RANK 31 NODE 7 --> 37.8287811 sigma out 1act.( 34.8855362 sig in 40act.) RANK 32 NODE 37 --> 37.7486496 sigma out 1act.( 39.3830986 sig in 40act.) RANK 33 NODE 20 --> 37.0513878 sigma out 1act.( 33.718132 sig in 40act.) RANK 34 NODE 15 --> 35.7804413 sigma out 1act.( 35.7025795 sig in 40act.) RANK 35 NODE 10 --> 35.5503082 sigma out 1act.( 35.6158409 sig in 40act.) RANK 36 NODE 9 --> 24.8715973 sigma out 1act.( 28.2836609 sig in 40act.) RANK 37 NODE 5 --> 23.786602 sigma out 1act.( 23.4894428 sig in 40act.) RANK 38 NODE 17 --> 22.2949657 sigma out 1act.( 22.3573074 sig in 40act.) RANK 39 NODE 26 --> 14.1154823 sigma out 1act.( 14.7874775 sig in 40act.) RANK 40 NODE 18 --> 11.5365601 sigma out 1act.( 11.7557726 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1293.62024 sigma in 40 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.435127228 *** contribution from regularisation: 0.00289317756 *** contribution from error: -0.438020408 *** contribution from DIAG: 0.000223148498 *********************************************** ENTER BFGS code FG_LNSRCH -434904.076 0.337133557 393.409729 EXIT FROM BFGS code NEW_X -434904.076 0.337133557 393.409729 ENTER BFGS code NEW_X -434904.076 0.337133557 393.409729 EXIT FROM BFGS code FG_LNSRCH 0. 0.337702245 0. --------------------------------------------------- Iteration : 81 *********************************************** *** Learn Path 81 *** loss function: -0.435349703 *** contribution from regularisation: 0.00290156901 *** contribution from error: -0.438251257 *** contribution from DIAG: 0.000224295087 *********************************************** ENTER BFGS code FG_LNSRCH -435125.415 0.337702245 -79.4700317 EXIT FROM BFGS code NEW_X -435125.415 0.337702245 -79.4700317 ENTER BFGS code NEW_X -435125.415 0.337702245 -79.4700317 EXIT FROM BFGS code FG_LNSRCH 0. 0.338194966 0. --------------------------------------------------- Iteration : 82 *********************************************** *** Learn Path 82 *** loss function: -0.435796708 *** contribution from regularisation: 0.0029379155 *** contribution from error: -0.438734621 *** contribution from DIAG: 0.000207180579 *********************************************** ENTER BFGS code FG_LNSRCH -435589.516 0.338194966 2945.59424 EXIT FROM BFGS code NEW_X -435589.516 0.338194966 2945.59424 ENTER BFGS code NEW_X -435589.516 0.338194966 2945.59424 EXIT FROM BFGS code FG_LNSRCH 0. 0.340938151 0. --------------------------------------------------- Iteration : 83 *********************************************** *** Learn Path 83 *** loss function: -0.436457127 *** contribution from regularisation: 0.00291338307 *** contribution from error: -0.439370513 *** contribution from DIAG: 0.000218905028 *********************************************** ENTER BFGS code FG_LNSRCH -436238.209 0.340938151 276.841675 EXIT FROM BFGS code NEW_X -436238.209 0.340938151 276.841675 ENTER BFGS code NEW_X -436238.209 0.340938151 276.841675 EXIT FROM BFGS code FG_LNSRCH 0. 0.342243165 0. --------------------------------------------------- Iteration : 84 *********************************************** *** Learn Path 84 *** loss function: -0.436760485 *** contribution from regularisation: 0.00290603423 *** contribution from error: -0.43966651 *** contribution from DIAG: 0.000220758375 *********************************************** ENTER BFGS code FG_LNSRCH -436539.738 0.342243165 -453.295502 EXIT FROM BFGS code NEW_X -436539.738 0.342243165 -453.295502 ENTER BFGS code NEW_X -436539.738 0.342243165 -453.295502 EXIT FROM BFGS code FG_LNSRCH 0. 0.34439972 0. --------------------------------------------------- Iteration : 85 *********************************************** *** Learn Path 85 *** loss function: -0.437154412 *** contribution from regularisation: 0.00293292152 *** contribution from error: -0.440087348 *** contribution from DIAG: 0.000221606344 *********************************************** ENTER BFGS code FG_LNSRCH -436932.797 0.34439972 -136.127838 EXIT FROM BFGS code NEW_X -436932.797 0.34439972 -136.127838 ENTER BFGS code NEW_X -436932.797 0.34439972 -136.127838 EXIT FROM BFGS code FG_LNSRCH 0. 