Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/612/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/612/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/612/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/612/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/612/Pion/Downstream/NB.txt Training Host = lxplus431.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 = 612 ********************************************* * 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 612 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: 612 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 12 *** This will do for you: *** input variable equalisation *** to Gaussian distribution with mean=0 and sigma=1 *** Then variables are decorrelated ************************************ 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 6145.37988 6308.45996 6482.76465 6661.54492 6848.97021 7049.08008 7257.25 warning: map is empty for variable 3 977 7481.03027 7717.59473 7966.83008 8232.59473 8520.33984 8830.92578 9158.125 9515.45996 9899.33496 10325.3906 10790.3203 11311.8555 11893.0254 12528.9258 13253.5254 14085.875 15074.0156 16225.6504 17668.6758 19470.8145 21779.9551 24948.1133 29916.1758 39070.2422 67595.0312 4921043. do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 0.198223859 38.9113922 49.4546852 56.5299683 62.2826843 67.3181152 71.8967896 76.0899353 80.0475159 83.9523468 87.7737961 91.5428619 95.3609314 99.1975861 102.969482 106.79583 110.617119 114.451675 118.357849 122.176712 126.013733 129.902344 133.855728 137.83548 141.790939 145.730255 149.754272 153.807983 157.915665 162.050934 166.183792 170.346664 174.519867 178.801392 183.194305 187.580444 192.043213 196.570374 201.258087 205.85379 210.56073 215.460953 220.451706 225.498 warning: map is empty for variable 4 688 230.644196 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 -1.19844675 0.535838723 do regularised spline fit for input variable # 7 bu warning: map is empty for variable 7 ild 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 NVar: 30. 4164 ------------------------------------- Teacher: actual network topology: Nodes(1) = 30 Nodes(2) = 39 Nodes(3) = 1 ------------------------------------- --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 197.778625 sigma out 39 active outputs RANK 2 NODE 22 --> 161.667572 sigma out 39 active outputs RANK 3 NODE 30 --> 128.972961 sigma out 39 active outputs RANK 4 NODE 8 --> 105.120033 sigma out 39 active outputs RANK 5 NODE 10 --> 102.726028 sigma out 39 active outputs RANK 6 NODE 9 --> 96.0775757 sigma out 39 active outputs RANK 7 NODE 26 --> 93.4080276 sigma out 39 active outputs RANK 8 NODE 21 --> 89.9542694 sigma out 39 active outputs RANK 9 NODE 6 --> 89.8747864 sigma out 39 active outputs RANK 10 NODE 3 --> 89.6147232 sigma out 39 active outputs RANK 11 NODE 2 --> 89.5634689 sigma out 39 active outputs RANK 12 NODE 12 --> 89.317894 sigma out 39 active outputs RANK 13 NODE 29 --> 85.2192764 sigma out 39 active outputs RANK 14 NODE 20 --> 83.8966217 sigma out 39 active outputs RANK 15 NODE 17 --> 78.5694122 sigma out 39 active outputs RANK 16 NODE 4 --> 78.3940506 sigma out 39 active outputs RANK 17 NODE 13 --> 78.1327057 sigma out 39 active outputs RANK 18 NODE 14 --> 78.039566 sigma out 39 active outputs RANK 19 NODE 18 --> 77.9621735 sigma out 39 active outputs RANK 20 NODE 24 --> 76.118454 sigma out 39 active outputs RANK 21 NODE 5 --> 72.5603333 sigma out 39 active outputs RANK 22 NODE 15 --> 72.4669266 sigma out 39 active outputs RANK 23 NODE 25 --> 71.085556 sigma out 39 active outputs RANK 24 NODE 23 --> 69.1530685 sigma out 39 active outputs RANK 25 NODE 28 --> 64.7313385 sigma out 39 active outputs RANK 26 NODE 7 --> 63.4782028 sigma out 39 active outputs RANK 27 NODE 19 --> 63.3566895 sigma out 39 active outputs RANK 28 NODE 16 --> 62.5450134 sigma out 39 active outputs RANK 29 NODE 11 --> 61.5956573 sigma out 39 active outputs RANK 30 NODE 27 --> 55.1849174 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 196.80275 sigma in 30act. ( 187.958435 sig out 1act.) RANK 2 NODE 34 --> 138.942688 sigma in 30act. ( 141.288345 sig out 1act.) RANK 3 NODE 18 --> 130.493195 sigma in 30act. ( 150.716141 sig out 1act.) RANK 4 NODE 19 --> 128.64595 sigma in 30act. ( 136.822098 sig out 1act.) RANK 5 NODE 9 --> 118.907372 sigma in 30act. ( 128.494888 sig out 1act.) RANK 6 NODE 15 --> 117.470367 sigma in 30act. ( 128.416534 sig out 1act.) RANK 7 NODE 17 --> 111.004784 sigma in 30act. ( 117.407776 sig out 1act.) RANK 8 NODE 2 --> 101.16481 sigma in 30act. ( 110.029076 sig out 1act.) RANK 9 NODE 13 --> 100.962456 sigma in 30act. ( 105.270569 sig out 1act.) RANK 10 NODE 27 --> 97.216713 sigma in 30act. ( 104.396988 sig out 1act.) RANK 11 NODE 20 --> 94.034668 sigma in 30act. ( 98.936142 sig out 1act.) RANK 12 NODE 7 --> 91.824707 sigma in 30act. ( 93.9165039 sig out 1act.) RANK 13 NODE 21 --> 85.0040054 sigma in 30act. ( 89.803566 sig out 1act.) RANK 14 NODE 39 --> 84.953804 sigma in 30act. ( 91.8096085 sig out 1act.) RANK 15 NODE 16 --> 75.7970886 sigma in 30act. ( 76.8661728 sig out 1act.) RANK 16 NODE 3 --> 68.7503204 sigma in 30act. ( 68.6096649 sig out 1act.) RANK 17 NODE 6 --> 68.2120209 sigma in 30act. ( 68.2779999 sig out 1act.) RANK 18 NODE 4 --> 60.5024986 sigma in 30act. ( 54.8126945 sig out 1act.) RANK 19 NODE 35 --> 56.7276688 sigma in 30act. ( 59.7633362 sig out 1act.) RANK 20 NODE 8 --> 56.1859436 sigma in 30act. ( 51.3550224 sig out 1act.) RANK 21 NODE 5 --> 54.8268967 sigma in 30act. ( 40.8789864 sig out 1act.) RANK 22 NODE 14 --> 54.2722397 sigma in 30act. ( 46.5746536 sig out 1act.) RANK 23 NODE 31 --> 52.9261742 sigma in 30act. ( 59.1871071 sig out 1act.) RANK 24 NODE 1 --> 50.0555077 sigma in 30act. ( 48.1402969 sig out 1act.) RANK 25 NODE 25 --> 47.4247131 sigma in 30act. ( 49.3877068 sig out 1act.) RANK 26 NODE 33 --> 47.1942749 sigma in 30act. ( 43.7670021 sig out 1act.) RANK 27 NODE 32 --> 46.317997 sigma in 30act. ( 37.3798141 sig out 1act.) RANK 28 NODE 22 --> 45.9871941 sigma in 30act. ( 19.3074112 sig out 1act.) RANK 29 NODE 12 --> 44.6985397 sigma in 30act. ( 36.4019394 sig out 1act.) RANK 30 NODE 28 --> 42.7221031 sigma in 30act. ( 11.0835915 sig out 1act.) RANK 31 NODE 10 --> 42.5167732 sigma in 30act. ( 24.0754738 sig out 1act.) RANK 32 NODE 36 --> 42.0531082 sigma in 30act. ( 8.68383694 sig out 1act.) RANK 33 NODE 38 --> 41.4822769 sigma in 30act. ( 8.39323711 sig out 1act.) RANK 34 NODE 23 --> 40.5682716 sigma in 30act. ( 39.003418 sig out 1act.) RANK 35 NODE 37 --> 38.118969 sigma in 30act. ( 1.87927115 sig out 1act.) RANK 36 NODE 26 --> 36.6850433 sigma in 30act. ( 4.40616608 sig out 1act.) RANK 37 NODE 30 --> 35.2369957 sigma in 30act. ( 22.6974468 sig out 1act.) RANK 38 NODE 11 --> 34.3741379 sigma in 30act. ( 20.9402084 sig out 1act.) RANK 39 NODE 24 --> 32.4770164 sigma in 30act. ( 11.1779394 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 187.958435 sigma out 1act.( 196.80275 sig in 30act.) RANK 2 NODE 18 --> 150.716141 sigma out 1act.( 130.493195 sig in 30act.) RANK 3 NODE 34 --> 141.288345 sigma out 1act.( 138.942688 sig in 30act.) RANK 4 NODE 19 --> 136.822098 sigma out 1act.( 128.64595 sig in 30act.) RANK 5 NODE 9 --> 128.494888 sigma out 1act.( 118.907372 sig in 30act.) RANK 6 NODE 15 --> 128.416534 sigma out 1act.( 117.470367 sig in 30act.) RANK 7 NODE 17 --> 117.407776 sigma out 1act.( 111.004784 sig in 30act.) RANK 8 NODE 2 --> 110.029076 sigma out 1act.( 101.16481 sig in 30act.) RANK 9 NODE 13 --> 105.270569 sigma out 1act.( 100.962456 sig in 30act.) RANK 10 NODE 27 --> 104.396988 sigma out 1act.( 97.216713 sig in 30act.) RANK 11 NODE 20 --> 98.936142 sigma out 1act.( 94.034668 sig in 30act.) RANK 12 NODE 7 --> 93.9165039 sigma out 1act.( 91.824707 sig in 30act.) RANK 13 NODE 39 --> 91.8096085 sigma out 1act.( 84.953804 sig in 30act.) RANK 14 NODE 21 --> 89.803566 sigma out 1act.( 85.0040054 sig in 30act.) RANK 15 NODE 16 --> 76.8661728 sigma out 1act.( 75.7970886 sig in 30act.) RANK 16 NODE 3 --> 68.6096649 sigma out 1act.( 68.7503204 sig in 30act.) RANK 17 NODE 6 --> 68.2779999 sigma out 1act.( 68.2120209 sig in 30act.) RANK 18 NODE 35 --> 59.7633362 sigma out 1act.( 56.7276688 sig in 30act.) RANK 19 NODE 31 --> 59.1871071 sigma out 1act.( 52.9261742 sig in 30act.) RANK 20 NODE 4 --> 54.8126945 sigma out 1act.( 60.5024986 sig in 30act.) RANK 21 NODE 8 --> 51.3550224 sigma out 1act.( 56.1859436 sig in 30act.) RANK 22 NODE 25 --> 49.3877068 sigma out 1act.( 47.4247131 sig in 30act.) RANK 23 NODE 1 --> 48.1402969 sigma out 1act.( 50.0555077 sig in 30act.) RANK 24 NODE 14 --> 46.5746536 sigma out 1act.( 54.2722397 sig in 30act.) RANK 25 NODE 33 --> 43.7670021 sigma out 1act.( 47.1942749 sig in 30act.) RANK 26 NODE 5 --> 40.8789864 sigma out 1act.( 54.8268967 sig in 30act.) RANK 27 NODE 23 --> 39.003418 sigma out 1act.( 40.5682716 sig in 30act.) RANK 28 NODE 32 --> 37.3798141 sigma out 1act.( 46.317997 sig in 30act.) RANK 29 NODE 12 --> 36.4019394 sigma out 1act.( 44.6985397 sig in 30act.) RANK 30 NODE 10 --> 24.0754738 sigma out 1act.( 42.5167732 sig in 30act.) RANK 31 NODE 30 --> 22.6974468 sigma out 1act.( 35.2369957 sig in 30act.) RANK 32 NODE 11 --> 20.9402084 sigma out 1act.( 34.3741379 sig in 30act.) RANK 33 NODE 22 --> 19.3074112 sigma out 1act.( 45.9871941 sig in 30act.) RANK 34 NODE 24 --> 11.1779394 sigma out 1act.( 32.4770164 sig in 30act.) RANK 35 NODE 28 --> 11.0835915 sigma out 1act.( 42.7221031 sig in 30act.) RANK 36 NODE 36 --> 8.68383694 sigma out 1act.( 42.0531082 sig in 30act.) RANK 37 NODE 38 --> 8.39323711 sigma out 1act.( 41.4822769 sig in 30act.) RANK 38 NODE 26 --> 4.40616608 sigma out 1act.( 36.6850433 sig in 30act.) RANK 39 NODE 37 --> 1.87927115 sigma out 1act.