Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Pion/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/Pion/Downstream/GlobalPID_Pion_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/Pion/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/Pion/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/Pion/Downstream/NB.txt Training Host = lxplus432.cern.ch Particle type = pion 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_Pion_Downstream_NeuroBayes.conf 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 34 nodes, hidden layer has 39 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: 34 Your number of nodes in the hidden layer is: 39 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 RichDLLe PreproFlag 34 Input 18 RichDLLmu PreproFlag 34 Input 19 RichDLLk PreproFlag 34 Input 20 RichDLLp PreproFlag 34 Input 21 RichDLLbt PreproFlag 34 Input 22 MuonBkgLL PreproFlag 34 Input 23 MuonMuLL PreproFlag 34 Input 24 MuonIsMuon PreproFlag 19 Input 25 MuonNShared PreproFlag 19 Input 26 InAccMuon PreproFlag 19 Input 27 MuonIsLooseMuon PreproFlag 19 Input 28 InAccEcal PreproFlag 19 Input 29 EcalPIDe PreproFlag 34 Input 30 EcalPIDmu PreproFlag 34 Input 31 InAccHcal PreproFlag 19 Input 32 HcalPIDe PreproFlag 34 Input 33 HcalPIDmu PreproFlag 34 Input 34 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 = 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 # 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 = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 24 : PreproFlag = 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 # 25 : 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 # 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 = 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 # 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 = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 32 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 33 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 34 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. 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: 19.0612011 % ------------------------------ 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 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 6145.37 warning: map is empty for variable 3 988 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 196.5 warning: map is empty for variable 4 70374 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 2747.24683 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 -3.82122827 -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 -1.19 warning: map is empty for variable 7 844675 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 -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 # 17 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -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 # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -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 # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -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 # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -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 # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -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 # 22 build map for variable # 22 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 23 -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 # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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 # 24 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 25 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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 # 25 ------------------------------ 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. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 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 # 26 ------------------------------ 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. 1. 1. 1. 1. build map for variable # 27 ------------------------------ 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. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 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 # 28 ------------------------------ Transdef: Tab for variable 29 -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 # 29 build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 -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 # 30 build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 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 # 31 ------------------------------ Transdef: Tab for variable 32 -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 # 32 build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -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 # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -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 # 34 build map for variable # 34 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 0 0.8 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 1 100.0 9.3 7.7 27.1 37.7 19.6 34.9 40.9 11.0 17.5 11.6 9.9 4.3 0.9 9.7 9.9 44.3 40.1 44.0 42.3 41.2 1.9 1.8 1.4 2.0 4.3 1.6 3.4 26.3 12.4 3.6 9.1 7.9 24.6 2 9.3 100.0 -0.7 -7.1 14.0 12.0 14.4 25.5 1.0 10.3 11.0 -4.5 -3.7 -3.4 -5.7 -5.1 13.6 11.0 5.4 4.9 5.4 4.4 5.4 4.1 10.7 -2.5 6.4 -2.1 3.0 -2.7 -2.3 -9.2 -10.3 -4.1 3 7.7 -0.7 100.0 28.9 7.6 -12.1 16.9 9.0 -3.8 5.7 -3.9 -11.9 -3.7 34.0 29.6 0.0 -6.9 11.4 17.3 14.5 14.4 -12.8 -12.6 -11.4 -10.0 63.0 -14.4 58.7 9.9 11.2 62.5 33.5 30.4 8.1 4 27.1 -7.1 28.9 100.0 10.0 -12.8 10.1 7.7 0.3 -2.6 -7.3 30.4 13.3 35.7 41.9 48.9 21.2 21.1 23.8 19.7 15.6 -2.6 -1.7 -2.8 0.0 30.1 -3.4 21.5 28.1 15.8 23.7 16.1 25.7 24.2 5 37.7 14.0 7.6 10.0 100.0 30.1 74.0 83.4 4.7 50.5 23.9 -0.1 -0.7 0.6 1.8 1.7 9.8 14.3 22.8 21.8 21.5 1.4 1.5 1.3 2.4 1.9 1.7 -0.1 -3.5 -10.5 1.2 2.6 -0.1 -5.9 6 19.6 12.0 -12.1 -12.8 30.1 100.0 40.3 37.5 0.3 17.9 72.7 5.4 3.8 -27.7 -13.5 -10.1 7.7 6.9 8.9 9.9 11.6 3.9 3.7 3.1 4.7 -19.8 4.9 -15.7 -5.5 -10.8 -16.1 -11.5 -16.7 -9.5 7 34.9 14.4 16.9 10.1 74.0 40.3 100.0 77.1 -0.8 41.7 31.1 -7.8 -4.9 7.2 2.7 0.3 6.1 13.5 26.6 25.5 24.9 -0.6 -0.6 -0.5 1.1 13.4 -0.5 8.2 -4.0 -9.8 11.5 7.7 4.4 -6.0 8 40.9 25.5 9.0 7.7 83.4 37.5 77.1 100.0 4.7 47.1 26.7 -3.6 -0.5 -0.3 1.0 -0.7 10.4 16.1 26.2 25.3 25.3 1.9 2.0 1.8 3.7 2.9 2.5 1.5 -3.5 -10.8 2.3 0.8 -1.9 -7.0 9 11.0 1.0 -3.8 0.3 4.7 0.3 -0.8 4.7 100.0 1.0 -3.1 5.2 3.2 -2.9 2.4 0.0 5.1 1.1 -1.0 -0.4 0.2 0.7 0.8 0.7 0.3 -6.7 0.8 -6.5 0.2 -1.1 -6.4 -2.1 -2.4 0.6 10 17.5 10.3 5.7 -2.6 50.5 17.9 41.7 47.1 1.0 100.0 13.5 -7.4 -3.4 0.9 -3.1 -4.3 1.5 5.9 12.8 12.4 12.3 0.2 0.3 0.4 1.4 2.1 0.6 0.3 -7.4 -8.5 1.3 2.1 -1.5 -8.3 11 11.6 11.0 -3.9 -7.3 23.9 72.7 31.1 26.7 -3.1 13.5 100.0 6.8 3.3 -26.1 -8.4 -7.9 6.1 6.7 7.4 8.3 9.8 2.0 1.7 1.0 4.0 -10.0 3.0 -3.5 -2.2 -7.1 -5.6 -8.1 -12.6 -7.2 12 9.9 -4.5 -11.9 30.4 -0.1 5.4 -7.8 -3.6 5.2 -7.4 6.8 100.0 35.2 -26.8 39.1 67.0 28.2 19.5 -7.1 -9.0 -11.2 2.2 1.7 0.4 1.2 -16.5 1.2 -10.3 11.3 4.7 -12.5 -9.3 -9.1 9.1 13 4.3 -3.7 -3.7 13.3 -0.7 3.8 -4.9 -0.5 3.2 -3.4 3.3 35.2 100.0 -11.3 47.8 31.8 17.4 16.6 4.9 4.4 3.9 0.7 0.4 0.0 0.4 -6.1 0.2 -3.0 4.5 2.2 -4.0 -4.6 -3.2 3.7 14 0.9 -3.4 34.0 35.7 0.6 -27.7 7.2 -0.3 -2.9 0.9 -26.1 -26.8 -11.3 100.0 27.9 19.8 -9.9 -4.3 17.3 15.6 12.5 -4.1 -1.3 -1.0 0.9 38.5 -2.3 24.0 9.0 7.6 29.5 28.1 37.4 10.4 15 9.7 -5.7 29.6 41.9 1.8 -13.5 2.7 1.0 2.4 -3.1 -8.4 39.1 47.8 27.9 100.0 47.2 11.4 17.9 20.8 21.7 22.3 -4.0 -3.7 -3.6 -2.5 32.7 -4.4 28.5 9.9 8.5 29.5 14.8 18.4 9.7 16 9.9 -5.1 0.0 48.9 1.7 -10.1 0.3 -0.7 0.0 -4.3 -7.9 67.0 31.8 19.8 47.2 100.0 13.3 15.1 10.2 2.9 -1.9 1.6 2.3 1.3 3.1 8.7 1.8 4.1 14.3 10.1 3.6 4.2 10.9 13.1 17 44.3 13.6 -6.9 21.2 9.8 7.7 6.1 10.4 5.1 1.5 6.1 28.2 17.4 -9.9 11.4 13.3 100.0 66.2 42.2 42.6 42.7 3.1 2.8 2.0 3.0 -10.0 2.6 -6.4 24.7 12.3 -7.6 0.0 -0.2 21.5 18 40.1 11.0 11.4 21.1 14.3 6.9 13.5 16.1 1.1 5.9 6.7 19.5 16.6 -4.3 17.9 15.1 66.2 100.0 42.1 39.2 38.2 1.4 0.3 0.1 0.0 7.0 -0.4 8.6 21.1 12.7 7.2 4.5 -0.4 17.2 19 44.0 5.4 17.3 23.8 22.8 8.9 26.6 26.2 -1.0 12.8 7.4 -7.1 4.9 17.3 20.8 10.2 42.2 42.1 100.0 95.1 92.7 -0.1 0.1 0.1 1.0 16.6 0.0 12.0 8.9 2.5 12.8 10.3 10.8 7.2 20 42.3 4.9 14.5 19.7 21.8 9.9 25.5 25.3 -0.4 12.4 8.3 -9.0 4.4 15.6 21.7 2.9 42.6 39.2 95.1 100.0 97.4 -0.3 -0.1 0.0 0.8 14.9 -0.2 11.0 7.4 1.0 11.8 9.7 9.8 5.9 21 41.2 5.4 14.4 15.6 21.5 11.6 24.9 25.3 0.2 12.3 9.8 -11.2 3.9 12.5 22.3 -1.9 42.7 38.2 92.7 97.4 100.0 0.3 0.4 0.5 1.1 11.9 0.5 9.8 6.3 0.4 10.2 8.9 8.4 4.9 22 1.9 4.4 -12.8 -2.6 1.4 3.9 -0.6 1.9 0.7 0.2 2.0 2.2 0.7 -4.1 -4.0 1.6 3.1 1.4 -0.1 -0.3 0.3 100.0 70.0 77.4 49.9 -13.5 84.0 -11.0 -7.1 -10.0 -12.8 -16.1 -14.2 -7.8 23 1.8 5.4 -12.6 -1.7 1.5 3.7 -0.6 2.0 0.8 0.3 1.7 1.7 0.4 -1.3 -3.7 2.3 2.8 0.3 0.1 -0.1 0.4 70.0 100.0 73.4 66.7 -14.3 89.3 -11.6 -5.2 -8.6 -13.5 -14.4 -12.1 -6.0 24 1.4 4.1 -11.4 -2.8 1.3 3.1 -0.5 1.8 0.7 0.4 1.0 0.4 0.0 -1.0 -3.6 1.3 2.0 0.1 0.1 0.0 0.5 77.4 73.4 100.0 52.4 -13.1 81.5 -10.7 -7.0 -10.1 -12.5 -15.7 -13.2 -7.6 25 2.0 10.7 -10.0 0.0 2.4 4.7 1.1 3.7 0.3 1.4 4.0 1.2 0.4 0.9 -2.5 3.1 3.0 0.0 1.0 0.8 1.1 49.9 66.7 52.4 100.0 -11.9 74.1 -9.8 -0.8 -4.3 -11.5 -10.4 -8.6 -2.7 26 4.3 -2.5 63.0 30.1 1.9 -19.8 13.4 2.9 -6.7 2.1 -10.0 -16.5 -6.1 38.5 32.7 8.7 -10.0 7.0 16.6 14.9 11.9 -13.5 -14.3 -13.1 -11.9 100.0 -16.0 77.9 12.2 17.4 90.8 37.7 40.3 12.0 27 1.6 6.4 -14.4 -3.4 1.7 4.9 -0.5 2.5 0.8 0.6 3.0 1.2 0.2 -2.3 -4.4 1.8 2.6 -0.4 0.0 -0.2 0.5 84.0 89.3 81.5 74.1 -16.0 100.0 -12.8 -5.9 -9.5 -15.0 -15.9 -13.7 -7.0 28 3.4 -2.1 58.7 21.5 -0.1 -15.7 8.2 1.5 -6.5 0.3 -3.5 -10.3 -3.0 24.0 28.5 4.1 -6.4 8.6 12.0 11.0 9.8 -11.0 -11.6 -10.7 -9.8 77.9 -12.8 100.0 13.0 25.6 82.6 32.3 37.0 12.6 29 26.3 3.0 9.9 28.1 -3.5 -5.5 -4.0 -3.5 0.2 -7.4 -2.2 11.3 4.5 9.0 9.9 14.3 24.7 21.1 8.9 7.4 6.3 -7.1 -5.2 -7.0 -0.8 12.2 -5.9 13.0 100.0 45.1 12.1 24.1 22.6 63.2 30 12.4 -2.7 11.2 15.8 -10.5 -10.8 -9.8 -10.8 -1.1 -8.5 -7.1 4.7 2.2 7.6 8.5 10.1 12.3 12.7 2.5 1.0 0.4 -10.0 -8.6 -10.1 -4.3 17.4 -9.5 25.6 45.1 100.0 18.8 28.5 25.4 41.9 31 3.6 -2.3 62.5 23.7 1.2 -16.1 11.5 2.3 -6.4 1.3 -5.6 -12.5 -4.0 29.5 29.5 3.6 -7.6 7.2 12.8 11.8 10.2 -12.8 -13.5 -12.5 -11.5 90.8 -15.0 82.6 12.1 18.8 100.0 40.2 45.6 11.6 32 9.1 -9.2 33.5 16.1 2.6 -11.5 7.7 0.8 -2.1 2.1 -8.1 -9.3 -4.6 28.1 14.8 4.2 0.0 4.5 10.3 9.7 8.9 -16.1 -14.4 -15.7 -10.4 37.7 -15.9 32.3 24.1 28.5 40.2 100.0 67.1 26.6 33 7.9 -10.3 30.4 25.7 -0.1 -16.7 4.4 -1.9 -2.4 -1.5 -12.6 -9.1 -3.2 37.4 18.4 10.9 -0.2 -0.4 10.8 9.8 8.4 -14.2 -12.1 -13.2 -8.6 40.3 -13.7 37.0 22.6 25.4 45.6 67.1 100.0 25.1 34 24.6 -4.1 8.1 24.2 -5.9 -9.5 -6.0 -7.0 0.6 -8.3 -7.2 9.1 3.7 10.4 9.7 13.1 21.5 17.2 7.2 5.9 4.9 -7.8 -6.0 -7.6 -2.7 12.0 -7.0 12.6 63.2 41.9 11.6 26.6 25.1 100.0 TOTAL CORRELATION TO TARGET (diagonal) 130.765666 TOTAL CORRELATION OF ALL VARIABLES 66.5761121 ROUND 1: MAX CORR ( 66.576069) AFTER KILLING INPUT VARIABLE 31 CONTR 0.0757049962 ROUND 2: MAX CORR ( 66.5759467) AFTER KILLING INPUT VARIABLE 3 CONTR 0.127625832 ROUND 3: MAX CORR ( 66.5754864) AFTER KILLING INPUT VARIABLE 10 CONTR 0.247573677 ROUND 4: MAX CORR ( 66.5748874) AFTER KILLING INPUT VARIABLE 27 CONTR 0.282395641 ROUND 5: MAX CORR ( 66.5740099) AFTER KILLING INPUT VARIABLE 26 CONTR 0.341820624 ROUND 6: MAX CORR ( 66.5730651) AFTER KILLING INPUT VARIABLE 32 CONTR 0.354677723 ROUND 7: MAX CORR ( 66.5707594) AFTER KILLING INPUT VARIABLE 21 CONTR 0.554067391 ROUND 8: MAX CORR ( 66.5683243) AFTER KILLING INPUT VARIABLE 23 CONTR 0.569392135 ROUND 9: MAX CORR ( 66.5649519) AFTER KILLING INPUT VARIABLE 12 CONTR 0.670055248 ROUND 10: MAX CORR ( 66.5601979) AFTER KILLING INPUT VARIABLE 25 CONTR 0.795542907 ROUND 11: MAX CORR ( 66.5545775) AFTER KILLING INPUT VARIABLE 24 CONTR 0.864959866 ROUND 12: MAX CORR ( 66.5486384) AFTER KILLING INPUT VARIABLE 15 CONTR 0.889107132 ROUND 13: MAX CORR ( 66.5445146) AFTER KILLING INPUT VARIABLE 20 CONTR 0.740840503 ROUND 14: MAX CORR ( 66.5342037) AFTER KILLING INPUT VARIABLE 33 CONTR 1.17139165 ROUND 15: MAX CORR ( 66.5166434) AFTER KILLING INPUT VARIABLE 28 CONTR 1.52853296 ROUND 16: MAX CORR ( 66.4891079) AFTER KILLING INPUT VARIABLE 7 CONTR 1.91373534 ROUND 17: MAX CORR ( 66.4611757) AFTER KILLING INPUT VARIABLE 16 CONTR 1.92706967 ROUND 18: MAX CORR ( 66.422522) AFTER KILLING INPUT VARIABLE 2 CONTR 2.26637383 ROUND 19: MAX CORR ( 66.3858576) AFTER KILLING INPUT VARIABLE 22 CONTR 2.20665761 ROUND 20: MAX CORR ( 66.3423914) AFTER KILLING INPUT VARIABLE 30 CONTR 2.40191506 ROUND 21: MAX CORR ( 66.1903812) AFTER KILLING INPUT VARIABLE 13 CONTR 4.4884658 ROUND 22: MAX CORR ( 66.0420664) AFTER KILLING INPUT VARIABLE 14 CONTR 4.42854658 ROUND 23: MAX CORR ( 65.8820409) AFTER KILLING INPUT VARIABLE 11 CONTR 4.59469495 ROUND 24: MAX CORR ( 65.7008088) AFTER KILLING INPUT VARIABLE 18 CONTR 4.88334285 ROUND 25: MAX CORR ( 65.5029426) AFTER KILLING INPUT VARIABLE 5 CONTR 5.0951729 ROUND 26: MAX CORR ( 65.1423005) AFTER KILLING INPUT VARIABLE 6 CONTR 6.86412245 ROUND 27: MAX CORR ( 64.7432297) AFTER KILLING INPUT VARIABLE 29 CONTR 7.19955032 ROUND 28: MAX CORR ( 64.223666) AFTER KILLING INPUT VARIABLE 9 CONTR 8.18575063 ROUND 29: MAX CORR ( 63.553232) AFTER KILLING INPUT VARIABLE 4 CONTR 9.25559215 ROUND 30: MAX CORR ( 60.6728901) AFTER KILLING INPUT VARIABLE 34 CONTR 18.9159642 ROUND 31: MAX CORR ( 57.3843831) AFTER KILLING INPUT VARIABLE 19 CONTR 19.7036079 ROUND 32: MAX CORR ( 44.3275975) AFTER KILLING INPUT VARIABLE 8 CONTR 36.4421668 LAST REMAINING VARIABLE: 17 total correlation to target: 66.5761121 % total significance: 665.761121 sigma correlations of single variables to target: variable 2: 9.28008147 % , in sigma: 92.8008147 variable 3: 7.6655671 % , in sigma: 76.655671 variable 4: 27.0937511 % , in sigma: 270.937511 variable 5: 37.6510878 % , in sigma: 376.510878 variable 6: 19.5800556 % , in sigma: 195.800556 variable 7: 34.9447252 % , in sigma: 349.447252 variable 8: 40.8648152 % , in sigma: 408.648152 variable 9: 10.9716081 % , in sigma: 109.716081 variable 10: 17.5188998 % , in sigma: 175.188998 variable 11: 11.6173128 % , in sigma: 116.173128 variable 12: 9.94686071 % , in sigma: 99.4686071 variable 13: 4.32118765 % , in sigma: 43.2118765 variable 14: 0.931221141 % , in sigma: 9.31221141 variable 15: 9.66960177 % , in sigma: 96.6960177 variable 16: 9.86816003 % , in sigma: 98.6816003 variable 17: 44.3275975 % , in sigma: 443.275975 variable 18: 40.1419048 % , in sigma: 401.419048 variable 19: 44.0191995 % , in sigma: 440.191995 variable 20: 42.3242088 % , in sigma: 423.242088 variable 21: 41.2362539 % , in sigma: 412.362539 variable 22: 1.91110387 % , in sigma: 19.1110387 variable 23: 1.84804791 % , in sigma: 18.4804791 variable 24: 1.44622136 % , in sigma: 14.4622136 variable 25: 1.98421699 % , in sigma: 19.8421699 variable 26: 4.26148828 % , in sigma: 42.6148828 variable 27: 1.56707437 % , in sigma: 15.6707437 variable 28: 3.44751419 % , in sigma: 34.4751419 variable 29: 26.277623 % , in sigma: 262.77623 variable 30: 12.3981486 % , in sigma: 123.981486 variable 31: 3.61479504 % , in sigma: 36.1479504 variable 32: 9.07591274 % , in sigma: 90.7591274 variable 33: 7.85716177 % , in sigma: 78.5716177 variable 34: 24.5821253 % , in sigma: 245.821253 variables sorted by significance: 1 most relevant variable 17 corr 44.3275986 , in sigma: 443.275986 2 most relevant variable 8 corr 36.4421654 , in sigma: 364.421654 3 most relevant variable 19 corr 19.7036076 , in sigma: 197.036076 4 most relevant variable 34 corr 18.9159641 , in sigma: 189.159641 5 most relevant variable 4 corr 9.25559235 , in sigma: 92.5559235 6 most relevant variable 9 corr 8.18575096 , in sigma: 81.8575096 7 most relevant variable 29 corr 7.19955015 , in sigma: 71.9955015 8 most relevant variable 6 corr 6.86412239 , in sigma: 68.6412239 9 most relevant variable 5 corr 5.09517288 , in sigma: 50.9517288 10 most relevant variable 18 corr 4.88334274 , in sigma: 48.8334274 11 most relevant variable 11 corr 4.59469509 , in sigma: 45.9469509 12 most relevant variable 14 corr 4.42854643 , in sigma: 44.2854643 13 most relevant variable 13 corr 4.48846579 , in sigma: 44.8846579 14 most relevant variable 30 corr 2.40191507 , in sigma: 24.0191507 15 most relevant variable 22 corr 2.20665765 , in sigma: 22.0665765 16 most relevant variable 2 corr 2.26637387 , in sigma: 22.6637387 17 most relevant variable 16 corr 1.92706966 , in sigma: 19.2706966 18 most relevant variable 7 corr 1.91373539 , in sigma: 19.1373539 19 most relevant variable 28 corr 1.52853298 , in sigma: 15.2853298 20 most relevant variable 33 corr 1.17139161 , in sigma: 11.7139161 21 most relevant variable 20 corr 0.740840495 , in sigma: 7.40840495 22 most relevant variable 15 corr 0.889107108 , in sigma: 8.89107108 23 most relevant variable 24 corr 0.864959896 , in sigma: 8.64959896 24 most relevant variable 25 corr 0.795542896 , in sigma: 7.95542896 25 most relevant variable 12 corr 0.67005527 , in sigma: 6.7005527 26 most relevant variable 23 corr 0.569392145 , in sigma: 5.69392145 27 most relevant variable 21 corr 0.554067373 , in sigma: 5.54067373 28 most relevant variable 32 corr 0.354677737 , in sigma: 3.54677737 29 most relevant variable 26 corr 0.341820627 , in sigma: 3.41820627 30 most relevant variable 27 corr 0.282395631 , in sigma: 2.82395631 31 most relevant variable 10 corr 0.247573674 , in sigma: 2.47573674 32 most relevant variable 3 corr 0.127625838 , in sigma: 1.27625838 33 most relevant variable 31 corr 0.0757049993 , in sigma: 0.757049993 global correlations between input variables: variable 2: 37.7243254 % variable 3: 71.4289778 % variable 4: 67.7421314 % variable 5: 86.1997692 % variable 6: 78.0368285 % variable 7: 82.3001059 % variable 8: 87.9574572 % variable 9: 14.2978897 % variable 10: 52.5043917 % variable 11: 74.1663635 % variable 12: 85.3764444 % variable 13: 59.788365 % variable 14: 73.5918731 % variable 15: 77.5499087 % variable 16: 83.1490393 % variable 17: 76.5385968 % variable 18: 71.1136607 % variable 19: 95.9089846 % variable 20: 98.3504174 % variable 21: 97.8224432 % variable 22: 87.5869305 % variable 23: 89.9447321 % variable 24: 83.611006 % variable 25: 78.1879834 % variable 26: 93.0021327 % variable 27: 96.2394412 % variable 28: 84.3531617 % variable 29: 68.6437707 % variable 30: 55.3504294 % variable 31: 93.6842637 % variable 32: 70.9249276 % variable 33: 74.0223292 % variable 34: 66.554272 % significance loss when removing single variables: variable 2: corr = 1.89434324 % , sigma = 18.9434324 variable 3: corr = 0.133704276 % , sigma = 1.33704276 variable 4: corr = 9.35063901 % , sigma = 93.5063901 variable 5: corr = 4.09317806 % , sigma = 40.9317806 variable 6: corr = 6.83184368 % , sigma = 68.3184368 variable 7: corr = 2.05360838 % , sigma = 20.5360838 variable 8: corr = 10.0666708 % , sigma = 100.666708 variable 9: corr = 8.21426991 % , sigma = 82.1426991 variable 10: corr = 0.250665938 % , sigma = 2.50665938 variable 11: corr = 4.83020603 % , sigma = 48.3020603 variable 12: corr = 0.526830661 % , sigma = 5.26830661 variable 13: corr = 2.83591253 % , sigma = 28.3591253 variable 14: corr = 3.73975216 % , sigma = 37.3975216 variable 15: corr = 0.812304787 % , sigma = 8.12304787 variable 16: corr = 1.50859769 % , sigma = 15.0859769 variable 17: corr = 12.2255492 % , sigma = 122.255492 variable 18: corr = 5.1828551 % , sigma = 51.828551 variable 19: corr = 5.31669037 % , sigma = 53.1669037 variable 20: corr = 1.0184283 % , sigma = 10.184283 variable 21: corr = 0.597369212 % , sigma = 5.97369212 variable 22: corr = 0.82987989 % , sigma = 8.2987989 variable 23: corr = 0.615394017 % , sigma = 6.15394017 variable 24: corr = 0.824839278 % , sigma = 8.24839278 variable 25: corr = 0.6716672 % , sigma = 6.716672 variable 26: corr = 0.197708189 % , sigma = 1.97708189 variable 27: corr = 0.278936405 % , sigma = 2.78936405 variable 28: corr = 0.756314867 % , sigma = 7.56314867 variable 29: corr = 6.31037087 % , sigma = 63.1037087 variable 30: corr = 2.67907721 % , sigma = 26.7907721 variable 31: corr = 0.0757049962 % , sigma = 0.757049962 variable 32: corr = 0.381579667 % , sigma = 3.81579667 variable 33: corr = 0.804412317 % , sigma = 8.04412317 variable 34: corr = 8.53220664 % , sigma = 85.3220664 Keep only 29 most significant input variables Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -2.52678275 create test 22 plots 9100/9200: 2 NVar: 30. 