0.349055409 0. --------------------------------------------------- Iteration : 86 *********************************************** *** Learn Path 86 *** loss function: -0.437408119 *** contribution from regularisation: 0.00295920135 *** contribution from error: -0.440367311 *** contribution from DIAG: 0.000222328861 *********************************************** ENTER BFGS code FG_LNSRCH -437185.792 0.349055409 -1315.91174 EXIT FROM BFGS code NEW_X -437185.792 0.349055409 -1315.91174 ENTER BFGS code NEW_X -437185.792 0.349055409 -1315.91174 EXIT FROM BFGS code FG_LNSRCH 0. 0.348506689 0. --------------------------------------------------- Iteration : 87 *********************************************** *** Learn Path 87 *** loss function: -0.437818617 *** contribution from regularisation: 0.00289465161 *** contribution from error: -0.440713257 *** contribution from DIAG: 0.000222369912 *********************************************** ENTER BFGS code FG_LNSRCH -437596.24 0.348506689 -543.134766 EXIT FROM BFGS code NEW_X -437596.24 0.348506689 -543.134766 ENTER BFGS code NEW_X -437596.24 0.348506689 -543.134766 EXIT FROM BFGS code FG_LNSRCH 0. 0.348737746 0. --------------------------------------------------- Iteration : 88 *********************************************** *** Learn Path 88 *** loss function: -0.438056588 *** contribution from regularisation: 0.00290537369 *** contribution from error: -0.440961957 *** contribution from DIAG: 0.000219512338 *********************************************** ENTER BFGS code FG_LNSRCH -437837.068 0.348737746 136.700882 EXIT FROM BFGS code NEW_X -437837.068 0.348737746 136.700882 ENTER BFGS code NEW_X -437837.068 0.348737746 136.700882 EXIT FROM BFGS code FG_LNSRCH 0. 0.350055784 0. --------------------------------------------------- Iteration : 89 *********************************************** *** Learn Path 89 *** loss function: -0.438255847 *** contribution from regularisation: 0.00292070815 *** contribution from error: -0.441176564 *** contribution from DIAG: 0.00021874813 *********************************************** ENTER BFGS code FG_LNSRCH -438037.089 0.350055784 195.59317 EXIT FROM BFGS code NEW_X -438037.089 0.350055784 195.59317 ENTER BFGS code NEW_X -438037.089 0.350055784 195.59317 EXIT FROM BFGS code FG_LNSRCH 0. 0.352150083 0. --------------------------------------------------- Iteration : 90 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 641.681274 sigma out 40 active outputs RANK 2 NODE 3 --> 515.544556 sigma out 40 active outputs RANK 3 NODE 7 --> 470.442841 sigma out 40 active outputs RANK 4 NODE 5 --> 462.689117 sigma out 40 active outputs RANK 5 NODE 4 --> 427.62262 sigma out 40 active outputs RANK 6 NODE 2 --> 409.177826 sigma out 40 active outputs RANK 7 NODE 6 --> 382.013 sigma out 40 active outputs RANK 8 NODE 10 --> 277.563507 sigma out 40 active outputs RANK 9 NODE 8 --> 258.068878 sigma out 40 active outputs RANK 10 NODE 11 --> 243.392426 sigma out 40 active outputs RANK 11 NODE 21 --> 220.121582 sigma out 40 active outputs RANK 12 NODE 26 --> 188.1297 sigma out 40 active outputs RANK 13 NODE 31 --> 162.852112 sigma out 40 active outputs RANK 14 NODE 25 --> 155.871307 sigma out 40 active outputs RANK 15 NODE 9 --> 149.098602 sigma out 40 active outputs RANK 16 NODE 18 --> 130.828659 sigma out 40 active outputs RANK 17 NODE 38 --> 128.646927 sigma out 40 active outputs RANK 18 NODE 28 --> 128.49855 sigma out 40 active outputs RANK 19 NODE 19 --> 128.177795 sigma out 40 active outputs RANK 20 NODE 17 --> 123.719254 sigma out 40 active outputs RANK 21 NODE 20 --> 121.115997 sigma out 40 active outputs RANK 22 NODE 12 --> 117.071632 sigma out 