( 38.118969 sig in 30act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 507.715454 sigma in 39 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 227.212631 sigma out 39 active outputs RANK 2 NODE 22 --> 170.009323 sigma out 39 active outputs RANK 3 NODE 30 --> 133.12442 sigma out 39 active outputs RANK 4 NODE 8 --> 107.642006 sigma out 39 active outputs RANK 5 NODE 10 --> 100.887131 sigma out 39 active outputs RANK 6 NODE 9 --> 95.0676804 sigma out 39 active outputs RANK 7 NODE 6 --> 90.1873474 sigma out 39 active outputs RANK 8 NODE 21 --> 89.7145309 sigma out 39 active outputs RANK 9 NODE 12 --> 88.5653763 sigma out 39 active outputs RANK 10 NODE 26 --> 88.4583359 sigma out 39 active outputs RANK 11 NODE 3 --> 85.9572601 sigma out 39 active outputs RANK 12 NODE 29 --> 85.2846146 sigma out 39 active outputs RANK 13 NODE 2 --> 81.6112061 sigma out 39 active outputs RANK 14 NODE 20 --> 81.4035339 sigma out 39 active outputs RANK 15 NODE 18 --> 77.7802048 sigma out 39 active outputs RANK 16 NODE 17 --> 76.2676849 sigma out 39 active outputs RANK 17 NODE 24 --> 74.3247757 sigma out 39 active outputs RANK 18 NODE 14 --> 73.8930893 sigma out 39 active outputs RANK 19 NODE 13 --> 72.8177414 sigma out 39 active outputs RANK 20 NODE 4 --> 70.3583984 sigma out 39 active outputs RANK 21 NODE 23 --> 68.2384872 sigma out 39 active outputs RANK 22 NODE 15 --> 67.3641586 sigma out 39 active outputs RANK 23 NODE 5 --> 64.6900482 sigma out 39 active outputs RANK 24 NODE 25 --> 64.030571 sigma out 39 active outputs RANK 25 NODE 11 --> 60.7910652 sigma out 39 active outputs RANK 26 NODE 7 --> 59.9557495 sigma out 39 active outputs RANK 27 NODE 28 --> 59.5755386 sigma out 39 active outputs RANK 28 NODE 19 --> 58.9799309 sigma out 39 active outputs RANK 29 NODE 16 --> 51.7147293 sigma out 39 active outputs RANK 30 NODE 27 --> 47.2833633 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 220.853973 sigma in 30act. ( 160.075119 sig out 1act.) RANK 2 NODE 34 --> 158.984726 sigma in 30act. ( 118.547287 sig out 1act.) RANK 3 NODE 18 --> 139.901611 sigma in 30act. ( 132.382446 sig out 1act.) RANK 4 NODE 19 --> 139.091019 sigma in 30act. ( 117.324287 sig out 1act.) RANK 5 NODE 15 --> 126.443497 sigma in 30act. ( 110.513855 sig out 1act.) RANK 6 NODE 9 --> 126.063011 sigma in 30act. ( 111.780716 sig out 1act.) RANK 7 NODE 17 --> 112.19857 sigma in 30act. ( 100.481995 sig out 1act.) RANK 8 NODE 2 --> 110.498695 sigma in 30act. ( 94.1091537 sig out 1act.) RANK 9 NODE 27 --> 106.757339 sigma in 30act. ( 88.9560623 sig out 1act.) RANK 10 NODE 13 --> 98.6120987 sigma in 30act. ( 91.9450378 sig out 1act.) RANK 11 NODE 20 --> 98.3022537 sigma in 30act. ( 83.9355621 sig out 1act.) RANK 12 NODE 39 --> 86.3258133 sigma in 30act. ( 79.2846832 sig out 1act.) RANK 13 NODE 7 --> 84.7948914 sigma in 30act. ( 81.5879364 sig out 1act.) RANK 14 NODE 21 --> 83.5636978 sigma in 30act. ( 77.4364471 sig out 1act.) RANK 15 NODE 16 --> 76.1730194 sigma in 30act. ( 64.6930084 sig out 1act.) RANK 16 NODE 3 --> 64.2388229 sigma in 30act. ( 59.483181 sig out 1act.) RANK 17 NODE 6 --> 61.2158966 sigma in 30act. ( 58.5310593 sig out 1act.) RANK 18 NODE 35 --> 51.0630226 sigma in 30act. ( 51.5820808 sig out 1act.) RANK 19 NODE 4 --> 49.7963142 sigma in 30act. ( 46.6834717 sig out 1act.) RANK 20 NODE 31 --> 47.6320114 sigma in 30act. ( 51.4766121 sig out 1act.) RANK 21 NODE 8 --> 46.7605743 sigma in 30act. ( 43.180191 sig out 1act.) RANK 22 NODE 14 --> 42.3188629 sigma in 30act. ( 39.449852 sig out 1act.) RANK 23 NODE 25 --> 42.022068 sigma in 30act. ( 41.8222313 sig out 1act.) RANK 24 NODE 1 --> 41.4604683 sigma in 30act. ( 42.0432434 sig out 1act.) RANK 25 NODE 33 --> 38.7412491 sigma in 30act. ( 37.2073898 sig out 1act.) RANK 26 NODE 5 --> 34.5258904 sigma in 30act. ( 35.6046486 sig out 1act.) RANK 27 NODE 23 --> 34.0398979 sigma in 30act. ( 32.2262459 sig out 1act.) RANK 28 NODE 12 --> 32.3929214 sigma in 30act. ( 31.1513672 sig out 1act.) RANK 29 NODE 32 --> 31.3691864 sigma in 30act. ( 32.1584892 sig out 1act.) RANK 30 NODE 10 --> 21.6389008 sigma in 30act. ( 20.7097874 sig out 1act.) RANK 31 NODE 30 --> 20.2607231 sigma in 30act. ( 19.1457272 sig out 1act.) RANK 32 NODE 11 --> 18.7013988 sigma in 30act. ( 17.5157108 sig out 1act.) RANK 33 NODE 22 --> 18.1535702 sigma in 30act. ( 16.7488194 sig out 1act.) RANK 34 NODE 28 --> 13.2265835 sigma in 30act. ( 9.49888325 sig out 1act.) RANK 35 NODE 36 --> 11.0091972 sigma in 30act. ( 7.48335457 sig out 1act.) RANK 36 NODE 24 --> 10.9712029 sigma in 30act. ( 9.32288647 sig out 1act.) RANK 37 NODE 38 --> 10.5337954 sigma in 30act. ( 7.22038221 sig out 1act.) RANK 38 NODE 26 --> 8.89813709 sigma in 30act. ( 3.77607441 sig out 1act.) RANK 39 NODE 37 --> 7.81364536 sigma in 30act. ( 1.65893245 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 160.075119 sigma out 1act.( 220.853973 sig in 30act.) RANK 2 NODE 18 --> 132.382446 sigma out 1act.( 139.901611 sig in 30act.) RANK 3 NODE 34 --> 118.547287 sigma out 1act.( 158.984726 sig in 30act.) RANK 4 NODE 19 --> 117.324287 sigma out 1act.( 139.091019 sig in 30act.) RANK 5 NODE 9 --> 111.780716 sigma out 1act.( 126.063011 sig in 30act.) RANK 6 NODE 15 --> 110.513855 sigma out 1act.( 126.443497 sig in 30act.) RANK 7 NODE 17 --> 100.481995 sigma out 1act.( 112.19857 sig in 30act.) RANK 8 NODE 2 --> 94.1091537 sigma out 1act.( 110.498695 sig in 30act.) RANK 9 NODE 13 --> 91.9450378 sigma out 1act.( 98.6120987 sig in 30act.) RANK 10 NODE 27 --> 88.9560623 sigma out 1act.( 106.757339 sig in 30act.) RANK 11 NODE 20 --> 83.9355621 sigma out 1act.( 98.3022537 sig in 30act.) RANK 12 NODE 7 --> 81.5879364 sigma out 1act.( 84.7948914 sig in 30act.) RANK 13 NODE 39 --> 79.2846832 sigma out 1act.( 86.3258133 sig in 30act.) RANK 14 NODE 21 --> 77.4364471 sigma out 1act.( 83.5636978 sig in 30act.) RANK 15 NODE 16 --> 64.6930084 sigma out 1act.( 76.1730194 sig in 30act.) RANK 16 NODE 3 --> 59.483181 sigma out 1act.( 64.2388229 sig in 30act.) RANK 17 NODE 6 --> 58.5310593 sigma out 1act.( 61.2158966 sig in 30act.) RANK 18 NODE 35 --> 51.5820808 sigma out 1act.( 51.0630226 sig in 30act.) RANK 19 NODE 31 --> 51.4766121 sigma out 1act.( 47.6320114 sig in 30act.) RANK 20 NODE 4 --> 46.6834717 sigma out 1act.( 49.7963142 sig in 30act.) RANK 21 NODE 8 --> 43.180191 sigma out 1act.( 46.7605743 sig in 30act.) RANK 22 NODE 1 --> 42.0432434 sigma out 1act.( 41.4604683 sig in 30act.) RANK 23 NODE 25 --> 41.8222313 sigma out 1act.( 42.022068 sig in 30act.) RANK 24 NODE 14 --> 39.449852 sigma out 1act.( 42.3188629 sig in 30act.) RANK 25 NODE 33 --> 37.2073898 sigma out 1act.( 38.7412491 sig in 30act.) RANK 26 NODE 5 --> 35.6046486 sigma out 1act.( 34.5258904 sig in 30act.) RANK 27 NODE 23 --> 32.2262459 sigma out 1act.( 34.0398979 sig in 30act.) RANK 28 NODE 32 --> 32.1584892 sigma out 1act.( 31.3691864 sig in 30act.) RANK 29 NODE 12 --> 31.1513672 sigma out 1act.( 32.3929214 sig in 30act.) RANK 30 NODE 10 --> 20.7097874 sigma out 1act.( 21.6389008 sig in 30act.) RANK 31 NODE 30 --> 19.1457272 sigma out 1act.( 20.2607231 sig in 30act.) RANK 32 NODE 11 --> 17.5157108 sigma out 1act.( 18.7013988 sig in 30act.) RANK 33 NODE 22 --> 16.7488194 sigma out 1act.( 18.1535702 sig in 30act.) RANK 34 NODE 28 --> 9.49888325 sigma out 1act.( 13.2265835 sig in 30act.) RANK 35 NODE 24 --> 9.32288647 sigma out 1act.( 10.9712029 sig in 30act.) RANK 36 NODE 36 --> 7.48335457 sigma out 1act.( 11.0091972 sig in 30act.) RANK 37 NODE 38 --> 7.22038221 sigma out 1act.( 10.5337954 sig in 30act.) RANK 38 NODE 26 --> 3.77607441 sigma out 1act.( 8.89813709 sig in 30act.) RANK 39 NODE 37 --> 1.65893245 sigma out 1act.( 7.81364536 sig in 30act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 435.818024 sigma in 39 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.416583061 *** contribution from regularisation: 0.00132209982 *** contribution from error: -0.417905152 *** contribution from DIAG: 5.59552645E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.440706223 *** contribution from regularisation: 0.00211899076 *** contribution from error: -0.442825228 *** contribution from DIAG: 9.63694256E-05 *********************************************** ENTER BFGS code START -440709.863 -0.404950798 0. EXIT FROM BFGS code FG_START 0. -0.404950798 0. --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.441088051 *** contribution from regularisation: 0.00195648777 *** contribution from error: -0.443044543 *** contribution from DIAG: 0.000137698938 *********************************************** ENTER BFGS code FG_START -440950.359 -0.404950798 -224.073624 EXIT FROM BFGS code FG_LNSRCH 0. -0.42532596 0. --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.425608546 *** contribution from regularisation: 0.00204172521 *** contribution from error: -0.427650273 *** contribution from DIAG: 0.00106891361 *********************************************** ENTER BFGS code FG_LNSRCH -424539.646 -0.42532596 1819.47095 EXIT FROM BFGS code FG_LNSRCH 0. -0.410800904 0. --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.440826386 *** contribution from regularisation: 0.00201160787 *** contribution from error: -0.442837983 *** contribution from DIAG: 0.000157349263 *********************************************** ENTER BFGS code FG_LNSRCH -440669.028 -0.410800904 1181.77576 EXIT FROM BFGS code FG_LNSRCH 0. -0.407685369 0. --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.441384107 *** contribution from regularisation: 0.00202324288 *** contribution from error: -0.443407357 *** contribution from DIAG: 0.000139532189 *********************************************** ENTER BFGS code FG_LNSRCH -441244.587 -0.407685369 565.357483 EXIT FROM BFGS code NEW_X -441244.587 -0.407685369 565.357483 ENTER BFGS code NEW_X -441244.587 -0.407685369 565.357483 EXIT FROM BFGS code FG_LNSRCH 0. -0.405599415 0. --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.441593885 *** contribution from regularisation: 0.002031832 *** contribution from error: -0.443625718 *** contribution from DIAG: 0.000187180471 *********************************************** ENTER BFGS code FG_LNSRCH -441406.707 -0.405599415 412.282532 EXIT FROM BFGS code NEW_X -441406.707 -0.405599415 412.282532 ENTER BFGS code NEW_X -441406.707 -0.405599415 412.282532 EXIT FROM BFGS code FG_LNSRCH 0. -0.401439816 0. --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.44188115 *** contribution from regularisation: 0.00204675808 *** contribution from error: -0.443927914 *** contribution from DIAG: 0.000215690801 *********************************************** ENTER BFGS code FG_LNSRCH -441665.468 -0.401439816 887.732117 EXIT FROM BFGS code NEW_X -441665.468 -0.401439816 887.732117 ENTER BFGS code NEW_X -441665.468 -0.401439816 887.732117 EXIT FROM BFGS code FG_LNSRCH 0. -0.371901989 0. --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.443081945 *** contribution from regularisation: 0.00205231016 *** contribution from error: -0.445134252 *** contribution from DIAG: 0.000226948265 *********************************************** ENTER BFGS code FG_LNSRCH -442854.999 -0.371901989 163.28389 EXIT FROM BFGS code NEW_X -442854.999 -0.371901989 163.28389 ENTER BFGS code NEW_X -442854.999 -0.371901989 163.28389 EXIT FROM BFGS code FG_LNSRCH 0. -0.316907197 0. --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 246.441299 sigma out 39 active outputs RANK 2 NODE 22 --> 190.515106 sigma out 39 active outputs RANK 3 NODE 30 --> 137.760605 sigma out 39 active outputs RANK 4 NODE 8 --> 136.587692 sigma out 39 active outputs RANK 5 NODE 10 --> 116.40274 sigma out 39 active outputs RANK 6 NODE 26 --> 108.695778 sigma out 39 active outputs RANK 7 NODE 18 --> 105.629669 sigma out 39 active outputs RANK 8 NODE 12 --> 105.196724 sigma out 39 active outputs RANK 9 NODE 29 --> 103.618767 sigma out 39 active outputs RANK 10 NODE 9 --> 95.2882767 sigma out 39 active outputs RANK 11 NODE 21 --> 93.5447388 sigma out 39 active outputs RANK 12 NODE 20 --> 92.8469696 sigma out 39 active outputs RANK 13 NODE 3 --> 84.9569702 sigma out 39 active outputs RANK 14 NODE 15 --> 82.1787949 sigma out 39 active outputs RANK 15 NODE 24 --> 81.9648972 sigma out 39 active outputs RANK 16 NODE 4 --> 80.4043121 sigma out 39 active outputs RANK 17 NODE 2 --> 79.3512726 sigma out 39 active outputs RANK 18 NODE 7 --> 78.0966263 sigma out 39 active outputs RANK 19 NODE 13 --> 77.9661713 sigma out 39 active outputs RANK 20 NODE 14 --> 77.7596436 sigma out 39 active outputs RANK 21 NODE 5 --> 74.232048 sigma out 39 active outputs RANK 22 NODE 6 --> 72.2369156 sigma out 39 active outputs RANK 23 NODE 17 --> 71.2809219 sigma out 39 active outputs RANK 24 NODE 25 --> 67.1122742 sigma out 39 active outputs RANK 25 NODE 23 --> 65.775322 sigma out 39 active outputs RANK 26 NODE 11 --> 63.4255524 sigma out 39 active outputs RANK 27 