4597 --------- Entering internal boost mode: --------- Weightsum per Output Node: 1000000. Starting analysis with 48 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.91417241 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.54210949 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.14050126 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.08461642 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.72151458 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.57345748 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.55950713 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.39020443 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.25100303 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.17020619 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.1080327 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.0098722 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.999607384 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.997507989 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.923377514 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.882421553 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.80154556 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.76260972 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.711956799 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.672906518 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.637312353 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.609221935 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.604260266 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.568224549 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.524626195 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.502313197 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.492461711 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.455584496 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.421925306 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.397758543 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.372700185 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.327661246 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.294430554 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.274242193 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.255993575 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.172494784 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.169301137 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.106119461 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.000432746077 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.000357562938 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.000308454881 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.000262920279 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.000255597348 PREPRO: (sigma of derived input)/eigenvalue # 44 : 0.000255555293 PREPRO: (sigma of derived input)/eigenvalue # 45 : 0.000276166567 PREPRO: (sigma of derived input)/eigenvalue # 46 : 0.000313685974 PREPRO: (sigma of derived input)/eigenvalue # 47 : 0.000377748278 PREPRO: (sigma of derived input)/eigenvalue # 48 : 0.000436985109 Using 38 variables out of 48 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 0 0.8 2.9 2.5 2.1 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 0.7 0.7 0.6 0.6 0.6 0.6 0.5 0.5 0.5 0.5 0.4 0.4 0.4 0.3 0.3 0.3 0.3 0.2 0.2 0.1 1 100.0 4.2 -10.0 -19.2 -52.7 -25.6 -9.8 4.8 9.3 8.4 0.5 -0.7 -3.9 -0.1 -5.4 1.2 0.1 -0.5 -2.7 8.9 3.8 -2.3 0.0 1.0 4.8 2.3 -2.0 0.0 -0.4 2.2 0.0 -0.1 -0.5 -1.0 0.1 4.0 -13.9 -4.1 0.3 2 4.2 100.0 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 3 -10.0 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 4 -19.2 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 5 -52.7 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 6 -25.6 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 7 -9.8 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 8 4.8 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 9 9.3 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 10 8.4 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 11 0.5 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 12 -0.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 13 -3.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 14 -0.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 15 -5.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 16 1.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 17 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 0.0 100.0 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 18 -0.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 19 -2.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 20 8.9 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 0.0 100.0 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 21 3.8 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 0.0 100.0 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 22 -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 0.0 100.0 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 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 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 24 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 0.0 100.0 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 25 4.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 26 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 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 27 -2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 29 -0.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 30 2.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 31 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 32 -0.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 33 -0.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 34 -1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 35 0.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 36 4.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 37 -13.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 38 -4.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 39 0.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 67.9416021 PREPRO: MEAN( 1)= -0.618776 WIDTH 0.617116879 PREPRO: MEAN( 2)= -3.88963521E-08 WIDTH 8.49239766 PREPRO: MEAN( 3)= 2.4275884E-08 WIDTH 6.46231743 PREPRO: MEAN( 4)= 9.70537215E-09 WIDTH 4.5817441 PREPRO: MEAN( 5)= -5.89010771E-09 WIDTH 4.34562674 PREPRO: MEAN( 6)= 8.7913828E-08 WIDTH 2.96361342 PREPRO: MEAN( 7)= -2.51085944E-08 WIDTH 2.47576898 PREPRO: MEAN( 8)= -9.26981121E-09 WIDTH 2.43206213 PREPRO: MEAN( 9)= -1.8890419E-08 WIDTH 1.93267013 PREPRO: MEAN( 10)= -1.2436103E-07 WIDTH 1.56500904 PREPRO: MEAN( 11)= 1.16136609E-07 WIDTH 1.36938213 PREPRO: MEAN( 12)= 5.25931795E-08 WIDTH 1.22773615 PREPRO: MEAN( 13)= 8.96319374E-09 WIDTH 1.01984189 PREPRO: MEAN( 14)= 9.26992553E-09 WIDTH 0.999215033 PREPRO: MEAN( 15)= -1.15812104E-08 WIDTH 0.995021684 PREPRO: MEAN( 16)= 3.68293328E-08 WIDTH 0.852626228 PREPRO: MEAN( 17)= 5.76023757E-09 WIDTH 0.778667752 PREPRO: MEAN( 18)= 1.92290097E-08 WIDTH 0.6424753 PREPRO: MEAN( 19)= -3.53235081E-08 WIDTH 0.581573335 PREPRO: MEAN( 20)= 9.61050391E-10 WIDTH 0.50688252 PREPRO: MEAN( 21)= -1.87527463E-08 WIDTH 0.452803077 PREPRO: MEAN( 22)= -1.45354345E-08 WIDTH 0.406167095 PREPRO: MEAN( 23)= 1.37110292E-08 WIDTH 0.371151508 PREPRO: MEAN( 24)= 2.15200349E-08 WIDTH 0.365130504 PREPRO: MEAN( 25)= -1.43103064E-08 WIDTH 0.32287901 PREPRO: MEAN( 26)= 5.90481311E-08 WIDTH 0.275232653 PREPRO: MEAN( 27)= -2.34134719E-08 WIDTH 0.252318525 PREPRO: MEAN( 28)= 1.00352449E-08 WIDTH 0.24251854 PREPRO: MEAN( 29)= 6.56248815E-09 WIDTH 0.207557189 PREPRO: MEAN( 30)= 1.19884603E-08 WIDTH 0.1780208 PREPRO: MEAN( 31)= -4.416693E-09 WIDTH 0.158211861 PREPRO: MEAN( 32)= 3.5514459E-08 WIDTH 0.138905618 PREPRO: MEAN( 33)= -5.11170924E-09 WIDTH 0.107361898 PREPRO: MEAN( 34)= 2.17879359E-08 WIDTH 0.0866893565 PREPRO: MEAN( 35)= -6.22325018E-09 WIDTH 0.0752087915 PREPRO: MEAN( 36)= 1.95506671E-08 WIDTH 0.0655327258 PREPRO: MEAN( 37)= -4.76774527E-09 WIDTH 0.0297545008 PREPRO: MEAN( 38)= 9.33356956E-09 WIDTH 0.0286629022 PREPRO: MEAN( 39)= -3.21333763E-08 WIDTH 0.01126134 ------------------------------------- Teacher: actual network topology: Nodes(1) = 39 Nodes(2) = 39 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 186.82811 sigma out 39 active outputs RANK 2 NODE 5 --> 176.015823 sigma out 39 active outputs RANK 3 NODE 4 --> 142.424149 sigma out 39 active outputs RANK 4 NODE 3 --> 111.807465 sigma out 39 active outputs RANK 5 NODE 6 --> 99.0240784 sigma out 39 active outputs RANK 6 NODE 2 --> 98.0292816 sigma out 39 active outputs RANK 7 NODE 7 --> 94.6075592 sigma out 39 active outputs RANK 8 NODE 15 --> 81.3105316 sigma out 39 active outputs RANK 9 NODE 17 --> 80.6780243 sigma out 39 active outputs RANK 10 NODE 19 --> 76.3076706 sigma out 39 active outputs RANK 11 NODE 8 --> 75.5550079 sigma out 39 active outputs RANK 12 NODE 13 --> 75.440155 sigma out 39 active outputs RANK 13 NODE 11 --> 72.3338547 sigma out 39 active outputs RANK 14 NODE 9 --> 71.9666748 sigma out 39 active outputs RANK 15 NODE 16 --> 70.9994202 sigma out 39 active outputs RANK 16 NODE 22 --> 70.6505508 sigma out 39 active outputs RANK 17 NODE 12 --> 69.3750153 sigma out 39 active outputs RANK 18 NODE 18 --> 69.0496826 sigma out 39 active outputs RANK 19 NODE 20 --> 68.4700089 sigma out 39 active outputs RANK 20 NODE 29 --> 64.4755783 sigma out 39 active outputs RANK 21 NODE 31 --> 61.3156662 sigma out 39 active outputs RANK 22 NODE 33 --> 61.0616531 sigma out 39 active outputs RANK 23 NODE 14 --> 59.9298706 sigma out 39 active outputs RANK 24 NODE 23 --> 57.8969193 sigma out 39 active outputs RANK 25 NODE 10 --> 57.7707787 sigma out 39 active outputs RANK 26 NODE 30 --> 57.5413437 sigma out 39 active outputs RANK 27 NODE 36 --> 57.0115242 sigma out 39 active outputs RANK 28 NODE 21 --> 56.6088905 sigma out 39 active outputs RANK 29 NODE 25 --> 55.4726524 sigma out 39 active outputs RANK 30 NODE 26 --> 53.383812 sigma out 39 active outputs RANK 31 NODE 32 --> 51.097393 sigma out 39 active outputs RANK 32 NODE 27 --> 50.8568268 sigma out 39 active outputs RANK 33 NODE 39 --> 50.4439964 sigma out 39 active outputs RANK 34 NODE 35 --> 49.4402809 sigma out 39 active outputs RANK 35 NODE 37 --> 49.4069862 sigma out 39 active outputs RANK 36 NODE 24 --> 48.2473373 sigma out 39 active outputs RANK 37 NODE 28 --> 47.1764488 sigma out 39 active outputs RANK 38 NODE 38 --> 47.1743736 sigma out 39 active outputs RANK 39 NODE 34 --> 42.9896164 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 150.153015 sigma in 39act. ( 149.296906 sig out 1act.) RANK 2 NODE 12 --> 139.946518 sigma in 39act. ( 150.253922 sig out 1act.) RANK 3 NODE 7 --> 135.412979 sigma in 39act. ( 135.095367 sig out 1act.) RANK 4 NODE 8 --> 118.263962 sigma in 39act. ( 133.490967 sig out 1act.) RANK 5 NODE 30 --> 114.309639 sigma in 39act. ( 120.359108 sig out 1act.) RANK 6 NODE 10 --> 108.986885 sigma in 39act. ( 114.476013 sig out 1act.) RANK 7 NODE 3 --> 101.38179 sigma in 39act. ( 105.868706 sig out 1act.) RANK 8 NODE 18 --> 99.3143921 sigma in 39act. ( 103.038483 sig out 1act.) RANK 9 NODE 14 --> 88.1091003 sigma in 39act. ( 72.5334015 sig out 1act.) RANK 10 NODE 29 --> 87.5402908 sigma in 39act. ( 87.13974 sig out 1act.) RANK 11 NODE 9 --> 78.377327 sigma in 39act. ( 74.9799881 sig out 1act.) RANK 12 NODE 16 --> 77.8549652 sigma in 39act. ( 91.8185883 sig out 1act.) RANK 13 NODE 37 --> 76.3213577 sigma in 39act. ( 87.7346039 sig out 1act.) RANK 14 NODE 20 --> 74.1921692 sigma in 39act. ( 84.2318878 sig out 1act.) RANK 15 NODE 35 --> 73.8516083 sigma in 39act. ( 70.3215561 sig out 1act.) RANK 16 NODE 38 --> 73.7562332 sigma in 39act. ( 65.0839844 sig out 1act.) RANK 17 NODE 22 --> 72.1235352 sigma in 39act. ( 64.5695114 sig out 1act.) RANK 18 NODE 24 --> 71.8443451 sigma in 39act. ( 67.063652 sig out 1act.) RANK 19 NODE 2 --> 70.6724472 sigma in 39act. ( 52.2778168 sig out 1act.) RANK 20 NODE 5 --> 69.7684326 sigma in 39act. ( 73.0357208 sig out 1act.) RANK 21 NODE 31 --> 66.4857101 sigma in 39act. ( 56.0335808 sig out 1act.) RANK 22 NODE 6 --> 66.4180298 sigma in 39act. ( 60.2581635 sig out 1act.) RANK 23 NODE 13 --> 66.2164459 sigma in 39act. ( 67.2195587 sig out 1act.) RANK 24 NODE 21 --> 62.8072815 sigma in 39act. ( 65.504425 sig out 1act.) RANK 25 NODE 19 --> 62.2522087 sigma in 39act. ( 64.779892 sig out 1act.) RANK 26 NODE 17 --> 58.6308746 sigma in 39act. ( 47.657795 sig out 1act.) RANK 27 NODE 39 --> 58.2195396 sigma in 39act. ( 44.612587 sig out 1act.) RANK 28 NODE 11 --> 58.0792923 sigma in 39act. ( 4.09752798 sig out 1act.) RANK 29 NODE 28 --> 58.009613 sigma in 39act. ( 40.6543503 sig out 1act.) RANK 30 NODE 33 --> 56.9941216 sigma in 39act. ( 44.0936508 sig out 1act.) RANK 31 NODE 34 --> 54.943367 sigma in 39act. ( 47.3844604 sig out 1act.) RANK 32 NODE 25 --> 54.7568512 sigma in 39act. ( 50.9175415 sig out 1act.) RANK 33 NODE 32 --> 53.3064308 sigma in 39act. ( 31.0988503 sig out 1act.) RANK 34 NODE 26 --> 51.9855461 sigma in 39act. ( 33.3601608 sig out 1act.) RANK 35 NODE 36 --> 51.5048981 sigma in 39act. ( 27.0449486 sig out 1act.) RANK 36 NODE 23 --> 48.957283 sigma in 39act. ( 6.82996559 sig out 1act.) RANK 37 NODE 15 --> 48.7702293 sigma in 39act. ( 13.9229298 sig out 1act.) RANK 38 NODE 27 --> 48.1611443 sigma in 39act. ( 2.59500694 sig out 1act.) RANK 39 NODE 1 --> 46.7742386 sigma in 39act. ( 17.3279495 sig out 1act.) sorted by output significance RANK 1 NODE 12 --> 150.253922 sigma out 1act.( 139.946518 sig in 39act.) RANK 2 NODE 4 --> 149.296906 sigma out 1act.( 150.153015 sig in 39act.) RANK 3 NODE 7 --> 135.095367 sigma out 1act.( 135.412979 sig in 39act.) RANK 4 NODE 8 --> 133.490967 sigma out 1act.( 118.263962 sig in 39act.) RANK 5 NODE 30 --> 120.359108 sigma out 1act.( 114.309639 sig in 39act.) RANK 6 NODE 10 --> 114.476013 sigma out 1act.( 108.986885 sig in 39act.) RANK 7 NODE 3 --> 105.868706 sigma out 1act.( 101.38179 sig in 39act.) RANK 8 NODE 18 --> 103.038483 sigma out 1act.( 99.3143921 sig in 39act.) RANK 9 NODE 16 --> 91.8185883 sigma out 1act.( 77.8549652 sig in 39act.) RANK 10 NODE 37 --> 87.7346039 sigma out 1act.( 76.3213577 sig in 39act.) RANK 11 NODE 29 --> 87.13974 sigma out 1act.( 87.5402908 sig in 39act.) RANK 12 NODE 20 --> 84.2318878 sigma out 1act.( 74.1921692 sig in 39act.) RANK 13 NODE 9 --> 74.9799881 sigma out 1act.( 78.377327 sig in 39act.) RANK 14 NODE 5 --> 73.0357208 sigma out 1act.( 69.7684326 sig in 39act.) RANK 15 NODE 14 --> 72.5334015 sigma out 1act.( 88.1091003 sig in 39act.) RANK 16 NODE 35 --> 70.3215561 sigma out 1act.( 73.8516083 sig in 39act.) RANK 17 NODE 13 --> 67.2195587 sigma out 1act.( 66.2164459 sig in 39act.) RANK 18 NODE 24 --> 67.063652 sigma out 1act.( 71.8443451 sig in 39act.) RANK 19 NODE 21 --> 65.504425 sigma out 1act.( 62.8072815 sig in 39act.) RANK 20 NODE 38 --> 65.0839844 sigma out 1act.( 73.7562332 sig in 39act.) RANK 21 NODE 19 --> 64.779892 sigma out 1act.( 62.2522087 sig in 39act.) RANK 22 NODE 22 --> 64.5695114 sigma out 1act.( 72.1235352 sig in 39act.) RANK 23 NODE 6 --> 60.2581635 sigma out 1act.( 66.4180298 sig in 39act.) RANK 24 NODE 31 --> 56.0335808 sigma out 1act.( 66.4857101 sig in 39act.) RANK 25 NODE 2 --> 52.2778168 sigma out 1act.( 70.6724472 sig in 39act.) RANK 26 NODE 25 --> 50.9175415 sigma out 1act.( 54.7568512 sig in 39act.) RANK 27 NODE 17 --> 47.657795 sigma out 1act.( 58.6308746 sig in 39act.) RANK 28 NODE 34 --> 47.3844604 sigma out 1act.( 54.943367 sig in 39act.) RANK 29 NODE 39 --> 44.612587 sigma out 1act.( 58.2195396 sig in 39act.) RANK 30 NODE 33 --> 44.0936508 sigma out 1act.( 56.9941216 sig in 39act.) RANK 31 NODE 28 --> 40.6543503 sigma out 1act.( 58.009613 sig in 39act.) RANK 32 NODE 26 --> 33.3601608 sigma out 1act.( 51.9855461 sig in 39act.) RANK 33 NODE 32 --> 31.0988503 sigma out 1act.( 53.3064308 sig in 39act.) RANK 34 NODE 36 --> 27.0449486 sigma out 1act.( 51.5048981 sig in 39act.) RANK 35 NODE 1 --> 17.3279495 sigma out 1act.( 46.7742386 sig in 39act.) RANK 36 NODE 15 --> 13.9229298 sigma out 1act.( 48.7702293 sig in 39act.) RANK 37 NODE 23 --> 6.82996559 sigma out 1act.( 48.957283 sig in 39act.) RANK 38 NODE 11 --> 4.09752798 sigma out 1act.( 58.0792923 sig in 39act.) RANK 39 NODE 27 --> 2.59500694 sigma out 1act.