40 active outputs RANK 23 NODE 14 --> 111.287743 sigma out 40 active outputs RANK 24 NODE 22 --> 107.543076 sigma out 40 active outputs RANK 25 NODE 23 --> 107.152061 sigma out 40 active outputs RANK 26 NODE 30 --> 101.477036 sigma out 40 active outputs RANK 27 NODE 35 --> 97.5040512 sigma out 40 active outputs RANK 28 NODE 16 --> 88.1058884 sigma out 40 active outputs RANK 29 NODE 13 --> 83.3770447 sigma out 40 active outputs RANK 30 NODE 27 --> 78.7981033 sigma out 40 active outputs RANK 31 NODE 15 --> 65.363121 sigma out 40 active outputs RANK 32 NODE 37 --> 40.2348404 sigma out 40 active outputs RANK 33 NODE 39 --> 35.0644493 sigma out 40 active outputs RANK 34 NODE 29 --> 32.8234253 sigma out 40 active outputs RANK 35 NODE 24 --> 32.4211655 sigma out 40 active outputs RANK 36 NODE 32 --> 29.5935783 sigma out 40 active outputs RANK 37 NODE 33 --> 27.583498 sigma out 40 active outputs RANK 38 NODE 36 --> 23.9663486 sigma out 40 active outputs RANK 39 NODE 34 --> 18.0000134 sigma out 40 active outputs RANK 40 NODE 40 --> 12.0043736 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 704.133972 sigma in 40act. ( 506.775604 sig out 1act.) RANK 2 NODE 21 --> 442.731903 sigma in 40act. ( 477.70694 sig out 1act.) RANK 3 NODE 16 --> 413.240112 sigma in 40act. ( 383.049896 sig out 1act.) RANK 4 NODE 35 --> 373.090576 sigma in 40act. ( 343.349701 sig out 1act.) RANK 5 NODE 29 --> 344.475891 sigma in 40act. ( 418.267944 sig out 1act.) RANK 6 NODE 31 --> 328.376465 sigma in 40act. ( 280.514923 sig out 1act.) RANK 7 NODE 24 --> 317.766449 sigma in 40act. ( 291.729492 sig out 1act.) RANK 8 NODE 27 --> 308.593903 sigma in 40act. ( 264.012207 sig out 1act.) RANK 9 NODE 36 --> 301.906372 sigma in 40act. ( 258.542816 sig out 1act.) RANK 10 NODE 38 --> 294.504669 sigma in 40act. ( 314.4104 sig out 1act.) RANK 11 NODE 39 --> 290.109131 sigma in 40act. ( 283.556915 sig out 1act.) RANK 12 NODE 30 --> 286.524323 sigma in 40act. ( 284.678345 sig out 1act.) RANK 13 NODE 28 --> 281.871613 sigma in 40act. ( 308.142822 sig out 1act.) RANK 14 NODE 34 --> 245.949829 sigma in 40act. ( 208.459274 sig out 1act.) RANK 15 NODE 2 --> 228.553497 sigma in 40act. ( 216.980606 sig out 1act.) RANK 16 NODE 32 --> 220.597778 sigma in 40act. ( 272.276947 sig out 1act.) RANK 17 NODE 6 --> 169.554794 sigma in 40act. ( 184.280869 sig out 1act.) RANK 18 NODE 25 --> 142.054916 sigma in 40act. ( 149.654999 sig out 1act.) RANK 19 NODE 19 --> 122.244202 sigma in 40act. ( 161.851059 sig out 1act.) RANK 20 NODE 11 --> 111.628654 sigma in 40act. ( 120.978851 sig out 1act.) RANK 21 NODE 1 --> 110.852325 sigma in 40act. ( 117.909805 sig out 1act.) RANK 22 NODE 4 --> 96.6487885 sigma in 40act. ( 106.672737 sig out 1act.) RANK 23 NODE 33 --> 95.2413635 sigma in 40act. ( 86.5333633 sig out 1act.) RANK 24 NODE 8 --> 94.2642212 sigma in 40act. ( 96.0485153 sig out 1act.) RANK 25 NODE 14 --> 90.2838898 sigma in 40act. ( 82.5730591 sig out 1act.) RANK 26 NODE 23 --> 86.1710663 sigma in 40act. ( 90.07724 sig out 1act.) RANK 27 NODE 12 --> 76.7276382 sigma in 40act. ( 105.801071 sig out 1act.) RANK 28 NODE 40 --> 70.3482208 sigma in 40act. ( 72.531189 sig out 1act.) RANK 29 NODE 3 --> 63.3107643 sigma in 40act. ( 73.7569351 sig out 1act.) RANK 30 NODE 15 --> 51.127243 sigma in 40act. ( 51.1081314 sig out 1act.) RANK 31 NODE 10 --> 40.4384918 sigma in 40act. ( 41.3641281 sig out 1act.) RANK 32 NODE 22 --> 38.5782471 sigma in 40act. ( 39.1882744 sig out 1act.) RANK 33 NODE 37 --> 35.9240379 sigma in 40act. ( 34.3255844 sig out 1act.) RANK 34 NODE 7 --> 35.0973434 sigma in 40act. ( 38.6565971 sig out 1act.) RANK 35 NODE 9 --> 34.0884514 sigma in 40act. ( 30.5382347 sig out 1act.) RANK 36 NODE 20 --> 31.5486145 sigma in 40act. ( 34.8857269 sig out 1act.) RANK 37 NODE 5 --> 21.2883263 sigma in 40act. ( 21.5117493 sig out 1act.) RANK 38 NODE 17 --> 16.7623825 sigma in 40act. ( 16.3592453 sig out 1act.) RANK 39 NODE 26 --> 15.6878452 sigma in 40act. ( 15.3867359 sig out 1act.) RANK 40 NODE 18 --> 10.5430813 sigma in 40act. ( 10.2528057 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 506.775604 sigma out 1act.