Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/622/Electron/Downstream Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/622/Electron/Downstream/GlobalPID_Electron_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/NOBFGS/622/Electron/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/NOBFGS/622/Electron/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/NOBFGS/622/Electron/Downstream/NB.txt Training Host = lxplus437.cern.ch Particle type = electron 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_Electron_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 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 = NOBFGS NB_DEF_PRE = 622 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 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 do not want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function You want to use the global preprocessing flag 622 You use momentum: 0. Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 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 RichAboveMuThres 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 InAccMuon PreproFlag 19 Input 23 MuonBkgLL PreproFlag 34 Input 24 MuonMuLL PreproFlag 34 Input 25 MuonIsLooseMuon PreproFlag 19 Input 26 MuonIsMuon PreproFlag 19 Input 27 MuonNShared 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: 622 individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 3 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 4 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 5 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 6 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 7 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 8 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 9 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 10 : PreproFlag = 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 = 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 # 23 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 24 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 25 : PreproFlag = 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 22 *** This will do for you: *** input variable equalisation *** to Gaussian distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node ************************************ Signal fraction: 12.4808998 % ------------------------------ 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 warning: map is empty for variable 3 .37988 6308.45996 6482.76465 6661.54492 6848.97021 7049.08008 7257.25977 7481.03027 7717.59473 7966.83008 8232.59473 8520.33984 8830.92578 9158.125 9515.45996 9899.33496 10325.3906 10790.3203 11311.8555 11893.0254 12528.9258 13253.5254 14085.875 15074.0156 16225.6504 17668.6758 19470.8145 21779.9551 24948.1133 29916.1758 39070.2422 67595.0312 4921043. do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 0.198223859 38.9113922 49.4546852 56.5299683 62.2826843 67.3181152 71.8967896 76.0899353 80.0475159 83.9523468 87.7737961 91.5428619 95.3609314 99.1975861 102.969482 106.79583 110.617119 114.451675 118.357849 122.176712 126.013733 129.902344 133.855728 137.83548 141.790939 145.730255 149.754272 153.807983 157.915665 162.050934 166.183792 170.346664 174.519867 178.801392 183.194305 187.580444 192.043213 19 warning: map is empty for variable 4 6.570374 201.258087 205.85379 210.56073 215.460953 220.451706 225.498688 230.644196 235.845215 241.203674 246.62384 252.120926 257.684601 263.321289 269.167847 274.98999 280.900879 287.089417 293.313721 299.733521 306.29834 312.911011 319.670959 326.656067 333.858093 341.192383 348.799927 356.282471 363.953857 372.124146 380.699066 389.301697 398.27771 407.855469 417.765747 428.179626 439.030823 450.287781 462.239044 474.674744 487.829193 501.756226 516.228394 531.35675 547.670715 564.980957 583.23584 602.922607 624.421143 647.973267 673.812134 702.764893 734.957214 770.857666 812.76886 861.415039 920.646667 994.249146 1085.92847 1211.80298 1402.06165 1747.28711 2747.24683 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 warning: map is empty for variable 7 .19844675 0.535838723 do regularised spline fit for input variable # 7 build map for variable # 7 warning: map is empty for variable 7 ------------------------------ Transdef: Tab for variable 8 1.0333315E-05 0.0328767374 0.0476453304 0.0581738353 0.0665088296 0.0737259835 0.0802021921 0.0861845762 0.0917124897 0.097058326 0.102286085 0.107295483 0.112223402 0.117058992 0.121765628 0.126478463 0.131203756 0.135788947 0.140409738 0.145024061 0.149888068 0.154833391 0.160046905 0.165575385 0.171585679 0.178158075 0.185455009 0.193477094 0.202186167 0.211740315 0.222010612 0.232882231 0.24454397 0.256861866 0.269985974 0.283875853 0.298391402 0.313717127 0.330488563 0.34776476 0.36592263 0.385279715 0.405871987 0.428482652 0.452824831 0.479637682 0.508167982 0.537817836 0.567119837 0.593706965 0.618814409 0.642287612 0.664265156 0.684455752 0.703174591 0.720329881 0.736106873 0.750432432 0.763625383 0.775389075 0.785931468 0.795501351 0.803981423 0.811674118 0.818871081 0.825414598 0.831356764 0.836887836 0.842106462 0.847012162 0.851710081 0.856219769 0.860685587 0.865058005 0.869185448 0.873241484 0.877138138 0.880674541 0.884332538 0.887792826 0.891666174 0.895308256 0.899152756 0.903279722 0.907221198 0.91209054 0.917473674 0.923429728 0.930638671 0.939108849 0.946672142 0.953148246 0.958385825 0.962925434 0.966473937 0.968998194 0.971739173 0.975969911 0.981394649 0.988756001 0.999999404 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 1.49568176 22.4469128 37.3004684 51.6628113 66.3298645 76.3942261 85.5801849 95.2917099 105.153473 116.330124 124.78894 133.151443 143.587219 155.148544 