( 48.1611443 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 483.544983 sigma in 39 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 217.202057 sigma out 39 active outputs RANK 2 NODE 5 --> 190.01178 sigma out 39 active outputs RANK 3 NODE 4 --> 146.176224 sigma out 39 active outputs RANK 4 NODE 3 --> 121.285095 sigma out 39 active outputs RANK 5 NODE 2 --> 105.179459 sigma out 39 active outputs RANK 6 NODE 6 --> 97.9867172 sigma out 39 active outputs RANK 7 NODE 7 --> 92.7236786 sigma out 39 active outputs RANK 8 NODE 8 --> 73.5721893 sigma out 39 active outputs RANK 9 NODE 15 --> 72.6029968 sigma out 39 active outputs RANK 10 NODE 17 --> 69.1806564 sigma out 39 active outputs RANK 11 NODE 19 --> 63.3770638 sigma out 39 active outputs RANK 12 NODE 11 --> 61.631855 sigma out 39 active outputs RANK 13 NODE 16 --> 61.5262909 sigma out 39 active outputs RANK 14 NODE 9 --> 60.9580994 sigma out 39 active outputs RANK 15 NODE 13 --> 58.8381233 sigma out 39 active outputs RANK 16 NODE 12 --> 57.6611214 sigma out 39 active outputs RANK 17 NODE 18 --> 55.8108063 sigma out 39 active outputs RANK 18 NODE 20 --> 52.5005302 sigma out 39 active outputs RANK 19 NODE 10 --> 51.2854424 sigma out 39 active outputs RANK 20 NODE 22 --> 43.2401085 sigma out 39 active outputs RANK 21 NODE 14 --> 43.0266953 sigma out 39 active outputs RANK 22 NODE 21 --> 39.5754509 sigma out 39 active outputs RANK 23 NODE 23 --> 37.4791374 sigma out 39 active outputs RANK 24 NODE 29 --> 33.5337105 sigma out 39 active outputs RANK 25 NODE 27 --> 30.7049561 sigma out 39 active outputs RANK 26 NODE 24 --> 29.0806789 sigma out 39 active outputs RANK 27 NODE 26 --> 28.6955547 sigma out 39 active outputs RANK 28 NODE 25 --> 28.1422081 sigma out 39 active outputs RANK 29 NODE 33 --> 25.9738922 sigma out 39 active outputs RANK 30 NODE 30 --> 25.8705502 sigma out 39 active outputs RANK 31 NODE 32 --> 24.7620964 sigma out 39 active outputs RANK 32 NODE 31 --> 24.6588249 sigma out 39 active outputs RANK 33 NODE 28 --> 22.0029087 sigma out 39 active outputs RANK 34 NODE 35 --> 17.2391186 sigma out 39 active outputs RANK 35 NODE 34 --> 15.6472263 sigma out 39 active outputs RANK 36 NODE 36 --> 14.3226261 sigma out 39 active outputs RANK 37 NODE 37 --> 12.4403811 sigma out 39 active outputs RANK 38 NODE 38 --> 8.60973263 sigma out 39 active outputs RANK 39 NODE 39 --> 5.22090054 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 166.180588 sigma in 39act. ( 113.550758 sig out 1act.) RANK 2 NODE 12 --> 147.883057 sigma in 39act. ( 118.765381 sig out 1act.) RANK 3 NODE 7 --> 146.478302 sigma in 39act. ( 103.198517 sig out 1act.) RANK 4 NODE 30 --> 120.763458 sigma in 39act. ( 93.740799 sig out 1act.) RANK 5 NODE 8 --> 116.385048 sigma in 39act. ( 117.246552 sig out 1act.) RANK 6 NODE 18 --> 112.137527 sigma in 39act. ( 71.9817276 sig out 1act.) RANK 7 NODE 10 --> 101.48085 sigma in 39act. ( 91.0042953 sig out 1act.) RANK 8 NODE 3 --> 100.981285 sigma in 39act. ( 80.0302887 sig out 1act.) RANK 9 NODE 29 --> 84.2912521 sigma in 39act. ( 67.8868332 sig out 1act.) RANK 10 NODE 14 --> 78.2315292 sigma in 39act. ( 60.1025391 sig out 1act.) RANK 11 NODE 9 --> 73.4833755 sigma in 39act. ( 58.2716827 sig out 1act.) RANK 12 NODE 20 --> 72.9908905 sigma in 39act. ( 69.4667206 sig out 1act.) RANK 13 NODE 16 --> 72.7002182 sigma in 39act. ( 72.609169 sig out 1act.) RANK 14 NODE 37 --> 72.646492 sigma in 39act. ( 74.1300812 sig out 1act.) RANK 15 NODE 24 --> 68.0388641 sigma in 39act. ( 48.9152794 sig out 1act.) RANK 16 NODE 35 --> 57.6085205 sigma in 39act. ( 60.040451 sig out 1act.) RANK 17 NODE 13 --> 57.5204773 sigma in 39act. ( 53.1779137 sig out 1act.) RANK 18 NODE 5 --> 56.6031418 sigma in 39act. ( 57.8648949 sig out 1act.) RANK 19 NODE 38 --> 56.2492409 sigma in 39act. ( 52.9839706 sig out 1act.) RANK 20 NODE 22 --> 55.3603554 sigma in 39act. ( 52.4198112 sig out 1act.) RANK 21 NODE 19 --> 53.8524551 sigma in 39act. ( 51.6025085 sig out 1act.) RANK 22 NODE 6 --> 51.885643 sigma in 39act. ( 47.9489059 sig out 1act.) RANK 23 NODE 21 --> 48.3936386 sigma in 39act. ( 52.726593 sig out 1act.) RANK 24 NODE 2 --> 47.9542999 sigma in 39act. ( 41.4555855 sig out 1act.) RANK 25 NODE 25 --> 42.95504 sigma in 39act. ( 39.5961838 sig out 1act.) RANK 26 NODE 31 --> 42.3604584 sigma in 39act. ( 44.8577194 sig out 1act.) RANK 27 NODE 33 --> 37.7965279 sigma in 39act. ( 34.3869781 sig out 1act.) RANK 28 NODE 34 --> 37.3049316 sigma in 39act. ( 35.7761459 sig out 1act.) RANK 29 NODE 17 --> 35.7145615 sigma in 39act. ( 39.6739731 sig out 1act.) RANK 30 NODE 39 --> 33.9367447 sigma in 39act. ( 36.0966797 sig out 1act.) RANK 31 NODE 28 --> 32.064785 sigma in 39act. ( 32.5850334 sig out 1act.) RANK 32 NODE 32 --> 26.5455666 sigma in 39act. ( 24.6008682 sig out 1act.) RANK 33 NODE 26 --> 26.4959583 sigma in 39act. ( 26.2800293 sig out 1act.) RANK 34 NODE 36 --> 21.3300285 sigma in 39act. ( 21.710453 sig out 1act.) RANK 35 NODE 1 --> 14.7940969 sigma in 39act. ( 13.767725 sig out 1act.) RANK 36 NODE 15 --> 13.3563566 sigma in 39act. ( 11.4074268 sig out 1act.) RANK 37 NODE 23 --> 9.91373825 sigma in 39act. ( 5.73559618 sig out 1act.) RANK 38 NODE 11 --> 8.12905025 sigma in 39act. ( 3.21223927 sig out 1act.) RANK 39 NODE 27 --> 7.07828045 sigma in 39act. ( 2.05571914 sig out 1act.) sorted by output significance RANK 1 NODE 12 --> 118.765381 sigma out 1act.( 147.883057 sig in 39act.) RANK 2 NODE 8 --> 117.246552 sigma out 1act.( 116.385048 sig in 39act.) RANK 3 NODE 4 --> 113.550758 sigma out 1act.( 166.180588 sig in 39act.) RANK 4 NODE 7 --> 103.198517 sigma out 1act.( 146.478302 sig in 39act.) RANK 5 NODE 30 --> 93.740799 sigma out 1act.( 120.763458 sig in 39act.) RANK 6 NODE 10 --> 91.0042953 sigma out 1act.( 101.48085 sig in 39act.) RANK 7 NODE 3 --> 80.0302887 sigma out 1act.( 100.981285 sig in 39act.) RANK 8 NODE 37 --> 74.1300812 sigma out 1act.( 72.646492 sig in 39act.) RANK 9 NODE 16 --> 72.609169 sigma out 1act.( 72.7002182 sig in 39act.) RANK 10 NODE 18 --> 71.9817276 sigma out 1act.( 112.137527 sig in 39act.) RANK 11 NODE 20 --> 69.4667206 sigma out 1act.( 72.9908905 sig in 39act.) RANK 12 NODE 29 --> 67.8868332 sigma out 1act.( 84.2912521 sig in 39act.) RANK 13 NODE 14 --> 60.1025391 sigma out 1act.( 78.2315292 sig in 39act.) RANK 14 NODE 35 --> 60.040451 sigma out 1act.( 57.6085205 sig in 39act.) RANK 15 NODE 9 --> 58.2716827 sigma out 1act.( 73.4833755 sig in 39act.) RANK 16 NODE 5 --> 57.8648949 sigma out 1act.( 56.6031418 sig in 39act.) RANK 17 NODE 13 --> 53.1779137 sigma out 1act.( 57.5204773 sig in 39act.) RANK 18 NODE 38 --> 52.9839706 sigma out 1act.( 56.2492409 sig in 39act.) RANK 19 NODE 21 --> 52.726593 sigma out 1act.( 48.3936386 sig in 39act.) RANK 20 NODE 22 --> 52.4198112 sigma out 1act.( 55.3603554 sig in 39act.) RANK 21 NODE 19 --> 51.6025085 sigma out 1act.( 53.8524551 sig in 39act.) RANK 22 NODE 24 --> 48.9152794 sigma out 1act.( 68.0388641 sig in 39act.) RANK 23 NODE 6 --> 47.9489059 sigma out 1act.( 51.885643 sig in 39act.) RANK 24 NODE 31 --> 44.8577194 sigma out 1act.( 42.3604584 sig in 39act.) RANK 25 NODE 2 --> 41.4555855 sigma out 1act.( 47.9542999 sig in 39act.) RANK 26 NODE 17 --> 39.6739731 sigma out 1act.( 35.7145615 sig in 39act.) RANK 27 NODE 25 --> 39.5961838 sigma out 1act.( 42.95504 sig in 39act.) RANK 28 NODE 39 --> 36.0966797 sigma out 1act.( 33.9367447 sig in 39act.) RANK 29 NODE 34 --> 35.7761459 sigma out 1act.( 37.3049316 sig in 39act.) RANK 30 NODE 33 --> 34.3869781 sigma out 1act.( 37.7965279 sig in 39act.) RANK 31 NODE 28 --> 32.5850334 sigma out 1act.( 32.064785 sig in 39act.) RANK 32 NODE 26 --> 26.2800293 sigma out 1act.( 26.4959583 sig in 39act.) RANK 33 NODE 32 --> 24.6008682 sigma out 1act.( 26.5455666 sig in 39act.) RANK 34 NODE 36 --> 21.710453 sigma out 1act.( 21.3300285 sig in 39act.) RANK 35 NODE 1 --> 13.767725 sigma out 1act.( 14.7940969 sig in 39act.) RANK 36 NODE 15 --> 11.4074268 sigma out 1act.( 13.3563566 sig in 39act.) RANK 37 NODE 23 --> 5.73559618 sigma out 1act.( 9.91373825 sig in 39act.) RANK 38 NODE 11 --> 3.21223927 sigma out 1act.( 8.12905025 sig in 39act.) RANK 39 NODE 27 --> 2.05571914 sigma out 1act.( 7.07828045 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 382.838867 sigma in 39 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.417578727 *** contribution from regularisation: 0.0011146937 *** contribution from error: -0.418693423 *** contribution from DIAG: 5.60922417E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.454780757 *** contribution from regularisation: 0.00275955163 *** contribution from error: -0.457540303 *** contribution from DIAG: 8.96390193E-05 *********************************************** ENTER BFGS code START -454791.126 -0.300902098 0. EXIT FROM BFGS code FG_START 0. -0.300902098 0. --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.458235711 *** contribution from regularisation: 0.00218981225 *** contribution from error: -0.460425526 *** contribution from DIAG: 0.000160446973 *********************************************** ENTER BFGS code FG_START -458075.255 -0.300902098 -669.937012 EXIT FROM BFGS code FG_LNSRCH 0. -0.328317791 0. --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.443124861 *** contribution from regularisation: 0.00234686653 *** contribution from error: -0.445471734 *** contribution from DIAG: 0.000856955128 *********************************************** ENTER BFGS code FG_LNSRCH -442267.898 -0.328317791 819.026367 EXIT FROM BFGS code FG_LNSRCH 0. -0.310947746 0. --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.459000528 *** contribution from regularisation: 0.00237653591 *** contribution from error: -0.461377054 *** contribution from DIAG: 0.000126223589 *********************************************** ENTER BFGS code FG_LNSRCH -458874.302 -0.310947746 537.072205 EXIT FROM BFGS code NEW_X -458874.302 -0.310947746 537.072205 ENTER BFGS code NEW_X -458874.302 -0.310947746 537.072205 EXIT FROM BFGS code FG_LNSRCH 0. -0.312338144 0. --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.460323632 *** contribution from regularisation: 0.00240977295 *** contribution from error: -0.462733418 *** contribution from DIAG: 0.000254749495 *********************************************** ENTER BFGS code FG_LNSRCH -460068.89 -0.312338144 564.166199 EXIT FROM BFGS code NEW_X -460068.89 -0.312338144 564.166199 ENTER BFGS code NEW_X -460068.89 -0.312338144 564.166199 EXIT FROM BFGS code FG_LNSRCH 0. -0.311267942 0. --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.460805386 *** contribution from regularisation: 0.00245679007 *** contribution from error: -0.463262171 *** contribution from DIAG: 0.000328736263 *********************************************** ENTER BFGS code FG_LNSRCH -460476.659 -0.311267942 963.954407 EXIT FROM BFGS code NEW_X -460476.659 -0.311267942 963.954407 ENTER BFGS code NEW_X -460476.659 -0.311267942 963.954407 EXIT FROM BFGS code FG_LNSRCH 0. -0.311063558 0. --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.461356521 *** contribution from regularisation: 0.00247295457 *** contribution from error: -0.463829488 *** contribution from DIAG: 0.000303848676 *********************************************** ENTER BFGS code FG_LNSRCH -461052.682 -0.311063558 1134.00232 EXIT FROM BFGS code NEW_X -461052.682 -0.311063558 1134.00232 ENTER BFGS code NEW_X -461052.682 -0.311063558 1134.00232 EXIT FROM BFGS code FG_LNSRCH 0. -0.310295463 0. --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.462060332 *** contribution from regularisation: 0.00247945799 *** contribution from error: -0.464539796 *** contribution from DIAG: 0.000299256499 *********************************************** ENTER BFGS code FG_LNSRCH -461761.088 -0.310295463 1335.37878 EXIT FROM BFGS code NEW_X -461761.088 -0.310295463 1335.37878 ENTER BFGS code NEW_X -461761.088 -0.310295463 1335.37878 EXIT FROM BFGS code FG_LNSRCH 0. -0.307299852 0. --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 239.27449 sigma out 39 active outputs RANK 2 NODE 5 --> 204.18573 sigma out 39 active outputs RANK 3 NODE 4 --> 152.352173 sigma out 39 active outputs RANK 4 NODE 3 --> 118.660172 sigma out 39 active outputs RANK 5 NODE 2 --> 115.706497 sigma out 39 active outputs RANK 6 NODE 6 --> 106.111946 sigma out 39 active outputs RANK 7 NODE 7 --> 100.743927 sigma out 39 active outputs RANK 8 NODE 8 --> 79.6215744 sigma out 39 active outputs RANK 9 NODE 15 --> 79.07341 sigma out 39 active outputs RANK 10 NODE 17 --> 76.4982529 sigma out 39 active outputs RANK 11 NODE 19 --> 69.9268112 sigma out 39 active outputs RANK 12 NODE 13 --> 67.4787292 sigma out 39 active outputs RANK 13 NODE 16 --> 67.4175949 sigma out 39 active outputs RANK 14 NODE 12 --> 66.8554611 sigma out 39 active outputs RANK 15 NODE 20 --> 66.4215012 sigma out 39 active outputs RANK 16 NODE 11 --> 66.3827209 sigma out 39 active outputs RANK 17 NODE 9 --> 63.52948 sigma out 39 active outputs RANK 18 NODE 18 --> 59.5612679 sigma out 39 active outputs RANK 19 NODE 10 --> 58.9866905 sigma out 39 active outputs RANK 20 NODE 22 --> 50.2661972 sigma out 39 active outputs RANK 21 NODE 14 --> 49.9614372 sigma out 39 active outputs RANK 22 NODE 21 --> 45.1149788 sigma out 39 active outputs RANK 23 NODE 25 --> 43.1839409 sigma out 39 active outputs RANK 24 NODE 23 --> 41.9552002 sigma out 39 active outputs RANK 25 NODE 29 --> 39.0282021 sigma out 39 active outputs RANK 26 NODE 27 --> 35.5862885 sigma out 39 active outputs RANK 27 NODE 24 --> 34.6766701 sigma out 39 active outputs RANK 28 NODE 26 --> 32.918148 sigma out 39 active outputs RANK 29 NODE 33 --> 30.1531067 sigma out 39 active outputs RANK 30 NODE 30 --> 29.7272511 sigma out 39 active outputs RANK 31 NODE 37 --> 27.7922535 sigma out 39 active outputs RANK 32 NODE 32 --> 27.7469196 sigma out 39 active outputs RANK 33 NODE 31 --> 27.3878899 sigma out 39 active outputs RANK 34 NODE 28 --> 25.5045052 sigma out 39 active outputs RANK 35 NODE 35 --> 21.7491646 sigma out 39 active outputs RANK 36 NODE 36 --> 20.8529835 sigma out 39 active outputs RANK 37 NODE 34 --> 19.5541248 sigma out 39 active outputs RANK 38 NODE 38 --> 15.4540491 sigma out 39 active outputs RANK 39 NODE 39 --> 9.11724567 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 169.388718 sigma in 39act. ( 118.782219 sig out 1act.) RANK 2 NODE 12 --> 156.919266 sigma in 39act. ( 124.240318 sig out 1act.) RANK 3 NODE 7 --> 155.006653 sigma in 39act. ( 105.12941 sig out 1act.) RANK 4 NODE 18 --> 130.253571 sigma in 39act. ( 77.9109497 sig out 1act.) RANK 5 NODE 30 --> 128.367676 sigma in 39act. ( 100.650047 sig out 1act.) RANK 6 NODE 8 --> 117.314667 sigma in 39act. ( 113.695755 sig out 1act.) RANK 7 NODE 3 --> 106.879646 sigma in 39act. ( 83.9753113 sig out 1act.) RANK 8 NODE 10 --> 106.775429 sigma in 39act. ( 95.0955429 sig out 1act.) RANK 9 NODE 29 --> 93.8493881 sigma in 39act. ( 75.6607819 sig out 1act.) RANK 10 NODE 37 --> 93.7752075 sigma in 39act. ( 93.7456284 sig out 1act.) RANK 11 NODE 16 --> 88.6590195 sigma in 39act. ( 83.8548508 sig out 1act.) RANK 12 NODE 20 --> 87.7338715 sigma in 39act. ( 82.0817184 sig out 1act.) RANK 13 NODE 24 --> 82.4217072 sigma in 39act. ( 57.5717163 sig out 1act.) RANK 14 NODE 14 --> 80.1695633 sigma in 39act. ( 61.693409 sig out 1act.) RANK 15 NODE 9 --> 78.9256439 sigma in 39act. ( 62.0765839 sig out 1act.) RANK 16 NODE 5 --> 70.3198853 sigma in 39act. ( 70.7318268 sig out 1act.) RANK 17 NODE 13 --> 65.2662201 sigma in 39act. ( 58.3549652 sig out 1act.) RANK 18 NODE 35 --> 63.9562759 sigma in 39act. ( 66.4588242 sig out 1act.) RANK 19 NODE 38 --> 62.9684753 sigma in 39act. ( 58.1954613 sig out 1act.) RANK 20 NODE 6 --> 59.9044075 sigma in 39act. ( 54.4912949 sig out 1act.) RANK 21 NODE 19 --> 56.0633736 sigma in 39act. ( 52.291996 sig out 1act.) RANK 22 NODE 25 --> 54.2114563 sigma in 39act. ( 49.6416855 sig out 1act.) RANK 23 NODE 22 --> 54.0851212 sigma in 39act. ( 49.8741684 sig out 1act.) RANK 24 NODE 2 --> 51.3331833 sigma in 39act. ( 43.2555847 sig out 1act.) RANK 25 NODE 21 --> 48.3520164 sigma in 39act. ( 51.8564262 sig out 1act.) RANK 26 NODE 17 --> 46.161911 sigma in 39act. ( 50.2473068 sig out 1act.) RANK 27 NODE 33 --> 43.3455391 sigma in 39act. ( 38.7464104 sig out 1act.) RANK 28 NODE 28 --> 42.9754333 sigma in 39act. ( 42.6298027 sig out 1act.) RANK 29 NODE 34 --> 42.9443893 sigma in 39act. ( 40.1100845 sig out 1act.) RANK 30 NODE 31 --> 42.8515358 sigma in 39act. ( 43.0974121 sig out 1act.) RANK 31 NODE 39 --> 40.545948 sigma in 39act. ( 41.2475052 sig out 1act.) RANK 32 NODE 32 --> 33.188839 sigma in 39act. ( 29.6779461 sig out 1act.) RANK 33 NODE 36 --> 28.7514343 sigma in 39act. ( 28.2311821 sig out 1act.) RANK 34 NODE 26 --> 26.610157 sigma in 39act. ( 24.9027119 sig out 1act.) RANK 35 NODE 15 --> 19.5613956 sigma in 39act. ( 16.9556007 sig out 1act.) RANK 36 NODE 23 --> 19.2203197 sigma in 39act. ( 15.8479176 sig out 1act.) RANK 37 NODE 1 --> 16.3959007 sigma in 39act. ( 13.7298174 sig out 1act.) RANK 38 NODE 11 --> 12.6716671 sigma in 39act. ( 2.92564845 sig out 1act.) RANK 39 NODE 27 --> 10.5895557 sigma in 39act. ( 2.93089271 sig out 1act.) sorted by output significance RANK 1 NODE 12 --> 124.240318 sigma out 1act.( 156.919266 sig in 39act.) RANK 2 NODE 4 --> 118.782219 sigma out 1act.( 169.388718 sig in 39act.) RANK 3 NODE 8 --> 113.695755 sigma out 1act.( 117.314667 sig in 39act.) RANK 4 NODE 7 --> 105.12941 sigma out 1act.( 155.006653 sig in 39act.) RANK 5 NODE 30 --> 100.650047 sigma out 1act.( 128.367676 sig in 39act.) RANK 6 NODE 10 --> 95.0955429 sigma out 1act.( 106.775429 sig in 39act.) RANK 7 NODE 37 --> 93.7456284 sigma out 1act.( 93.7752075 sig in 39act.) RANK 8 NODE 3 --> 83.9753113 sigma out 1act.( 106.879646 sig in 39act.) RANK 9 NODE 16 --> 83.8548508 sigma out 1act.( 88.6590195 sig in 39act.) RANK 10 NODE 20 --> 82.0817184 sigma out 1act.( 87.7338715 sig in 39act.) RANK 11 NODE 18 --> 77.9109497 sigma out 1act.( 130.253571 sig in 39act.) RANK 12 NODE 29 --> 75.6607819 sigma out 1act.( 93.8493881 sig in 39act.) RANK 13 NODE 5 --> 70.7318268 sigma out 1act.( 70.3198853 sig in 39act.) RANK 14 NODE 35 --> 66.4588242 sigma out 1act.( 63.9562759 sig in 39act.) RANK 15 NODE 9 --> 62.0765839 sigma out 1act.( 78.9256439 sig in 39act.) RANK 16 NODE 14 --> 61.693409 sigma out 1act.( 80.1695633 sig in 39act.) RANK 17 NODE 13 --> 58.3549652 sigma out 1act.( 65.2662201 sig in 39act.) RANK 18 NODE 38 --> 58.1954613 sigma out 1act.( 62.9684753 sig in 39act.) RANK 19 NODE 24 --> 57.5717163 sigma out 1act.( 82.4217072 sig in 39act.) RANK 20 NODE 6 --> 54.4912949 sigma out 1act.( 59.9044075 sig in 39act.) RANK 21 NODE 19 --> 52.291996 sigma out 1act.( 56.0633736 sig in 39act.) RANK 22 NODE 21 --> 51.8564262 sigma out 1act.( 48.3520164 sig in 39act.) RANK 23 NODE 17 --> 50.2473068 sigma out 1act.( 46.161911 sig in 39act.) RANK 24 NODE 22 --> 49.8741684 sigma out 1act.( 54.0851212 sig in 39act.) RANK 25 NODE 25 --> 49.6416855 sigma out 1act.( 54.2114563 sig in 39act.) RANK 26 NODE 2 --> 43.2555847 sigma out 1act.( 51.3331833 sig in 39act.) RANK 27 NODE 31 --> 43.0974121 sigma out 1act.( 42.8515358 sig in 39act.) RANK 28 NODE 28 --> 42.6298027 sigma out 1act.( 42.9754333 sig in 39act.) RANK 29 NODE 39 --> 41.2475052 sigma out 1act.( 40.545948 sig in 39act.) RANK 30 NODE 34 --> 40.1100845 sigma out 1act.( 42.9443893 sig in 39act.) RANK 31 NODE 33 --> 38.7464104 sigma out 1act.( 43.3455391 sig in 39act.) RANK 32 NODE 32 --> 29.6779461 sigma out 1act.( 33.188839 sig in 39act.) RANK 33 NODE 36 --> 28.2311821 sigma out 1act.( 28.7514343 sig in 39act.) RANK 34 NODE 26 --> 24.9027119 sigma out 1act.( 26.610157 sig in 39act.) RANK 35 NODE 15 --> 16.9556007 sigma out 1act.( 19.5613956 sig in 39act.) RANK 36 NODE 23 --> 15.8479176 sigma out 1act.( 19.2203197 sig in 39act.) RANK 37 NODE 1 --> 13.7298174 sigma out 1act.( 16.3959007 sig in 39act.) RANK 38 NODE 27 --> 2.93089271 sigma out 1act.( 10.5895557 sig in 39act.) RANK 39 NODE 11 --> 2.92564845 sigma out 1act.