( 704.133972 sig in 40act.) RANK 2 NODE 21 --> 477.70694 sigma out 1act.( 442.731903 sig in 40act.) RANK 3 NODE 29 --> 418.267944 sigma out 1act.( 344.475891 sig in 40act.) RANK 4 NODE 16 --> 383.049896 sigma out 1act.( 413.240112 sig in 40act.) RANK 5 NODE 35 --> 343.349701 sigma out 1act.( 373.090576 sig in 40act.) RANK 6 NODE 38 --> 314.4104 sigma out 1act.( 294.504669 sig in 40act.) RANK 7 NODE 28 --> 308.142822 sigma out 1act.( 281.871613 sig in 40act.) RANK 8 NODE 24 --> 291.729492 sigma out 1act.( 317.766449 sig in 40act.) RANK 9 NODE 30 --> 284.678345 sigma out 1act.( 286.524323 sig in 40act.) RANK 10 NODE 39 --> 283.556915 sigma out 1act.( 290.109131 sig in 40act.) RANK 11 NODE 31 --> 280.514923 sigma out 1act.( 328.376465 sig in 40act.) RANK 12 NODE 32 --> 272.276947 sigma out 1act.( 220.597778 sig in 40act.) RANK 13 NODE 27 --> 264.012207 sigma out 1act.( 308.593903 sig in 40act.) RANK 14 NODE 36 --> 258.542816 sigma out 1act.( 301.906372 sig in 40act.) RANK 15 NODE 2 --> 216.980606 sigma out 1act.( 228.553497 sig in 40act.) RANK 16 NODE 34 --> 208.459274 sigma out 1act.( 245.949829 sig in 40act.) RANK 17 NODE 6 --> 184.280869 sigma out 1act.( 169.554794 sig in 40act.) RANK 18 NODE 19 --> 161.851059 sigma out 1act.( 122.244202 sig in 40act.) RANK 19 NODE 25 --> 149.654999 sigma out 1act.( 142.054916 sig in 40act.) RANK 20 NODE 11 --> 120.978851 sigma out 1act.( 111.628654 sig in 40act.) RANK 21 NODE 1 --> 117.909805 sigma out 1act.( 110.852325 sig in 40act.) RANK 22 NODE 4 --> 106.672737 sigma out 1act.( 96.6487885 sig in 40act.) RANK 23 NODE 12 --> 105.801071 sigma out 1act.( 76.7276382 sig in 40act.) RANK 24 NODE 8 --> 96.0485153 sigma out 1act.( 94.2642212 sig in 40act.) RANK 25 NODE 23 --> 90.07724 sigma out 1act.( 86.1710663 sig in 40act.) RANK 26 NODE 33 --> 86.5333633 sigma out 1act.( 95.2413635 sig in 40act.) RANK 27 NODE 14 --> 82.5730591 sigma out 1act.( 90.2838898 sig in 40act.) RANK 28 NODE 3 --> 73.7569351 sigma out 1act.( 63.3107643 sig in 40act.) RANK 29 NODE 40 --> 72.531189 sigma out 1act.( 70.3482208 sig in 40act.) RANK 30 NODE 15 --> 51.1081314 sigma out 1act.( 51.127243 sig in 40act.) RANK 31 NODE 10 --> 41.3641281 sigma out 1act.( 40.4384918 sig in 40act.) RANK 32 NODE 22 --> 39.1882744 sigma out 1act.( 38.5782471 sig in 40act.) RANK 33 NODE 7 --> 38.6565971 sigma out 1act.( 35.0973434 sig in 40act.) RANK 34 NODE 20 --> 34.8857269 sigma out 1act.( 31.5486145 sig in 40act.) RANK 35 NODE 37 --> 34.3255844 sigma out 1act.( 35.9240379 sig in 40act.) RANK 36 NODE 9 --> 30.5382347 sigma out 1act.( 34.0884514 sig in 40act.) RANK 37 NODE 5 --> 21.5117493 sigma out 1act.( 21.2883263 sig in 40act.) RANK 38 NODE 17 --> 16.3592453 sigma out 1act.( 16.7623825 sig in 40act.) RANK 39 NODE 26 --> 15.3867359 sigma out 1act.( 15.6878452 sig in 40act.) RANK 40 NODE 18 --> 10.2528057 sigma out 1act.( 10.5430813 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1390.18591 sigma in 40 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.43859145 *** contribution from regularisation: 0.00295777968 *** contribution from error: -0.441549242 *** contribution from DIAG: 0.000210750848 *********************************************** ENTER BFGS code FG_LNSRCH -438380.71 0.352150083 2408.35132 EXIT FROM BFGS code NEW_X -438380.71 0.352150083 2408.35132 ENTER BFGS code NEW_X -438380.71 0.352150083 2408.35132 EXIT FROM BFGS code FG_LNSRCH 0. 0.355303675 0. --------------------------------------------------- Iteration : 91 *********************************************** *** Learn Path 91 *** loss function: -0.439021856 *** contribution from regularisation: 0.00294615817 *** contribution from error: -0.441968024 *** contribution from DIAG: 0.000218270972 *********************************************** ENTER BFGS code FG_LNSRCH -438803.599 0.355303675 1057.63049 EXIT FROM BFGS code NEW_X -438803.599 0.355303675 1057.63049 ENTER BFGS code NEW_X -438803.599 0.355303675 1057.63049 EXIT FROM BFGS code FG_LNSRCH 0. 