166.443298 177.189331 188.593506 202.234695 214.365082 227.378754 241.988846 257.847778 273.997314 288.206543 305.380859 323.897034 342.34137 365.752167 389.38147 413.421387 437.662231 463.949158 495.378845 519.122437 553.647156 582.224487 614.206116 651.608276 687.456299 722.747559 767.637695 811.799927 856.128296 898.642822 941.19873 984.474976 1024.60046 1067.1062 1114.68335 1154.42932 1194.72253 1241.00085 1289.43359 1341.10181 1385.77905 1434.81238 1489.29077 1540.83813 1599.71973 1666.56372 1725.99585 1778.44995 1837.7439 1899.76245 1957.51318 2014.09216 2074.14282 2145.08423 2221.52979 2281.38721 2356.62256 2427.09131 2493.82666 2561.48193 2635.49561 2700.28955 2779.58032 2851.31006 2938.71533 3004.61133 3092.92383 3168.69214 3262.84668 3357.77051 3452.84424 3541.00195 3632.00977 3725.70361 3821.89844 3923.20703 4018.67261 4124.76172 4212.2168 4303.38477 4407.05713 4493.05469 4574.81934 4671.62646 4777.20166 4887.02832 4993.56836 do regularised spline fit for input variable # 9 build map for variable # 9 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 10 0.000541377289 0.941755176 1.60709906 2.18133855 2.72097516 3.22832966 3.72126484 4.19837332 4.65730953 5.10585976 5.52923775 5.93061066 6.31571484 6.67051172 7.01740503 7.34698677 7.6674304 7.97167492 8.26522446 8.55522346 8.82571602 9.08898067 9.34474564 9.59597778 9.84093094 10.083127 10.3229141 10.552227 10.7826061 11.0108757 11.2307558 11.4502192 11.6671333 11.8858938 12.1013498 12.3138056 12.519989 12.7286663 12.9393063 13.151207 13.3617649 13.5737724 13.7845459 13.9970398 14.2120533 14.4244604 14.640316 14.8570738 15.0754337 15.2960033 15.517189 15.7376957 15.9644585 16.1907196 16.421875 16.6563454 16.8978424 17.1432171 17.3902397 17.6413841 17.9025688 18.1644115 18.4300861 18.7055759 18.9897575 19.2799187 19.5762863 19.8856945 20.2106781 20.5428085 20.8825607 21.232254 21.6018181 21.9951305 22.3948517 22.8202629 23.2685814 23.7466316 24.2491493 24.7780647 25.345787 25.9620247 26.6269951 27.3593006 28.1465263 29.0279312 29.983263 31.0869408 32.3157883 33.6882362 35.2807846 37.1143761 39.2207642 41.7132759 44.6495552 48.1745682 52.4178391 57.8529816 65.1030884 76.4471893 122.142891 do regularised spline fit for input variable # 10 ------------------------------ Transdef: Tab for variable 11 1. 3. 3. 3. 4. 5. 5. 6. 6. 6. 7. 7. 7. 7. 7. 8. 8. 9. 10. 10. 11. 11. 11. 12. 12. 12. 12. 12. 13. 13. 13. 13. 13. 13. 14. 14. 14. 14. 14. 14. 14. 14. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 18. 18. 18. 18. 18. 18. 18. 18. 18. 18. 18. 19. 19. 19. 19. 19. 19. 19. 20. 20. 20. 21. 27. build map for variable # 11 ------------------------------ Transdef: Tab for variable 12 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 13 ------------------------------ Transdef: Tab for variable 14 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 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 0. 0. 0. 0. 0. 0. 0. 0. 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 # 22 ------------------------------ Transdef: Tab for variable 23 -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 # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -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 # 24 build map for variable # 24 ------------------------------ 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. 1. 1. 1. 1. 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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. build map for variable # 26 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 27 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 2. 3. 5. 59. build map for variable # 27 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 32. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 33. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 34. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 35. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 36. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 37. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 38. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 39. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 40. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 41. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 42. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 43. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 44. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 45. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 46. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 47. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 48. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 49. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 51. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 52. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 53. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 54. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 57. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 58. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 59. Unregularised mean is returned ------------------------------ 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 0.7 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1 100.0 10.8 10.0 7.8 24.3 20.2 24.4 28.9 1.5 14.3 13.8 0.0 5.0 6.6 3.8 2.7 57.7 28.6 7.6 8.7 9.4 1.7 4.2 4.2 3.6 3.8 3.9 0.3 43.5 34.6 0.8 16.9 15.1 43.7 2 10.8 100.0 4.9 3.8 14.2 12.4 14.7 28.8 -1.1 9.8 11.9 -4.5 -3.7 3.5 -4.5 5.2 6.4 1.5 -11.5 -11.6 -9.5 2.6 4.0 4.3 6.5 4.2 4.7 2.1 6.2 3.7 2.3 12.1 11.5 5.1 3 10.0 4.9 100.0 35.2 4.8 20.9 6.9 7.4 2.8 9.1 26.8 15.4 7.0 56.8 -5.3 13.6 8.6 5.7 8.9 10.1 16.7 -5.2 -4.4 -6.0 -7.9 -7.0 -6.2 -21.2 8.4 3.0 -15.2 14.6 18.7 11.8 4 7.8 3.8 35.2 100.0 -6.0 11.8 -5.7 -4.1 -1.2 1.6 12.5 -15.2 -10.5 29.7 -19.1 41.3 9.1 6.2 7.7 13.4 22.0 13.8 -0.7 -0.3 -1.7 -1.1 0.1 4.4 15.3 8.0 4.9 4.5 9.7 15.2 5 24.3 14.2 4.8 -6.0 100.0 32.9 76.4 83.6 -3.0 46.7 27.7 -0.9 -1.2 -0.3 1.4 -1.0 12.7 3.6 2.0 3.3 5.4 -1.5 1.0 1.0 1.8 1.3 1.4 0.5 9.8 16.9 -0.9 0.0 2.2 11.2 6 20.2 12.4 20.9 11.8 32.9 100.0 42.6 39.1 -1.4 29.8 87.9 6.5 5.1 31.3 -9.6 11.4 12.1 1.8 7.6 8.6 11.9 25.5 4.6 5.0 6.0 4.0 5.2 20.9 8.1 10.8 21.2 9.1 11.3 11.3 7 24.4 14.7 6.9 -5.7 76.4 42.6 100.0 76.9 0.8 40.6 34.8 -7.8 -4.7 -5.8 1.4 0.2 14.1 6.1 -0.4 1.7 4.5 -12.5 -1.0 -0.9 -0.4 -0.5 -0.7 -7.7 11.0 18.4 -10.9 -1.1 1.8 12.4 8 28.9 28.8 7.4 -4.1 83.6 39.1 76.9 100.0 -3.2 42.5 28.0 -3.9 -0.6 0.6 1.9 1.1 16.4 5.3 1.3 2.7 5.6 -2.6 1.6 1.7 2.7 1.9 2.0 -1.2 10.5 16.4 -2.0 3.0 4.8 11.6 9 1.5 -1.1 2.8 -1.2 -3.0 -1.4 0.8 -3.2 100.0 -0.7 0.3 -5.0 -1.9 -2.5 -1.7 0.7 2.2 1.2 -1.5 -1.6 -1.5 -5.2 -0.7 -0.7 -0.7 -0.7 -0.8 -5.1 0.4 0.2 -4.9 -0.2 -0.2 0.6 10 14.3 9.8 9.1 1.6 46.7 29.8 40.6 42.5 -0.7 100.0 29.1 -3.8 -1.4 7.4 -4.4 6.4 9.4 3.4 1.6 3.0 5.3 2.2 0.7 1.1 1.6 0.9 1.2 1.3 9.5 12.9 1.3 3.1 5.4 11.7 11 13.8 11.9 26.8 12.5 27.7 87.9 34.8 28.0 0.3 29.1 100.0 9.8 5.1 34.7 -9.6 10.9 9.1 2.0 6.3 7.8 11.4 21.9 3.2 3.8 5.0 2.7 4.1 14.3 7.6 9.7 16.1 10.6 12.3 10.8 12 0.0 -4.5 15.4 -15.2 -0.9 6.5 -7.8 -3.9 -5.0 -3.8 9.8 100.0 35.2 26.8 31.3 -67.0 -6.9 -6.5 6.0 2.1 -3.7 16.5 1.7 0.5 1.2 0.4 0.4 10.3 -9.0 -9.9 12.5 6.4 3.8 -9.9 13 5.0 -3.7 7.0 -10.5 -1.2 5.1 -4.7 -0.6 -1.9 -1.4 5.1 35.2 100.0 11.3 63.1 -31.8 4.4 7.8 27.2 21.1 18.1 6.1 0.4 -0.1 0.2 0.0 -0.2 3.0 -3.7 -4.1 4.0 3.4 1.5 -4.2 14 6.6 3.5 56.8 29.7 -0.3 31.3 -5.8 0.6 -2.5 7.4 34.7 26.8 11.3 100.0 -22.3 19.8 0.8 -5.4 17.3 18.5 21.5 38.5 3.8 2.6 2.3 1.0 3.0 24.0 7.8 2.5 29.5 20.0 20.1 11.2 15 3.8 -4.5 -5.3 -19.1 1.4 -9.6 1.4 1.9 -1.7 -4.4 -9.6 31.3 63.1 -22.3 100.0 -37.8 5.0 13.6 32.6 29.7 26.8 -15.8 -1.5 -1.5 -1.3 -1.0 -1.7 -14.6 -5.0 -3.9 -13.7 -4.2 -6.1 -6.6 16 2.7 5.2 13.6 41.3 -1.0 11.4 0.2 1.1 0.7 6.4 10.9 -67.0 -31.8 19.8 -37.8 100.0 6.7 5.1 0.1 10.2 17.1 8.7 -1.0 -0.8 -1.8 -1.3 -0.3 4.1 12.8 11.1 3.6 5.5 9.6 14.7 17 57.7 6.4 8.6 9.1 12.7 12.1 14.1 16.4 2.2 9.4 9.1 -6.9 4.4 0.8 5.0 6.7 100.0 50.6 4.6 5.8 6.7 -3.3 1.6 1.6 1.1 1.4 1.4 -3.9 35.0 26.8 -4.0 11.9 11.8 33.9 18 28.6 1.5 5.7 6.2 3.6 1.8 6.1 5.3 1.2 3.4 2.0 -6.5 7.8 -5.4 13.6 5.1 50.6 100.0 5.2 7.9 8.7 -10.6 -4.7 -4.6 -3.9 -4.2 -4.2 -11.1 26.1 20.3 -11.4 7.0 6.7 23.2 19 7.6 -11.5 8.9 7.7 2.0 7.6 -0.4 1.3 -1.5 1.6 6.3 6.0 27.2 17.3 32.6 0.1 4.6 5.2 100.0 87.6 81.5 14.3 2.4 2.5 2.3 1.9 2.6 11.3 6.7 4.4 13.6 2.9 2.0 7.1 20 8.7 -11.6 10.1 13.4 3.3 8.6 1.7 2.7 -1.6 3.0 7.8 2.1 21.1 18.5 29.7 10.2 5.8 7.9 87.6 100.0 91.9 11.2 0.7 0.9 0.5 0.4 1.1 8.2 9.4 7.4 9.7 3.6 4.2 9.6 21 9.4 -9.5 16.7 22.0 5.4 11.9 4.5 5.6 -1.5 5.3 11.4 -3.7 18.1 21.5 26.8 17.1 6.7 8.7 81.5 91.9 100.0 11.8 0.8 1.0 0.6 0.4 1.3 7.2 10.5 8.0 8.7 3.6 4.7 10.6 22 1.7 2.6 -5.2 13.8 -1.5 25.5 -12.5 -2.6 -5.2 2.2 21.9 16.5 6.1 38.5 -15.8 8.7 -3.3 -10.6 14.3 11.2 11.8 100.0 13.7 13.8 16.0 13.1 14.7 77.9 3.2 -1.5 90.8 5.8 8.2 3.6 23 4.2 4.0 -4.4 -0.7 1.0 4.6 -1.0 1.6 -0.7 0.7 3.2 1.7 0.4 3.8 -1.5 -1.0 1.6 -4.7 2.4 0.7 0.8 13.7 100.0 96.5 85.3 81.0 85.6 11.1 6.8 8.4 12.9 14.5 12.5 7.2 24 4.2 4.3 -6.0 -0.3 1.0 5.0 -0.9 1.7 -0.7 1.1 3.8 0.5 -0.1 2.6 -1.5 -0.8 1.6 -4.6 2.5 0.9 1.0 13.8 96.5 100.0 86.4 81.0 85.8 11.0 6.6 8.5 12.8 14.2 12.1 7.1 25 3.6 6.5 -7.9 -1.7 1.8 6.0 -0.4 2.7 -0.7 1.6 5.0 1.2 0.2 2.3 -1.3 -1.8 1.1 -3.9 2.3 0.5 0.6 16.0 85.3 86.4 100.0 81.5 91.9 12.8 5.0 6.5 15.0 12.7 10.3 5.4 26 3.8 4.2 -7.0 -1.1 1.3 4.0 -0.5 1.9 -0.7 0.9 2.7 0.4 0.0 1.0 -1.0 -1.3 1.4 -4.2 1.9 0.4 0.4 13.1 81.0 81.0 81.5 100.0 79.1 10.7 5.9 7.6 12.5 13.5 11.4 6.2 27 3.9 4.7 -6.2 0.1 1.4 5.2 -0.7 2.0 -0.8 1.2 4.1 0.4 -0.2 3.0 -1.7 -0.3 1.4 -4.2 2.6 1.1 1.3 14.7 85.6 85.8 91.9 79.1 100.0 11.6 6.1 7.9 13.5 13.1 11.0 6.6 28 0.3 2.1 -21.2 4.4 0.5 20.9 -7.7 -1.2 -5.1 1.3 14.3 10.3 3.0 24.0 -14.6 4.1 -3.9 -11.1 11.3 8.2 7.2 77.9 11.1 11.0 12.8 10.7 11.6 100.0 0.9 3.7 82.6 3.2 8.1 1.4 29 43.5 6.2 8.4 15.3 9.8 8.1 11.0 10.5 0.4 9.5 7.6 -9.0 -3.7 7.8 -5.0 12.8 35.0 26.1 6.7 9.4 10.5 3.2 6.8 6.6 5.0 5.9 6.1 0.9 100.0 55.2 2.4 26.1 22.8 66.8 30 34.6 3.7 3.0 8.0 16.9 10.8 18.4 16.4 0.2 12.9 9.7 -9.9 -4.1 2.5 -3.9 11.1 26.8 20.3 4.4 7.4 8.0 -1.5 8.4 8.5 6.5 7.6 7.9 3.7 55.2 100.0 -0.4 24.8 23.4 50.0 31 0.8 2.3 -15.2 4.9 -0.9 21.2 -10.9 -2.0 -4.9 1.3 16.1 12.5 4.0 29.5 -13.7 3.6 -4.0 -11.4 13.6 9.7 8.7 90.8 12.9 12.8 15.0 12.5 13.5 82.6 2.4 -0.4 100.0 5.1 10.6 2.6 32 16.9 12.1 14.6 4.5 0.0 9.1 -1.1 3.0 -0.2 3.1 10.6 6.4 3.4 20.0 -4.2 5.5 11.9 7.0 2.9 3.6 3.6 5.8 14.5 14.2 12.7 13.5 13.1 3.2 26.1 24.8 5.1 100.0 78.3 26.1 33 15.1 11.5 18.7 9.7 2.2 11.3 1.8 4.8 -0.2 5.4 12.3 3.8 1.5 20.1 -6.1 9.6 11.8 6.7 2.0 4.2 4.7 8.2 12.5 12.1 10.3 11.4 11.0 8.1 22.8 23.4 10.6 78.3 100.0 24.5 34 43.7 5.1 11.8 15.2 11.2 11.3 12.4 11.6 0.6 11.7 10.8 -9.9 -4.2 11.2 -6.6 14.7 33.9 23.2 7.1 9.6 10.6 3.6 7.2 7.1 5.4 6.2 6.6 1.4 66.8 50.0 2.6 26.1 24.5 100.0 TOTAL CORRELATION TO TARGET (diagonal) 114.685535 TOTAL CORRELATION OF ALL VARIABLES 67.7160229 ROUND 1: MAX CORR ( 67.7160226) AFTER KILLING INPUT VARIABLE 21 CONTR 0.0069821765 ROUND 2: MAX CORR ( 67.7160222) AFTER KILLING INPUT VARIABLE 26 CONTR 0.00767540623 ROUND 3: MAX CORR ( 67.716021) AFTER KILLING INPUT VARIABLE 23 CONTR 0.0123890095 ROUND 4: MAX CORR ( 67.7160204) AFTER KILLING INPUT VARIABLE 24 CONTR 0.00928453817 ROUND 5: MAX CORR ( 67.7157675) AFTER KILLING INPUT VARIABLE 15 CONTR 0.185067009 ROUND 6: MAX CORR ( 67.7153806) AFTER KILLING INPUT VARIABLE 25 CONTR 0.228896381 ROUND 7: MAX CORR ( 67.7153372) AFTER KILLING INPUT VARIABLE 27 CONTR 0.0767272245 ROUND 8: MAX CORR ( 67.7149469) AFTER KILLING INPUT VARIABLE 31 CONTR 0.22990116 ROUND 9: MAX CORR ( 67.7142739) AFTER KILLING INPUT VARIABLE 14 CONTR 0.301886326 ROUND 10: MAX CORR ( 67.712623) AFTER KILLING INPUT VARIABLE 7 CONTR 0.472851752 ROUND 11: MAX CORR ( 67.7108901) AFTER KILLING INPUT VARIABLE 19 CONTR 0.484425628 ROUND 12: MAX CORR ( 67.7088507) AFTER KILLING INPUT VARIABLE 4 CONTR 0.525523815 ROUND 13: MAX CORR ( 67.704438) AFTER KILLING INPUT VARIABLE 3 CONTR 0.773010217 ROUND 14: MAX CORR ( 67.6988246) AFTER KILLING INPUT VARIABLE 22 CONTR 0.871815417 ROUND 15: MAX CORR ( 67.6924253) AFTER KILLING INPUT VARIABLE 28 CONTR 0.930817102 ROUND 16: MAX CORR ( 67.6841474) AFTER KILLING INPUT VARIABLE 16 CONTR 1.05859479 ROUND 17: MAX CORR ( 67.6726356) AFTER KILLING INPUT VARIABLE 10 CONTR 1.24827796 ROUND 18: MAX CORR ( 67.6631429) AFTER KILLING INPUT VARIABLE 5 CONTR 1.13345153 ROUND 19: MAX CORR ( 67.6512219) AFTER KILLING INPUT VARIABLE 33 CONTR 1.27007245 ROUND 20: MAX CORR ( 67.6340664) AFTER KILLING INPUT VARIABLE 32 CONTR 1.52344368 ROUND 21: MAX CORR ( 67.6164472) AFTER KILLING INPUT VARIABLE 9 CONTR 1.54369771 ROUND 22: MAX CORR ( 67.5922022) AFTER KILLING INPUT VARIABLE 13 CONTR 1.8105622 ROUND 23: MAX CORR ( 67.5645926) AFTER KILLING INPUT VARIABLE 2 CONTR 1.93174364 ROUND 24: MAX CORR ( 67.5307737) AFTER KILLING INPUT VARIABLE 20 CONTR 2.13746893 ROUND 25: MAX CORR ( 67.4880173) AFTER KILLING INPUT VARIABLE 18 CONTR 2.40268989 ROUND 26: MAX CORR ( 67.3570683) AFTER KILLING INPUT VARIABLE 30 CONTR 4.20212088 ROUND 27: MAX CORR ( 67.1133928) AFTER KILLING INPUT VARIABLE 11 CONTR 5.72426138 ROUND 28: MAX CORR ( 66.9693424) AFTER KILLING INPUT VARIABLE 6 CONTR 4.3948448 ROUND 29: MAX CORR ( 66.6199822) AFTER KILLING INPUT VARIABLE 12 CONTR 6.83160309 ROUND 30: MAX CORR ( 65.6762324) AFTER KILLING INPUT VARIABLE 29 CONTR 11.1738322 ROUND 31: MAX CORR ( 63.1300328) AFTER KILLING INPUT VARIABLE 8 CONTR 18.1098442 ROUND 32: MAX CORR ( 57.6715048) AFTER KILLING INPUT VARIABLE 34 CONTR 25.6787572 LAST REMAINING VARIABLE: 17 total correlation to target: 67.7160229 % total significance: 677.160229 sigma correlations of single variables to target: variable 2: 10.7645696 % , in sigma: 107.645696 variable 3: 9.95117712 % , in sigma: 99.5117712 variable 4: 7.81870457 % , in sigma: 78.1870457 variable 5: 24.3280701 % , in sigma: 243.280701 variable 6: 20.1665167 % , in sigma: 201.665167 variable 7: 24.4092272 % , in sigma: 244.092272 variable 8: 28.9220919 % , in sigma: 289.220919 variable 9: 1.50760336 % , in sigma: 15.0760336 variable 10: 14.2556424 % , in sigma: 142.556424 variable 11: 13.7934989 % , in sigma: 137.934989 variable 12: 0.0430981615 % , in sigma: 0.430981615 variable 13: 4.97053076 % , in sigma: 49.7053076 variable 14: 6.62763787 % , in sigma: 66.2763787 variable 15: 3.77464679 % , in sigma: 37.7464679 variable 16: 2.70927325 % , in sigma: 27.0927325 variable 17: 57.6715048 % , in sigma: 576.715048 variable 18: 28.561785 % , in sigma: 285.61785 variable 19: 7.56735883 % , in sigma: 75.6735883 variable 20: 8.65913989 % , in sigma: 86.5913989 variable 21: 9.38913144 % , in sigma: 93.8913144 variable 22: 1.71243818 % , in sigma: 17.1243818 variable 23: 4.23820306 % , in sigma: 42.3820306 variable 24: 4.18092057 % , in sigma: 41.8092057 variable 25: 3.58607675 % , in sigma: 35.8607675 variable 26: 3.77425738 % , in sigma: 37.7425738 variable 27: 3.90816185 % , in sigma: 39.0816185 variable 28: 0.31872845 % , in sigma: 3.1872845 variable 29: 43.5413046 % , in sigma: 435.413046 variable 30: 34.5664237 % , in sigma: 345.664237 variable 31: 0.757848262 % , in sigma: 7.57848262 variable 32: 16.9039942 % , in sigma: 169.039942 variable 33: 15.1376277 % , in sigma: 151.376277 variable 34: 43.7119387 % , in sigma: 437.119387 variables sorted by significance: 1 most relevant variable 17 corr 57.671505 , in sigma: 576.71505 2 most relevant variable 34 corr 25.6787567 , in sigma: 256.787567 3 most relevant variable 8 corr 18.1098442 , in sigma: 181.098442 4 most relevant variable 29 corr 11.1738319 , in sigma: 111.738319 5 most relevant variable 12 corr 6.83160305 , in sigma: 68.3160305 6 most relevant variable 6 corr 4.39484501 , in sigma: 43.9484501 7 most relevant variable 11 corr 5.72426128 , in sigma: 57.2426128 8 most relevant variable 30 corr 4.20212078 , in sigma: 42.0212078 9 most relevant variable 18 corr 2.40268993 , in sigma: 24.0268993 10 most relevant variable 20 corr 2.13746881 , in sigma: 21.3746881 11 most relevant variable 2 corr 1.93174362 , in sigma: 19.3174362 12 most relevant variable 13 corr 1.81056225 , in sigma: 18.1056225 13 most relevant variable 9 corr 1.54369771 , in sigma: 15.4369771 14 most relevant variable 32 corr 1.5234437 , in sigma: 15.234437 15 most relevant variable 33 corr 1.27007246 , in sigma: 12.7007246 16 most relevant variable 5 corr 1.13345158 , in sigma: 11.3345158 17 most relevant variable 10 corr 1.2482779 , in sigma: 12.482779 18 most relevant variable 16 corr 1.05859482 , in sigma: 10.5859482 19 most relevant variable 28 corr 0.930817127 , in sigma: 9.30817127 20 most relevant variable 22 corr 0.871815443 , in sigma: 8.71815443 21 most relevant variable 3 corr 0.773010194 , in sigma: 7.73010194 22 most relevant variable 4 corr 0.525523841 , in sigma: 5.25523841 23 most relevant variable 19 corr 0.484425634 , in sigma: 4.84425634 24 most relevant variable 7 corr 0.472851753 , in sigma: 4.72851753 25 most relevant variable 14 corr 0.30188632 , in sigma: 3.0188632 26 most relevant variable 31 corr 0.229901165 , in sigma: 2.29901165 27 most relevant variable 27 corr 0.0767272264 , in sigma: 0.767272264 28 most relevant variable 25 corr 0.228896379 , in sigma: 2.28896379 29 most relevant variable 15 corr 0.185067013 , in sigma: 1.85067013 30 most relevant variable 24 corr 0.00928453822 , in sigma: 0.0928453822 31 most relevant variable 23 corr 0.0123890098 , in sigma: 0.123890098 32 most relevant variable 26 corr 0.00767540606 , in sigma: 0.0767540606 33 most relevant variable 21 corr 0.00698217656 , in sigma: 0.0698217656 global correlations between input variables: variable 2: 40.5677056 % variable 3: 72.7038977 % variable 4: 56.9753251 % variable 5: 87.4020475 % variable 6: 90.2760513 % variable 7: 83.3601741 % variable 8: 88.5103837 % variable 9: 11.2081237 % variable 10: 50.5657164 % variable 11: 89.3502075 % variable 12: 82.0488608 % variable 13: 70.7587399 % variable 14: 80.3033245 % variable 15: 77.9148881 % variable 16: 82.0310467 % variable 17: 58.1808294 % variable 18: 54.4579692 % variable 19: 88.8475474 % variable 20: 94.7446818 % variable 21: 92.9394276 % variable 22: 92.6449356 % variable 23: 96.7968032 % variable 24: 96.9044608 % variable 25: 93.5992453 % variable 26: 84.6063722 % variable 27: 92.971338 % variable 28: 84.2496976 % variable 29: 72.7849773 % variable 30: 61.3157017 % variable 31: 93.3419468 % variable 32: 79.927467 % variable 33: 79.8543116 % variable 34: 70.2674711 % significance loss when removing single variables: variable 2: corr = 2.00233602 % , sigma = 20.0233602 variable 3: corr = 0.281903172 % , sigma = 2.81903172 variable 4: corr = 0.534258036 % , sigma = 5.34258036 variable 5: corr = 1.21219254 % , sigma = 12.1219254 variable 6: corr = 7.03943418 % , sigma = 70.3943418 variable 7: corr = 0.485210966 % , sigma = 4.85210966 variable 8: corr = 5.77792899 % , sigma = 57.7792899 variable 9: corr = 1.45092243 % , sigma = 14.5092243 variable 10: corr = 1.27065376 % , sigma = 12.7065376 variable 11: corr = 5.88596166 % , sigma = 58.8596166 variable 12: corr = 2.60229099 % , sigma = 26.0229099 variable 13: corr = 1.07517658 % , sigma = 10.7517658 variable 14: corr = 0.358466797 % , sigma = 3.58466797 variable 15: corr = 0.184209239 % , sigma = 1.84209239 variable 16: corr = 1.2963369 % , sigma = 12.963369 variable 17: corr = 36.2019538 % , sigma = 362.019538 variable 18: corr = 2.61103723 % , sigma = 26.1103723 variable 19: corr = 0.477370047 % , sigma = 4.77370047 variable 20: corr = 0.391231272 % , sigma = 3.91231272 variable 21: corr = 0.00698217644 % , sigma = 0.0698217644 variable 22: corr = 0.680378168 % , sigma = 6.80378168 variable 23: corr = 0.0132820054 % , sigma = 0.132820054 variable 24: corr = 0.0148785231 % , sigma = 0.148785231 variable 25: corr = 0.199212699 % , sigma = 1.99212699 variable 26: corr = 0.00767408832 % , sigma = 0.0767408832 variable 27: corr = 0.227152581 % , sigma = 2.27152581 variable 28: corr = 0.878967363 % , sigma = 8.78967363 variable 29: corr = 9.21229127 % , sigma = 92.1229127 variable 30: corr = 4.23448449 % , sigma = 42.3448449 variable 31: corr = 0.240661855 % , sigma = 2.40661855 variable 32: corr = 1.88412174 % , sigma = 18.8412174 variable 33: corr = 1.0772514 % , sigma = 10.772514 variable 34: corr = 11.0695497 % , sigma = 110.695497 Keep only 25 most significant input variables Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -1.49296403 create test 22 plots 9100/9200: 2 NVar: 26. 4373 --------- Entering internal boost mode: --------- Weightsum per Output Node: 1000000. Starting analysis with 48 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.89779997 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.58715844 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.14735746 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.01831675 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.78345585 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.57199275 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.54618382 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.38288975 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.24611032 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.17368925 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.11667597 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.01035762 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.999845207 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.992073953 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.927130878 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.885694623 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.802938223 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.762526155 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.700044334 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.674194396 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.638647795 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.609125972 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.59655118 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.564766407 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.524766147 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.492446721 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.469897002 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.427786559 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.415494591 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.397653043 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.370321184 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.330254048 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.309325665 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.287834793 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.268534094 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.173688874 