( 12.6716671 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 412.9841 sigma in 39 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.462978631 *** contribution from regularisation: 0.00249510002 *** contribution from error: -0.465473741 *** contribution from DIAG: 0.000330015173 *********************************************** ENTER BFGS code FG_LNSRCH -462648.626 -0.307299852 567.671204 EXIT FROM BFGS code NEW_X -462648.626 -0.307299852 567.671204 ENTER BFGS code NEW_X -462648.626 -0.307299852 567.671204 EXIT FROM BFGS code FG_LNSRCH 0. -0.301336646 0. --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.464076966 *** contribution from regularisation: 0.0025299096 *** contribution from error: -0.466606885 *** contribution from DIAG: 0.000368491921 *********************************************** ENTER BFGS code FG_LNSRCH -463708.488 -0.301336646 -362.576172 EXIT FROM BFGS code NEW_X -463708.488 -0.301336646 -362.576172 ENTER BFGS code NEW_X -463708.488 -0.301336646 -362.576172 EXIT FROM BFGS code FG_LNSRCH 0. -0.299384892 0. --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.465104669 *** contribution from regularisation: 0.00256185257 *** contribution from error: -0.467666537 *** contribution from DIAG: 0.000342730258 *********************************************** ENTER BFGS code FG_LNSRCH -464761.927 -0.299384892 -504.623016 EXIT FROM BFGS code NEW_X -464761.927 -0.299384892 -504.623016 ENTER BFGS code NEW_X -464761.927 -0.299384892 -504.623016 EXIT FROM BFGS code FG_LNSRCH 0. -0.298135132 0. --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.46592626 *** contribution from regularisation: 0.00256614434 *** contribution from error: -0.468492419 *** contribution from DIAG: 0.000330270297 *********************************************** ENTER BFGS code FG_LNSRCH -465595.979 -0.298135132 -1081.64124 EXIT FROM BFGS code NEW_X -465595.979 -0.298135132 -1081.64124 ENTER BFGS code NEW_X -465595.979 -0.298135132 -1081.64124 EXIT FROM BFGS code FG_LNSRCH 0. -0.297038257 0. --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.46674788 *** contribution from regularisation: 0.00257152179 *** contribution from error: -0.469319403 *** contribution from DIAG: 0.000343583029 *********************************************** ENTER BFGS code FG_LNSRCH -466404.291 -0.297038257 11.5724373 EXIT FROM BFGS code NEW_X -466404.291 -0.297038257 11.5724373 ENTER BFGS code NEW_X -466404.291 -0.297038257 11.5724373 EXIT FROM BFGS code FG_LNSRCH 0. -0.294879526 0. --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.467629045 *** contribution from regularisation: 0.00259397109 *** contribution from error: -0.47022301 *** contribution from DIAG: 0.000340681639 *********************************************** ENTER BFGS code FG_LNSRCH -467288.352 -0.294879526 -1166.53467 EXIT FROM BFGS code NEW_X -467288.352 -0.294879526 -1166.53467 ENTER BFGS code NEW_X -467288.352 -0.294879526 -1166.53467 EXIT FROM BFGS code FG_LNSRCH 0. -0.295555055 0. --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.467994153 *** contribution from regularisation: 0.00259281835 *** contribution from error: -0.470586985 *** contribution from DIAG: 0.000375525415 *********************************************** ENTER BFGS code FG_LNSRCH -467618.638 -0.295555055 140.644852 EXIT FROM BFGS code NEW_X -467618.638 -0.295555055 140.644852 ENTER BFGS code NEW_X -467618.638 -0.295555055 140.644852 EXIT FROM BFGS code FG_LNSRCH 0. -0.296045154 0. --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.468539596 *** contribution from regularisation: 0.00258722226 *** contribution from error: -0.471126825 *** contribution from DIAG: 0.000391273556 *********************************************** ENTER BFGS code FG_LNSRCH -468148.33 -0.296045154 388.382538 EXIT FROM BFGS code NEW_X -468148.33 -0.296045154 388.382538 ENTER BFGS code NEW_X -468148.33 -0.296045154 388.382538 EXIT FROM BFGS code FG_LNSRCH 0. -0.296135664 0. --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.468865931 *** contribution from regularisation: 0.00259203021 *** contribution from error: -0.471457958 *** contribution from DIAG: 0.000434246758 *********************************************** ENTER BFGS code FG_LNSRCH -468431.682 -0.296135664 449.492889 EXIT FROM BFGS code NEW_X -468431.682 -0.296135664 449.492889 ENTER BFGS code NEW_X -468431.682 -0.296135664 449.492889 EXIT FROM BFGS code FG_LNSRCH 0. -0.295877457 0. --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.469309449 *** contribution from regularisation: 0.00259924983 *** contribution from error: -0.471908689 *** contribution from DIAG: 0.000469230552 *********************************************** ENTER BFGS code FG_LNSRCH -468840.231 -0.295877457 310.31723 EXIT FROM BFGS code NEW_X -468840.231 -0.295877457 310.31723 ENTER BFGS code NEW_X -468840.231 -0.295877457 310.31723 EXIT FROM BFGS code FG_LNSRCH 0. -0.295228928 0. --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 237.164215 sigma out 39 active outputs RANK 2 NODE 5 --> 208.048386 sigma out 39 active outputs RANK 3 NODE 2 --> 181.472412 sigma out 39 active outputs RANK 4 NODE 4 --> 153.012344 sigma out 39 active outputs RANK 5 NODE 3 --> 127.220482 sigma out 39 active outputs RANK 6 NODE 6 --> 118.640991 sigma out 39 active outputs RANK 7 NODE 7 --> 113.40699 sigma out 39 active outputs RANK 8 NODE 8 --> 96.7268829 sigma out 39 active outputs RANK 9 NODE 15 --> 85.6251678 sigma out 39 active outputs RANK 10 NODE 17 --> 84.2759628 sigma out 39 active outputs RANK 11 NODE 12 --> 80.075386 sigma out 39 active outputs RANK 12 NODE 19 --> 75.3877945 sigma out 39 active outputs RANK 13 NODE 13 --> 74.4459305 sigma out 39 active outputs RANK 14 NODE 10 --> 74.338829 sigma out 39 active outputs RANK 15 NODE 9 --> 70.1877747 sigma out 39 active outputs RANK 16 NODE 11 --> 69.6517181 sigma out 39 active outputs RANK 17 NODE 16 --> 68.7378387 sigma out 39 active outputs RANK 18 NODE 20 --> 63.6884766 sigma out 39 active outputs RANK 19 NODE 18 --> 61.6409454 sigma out 39 active outputs RANK 20 NODE 14 --> 55.5430374 sigma out 39 active outputs RANK 21 NODE 22 --> 53.184124 sigma out 39 active outputs RANK 22 NODE 37 --> 51.1468124 sigma out 39 active outputs RANK 23 NODE 21 --> 46.8668861 sigma out 39 active outputs RANK 24 NODE 29 --> 43.286808 sigma out 39 active outputs RANK 25 NODE 25 --> 42.5084343 sigma out 39 active outputs RANK 26 NODE 23 --> 42.3605309 sigma out 39 active outputs RANK 27 NODE 27 --> 38.4725342 sigma out 39 active outputs RANK 28 NODE 26 --> 36.1746635 sigma out 39 active outputs RANK 29 NODE 24 --> 35.8839798 sigma out 39 active outputs RANK 30 NODE 33 --> 32.7544479 sigma out 39 active outputs RANK 31 NODE 30 --> 32.0139084 sigma out 39 active outputs RANK 32 NODE 32 --> 28.4343643 sigma out 39 active outputs RANK 33 NODE 31 --> 27.6311741 sigma out 39 active outputs RANK 34 NODE 36 --> 26.7773762 sigma out 39 active outputs RANK 35 NODE 28 --> 26.0118828 sigma out 39 active outputs RANK 36 NODE 35 --> 24.2241192 sigma out 39 active outputs RANK 37 NODE 38 --> 23.2288494 sigma out 39 active outputs RANK 38 NODE 34 --> 21.9310207 sigma out 39 active outputs RANK 39 NODE 39 --> 9.22499084 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 176.960022 sigma in 39act. ( 150.279907 sig out 1act.) RANK 2 NODE 4 --> 155.099258 sigma in 39act. ( 146.899277 sig out 1act.) RANK 3 NODE 7 --> 149.365784 sigma in 39act. ( 103.559494 sig out 1act.) RANK 4 NODE 18 --> 144.145737 sigma in 39act. ( 94.6210861 sig out 1act.) RANK 5 NODE 30 --> 135.920288 sigma in 39act. ( 122.380936 sig out 1act.) RANK 6 NODE 37 --> 133.622437 sigma in 39act. ( 136.229996 sig out 1act.) RANK 7 NODE 3 --> 124.094032 sigma in 39act. ( 105.251938 sig out 1act.) RANK 8 NODE 10 --> 116.195999 sigma in 39act. ( 106.295517 sig out 1act.) RANK 9 NODE 8 --> 112.141518 sigma in 39act. ( 109.1866 sig out 1act.) RANK 10 NODE 29 --> 105.458733 sigma in 39act. ( 93.1791611 sig out 1act.) RANK 11 NODE 20 --> 103.834 sigma in 39act. ( 110.141235 sig out 1act.) RANK 12 NODE 16 --> 101.829865 sigma in 39act. ( 95.1486282 sig out 1act.) RANK 13 NODE 24 --> 97.5588455 sigma in 39act. ( 74.7467499 sig out 1act.) RANK 14 NODE 5 --> 92.2302551 sigma in 39act. ( 93.5619965 sig out 1act.) RANK 15 NODE 38 --> 83.2678909 sigma in 39act. ( 80.1227722 sig out 1act.) RANK 16 NODE 14 --> 74.6865997 sigma in 39act. ( 63.0286751 sig out 1act.) RANK 17 NODE 9 --> 73.7215118 sigma in 39act. ( 62.5826378 sig out 1act.) RANK 18 NODE 13 --> 73.2450104 sigma in 39act. ( 63.0162315 sig out 1act.) RANK 19 NODE 35 --> 66.9189377 sigma in 39act. ( 72.0666809 sig out 1act.) RANK 20 NODE 25 --> 66.0123367 sigma in 39act. ( 65.3527985 sig out 1act.) RANK 21 NODE 17 --> 62.6297874 sigma in 39act. ( 69.1869583 sig out 1act.) RANK 22 NODE 6 --> 60.8534546 sigma in 39act. ( 56.5320168 sig out 1act.) RANK 23 NODE 28 --> 60.5706673 sigma in 39act. ( 61.4638023 sig out 1act.) RANK 24 NODE 19 --> 56.3664398 sigma in 39act. ( 52.9028702 sig out 1act.) RANK 25 NODE 39 --> 52.4516182 sigma in 39act. ( 51.6014595 sig out 1act.) RANK 26 NODE 2 --> 50.5427246 sigma in 39act. ( 42.9634247 sig out 1act.) RANK 27 NODE 22 --> 50.0096893 sigma in 39act. ( 46.8762856 sig out 1act.) RANK 28 NODE 33 --> 48.8094101 sigma in 39act. ( 44.6021957 sig out 1act.) RANK 29 NODE 21 --> 46.310524 sigma in 39act. ( 49.9507065 sig out 1act.) RANK 30 NODE 34 --> 45.3192902 sigma in 39act. ( 43.3800659 sig out 1act.) RANK 31 NODE 32 --> 43.3394508 sigma in 39act. ( 39.9001656 sig out 1act.) RANK 32 NODE 31 --> 42.3170395 sigma in 39act. ( 39.2628517 sig out 1act.) RANK 33 NODE 36 --> 38.0503082 sigma in 39act. ( 38.8710518 sig out 1act.) RANK 34 NODE 23 --> 31.7529316 sigma in 39act. ( 30.2535915 sig out 1act.) RANK 35 NODE 15 --> 25.9385891 sigma in 39act. ( 24.5209656 sig out 1act.) RANK 36 NODE 26 --> 21.9123135 sigma in 39act. ( 19.2892532 sig out 1act.) RANK 37 NODE 11 --> 15.9313707 sigma in 39act. ( 10.2784443 sig out 1act.) RANK 38 NODE 1 --> 11.0634985 sigma in 39act. ( 5.55399847 sig out 1act.) RANK 39 NODE 27 --> 11.0507774 sigma in 39act. ( 4.41808271 sig out 1act.) sorted by output significance RANK 1 NODE 12 --> 150.279907 sigma out 1act.( 176.960022 sig in 39act.) RANK 2 NODE 4 --> 146.899277 sigma out 1act.( 155.099258 sig in 39act.) RANK 3 NODE 37 --> 136.229996 sigma out 1act.( 133.622437 sig in 39act.) RANK 4 NODE 30 --> 122.380936 sigma out 1act.( 135.920288 sig in 39act.) RANK 5 NODE 20 --> 110.141235 sigma out 1act.( 103.834 sig in 39act.) RANK 6 NODE 8 --> 109.1866 sigma out 1act.( 112.141518 sig in 39act.) RANK 7 NODE 10 --> 106.295517 sigma out 1act.( 116.195999 sig in 39act.) RANK 8 NODE 3 --> 105.251938 sigma out 1act.( 124.094032 sig in 39act.) RANK 9 NODE 7 --> 103.559494 sigma out 1act.( 149.365784 sig in 39act.) RANK 10 NODE 16 --> 95.1486282 sigma out 1act.( 101.829865 sig in 39act.) RANK 11 NODE 18 --> 94.6210861 sigma out 1act.( 144.145737 sig in 39act.) RANK 12 NODE 5 --> 93.5619965 sigma out 1act.( 92.2302551 sig in 39act.) RANK 13 NODE 29 --> 93.1791611 sigma out 1act.( 105.458733 sig in 39act.) RANK 14 NODE 38 --> 80.1227722 sigma out 1act.( 83.2678909 sig in 39act.) RANK 15 NODE 24 --> 74.7467499 sigma out 1act.( 97.5588455 sig in 39act.) RANK 16 NODE 35 --> 72.0666809 sigma out 1act.( 66.9189377 sig in 39act.) RANK 17 NODE 17 --> 69.1869583 sigma out 1act.( 62.6297874 sig in 39act.) RANK 18 NODE 25 --> 65.3527985 sigma out 1act.( 66.0123367 sig in 39act.) RANK 19 NODE 14 --> 63.0286751 sigma out 1act.( 74.6865997 sig in 39act.) RANK 20 NODE 13 --> 63.0162315 sigma out 1act.( 73.2450104 sig in 39act.) RANK 21 NODE 9 --> 62.5826378 sigma out 1act.( 73.7215118 sig in 39act.) RANK 22 NODE 28 --> 61.4638023 sigma out 1act.( 60.5706673 sig in 39act.) RANK 23 NODE 6 --> 56.5320168 sigma out 1act.( 60.8534546 sig in 39act.) RANK 24 NODE 19 --> 52.9028702 sigma out 1act.( 56.3664398 sig in 39act.) RANK 25 NODE 39 --> 51.6014595 sigma out 1act.( 52.4516182 sig in 39act.) RANK 26 NODE 21 --> 49.9507065 sigma out 1act.( 46.310524 sig in 39act.) RANK 27 NODE 22 --> 46.8762856 sigma out 1act.( 50.0096893 sig in 39act.) RANK 28 NODE 33 --> 44.6021957 sigma out 1act.( 48.8094101 sig in 39act.) RANK 29 NODE 34 --> 43.3800659 sigma out 1act.( 45.3192902 sig in 39act.) RANK 30 NODE 2 --> 42.9634247 sigma out 1act.( 50.5427246 sig in 39act.) RANK 31 NODE 32 --> 39.9001656 sigma out 1act.( 43.3394508 sig in 39act.) RANK 32 NODE 31 --> 39.2628517 sigma out 1act.( 42.3170395 sig in 39act.) RANK 33 NODE 36 --> 38.8710518 sigma out 1act.( 38.0503082 sig in 39act.) RANK 34 NODE 23 --> 30.2535915 sigma out 1act.( 31.7529316 sig in 39act.) RANK 35 NODE 15 --> 24.5209656 sigma out 1act.( 25.9385891 sig in 39act.) RANK 36 NODE 26 --> 19.2892532 sigma out 1act.( 21.9123135 sig in 39act.) RANK 37 NODE 11 --> 10.2784443 sigma out 1act.( 15.9313707 sig in 39act.) RANK 38 NODE 1 --> 5.55399847 sigma out 1act.( 11.0634985 sig in 39act.) RANK 39 NODE 27 --> 4.41808271 sigma out 1act.( 11.0507774 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 487.799194 sigma in 39 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.469914168 *** contribution from regularisation: 0.00260989228 *** contribution from error: -0.472524047 *** contribution from DIAG: 0.000436522823 *********************************************** ENTER BFGS code FG_LNSRCH -469477.649 -0.295228928 698.815735 EXIT FROM BFGS code NEW_X -469477.649 -0.295228928 698.815735 ENTER BFGS code NEW_X -469477.649 -0.295228928 698.815735 EXIT FROM BFGS code FG_LNSRCH 0. -0.292767227 0. --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.469636679 *** contribution from regularisation: 0.00262884912 *** contribution from error: -0.472265542 *** contribution from DIAG: 0.000253351493 *********************************************** ENTER BFGS code FG_LNSRCH -469383.32 -0.292767227 -2063.23999 EXIT FROM BFGS code FG_LNSRCH 0. -0.293983221 0. --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.47017324 *** contribution from regularisation: 0.00258247601 *** contribution from error: -0.47275573 *** contribution from DIAG: 0.000371015718 *********************************************** ENTER BFGS code FG_LNSRCH -469802.214 -0.293983221 -1072.24622 EXIT FROM BFGS code NEW_X -469802.214 -0.293983221 -1072.24622 ENTER BFGS code NEW_X -469802.214 -0.293983221 -1072.24622 EXIT FROM BFGS code FG_LNSRCH 0. -0.29407689 0. --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.470372647 *** contribution from regularisation: 0.00259954925 *** contribution from error: -0.472972184 *** contribution from DIAG: 0.000419834454 *********************************************** ENTER BFGS code FG_LNSRCH -469952.805 -0.29407689 -422.941925 EXIT FROM BFGS code NEW_X -469952.805 -0.29407689 -422.941925 ENTER BFGS code NEW_X -469952.805 -0.29407689 -422.941925 EXIT FROM BFGS code FG_LNSRCH 0. -0.293947011 0. --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.47068283 *** contribution from regularisation: 0.00260776374 *** contribution from error: -0.473290592 *** contribution from DIAG: 0.0004167429 *********************************************** ENTER BFGS code FG_LNSRCH -470266.088 -0.293947011 288.880585 EXIT FROM BFGS code NEW_X -470266.088 -0.293947011 288.880585 ENTER BFGS code NEW_X -470266.088 -0.293947011 288.880585 EXIT FROM BFGS code FG_LNSRCH 0. -0.293377817 0. --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.47105661 *** contribution from regularisation: 0.00261964765 *** contribution from error: -0.473676264 *** contribution from DIAG: 0.000387927546 *********************************************** ENTER BFGS code FG_LNSRCH -470668.669 -0.293377817 415.654083 EXIT FROM BFGS code NEW_X -470668.669 -0.293377817 415.654083 ENTER BFGS code NEW_X -470668.669 -0.293377817 415.654083 EXIT FROM BFGS code FG_LNSRCH 0. -0.293118477 0. --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.471451044 *** contribution from regularisation: 0.00264622527 *** contribution from error: -0.474097282 *** contribution from DIAG: 0.000293787889 *********************************************** ENTER BFGS code FG_LNSRCH -471157.246 -0.293118477 1112.92993 EXIT FROM BFGS code NEW_X -471157.246 -0.293118477 1112.92993 ENTER BFGS code NEW_X -471157.246 -0.293118477 1112.92993 EXIT FROM BFGS code FG_LNSRCH 0. -0.292547822 0. --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.472023815 *** contribution from regularisation: 0.00263469713 *** contribution from error: -0.474658519 *** contribution from DIAG: 0.000381180929 *********************************************** ENTER BFGS code FG_LNSRCH -471642.637 -0.292547822 758.395996 EXIT FROM BFGS code NEW_X -471642.637 -0.292547822 758.395996 ENTER BFGS code NEW_X -471642.637 -0.292547822 758.395996 EXIT FROM BFGS code FG_LNSRCH 0. -0.292082787 0. --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.472457409 *** contribution from regularisation: 0.00263544521 *** contribution from error: -0.475092858 *** contribution from DIAG: 0.000403380662 *********************************************** ENTER BFGS code FG_LNSRCH -472054.023 -0.292082787 -410.038269 EXIT FROM BFGS code NEW_X -472054.023 -0.292082787 -410.038269 ENTER BFGS code NEW_X -472054.023 -0.292082787 -410.038269 EXIT FROM BFGS code FG_LNSRCH 0. -0.292095035 0. --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.472885638 *** contribution from regularisation: 0.00264947163 *** contribution from error: -0.475535125 *** contribution from DIAG: 0.000381460268 *********************************************** ENTER BFGS code FG_LNSRCH -472504.179 -0.292095035 -488.434448 EXIT FROM BFGS code NEW_X -472504.179 -0.292095035 -488.434448 ENTER BFGS code NEW_X -472504.179 -0.292095035 -488.434448 EXIT FROM BFGS code FG_LNSRCH 0. -0.29215008 0. --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 270.550598 sigma out 39 active outputs RANK 2 NODE 5 --> 236.765305 sigma out 39 active outputs RANK 3 NODE 1 --> 235.482132 sigma out 39 active outputs RANK 4 NODE 4 --> 179.7202 sigma out 39 active outputs RANK 5 NODE 7 --> 168.046722 sigma out 39 active outputs RANK 6 NODE 6 --> 166.33522 sigma out 39 active outputs RANK 7 NODE 3 --> 164.653671 sigma out 39 active outputs RANK 8 NODE 8 --> 129.359329 sigma out 39 active outputs RANK 9 NODE 15 --> 95.5667877 sigma out 39 active outputs RANK 10 NODE 12 --> 93.8806763 sigma out 39 active outputs RANK 11 NODE 10 --> 91.728569 sigma out 39 active outputs RANK 12 NODE 17 --> 90.7296295 sigma out 39 active outputs RANK 13 NODE 9 --> 82.0231781 sigma out 39 active outputs RANK 14 NODE 19 --> 79.8312836 sigma out 39 active outputs RANK 15 NODE 13 --> 76.7135468 sigma out 39 active outputs RANK 16 NODE 11 --> 72.7717133 sigma out 39 active outputs RANK 17 NODE 20 --> 69.7901535 sigma out 39 active outputs RANK 18 NODE 16 --> 66.4703827 sigma out 39 active outputs RANK 19 NODE 37 --> 63.7897301 sigma out 39 active outputs RANK 20 NODE 18 --> 60.0175133 sigma out 39 active outputs RANK 21 NODE 14 --> 57.8455696 sigma out 39 active outputs RANK 22 NODE 22 --> 56.1071434 sigma out 39 active outputs RANK 23 NODE 21 --> 46.4988327 sigma out 39 active outputs RANK 24 NODE 29 --> 44.0977554 sigma out 39 active outputs RANK 25 NODE 23 --> 42.0615005 sigma out 39 active outputs RANK 26 NODE 27 --> 39.4387627 sigma out 39 active outputs RANK 27 NODE 25 --> 38.2039452 sigma out 39 active outputs RANK 28 NODE 26 --> 36.3108177 sigma out 39 active outputs RANK 29 NODE 24 --> 36.1340675 sigma out 39 active outputs RANK 30 NODE 30 --> 32.6973305 sigma out 39 active outputs RANK 31 NODE 33 --> 32.196167 sigma out 39 active outputs RANK 32 NODE 32 --> 27.8266659 sigma out 39 active outputs RANK 33 NODE 31 --> 27.4369488 sigma out 39 active outputs RANK 34 NODE 38 --> 26.6544628 sigma out 39 active outputs RANK 35 NODE 28 --> 24.359787 sigma out 39 active outputs RANK 36 NODE 36 --> 23.8306084 sigma out 39 active outputs RANK 37 NODE 35 --> 23.1336327 sigma out 39 active outputs RANK 38 NODE 34 --> 20.1996574 sigma out 39 active outputs RANK 39 NODE 39 --> 8.8705368 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 200.011002 sigma in 39act. ( 167.713501 sig out 1act.) RANK 2 NODE 5 --> 181.966843 sigma in 39act. ( 173.049774 sig out 1act.) RANK 3 NODE 4 --> 181.404373 sigma in 39act. ( 197.068008 sig out 1act.) RANK 4 NODE 3 --> 177.359573 sigma in 39act. ( 148.433243 sig out 1act.) RANK 5 NODE 37 --> 164.124359 sigma in 39act. ( 169.162643 sig out 1act.) RANK 6 NODE 30 --> 164.009796 sigma in 39act. ( 157.371811 sig out 1act.) RANK 7 NODE 18 --> 162.385727 sigma in 39act. ( 113.268494 sig out 1act.) RANK 8 NODE 7 --> 146.858521 sigma in 39act. ( 115.283813 sig out 1act.) RANK 9 NODE 10 --> 143.748764 sigma in 39act. ( 133.652557 sig out 1act.) RANK 10 NODE 20 --> 131.764816 sigma in 39act. ( 148.125 sig out 1act.) RANK 11 NODE 29 --> 131.462875 sigma in 39act. ( 128.279953 sig out 1act.) RANK 12 NODE 16 --> 128.948166 sigma in 39act. ( 126.548889 sig out 1act.) RANK 13 NODE 8 --> 119.245621 sigma in 39act. ( 118.402138 sig out 1act.) RANK 14 NODE 24 --> 113.255203 sigma in 39act. ( 98.4268417 sig out 1act.) RANK 15 NODE 38 --> 89.528389 sigma in 39act. ( 92.0247574 sig out 1act.) RANK 16 NODE 25 --> 81.6449127 sigma in 39act. ( 85.1803131 sig out 1act.) RANK 17 NODE 9 --> 79.817421 sigma in 39act. ( 71.7760086 sig out 1act.) RANK 18 NODE 14 --> 75.5782166 sigma in 39act. ( 69.7150421 sig out 1act.) RANK 19 NODE 13 --> 75.2688599 sigma in 39act. ( 63.2281151 sig out 1act.) RANK 20 NODE 35 --> 74.0499878 sigma in 39act. ( 84.6749573 sig out 1act.) RANK 21 NODE 28 --> 72.3225403 sigma in 39act. ( 74.8173676 sig out 1act.) RANK 22 NODE 17 --> 64.8031845 sigma in 39act. ( 71.7741318 sig out 1act.) RANK 23 NODE 6 --> 64.2615585 sigma in 39act. ( 60.8482437 sig out 1act.) RANK 24 NODE 19 --> 59.1644173 sigma in 39act. ( 55.2408066 sig out 1act.) RANK 25 NODE 39 --> 55.4114952 sigma in 39act. ( 53.8075333 sig out 1act.) RANK 26 NODE 34 --> 54.1594772 sigma in 39act. ( 53.296196 sig out 1act.) RANK 27 NODE 2 --> 48.4200516 sigma in 39act. ( 41.624733 sig out 1act.) RANK 28 NODE 31 --> 46.7440186 sigma in 39act. ( 43.1030312 sig out 1act.) RANK 29 NODE 21 --> 46.3137321 sigma in 39act. ( 50.7768173 sig out 1act.) RANK 30 NODE 33 --> 45.6196175 sigma in 39act. ( 43.0105591 sig out 1act.) RANK 31 NODE 22 --> 44.3624229 sigma in 39act. ( 44.0398712 sig out 1act.) RANK 32 NODE 23 --> 44.0121727 sigma in 39act. ( 44.4456825 sig out 1act.) RANK 33 NODE 32 --> 42.8257027 sigma in 39act. ( 39.9153404 sig out 1act.) RANK 34 NODE 36 --> 39.8217049 sigma in 39act. ( 41.1845322 sig out 1act.) RANK 35 NODE 15 --> 29.0082359 sigma in 39act. ( 28.0453892 sig out 1act.) RANK 36 NODE 26 --> 21.7146988 sigma in 39act. ( 19.0293045 sig out 1act.) RANK 37 NODE 11 --> 16.1193829 sigma in 39act. ( 10.9903173 sig out 1act.) RANK 38 NODE 27 --> 13.4565058 sigma in 39act. ( 9.70698643 sig out 1act.) RANK 39 NODE 1 --> 9.07763958 sigma in 39act. ( 0.968448162 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 197.068008 sigma out 1act.