0.356960297 0. --------------------------------------------------- Iteration : 92 *********************************************** *** Learn Path 92 *** loss function: -0.439318955 *** contribution from regularisation: 0.00291456794 *** contribution from error: -0.442233533 *** contribution from DIAG: 0.000222299248 *********************************************** ENTER BFGS code FG_LNSRCH -439096.644 0.356960297 -48.0512848 EXIT FROM BFGS code NEW_X -439096.644 0.356960297 -48.0512848 ENTER BFGS code NEW_X -439096.644 0.356960297 -48.0512848 EXIT FROM BFGS code FG_LNSRCH 0. 0.358490586 0. --------------------------------------------------- Iteration : 93 *********************************************** *** Learn Path 93 *** loss function: -0.439519435 *** contribution from regularisation: 0.00292157941 *** contribution from error: -0.442441016 *** contribution from DIAG: 0.000226166347 *********************************************** ENTER BFGS code FG_LNSRCH -439293.259 0.358490586 -250.603378 EXIT FROM BFGS code NEW_X -439293.259 0.358490586 -250.603378 ENTER BFGS code NEW_X -439293.259 0.358490586 -250.603378 EXIT FROM BFGS code FG_LNSRCH 0. 0.361307085 0. --------------------------------------------------- Iteration : 94 *********************************************** *** Learn Path 94 *** loss function: -0.439908087 *** contribution from regularisation: 0.00292924 *** contribution from error: -0.442837328 *** contribution from DIAG: 0.000228161356 *********************************************** ENTER BFGS code FG_LNSRCH -439679.913 0.361307085 -1545.69678 EXIT FROM BFGS code NEW_X -439679.913 0.361307085 -1545.69678 ENTER BFGS code NEW_X -439679.913 0.361307085 -1545.69678 EXIT FROM BFGS code FG_LNSRCH 0. 0.363114387 0. --------------------------------------------------- Iteration : 95 *********************************************** *** Learn Path 95 *** loss function: -0.44036603 *** contribution from regularisation: 0.00292778132 *** contribution from error: -0.44329381 *** contribution from DIAG: 0.00022687114 *********************************************** ENTER BFGS code FG_LNSRCH -440139.144 0.363114387 -1838.77588 EXIT FROM BFGS code NEW_X -440139.144 0.363114387 -1838.77588 ENTER BFGS code NEW_X -440139.144 0.363114387 -1838.77588 EXIT FROM BFGS code FG_LNSRCH 0. 0.363577753 0. --------------------------------------------------- Iteration : 96 *********************************************** *** Learn Path 96 *** loss function: -0.440771163 *** contribution from regularisation: 0.0029412806 *** contribution from error: -0.443712443 *** contribution from DIAG: 0.000226690099 *********************************************** ENTER BFGS code FG_LNSRCH -440544.485 0.363577753 937.524109 EXIT FROM BFGS code NEW_X -440544.485 0.363577753 937.524109 ENTER BFGS code NEW_X -440544.485 0.363577753 937.524109 EXIT FROM BFGS code FG_LNSRCH 0. 0.364020586 0. --------------------------------------------------- Iteration : 97 *********************************************** *** Learn Path 97 *** loss function: -0.441071361 *** contribution from regularisation: 0.00291451579 *** contribution from error: -0.443985879 *** contribution from DIAG: 0.000232716615 *********************************************** ENTER BFGS code FG_LNSRCH -440838.635 0.364020586 28.0888214 EXIT FROM BFGS code NEW_X -440838.635 0.364020586 28.0888214 ENTER BFGS code NEW_X -440838.635 0.364020586 28.0888214 EXIT FROM BFGS code FG_LNSRCH 0. 