NODE 19 --> 59.7421188 sigma out 39 active outputs RANK 28 NODE 16 --> 44.7772331 sigma out 39 active outputs RANK 29 NODE 28 --> 44.4106178 sigma out 39 active outputs RANK 30 NODE 27 --> 40.9422379 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 238.798798 sigma in 30act. ( 190.693726 sig out 1act.) RANK 2 NODE 9 --> 166.674545 sigma in 30act. ( 186.336746 sig out 1act.) RANK 3 NODE 34 --> 155.303314 sigma in 30act. ( 115.017891 sig out 1act.) RANK 4 NODE 18 --> 154.391754 sigma in 30act. ( 149.509338 sig out 1act.) RANK 5 NODE 17 --> 145.305878 sigma in 30act. ( 126.056313 sig out 1act.) RANK 6 NODE 19 --> 143.825287 sigma in 30act. ( 132.959122 sig out 1act.) RANK 7 NODE 15 --> 135.784698 sigma in 30act. ( 124.9916 sig out 1act.) RANK 8 NODE 20 --> 120.513153 sigma in 30act. ( 105.27005 sig out 1act.) RANK 9 NODE 27 --> 118.34906 sigma in 30act. ( 100.758652 sig out 1act.) RANK 10 NODE 13 --> 101.665993 sigma in 30act. ( 90.153038 sig out 1act.) RANK 11 NODE 39 --> 101.286674 sigma in 30act. ( 97.0981216 sig out 1act.) RANK 12 NODE 2 --> 100.413185 sigma in 30act. ( 86.7775879 sig out 1act.) RANK 13 NODE 21 --> 89.087944 sigma in 30act. ( 83.1524582 sig out 1act.) RANK 14 NODE 7 --> 85.5402832 sigma in 30act. ( 84.6200485 sig out 1act.) RANK 15 NODE 16 --> 68.2761307 sigma in 30act. ( 57.5217781 sig out 1act.) RANK 16 NODE 3 --> 65.704628 sigma in 30act. ( 64.3969803 sig out 1act.) RANK 17 NODE 1 --> 63.6824799 sigma in 30act. ( 65.1829758 sig out 1act.) RANK 18 NODE 35 --> 61.4440765 sigma in 30act. ( 65.4889832 sig out 1act.) RANK 19 NODE 31 --> 59.983799 sigma in 30act. ( 64.0820999 sig out 1act.) RANK 20 NODE 4 --> 51.4082794 sigma in 30act. ( 46.7799644 sig out 1act.) RANK 21 NODE 6 --> 50.2324638 sigma in 30act. ( 49.863739 sig out 1act.) RANK 22 NODE 12 --> 48.779995 sigma in 30act. ( 47.6583519 sig out 1act.) RANK 23 NODE 25 --> 46.2720375 sigma in 30act. ( 45.5256233 sig out 1act.) RANK 24 NODE 5 --> 40.8680916 sigma in 30act. ( 40.8919601 sig out 1act.) RANK 25 NODE 33 --> 40.5497704 sigma in 30act. ( 39.024044 sig out 1act.) RANK 26 NODE 8 --> 37.1963692 sigma in 30act. ( 33.3710785 sig out 1act.) RANK 27 NODE 23 --> 33.8909683 sigma in 30act. ( 31.932682 sig out 1act.) RANK 28 NODE 28 --> 30.119957 sigma in 30act. ( 26.1815681 sig out 1act.) RANK 29 NODE 38 --> 26.7699432 sigma in 30act. ( 25.574976 sig out 1act.) RANK 30 NODE 30 --> 26.4463367 sigma in 30act. ( 25.0223122 sig out 1act.) RANK 31 NODE 14 --> 25.339138 sigma in 30act. ( 21.2467823 sig out 1act.) RANK 32 NODE 32 --> 25.2705002 sigma in 30act. ( 24.6909084 sig out 1act.) RANK 33 NODE 10 --> 24.7752724 sigma in 30act. ( 23.6161442 sig out 1act.) RANK 34 NODE 26 --> 21.5859852 sigma in 30act. ( 19.4965534 sig out 1act.) RANK 35 NODE 11 --> 21.4821224 sigma in 30act. ( 20.1387653 sig out 1act.) RANK 36 NODE 37 --> 12.7403908 sigma in 30act. ( 9.4845953 sig out 1act.) RANK 37 NODE 36 --> 10.2729235 sigma in 30act. ( 1.84228301 sig out 1act.) RANK 38 NODE 22 --> 9.89047337 sigma in 30act. ( 2.19770885 sig out 1act.) RANK 39 NODE 24 --> 9.42483234 sigma in 30act. ( 5.08986473 sig out 1act.) sorted by output significance RANK 1 NODE 29 --> 190.693726 sigma out 1act.( 238.798798 sig in 30act.) RANK 2 NODE 9 --> 186.336746 sigma out 1act.( 166.674545 sig in 30act.) RANK 3 NODE 18 --> 149.509338 sigma out 1act.( 154.391754 sig in 30act.) RANK 4 NODE 19 --> 132.959122 sigma out 1act.( 143.825287 sig in 30act.) RANK 5 NODE 17 --> 126.056313 sigma out 1act.( 145.305878 sig in 30act.) RANK 6 NODE 15 --> 124.9916 sigma out 1act.( 135.784698 sig in 30act.) RANK 7 NODE 34 --> 115.017891 sigma out 1act.( 155.303314 sig in 30act.) RANK 8 NODE 20 --> 105.27005 sigma out 1act.( 120.513153 sig in 30act.) RANK 9 NODE 27 --> 100.758652 sigma out 1act.( 118.34906 sig in 30act.) RANK 10 NODE 39 --> 97.0981216 sigma out 1act.( 101.286674 sig in 30act.) RANK 11 NODE 13 --> 90.153038 sigma out 1act.( 101.665993 sig in 30act.) RANK 12 NODE 2 --> 86.7775879 sigma out 1act.( 100.413185 sig in 30act.) RANK 13 NODE 7 --> 84.6200485 sigma out 1act.( 85.5402832 sig in 30act.) RANK 14 NODE 21 --> 83.1524582 sigma out 1act.( 89.087944 sig in 30act.) RANK 15 NODE 35 --> 65.4889832 sigma out 1act.( 61.4440765 sig in 30act.) RANK 16 NODE 1 --> 65.1829758 sigma out 1act.( 63.6824799 sig in 30act.) RANK 17 NODE 3 --> 64.3969803 sigma out 1act.( 65.704628 sig in 30act.) RANK 18 NODE 31 --> 64.0820999 sigma out 1act.( 59.983799 sig in 30act.) RANK 19 NODE 16 --> 57.5217781 sigma out 1act.( 68.2761307 sig in 30act.) RANK 20 NODE 6 --> 49.863739 sigma out 1act.( 50.2324638 sig in 30act.) RANK 21 NODE 12 --> 47.6583519 sigma out 1act.( 48.779995 sig in 30act.) RANK 22 NODE 4 --> 46.7799644 sigma out 1act.( 51.4082794 sig in 30act.) RANK 23 NODE 25 --> 45.5256233 sigma out 1act.( 46.2720375 sig in 30act.) RANK 24 NODE 5 --> 40.8919601 sigma out 1act.( 40.8680916 sig in 30act.) RANK 25 NODE 33 --> 39.024044 sigma out 1act.( 40.5497704 sig in 30act.) RANK 26 NODE 8 --> 33.3710785 sigma out 1act.( 37.1963692 sig in 30act.) RANK 27 NODE 23 --> 31.932682 sigma out 1act.( 33.8909683 sig in 30act.) RANK 28 NODE 28 --> 26.1815681 sigma out 1act.( 30.119957 sig in 30act.) RANK 29 NODE 38 --> 25.574976 sigma out 1act.( 26.7699432 sig in 30act.) RANK 30 NODE 30 --> 25.0223122 sigma out 1act.( 26.4463367 sig in 30act.) RANK 31 NODE 32 --> 24.6909084 sigma out 1act.( 25.2705002 sig in 30act.) RANK 32 NODE 10 --> 23.6161442 sigma out 1act.( 24.7752724 sig in 30act.) RANK 33 NODE 14 --> 21.2467823 sigma out 1act.( 25.339138 sig in 30act.) RANK 34 NODE 11 --> 20.1387653 sigma out 1act.( 21.4821224 sig in 30act.) RANK 35 NODE 26 --> 19.4965534 sigma out 1act.( 21.5859852 sig in 30act.) RANK 36 NODE 37 --> 9.4845953 sigma out 1act.( 12.7403908 sig in 30act.) RANK 37 NODE 24 --> 5.08986473 sigma out 1act.( 9.42483234 sig in 30act.) RANK 38 NODE 22 --> 2.19770885 sigma out 1act.( 9.89047337 sig in 30act.) RANK 39 NODE 36 --> 1.84228301 sigma out 1act.( 10.2729235 sig in 30act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 505.168152 sigma in 39 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.444378346 *** contribution from regularisation: 0.00217050617 *** contribution from error: -0.446548849 *** contribution from DIAG: 0.00023964369 *********************************************** ENTER BFGS code FG_LNSRCH -444138.701 -0.316907197 3803.97363 EXIT FROM BFGS code NEW_X -444138.701 -0.316907197 3803.97363 ENTER BFGS code NEW_X -444138.701 -0.316907197 3803.97363 EXIT FROM BFGS code FG_LNSRCH 0. -0.283469141 0. --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.446264833 *** contribution from regularisation: 0.00218486693 *** contribution from error: -0.448449701 *** contribution from DIAG: 0.000315051671 *********************************************** ENTER BFGS code FG_LNSRCH -445949.767 -0.283469141 -1001.41437 EXIT FROM BFGS code NEW_X -445949.767 -0.283469141 -1001.41437 ENTER BFGS code NEW_X -445949.767 -0.283469141 -1001.41437 EXIT FROM BFGS code FG_LNSRCH 0. -0.250749439 0. --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.448361099 *** contribution from regularisation: 0.00224105665 *** contribution from error: -0.450602144 *** contribution from DIAG: 0.000251666264 *********************************************** ENTER BFGS code FG_LNSRCH -448109.434 -0.250749439 -1502.1073 EXIT FROM BFGS code NEW_X -448109.434 -0.250749439 -1502.1073 ENTER BFGS code NEW_X -448109.434 -0.250749439 -1502.1073 EXIT FROM BFGS code FG_LNSRCH 0. -0.226248801 0. --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.449084044 *** contribution from regularisation: 0.00226252037 *** contribution from error: -0.451346576 *** contribution from DIAG: 0.000247156946 *********************************************** ENTER BFGS code FG_LNSRCH -448836.892 -0.226248801 -1523.4314 EXIT FROM BFGS code NEW_X -448836.892 -0.226248801 -1523.4314 ENTER BFGS code NEW_X -448836.892 -0.226248801 -1523.4314 EXIT FROM BFGS code FG_LNSRCH 0. -0.223094165 0. --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.449651748 *** contribution from regularisation: 0.00220676628 *** contribution from error: -0.451858521 *** contribution from DIAG: 0.00031795277 *********************************************** ENTER BFGS code FG_LNSRCH -449333.784 -0.223094165 -191.822403 EXIT FROM BFGS code NEW_X -449333.784 -0.223094165 -191.822403 ENTER BFGS code NEW_X -449333.784 -0.223094165 -191.822403 EXIT FROM BFGS code FG_LNSRCH 0. -0.212343842 0. --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.450521082 *** contribution from regularisation: 0.00231227325 *** contribution from error: -0.452833354 *** contribution from DIAG: 0.000271848636 *********************************************** ENTER BFGS code FG_LNSRCH -450249.237 -0.212343842 -1038.28259 EXIT FROM BFGS code NEW_X -450249.237 -0.212343842 -1038.28259 ENTER BFGS code NEW_X -450249.237 -0.212343842 -1038.28259 EXIT FROM BFGS code FG_LNSRCH 0. -0.210629359 0. --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.451753765 *** contribution from regularisation: 0.00237340317 *** contribution from error: -0.454127163 *** contribution from DIAG: 0.00021512009 *********************************************** ENTER BFGS code FG_LNSRCH -451538.648 -0.210629359 4198.70312 EXIT FROM BFGS code NEW_X -451538.648 -0.210629359 4198.70312 ENTER BFGS code NEW_X -451538.648 -0.210629359 4198.70312 EXIT FROM BFGS code FG_LNSRCH 0. -0.204816431 0. --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.453168869 *** contribution from regularisation: 0.00232183118 *** contribution from error: -0.455490708 *** contribution from DIAG: 0.000216456567 *********************************************** ENTER BFGS code FG_LNSRCH -452952.427 -0.204816431 3344.12939 EXIT FROM BFGS code NEW_X -452952.427 -0.204816431 3344.12939 ENTER BFGS code NEW_X -452952.427 -0.204816431 3344.12939 EXIT FROM BFGS code FG_LNSRCH 0. -0.187336966 0. --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.4554196 *** contribution from regularisation: 0.00257035205 *** contribution from error: -0.457989961 *** contribution from DIAG: 0.000236981417 *********************************************** ENTER BFGS code FG_LNSRCH -455182.623 -0.187336966 440.944 EXIT FROM BFGS code NEW_X -455182.623 -0.187336966 440.944 ENTER BFGS code NEW_X -455182.623 -0.187336966 440.944 EXIT FROM BFGS code FG_LNSRCH 0. -0.180797473 0. --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.456888497 *** contribution from regularisation: 0.00220821192 *** contribution from error: -0.4590967 *** contribution from DIAG: 0.000262124755 *********************************************** ENTER BFGS code FG_LNSRCH -456626.379 -0.180797473 -582.744202 EXIT FROM BFGS code NEW_X -456626.379 -0.180797473 -582.744202 ENTER BFGS code NEW_X -456626.379 -0.180797473 -582.744202 EXIT FROM BFGS code FG_LNSRCH 0. -0.172753066 0. --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 330.529022 sigma out 39 active outputs RANK 2 NODE 22 --> 302.518402 sigma out 39 active outputs RANK 3 NODE 10 --> 284.110046 sigma out 39 active outputs RANK 4 NODE 8 --> 246.6129 sigma out 39 active outputs RANK 5 NODE 30 --> 198.625015 sigma out 39 active outputs RANK 6 NODE 9 --> 188.052719 sigma out 39 active outputs RANK 7 NODE 24 --> 176.97438 sigma out 