( 181.404373 sig in 39act.) RANK 2 NODE 5 --> 173.049774 sigma out 1act.( 181.966843 sig in 39act.) RANK 3 NODE 37 --> 169.162643 sigma out 1act.( 164.124359 sig in 39act.) RANK 4 NODE 12 --> 167.713501 sigma out 1act.( 200.011002 sig in 39act.) RANK 5 NODE 30 --> 157.371811 sigma out 1act.( 164.009796 sig in 39act.) RANK 6 NODE 3 --> 148.433243 sigma out 1act.( 177.359573 sig in 39act.) RANK 7 NODE 20 --> 148.125 sigma out 1act.( 131.764816 sig in 39act.) RANK 8 NODE 10 --> 133.652557 sigma out 1act.( 143.748764 sig in 39act.) RANK 9 NODE 29 --> 128.279953 sigma out 1act.( 131.462875 sig in 39act.) RANK 10 NODE 16 --> 126.548889 sigma out 1act.( 128.948166 sig in 39act.) RANK 11 NODE 8 --> 118.402138 sigma out 1act.( 119.245621 sig in 39act.) RANK 12 NODE 7 --> 115.283813 sigma out 1act.( 146.858521 sig in 39act.) RANK 13 NODE 18 --> 113.268494 sigma out 1act.( 162.385727 sig in 39act.) RANK 14 NODE 24 --> 98.4268417 sigma out 1act.( 113.255203 sig in 39act.) RANK 15 NODE 38 --> 92.0247574 sigma out 1act.( 89.528389 sig in 39act.) RANK 16 NODE 25 --> 85.1803131 sigma out 1act.( 81.6449127 sig in 39act.) RANK 17 NODE 35 --> 84.6749573 sigma out 1act.( 74.0499878 sig in 39act.) RANK 18 NODE 28 --> 74.8173676 sigma out 1act.( 72.3225403 sig in 39act.) RANK 19 NODE 9 --> 71.7760086 sigma out 1act.( 79.817421 sig in 39act.) RANK 20 NODE 17 --> 71.7741318 sigma out 1act.( 64.8031845 sig in 39act.) RANK 21 NODE 14 --> 69.7150421 sigma out 1act.( 75.5782166 sig in 39act.) RANK 22 NODE 13 --> 63.2281151 sigma out 1act.( 75.2688599 sig in 39act.) RANK 23 NODE 6 --> 60.8482437 sigma out 1act.( 64.2615585 sig in 39act.) RANK 24 NODE 19 --> 55.2408066 sigma out 1act.( 59.1644173 sig in 39act.) RANK 25 NODE 39 --> 53.8075333 sigma out 1act.( 55.4114952 sig in 39act.) RANK 26 NODE 34 --> 53.296196 sigma out 1act.( 54.1594772 sig in 39act.) RANK 27 NODE 21 --> 50.7768173 sigma out 1act.( 46.3137321 sig in 39act.) RANK 28 NODE 23 --> 44.4456825 sigma out 1act.( 44.0121727 sig in 39act.) RANK 29 NODE 22 --> 44.0398712 sigma out 1act.( 44.3624229 sig in 39act.) RANK 30 NODE 31 --> 43.1030312 sigma out 1act.( 46.7440186 sig in 39act.) RANK 31 NODE 33 --> 43.0105591 sigma out 1act.( 45.6196175 sig in 39act.) RANK 32 NODE 2 --> 41.624733 sigma out 1act.( 48.4200516 sig in 39act.) RANK 33 NODE 36 --> 41.1845322 sigma out 1act.( 39.8217049 sig in 39act.) RANK 34 NODE 32 --> 39.9153404 sigma out 1act.( 42.8257027 sig in 39act.) RANK 35 NODE 15 --> 28.0453892 sigma out 1act.( 29.0082359 sig in 39act.) RANK 36 NODE 26 --> 19.0293045 sigma out 1act.( 21.7146988 sig in 39act.) RANK 37 NODE 11 --> 10.9903173 sigma out 1act.( 16.1193829 sig in 39act.) RANK 38 NODE 27 --> 9.70698643 sigma out 1act.( 13.4565058 sig in 39act.) RANK 39 NODE 1 --> 0.968448162 sigma out 1act.( 9.07763958 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 609.225769 sigma in 39 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.474019498 *** contribution from regularisation: 0.0027370865 *** contribution from error: -0.476756573 *** contribution from DIAG: 0.00024153362 *********************************************** ENTER BFGS code FG_LNSRCH -473777.969 -0.29215008 -1715.12061 EXIT FROM BFGS code NEW_X -473777.969 -0.29215008 -1715.12061 ENTER BFGS code NEW_X -473777.969 -0.29215008 -1715.12061 EXIT FROM BFGS code FG_LNSRCH 0. -0.293587178 0. --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.474842399 *** contribution from regularisation: 0.00269772694 *** contribution from error: -0.477540135 *** contribution from DIAG: 0.000257677864 *********************************************** ENTER BFGS code FG_LNSRCH -474584.712 -0.293587178 -1325.68298 EXIT FROM BFGS code NEW_X -474584.712 -0.293587178 -1325.68298 ENTER BFGS code NEW_X -474584.712 -0.293587178 -1325.68298 EXIT FROM BFGS code FG_LNSRCH 0. -0.29526934 0. --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.47559005 *** contribution from regularisation: 0.00263798167 *** contribution from error: -0.478228033 *** contribution from DIAG: 0.000277814281 *********************************************** ENTER BFGS code FG_LNSRCH -475312.242 -0.29526934 -433.951752 EXIT FROM BFGS code NEW_X -475312.242 -0.29526934 -433.951752 ENTER BFGS code NEW_X -475312.242 -0.29526934 -433.951752 EXIT FROM BFGS code FG_LNSRCH 0. -0.296616971 0. --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.476017416 *** contribution from regularisation: 0.00263130269 *** contribution from error: -0.478648722 *** contribution from DIAG: 0.000282597292 *********************************************** ENTER BFGS code FG_LNSRCH -475734.818 -0.296616971 130.83287 EXIT FROM BFGS code NEW_X -475734.818 -0.296616971 130.83287 ENTER BFGS code NEW_X -475734.818 -0.296616971 130.83287 EXIT FROM BFGS code FG_LNSRCH 0. -0.299718976 0. --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.476748109 *** contribution from regularisation: 0.00268101715 *** contribution from error: -0.479429126 *** contribution from DIAG: 0.000311553391 *********************************************** ENTER BFGS code FG_LNSRCH -476436.56 -0.299718976 -226.035507 EXIT FROM BFGS code NEW_X -476436.56 -0.299718976 -226.035507 ENTER BFGS code NEW_X -476436.56 -0.299718976 -226.035507 EXIT FROM BFGS code FG_LNSRCH 0. -0.304639727 0. --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.477352172 *** contribution from regularisation: 0.00269582192 *** contribution from error: -0.480048001 *** contribution from DIAG: 0.000287359901 *********************************************** ENTER BFGS code FG_LNSRCH -477064.818 -0.304639727 1223.17371 EXIT FROM BFGS code NEW_X -477064.818 -0.304639727 1223.17371 ENTER BFGS code NEW_X -477064.818 -0.304639727 1223.17371 EXIT FROM BFGS code FG_LNSRCH 0. -0.306043983 0. --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.478018701 *** contribution from regularisation: 0.00265643327 *** contribution from error: -0.480675131 *** contribution from DIAG: 0.000321552652 *********************************************** ENTER BFGS code FG_LNSRCH -477697.159 -0.306043983 691.201782 EXIT FROM BFGS code NEW_X -477697.159 -0.306043983 691.201782 ENTER BFGS code NEW_X -477697.159 -0.306043983 691.201782 EXIT FROM BFGS code FG_LNSRCH 0. -0.307993174 0. --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.478752434 *** contribution from regularisation: 0.00267696311 *** contribution from error: -0.481429398 *** contribution from DIAG: 0.000313562021 *********************************************** ENTER BFGS code FG_LNSRCH -478438.864 -0.307993174 -285.997345 EXIT FROM BFGS code NEW_X -478438.864 -0.307993174 -285.997345 ENTER BFGS code NEW_X -478438.864 -0.307993174 -285.997345 EXIT FROM BFGS code FG_LNSRCH 0. -0.310416639 0. --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.479189456 *** contribution from regularisation: 0.00267753261 *** contribution from error: -0.481866986 *** contribution from DIAG: 0.000332007068 *********************************************** ENTER BFGS code FG_LNSRCH -478857.453 -0.310416639 -36.9566498 EXIT FROM BFGS code NEW_X -478857.453 -0.310416639 -36.9566498 ENTER BFGS code NEW_X -478857.453 -0.310416639 -36.9566498 EXIT FROM BFGS code FG_LNSRCH 0. -0.314001411 0. --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.479758918 *** contribution from regularisation: 0.00271745375 *** contribution from error: -0.482476383 *** contribution from DIAG: 0.00033278318 *********************************************** ENTER BFGS code FG_LNSRCH -479426.13 -0.314001411 -220.048859 EXIT FROM BFGS code NEW_X -479426.13 -0.314001411 -220.048859 ENTER BFGS code NEW_X -479426.13 -0.314001411 -220.048859 EXIT FROM BFGS code FG_LNSRCH 0. -0.3156133 0. --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 330.718201 sigma out 39 active outputs RANK 2 NODE 5 --> 278.933502 sigma out 39 active outputs RANK 3 NODE 6 --> 268.968018 sigma out 39 active outputs RANK 4 NODE 7 --> 263.300995 sigma out 39 active outputs RANK 5 NODE 1 --> 248.372009 sigma out 39 active outputs RANK 6 NODE 3 --> 220.703918 sigma out 39 active outputs RANK 7 NODE 4 --> 217.306625 sigma out 39 active outputs RANK 8 NODE 8 --> 186.515182 sigma out 39 active outputs RANK 9 NODE 12 --> 121.009766 sigma out 39 active outputs RANK 10 NODE 10 --> 120.389557 sigma out 39 active outputs RANK 11 NODE 15 --> 116.014778 sigma out 39 active outputs RANK 12 NODE 17 --> 106.887894 sigma out 39 active outputs RANK 13 NODE 9 --> 94.9428101 sigma out 39 active outputs RANK 14 NODE 11 --> 88.0372772 sigma out 39 active outputs RANK 15 NODE 20 --> 85.4664612 sigma out 39 active outputs RANK 16 NODE 19 --> 82.5306244 sigma out 39 active outputs RANK 17 NODE 13 --> 80.9066772 sigma out 39 active outputs RANK 18 NODE 16 --> 71.9446487 sigma out 39 active outputs RANK 19 NODE 14 --> 61.1705589 sigma out 39 active outputs RANK 20 NODE 22 --> 60.4286003 sigma out 39 active outputs RANK 21 NODE 37 --> 57.365345 sigma out 39 active outputs RANK 22 NODE 18 --> 55.7894287 sigma out 39 active outputs RANK 23 NODE 29 --> 48.6543007 sigma out 39 active outputs RANK 24 NODE 21 --> 47.4155655 sigma out 39 active outputs RANK 25 NODE 25 --> 43.6757851 sigma out 39 active outputs RANK 26 NODE 23 --> 41.2157974 sigma out 39 active outputs RANK 27 NODE 24 --> 39.8370361 sigma out 39 active outputs RANK 28 NODE 27 --> 38.394722 sigma out 39 active outputs RANK 29 NODE 26 --> 34.591732 sigma out 39 active outputs RANK 30 NODE 33 --> 30.783287 sigma out 39 active outputs RANK 31 NODE 30 --> 30.0477486 sigma out 39 active outputs RANK 32 NODE 31 --> 25.522398 sigma out 39 active outputs RANK 33 NODE 32 --> 25.0749302 sigma out 39 active outputs RANK 34 NODE 38 --> 25.0535831 sigma out 39 active outputs RANK 35 NODE 28 --> 21.2875633 sigma out 39 active outputs RANK 36 NODE 35 --> 20.9498558 sigma out 39 active outputs RANK 37 NODE 36 --> 20.7842999 sigma out 39 active outputs RANK 38 NODE 34 --> 18.9208069 sigma out 39 active outputs RANK 39 NODE 39 --> 8.54280567 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 318.486237 sigma in 39act. ( 282.572327 sig out 1act.) RANK 2 NODE 3 --> 275.880676 sigma in 39act. ( 218.332977 sig out 1act.) RANK 3 NODE 4 --> 236.218842 sigma in 39act. ( 256.508698 sig out 1act.) RANK 4 NODE 12 --> 211.515259 sigma in 39act. ( 182.828445 sig out 1act.) RANK 5 NODE 29 --> 211.237732 sigma in 39act. ( 201.601028 sig out 1act.) RANK 6 NODE 30 --> 187.592468 sigma in 39act. ( 180.064163 sig out 1act.) RANK 7 NODE 18 --> 185.217194 sigma in 39act. ( 154.482269 sig out 1act.) RANK 8 NODE 37 --> 176.776184 sigma in 39act. ( 185.915237 sig out 1act.) RANK 9 NODE 10 --> 169.524414 sigma in 39act. ( 153.578674 sig out 1act.) RANK 10 NODE 20 --> 158.391632 sigma in 39act. ( 167.339462 sig out 1act.) RANK 11 NODE 16 --> 153.964142 sigma in 39act. ( 153.867599 sig out 1act.) RANK 12 NODE 7 --> 141.493271 sigma in 39act. ( 134.032669 sig out 1act.) RANK 13 NODE 24 --> 130.447723 sigma in 39act. ( 114.835609 sig out 1act.) RANK 14 NODE 8 --> 127.073799 sigma in 39act. ( 134.005142 sig out 1act.) RANK 15 NODE 38 --> 108.186295 sigma in 39act. ( 114.404015 sig out 1act.) RANK 16 NODE 25 --> 100.905853 sigma in 39act. ( 104.801903 sig out 1act.) RANK 17 NODE 9 --> 87.2093048 sigma in 39act. ( 85.5456009 sig out 1act.) RANK 18 NODE 28 --> 86.007637 sigma in 39act. ( 90.230423 sig out 1act.) RANK 19 NODE 13 --> 78.0677567 sigma in 39act. ( 66.8719482 sig out 1act.) RANK 20 NODE 6 --> 74.8804092 sigma in 39act. ( 72.2189407 sig out 1act.) RANK 21 NODE 35 --> 73.5740128 sigma in 39act. ( 87.0814667 sig out 1act.) RANK 22 NODE 14 --> 72.8867264 sigma in 39act. ( 74.1845932 sig out 1act.) RANK 23 NODE 39 --> 67.3165131 sigma in 39act. ( 66.6375656 sig out 1act.) RANK 24 NODE 17 --> 64.8741074 sigma in 39act. ( 71.6365738 sig out 1act.) RANK 25 NODE 19 --> 58.5367165 sigma in 39act. ( 54.9992867 sig out 1act.) RANK 26 NODE 34 --> 58.0065079 sigma in 39act. ( 57.8305702 sig out 1act.) RANK 27 NODE 23 --> 56.5975494 sigma in 39act. ( 59.9628639 sig out 1act.) RANK 28 NODE 31 --> 54.0434952 sigma in 39act. ( 50.9325333 sig out 1act.) RANK 29 NODE 32 --> 48.5969505 sigma in 39act. ( 45.9214668 sig out 1act.) RANK 30 NODE 22 --> 46.301796 sigma in 39act. ( 49.5019226 sig out 1act.) RANK 31 NODE 2 --> 45.3928909 sigma in 39act. ( 39.2041855 sig out 1act.) RANK 32 NODE 21 --> 44.998764 sigma in 39act. ( 51.1494789 sig out 1act.) RANK 33 NODE 36 --> 43.9529762 sigma in 39act. ( 46.3759117 sig out 1act.) RANK 34 NODE 33 --> 41.4090843 sigma in 39act. ( 40.594677 sig out 1act.) RANK 35 NODE 15 --> 33.3363152 sigma in 39act. ( 32.5720558 sig out 1act.) RANK 36 NODE 26 --> 24.3533955 sigma in 39act. ( 22.5862923 sig out 1act.) RANK 37 NODE 27 --> 16.2983036 sigma in 39act. ( 14.3624849 sig out 1act.) RANK 38 NODE 11 --> 16.088501 sigma in 39act. ( 11.7414303 sig out 1act.) RANK 39 NODE 1 --> 8.27712822 sigma in 39act. ( 2.42036557 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 282.572327 sigma out 1act.( 318.486237 sig in 39act.) RANK 2 NODE 4 --> 256.508698 sigma out 1act.( 236.218842 sig in 39act.) RANK 3 NODE 3 --> 218.332977 sigma out 1act.( 275.880676 sig in 39act.) RANK 4 NODE 29 --> 201.601028 sigma out 1act.( 211.237732 sig in 39act.) RANK 5 NODE 37 --> 185.915237 sigma out 1act.( 176.776184 sig in 39act.) RANK 6 NODE 12 --> 182.828445 sigma out 1act.( 211.515259 sig in 39act.) RANK 7 NODE 30 --> 180.064163 sigma out 1act.( 187.592468 sig in 39act.) RANK 8 NODE 20 --> 167.339462 sigma out 1act.( 158.391632 sig in 39act.) RANK 9 NODE 18 --> 154.482269 sigma out 1act.( 185.217194 sig in 39act.) RANK 10 NODE 16 --> 153.867599 sigma out 1act.( 153.964142 sig in 39act.) RANK 11 NODE 10 --> 153.578674 sigma out 1act.( 169.524414 sig in 39act.) RANK 12 NODE 7 --> 134.032669 sigma out 1act.( 141.493271 sig in 39act.) RANK 13 NODE 8 --> 134.005142 sigma out 1act.( 127.073799 sig in 39act.) RANK 14 NODE 24 --> 114.835609 sigma out 1act.( 130.447723 sig in 39act.) RANK 15 NODE 38 --> 114.404015 sigma out 1act.( 108.186295 sig in 39act.) RANK 16 NODE 25 --> 104.801903 sigma out 1act.( 100.905853 sig in 39act.) RANK 17 NODE 28 --> 90.230423 sigma out 1act.( 86.007637 sig in 39act.) RANK 18 NODE 35 --> 87.0814667 sigma out 1act.( 73.5740128 sig in 39act.) RANK 19 NODE 9 --> 85.5456009 sigma out 1act.( 87.2093048 sig in 39act.) RANK 20 NODE 14 --> 74.1845932 sigma out 1act.( 72.8867264 sig in 39act.) RANK 21 NODE 6 --> 72.2189407 sigma out 1act.( 74.8804092 sig in 39act.) RANK 22 NODE 17 --> 71.6365738 sigma out 1act.( 64.8741074 sig in 39act.) RANK 23 NODE 13 --> 66.8719482 sigma out 1act.( 78.0677567 sig in 39act.) RANK 24 NODE 39 --> 66.6375656 sigma out 1act.( 67.3165131 sig in 39act.) RANK 25 NODE 23 --> 59.9628639 sigma out 1act.( 56.5975494 sig in 39act.) RANK 26 NODE 34 --> 57.8305702 sigma out 1act.( 58.0065079 sig in 39act.) RANK 27 NODE 19 --> 54.9992867 sigma out 1act.( 58.5367165 sig in 39act.) RANK 28 NODE 21 --> 51.1494789 sigma out 1act.( 44.998764 sig in 39act.) RANK 29 NODE 31 --> 50.9325333 sigma out 1act.( 54.0434952 sig in 39act.) RANK 30 NODE 22 --> 49.5019226 sigma out 1act.( 46.301796 sig in 39act.) RANK 31 NODE 36 --> 46.3759117 sigma out 1act.( 43.9529762 sig in 39act.) RANK 32 NODE 32 --> 45.9214668 sigma out 1act.( 48.5969505 sig in 39act.) RANK 33 NODE 33 --> 40.594677 sigma out 1act.( 41.4090843 sig in 39act.) RANK 34 NODE 2 --> 39.2041855 sigma out 1act.( 45.3928909 sig in 39act.) RANK 35 NODE 15 --> 32.5720558 sigma out 1act.( 33.3363152 sig in 39act.) RANK 36 NODE 26 --> 22.5862923 sigma out 1act.( 24.3533955 sig in 39act.) RANK 37 NODE 27 --> 14.3624849 sigma out 1act.( 16.2983036 sig in 39act.) RANK 38 NODE 11 --> 11.7414303 sigma out 1act.( 16.088501 sig in 39act.) RANK 39 NODE 1 --> 2.42036557 sigma out 1act.