0.36380446 0. --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.441325873 *** contribution from regularisation: 0.00290998654 *** contribution from error: -0.444235861 *** contribution from DIAG: 0.000235710279 *********************************************** ENTER BFGS code FG_LNSRCH -441090.16 0.36380446 -212.963928 EXIT FROM BFGS code NEW_X -441090.16 0.36380446 -212.963928 ENTER BFGS code NEW_X -441090.16 0.36380446 -212.963928 EXIT FROM BFGS code FG_LNSRCH 0. 0.364021778 0. --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.441671222 *** contribution from regularisation: 0.00291466899 *** contribution from error: -0.44458589 *** contribution from DIAG: 0.000239242043 *********************************************** ENTER BFGS code FG_LNSRCH -441431.989 0.364021778 -309.926971 EXIT FROM BFGS code NEW_X -441431.989 0.364021778 -309.926971 ENTER BFGS code NEW_X -441431.989 0.364021778 -309.926971 EXIT FROM BFGS code FG_LNSRCH 0. 0.364715636 0. --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 714.353455 sigma out 40 active outputs RANK 2 NODE 3 --> 542.343872 sigma out 40 active outputs RANK 3 NODE 7 --> 499.069763 sigma out 40 active outputs RANK 4 NODE 5 --> 484.273071 sigma out 40 active outputs RANK 5 NODE 4 --> 440.70929 sigma out 40 active outputs RANK 6 NODE 6 --> 401.858124 sigma out 40 active outputs RANK 7 NODE 2 --> 395.655975 sigma out 40 active outputs RANK 8 NODE 11 --> 283.061462 sigma out 40 active outputs RANK 9 NODE 10 --> 278.925049 sigma out 40 active outputs RANK 10 NODE 8 --> 272.950562 sigma out 40 active outputs RANK 11 NODE 21 --> 260.655701 sigma out 40 active outputs RANK 12 NODE 26 --> 205.404724 sigma out 40 active outputs RANK 13 NODE 31 --> 185.470413 sigma out 40 active outputs RANK 14 NODE 25 --> 171.254837 sigma out 40 active outputs RANK 15 NODE 9 --> 163.796326 sigma out 40 active outputs RANK 16 NODE 28 --> 150.546478 sigma out 40 active outputs RANK 17 NODE 18 --> 147.719284 sigma out 40 active outputs RANK 18 NODE 19 --> 146.77774 sigma out 40 active outputs RANK 19 NODE 38 --> 139.244293 sigma out 40 active outputs RANK 20 NODE 20 --> 131.400208 sigma out 40 active outputs RANK 21 NODE 12 --> 130.667145 sigma out 40 active outputs RANK 22 NODE 22 --> 127.795364 sigma out 40 active outputs RANK 23 NODE 17 --> 123.435196 sigma out 40 active outputs RANK 24 NODE 14 --> 118.122559 sigma out 40 active outputs RANK 25 NODE 30 --> 112.534538 sigma out 40 active outputs RANK 26 NODE 23 --> 111.592636 sigma out 40 active outputs RANK 27 NODE 35 --> 105.158577 sigma out 40 active outputs RANK 28 NODE 16 --> 94.3781128 sigma out 40 active outputs RANK 29 NODE 13 --> 91.1424484 sigma out 40 active outputs RANK 30 NODE 27 --> 80.3116837 sigma out 40 active outputs RANK 31 NODE 15 --> 64.6164398 sigma out 40 active outputs RANK 32 NODE 37 --> 45.6623535 sigma out 40 active outputs RANK 33 NODE 39 --> 38.9494438 sigma out 40 active outputs RANK 34 NODE 29 --> 34.3443336 sigma out 40 active outputs RANK 35 NODE 24 --> 31.899292 sigma out 40 active outputs RANK 36 NODE 32 --> 28.9363537 sigma out 40 active outputs RANK 37 NODE 33 --> 27.3617382 sigma out 40 active outputs RANK 38 NODE 36 --> 25.1107292 sigma out 40 active outputs RANK 39 NODE 34 --> 18.5097218 sigma out 40 active outputs RANK 40 NODE 40 --> 11.2259188 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 774.542053 sigma in 40act. ( 551.917419 sig out 1act.) RANK 2 NODE 21 --> 463.998566 sigma in 40act. ( 513.324524 sig out 1act.) RANK 3 NODE 35 --> 442.411774 sigma in 40act. ( 374.831909 sig out 1act.) RANK 4 NODE 16 --> 430.759186 sigma in 40act. ( 392.211639 sig out 1act.) RANK 5 NODE 31 --> 368.52713 sigma in 40act. ( 310.435577 sig out 1act.) RANK 6 NODE 38 --> 349.886719 sigma in 40act. ( 361.868378 sig out 1act.) RANK 7 NODE 29 --> 348.004944 sigma in 40act. ( 443.475891 sig out 1act.) RANK 8 NODE 24 --> 326.938171 sigma in 40act. ( 295.488495 sig out 1act.) RANK 9 NODE 36 --> 308.240082 sigma in 40act. ( 280.77475 sig out 1act.) RANK 10 NODE 28 --> 305.771362 sigma in 40act. ( 328.283173 