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.168474704 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.106204413 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.000432730681 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.000343025051 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.000306366012 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.000262879563 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.00022365358 PREPRO: (sigma of derived input)/eigenvalue # 44 : 0.000255618768 PREPRO: (sigma of derived input)/eigenvalue # 45 : 0.0002888538 PREPRO: (sigma of derived input)/eigenvalue # 46 : 0.000314289529 PREPRO: (sigma of derived input)/eigenvalue # 47 : 0.000431983761 PREPRO: (sigma of derived input)/eigenvalue # 48 : 0.000437252311 Using 38 variables out of 48 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 39.0 0 0.7 2.9 2.6 2.1 2.0 1.8 1.6 1.5 1.4 1.2 1.2 1.1 1.0 1.0 1.0 0.9 0.9 0.8 0.8 0.7 0.7 0.6 0.6 0.6 0.6 0.5 0.5 0.5 0.4 0.4 0.4 0.4 0.3 0.3 0.3 0.3 0.2 0.2 0.1 1 100.0 -5.3 -0.3 -20.2 -35.2 38.4 -6.1 -3.3 -4.5 0.4 -0.5 13.6 5.6 0.8 -2.2 -8.8 9.5 -0.5 3.3 -4.9 13.0 -8.0 4.2 -5.6 -0.6 -5.8 -0.1 7.6 0.2 4.0 -0.2 -0.6 -1.3 -3.7 1.8 -0.6 -6.4 9.9 -0.4 2 -5.3 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 3 -0.3 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 4 -20.2 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 5 -35.2 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 6 38.4 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7 -6.1 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 8 -3.3 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 9 -4.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 10 0.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 11 -0.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 12 13.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 13 5.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 14 0.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 15 -2.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 16 -8.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 17 9.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 18 -0.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 19 3.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 20 -4.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 21 13.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 22 -8.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 23 4.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 24 -5.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 25 -0.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 26 -5.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 27 -0.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 28 7.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 29 0.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 30 4.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 31 -0.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 32 -0.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 33 -1.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 34 -3.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 35 1.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 36 -0.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 37 -6.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 38 9.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 39 -0.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 64.7696317 PREPRO: MEAN( 1)= -0.750382 WIDTH 0.436927291 PREPRO: MEAN( 2)= -6.7642957E-08 WIDTH 8.39724396 PREPRO: MEAN( 3)= 2.10318118E-08 WIDTH 6.69339073 PREPRO: MEAN( 4)= 1.38430223E-08 WIDTH 4.61114479 PREPRO: MEAN( 5)= -1.18442159E-09 WIDTH 4.07360271 PREPRO: MEAN( 6)= 1.07741983E-07 WIDTH 3.18071504 PREPRO: MEAN( 7)= 8.11510682E-08 WIDTH 2.47116045 PREPRO: MEAN( 8)= 1.71578901E-07 WIDTH 2.39068434 PREPRO: MEAN( 9)= -3.24633243E-08 WIDTH 1.91238492 PREPRO: MEAN( 10)= 9.74902883E-08 WIDTH 1.55279127 PREPRO: MEAN( 11)= 3.32095623E-08 WIDTH 1.37754627 PREPRO: MEAN( 12)= 5.90269645E-08 WIDTH 1.24696532 PREPRO: MEAN( 13)= 4.111133E-08 WIDTH 1.02082181 PREPRO: MEAN( 14)= 9.83939331E-10 WIDTH 0.999690406 PREPRO: MEAN( 15)= 2.19530982E-08 WIDTH 0.984211353 PREPRO: MEAN( 16)= -4.55778374E-08 WIDTH 0.859571297 PREPRO: MEAN( 17)= -4.60879132E-09 WIDTH 0.784454816 PREPRO: MEAN( 18)= 1.74423903E-08 WIDTH 0.644709693 PREPRO: MEAN( 19)= 1.92044452E-08 WIDTH 0.581445961 PREPRO: MEAN( 20)= 7.64888278E-08 WIDTH 0.490062083 PREPRO: MEAN( 21)= 7.77006242E-09 WIDTH 0.45453808 PREPRO: MEAN( 22)= 2.03236281E-08 WIDTH 0.407870888 PREPRO: MEAN( 23)= 3.4147406E-08 WIDTH 0.371034693 PREPRO: MEAN( 24)= 1.16747525E-08 WIDTH 0.35587346 PREPRO: MEAN( 25)= 2.51395556E-08 WIDTH 0.318960935 PREPRO: MEAN( 26)= -6.25536218E-09 WIDTH 0.275379462 PREPRO: MEAN( 27)= 4.20618488E-09 WIDTH 0.24250364 PREPRO: MEAN( 28)= -1.81740597E-08 WIDTH 0.220803133 PREPRO: MEAN( 29)= -1.56179238E-08 WIDTH 0.183001361 PREPRO: MEAN( 30)= 2.34544016E-08 WIDTH 0.172635759 PREPRO: MEAN( 31)= -9.31161642E-09 WIDTH 0.158127948 PREPRO: MEAN( 32)= 2.60067284E-08 WIDTH 0.137137898 PREPRO: MEAN( 33)= 5.00006229E-09 WIDTH 0.109067795 PREPRO: MEAN( 34)= -1.85316307E-08 WIDTH 0.0956824605 PREPRO: MEAN( 35)= 5.89517131E-09 WIDTH 0.0828488235 PREPRO: MEAN( 36)= 5.53875882E-09 WIDTH 0.0721104722 PREPRO: MEAN( 37)= -5.32234181E-09 WIDTH 0.0301678319 PREPRO: MEAN( 38)= -2.36145617E-09 WIDTH 0.0283837847 PREPRO: MEAN( 39)= -1.78935757E-08 WIDTH 0.0112793884 ------------------------------------- Teacher: actual network topology: Nodes(1) = 39 Nodes(2) = 39 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 5 --> 