( 8.27712822 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 762.546387 sigma in 39 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.480317563 *** contribution from regularisation: 0.00268034055 *** contribution from error: -0.482997894 *** contribution from DIAG: 0.000313139491 *********************************************** ENTER BFGS code FG_LNSRCH -480004.416 -0.3156133 -668.541077 EXIT FROM BFGS code NEW_X -480004.416 -0.3156133 -668.541077 ENTER BFGS code NEW_X -480004.416 -0.3156133 -668.541077 EXIT FROM BFGS code FG_LNSRCH 0. -0.317225754 0. --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.480760455 *** contribution from regularisation: 0.00265649636 *** contribution from error: -0.483416945 *** contribution from DIAG: 0.000293654826 *********************************************** ENTER BFGS code FG_LNSRCH -480466.794 -0.317225754 194.12767 EXIT FROM BFGS code NEW_X -480466.794 -0.317225754 194.12767 ENTER BFGS code NEW_X -480466.794 -0.317225754 194.12767 EXIT FROM BFGS code FG_LNSRCH 0. -0.317961574 0. --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.481058657 *** contribution from regularisation: 0.00265330542 *** contribution from error: -0.483711958 *** contribution from DIAG: 0.000281501532 *********************************************** ENTER BFGS code FG_LNSRCH -480777.152 -0.317961574 -678.012268 EXIT FROM BFGS code NEW_X -480777.152 -0.317961574 -678.012268 ENTER BFGS code NEW_X -480777.152 -0.317961574 -678.012268 EXIT FROM BFGS code FG_LNSRCH 0. -0.318980366 0. --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.481334329 *** contribution from regularisation: 0.0026324424 *** contribution from error: -0.483966768 *** contribution from DIAG: 0.0002859823 *********************************************** ENTER BFGS code FG_LNSRCH -481048.353 -0.318980366 -507.131439 EXIT FROM BFGS code NEW_X -481048.353 -0.318980366 -507.131439 ENTER BFGS code NEW_X -481048.353 -0.318980366 -507.131439 EXIT FROM BFGS code FG_LNSRCH 0. -0.321356326 0. --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.48152557 *** contribution from regularisation: 0.00261833123 *** contribution from error: -0.484143913 *** contribution from DIAG: 0.000312892662 *********************************************** ENTER BFGS code FG_LNSRCH -481212.688 -0.321356326 214.111374 EXIT FROM BFGS code NEW_X -481212.688 -0.321356326 214.111374 ENTER BFGS code NEW_X -481212.688 -0.321356326 214.111374 EXIT FROM BFGS code FG_LNSRCH 0. -0.321312964 0. --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.481809229 *** contribution from regularisation: 0.00262650382 *** contribution from error: -0.484435737 *** contribution from DIAG: 0.000309373718 *********************************************** ENTER BFGS code FG_LNSRCH -481499.844 -0.321312964 10.7820673 EXIT FROM BFGS code NEW_X -481499.844 -0.321312964 10.7820673 ENTER BFGS code NEW_X -481499.844 -0.321312964 10.7820673 EXIT FROM BFGS code FG_LNSRCH 0. -0.321326286 0. --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.481925398 *** contribution from regularisation: 0.00262749149 *** contribution from error: -0.48455289 *** contribution from DIAG: 0.000313115888 *********************************************** ENTER BFGS code FG_LNSRCH -481612.294 -0.321326286 99.1518555 EXIT FROM BFGS code NEW_X -481612.294 -0.321326286 99.1518555 ENTER BFGS code NEW_X -481612.294 -0.321326286 99.1518555 EXIT FROM BFGS code FG_LNSRCH 0. -0.321333528 0. --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.482129276 *** contribution from regularisation: 0.00262098387 *** contribution from error: -0.484750271 *** contribution from DIAG: 0.000321583764 *********************************************** ENTER BFGS code FG_LNSRCH -481807.699 -0.321333528 233.638351 EXIT FROM BFGS code NEW_X -481807.699 -0.321333528 233.638351 ENTER BFGS code NEW_X -481807.699 -0.321333528 233.638351 EXIT FROM BFGS code FG_LNSRCH 0. -0.32053569 0. --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.482448071 *** contribution from regularisation: 0.00262456504 *** contribution from error: -0.485072643 *** contribution from DIAG: 0.000307098904 *********************************************** ENTER BFGS code FG_LNSRCH -482140.976 -0.32053569 211.831711 EXIT FROM BFGS code NEW_X -482140.976 -0.32053569 211.831711 ENTER BFGS code NEW_X -482140.976 -0.32053569 211.831711 EXIT FROM BFGS code FG_LNSRCH 0. -0.318973899 0. --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.48281011 *** contribution from regularisation: 0.00262144697 *** contribution from error: -0.485431552 *** contribution from DIAG: 0.000266965013 *********************************************** ENTER BFGS code FG_LNSRCH -482543.144 -0.318973899 -684.906494 EXIT FROM BFGS code NEW_X -482543.144 -0.318973899 -684.906494 ENTER BFGS code NEW_X -482543.144 -0.318973899 -684.906494 EXIT FROM BFGS code FG_LNSRCH 0. -0.318413019 0. --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 298.857117 sigma out 39 active outputs RANK 2 NODE 6 --> 260.25058 sigma out 39 active outputs RANK 3 NODE 5 --> 256.979218 sigma out 39 active outputs RANK 4 NODE 1 --> 255.645874 sigma out 39 active outputs RANK 5 NODE 7 --> 229.577316 sigma out 39 active outputs RANK 6 NODE 4 --> 206.850281 sigma out 39 active outputs RANK 7 NODE 3 --> 196.671555 sigma out 39 active outputs RANK 8 NODE 8 --> 185.266647 sigma out 39 active outputs RANK 9 NODE 12 --> 124.664215 sigma out 39 active outputs RANK 10 NODE 10 --> 113.858994 sigma out 39 active outputs RANK 11 NODE 17 --> 112.008278 sigma out 39 active outputs RANK 12 NODE 15 --> 106.068291 sigma out 39 active outputs RANK 13 NODE 9 --> 94.8187027 sigma out 39 active outputs RANK 14 NODE 11 --> 90.8016205 sigma out 39 active outputs RANK 15 NODE 20 --> 86.7591553 sigma out 39 active outputs RANK 16 NODE 13 --> 85.1197433 sigma out 39 active outputs RANK 17 NODE 19 --> 83.943924 sigma out 39 active outputs RANK 18 NODE 16 --> 74.5074234 sigma out 39 active outputs RANK 19 NODE 22 --> 63.4942093 sigma out 39 active outputs RANK 20 NODE 14 --> 63.3728561 sigma out 39 active outputs RANK 21 NODE 37 --> 56.9670639 sigma out 39 active outputs RANK 22 NODE 18 --> 54.9009705 sigma out 39 active outputs RANK 23 NODE 21 --> 49.7081528 sigma out 39 active outputs RANK 24 NODE 29 --> 48.2291451 sigma out 39 active outputs RANK 25 NODE 25 --> 44.0540771 sigma out 39 active outputs RANK 26 NODE 24 --> 43.4525375 sigma out 39 active outputs RANK 27 NODE 23 --> 41.3951378 sigma out 39 active outputs RANK 28 NODE 27 --> 40.0301743 sigma out 39 active outputs RANK 29 NODE 26 --> 35.2630959 sigma out 39 active outputs RANK 30 NODE 30 --> 30.2523937 sigma out 39 active outputs RANK 31 NODE 33 --> 29.9754677 sigma out 39 active outputs RANK 32 NODE 31 --> 25.4850883 sigma out 39 active outputs RANK 33 NODE 32 --> 24.3647079 sigma out 39 active outputs RANK 34 NODE 38 --> 23.9596863 sigma out 39 active outputs RANK 35 NODE 36 --> 22.7672062 sigma out 39 active outputs RANK 36 NODE 28 --> 21.1941204 sigma out 39 active outputs RANK 37 NODE 35 --> 21.1167908 sigma out 39 active outputs RANK 38 NODE 34 --> 18.7703991 sigma out 39 active outputs RANK 39 NODE 39 --> 8.55368042 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 257.879883 sigma in 39act. ( 239.63298 sig out 1act.) RANK 2 NODE 3 --> 246.87001 sigma in 39act. ( 200.566299 sig out 1act.) RANK 3 NODE 29 --> 237.723068 sigma in 39act. ( 229.562698 sig out 1act.) RANK 4 NODE 4 --> 209.839371 sigma in 39act. ( 244.199631 sig out 1act.) RANK 5 NODE 12 --> 208.836807 sigma in 39act. ( 185.605255 sig out 1act.) RANK 6 NODE 18 --> 188.403549 sigma in 39act. ( 161.71756 sig out 1act.) RANK 7 NODE 30 --> 181.120148 sigma in 39act. ( 174.716248 sig out 1act.) RANK 8 NODE 37 --> 170.51265 sigma in 39act. ( 180.527313 sig out 1act.) RANK 9 NODE 10 --> 165.762711 sigma in 39act. ( 147.417206 sig out 1act.) RANK 10 NODE 7 --> 147.708298 sigma in 39act. ( 135.507477 sig out 1act.) RANK 11 NODE 20 --> 145.211807 sigma in 39act. ( 151.598267 sig out 1act.) RANK 12 NODE 16 --> 137.027878 sigma in 39act. ( 132.201691 sig out 1act.) RANK 13 NODE 24 --> 129.536346 sigma in 39act. ( 116.402512 sig out 1act.) RANK 14 NODE 8 --> 124.242424 sigma in 39act. ( 133.453217 sig out 1act.) RANK 15 NODE 38 --> 114.217903 sigma in 39act. ( 114.613121 sig out 1act.) RANK 16 NODE 25 --> 101.493355 sigma in 39act. ( 106.488686 sig out 1act.) RANK 17 NODE 9 --> 94.1509323 sigma in 39act. ( 92.7299118 sig out 1act.) RANK 18 NODE 28 --> 78.6152191 sigma in 39act. ( 82.6347122 sig out 1act.) RANK 19 NODE 13 --> 77.5412521 sigma in 39act. ( 66.8656158 sig out 1act.) RANK 20 NODE 6 --> 76.2539291 sigma in 39act. ( 74.8584595 sig out 1act.) RANK 21 NODE 14 --> 72.0634766 sigma in 39act. ( 72.3401794 sig out 1act.) RANK 22 NODE 39 --> 70.8814926 sigma in 39act. ( 70.3905106 sig out 1act.) RANK 23 NODE 35 --> 70.6360626 sigma in 39act. ( 84.226799 sig out 1act.) RANK 24 NODE 17 --> 68.0545425 sigma in 39act. ( 75.1296768 sig out 1act.) RANK 25 NODE 23 --> 57.6471214 sigma in 39act. ( 61.9989815 sig out 1act.) RANK 26 NODE 31 --> 57.0051155 sigma in 39act. ( 54.2344666 sig out 1act.) RANK 27 NODE 19 --> 54.9330673 sigma in 39act. ( 53.1255836 sig out 1act.) RANK 28 NODE 34 --> 54.1494026 sigma in 39act. ( 54.4990463 sig out 1act.) RANK 29 NODE 22 --> 49.9934807 sigma in 39act. ( 52.9508286 sig out 1act.) RANK 30 NODE 32 --> 47.3515167 sigma in 39act. ( 44.6761131 sig out 1act.) RANK 31 NODE 21 --> 44.9552956 sigma in 39act. ( 51.7460594 sig out 1act.) RANK 32 NODE 36 --> 42.6728706 sigma in 39act. ( 45.1776237 sig out 1act.) RANK 33 NODE 2 --> 41.2350082 sigma in 39act. ( 35.2647057 sig out 1act.) RANK 34 NODE 33 --> 38.0858269 sigma in 39act. ( 37.2705803 sig out 1act.) RANK 35 NODE 15 --> 32.6613388 sigma in 39act. ( 31.7361965 sig out 1act.) RANK 36 NODE 26 --> 22.5667286 sigma in 39act. ( 20.8628712 sig out 1act.) RANK 37 NODE 11 --> 16.2982922 sigma in 39act. ( 12.2387686 sig out 1act.) RANK 38 NODE 27 --> 15.0771313 sigma in 39act. ( 12.9790287 sig out 1act.) RANK 39 NODE 1 --> 8.28406334 sigma in 39act. ( 2.79642344 sig out 1act.) sorted by output significance RANK 1 NODE 4 --> 244.199631 sigma out 1act.( 209.839371 sig in 39act.) RANK 2 NODE 5 --> 239.63298 sigma out 1act.( 257.879883 sig in 39act.) RANK 3 NODE 29 --> 229.562698 sigma out 1act.( 237.723068 sig in 39act.) RANK 4 NODE 3 --> 200.566299 sigma out 1act.( 246.87001 sig in 39act.) RANK 5 NODE 12 --> 185.605255 sigma out 1act.( 208.836807 sig in 39act.) RANK 6 NODE 37 --> 180.527313 sigma out 1act.( 170.51265 sig in 39act.) RANK 7 NODE 30 --> 174.716248 sigma out 1act.( 181.120148 sig in 39act.) RANK 8 NODE 18 --> 161.71756 sigma out 1act.( 188.403549 sig in 39act.) RANK 9 NODE 20 --> 151.598267 sigma out 1act.( 145.211807 sig in 39act.) RANK 10 NODE 10 --> 147.417206 sigma out 1act.( 165.762711 sig in 39act.) RANK 11 NODE 7 --> 135.507477 sigma out 1act.( 147.708298 sig in 39act.) RANK 12 NODE 8 --> 133.453217 sigma out 1act.( 124.242424 sig in 39act.) RANK 13 NODE 16 --> 132.201691 sigma out 1act.( 137.027878 sig in 39act.) RANK 14 NODE 24 --> 116.402512 sigma out 1act.( 129.536346 sig in 39act.) RANK 15 NODE 38 --> 114.613121 sigma out 1act.( 114.217903 sig in 39act.) RANK 16 NODE 25 --> 106.488686 sigma out 1act.( 101.493355 sig in 39act.) RANK 17 NODE 9 --> 92.7299118 sigma out 1act.( 94.1509323 sig in 39act.) RANK 18 NODE 35 --> 84.226799 sigma out 1act.( 70.6360626 sig in 39act.) RANK 19 NODE 28 --> 82.6347122 sigma out 1act.( 78.6152191 sig in 39act.) RANK 20 NODE 17 --> 75.1296768 sigma out 1act.( 68.0545425 sig in 39act.) RANK 21 NODE 6 --> 74.8584595 sigma out 1act.( 76.2539291 sig in 39act.) RANK 22 NODE 14 --> 72.3401794 sigma out 1act.( 72.0634766 sig in 39act.) RANK 23 NODE 39 --> 70.3905106 sigma out 1act.( 70.8814926 sig in 39act.) RANK 24 NODE 13 --> 66.8656158 sigma out 1act.( 77.5412521 sig in 39act.) RANK 25 NODE 23 --> 61.9989815 sigma out 1act.( 57.6471214 sig in 39act.) RANK 26 NODE 34 --> 54.4990463 sigma out 1act.( 54.1494026 sig in 39act.) RANK 27 NODE 31 --> 54.2344666 sigma out 1act.( 57.0051155 sig in 39act.) RANK 28 NODE 19 --> 53.1255836 sigma out 1act.( 54.9330673 sig in 39act.) RANK 29 NODE 22 --> 52.9508286 sigma out 1act.( 49.9934807 sig in 39act.) RANK 30 NODE 21 --> 51.7460594 sigma out 1act.( 44.9552956 sig in 39act.) RANK 31 NODE 36 --> 45.1776237 sigma out 1act.( 42.6728706 sig in 39act.) RANK 32 NODE 32 --> 44.6761131 sigma out 1act.( 47.3515167 sig in 39act.) RANK 33 NODE 33 --> 37.2705803 sigma out 1act.( 38.0858269 sig in 39act.) RANK 34 NODE 2 --> 35.2647057 sigma out 1act.( 41.2350082 sig in 39act.) RANK 35 NODE 15 --> 31.7361965 sigma out 1act.( 32.6613388 sig in 39act.) RANK 36 NODE 26 --> 20.8628712 sigma out 1act.( 22.5667286 sig in 39act.) RANK 37 NODE 27 --> 12.9790287 sigma out 1act.( 15.0771313 sig in 39act.) RANK 38 NODE 11 --> 12.2387686 sigma out 1act.( 16.2982922 sig in 39act.) RANK 39 NODE 1 --> 2.79642344 sigma out 1act.( 8.28406334 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 738.251831 sigma in 39 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.48313123 *** contribution from regularisation: 0.00263137883 *** contribution from error: -0.485762596 *** contribution from DIAG: 0.000216618442 *********************************************** ENTER BFGS code FG_LNSRCH -482914.598 -0.318413019 -175.524185 EXIT FROM BFGS code NEW_X -482914.598 -0.318413019 -175.524185 ENTER BFGS code NEW_X -482914.598 -0.318413019 -175.524185 EXIT FROM BFGS code FG_LNSRCH 0. -0.318612844 0. --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.483424127 *** contribution from regularisation: 0.00264089764 *** contribution from error: -0.48606503 *** contribution from DIAG: 0.00021532808 *********************************************** ENTER BFGS code FG_LNSRCH -483208.793 -0.318612844 -328.339294 EXIT FROM BFGS code NEW_X -483208.793 -0.318612844 -328.339294 ENTER BFGS code NEW_X -483208.793 -0.318612844 -328.339294 EXIT FROM BFGS code FG_LNSRCH 0. -0.319361895 0. --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.483834088 *** contribution from regularisation: 0.00265012193 *** contribution from error: -0.4864842 *** contribution from DIAG: 0.000195331391 *********************************************** ENTER BFGS code FG_LNSRCH -483638.758 -0.319361895 -1100.74316 EXIT FROM BFGS code NEW_X -483638.758 -0.319361895 -1100.74316 ENTER BFGS code NEW_X -483638.758 -0.319361895 -1100.74316 EXIT FROM BFGS code FG_LNSRCH 0. -0.32133019 0. --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.484214634 *** contribution from regularisation: 0.00265074009 *** contribution from error: -0.486865371 *** contribution from DIAG: 0.000206509925 *********************************************** ENTER BFGS code FG_LNSRCH -484008.133 -0.32133019 -690.135376 EXIT FROM BFGS code NEW_X -484008.133 -0.32133019 -690.135376 ENTER BFGS code NEW_X -484008.133 -0.32133019 -690.135376 EXIT FROM BFGS code FG_LNSRCH 0. -0.323629677 0. --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.484603316 *** contribution from regularisation: 0.00265168655 *** contribution from error: -0.487255007 *** contribution from DIAG: 0.000217619163 *********************************************** ENTER BFGS code FG_LNSRCH -484385.685 -0.323629677 -206.997192 EXIT FROM BFGS code NEW_X -484385.685 -0.323629677 -206.997192 ENTER BFGS code NEW_X -484385.685 -0.323629677 -206.997192 EXIT FROM BFGS code FG_LNSRCH 0. -0.327775717 0. --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.485174656 *** contribution from regularisation: 0.0026716101 *** contribution from error: -0.487846255 *** contribution from DIAG: 0.000253589969 *********************************************** ENTER BFGS code FG_LNSRCH -484921.075 -0.327775717 -285.703369 EXIT FROM BFGS code NEW_X -484921.075 -0.327775717 -285.703369 ENTER BFGS code NEW_X -484921.075 -0.327775717 -285.703369 EXIT FROM BFGS code FG_LNSRCH 0. -0.333768547 0. --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.485340685 *** contribution from regularisation: 0.00269037182 *** contribution from error: -0.48803106 *** contribution from DIAG: 0.000209610618 *********************************************** ENTER BFGS code FG_LNSRCH -485131.084 -0.333768547 1892.10022 EXIT FROM BFGS code NEW_X -485131.084 -0.333768547 1892.10022 ENTER BFGS code NEW_X -485131.084 -0.333768547 1892.10022 EXIT FROM BFGS code FG_LNSRCH 0. -0.331800848 0. --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.485891968 *** contribution from regularisation: 0.00264356309 *** contribution from error: -0.488535523 *** contribution from DIAG: 0.000240430483 *********************************************** ENTER BFGS code FG_LNSRCH -485651.547 -0.331800848 829.255737 EXIT FROM BFGS code NEW_X -485651.547 -0.331800848 829.255737 ENTER BFGS code NEW_X -485651.547 -0.331800848 829.255737 EXIT FROM BFGS code FG_LNSRCH 0. -0.331413716 0. --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.486158013 *** contribution from regularisation: 0.00265881373 *** contribution from error: -0.488816828 *** contribution from DIAG: 0.000249763107 *********************************************** ENTER BFGS code FG_LNSRCH -485908.254 -0.331413716 12.2919197 EXIT FROM BFGS code NEW_X -485908.254 -0.331413716 12.2919197 ENTER BFGS code NEW_X -485908.254 -0.331413716 12.2919197 EXIT FROM BFGS code FG_LNSRCH 0. -0.33288613 0. --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.486554712 *** contribution from regularisation: 0.00268646679 *** contribution from error: -0.489241183 *** contribution from DIAG: 0.00025437001 *********************************************** ENTER BFGS code FG_LNSRCH -486300.332 -0.33288613 -249.693054 EXIT FROM BFGS code NEW_X -486300.332 -0.33288613 -249.693054 ENTER BFGS code NEW_X -486300.332 -0.33288613 -249.693054 EXIT FROM BFGS code FG_LNSRCH 0. -0.335677385 0. --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 318.50824 sigma out 39 active outputs RANK 2 NODE 6 --> 307.721344 sigma out 39 active outputs RANK 3 NODE 2 --> 294.611938 sigma out 39 active outputs RANK 4 NODE 5 --> 257.615479 sigma out 39 active outputs RANK 5 NODE 7 --> 249.699036 sigma out 39 active outputs RANK 6 NODE 8 --> 236.746094 sigma out 39 active outputs RANK 7 NODE 4 --> 219.125061 sigma out 39 active outputs RANK 8 NODE 3 --> 205.034698 sigma out 39 active outputs RANK 9 NODE 12 --> 157.71991 sigma out 39 active outputs RANK 10 NODE 17 --> 133.41568 sigma out 39 active outputs RANK 11 NODE 10 --> 124.308418 sigma out 39 active outputs RANK 12 NODE 11 --> 115.447128 sigma out 39 active outputs RANK 13 NODE 20 --> 109.398499 sigma out 39 active outputs RANK 14 NODE 15 --> 107.908676 sigma out 39 active outputs RANK 15 NODE 13 --> 107.519737 sigma out 39 active outputs RANK 16 NODE 9 --> 101.441483 sigma out 39 active outputs RANK 17 NODE 19 --> 94.801033 sigma out 39 active outputs RANK 18 NODE 16 --> 88.9430695 sigma out 39 active outputs RANK 19 NODE 22 --> 85.4090729 sigma out 39 active outputs RANK 20 NODE 14 --> 73.3147964 sigma out 39 active outputs RANK 21 NODE 24 --> 63.3806305 sigma out 39 active outputs RANK 22 NODE 29 --> 62.0664444 sigma out 39 active outputs RANK 23 NODE 21 --> 61.8483315 sigma out 39 active outputs RANK 24 NODE 18 --> 59.3848419 sigma out 39 active outputs RANK 25 NODE 37 --> 55.9196663 sigma out 39 active outputs RANK 26 NODE 25 --> 55.6438026 sigma out 39 active outputs RANK 27 NODE 23 --> 51.5651169 sigma out 39 active outputs RANK 28 NODE 27 --> 48.7421913 sigma out 39 active outputs RANK 29 NODE 26 --> 47.0637665 sigma out 39 active outputs RANK 30 NODE 30 --> 34.7612381 sigma out 39 active outputs RANK 31 NODE 33 --> 30.8161449 sigma out 39 active outputs RANK 32 NODE 36 --> 27.0611725 sigma out 39 active outputs RANK 33 NODE 31 --> 26.2795277 sigma out 39 active outputs RANK 34 NODE 32 --> 23.1411018 sigma out 39 active outputs RANK 35 NODE 38 --> 22.2043076 sigma out 39 active outputs RANK 36 NODE 35 --> 22.1514492 sigma out 39 active outputs RANK 37 NODE 28 --> 21.3468418 sigma out 39 active outputs RANK 38 NODE 34 --> 19.4696751 sigma out 39 active outputs RANK 39 NODE 39 --> 8.75382996 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 387.444122 sigma in 39act. ( 365.735718 sig out 1act.) RANK 2 NODE 3 --> 254.893768 sigma in 39act. ( 216.503082 sig out 1act.) RANK 3 NODE 5 --> 236.694977 sigma in 39act. ( 233.291687 sig out 1act.) RANK 4 NODE 12 --> 232.459122 sigma in 39act. ( 210.270615 sig out 1act.) RANK 5 NODE 18 --> 209.255554 sigma in 39act. ( 190.978317 sig out 1act.) RANK 6 NODE 4 --> 202.604355 sigma in 39act. ( 254.981186 sig out 1act.) RANK 7 NODE 37 --> 177.251038 sigma in 39act. ( 187.977188 sig out 1act.) RANK 8 NODE 10 --> 175.367249 sigma in 39act. ( 156.217621 sig out 1act.) RANK 9 NODE 30 --> 171.694962 sigma in 39act. ( 173.009583 sig out 1act.) RANK 10 NODE 7 --> 171.341095 sigma in 39act. ( 160.942657 sig out 1act.) RANK 11 NODE 24 --> 161.735641 sigma in 39act. ( 159.691879 sig out 1act.) RANK 12 NODE 20 --> 142.773972 sigma in 39act. ( 146.183792 sig out 1act.) RANK 13 NODE 38 --> 142.258347 sigma in 39act. ( 130.327698 sig out 1act.) RANK 14 NODE 8 --> 133.633118 sigma in 39act. ( 148.144592 sig out 1act.) RANK 15 NODE 16 --> 131.675827 sigma in 39act. ( 123.424858 sig out 1act.) RANK 16 NODE 9 --> 123.275467 sigma in 39act. ( 125.490936 sig out 1act.) RANK 17 NODE 25 --> 112.933182 sigma in 39act. ( 117.336754 sig out 1act.) RANK 18 NODE 6 --> 92.3400421 sigma in 39act. ( 91.7366562 sig out 1act.) RANK 19 NODE 39 --> 91.7022324 sigma in 39act. ( 95.6629944 sig out 1act.) RANK 20 NODE 13 --> 82.0214157 sigma in 39act. ( 72.0738373 sig out 1act.) RANK 21 NODE 17 --> 81.2223892 sigma in 39act. ( 87.9443054 sig out 1act.) RANK 22 NODE 14 --> 77.8539047 sigma in 39act. ( 75.0281219 sig out 1act.) RANK 23 NODE 28 --> 77.2864685 sigma in 39act. ( 81.6001053 sig out 1act.) RANK 24 NODE 35 --> 71.1633453 sigma in 39act. ( 86.1088486 sig out 1act.) RANK 25 NODE 31 --> 67.7724457 sigma in 39act. ( 66.7209015 sig out 1act.) RANK 26 NODE 23 --> 67.6205292 sigma in 39act. ( 75.4884186 sig out 1act.) RANK 27 NODE 22 --> 62.9405022 sigma in 39act. ( 65.9482498 sig out 1act.) RANK 28 NODE 19 --> 52.4442406 sigma in 39act. ( 54.4948311 sig out 1act.) RANK 29 NODE 34 --> 52.2886429 sigma in 39act. ( 54.264431 sig out 1act.) RANK 30 NODE 32 --> 49.0296097 sigma in 39act. ( 46.6142044 sig out 1act.) RANK 31 NODE 21 --> 47.4261703 sigma in 39act. ( 55.9116211 sig out 1act.) RANK 32 NODE 36 --> 45.4319534 sigma in 39act. ( 49.0469704 sig out 1act.) RANK 33 NODE 2 --> 40.1972046 sigma in 39act. ( 34.8226852 sig out 1act.) RANK 34 NODE 33 --> 35.3515816 sigma in 39act. ( 34.7697411 sig out 1act.) RANK 35 NODE 15 --> 35.3264198 sigma in 39act. ( 34.2863464 sig out 1act.) RANK 36 NODE 26 --> 25.7674522 sigma in 39act. ( 25.2226181 sig out 1act.) RANK 37 NODE 11 --> 17.5082512 sigma in 39act. ( 14.3846226 sig out 1act.) RANK 38 NODE 27 --> 13.2591238 sigma in 39act. ( 10.966363 sig out 1act.) RANK 39 NODE 1 --> 9.06245136 sigma in 39act. ( 5.31683064 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 365.735718 sigma out 1act.