sig out 1act.) RANK 11 NODE 39 --> 302.653076 sigma in 40act. ( 299.118713 sig out 1act.) RANK 12 NODE 30 --> 287.703217 sigma in 40act. ( 295.53833 sig out 1act.) RANK 13 NODE 34 --> 259.049713 sigma in 40act. ( 227.654922 sig out 1act.) RANK 14 NODE 27 --> 257.652527 sigma in 40act. ( 222.756287 sig out 1act.) RANK 15 NODE 32 --> 253.946793 sigma in 40act. ( 306.930847 sig out 1act.) RANK 16 NODE 2 --> 234.478622 sigma in 40act. ( 222.50386 sig out 1act.) RANK 17 NODE 6 --> 165.246445 sigma in 40act. ( 176.305939 sig out 1act.) RANK 18 NODE 25 --> 161.087845 sigma in 40act. ( 164.244308 sig out 1act.) RANK 19 NODE 1 --> 126.351364 sigma in 40act. ( 132.601105 sig out 1act.) RANK 20 NODE 19 --> 123.195473 sigma in 40act. ( 161.333633 sig out 1act.) RANK 21 NODE 11 --> 103.755325 sigma in 40act. ( 110.665695 sig out 1act.) RANK 22 NODE 8 --> 100.169434 sigma in 40act. ( 100.452698 sig out 1act.) RANK 23 NODE 33 --> 96.9524612 sigma in 40act. ( 90.8570023 sig out 1act.) RANK 24 NODE 14 --> 93.6962357 sigma in 40act. ( 85.8246155 sig out 1act.) RANK 25 NODE 4 --> 93.2785416 sigma in 40act. ( 101.45974 sig out 1act.) RANK 26 NODE 23 --> 89.5549698 sigma in 40act. ( 93.9867859 sig out 1act.) RANK 27 NODE 12 --> 84.7849579 sigma in 40act. ( 118.034882 sig out 1act.) RANK 28 NODE 40 --> 80.4993668 sigma in 40act. ( 81.870697 sig out 1act.) RANK 29 NODE 15 --> 68.2991638 sigma in 40act. ( 68.2745819 sig out 1act.) RANK 30 NODE 3 --> 60.8385086 sigma in 40act. ( 71.5315552 sig out 1act.) RANK 31 NODE 10 --> 47.6442375 sigma in 40act. ( 49.3250389 sig out 1act.) RANK 32 NODE 9 --> 40.9366608 sigma in 40act. ( 37.5264473 sig out 1act.) RANK 33 NODE 22 --> 38.5810585 sigma in 40act. ( 38.8064766 sig out 1act.) RANK 34 NODE 37 --> 37.8619995 sigma in 40act. ( 36.1774788 sig out 1act.) RANK 35 NODE 7 --> 36.6899185 sigma in 40act. ( 40.3677063 sig out 1act.) RANK 36 NODE 20 --> 31.0404034 sigma in 40act. ( 34.2827759 sig out 1act.) RANK 37 NODE 5 --> 26.053627 sigma in 40act. ( 26.9751053 sig out 1act.) RANK 38 NODE 26 --> 17.5803185 sigma in 40act. ( 17.5071163 sig out 1act.) RANK 39 NODE 17 --> 14.0231991 sigma in 40act. ( 13.4164696 sig out 1act.) RANK 40 NODE 18 --> 11.1663523 sigma in 40act. ( 11.0644836 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 551.917419 sigma out 1act.( 774.542053 sig in 40act.) RANK 2 NODE 21 --> 513.324524 sigma out 1act.( 463.998566 sig in 40act.) RANK 3 NODE 29 --> 443.475891 sigma out 1act.( 348.004944 sig in 40act.) RANK 4 NODE 16 --> 392.211639 sigma out 1act.( 430.759186 sig in 40act.) RANK 5 NODE 35 --> 374.831909 sigma out 1act.( 442.411774 sig in 40act.) RANK 6 NODE 38 --> 361.868378 sigma out 1act.( 349.886719 sig in 40act.) RANK 7 NODE 28 --> 328.283173 sigma out 1act.( 305.771362 sig in 40act.) RANK 8 NODE 31 --> 310.435577 sigma out 1act.( 368.52713 sig in 40act.) RANK 9 NODE 32 --> 306.930847 sigma out 1act.( 253.946793 sig in 40act.) RANK 10 NODE 39 --> 299.118713 sigma out 1act.( 302.653076 sig in 40act.) RANK 11 NODE 30 --> 295.53833 sigma out 1act.( 287.703217 sig in 40act.) RANK 12 NODE 24 --> 295.488495 sigma out 1act.( 326.938171 sig in 40act.) RANK 13 NODE 36 --> 280.77475 sigma out 1act.( 308.240082 sig in 40act.) RANK 14 NODE 34 --> 227.654922 sigma out 1act.( 259.049713 sig in 40act.) RANK 15 NODE 27 --> 222.756287 sigma out 1act.( 257.652527 sig in 40act.) RANK 16 NODE 2 --> 222.50386 sigma out 1act.( 234.478622 sig in 40act.) RANK 17 NODE 6 --> 176.305939 sigma out 1act.( 165.246445 sig in 40act.) RANK 18 NODE 25 --> 164.244308 sigma out 1act.( 161.087845 sig in 40act.) RANK 19 NODE 19 --> 161.333633 sigma out 1act.( 123.195473 sig in 40act.) RANK 20 NODE 1 --> 132.601105 sigma out 1act.( 126.351364 sig in 40act.) RANK 21 NODE 12 --> 118.034882 sigma out 1act.( 84.7849579 sig in 40act.) RANK 22 NODE 11 --> 110.665695 sigma out 1act.( 103.755325 sig in 40act.) RANK 23 NODE 4 --> 101.45974 sigma out 1act.