39 active outputs RANK 8 NODE 12 --> 175.576141 sigma out 39 active outputs RANK 9 NODE 26 --> 173.476349 sigma out 39 active outputs RANK 10 NODE 23 --> 167.424286 sigma out 39 active outputs RANK 11 NODE 2 --> 166.597839 sigma out 39 active outputs RANK 12 NODE 18 --> 162.91304 sigma out 39 active outputs RANK 13 NODE 21 --> 144.232742 sigma out 39 active outputs RANK 14 NODE 11 --> 143.563004 sigma out 39 active outputs RANK 15 NODE 29 --> 139.274765 sigma out 39 active outputs RANK 16 NODE 17 --> 134.382538 sigma out 39 active outputs RANK 17 NODE 6 --> 123.942039 sigma out 39 active outputs RANK 18 NODE 14 --> 123.721924 sigma out 39 active outputs RANK 19 NODE 7 --> 122.236038 sigma out 39 active outputs RANK 20 NODE 20 --> 121.660271 sigma out 39 active outputs RANK 21 NODE 15 --> 114.873711 sigma out 39 active outputs RANK 22 NODE 4 --> 113.279724 sigma out 39 active outputs RANK 23 NODE 3 --> 111.017181 sigma out 39 active outputs RANK 24 NODE 13 --> 103.338516 sigma out 39 active outputs RANK 25 NODE 25 --> 99.3739166 sigma out 39 active outputs RANK 26 NODE 5 --> 91.1052856 sigma out 39 active outputs RANK 27 NODE 19 --> 69.5128174 sigma out 39 active outputs RANK 28 NODE 28 --> 69.0319824 sigma out 39 active outputs RANK 29 NODE 27 --> 39.980217 sigma out 39 active outputs RANK 30 NODE 16 --> 38.7585983 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 9 --> 448.02121 sigma in 30act. ( 444.570343 sig out 1act.) RANK 2 NODE 29 --> 314.721436 sigma in 30act. ( 259.480316 sig out 1act.) RANK 3 NODE 17 --> 291.241516 sigma in 30act. ( 240.107773 sig out 1act.) RANK 4 NODE 13 --> 238.044235 sigma in 30act. ( 203.403366 sig out 1act.) RANK 5 NODE 18 --> 191.555145 sigma in 30act. ( 191.929932 sig out 1act.) RANK 6 NODE 19 --> 189.309158 sigma in 30act. ( 211.596588 sig out 1act.) RANK 7 NODE 15 --> 183.958694 sigma in 30act. ( 197.467514 sig out 1act.) RANK 8 NODE 34 --> 180.001389 sigma in 30act. ( 138.562866 sig out 1act.) RANK 9 NODE 21 --> 171.032089 sigma in 30act. ( 153.88414 sig out 1act.) RANK 10 NODE 20 --> 159.661835 sigma in 30act. ( 130.494156 sig out 1act.) RANK 11 NODE 27 --> 145.218369 sigma in 30act. ( 142.259552 sig out 1act.) RANK 12 NODE 39 --> 145.165756 sigma in 30act. ( 147.520279 sig out 1act.) RANK 13 NODE 35 --> 142.983719 sigma in 30act. ( 172.22908 sig out 1act.) RANK 14 NODE 1 --> 128.006516 sigma in 30act. ( 148.236099 sig out 1act.) RANK 15 NODE 7 --> 120.537575 sigma in 30act. ( 125.928116 sig out 1act.) RANK 16 NODE 4 --> 116.963654 sigma in 30act. ( 103.594452 sig out 1act.) RANK 17 NODE 3 --> 103.755257 sigma in 30act. ( 110.04969 sig out 1act.) RANK 18 NODE 2 --> 94.7331009 sigma in 30act. ( 94.7834167 sig out 1act.) RANK 19 NODE 31 --> 92.4682617 sigma in 30act. ( 101.877617 sig out 1act.) RANK 20 NODE 12 --> 86.8575058 sigma in 30act. ( 99.1230774 sig out 1act.) RANK 21 NODE 5 --> 71.3404236 sigma in 30act. ( 71.196167 sig out 1act.) RANK 22 NODE 38 --> 64.784462 sigma in 30act. ( 64.072731 sig out 1act.) RANK 23 NODE 28 --> 62.9823494 sigma in 30act. ( 58.3199158 sig out 1act.) RANK 24 NODE 33 --> 61.496479 sigma in 30act. ( 65.1131821 sig out 1act.) RANK 25 NODE 25 --> 57.0394669 sigma in 30act. ( 59.8113708 sig out 1act.) RANK 26 NODE 6 --> 54.2474861 sigma in 30act. ( 58.4322701 sig out 1act.) RANK 27 NODE 16 --> 47.0127335 sigma in 30act. ( 44.413166 sig out 1act.) RANK 28 NODE 26 --> 44.890564 sigma in 30act. ( 45.9730263 sig out 1act.) RANK 29 NODE 23 --> 40.1097565 sigma in 30act. ( 41.3327103 sig out 1act.) RANK 30 NODE 37 --> 29.3612251 sigma in 30act. ( 31.5159702 sig out 1act.) RANK 31 NODE 11 --> 28.6367722 sigma in 30act. ( 29.39361 sig out 1act.) RANK 32 NODE 30 --> 22.9522839 sigma in 30act. ( 21.664547 sig out 1act.) RANK 33 NODE 22 --> 22.912653 sigma in 30act. ( 23.5577049 sig out 1act.) RANK 34 NODE 10 --> 21.7070732 sigma in 30act. ( 21.2391319 sig out 1act.) RANK 35 NODE 32 --> 18.8921356 sigma in 30act. ( 17.9017696 sig out 1act.) RANK 36 NODE 36 --> 14.7952814 sigma in 30act. ( 13.1307325 sig out 1act.) RANK 37 NODE 8 --> 9.8650589 sigma in 30act. ( 4.43217182 sig out 1act.) RANK 38 NODE 14 --> 8.09863377 sigma in 30act. ( 2.07239437 sig out 1act.) RANK 39 NODE 24 --> 7.23360157 sigma in 30act. ( 2.17942142 sig out 1act.) sorted by output significance RANK 1 NODE 9 --> 444.570343 sigma out 1act.( 448.02121 sig in 30act.) RANK 2 NODE 29 --> 259.480316 sigma out 1act.( 314.721436 sig in 30act.) RANK 3 NODE 17 --> 240.107773 sigma out 1act.( 291.241516 sig in 30act.) RANK 4 NODE 19 --> 211.596588 sigma out 1act.( 189.309158 sig in 30act.) RANK 5 NODE 13 --> 203.403366 sigma out 1act.( 238.044235 sig in 30act.) RANK 6 NODE 15 --> 197.467514 sigma out 1act.( 183.958694 sig in 30act.) RANK 7 NODE 18 --> 191.929932 sigma out 1act.( 191.555145 sig in 30act.) RANK 8 NODE 35 --> 172.22908 sigma out 1act.( 142.983719 sig in 30act.) RANK 9 NODE 21 --> 153.88414 sigma out 1act.( 171.032089 sig in 30act.) RANK 10 NODE 1 --> 148.236099 sigma out 1act.( 128.006516 sig in 30act.) RANK 11 NODE 39 --> 147.520279 sigma out 1act.( 145.165756 sig in 30act.) RANK 12 NODE 27 --> 142.259552 sigma out 1act.( 145.218369 sig in 30act.) RANK 13 NODE 34 --> 138.562866 sigma out 1act.( 180.001389 sig in 30act.) RANK 14 NODE 20 --> 130.494156 sigma out 1act.( 159.661835 sig in 30act.) RANK 15 NODE 7 --> 125.928116 sigma out 1act.( 120.537575 sig in 30act.) RANK 16 NODE 3 --> 110.04969 sigma out 1act.( 103.755257 sig in 30act.) RANK 17 NODE 4 --> 103.594452 sigma out 1act.( 116.963654 sig in 30act.) RANK 18 NODE 31 --> 101.877617 sigma out 1act.( 92.4682617 sig in 30act.) RANK 19 NODE 12 --> 99.1230774 sigma out 1act.( 86.8575058 sig in 30act.) RANK 20 NODE 2 --> 94.7834167 sigma out 1act.( 94.7331009 sig in 30act.) RANK 21 NODE 5 --> 71.196167 sigma out 1act.( 71.3404236 sig in 30act.) RANK 22 NODE 33 --> 65.1131821 sigma out 1act.( 61.496479 sig in 30act.) RANK 23 NODE 38 --> 64.072731 sigma out 1act.( 64.784462 sig in 30act.) RANK 24 NODE 25 --> 59.8113708 sigma out 1act.( 57.0394669 sig in 30act.) RANK 25 NODE 6 --> 58.4322701 sigma out 1act.( 54.2474861 sig in 30act.) RANK 26 NODE 28 --> 58.3199158 sigma out 1act.( 62.9823494 sig in 30act.) RANK 27 NODE 26 --> 45.9730263 sigma out 1act.( 44.890564 sig in 30act.) RANK 28 NODE 16 --> 44.413166 sigma out 1act.( 47.0127335 sig in 30act.) RANK 29 NODE 23 --> 41.3327103 sigma out 1act.( 40.1097565 sig in 30act.) RANK 30 NODE 37 --> 31.5159702 sigma out 1act.( 29.3612251 sig in 30act.) RANK 31 NODE 11 --> 29.39361 sigma out 1act.( 28.6367722 sig in 30act.) RANK 32 NODE 22 --> 23.5577049 sigma out 1act.( 22.912653 sig in 30act.) RANK 33 NODE 30 --> 21.664547 sigma out 1act.( 22.9522839 sig in 30act.) RANK 34 NODE 10 --> 21.2391319 sigma out 1act.( 21.7070732 sig in 30act.) RANK 35 NODE 32 --> 17.9017696 sigma out 1act.( 18.8921356 sig in 30act.) RANK 36 NODE 36 --> 13.1307325 sigma out 1act.( 14.7952814 sig in 30act.) RANK 37 NODE 8 --> 4.43217182 sigma out 1act.( 9.8650589 sig in 30act.) RANK 38 NODE 24 --> 2.17942142 sigma out 1act.( 7.23360157 sig in 30act.) RANK 39 NODE 14 --> 2.07239437 sigma out 1act.( 8.09863377 sig in 30act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 859.936768 sigma in 39 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.4581092 *** contribution from regularisation: 0.00221914076 *** contribution from error: -0.460328341 *** contribution from DIAG: 0.000223946612 *********************************************** ENTER BFGS code FG_LNSRCH -457885.259 -0.172753066 -1473.73694 EXIT FROM BFGS code NEW_X -457885.259 -0.172753066 -1473.73694 ENTER BFGS code NEW_X -457885.259 -0.172753066 -1473.73694 EXIT FROM BFGS code FG_LNSRCH 0. -0.173138767 0. --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.459163785 *** contribution from regularisation: 0.00222146511 *** contribution from error: -0.46138525 *** contribution from DIAG: 0.000217235021 *********************************************** ENTER BFGS code FG_LNSRCH -458946.54 -0.173138767 -179.750076 EXIT FROM BFGS code NEW_X -458946.54 -0.173138767 -179.750076 ENTER BFGS code NEW_X -458946.54 -0.173138767 -179.750076 EXIT FROM BFGS code FG_LNSRCH 0. -0.173008502 0. --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.460730493 *** contribution from regularisation: 0.00226647244 *** contribution from error: -0.46299696 *** contribution from DIAG: 0.000205393328 *********************************************** ENTER BFGS code FG_LNSRCH -460525.094 -0.173008502 -2480.61719 EXIT FROM BFGS code NEW_X -460525.094 -0.173008502 -2480.61719 ENTER BFGS code NEW_X -460525.094 -0.173008502 -2480.61719 EXIT FROM BFGS code FG_LNSRCH 0. -0.190170482 0. --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.462512106 *** contribution from regularisation: 0.00230193115 *** contribution from error: -0.464814037 *** contribution from DIAG: 0.000250568934 *********************************************** ENTER BFGS code FG_LNSRCH -462261.539 -0.190170482 2723.19214 EXIT FROM BFGS code NEW_X -462261.539 -0.190170482 2723.19214 ENTER BFGS code NEW_X -462261.539 -0.190170482 2723.19214 EXIT FROM BFGS code FG_LNSRCH 0. -0.195406809 0. --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.46411407 *** contribution from regularisation: 0.00221288949 *** contribution from error: -0.466326952 *** contribution from DIAG: 0.000364744978 *********************************************** ENTER BFGS code FG_LNSRCH -463749.317 -0.195406809 598.176636 EXIT FROM BFGS code NEW_X -463749.317 -0.195406809 598.176636 ENTER BFGS code NEW_X -463749.317 -0.195406809 598.176636 EXIT FROM BFGS code FG_LNSRCH 0. -0.203235313 0. --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.46503216 *** contribution from regularisation: 0.00221574167 *** contribution from error: -0.467247903 *** contribution from DIAG: 0.000330462586 *********************************************** ENTER BFGS code FG_LNSRCH -464701.706 -0.203235313 -748.648865 EXIT FROM BFGS code NEW_X -464701.706 -0.203235313 -748.648865 ENTER BFGS code NEW_X -464701.706 -0.203235313 -748.648865 EXIT FROM BFGS code FG_LNSRCH 0. -0.207753628 0. --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.465567321 *** contribution from regularisation: 0.00219449215 *** contribution from error: -0.467761815 *** contribution from DIAG: 0.000365871907 *********************************************** ENTER BFGS code FG_LNSRCH -465201.439 -0.207753628 -43.3982811 EXIT FROM BFGS code NEW_X -465201.439 -0.207753628 -43.3982811 ENTER BFGS code NEW_X -465201.439 -0.207753628 -43.3982811 EXIT FROM BFGS code FG_LNSRCH 0. -0.214111894 0. --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.466525048 *** contribution from regularisation: 0.00220824429 *** contribution from error: -0.468733281 *** contribution from DIAG: 0.000305068737 *********************************************** ENTER BFGS code FG_LNSRCH -466219.976 -0.214111894 -2001.60706 EXIT FROM BFGS code NEW_X -466219.976 -0.214111894 -2001.60706 ENTER BFGS code NEW_X -466219.976 -0.214111894 -2001.60706 EXIT FROM BFGS code FG_LNSRCH 0. -0.227799103 0. --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.467365444 *** contribution from regularisation: 0.00219747168 *** contribution from error: -0.469562918 *** contribution from DIAG: 0.000282511261 *********************************************** ENTER BFGS code FG_LNSRCH -467082.931 -0.227799103 1430.36829 EXIT FROM BFGS code NEW_X -467082.931 -0.227799103 1430.36829 ENTER BFGS code NEW_X -467082.931 -0.227799103 1430.36829 EXIT FROM BFGS code FG_LNSRCH 0. -0.233757958 0. --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.468206167 *** contribution from regularisation: 0.00217014598 *** contribution from error: -0.470376313 *** contribution from DIAG: 0.000255891588 *********************************************** ENTER BFGS code FG_LNSRCH -467950.272 -0.233757958 901.74231 EXIT FROM BFGS code NEW_X -467950.272 -0.233757958 901.74231 ENTER BFGS code NEW_X -467950.272 -0.233757958 901.74231 EXIT FROM BFGS code FG_LNSRCH 0. -0.266728222 0. --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 488.734711 sigma out 39 active outputs RANK 2 NODE 2 --> 339.113953 sigma out 39 active outputs RANK 3 NODE 22 --> 300.03891 sigma out 39 active outputs RANK 4 NODE 8 --> 299.331573 sigma out 39 active outputs RANK 5 NODE 9 --> 279.52356 sigma out 39 active outputs RANK 6 NODE 10 --> 277.600342 sigma out 39 active outputs RANK 7 NODE 30 --> 236.676559 sigma out 39 active outputs RANK 8 NODE 26 --> 198.114655 sigma out 39 active outputs RANK 9 NODE 24 --> 197.766281 sigma out 39 active outputs RANK 10 NODE 6 --> 179.662979 sigma out 39 active outputs RANK 11 NODE 11 --> 161.591354 sigma out 39 active outputs RANK 12 NODE 12 --> 155.442474 sigma out 39 active outputs RANK 13 NODE 18 --> 154.820389 sigma out 39 active outputs RANK 14 NODE 14 --> 148.711746 sigma out 39 active outputs RANK 15 NODE 21 --> 147.070984 sigma out 39 active outputs RANK 16 NODE 29 --> 143.636337 sigma out 39 active outputs RANK 17 NODE 23 --> 141.843201 sigma out 39 active outputs RANK 18 NODE 7 --> 139.666214 sigma out 39 active outputs RANK 19 NODE 20 --> 132.324921 sigma out 39 active outputs RANK 20 NODE 13 --> 129.609772 sigma out 39 active outputs RANK 21 NODE 17 --> 128.788406 sigma out 39 active outputs RANK 22 NODE 3 --> 128.626053 sigma out 39 active outputs RANK 23 NODE 15 --> 114.247643 sigma out 39 active outputs RANK 24 NODE 25 --> 103.825584 sigma out 39 active outputs RANK 25 NODE 4 --> 90.9328842 sigma out 39 active outputs RANK 26 NODE 5 --> 83.114212 sigma out 39 active outputs RANK 27 NODE 28 --> 76.5296097 sigma out 39 active outputs RANK 28 NODE 19 --> 63.4848251 sigma out 39 active outputs RANK 29 NODE 27 --> 39.5399475 sigma out 39 active outputs RANK 30 NODE 16 --> 31.0613098 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 471.947571 sigma in 30act. ( 443.601898 sig out 1act.) RANK 2 NODE 4 --> 365.499451 sigma in 30act. ( 302.233856 sig out 1act.) RANK 3 NODE 9 --> 321.886139 sigma in 30act. ( 290.173615 sig out 1act.) RANK 4 NODE 29 --> 309.192841 sigma in 30act. ( 241.299591 sig out 1act.) RANK 5 NODE 17 --> 266.963287 sigma in 30act. ( 226.827728 sig out 1act.) RANK 6 NODE 21 --> 257.694946 sigma in 30act. ( 230.315399 sig out 1act.) RANK 7 NODE 27 --> 252.347717 sigma in 30act. ( 248.162964 sig out 1act.) RANK 8 NODE 35 --> 233.41507 sigma in 30act. ( 267.586761 sig out 1act.) RANK 9 NODE 19 --> 220.692383 sigma in 30act. ( 260.430237 sig out 1act.) RANK 10 NODE 34 --> 209.165787 sigma in 30act. ( 169.591766 sig out 1act.) RANK 11 NODE 1 --> 184.592026 sigma in 30act. ( 226.449707 sig out 1act.) RANK 12 NODE 15 --> 167.831085 sigma in 30act. ( 210.556702 sig out 1act.) RANK 13 NODE 20 --> 158.312363 sigma in 30act. ( 131.777725 sig out 1act.) RANK 14 NODE 3 --> 138.884552 sigma in 30act. ( 151.314682 sig out 1act.) RANK 15 NODE 7 --> 136.518829 sigma in 30act. ( 135.214661 sig out 1act.) RANK 16 NODE 12 --> 135.944885 sigma in 30act. ( 174.026047 sig out 1act.) RANK 17 NODE 31 --> 118.273331 sigma in 30act. ( 126.88266 sig out 1act.) RANK 18 NODE 18 --> 110.809471 sigma in 30act. ( 111.180374 sig out 1act.) RANK 19 NODE 33 --> 109.197632 sigma in 30act. ( 125.091232 sig out 1act.) RANK 20 NODE 2 --> 108.623177 sigma in 30act. ( 109.625786 sig out 1act.) RANK 21 NODE 38 --> 95.5286255 sigma in 30act. ( 88.5176239 sig out 1act.) RANK 22 NODE 39 --> 91.9066772 sigma in 30act. ( 91.0129013 sig out 1act.) RANK 23 NODE 28 --> 84.3037415 sigma in 30act. ( 82.1989441 sig out 1act.) RANK 24 NODE 6 --> 76.4211273 sigma in 30act. ( 86.4957275 sig out 1act.) RANK 25 NODE 5 --> 75.6802826 sigma in 30act. ( 74.3382416 sig out 1act.) RANK 26 NODE 23 --> 69.2725983 sigma in 30act. ( 74.901123 sig out 1act.) RANK 27 NODE 25 --> 57.0498543 sigma in 30act. ( 62.5597038 sig out 1act.) RANK 28 NODE 16 --> 56.0580254 sigma in 30act. ( 58.8181534 sig out 1act.) RANK 29 NODE 26 --> 52.211937 sigma in 30act. ( 54.4522743 sig out 1act.) RANK 30 NODE 11 --> 37.6177483 sigma in 30act. ( 40.0642319 sig out 1act.) RANK 31 NODE 37 --> 36.90345 sigma in 30act. ( 40.8660545 sig out 1act.) RANK 32 NODE 32 --> 25.7042103 sigma in 30act. ( 26.0208721 sig out 1act.) RANK 33 NODE 10 --> 24.0413208 sigma in 30act. ( 23.4546795 sig out 1act.) RANK 34 NODE 22 --> 17.0821609 sigma in 30act. ( 16.7864742 sig out 1act.) RANK 35 NODE 30 --> 12.1239376 sigma in 30act. ( 10.4627562 sig out 1act.) RANK 36 NODE 8 --> 11.6672754 sigma in 30act. ( 8.45555878 sig out 1act.) RANK 37 NODE 36 --> 7.89997959 sigma in 30act. ( 5.21826553 sig out 1act.) RANK 38 NODE 14 --> 6.86430645 sigma in 30act. ( 0.796849549 sig out 1act.) RANK 39 NODE 24 --> 6.57889414 sigma in 30act. ( 0.390250623 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 443.601898 sigma out 1act.( 471.947571 sig in 30act.) RANK 2 NODE 4 --> 302.233856 sigma out 1act.( 365.499451 sig in 30act.) RANK 3 NODE 9 --> 290.173615 sigma out 1act.( 321.886139 sig in 30act.) RANK 4 NODE 35 --> 267.586761 sigma out 1act.( 233.41507 sig in 30act.) RANK 5 NODE 19 --> 260.430237 sigma out 1act.( 220.692383 sig in 30act.) RANK 6 NODE 27 --> 248.162964 sigma out 1act.( 252.347717 sig in 30act.) RANK 7 NODE 29 --> 241.299591 sigma out 1act.( 309.192841 sig in 30act.) RANK 8 NODE 21 --> 230.315399 sigma out 1act.( 257.694946 sig in 30act.) RANK 9 NODE 17 --> 226.827728 sigma out 1act.( 266.963287 sig in 30act.) RANK 10 NODE 1 --> 226.449707 sigma out 1act.( 184.592026 sig in 30act.) RANK 11 NODE 15 --> 210.556702 sigma out 1act.( 167.831085 sig in 30act.) RANK 12 NODE 12 --> 174.026047 sigma out 1act.( 135.944885 sig in 30act.) RANK 13 NODE 34 --> 169.591766 sigma out 1act.( 209.165787 sig in 30act.) RANK 14 NODE 3 --> 151.314682 sigma out 1act.( 138.884552 sig in 30act.) RANK 15 NODE 7 --> 135.214661 sigma out 1act.( 136.518829 sig in 30act.) RANK 16 NODE 20 --> 131.777725 sigma out 1act.( 158.312363 sig in 30act.) RANK 17 NODE 31 --> 126.88266 sigma out 1act.( 118.273331 sig in 30act.) RANK 18 NODE 33 --> 125.091232 sigma out 1act.( 109.197632 sig in 30act.) RANK 19 NODE 18 --> 111.180374 sigma out 1act.( 110.809471 sig in 30act.) RANK 20 NODE 2 --> 109.625786 sigma out 1act.( 108.623177 sig in 30act.) RANK 21 NODE 39 --> 91.0129013 sigma out 1act.( 91.9066772 sig in 30act.) RANK 22 NODE 38 --> 88.5176239 sigma out 1act.( 95.5286255 sig in 30act.) RANK 23 NODE 6 --> 86.4957275 sigma out 1act.( 76.4211273 sig in 30act.) RANK 24 NODE 28 --> 82.1989441 sigma out 1act.( 84.3037415 sig in 30act.) RANK 25 NODE 23 --> 74.901123 sigma out 1act.( 69.2725983 sig in 30act.) RANK 26 NODE 5 --> 74.3382416 sigma out 1act.( 75.6802826 sig in 30act.) RANK 27 NODE 25 --> 62.5597038 sigma out 1act.( 57.0498543 sig in 30act.) RANK 28 NODE 16 --> 58.8181534 sigma out 1act.( 56.0580254 sig in 30act.) RANK 29 NODE 26 --> 54.4522743 sigma out 1act.( 52.211937 sig in 30act.) RANK 30 NODE 37 --> 40.8660545 sigma out 1act.( 36.90345 sig in 30act.) RANK 31 NODE 11 --> 40.0642319 sigma out 1act.( 37.6177483 sig in 30act.) RANK 32 NODE 32 --> 26.0208721 sigma out 1act.( 25.7042103 sig in 30act.) RANK 33 NODE 10 --> 23.4546795 sigma out 1act.( 24.0413208 sig in 30act.) RANK 34 NODE 22 --> 16.7864742 sigma out 1act.( 17.0821609 sig in 30act.) RANK 35 NODE 30 --> 10.4627562 sigma out 1act.( 12.1239376 sig in 30act.) RANK 36 NODE 8 --> 8.45555878 sigma out 1act.( 11.6672754 sig in 30act.) RANK 37 NODE 36 --> 5.21826553 sigma out 1act.( 7.89997959 sig in 30act.) RANK 38 NODE 14 --> 0.796849549 sigma out 1act.( 6.86430645 sig in 30act.) RANK 39 NODE 24 --> 0.390250623 sigma out 1act.( 6.57889414 sig in 30act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1030.63904 sigma in 39 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.47032249 *** contribution from regularisation: 0.00223209057 *** contribution from error: -0.472554594 *** contribution from DIAG: 0.000199162372 *********************************************** ENTER BFGS code FG_LNSRCH -470123.318 -0.266728222 -286.711029 EXIT FROM BFGS code NEW_X -470123.318 -0.266728222 -286.711029 ENTER BFGS code NEW_X -470123.318 -0.266728222 -286.711029 EXIT FROM BFGS code FG_LNSRCH 0. -0.285555899 0. --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.470611513 *** contribution from regularisation: 0.00218637357 *** contribution from error: -0.4727979 *** contribution from DIAG: 0.000359781145 *********************************************** ENTER BFGS code FG_LNSRCH -470251.732 -0.285555899 -1187.40759 EXIT FROM BFGS code NEW_X -470251.732 -0.285555899 -1187.40759 ENTER BFGS code NEW_X -470251.732 -0.285555899 -1187.40759 EXIT FROM BFGS code FG_LNSRCH 0. -0.283410072 0. --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.47141993 *** contribution from regularisation: 0.00217479817 *** contribution from error: -0.473594725 *** contribution from DIAG: 0.000320381252 *********************************************** ENTER BFGS code FG_LNSRCH -471099.554 -0.283410072 -1621.42957 EXIT FROM BFGS code NEW_X -471099.554 -0.283410072 -1621.42957 ENTER BFGS code NEW_X -471099.554 -0.283410072 -1621.42957 EXIT FROM BFGS code FG_LNSRCH 0. -0.298881769 0. --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.471607178 *** contribution from regularisation: 0.00218647695 *** contribution from error: -0.473793656 *** contribution from DIAG: 0.000257462641 *********************************************** ENTER BFGS code FG_LNSRCH -471349.722 -0.298881769 3086.25 EXIT FROM BFGS code NEW_X -471349.722 -0.298881769 3086.25 ENTER BFGS code NEW_X -471349.722 -0.298881769 3086.25 EXIT FROM BFGS code FG_LNSRCH 0. -0.299237192 0. --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.472023398 *** contribution from regularisation: 0.00218997081 *** contribution from error: -0.474213362 *** contribution from DIAG: 0.000418599695 *********************************************** ENTER BFGS code FG_LNSRCH -471604.81 -0.299237192 1024.08252 EXIT FROM BFGS code NEW_X -471604.81 -0.299237192 1024.08252 ENTER BFGS code NEW_X -471604.81 -0.299237192 1024.08252 EXIT FROM BFGS code FG_LNSRCH 0. -0.305008918 0. --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.472297192 *** contribution from regularisation: 0.00219304464 *** contribution from error: -0.474490225 *** contribution from DIAG: 0.000390565605 *********************************************** ENTER BFGS code FG_LNSRCH -471906.621 -0.305008918 -1311.03674 EXIT FROM BFGS code NEW_X -471906.621 -0.305008918 -1311.03674 ENTER BFGS code NEW_X -471906.621 -0.305008918 -1311.03674 EXIT FROM BFGS code FG_LNSRCH 0. -0.313167214 0. --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.472557396 *** contribution from regularisation: 0.00219714362 *** contribution from error: -0.474754542 *** contribution from DIAG: 0.000385368272 *********************************************** ENTER BFGS code FG_LNSRCH -472172.033 -0.313167214 -1094.8678 EXIT FROM BFGS code NEW_X -472172.033 -0.313167214 -1094.8678 ENTER BFGS code NEW_X -472172.033 -0.313167214 -1094.8678 EXIT FROM BFGS code FG_LNSRCH 0. -0.362248868 0. --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.473847717 *** contribution from regularisation: 0.0022355644 *** contribution from error: -0.476083279 *** contribution from DIAG: 0.000297359715 *********************************************** ENTER BFGS code FG_LNSRCH -473550.369 -0.362248868 -1765.34021 EXIT FROM BFGS code NEW_X -473550.369 -0.362248868 -1765.34021 ENTER BFGS code NEW_X -473550.369 -0.362248868 -1765.34021 EXIT FROM BFGS code FG_LNSRCH 0. -0.379417598 0. --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.474351019 *** contribution from regularisation: 0.00222887332 *** contribution from error: -0.476579905 *** contribution from DIAG: 0.000379319594 *********************************************** ENTER BFGS code FG_LNSRCH -473971.684 -0.379417598 -107.068542 EXIT FROM BFGS code NEW_X -473971.684 -0.379417598 -107.068542 ENTER BFGS code NEW_X -473971.684 -0.379417598 -107.068542 EXIT FROM BFGS code FG_LNSRCH 0. -0.372192174 0. --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.47456634 *** contribution from regularisation: 0.00221423339 *** contribution from error: -0.476780564 *** contribution from DIAG: 0.000334083248 *********************************************** ENTER BFGS code FG_LNSRCH -474232.245 -0.372192174 1881.32629 EXIT FROM BFGS code NEW_X -474232.245 -0.372192174 1881.32629 ENTER BFGS code NEW_X -474232.245 -0.372192174 1881.32629 EXIT FROM BFGS code FG_LNSRCH 0. -0.369478077 0. --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 595.756897 sigma out 39 active outputs RANK 2 NODE 8 --> 350.911896 sigma out 39 active outputs RANK 3 NODE 2 --> 350.130981 sigma out 39 active outputs RANK 4 NODE 22 --> 332.376587 sigma out 39 active outputs RANK 5 NODE 10 --> 313.960327 sigma out 39 active outputs RANK 6 NODE 9 --> 294.635895 sigma out 39 active outputs RANK 7 NODE 30 --> 262.692108 sigma out 39 active outputs RANK 8 NODE 24 --> 242.802521 sigma out 39 active outputs RANK 9 NODE 26 --> 223.130783 sigma out 39 active outputs RANK 10 NODE 6 --> 194.529724 sigma out 39 active outputs RANK 11 NODE 12 --> 163.757431 sigma out 39 active outputs RANK 12 NODE 11 --> 163.738602 sigma out 39 active outputs RANK 13 NODE 14 --> 157.778427 sigma out 39 active outputs RANK 14 NODE 18 --> 157.032242 sigma out 39 active outputs RANK 15 NODE 21 --> 148.67688 sigma out 39 active outputs RANK 16 NODE 13 --> 145.275314 sigma out 39 active outputs RANK 17 NODE 23 --> 144.220718 sigma out 39 active outputs RANK 18 NODE 20 --> 142.962555 sigma out 39 active outputs RANK 19 NODE 7 --> 142.584152 sigma out 39 active outputs RANK 20 NODE 29 --> 138.738907 sigma out 39 active outputs RANK 21 NODE 3 --> 131.685577 sigma out 39 active outputs RANK 22 NODE 17 --> 122.924858 sigma out 39 active outputs RANK 23 NODE 25 --> 121.686668 sigma out 39 active outputs RANK 24 NODE 15 --> 111.166176 sigma out 39 active outputs RANK 25 NODE 4 --> 89.0529938 sigma out 39 active outputs RANK 26 NODE 5 --> 87.7286606 sigma out 39 active outputs RANK 27 NODE 28 --> 77.6213608 sigma out 39 active outputs RANK 28 NODE 19 --> 70.4128189 sigma out 39 active outputs RANK 29 NODE 27 --> 39.9489708 sigma out 39 active outputs RANK 30 NODE 16 --> 31.1222763 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 464.269104 sigma in 30act. ( 435.088806 sig out 1act.) RANK 2 NODE 4 --> 459.516754 sigma in 30act. ( 361.639984 sig out 1act.) RANK 3 NODE 29 --> 384.893951 sigma in 30act. ( 304.577576 sig out 1act.) RANK 4 NODE 9 --> 377.981689 sigma in 30act. ( 360.878113 sig out 1act.) RANK 5 NODE 27 --> 302.768982 sigma in 30act. ( 301.484833 sig out 1act.) RANK 6 NODE 35 --> 283.494293 sigma in 30act. ( 325.565796 sig out 1act.) RANK 7 NODE 21 --> 270.794189 sigma in 30act. ( 237.42218 sig out 1act.) RANK 8 NODE 17 --> 252.998901 sigma in 30act. ( 204.406403 sig out 1act.) RANK 9 NODE 19 --> 246.729034 sigma in 30act. ( 282.372803 sig out 1act.) RANK 10 NODE 34 --> 212.125565 sigma in 30act. ( 170.720352 sig out 1act.) RANK 11 NODE 1 --> 190.899094 sigma in 30act. ( 229.728073 sig out 1act.) RANK 12 NODE 15 --> 173.465195 sigma in 30act. ( 230.541656 sig out 1act.) RANK 13 NODE 3 --> 163.41362 sigma in 30act. ( 177.5961 sig out 1act.) RANK 14 NODE 12 --> 161.745377 sigma in 30act. ( 209.291931 sig out 1act.) RANK 15 NODE 20 --> 155.244843 sigma in 30act. ( 134.114731 sig out 1act.) RANK 16 NODE 7 --> 133.396561 sigma in 30act. ( 125.060387 sig out 1act.) RANK 17 NODE 18 --> 128.679504 sigma in 30act. ( 133.459976 sig out 1act.) RANK 18 NODE 33 --> 128.498154 sigma in 30act. ( 150.017441 sig out 1act.) RANK 19 NODE 38 --> 126.437263 sigma in 30act. ( 115.338806 sig out 1act.) RANK 20 NODE 31 --> 125.418335 sigma in 30act. ( 132.14296 sig out 1act.) RANK 21 NODE 2 --> 109.426094 sigma in 30act. ( 107.244728 sig out 1act.) RANK 22 NODE 28 --> 104.267441 sigma in 30act. ( 102.688492 sig out 1act.) RANK 23 NODE 23 --> 87.388588 sigma in 30act. ( 95.1016006 sig out 1act.) RANK 24 NODE 6 --> 87.1975708 sigma in 30act. ( 98.9210815 sig out 1act.) RANK 25 NODE 39 --> 87.1514053 sigma in 30act. ( 85.0455322 sig out 1act.) RANK 26 NODE 5 --> 79.388237 sigma in 30act. ( 76.9698257 sig out 1act.) RANK 27 NODE 16 --> 69.9230576 sigma in 30act. ( 75.4316177 sig out 1act.) RANK 28 NODE 25 --> 61.8531837 sigma in 30act. ( 66.2686996 sig out 1act.) RANK 29 NODE 26 --> 52.1388741 sigma in 30act. ( 54.9062614 sig out 1act.) RANK 30 NODE 11 --> 43.0433464 sigma in 30act. ( 46.0737114 sig out 1act.) RANK 31 NODE 37 --> 34.5847206 sigma in 30act. ( 37.9708786 sig out 1act.) RANK 32 NODE 32 --> 31.1091423 sigma in 30act. ( 32.0919037 sig out 1act.) RANK 33 NODE 10 --> 25.9620075 sigma in 30act. ( 25.1723785 sig out 1act.) RANK 34 NODE 8 --> 16.0263996 sigma in 30act. ( 13.8260717 sig out 1act.) RANK 35 NODE 22 --> 15.754034 sigma in 30act. ( 15.2197161 sig out 1act.) RANK 36 NODE 36 --> 14.5437574 sigma in 30act. ( 13.343276 sig out 1act.) RANK 37 NODE 30 --> 11.5180588 sigma in 30act. ( 9.91815853 sig out 1act.) RANK 38 NODE 14 --> 7.38035917 sigma in 30act. ( 2.73842978 sig out 1act.) RANK 39 NODE 24 --> 6.68046665 sigma in 30act. ( 0.897390723 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 435.088806 sigma out 1act.( 464.269104 sig in 30act.) RANK 2 NODE 4 --> 361.639984 sigma out 1act.( 459.516754 sig in 30act.) RANK 3 NODE 9 --> 360.878113 sigma out 1act.( 377.981689 sig in 30act.) RANK 4 NODE 35 --> 325.565796 sigma out 1act.( 283.494293 sig in 30act.) RANK 5 NODE 29 --> 304.577576 sigma out 1act.( 384.893951 sig in 30act.) RANK 6 NODE 27 --> 301.484833 sigma out 1act.( 302.768982 sig in 30act.) RANK 7 NODE 19 --> 282.372803 sigma out 1act.( 246.729034 sig in 30act.) RANK 8 NODE 21 --> 237.42218 sigma out 1act.( 270.794189 sig in 30act.) RANK 9 NODE 15 --> 230.541656 sigma out 1act.( 173.465195 sig in 30act.) RANK 10 NODE 1 --> 229.728073 sigma out 1act.( 190.899094 sig in 30act.) RANK 11 NODE 12 --> 209.291931 sigma out 1act.( 161.745377 sig in 30act.) RANK 12 NODE 17 --> 204.406403 sigma out 1act.( 252.998901 sig in 30act.) RANK 13 NODE 3 --> 177.5961 sigma out 1act.( 163.41362 sig in 30act.) RANK 14 NODE 34 --> 170.720352 sigma out 1act.( 212.125565 sig in 30act.) RANK 15 NODE 33 --> 150.017441 sigma out 1act.( 128.498154 sig in 30act.) RANK 16 NODE 20 --> 134.114731 sigma out 1act.( 155.244843 sig in 30act.) RANK 17 NODE 18 --> 133.459976 sigma out 1act.( 128.679504 sig in 30act.) RANK 18 NODE 31 --> 132.14296 sigma out 1act.( 125.418335 sig in 30act.) RANK 19 NODE 7 --> 125.060387 sigma out 1act.( 133.396561 sig in 30act.) RANK 20 NODE 38 --> 115.338806 sigma out 1act.( 126.437263 sig in 30act.) RANK 21 NODE 2 --> 107.244728 sigma out 1act.( 109.426094 sig in 30act.) RANK 22 NODE 28 --> 102.688492 sigma out 1act.( 104.267441 sig in 30act.) RANK 23 NODE 6 --> 98.9210815 sigma out 1act.( 87.1975708 sig in 30act.) RANK 24 NODE 23 --> 95.1016006 sigma out 1act.( 87.388588 sig in 30act.) RANK 25 NODE 39 --> 85.0455322 sigma out 1act.( 87.1514053 sig in 30act.) RANK 26 NODE 5 --> 76.9698257 sigma out 1act.( 79.388237 sig in 30act.) RANK 27 NODE 16 --> 75.4316177 sigma out 1act.( 69.9230576 sig in 30act.) RANK 28 NODE 25 --> 66.2686996 sigma out 1act.( 61.8531837 sig in 30act.) RANK 29 NODE 26 --> 54.9062614 sigma out 1act.( 52.1388741 sig in 30act.) RANK 30 NODE 11 --> 46.0737114 sigma out 1act.( 43.0433464 sig in 30act.) RANK 31 NODE 37 --> 37.9708786 sigma out 1act.( 34.5847206 sig in 30act.) RANK 32 NODE 32 --> 32.0919037 sigma out 1act.( 31.1091423 sig in 30act.) RANK 33 NODE 10 --> 25.1723785 sigma out 1act.( 25.9620075 sig in 30act.) RANK 34 NODE 22 --> 15.2197161 sigma out 1act.( 15.754034 sig in 30act.) RANK 35 NODE 8 --> 13.8260717 sigma out 1act.( 16.0263996 sig in 30act.) RANK 36 NODE 36 --> 13.343276 sigma out 1act.( 14.5437574 sig in 30act.) RANK 37 NODE 30 --> 9.91815853 sigma out 1act.( 11.5180588 sig in 30act.) RANK 38 NODE 14 --> 2.73842978 sigma out 1act.( 7.38035917 sig in 30act.) RANK 39 NODE 24 --> 0.897390723 sigma out 1act.( 6.68046665 sig in 30act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1142.82324 sigma in 39 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.474752992 *** contribution from regularisation: 0.0022174695 *** contribution from error: -0.476970464 *** contribution from DIAG: 0.000367913512 *********************************************** ENTER BFGS code FG_LNSRCH -474385.07 -0.369478077 633.37439 EXIT FROM BFGS code NEW_X -474385.07 -0.369478077 633.37439 ENTER BFGS code NEW_X -474385.07 -0.369478077 633.37439 EXIT FROM BFGS code FG_LNSRCH 0. -0.368151248 0. --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.475007176 *** contribution from regularisation: 0.00221595005 *** contribution from error: -0.477223128 *** contribution from DIAG: 0.000341226754 *********************************************** ENTER BFGS code FG_LNSRCH -474665.944 -0.368151248 -790.639709 EXIT FROM BFGS code NEW_X -474665.944 -0.368151248 -790.639709 ENTER BFGS code NEW_X -474665.944 -0.368151248 -790.639709 EXIT FROM BFGS code FG_LNSRCH 0. -0.36762166 0. --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.475187123 *** contribution from regularisation: 0.00221959408 *** contribution from error: -0.47740671 *** contribution from DIAG: 0.000321522268 *********************************************** ENTER BFGS code FG_LNSRCH -474865.614 -0.36762166 -947.582092 EXIT FROM BFGS code NEW_X -474865.614 -0.36762166 -947.582092 ENTER BFGS code NEW_X -474865.614 -0.36762166 -947.582092 EXIT FROM BFGS code FG_LNSRCH 0. -0.367432564 0. --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.476041555 *** contribution from regularisation: 0.00220658351 *** contribution from error: -0.478248149 *** contribution from DIAG: 0.000216063549 *********************************************** ENTER BFGS code FG_LNSRCH -475825.497 -0.367432564 -2922.3938 EXIT FROM BFGS code NEW_X -475825.497 -0.367432564 -2922.3938 ENTER BFGS code NEW_X -475825.497 -0.367432564 -2922.3938 EXIT FROM BFGS code FG_LNSRCH 0. -0.371231973 0. --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.476454377 *** contribution from regularisation: 0.0022252202 *** contribution from error: -0.478679597 *** contribution from DIAG: 0.000282285793 *********************************************** ENTER BFGS code FG_LNSRCH -476172.097 -0.371231973 724.989868 EXIT FROM BFGS code NEW_X -476172.097 -0.371231973 724.989868 ENTER BFGS code NEW_X -476172.097 -0.371231973 724.989868 EXIT FROM BFGS code FG_LNSRCH 0. -0.371725798 0. --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.476648033 *** contribution from regularisation: 0.00224043732 *** contribution from error: -0.478888482 *** contribution from DIAG: 0.000279510394 *********************************************** ENTER BFGS code FG_LNSRCH -476368.53 -0.371725798 -190.09819 EXIT FROM BFGS code NEW_X -476368.53 -0.371725798 -190.09819 ENTER BFGS code NEW_X -476368.53 -0.371725798 -190.09819 EXIT FROM BFGS code FG_LNSRCH 0. -0.372915238 0. --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.476766139 *** contribution from regularisation: 0.00223691645 *** contribution from error: -0.479003042 *** contribution from DIAG: 0.000279423082 *********************************************** ENTER BFGS code FG_LNSRCH -476486.728 -0.372915238 -165.729172 EXIT FROM BFGS code NEW_X -476486.728 -0.372915238 -165.729172 ENTER BFGS code NEW_X -476486.728 -0.372915238 -165.729172 EXIT FROM BFGS code FG_LNSRCH 0. -0.374694645 0. --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.476973742 *** contribution from regularisation: 0.00223344122 *** contribution from error: -0.479207188 *** contribution from DIAG: 0.000259738299 *********************************************** ENTER BFGS code FG_LNSRCH -476714.013 -0.374694645 -842.565857 EXIT FROM BFGS code NEW_X -476714.013 -0.374694645 -842.565857 ENTER BFGS code NEW_X -476714.013 -0.374694645 -842.565857 EXIT FROM BFGS code FG_LNSRCH 0. -0.379942805 0. --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.477234811 *** contribution from regularisation: 0.00223851972 *** contribution from error: -0.479473323 *** contribution from DIAG: 0.000265905779 *********************************************** ENTER BFGS code FG_LNSRCH -476968.916 -0.379942805 623.350647 EXIT FROM BFGS code NEW_X -476968.916 -0.379942805 623.350647 ENTER BFGS code NEW_X -476968.916 -0.379942805 623.350647 EXIT FROM BFGS code FG_LNSRCH 0. -0.381759822 0. --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.477462173 *** contribution from regularisation: 0.0022491382 *** contribution from error: -0.479711324 *** contribution from DIAG: 0.000245528296 *********************************************** ENTER BFGS code FG_LNSRCH -477216.638 -0.381759822 -512.017212 EXIT FROM BFGS code NEW_X -477216.638 -0.381759822 -512.017212 ENTER BFGS code NEW_X -477216.638 -0.381759822 -512.017212 EXIT FROM BFGS code FG_LNSRCH 0. -0.383813202 0. --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 679.425659 sigma out 39 active outputs RANK 2 NODE 8 --> 354.776367 sigma out 39 active outputs RANK 3 NODE 22 --> 347.096039 sigma out 39 active outputs RANK 4 NODE 2 --> 333.856903 sigma out 39 active outputs RANK 5 NODE 10 --> 330.490295 sigma out 39 active outputs RANK 6 NODE 9 --> 297.845428 sigma out 39 active outputs RANK 7 NODE 30 --> 268.043457 sigma out 39 active outputs RANK 8 NODE 24 --> 251.831635 sigma out 39 active outputs RANK 9 NODE 26 --> 245.820099 sigma out 39 active outputs RANK 10 NODE 6 --> 206.763275 sigma out 39 active outputs RANK 11 NODE 11 --> 185.299454 sigma out 39 active outputs RANK 12 NODE 12 --> 175.887772 sigma out 39 active outputs RANK 13 NODE 18 --> 163.649582 sigma out 39 active outputs RANK 14 NODE 14 --> 161.019028 sigma out 39 active outputs RANK 15 NODE 3 --> 158.397232 sigma out 39 active outputs RANK 16 NODE 23 --> 149.017059 sigma out 39 active outputs RANK 17 NODE 21 --> 145.146729 sigma out 39 active outputs RANK 18 NODE 13 --> 144.517395 sigma out 39 active outputs RANK 19 NODE 7 --> 131.297653 sigma out 39 active outputs RANK 20 NODE 20 --> 128.674271 sigma out 39 active outputs RANK 21 NODE 17 --> 127.965988 sigma out 39 active outputs RANK 22 NODE 29 --> 121.470558 sigma out 39 active outputs RANK 23 NODE 25 --> 120.641365 sigma out 39 active outputs RANK 24 NODE 15 --> 101.367111 sigma out 39 active outputs RANK 25 NODE 4 --> 99.9686508 sigma out 39 active outputs RANK 26 NODE 5 --> 76.8794327 sigma out 39 active outputs RANK 27 NODE 28 --> 76.8357086 sigma out 39 active outputs RANK 28 NODE 19 --> 70.0510178 sigma out 39 active outputs RANK 29 NODE 27 --> 39.1453094 sigma out 39 active outputs RANK 30 NODE 16 --> 30.8527145 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 485.153229 sigma in 30act. ( 429.985657 sig out 1act.) RANK 2 NODE 4 --> 459.814789 sigma in 30act. ( 326.40921 sig out 1act.) RANK 3 NODE 9 --> 397.484589 sigma in 30act. ( 388.813873 sig out 1act.) RANK 4 NODE 29 --> 379.626556 sigma in 30act. ( 318.666229 sig out 1act.) RANK 5 NODE 27 --> 329.507019 sigma in 30act. ( 321.427826 sig out 1act.) RANK 6 NODE 17 --> 302.66394 sigma in 30act. ( 249.11087 sig out 1act.) RANK 7 NODE 21 --> 295.968597 sigma in 30act. ( 242.069611 sig out 1act.) RANK 8 NODE 35 --> 281.029999 sigma in 30act. ( 317.305817 sig out 1act.) RANK 9 NODE 19 --> 270.173981 sigma in 30act. ( 307.328613 sig out 1act.) RANK 10 NODE 34 --> 211.933777 sigma in 30act. ( 174.454346 sig out 1act.) RANK 11 NODE 15 --> 191.486115 sigma in 30act. ( 253.082123 sig out 1act.) RANK 12 NODE 3 --> 179.818787 sigma in 30act. ( 193.844315 sig out 1act.) RANK 13 NODE 1 --> 175.929291 sigma in 30act. ( 208.665558 sig out 1act.) RANK 14 NODE 38 --> 174.523392 sigma in 30act. ( 155.423019 sig out 1act.) RANK 15 NODE 12 --> 171.691071 sigma in 30act. ( 232.501877 sig out 1act.) RANK 16 NODE 20 --> 168.193573 sigma in 30act. ( 155.317413 sig out 1act.) RANK 17 NODE 18 --> 163.790207 sigma in 30act. ( 170.66098 sig out 1act.) RANK 18 NODE 33 --> 137.218109 sigma in 30act. ( 150.831177 sig out 1act.) RANK 19 NODE 28 --> 123.614838 sigma in 30act. ( 123.855705 sig out 1act.) RANK 20 NODE 31 --> 121.253448 sigma in 30act. ( 126.340729 sig out 1act.) RANK 21 NODE 7 --> 118.633957 sigma in 30act. ( 108.226112 sig out 1act.) RANK 22 NODE 23 --> 116.098206 sigma in 30act. ( 126.196548 sig out 1act.) RANK 23 NODE 2 --> 111.448257 sigma in 30act. ( 108.819305 sig out 1act.) RANK 24 NODE 39 --> 95.8929367 sigma in 30act. ( 92.6253433 sig out 1act.) RANK 25 NODE 5 --> 88.7813721 sigma in 30act. ( 86.6713409 sig out 1act.) RANK 26 NODE 16 --> 79.5579376 sigma in 30act. ( 85.626564 sig out 1act.) RANK 27 NODE 6 --> 78.8943253 sigma in 30act. ( 87.5036163 sig out 1act.) RANK 28 NODE 25 --> 70.0472488 sigma in 30act. ( 72.7830429 sig out 1act.) RANK 29 NODE 26 --> 55.7252655 sigma in 30act. ( 59.588623 sig out 1act.) RANK 30 NODE 11 --> 49.5284195 sigma in 30act. ( 52.4107971 sig out 1act.) RANK 31 NODE 32 --> 37.4032784 sigma in 30act. ( 39.3851662 sig out 1act.) RANK 32 NODE 37 --> 31.8909702 sigma in 30act. ( 34.7227516 sig out 1act.) RANK 33 NODE 10 --> 28.8226166 sigma in 30act. ( 28.1190529 sig out 1act.) RANK 34 NODE 22 --> 19.5074043 sigma in 30act. ( 19.3277073 sig out 1act.) RANK 35 NODE 8 --> 18.7928982 sigma in 30act. ( 16.9013119 sig out 1act.) RANK 36 NODE 30 --> 14.4347992 sigma in 30act. ( 13.3459482 sig out 1act.) RANK 37 NODE 36 --> 13.6629028 sigma in 30act. ( 12.5547791 sig out 1act.) RANK 38 NODE 14 --> 10.3205566 sigma in 30act. ( 6.98003817 sig out 1act.) RANK 39 NODE 24 --> 6.23230934 sigma in 30act. ( 1.14678264 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 429.985657 sigma out 1act.( 485.153229 sig in 30act.) RANK 2 NODE 9 --> 388.813873 sigma out 1act.( 397.484589 sig in 30act.) RANK 3 NODE 4 --> 326.40921 sigma out 1act.( 459.814789 sig in 30act.) RANK 4 NODE 27 --> 321.427826 sigma out 1act.( 329.507019 sig in 30act.) RANK 5 NODE 29 --> 318.666229 sigma out 1act.( 379.626556 sig in 30act.) RANK 6 NODE 35 --> 317.305817 sigma out 1act.( 281.029999 sig in 30act.) RANK 7 NODE 19 --> 307.328613 sigma out 1act.( 270.173981 sig in 30act.) RANK 8 NODE 15 --> 253.082123 sigma out 1act.( 191.486115 sig in 30act.) RANK 9 NODE 17 --> 249.11087 sigma out 1act.( 302.66394 sig in 30act.) RANK 10 NODE 21 --> 242.069611 sigma out 1act.( 295.968597 sig in 30act.) RANK 11 NODE 12 --> 232.501877 sigma out 1act.( 171.691071 sig in 30act.) RANK 12 NODE 1 --> 208.665558 sigma out 1act.( 175.929291 sig in 30act.) RANK 13 NODE 3 --> 193.844315 sigma out 1act.( 179.818787 sig in 30act.) RANK 14 NODE 34 --> 174.454346 sigma out 1act.( 211.933777 sig in 30act.) RANK 15 NODE 18 --> 170.66098 sigma out 1act.( 163.790207 sig in 30act.) RANK 16 NODE 38 --> 155.423019 sigma out 1act.( 174.523392 sig in 30act.) RANK 17 NODE 20 --> 155.317413 sigma out 1act.( 168.193573 sig in 30act.) RANK 18 NODE 33 --> 150.831177 sigma out 1act.( 137.218109 sig in 30act.) RANK 19 NODE 31 --> 126.340729 sigma out 1act.( 121.253448 sig in 30act.) RANK 20 NODE 23 --> 126.196548 sigma out 1act.( 116.098206 sig in 30act.) RANK 21 NODE 28 --> 123.855705 sigma out 1act.( 123.614838 sig in 30act.) RANK 22 NODE 2 --> 108.819305 sigma out 1act.( 111.448257 sig in 30act.) RANK 23 NODE 7 --> 108.226112 sigma out 1act.( 118.633957 sig in 30act.) RANK 24 NODE 39 --> 92.6253433 sigma out 1act.( 95.8929367 sig in 30act.) RANK 25 NODE 6 --> 87.5036163 sigma out 1act.( 78.8943253 sig in 30act.) RANK 26 NODE 5 --> 86.6713409 sigma out 1act.( 88.7813721 sig in 30act.) RANK 27 NODE 16 --> 85.626564 sigma out 1act.( 79.5579376 sig in 30act.) RANK 28 NODE 25 --> 72.7830429 sigma out 1act.( 70.0472488 sig in 30act.) RANK 29 NODE 26 --> 59.588623 sigma out 1act.( 55.7252655 sig in 30act.) RANK 30 NODE 11 --> 52.4107971 sigma out 1act.( 49.5284195 sig in 30act.) RANK 31 NODE 32 --> 39.3851662 sigma out 1act.( 37.4032784 sig in 30act.) RANK 32 NODE 37 --> 34.7227516 sigma out 1act.( 31.8909702 sig in 30act.) RANK 33 NODE 10 --> 28.1190529 sigma out 1act.( 28.8226166 sig in 30act.) RANK 34 NODE 22 --> 19.3277073 sigma out 1act.( 19.5074043 sig in 30act.) RANK 35 NODE 8 --> 16.9013119 sigma out 1act.( 18.7928982 sig in 30act.) RANK 36 NODE 30 --> 13.3459482 sigma out 1act.( 14.4347992 sig in 30act.) RANK 37 NODE 36 --> 12.5547791 sigma out 1act.( 13.6629028 sig in 30act.) RANK 38 NODE 14 --> 6.98003817 sigma out 1act.( 10.3205566 sig in 30act.) RANK 39 NODE 24 --> 1.14678264 sigma out 1act.