( 387.444122 sig in 39act.) RANK 2 NODE 4 --> 254.981186 sigma out 1act.( 202.604355 sig in 39act.) RANK 3 NODE 5 --> 233.291687 sigma out 1act.( 236.694977 sig in 39act.) RANK 4 NODE 3 --> 216.503082 sigma out 1act.( 254.893768 sig in 39act.) RANK 5 NODE 12 --> 210.270615 sigma out 1act.( 232.459122 sig in 39act.) RANK 6 NODE 18 --> 190.978317 sigma out 1act.( 209.255554 sig in 39act.) RANK 7 NODE 37 --> 187.977188 sigma out 1act.( 177.251038 sig in 39act.) RANK 8 NODE 30 --> 173.009583 sigma out 1act.( 171.694962 sig in 39act.) RANK 9 NODE 7 --> 160.942657 sigma out 1act.( 171.341095 sig in 39act.) RANK 10 NODE 24 --> 159.691879 sigma out 1act.( 161.735641 sig in 39act.) RANK 11 NODE 10 --> 156.217621 sigma out 1act.( 175.367249 sig in 39act.) RANK 12 NODE 8 --> 148.144592 sigma out 1act.( 133.633118 sig in 39act.) RANK 13 NODE 20 --> 146.183792 sigma out 1act.( 142.773972 sig in 39act.) RANK 14 NODE 38 --> 130.327698 sigma out 1act.( 142.258347 sig in 39act.) RANK 15 NODE 9 --> 125.490936 sigma out 1act.( 123.275467 sig in 39act.) RANK 16 NODE 16 --> 123.424858 sigma out 1act.( 131.675827 sig in 39act.) RANK 17 NODE 25 --> 117.336754 sigma out 1act.( 112.933182 sig in 39act.) RANK 18 NODE 39 --> 95.6629944 sigma out 1act.( 91.7022324 sig in 39act.) RANK 19 NODE 6 --> 91.7366562 sigma out 1act.( 92.3400421 sig in 39act.) RANK 20 NODE 17 --> 87.9443054 sigma out 1act.( 81.2223892 sig in 39act.) RANK 21 NODE 35 --> 86.1088486 sigma out 1act.( 71.1633453 sig in 39act.) RANK 22 NODE 28 --> 81.6001053 sigma out 1act.( 77.2864685 sig in 39act.) RANK 23 NODE 23 --> 75.4884186 sigma out 1act.( 67.6205292 sig in 39act.) RANK 24 NODE 14 --> 75.0281219 sigma out 1act.( 77.8539047 sig in 39act.) RANK 25 NODE 13 --> 72.0738373 sigma out 1act.( 82.0214157 sig in 39act.) RANK 26 NODE 31 --> 66.7209015 sigma out 1act.( 67.7724457 sig in 39act.) RANK 27 NODE 22 --> 65.9482498 sigma out 1act.( 62.9405022 sig in 39act.) RANK 28 NODE 21 --> 55.9116211 sigma out 1act.( 47.4261703 sig in 39act.) RANK 29 NODE 19 --> 54.4948311 sigma out 1act.( 52.4442406 sig in 39act.) RANK 30 NODE 34 --> 54.264431 sigma out 1act.( 52.2886429 sig in 39act.) RANK 31 NODE 36 --> 49.0469704 sigma out 1act.( 45.4319534 sig in 39act.) RANK 32 NODE 32 --> 46.6142044 sigma out 1act.( 49.0296097 sig in 39act.) RANK 33 NODE 2 --> 34.8226852 sigma out 1act.( 40.1972046 sig in 39act.) RANK 34 NODE 33 --> 34.7697411 sigma out 1act.( 35.3515816 sig in 39act.) RANK 35 NODE 15 --> 34.2863464 sigma out 1act.( 35.3264198 sig in 39act.) RANK 36 NODE 26 --> 25.2226181 sigma out 1act.( 25.7674522 sig in 39act.) RANK 37 NODE 11 --> 14.3846226 sigma out 1act.( 17.5082512 sig in 39act.) RANK 38 NODE 27 --> 10.966363 sigma out 1act.( 13.2591238 sig in 39act.) RANK 39 NODE 1 --> 5.31683064 sigma out 1act.( 9.06245136 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 842.493713 sigma in 39 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.486944199 *** contribution from regularisation: 0.00272262213 *** contribution from error: -0.48966682 *** contribution from DIAG: 0.000223059658 *********************************************** ENTER BFGS code FG_LNSRCH -486721.148 -0.335677385 -842.662964 EXIT FROM BFGS code NEW_X -486721.148 -0.335677385 -842.662964 ENTER BFGS code NEW_X -486721.148 -0.335677385 -842.662964 EXIT FROM BFGS code FG_LNSRCH 0. -0.337428808 0. --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.487379968 *** contribution from regularisation: 0.00269495673 *** contribution from error: -0.490074933 *** contribution from DIAG: 0.000224480551 *********************************************** ENTER BFGS code FG_LNSRCH -487155.48 -0.337428808 -208.248535 EXIT FROM BFGS code NEW_X -487155.48 -0.337428808 -208.248535 ENTER BFGS code NEW_X -487155.48 -0.337428808 -208.248535 EXIT FROM BFGS code FG_LNSRCH 0. -0.339517981 0. --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.487805277 *** contribution from regularisation: 0.00270564971 *** contribution from error: -0.490510941 *** contribution from DIAG: 0.000214355678 *********************************************** ENTER BFGS code FG_LNSRCH -487590.933 -0.339517981 424.178864 EXIT FROM BFGS code NEW_X -487590.933 -0.339517981 424.178864 ENTER BFGS code NEW_X -487590.933 -0.339517981 424.178864 EXIT FROM BFGS code FG_LNSRCH 0. -0.342211276 0. --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.48824504 *** contribution from regularisation: 0.00273677101 *** contribution from error: -0.490981817 *** contribution from DIAG: 0.000199910704 *********************************************** ENTER BFGS code FG_LNSRCH -488045.115 -0.342211276 303.324707 EXIT FROM BFGS code NEW_X -488045.115 -0.342211276 303.324707 ENTER BFGS code NEW_X -488045.115 -0.342211276 303.324707 EXIT FROM BFGS code FG_LNSRCH 0. -0.347462058 0. --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.488159478 *** contribution from regularisation: 0.00278192386 *** contribution from error: -0.490941405 *** contribution from DIAG: 0.000188240068 *********************************************** ENTER BFGS code FG_LNSRCH -487971.229 -0.347462058 1135.46448 EXIT FROM BFGS code FG_LNSRCH 0. -0.344828635 0. --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.488632172 *** contribution from regularisation: 0.00264049927 *** contribution from error: -0.491272658 *** contribution from DIAG: 0.000191599524 *********************************************** ENTER BFGS code FG_LNSRCH -488440.583 -0.344828635 757.882751 EXIT FROM BFGS code NEW_X -488440.583 -0.344828635 757.882751 ENTER BFGS code NEW_X -488440.583 -0.344828635 757.882751 EXIT FROM BFGS code FG_LNSRCH 0. -0.345774978 0. --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.488828599 *** contribution from regularisation: 0.00271734525 *** contribution from error: -0.491545945 *** contribution from DIAG: 0.000196074427 *********************************************** ENTER BFGS code FG_LNSRCH -488632.522 -0.345774978 266.698944 EXIT FROM BFGS code NEW_X -488632.522 -0.345774978 266.698944 ENTER BFGS code NEW_X -488632.522 -0.345774978 266.698944 EXIT FROM BFGS code FG_LNSRCH 0. -0.346393824 0. --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.489052176 *** contribution from regularisation: 0.00270700199 *** contribution from error: -0.491759181 *** contribution from DIAG: 0.00020452567 *********************************************** ENTER BFGS code FG_LNSRCH -488847.648 -0.346393824 -139.064713 EXIT FROM BFGS code NEW_X -488847.648 -0.346393824 -139.064713 ENTER BFGS code NEW_X -488847.648 -0.346393824 -139.064713 EXIT FROM BFGS code FG_LNSRCH 0. -0.347474873 0. --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.489227653 *** contribution from regularisation: 0.00271411706 *** contribution from error: -0.49194178 *** contribution from DIAG: 0.000211576102 *********************************************** ENTER BFGS code FG_LNSRCH -489016.068 -0.347474873 -28.0181541 EXIT FROM BFGS code NEW_X -489016.068 -0.347474873 -28.0181541 ENTER BFGS code NEW_X -489016.068 -0.347474873 -28.0181541 EXIT FROM BFGS code FG_LNSRCH 0. -0.349293709 0. --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.48940298 *** contribution from regularisation: 0.00274996459 *** contribution from error: -0.492152929 *** contribution from DIAG: 0.000226333621 *********************************************** ENTER BFGS code FG_LNSRCH -489176.65 -0.349293709 -568.422668 EXIT FROM BFGS code NEW_X -489176.65 -0.349293709 -568.422668 ENTER BFGS code NEW_X -489176.65 -0.349293709 -568.422668 EXIT FROM BFGS code FG_LNSRCH 0. -0.350007266 0. --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 416.181183 sigma out 39 active outputs RANK 2 NODE 6 --> 385.663696 sigma out 39 active outputs RANK 3 NODE 2 --> 326.599457 sigma out 39 active outputs RANK 4 NODE 7 --> 292.430939 sigma out 39 active outputs RANK 5 NODE 8 --> 287.642151 sigma out 39 active outputs RANK 6 NODE 5 --> 272.388275 sigma out 39 active outputs RANK 7 NODE 4 --> 236.334198 sigma out 39 active outputs RANK 8 NODE 3 --> 234.965042 sigma out 39 active outputs RANK 9 NODE 12 --> 188.563263 sigma out 39 active outputs RANK 10 NODE 11 --> 147.558853 sigma out 39 active outputs RANK 11 NODE 10 --> 147.208755 sigma out 39 active outputs RANK 12 NODE 20 --> 144.747452 sigma out 39 active outputs RANK 13 NODE 17 --> 142.80188 sigma out 39 active outputs RANK 14 NODE 13 --> 137.592361 sigma out 39 active outputs RANK 15 NODE 15 --> 116.17968 sigma out 39 active outputs RANK 16 NODE 22 --> 110.913284 sigma out 39 active outputs RANK 17 NODE 9 --> 110.049744 sigma out 39 active outputs RANK 18 NODE 16 --> 107.61425 sigma out 39 active outputs RANK 19 NODE 19 --> 107.194443 sigma out 39 active outputs RANK 20 NODE 14 --> 85.2639923 sigma out 39 active outputs RANK 21 NODE 24 --> 83.5507202 sigma out 39 active outputs RANK 22 NODE 29 --> 78.2028885 sigma out 39 active outputs RANK 23 NODE 21 --> 77.654808 sigma out 39 active outputs RANK 24 NODE 25 --> 72.7169724 sigma out 39 active outputs RANK 25 NODE 18 --> 71.3043365 sigma out 39 active outputs RANK 26 NODE 26 --> 67.5021973 sigma out 39 active outputs RANK 27 NODE 23 --> 67.2742767 sigma out 39 active outputs RANK 28 NODE 27 --> 60.3331642 sigma out 39 active outputs RANK 29 NODE 37 --> 56.8656082 sigma out 39 active outputs RANK 30 NODE 30 --> 41.8110962 sigma out 39 active outputs RANK 31 NODE 33 --> 32.2878036 sigma out 39 active outputs RANK 32 NODE 36 --> 29.9732418 sigma out 39 active outputs RANK 33 NODE 31 --> 25.8612156 sigma out 39 active outputs RANK 34 NODE 32 --> 23.211647 sigma out 39 active outputs RANK 35 NODE 35 --> 23.1398926 sigma out 39 active outputs RANK 36 NODE 38 --> 21.4254208 sigma out 39 active outputs RANK 37 NODE 28 --> 21.3024712 sigma out 39 active outputs RANK 38 NODE 34 --> 20.8462639 sigma out 39 active outputs RANK 39 NODE 39 --> 9.08059502 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 537.498962 sigma in 39act. ( 492.200928 sig out 1act.) RANK 2 NODE 3 --> 310.78656 sigma in 39act. ( 257.179108 sig out 1act.) RANK 3 NODE 5 --> 263.666351 sigma in 39act. ( 273.002716 sig out 1act.) RANK 4 NODE 12 --> 263.157898 sigma in 39act. ( 237.886734 sig out 1act.) RANK 5 NODE 18 --> 228.195007 sigma in 39act. ( 217.605698 sig out 1act.) RANK 6 NODE 4 --> 227.737244 sigma in 39act. ( 294.358002 sig out 1act.) RANK 7 NODE 7 --> 200.357681 sigma in 39act. ( 198.824936 sig out 1act.) RANK 8 NODE 24 --> 198.715637 sigma in 39act. ( 197.507645 sig out 1act.) RANK 9 NODE 10 --> 192.186874 sigma in 39act. ( 177.208298 sig out 1act.) RANK 10 NODE 37 --> 189.397888 sigma in 39act. ( 198.93396 sig out 1act.) RANK 11 NODE 38 --> 170.71344 sigma in 39act. ( 148.736908 sig out 1act.) RANK 12 NODE 30 --> 160.069199 sigma in 39act. ( 171.03215 sig out 1act.) RANK 13 NODE 9 --> 158.130402 sigma in 39act. ( 168.43808 sig out 1act.) RANK 14 NODE 20 --> 153.875458 sigma in 39act. ( 155.471909 sig out 1act.) RANK 15 NODE 8 --> 152.620346 sigma in 39act. ( 168.621292 sig out 1act.) RANK 16 NODE 16 --> 141.252075 sigma in 39act. ( 132.874405 sig out 1act.) RANK 17 NODE 25 --> 122.884827 sigma in 39act. ( 126.407791 sig out 1act.) RANK 18 NODE 39 --> 113.601051 sigma in 39act. ( 126.175194 sig out 1act.) RANK 19 NODE 6 --> 107.924202 sigma in 39act. ( 109.430939 sig out 1act.) RANK 20 NODE 17 --> 93.1886139 sigma in 39act. ( 97.8871307 sig out 1act.) RANK 21 NODE 13 --> 90.0664062 sigma in 39act. ( 81.1291351 sig out 1act.) RANK 22 NODE 14 --> 84.9695663 sigma in 39act. ( 79.8152847 sig out 1act.) RANK 23 NODE 28 --> 82.4780884 sigma in 39act. ( 88.80616 sig out 1act.) RANK 24 NODE 31 --> 81.0039215 sigma in 39act. ( 84.2573318 sig out 1act.) RANK 25 NODE 35 --> 79.1282883 sigma in 39act. ( 94.9836578 sig out 1act.) RANK 26 NODE 23 --> 78.5777817 sigma in 39act. ( 88.8411026 sig out 1act.) RANK 27 NODE 22 --> 76.1175461 sigma in 39act. ( 78.3818588 sig out 1act.) RANK 28 NODE 34 --> 53.5805893 sigma in 39act. ( 56.1442413 sig out 1act.) RANK 29 NODE 19 --> 53.4511299 sigma in 39act. ( 58.2121277 sig out 1act.) RANK 30 NODE 21 --> 51.795723 sigma in 39act. ( 62.0840607 sig out 1act.) RANK 31 NODE 32 --> 51.7392578 sigma in 39act. ( 49.8919373 sig out 1act.) RANK 32 NODE 36 --> 49.9646645 sigma in 39act. ( 54.7373772 sig out 1act.) RANK 33 NODE 2 --> 40.513073 sigma in 39act. ( 35.4908066 sig out 1act.) RANK 34 NODE 15 --> 38.9068031 sigma in 39act. ( 37.7392006 sig out 1act.) RANK 35 NODE 33 --> 32.8226166 sigma in 39act. ( 32.2282524 sig out 1act.) RANK 36 NODE 26 --> 31.1457634 sigma in 39act. ( 31.7796383 sig out 1act.) RANK 37 NODE 11 --> 17.1555538 sigma in 39act. ( 14.4629002 sig out 1act.) RANK 38 NODE 27 --> 13.2822084 sigma in 39act. ( 11.3759556 sig out 1act.) RANK 39 NODE 1 --> 10.5803709 sigma in 39act. ( 8.20076561 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 492.200928 sigma out 1act.( 537.498962 sig in 39act.) RANK 2 NODE 4 --> 294.358002 sigma out 1act.( 227.737244 sig in 39act.) RANK 3 NODE 5 --> 273.002716 sigma out 1act.( 263.666351 sig in 39act.) RANK 4 NODE 3 --> 257.179108 sigma out 1act.( 310.78656 sig in 39act.) RANK 5 NODE 12 --> 237.886734 sigma out 1act.( 263.157898 sig in 39act.) RANK 6 NODE 18 --> 217.605698 sigma out 1act.( 228.195007 sig in 39act.) RANK 7 NODE 37 --> 198.93396 sigma out 1act.( 189.397888 sig in 39act.) RANK 8 NODE 7 --> 198.824936 sigma out 1act.( 200.357681 sig in 39act.) RANK 9 NODE 24 --> 197.507645 sigma out 1act.( 198.715637 sig in 39act.) RANK 10 NODE 10 --> 177.208298 sigma out 1act.( 192.186874 sig in 39act.) RANK 11 NODE 30 --> 171.03215 sigma out 1act.( 160.069199 sig in 39act.) RANK 12 NODE 8 --> 168.621292 sigma out 1act.( 152.620346 sig in 39act.) RANK 13 NODE 9 --> 168.43808 sigma out 1act.( 158.130402 sig in 39act.) RANK 14 NODE 20 --> 155.471909 sigma out 1act.( 153.875458 sig in 39act.) RANK 15 NODE 38 --> 148.736908 sigma out 1act.( 170.71344 sig in 39act.) RANK 16 NODE 16 --> 132.874405 sigma out 1act.( 141.252075 sig in 39act.) RANK 17 NODE 25 --> 126.407791 sigma out 1act.( 122.884827 sig in 39act.) RANK 18 NODE 39 --> 126.175194 sigma out 1act.( 113.601051 sig in 39act.) RANK 19 NODE 6 --> 109.430939 sigma out 1act.( 107.924202 sig in 39act.) RANK 20 NODE 17 --> 97.8871307 sigma out 1act.( 93.1886139 sig in 39act.) RANK 21 NODE 35 --> 94.9836578 sigma out 1act.( 79.1282883 sig in 39act.) RANK 22 NODE 23 --> 88.8411026 sigma out 1act.( 78.5777817 sig in 39act.) RANK 23 NODE 28 --> 88.80616 sigma out 1act.( 82.4780884 sig in 39act.) RANK 24 NODE 31 --> 84.2573318 sigma out 1act.( 81.0039215 sig in 39act.) RANK 25 NODE 13 --> 81.1291351 sigma out 1act.( 90.0664062 sig in 39act.) RANK 26 NODE 14 --> 79.8152847 sigma out 1act.( 84.9695663 sig in 39act.) RANK 27 NODE 22 --> 78.3818588 sigma out 1act.( 76.1175461 sig in 39act.) RANK 28 NODE 21 --> 62.0840607 sigma out 1act.( 51.795723 sig in 39act.) RANK 29 NODE 19 --> 58.2121277 sigma out 1act.( 53.4511299 sig in 39act.) RANK 30 NODE 34 --> 56.1442413 sigma out 1act.( 53.5805893 sig in 39act.) RANK 31 NODE 36 --> 54.7373772 sigma out 1act.( 49.9646645 sig in 39act.) RANK 32 NODE 32 --> 49.8919373 sigma out 1act.( 51.7392578 sig in 39act.) RANK 33 NODE 15 --> 37.7392006 sigma out 1act.( 38.9068031 sig in 39act.) RANK 34 NODE 2 --> 35.4908066 sigma out 1act.( 40.513073 sig in 39act.) RANK 35 NODE 33 --> 32.2282524 sigma out 1act.( 32.8226166 sig in 39act.) RANK 36 NODE 26 --> 31.7796383 sigma out 1act.( 31.1457634 sig in 39act.) RANK 37 NODE 11 --> 14.4629002 sigma out 1act.( 17.1555538 sig in 39act.) RANK 38 NODE 27 --> 11.3759556 sigma out 1act.( 13.2822084 sig in 39act.) RANK 39 NODE 1 --> 8.20076561 sigma out 1act.( 10.5803709 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 999.258972 sigma in 39 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.489776731 *** contribution from regularisation: 0.00271799113 *** contribution from error: -0.492494732 *** contribution from DIAG: 0.000242431735 *********************************************** ENTER BFGS code FG_LNSRCH -489534.313 -0.350007266 4.21833277 EXIT FROM BFGS code NEW_X -489534.313 -0.350007266 4.21833277 ENTER BFGS code NEW_X -489534.313 -0.350007266 4.21833277 EXIT FROM BFGS code FG_LNSRCH 0. -0.350345969 0. --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.490038395 *** contribution from regularisation: 0.00271901931 *** contribution from error: -0.49275741 *** contribution from DIAG: 0.000243783259 *********************************************** ENTER BFGS code FG_LNSRCH -489794.62 -0.350345969 463.734406 EXIT FROM BFGS code NEW_X -489794.62 -0.350345969 463.734406 ENTER BFGS code NEW_X -489794.62 -0.350345969 463.734406 EXIT FROM BFGS code FG_LNSRCH 0. -0.350543857 0. --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.49030751 *** contribution from regularisation: 0.00273478404 *** contribution from error: -0.49304229 *** contribution from DIAG: 0.000250321522 *********************************************** ENTER BFGS code FG_LNSRCH -490057.181 -0.350543857 493.927063 EXIT FROM BFGS code NEW_X -490057.181 -0.350543857 493.927063 ENTER BFGS code NEW_X -490057.181 -0.350543857 493.927063 EXIT FROM BFGS code FG_LNSRCH 0. -0.350759238 0. --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.490646303 *** contribution from regularisation: 0.00276376167 *** contribution from error: -0.493410051 *** contribution from DIAG: 0.000217744891 *********************************************** ENTER BFGS code FG_LNSRCH -490428.569 -0.350759238 1359.9082 EXIT FROM BFGS code NEW_X -490428.569 -0.350759238 1359.9082 ENTER BFGS code NEW_X -490428.569 -0.350759238 1359.9082 EXIT FROM BFGS code FG_LNSRCH 0. -0.350117415 0. --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.491001517 *** contribution from regularisation: 0.00274099805 *** contribution from error: -0.493742526 *** contribution from DIAG: 0.000248800032 *********************************************** ENTER BFGS code FG_LNSRCH -490752.727 -0.350117415 632.481018 EXIT FROM BFGS code NEW_X -490752.727 -0.350117415 632.481018 ENTER BFGS code NEW_X -490752.727 -0.350117415 632.481018 EXIT FROM BFGS code FG_LNSRCH 0. -0.349329591 0. --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.491190642 *** contribution from regularisation: 0.00273206178 *** contribution from error: -0.49392271 *** contribution from DIAG: 0.000237365661 *********************************************** ENTER BFGS code FG_LNSRCH -490953.268 -0.349329591 -256.059113 EXIT FROM BFGS code NEW_X -490953.268 -0.349329591 -256.059113 ENTER BFGS code NEW_X -490953.268 -0.349329591 -256.059113 EXIT FROM BFGS code FG_LNSRCH 0. -0.349005461 0. --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.491322786 *** contribution from regularisation: 0.00273612724 *** contribution from error: -0.494058907 *** contribution from DIAG: 0.000238684748 *********************************************** ENTER BFGS code FG_LNSRCH -491084.107 -0.349005461 -268.842834 EXIT FROM BFGS code NEW_X -491084.107 -0.349005461 -268.842834 ENTER BFGS code NEW_X -491084.107 -0.349005461 -268.842834 EXIT FROM BFGS code FG_LNSRCH 0. -0.346957982 0. --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.49176079 *** contribution from regularisation: 0.00279684737 *** contribution from error: -0.494557649 *** contribution from DIAG: 0.000226129938 *********************************************** ENTER BFGS code FG_LNSRCH -491534.671 -0.346957982 -316.400513 EXIT FROM BFGS code NEW_X -491534.671 -0.346957982 -316.400513 ENTER BFGS code NEW_X -491534.671 -0.346957982 -316.400513 EXIT FROM BFGS code FG_LNSRCH 0. -0.345900029 0. --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.491902769 *** contribution from regularisation: 0.00276584667 *** contribution from error: -0.494668603 *** contribution from DIAG: 0.000236827051 *********************************************** ENTER BFGS code FG_LNSRCH -491665.928 -0.345900029 -127.6054 EXIT FROM BFGS code NEW_X -491665.928 -0.345900029 -127.6054 ENTER BFGS code NEW_X -491665.928 -0.345900029 -127.6054 EXIT FROM BFGS code FG_LNSRCH 0. -0.346554726 0. --------------------------------------------------- Iteration : 79 *********************************************** *** Learn Path 79 *** loss function: -0.492179126 *** contribution from regularisation: 0.00271842256 *** contribution from error: -0.494897544 *** contribution from DIAG: 0.000233974613 *********************************************** ENTER BFGS code FG_LNSRCH -491945.144 -0.346554726 287.244781 EXIT FROM BFGS code NEW_X -491945.144 -0.346554726 287.244781 ENTER BFGS code NEW_X -491945.144 -0.346554726 287.244781 EXIT FROM BFGS code FG_LNSRCH 0. -0.346286207 0. --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 498.367889 sigma out 39 active outputs RANK 2 NODE 6 --> 440.832245 sigma out 39 active outputs RANK 3 NODE 2 --> 360.910706 sigma out 39 active outputs RANK 4 NODE 7 --> 326.714111 sigma out 39 active outputs RANK 5 NODE 8 --> 295.879486 sigma out 39 active outputs RANK 6 NODE 5 --> 286.008392 sigma out 39 active outputs RANK 7 NODE 3 --> 274.806641 sigma out 39 active outputs RANK 8 NODE 4 --> 241.889877 sigma out 39 active outputs RANK 9 NODE 12 --> 192.193008 sigma out 39 active outputs RANK 10 NODE 20 --> 180.902725 sigma out 39 active outputs RANK 11 NODE 10 --> 171.062347 sigma out 39 active outputs RANK 12 NODE 11 --> 162.672348 sigma out 39 active outputs RANK 13 NODE 13 --> 155.884583 sigma out 39 active outputs RANK 14 NODE 17 --> 139.034927 sigma out 39 active outputs RANK 15 NODE 22 --> 130.122238 sigma out 39 active outputs RANK 16 NODE 15 --> 124.393394 sigma out 39 active outputs RANK 17 NODE 16 --> 122.695312 sigma out 39 active outputs RANK 18 NODE 19 --> 116.276733 sigma out 39 active outputs RANK 19 NODE 9 --> 115.647217 sigma out 39 active outputs RANK 20 NODE 29 --> 94.5965958 sigma out 39 active outputs RANK 21 NODE 24 --> 94.5113831 sigma out 39 active outputs RANK 22 NODE 21 --> 92.7138748 sigma out 39 active outputs RANK 23 NODE 18 --> 91.909668 sigma out 39 active outputs RANK 24 NODE 14 --> 91.3773117 sigma out 39 active outputs RANK 25 NODE 25 --> 84.2301483 sigma out 39 active outputs RANK 26 NODE 26 --> 83.4455109 sigma out 39 active outputs RANK 27 NODE 23 --> 82.4086761 sigma out 39 active outputs RANK 28 NODE 27 --> 73.5934601 sigma out 39 active outputs RANK 29 NODE 37 --> 61.4949493 sigma out 39 active outputs RANK 30 NODE 30 --> 52.51408 sigma out 39 active outputs RANK 31 NODE 33 --> 34.0818596 sigma out 39 active outputs RANK 32 NODE 36 --> 30.9999409 sigma out 39 active outputs RANK 33 NODE 32 --> 24.7160931 sigma out 39 active outputs RANK 34 NODE 31 --> 24.276659 sigma out 39 active outputs RANK 35 NODE 35 --> 24.0468998 sigma out 39 active outputs RANK 36 NODE 34 --> 22.6711311 sigma out 39 active outputs RANK 37 NODE 38 --> 22.3101215 sigma out 39 active outputs RANK 38 NODE 28 --> 20.6958904 sigma out 39 active outputs RANK 39 NODE 39 --> 9.07545185 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 589.447571 sigma in 39act. ( 530.252502 sig out 1act.) RANK 2 NODE 3 --> 372.376526 sigma in 39act. ( 291.394165 sig out 1act.) RANK 3 NODE 5 --> 328.074463 sigma in 39act. ( 343.836761 sig out 1act.) RANK 4 NODE 12 --> 289.002441 sigma in 39act. ( 259.817596 sig out 1act.) RANK 5 NODE 4 --> 259.884308 sigma in 39act. ( 351.797638 sig out 1act.) RANK 6 NODE 18 --> 247.213257 sigma in 39act. ( 233.427933 sig out 1act.) RANK 7 NODE 24 --> 219.167374 sigma in 39act. ( 208.307465 sig out 1act.) RANK 8 NODE 7 --> 218.799667 sigma in 39act. ( 229.307495 sig out 1act.) RANK 9 NODE 10 --> 214.910553 sigma in 39act. ( 208.262985 sig out 1act.) RANK 10 NODE 37 --> 196.423965 sigma in 39act. ( 203.57753 sig out 1act.) RANK 11 NODE 38 --> 191.083237 sigma in 39act. ( 164.113617 sig out 1act.) RANK 12 NODE 9 --> 189.887131 sigma in 39act. ( 204.039047 sig out 1act.) RANK 13 NODE 8 --> 170.9711 sigma in 39act. ( 183.174789 sig out 1act.) RANK 14 NODE 20 --> 164.805817 sigma in 39act. ( 165.942551 sig out 1act.) RANK 15 NODE 16 --> 154.036377 sigma in 39act. ( 146.124939 sig out 1act.) RANK 16 NODE 30 --> 149.021591 sigma in 39act. ( 164.936981 sig out 1act.) RANK 17 NODE 25 --> 137.698349 sigma in 39act. ( 138.878082 sig out 1act.) RANK 18 NODE 39 --> 133.208282 sigma in 39act. ( 150.00386 sig out 1act.) RANK 19 NODE 6 --> 119.486671 sigma in 39act. ( 124.420158 sig out 1act.) RANK 20 NODE 13 --> 105.298798 sigma in 39act. ( 97.5797729 sig out 1act.) RANK 21 NODE 17 --> 101.078094 sigma in 39act. ( 104.568642 sig out 1act.) RANK 22 NODE 31 --> 96.1967087 sigma in 39act. ( 107.856789 sig out 1act.) RANK 23 NODE 28 --> 95.4380264 sigma in 39act. ( 103.322403 sig out 1act.) RANK 24 NODE 14 --> 94.9339066 sigma in 39act. ( 87.8701401 sig out 1act.) RANK 25 NODE 23 --> 91.3122177 sigma in 39act. ( 103.244034 sig out 1act.) RANK 26 NODE 35 --> 86.8824234 sigma in 39act. ( 103.110275 sig out 1act.) RANK 27 NODE 22 --> 85.7223206 sigma in 39act. ( 85.803154 sig out 1act.) RANK 28 NODE 34 --> 59.9951324 sigma in 39act. ( 62.950798 sig out 1act.) RANK 29 NODE 19 --> 59.2982788 sigma in 39act. ( 66.3495255 sig out 1act.) RANK 30 NODE 21 --> 56.814003 sigma in 39act. ( 68.8736115 sig out 1act.) RANK 31 NODE 36 --> 54.7460442 sigma in 39act. ( 60.6224861 sig out 1act.) RANK 32 NODE 32 --> 53.5730133 sigma in 39act. ( 53.4694824 sig out 1act.) RANK 33 NODE 2 --> 45.5984955 sigma in 39act. ( 40.8275032 sig out 1act.) RANK 34 NODE 15 --> 42.4548683 sigma in 39act. ( 41.3788452 sig out 1act.) RANK 35 NODE 33 --> 37.7548141 sigma in 39act. ( 37.6104088 sig out 1act.) RANK 36 NODE 26 --> 37.4439468 sigma in 39act. ( 39.068367 sig out 1act.) RANK 37 NODE 11 --> 16.9673462 sigma in 39act. ( 14.7288694 sig out 1act.) RANK 38 NODE 27 --> 15.4695797 sigma in 39act. ( 14.4268064 sig out 1act.) RANK 39 NODE 1 --> 10.6591425 sigma in 39act. ( 8.62644958 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 530.252502 sigma out 1act.( 589.447571 sig in 39act.) RANK 2 NODE 4 --> 351.797638 sigma out 1act.( 259.884308 sig in 39act.) RANK 3 NODE 5 --> 343.836761 sigma out 1act.( 328.074463 sig in 39act.) RANK 4 NODE 3 --> 291.394165 sigma out 1act.( 372.376526 sig in 39act.) RANK 5 NODE 12 --> 259.817596 sigma out 1act.( 289.002441 sig in 39act.) RANK 6 NODE 18 --> 233.427933 sigma out 1act.( 247.213257 sig in 39act.) RANK 7 NODE 7 --> 229.307495 sigma out 1act.( 218.799667 sig in 39act.) RANK 8 NODE 24 --> 208.307465 sigma out 1act.( 219.167374 sig in 39act.) RANK 9 NODE 10 --> 208.262985 sigma out 1act.( 214.910553 sig in 39act.) RANK 10 NODE 9 --> 204.039047 sigma out 1act.( 189.887131 sig in 39act.) RANK 11 NODE 37 --> 203.57753 sigma out 1act.( 196.423965 sig in 39act.) RANK 12 NODE 8 --> 183.174789 sigma out 1act.( 170.9711 sig in 39act.) RANK 13 NODE 20 --> 165.942551 sigma out 1act.( 164.805817 sig in 39act.) RANK 14 NODE 30 --> 164.936981 sigma out 1act.( 149.021591 sig in 39act.) RANK 15 NODE 38 --> 164.113617 sigma out 1act.( 191.083237 sig in 39act.) RANK 16 NODE 39 --> 150.00386 sigma out 1act.( 133.208282 sig in 39act.) RANK 17 NODE 16 --> 146.124939 sigma out 1act.( 154.036377 sig in 39act.) RANK 18 NODE 25 --> 138.878082 sigma out 1act.( 137.698349 sig in 39act.) RANK 19 NODE 6 --> 124.420158 sigma out 1act.( 119.486671 sig in 39act.) RANK 20 NODE 31 --> 107.856789 sigma out 1act.( 96.1967087 sig in 39act.) RANK 21 NODE 17 --> 104.568642 sigma out 1act.( 101.078094 sig in 39act.) RANK 22 NODE 28 --> 103.322403 sigma out 1act.( 95.4380264 sig in 39act.) RANK 23 NODE 23 --> 103.244034 sigma out 1act.( 91.3122177 sig in 39act.) RANK 24 NODE 35 --> 103.110275 sigma out 1act.( 86.8824234 sig in 39act.) RANK 25 NODE 13 --> 97.5797729 sigma out 1act.( 105.298798 sig in 39act.) RANK 26 NODE 14 --> 87.8701401 sigma out 1act.( 94.9339066 sig in 39act.) RANK 27 NODE 22 --> 85.803154 sigma out 1act.( 85.7223206 sig in 39act.) RANK 28 NODE 21 --> 68.8736115 sigma out 1act.( 56.814003 sig in 39act.) RANK 29 NODE 19 --> 66.3495255 sigma out 1act.( 59.2982788 sig in 39act.) RANK 30 NODE 34 --> 62.950798 sigma out 1act.( 59.9951324 sig in 39act.) RANK 31 NODE 36 --> 60.6224861 sigma out 1act.( 54.7460442 sig in 39act.) RANK 32 NODE 32 --> 53.4694824 sigma out 1act.( 53.5730133 sig in 39act.) RANK 33 NODE 15 --> 41.3788452 sigma out 1act.( 42.4548683 sig in 39act.) RANK 34 NODE 2 --> 40.8275032 sigma out 1act.( 45.5984955 sig in 39act.) RANK 35 NODE 26 --> 39.068367 sigma out 1act.( 37.4439468 sig in 39act.) RANK 36 NODE 33 --> 37.6104088 sigma out 1act.( 37.7548141 sig in 39act.) RANK 37 NODE 11 --> 14.7288694 sigma out 1act.( 16.9673462 sig in 39act.) RANK 38 NODE 27 --> 14.4268064 sigma out 1act.( 15.4695797 sig in 39act.) RANK 39 NODE 1 --> 8.62644958 sigma out 1act.( 10.6591425 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1118.89709 sigma in 39 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.492253661 *** contribution from regularisation: 0.00273758965 *** contribution from error: -0.494991243 *** contribution from DIAG: 0.000233361279 *********************************************** ENTER BFGS code FG_LNSRCH -492020.289 -0.346286207 276.285828 EXIT FROM BFGS code NEW_X -492020.289 -0.346286207 276.285828 ENTER BFGS code NEW_X -492020.289 -0.346286207 276.285828 EXIT FROM BFGS code CONVERGENC -492020.289 -0.346286207 276.285828 --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 496.855194 sigma out 39 active outputs RANK 2 NODE 6 --> 441.08252 sigma out 39 active outputs RANK 3 NODE 2 --> 360.454529 sigma out 39 active outputs RANK 4 NODE 7 --> 325.513306 sigma out 39 active outputs RANK 5 NODE 8 --> 294.391602 sigma out 39 active outputs RANK 6 NODE 5 --> 285.930115 sigma out 39 active outputs RANK 7 NODE 3 --> 273.886597 sigma out 39 active outputs RANK 8 NODE 4 --> 241.919388 sigma out 39 active outputs RANK 9 NODE 12 --> 191.508224 sigma out 39 active outputs RANK 10 NODE 20 --> 180.271286 sigma out 39 active outputs RANK 11 NODE 10 --> 171.19162 sigma out 39 active outputs RANK 12 NODE 11 --> 162.828491 sigma out 39 active outputs RANK 13 NODE 13 --> 154.870621 sigma out 39 active outputs RANK 14 NODE 17 --> 139.618835 sigma out 39 active outputs RANK 15 NODE 22 --> 130.659714 sigma out 39 active outputs RANK 16 NODE 15 --> 123.410454 sigma out 39 active outputs RANK 17 NODE 16 --> 122.921341 sigma out 39 active outputs RANK 18 NODE 19 --> 116.092628 sigma out 39 active outputs RANK 19 NODE 9 --> 116.032242 sigma out 39 active outputs RANK 20 NODE 24 --> 94.3755569 sigma out 39 active outputs RANK 21 NODE 29 --> 93.4751816 sigma out 39 active outputs RANK 22 NODE 18 --> 92.8532867 sigma out 39 active outputs RANK 23 NODE 21 --> 92.4381714 sigma out 39 active outputs RANK 24 NODE 14 --> 89.7311554 sigma out 39 active outputs RANK 25 NODE 25 --> 83.7716904 sigma out 39 active outputs RANK 26 NODE 26 --> 83.0640106 sigma out 39 active outputs RANK 27 NODE 23 --> 82.3352432 sigma out 39 active outputs RANK 28 NODE 27 --> 72.9918518 sigma out 39 active outputs RANK 29 NODE 37 --> 61.8740578 sigma out 39 active outputs RANK 30 NODE 30 --> 52.5831947 sigma out 39 active outputs RANK 31 NODE 33 --> 34.051178 sigma out 39 active outputs RANK 32 NODE 36 --> 31.0047016 sigma out 39 active outputs RANK 33 NODE 32 --> 24.5069084 sigma out 39 active outputs RANK 34 NODE 31 --> 24.4942417 sigma out 39 active outputs RANK 35 NODE 35 --> 24.0758991 sigma out 39 active outputs RANK 36 NODE 34 --> 22.6211262 sigma out 39 active outputs RANK 37 NODE 38 --> 22.2812538 sigma out 39 active outputs RANK 38 NODE 28 --> 20.8547821 sigma out 39 active outputs RANK 39 NODE 39 --> 9.18530178 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 586.877625 sigma in 39act. ( 531.539429 sig out 1act.) RANK 2 NODE 3 --> 372.274414 sigma in 39act. ( 291.441101 sig out 1act.) RANK 3 NODE 5 --> 326.81781 sigma in 39act. ( 343.342529 sig out 1act.) RANK 4 NODE 12 --> 288.975433 sigma in 39act. ( 259.405487 sig out 1act.) RANK 5 NODE 4 --> 261.1185 sigma in 39act. ( 351.042297 sig out 1act.) RANK 6 NODE 18 --> 246.62056 sigma in 39act. ( 233.659454 sig out 1act.) RANK 7 NODE 24 --> 218.907593 sigma in 39act. ( 207.78862 sig out 1act.) RANK 8 NODE 7 --> 218.432175 sigma in 39act. ( 229.44281 sig out 1act.) RANK 9 NODE 10 --> 214.674332 sigma in 39act. ( 208.268814 sig out 1act.) RANK 10 NODE 37 --> 195.825684 sigma in 39act. ( 203.955566 sig out 1act.) RANK 11 NODE 38 --> 190.40097 sigma in 39act. ( 164.638107 sig out 1act.) RANK 12 NODE 9 --> 189.226639 sigma in 39act. ( 204.731857 sig out 1act.) RANK 13 NODE 8 --> 170.838013 sigma in 39act. ( 182.936447 sig out 1act.) RANK 14 NODE 20 --> 165.24379 sigma in 39act. ( 165.073486 sig out 1act.) RANK 15 NODE 16 --> 153.983536 sigma in 39act. ( 145.73558 sig out 1act.) RANK 16 NODE 30 --> 149.301117 sigma in 39act. ( 164.67981 sig out 1act.) RANK 17 NODE 25 --> 137.471161 sigma in 39act. ( 139.001266 sig out 1act.) RANK 18 NODE 39 --> 132.99173 sigma in 39act. ( 149.777481 sig out 1act.) RANK 19 NODE 6 --> 119.269814 sigma in 39act. ( 124.436974 sig out 1act.) RANK 20 NODE 13 --> 105.204399 sigma in 39act. ( 97.5091095 sig out 1act.) RANK 21 NODE 17 --> 100.897141 sigma in 39act. ( 104.706062 sig out 1act.) RANK 22 NODE 31 --> 95.8723221 sigma in 39act. ( 107.951942 sig out 1act.) RANK 23 NODE 28 --> 95.3929977 sigma in 39act. ( 103.183495 sig out 1act.) RANK 24 NODE 14 --> 94.6308289 sigma in 39act. ( 87.9886932 sig out 1act.) RANK 25 NODE 23 --> 91.1986389 sigma in 39act. ( 102.992805 sig out 1act.) RANK 26 NODE 35 --> 86.8412628 sigma in 39act. ( 102.899261 sig out 1act.) RANK 27 NODE 22 --> 85.7151566 sigma in 39act. ( 85.8169403 sig out 1act.) RANK 28 NODE 34 --> 59.917263 sigma in 39act. ( 62.8950233 sig out 1act.) RANK 29 NODE 19 --> 59.4036102 sigma in 39act. ( 66.1448593 sig out 1act.) RANK 30 NODE 21 --> 56.7198181 sigma in 39act. ( 68.7850952 sig out 1act.) RANK 31 NODE 36 --> 54.7934685 sigma in 39act. ( 60.5112114 sig out 1act.) RANK 32 NODE 32 --> 53.4739342 sigma in 39act. ( 53.525013 sig out 1act.) RANK 33 NODE 2 --> 45.5055084 sigma in 39act. ( 40.9067001 sig out 1act.) RANK 34 NODE 15 --> 42.5012665 sigma in 39act. ( 41.2774467 sig out 1act.) RANK 35 NODE 33 --> 37.7256241 sigma in 39act. ( 37.6033936 sig out 1act.) RANK 36 NODE 26 --> 37.3805046 sigma in 39act. ( 39.1860466 sig out 1act.) RANK 37 NODE 11 --> 16.9883652 sigma in 39act. ( 14.6801205 sig out 1act.) RANK 38 NODE 27 --> 15.434968 sigma in 39act. ( 14.4438944 sig out 1act.) RANK 39 NODE 1 --> 10.6471872 sigma in 39act. ( 8.63625908 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 531.539429 sigma out 1act.( 586.877625 sig in 39act.) RANK 2 NODE 4 --> 351.042297 sigma out 1act.( 261.1185 sig in 39act.) RANK 3 NODE 5 --> 343.342529 sigma out 1act.( 326.81781 sig in 39act.) RANK 4 NODE 3 --> 291.441101 sigma out 1act.( 372.274414 sig in 39act.) RANK 5 NODE 12 --> 259.405487 sigma out 1act.( 288.975433 sig in 39act.) RANK 6 NODE 18 --> 233.659454 sigma out 1act.( 246.62056 sig in 39act.) RANK 7 NODE 7 --> 229.44281 sigma out 1act.( 218.432175 sig in 39act.) RANK 8 NODE 10 --> 208.268814 sigma out 1act.( 214.674332 sig in 39act.) RANK 9 NODE 24 --> 207.78862 sigma out 1act.( 218.907593 sig in 39act.) RANK 10 NODE 9 --> 204.731857 sigma out 1act.( 189.226639 sig in 39act.) RANK 11 NODE 37 --> 203.955566 sigma out 1act.( 195.825684 sig in 39act.) RANK 12 NODE 8 --> 182.936447 sigma out 1act.( 170.838013 sig in 39act.) RANK 13 NODE 20 --> 165.073486 sigma out 1act.( 165.24379 sig in 39act.) RANK 14 NODE 30 --> 164.67981 sigma out 1act.( 149.301117 sig in 39act.) RANK 15 NODE 38 --> 164.638107 sigma out 1act.( 190.40097 sig in 39act.) RANK 16 NODE 39 --> 149.777481 sigma out 1act.( 132.99173 sig in 39act.) RANK 17 NODE 16 --> 145.73558 sigma out 1act.( 153.983536 sig in 39act.) RANK 18 NODE 25 --> 139.001266 sigma out 1act.( 137.471161 sig in 39act.) RANK 19 NODE 6 --> 124.436974 sigma out 1act.( 119.269814 sig in 39act.) RANK 20 NODE 31 --> 107.951942 sigma out 1act.( 95.8723221 sig in 39act.) RANK 21 NODE 17 --> 104.706062 sigma out 1act.( 100.897141 sig in 39act.) RANK 22 NODE 28 --> 103.183495 sigma out 1act.( 95.3929977 sig in 39act.) RANK 23 NODE 23 --> 102.992805 sigma out 1act.( 91.1986389 sig in 39act.) RANK 24 NODE 35 --> 102.899261 sigma out 1act.( 86.8412628 sig in 39act.) RANK 25 NODE 13 --> 97.5091095 sigma out 1act.( 105.204399 sig in 39act.) RANK 26 NODE 14 --> 87.9886932 sigma out 1act.( 94.6308289 sig in 39act.) RANK 27 NODE 22 --> 85.8169403 sigma out 1act.( 85.7151566 sig in 39act.) RANK 28 NODE 21 --> 68.7850952 sigma out 1act.( 56.7198181 sig in 39act.) RANK 29 NODE 19 --> 66.1448593 sigma out 1act.( 59.4036102 sig in 39act.) RANK 30 NODE 34 --> 62.8950233 sigma out 1act.( 59.917263 sig in 39act.) RANK 31 NODE 36 --> 60.5112114 sigma out 1act.( 54.7934685 sig in 39act.) RANK 32 NODE 32 --> 53.525013 sigma out 1act.( 53.4739342 sig in 39act.) RANK 33 NODE 15 --> 41.2774467 sigma out 1act.( 42.5012665 sig in 39act.) RANK 34 NODE 2 --> 40.9067001 sigma out 1act.( 45.5055084 sig in 39act.) RANK 35 NODE 26 --> 39.1860466 sigma out 1act.( 37.3805046 sig in 39act.) RANK 36 NODE 33 --> 37.6033936 sigma out 1act.( 37.7256241 sig in 39act.) RANK 37 NODE 11 --> 14.6801205 sigma out 1act.( 16.9883652 sig in 39act.) RANK 38 NODE 27 --> 14.4438944 sigma out 1act.( 15.434968 sig in 39act.) RANK 39 NODE 1 --> 8.63625908 sigma out 1act.( 10.6471872 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1118.96851 sigma in 39 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.492253035 *** contribution from regularisation: 0.00273819268 *** contribution from error: -0.494991243 *** contribution from DIAG: 0.000233143248 *********************************************** -----------------> Test sample create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Pion_Downstream_NeuroBayes.conf NB_AHISTOUT: storage space 206656 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/Pion/Downstream/GlobalPID_Pion_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/Pion/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/Pion/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/Pion/Downstream/NB.txt Training Host = lxplus432.cern.ch Particle type = pion 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_Pion_Downstream_NeuroBayes.conf 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 34 nodes, hidden layer has 39 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 RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsMuon Making plots for input MuonNShared Making plots for input InAccMuon Making plots for input MuonIsLooseMuon Making plots for input 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 33 input variables. ***************Training results***************** number of nodes in the 1st layer: 39 number of nodes in the 2nd layer: 39 number of nodes in the 3rd layer: 1 number of iterations: 100