( 93.2785416 sig in 40act.) RANK 24 NODE 8 --> 100.452698 sigma out 1act.( 100.169434 sig in 40act.) RANK 25 NODE 23 --> 93.9867859 sigma out 1act.( 89.5549698 sig in 40act.) RANK 26 NODE 33 --> 90.8570023 sigma out 1act.( 96.9524612 sig in 40act.) RANK 27 NODE 14 --> 85.8246155 sigma out 1act.( 93.6962357 sig in 40act.) RANK 28 NODE 40 --> 81.870697 sigma out 1act.( 80.4993668 sig in 40act.) RANK 29 NODE 3 --> 71.5315552 sigma out 1act.( 60.8385086 sig in 40act.) RANK 30 NODE 15 --> 68.2745819 sigma out 1act.( 68.2991638 sig in 40act.) RANK 31 NODE 10 --> 49.3250389 sigma out 1act.( 47.6442375 sig in 40act.) RANK 32 NODE 7 --> 40.3677063 sigma out 1act.( 36.6899185 sig in 40act.) RANK 33 NODE 22 --> 38.8064766 sigma out 1act.( 38.5810585 sig in 40act.) RANK 34 NODE 9 --> 37.5264473 sigma out 1act.( 40.9366608 sig in 40act.) RANK 35 NODE 37 --> 36.1774788 sigma out 1act.( 37.8619995 sig in 40act.) RANK 36 NODE 20 --> 34.2827759 sigma out 1act.( 31.0404034 sig in 40act.) RANK 37 NODE 5 --> 26.9751053 sigma out 1act.( 26.053627 sig in 40act.) RANK 38 NODE 26 --> 17.5071163 sigma out 1act.( 17.5803185 sig in 40act.) RANK 39 NODE 17 --> 13.4164696 sigma out 1act.( 14.0231991 sig in 40act.) RANK 40 NODE 18 --> 11.0644836 sigma out 1act.( 11.1663523 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1477.25977 sigma in 40 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.441535562 *** contribution from regularisation: 0.00292456429 *** contribution from error: -0.444460124 *** contribution from DIAG: 0.000230889986 *********************************************** -----------------> Test sample create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Ghost_Downstream_NeuroBayes.conf NB_AHISTOUT: storage space 228125 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Downstream/GlobalPID_Ghost_Downstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Downstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Downstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Ghost/Downstream/NB.txt Training Host = lxplus432.cern.ch Particle type = ghost Background types = all Training Mix = NaturalMix Track type = Downstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Ghost_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 35 nodes, hidden layer has 40 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5705173 tracks for input to NN training Sel. Eff. = 17.528% Selected 1000000 tracks for input to NN training ghost percentage = 63.3186% electron percentage = 12.4809% muon percentage = 0.774% pion percentage = 19.0612% kaon percentage = 1.1241% proton percentage = 3.2262% Unknown Particle type 3112 percentage = 0.0053% Unknown Particle type 3222 percentage = 0.0028% Unknown Particle type 3312 percentage = 0.0026% Unknown Particle type 1000010030 percentage = 0.0001% Unknown Particle type 1000020040 percentage = 0.0042% 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 TrackCloneDist Making plots for input TrackFitTChi2 Making plots for input TrackFitTNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichUsedR2Gas Making plots for input RichAbovePiThres Making plots for input RichAboveKaThres Making plots for input RichAbovePrThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input InAccMuon Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsMuon Making plots for input MuonNShared Making plots for input MuonIsLooseMuon Making plots for input InAccEcal Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input InAccHcal Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input PrsPIDe 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%) Read entry 9023700 (100%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 34 input variables. ***************Training results***************** number of nodes in the 1st layer: 40 number of nodes in the 2nd layer: 40 number of nodes in the 3rd layer: 1 number of iterations: 100