( 6.23230934 sig in 30act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1187.90698 sigma in 39 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.477751315 *** contribution from regularisation: 0.00225501228 *** contribution from error: -0.480006337 *** contribution from DIAG: 0.000233085608 *********************************************** ENTER BFGS code FG_LNSRCH -477518.234 -0.383813202 -421.123718 EXIT FROM BFGS code NEW_X -477518.234 -0.383813202 -421.123718 ENTER BFGS code NEW_X -477518.234 -0.383813202 -421.123718 EXIT FROM BFGS code FG_LNSRCH 0. -0.386544108 0. --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.478144258 *** contribution from regularisation: 0.00225822837 *** contribution from error: -0.480402499 *** contribution from DIAG: 0.000208906305 *********************************************** ENTER BFGS code FG_LNSRCH -477935.356 -0.386544108 -632.77478 EXIT FROM BFGS code NEW_X -477935.356 -0.386544108 -632.77478 ENTER BFGS code NEW_X -477935.356 -0.386544108 -632.77478 EXIT FROM BFGS code FG_LNSRCH 0. -0.397424251 0. --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.47867766 *** contribution from regularisation: 0.00228100433 *** contribution from error: -0.48095867 *** contribution from DIAG: 0.000196840512 *********************************************** ENTER BFGS code FG_LNSRCH -478480.831 -0.397424251 1589.85437 EXIT FROM BFGS code NEW_X -478480.831 -0.397424251 1589.85437 ENTER BFGS code NEW_X -478480.831 -0.397424251 1589.85437 EXIT FROM BFGS code FG_LNSRCH 0. -0.398772299 0. --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.479130864 *** contribution from regularisation: 0.00227383408 *** contribution from error: -0.481404692 *** contribution from DIAG: 0.000159387448 *********************************************** ENTER BFGS code FG_LNSRCH -478971.476 -0.398772299 -1836.05225 EXIT FROM BFGS code NEW_X -478971.476 -0.398772299 -1836.05225 ENTER BFGS code NEW_X -478971.476 -0.398772299 -1836.05225 EXIT FROM BFGS code FG_LNSRCH 0. -0.399218559 0. --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.479421109 *** contribution from regularisation: 0.00226450479 *** contribution from error: -0.481685609 *** contribution from DIAG: 0.000163962715 *********************************************** ENTER BFGS code FG_LNSRCH -479257.154 -0.399218559 -1328.0802 EXIT FROM BFGS code NEW_X -479257.154 -0.399218559 -1328.0802 ENTER BFGS code NEW_X -479257.154 -0.399218559 -1328.0802 EXIT FROM BFGS code FG_LNSRCH 0. -0.404500425 0. --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.479751825 *** contribution from regularisation: 0.00226642634 *** contribution from error: -0.482018262 *** contribution from DIAG: 0.000172977394 *********************************************** ENTER BFGS code FG_LNSRCH -479578.837 -0.404500425 -112.216576 EXIT FROM BFGS code NEW_X -479578.837 -0.404500425 -112.216576 ENTER BFGS code NEW_X -479578.837 -0.404500425 -112.216576 EXIT FROM BFGS code FG_LNSRCH 0. -0.406954527 0. --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.479853034 *** contribution from regularisation: 0.0022731158 *** contribution from error: -0.482126147 *** contribution from DIAG: 0.000186961217 *********************************************** ENTER BFGS code FG_LNSRCH -479666.069 -0.406954527 185.080719 EXIT FROM BFGS code NEW_X -479666.069 -0.406954527 185.080719 ENTER BFGS code NEW_X -479666.069 -0.406954527 185.080719 EXIT FROM BFGS code CONVERGENC -479666.069 -0.406954527 185.080719 --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 763.140564 sigma out 39 active outputs RANK 2 NODE 8 --> 376.876251 sigma out 39 active outputs RANK 3 NODE 22 --> 367.8255 sigma out 39 active outputs RANK 4 NODE 10 --> 352.095581 sigma out 39 active outputs RANK 5 NODE 2 --> 336.93573 sigma out 39 active outputs RANK 6 NODE 9 --> 299.279602 sigma out 39 active outputs RANK 7 NODE 30 --> 288.51944 sigma out 39 active outputs RANK 8 NODE 24 --> 276.590424 sigma out 39 active outputs RANK 9 NODE 26 --> 265.589264 sigma out 39 active outputs RANK 10 NODE 6 --> 220.468796 sigma out 39 active outputs RANK 11 NODE 11 --> 201.369949 sigma out 39 active outputs RANK 12 NODE 12 --> 178.76593 sigma out 39 active outputs RANK 13 NODE 3 --> 165.105408 sigma out 39 active outputs RANK 14 NODE 14 --> 164.059967 sigma out 39 active outputs RANK 15 NODE 18 --> 158.532013 sigma out 39 active outputs RANK 16 NODE 13 --> 153.91925 sigma out 39 active outputs RANK 17 NODE 23 --> 152.831039 sigma out 39 active outputs RANK 18 NODE 21 --> 147.656616 sigma out 39 active outputs RANK 19 NODE 29 --> 137.234406 sigma out 39 active outputs RANK 20 NODE 7 --> 136.329224 sigma out 39 active outputs RANK 21 NODE 17 --> 131.201736 sigma out 39 active outputs RANK 22 NODE 20 --> 125.67823 sigma out 39 active outputs RANK 23 NODE 25 --> 123.830299 sigma out 39 active outputs RANK 24 NODE 4 --> 105.831894 sigma out 39 active outputs RANK 25 NODE 15 --> 101.561699 sigma out 39 active outputs RANK 26 NODE 5 --> 85.4324188 sigma out 39 active outputs RANK 27 NODE 28 --> 76.2878952 sigma out 39 active outputs RANK 28 NODE 19 --> 69.7395859 sigma out 39 active outputs RANK 29 NODE 27 --> 38.4362183 sigma out 39 active outputs RANK 30 NODE 16 --> 34.4124565 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 503.889984 sigma in 30act. ( 357.165833 sig out 1act.) RANK 2 NODE 13 --> 497.472168 sigma in 30act. ( 457.082123 sig out 1act.) RANK 3 NODE 29 --> 466.28598 sigma in 30act. ( 378.408813 sig out 1act.) RANK 4 NODE 9 --> 394.285095 sigma in 30act. ( 382.450073 sig out 1act.) RANK 5 NODE 27 --> 347.503754 sigma in 30act. ( 348.420135 sig out 1act.) RANK 6 NODE 17 --> 311.563141 sigma in 30act. ( 255.253677 sig out 1act.) RANK 7 NODE 21 --> 301.934021 sigma in 30act. ( 237.39183 sig out 1act.) RANK 8 NODE 19 --> 300.81543 sigma in 30act. ( 336.040588 sig out 1act.) RANK 9 NODE 35 --> 296.268707 sigma in 30act. ( 333.514771 sig out 1act.) RANK 10 NODE 38 --> 216.626175 sigma in 30act. ( 193.011688 sig out 1act.) RANK 11 NODE 34 --> 210.677856 sigma in 30act. ( 178.987259 sig out 1act.) RANK 12 NODE 15 --> 204.44519 sigma in 30act. ( 267.836823 sig out 1act.) RANK 13 NODE 18 --> 188.677063 sigma in 30act. ( 198.719742 sig out 1act.) RANK 14 NODE 3 --> 188.611481 sigma in 30act. ( 202.04303 sig out 1act.) RANK 15 NODE 12 --> 185.503036 sigma in 30act. ( 251.151016 sig out 1act.) RANK 16 NODE 20 --> 171.208878 sigma in 30act. ( 163.987976 sig out 1act.) RANK 17 NODE 1 --> 167.6203 sigma in 30act. ( 195.53508 sig out 1act.) RANK 18 NODE 33 --> 149.17276 sigma in 30act. ( 160.542297 sig out 1act.) RANK 19 NODE 28 --> 136.789795 sigma in 30act. ( 137.376907 sig out 1act.) RANK 20 NODE 23 --> 134.388046 sigma in 30act. ( 147.630234 sig out 1act.) RANK 21 NODE 31 --> 130.020889 sigma in 30act. ( 133.540756 sig out 1act.) RANK 22 NODE 7 --> 124.053101 sigma in 30act. ( 110.800446 sig out 1act.) RANK 23 NODE 2 --> 121.080872 sigma in 30act. ( 118.521011 sig out 1act.) RANK 24 NODE 5 --> 94.1424026 sigma in 30act. ( 91.7342377 sig out 1act.) RANK 25 NODE 39 --> 92.2773056 sigma in 30act. ( 89.4039993 sig out 1act.) RANK 26 NODE 16 --> 87.0769119 sigma in 30act. ( 94.4268036 sig out 1act.) RANK 27 NODE 6 --> 81.0737305 sigma in 30act. ( 90.1022339 sig out 1act.) RANK 28 NODE 25 --> 78.6785355 sigma in 30act. ( 79.7594528 sig out 1act.) RANK 29 NODE 26 --> 63.2833099 sigma in 30act. ( 67.9646454 sig out 1act.) RANK 30 NODE 11 --> 55.2218895 sigma in 30act. ( 58.5395126 sig out 1act.) RANK 31 NODE 32 --> 45.0253906 sigma in 30act. ( 47.8131561 sig out 1act.) RANK 32 NODE 10 --> 33.9086266 sigma in 30act. ( 33.1260376 sig out 1act.) RANK 33 NODE 37 --> 32.1349716 sigma in 30act. ( 34.8082619 sig out 1act.) RANK 34 NODE 8 --> 22.5478611 sigma in 30act. ( 20.9577446 sig out 1act.) RANK 35 NODE 22 --> 21.1815205 sigma in 30act. ( 21.0460949 sig out 1act.) RANK 36 NODE 30 --> 17.9568119 sigma in 30act. ( 17.3252392 sig out 1act.) RANK 37 NODE 36 --> 13.7073545 sigma in 30act. ( 12.7836599 sig out 1act.) RANK 38 NODE 14 --> 12.6333399 sigma in 30act. ( 9.51739788 sig out 1act.) RANK 39 NODE 24 --> 5.71149111 sigma in 30act. ( 1.46614766 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 457.082123 sigma out 1act.( 497.472168 sig in 30act.) RANK 2 NODE 9 --> 382.450073 sigma out 1act.( 394.285095 sig in 30act.) RANK 3 NODE 29 --> 378.408813 sigma out 1act.( 466.28598 sig in 30act.) RANK 4 NODE 4 --> 357.165833 sigma out 1act.( 503.889984 sig in 30act.) RANK 5 NODE 27 --> 348.420135 sigma out 1act.( 347.503754 sig in 30act.) RANK 6 NODE 19 --> 336.040588 sigma out 1act.( 300.81543 sig in 30act.) RANK 7 NODE 35 --> 333.514771 sigma out 1act.( 296.268707 sig in 30act.) RANK 8 NODE 15 --> 267.836823 sigma out 1act.( 204.44519 sig in 30act.) RANK 9 NODE 17 --> 255.253677 sigma out 1act.( 311.563141 sig in 30act.) RANK 10 NODE 12 --> 251.151016 sigma out 1act.( 185.503036 sig in 30act.) RANK 11 NODE 21 --> 237.39183 sigma out 1act.( 301.934021 sig in 30act.) RANK 12 NODE 3 --> 202.04303 sigma out 1act.( 188.611481 sig in 30act.) RANK 13 NODE 18 --> 198.719742 sigma out 1act.( 188.677063 sig in 30act.) RANK 14 NODE 1 --> 195.53508 sigma out 1act.( 167.6203 sig in 30act.) RANK 15 NODE 38 --> 193.011688 sigma out 1act.( 216.626175 sig in 30act.) RANK 16 NODE 34 --> 178.987259 sigma out 1act.( 210.677856 sig in 30act.) RANK 17 NODE 20 --> 163.987976 sigma out 1act.( 171.208878 sig in 30act.) RANK 18 NODE 33 --> 160.542297 sigma out 1act.( 149.17276 sig in 30act.) RANK 19 NODE 23 --> 147.630234 sigma out 1act.( 134.388046 sig in 30act.) RANK 20 NODE 28 --> 137.376907 sigma out 1act.( 136.789795 sig in 30act.) RANK 21 NODE 31 --> 133.540756 sigma out 1act.( 130.020889 sig in 30act.) RANK 22 NODE 2 --> 118.521011 sigma out 1act.( 121.080872 sig in 30act.) RANK 23 NODE 7 --> 110.800446 sigma out 1act.( 124.053101 sig in 30act.) RANK 24 NODE 16 --> 94.4268036 sigma out 1act.( 87.0769119 sig in 30act.) RANK 25 NODE 5 --> 91.7342377 sigma out 1act.( 94.1424026 sig in 30act.) RANK 26 NODE 6 --> 90.1022339 sigma out 1act.( 81.0737305 sig in 30act.) RANK 27 NODE 39 --> 89.4039993 sigma out 1act.( 92.2773056 sig in 30act.) RANK 28 NODE 25 --> 79.7594528 sigma out 1act.( 78.6785355 sig in 30act.) RANK 29 NODE 26 --> 67.9646454 sigma out 1act.( 63.2833099 sig in 30act.) RANK 30 NODE 11 --> 58.5395126 sigma out 1act.( 55.2218895 sig in 30act.) RANK 31 NODE 32 --> 47.8131561 sigma out 1act.( 45.0253906 sig in 30act.) RANK 32 NODE 37 --> 34.8082619 sigma out 1act.( 32.1349716 sig in 30act.) RANK 33 NODE 10 --> 33.1260376 sigma out 1act.( 33.9086266 sig in 30act.) RANK 34 NODE 22 --> 21.0460949 sigma out 1act.( 21.1815205 sig in 30act.) RANK 35 NODE 8 --> 20.9577446 sigma out 1act.( 22.5478611 sig in 30act.) RANK 36 NODE 30 --> 17.3252392 sigma out 1act.( 17.9568119 sig in 30act.) RANK 37 NODE 36 --> 12.7836599 sigma out 1act.( 13.7073545 sig in 30act.) RANK 38 NODE 14 --> 9.51739788 sigma out 1act.( 12.6333399 sig in 30act.) RANK 39 NODE 24 --> 1.46614766 sigma out 1act.( 5.71149111 sig in 30act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 1267.68958 sigma in 39 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.47985214 *** contribution from regularisation: 0.00227401801 *** contribution from error: -0.482126147 *** contribution from DIAG: 0.000186890276 *********************************************** -----------------> Test sample Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -13.1685829 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 143467 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/612/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/612/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/612/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/612/Pion/Downstream/NB.txt Training Host = lxplus431.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 = 612 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: 30 number of nodes in the 2nd layer: 39 number of nodes in the 3rd layer: 1 number of iterations: 100