38.7908707 sigma out 39 active outputs RANK 2 NODE 4 --> 34.9577866 sigma out 39 active outputs RANK 3 NODE 3 --> 32.0906029 sigma out 39 active outputs RANK 4 NODE 22 --> 30.9158154 sigma out 39 active outputs RANK 5 NODE 17 --> 30.2170887 sigma out 39 active outputs RANK 6 NODE 7 --> 29.828867 sigma out 39 active outputs RANK 7 NODE 2 --> 29.680809 sigma out 39 active outputs RANK 8 NODE 31 --> 29.3286877 sigma out 39 active outputs RANK 9 NODE 29 --> 29.0501175 sigma out 39 active outputs RANK 10 NODE 33 --> 28.9194508 sigma out 39 active outputs RANK 11 NODE 15 --> 28.685091 sigma out 39 active outputs RANK 12 NODE 13 --> 28.6593647 sigma out 39 active outputs RANK 13 NODE 19 --> 28.5969009 sigma out 39 active outputs RANK 14 NODE 9 --> 28.0195923 sigma out 39 active outputs RANK 15 NODE 36 --> 27.7203102 sigma out 39 active outputs RANK 16 NODE 12 --> 27.5572758 sigma out 39 active outputs RANK 17 NODE 11 --> 27.3960476 sigma out 39 active outputs RANK 18 NODE 6 --> 27.3333778 sigma out 39 active outputs RANK 19 NODE 18 --> 27.2437096 sigma out 39 active outputs RANK 20 NODE 30 --> 27.12113 sigma out 39 active outputs RANK 21 NODE 8 --> 26.2622318 sigma out 39 active outputs RANK 22 NODE 20 --> 25.6949501 sigma out 39 active outputs RANK 23 NODE 16 --> 25.4592953 sigma out 39 active outputs RANK 24 NODE 25 --> 25.2966003 sigma out 39 active outputs RANK 25 NODE 39 --> 25.1649284 sigma out 39 active outputs RANK 26 NODE 23 --> 24.9986629 sigma out 39 active outputs RANK 27 NODE 26 --> 24.7809048 sigma out 39 active outputs RANK 28 NODE 14 --> 24.1648102 sigma out 39 active outputs RANK 29 NODE 38 --> 23.9737988 sigma out 39 active outputs RANK 30 NODE 32 --> 23.7755165 sigma out 39 active outputs RANK 31 NODE 35 --> 23.7431431 sigma out 39 active outputs RANK 32 NODE 21 --> 23.6004009 sigma out 39 active outputs RANK 33 NODE 37 --> 22.7001476 sigma out 39 active outputs RANK 34 NODE 27 --> 22.3300972 sigma out 39 active outputs RANK 35 NODE 34 --> 22.2499981 sigma out 39 active outputs RANK 36 NODE 28 --> 22.2282677 sigma out 39 active outputs RANK 37 NODE 10 --> 21.9866199 sigma out 39 active outputs RANK 38 NODE 24 --> 21.4144173 sigma out 39 active outputs RANK 39 NODE 1 --> 2.52971029 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 31 --> 34.8664017 sigma in 39act. ( 26.5895901 sig out 1act.) RANK 2 NODE 10 --> 34.7268524 sigma in 39act. ( 18.0020733 sig out 1act.) RANK 3 NODE 8 --> 34.1805191 sigma in 39act. ( 28.1597748 sig out 1act.) RANK 4 NODE 7 --> 32.7473602 sigma in 39act. ( 21.7847538 sig out 1act.) RANK 5 NODE 12 --> 32.490818 sigma in 39act. ( 29.0820427 sig out 1act.) RANK 6 NODE 35 --> 31.3159752 sigma in 39act. ( 22.7179394 sig out 1act.) RANK 7 NODE 3 --> 30.418642 sigma in 39act. ( 25.3901958 sig out 1act.) RANK 8 NODE 5 --> 29.3417301 sigma in 39act. ( 15.0245037 sig out 1act.) RANK 9 NODE 11 --> 28.9212151 sigma in 39act. ( 4.05564165 sig out 1act.) RANK 10 NODE 2 --> 28.8957901 sigma in 39act. ( 8.16344643 sig out 1act.) RANK 11 NODE 4 --> 28.8706322 sigma in 39act. ( 11.5258713 sig out 1act.) RANK 12 NODE 39 --> 27.5598869 sigma in 39act. ( 13.2373705 sig out 1act.) RANK 13 NODE 22 --> 27.3394413 sigma in 39act. ( 14.2647867 sig out 1act.) RANK 14 NODE 38 --> 27.1225109 sigma in 39act. ( 5.07727528 sig out 1act.) RANK 15 NODE 6 --> 27.0726738 sigma in 39act. ( 13.083312 sig out 1act.) RANK 16 NODE 30 --> 27.0399818 sigma in 39act. ( 11.8961039 sig out 1act.) RANK 17 NODE 16 --> 27.0327148 sigma in 39act. ( 2.6244452 sig out 1act.) RANK 18 NODE 37 --> 26.184164 sigma in 39act. ( 13.5182552 sig out 1act.) RANK 19 NODE 28 --> 26.1403866 sigma in 39act. ( 6.20344305 sig out 1act.) RANK 20 NODE 14 --> 26.0604591 sigma in 39act. ( 7.12786531 sig out 1act.) RANK 21 NODE 29 --> 25.2941723 sigma in 39act. ( 8.99398136 sig out 1act.) RANK 22 NODE 17 --> 24.9569798 sigma in 39act. ( 6.16048527 sig out 1act.) RANK 23 NODE 34 --> 24.9247665 sigma in 39act. ( 13.8013611 sig out 1act.) RANK 24 NODE 9 --> 24.6079617 sigma in 39act. ( 10.4939137 sig out 1act.) RANK 25 NODE 20 --> 24.40979 sigma in 39act. ( 15.0509129 sig out 1act.) RANK 26 NODE 24 --> 24.3068027 sigma in 39act. ( 9.73959541 sig out 1act.) RANK 27 NODE 27 --> 24.268568 sigma in 39act. ( 3.46126342 sig out 1act.) RANK 28 NODE 26 --> 24.0864067 sigma in 39act. ( 8.28415775 sig out 1act.) RANK 29 NODE 36 --> 24.0715847 sigma in 39act. ( 2.36622787 sig out 1act.) RANK 30 NODE 33 --> 23.9468079 sigma in 39act. ( 5.0382843 sig out 1act.) RANK 31 NODE 32 --> 23.7513599 sigma in 39act. ( 0.142649204 sig out 1act.) RANK 32 NODE 15 --> 23.3616142 sigma in 39act. ( 2.15177011 sig out 1act.) RANK 33 NODE 23 --> 23.3064384 sigma in 39act. ( 2.20716214 sig out 1act.) RANK 34 NODE 1 --> 23.1882191 sigma in 39act. ( 6.26414776 sig out 1act.) RANK 35 NODE 19 --> 22.0058212 sigma in 39act. ( 10.243783 sig out 1act.) RANK 36 NODE 13 --> 21.8007488 sigma in 39act. ( 3.91672063 sig out 1act.) RANK 37 NODE 18 --> 21.7271175 sigma in 39act. ( 17.2653179 sig out 1act.) RANK 38 NODE 21 --> 21.2200565 sigma in 39act. ( 7.59836102 sig out 1act.) RANK 39 NODE 25 --> 21.1479416 sigma in 39act. ( 2.82066751 sig out 1act.) sorted by output significance RANK 1 NODE 12 --> 29.0820427 sigma out 1act.( 32.490818 sig in 39act.) RANK 2 NODE 8 --> 28.1597748 sigma out 1act.( 34.1805191 sig in 39act.) RANK 3 NODE 31 --> 26.5895901 sigma out 1act.( 34.8664017 sig in 39act.) RANK 4 NODE 3 --> 25.3901958 sigma out 1act.( 30.418642 sig in 39act.) RANK 5 NODE 35 --> 22.7179394 sigma out 1act.( 31.3159752 sig in 39act.) RANK 6 NODE 7 --> 21.7847538 sigma out 1act.( 32.7473602 sig in 39act.) RANK 7 NODE 10 --> 18.0020733 sigma out 1act.( 34.7268524 sig in 39act.) RANK 8 NODE 18 --> 17.2653179 sigma out 1act.( 21.7271175 sig in 39act.) RANK 9 NODE 20 --> 15.0509129 sigma out 1act.( 24.40979 sig in 39act.) RANK 10 NODE 5 --> 15.0245037 sigma out 1act.( 29.3417301 sig in 39act.) RANK 11 NODE 22 --> 14.2647867 sigma out 1act.( 27.3394413 sig in 39act.) RANK 12 NODE 34 --> 13.8013611 sigma out 1act.( 24.9247665 sig in 39act.) RANK 13 NODE 37 --> 13.5182552 sigma out 1act.( 26.184164 sig in 39act.) RANK 14 NODE 39 --> 13.2373705 sigma out 1act.( 27.5598869 sig in 39act.) RANK 15 NODE 6 --> 13.083312 sigma out 1act.( 27.0726738 sig in 39act.) RANK 16 NODE 30 --> 11.8961039 sigma out 1act.( 27.0399818 sig in 39act.) RANK 17 NODE 4 --> 11.5258713 sigma out 1act.( 28.8706322 sig in 39act.) RANK 18 NODE 9 --> 10.4939137 sigma out 1act.( 24.6079617 sig in 39act.) RANK 19 NODE 19 --> 10.243783 sigma out 1act.( 22.0058212 sig in 39act.) RANK 20 NODE 24 --> 9.73959541 sigma out 1act.( 24.3068027 sig in 39act.) RANK 21 NODE 29 --> 8.99398136 sigma out 1act.( 25.2941723 sig in 39act.) RANK 22 NODE 26 --> 8.28415775 sigma out 1act.( 24.0864067 sig in 39act.) RANK 23 NODE 2 --> 8.16344643 sigma out 1act.( 28.8957901 sig in 39act.) RANK 24 NODE 21 --> 7.59836102 sigma out 1act.( 21.2200565 sig in 39act.) RANK 25 NODE 14 --> 7.12786531 sigma out 1act.( 26.0604591 sig in 39act.) RANK 26 NODE 1 --> 6.26414776 sigma out 1act.( 23.1882191 sig in 39act.) RANK 27 NODE 28 --> 6.20344305 sigma out 1act.( 26.1403866 sig in 39act.) RANK 28 NODE 17 --> 6.16048527 sigma out 1act.( 24.9569798 sig in 39act.) RANK 29 NODE 38 --> 5.07727528 sigma out 1act.( 27.1225109 sig in 39act.) RANK 30 NODE 33 --> 5.0382843 sigma out 1act.( 23.9468079 sig in 39act.) RANK 31 NODE 11 --> 4.05564165 sigma out 1act.( 28.9212151 sig in 39act.) RANK 32 NODE 13 --> 3.91672063 sigma out 1act.( 21.8007488 sig in 39act.) RANK 33 NODE 27 --> 3.46126342 sigma out 1act.( 24.268568 sig in 39act.) RANK 34 NODE 25 --> 2.82066751 sigma out 1act.( 21.1479416 sig in 39act.) RANK 35 NODE 16 --> 2.6244452 sigma out 1act.( 27.0327148 sig in 39act.) RANK 36 NODE 36 --> 2.36622787 sigma out 1act.( 24.0715847 sig in 39act.) RANK 37 NODE 23 --> 2.20716214 sigma out 1act.( 23.3064384 sig in 39act.) RANK 38 NODE 15 --> 2.15177011 sigma out 1act.( 23.3616142 sig in 39act.) RANK 39 NODE 32 --> 0.142649204 sigma out 1act.( 23.7513599 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 84.4285355 sigma in 39 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 28.6786785 sigma out 39 active outputs RANK 2 NODE 5 --> 26.38801 sigma out 39 active outputs RANK 3 NODE 3 --> 25.3475819 sigma out 39 active outputs RANK 4 NODE 1 --> 24.9675369 sigma out 39 active outputs RANK 5 NODE 4 --> 22.849371 sigma out 39 active outputs RANK 6 NODE 6 --> 17.8460655 sigma out 39 active outputs RANK 7 NODE 7 --> 16.7229366 sigma out 39 active outputs RANK 8 NODE 8 --> 15.6216164 sigma out 39 active outputs RANK 9 NODE 17 --> 13.3247471 sigma out 39 active outputs RANK 10 NODE 9 --> 12.9295435 sigma out 39 active outputs RANK 11 NODE 12 --> 12.1740494 sigma out 39 active outputs RANK 12 NODE 10 --> 11.0542707 sigma out 39 active outputs RANK 13 NODE 16 --> 10.8359385 sigma out 39 active outputs RANK 14 NODE 11 --> 10.7712965 sigma out 39 active outputs RANK 15 NODE 18 --> 10.1423655 sigma out 39 active outputs RANK 16 NODE 15 --> 9.25459099 sigma out 39 active outputs RANK 17 NODE 19 --> 8.63055515 sigma out 39 active outputs RANK 18 NODE 20 --> 8.27422523 sigma out 39 active outputs RANK 19 NODE 21 --> 7.355443 sigma out 39 active outputs RANK 20 NODE 23 --> 7.12802601 sigma out 39 active outputs RANK 21 NODE 22 --> 6.77150488 sigma out 39 active outputs RANK 22 NODE 13 --> 6.56577253 sigma out 39 active outputs RANK 23 NODE 14 --> 5.75334501 sigma out 39 active outputs RANK 24 NODE 29 --> 5.69410944 sigma out 39 active outputs RANK 25 NODE 25 --> 5.32992649 sigma out 39 active outputs RANK 26 NODE 26 --> 5.11668682 sigma out 39 active outputs RANK 27 NODE 24 --> 4.791574 sigma out 39 active outputs RANK 28 NODE 28 --> 4.7389245 sigma out 39 active outputs RANK 29 NODE 27 --> 4.34201002 sigma out 39 active outputs RANK 30 NODE 31 --> 4.30363321 sigma out 39 active outputs RANK 31 NODE 30 --> 4.25580359 sigma out 39 active outputs RANK 32 NODE 32 --> 4.23674679 sigma out 39 active outputs RANK 33 NODE 33 --> 3.84053016 sigma out 39 active outputs RANK 34 NODE 34 --> 3.14808631 sigma out 39 active outputs RANK 35 NODE 35 --> 2.7598846 sigma out 39 active outputs RANK 36 NODE 36 --> 2.30404449 sigma out 39 active outputs RANK 37 NODE 38 --> 1.84626138 sigma out 39 active outputs RANK 38 NODE 37 --> 1.33581555 sigma out 39 active outputs RANK 39 NODE 39 --> 0.897902489 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 8 --> 25.1214066 sigma in 39act. ( 22.7109795 sig out 1act.) RANK 2 NODE 7 --> 23.3213673 sigma in 39act. ( 16.793251 sig out 1act.) RANK 3 NODE 12 --> 23.1033096 sigma in 39act. ( 25.2497597 sig out 1act.) RANK 4 NODE 31 --> 22.7889652 sigma in 39act. ( 22.7191601 sig out 1act.) RANK 5 NODE 3 --> 20.7852688 sigma in 39act. ( 21.6322365 sig out 1act.) RANK 6 NODE 35 --> 19.220871 sigma in 39act. ( 19.649826 sig out 1act.) RANK 7 NODE 10 --> 15.4125137 sigma in 39act. ( 14.4864244 sig out 1act.) RANK 8 NODE 18 --> 14.3542843 sigma in 39act. ( 12.984416 sig out 1act.) RANK 9 NODE 22 --> 13.2069759 sigma in 39act. ( 11.8498163 sig out 1act.) RANK 10 NODE 20 --> 13.0626135 sigma in 39act. ( 11.6953707 sig out 1act.) RANK 11 NODE 5 --> 13.0292988 sigma in 39act. ( 12.7670918 sig out 1act.) RANK 12 NODE 34 --> 12.5001183 sigma in 39act. ( 10.4549541 sig out 1act.) RANK 13 NODE 4 --> 12.4866638 sigma in 39act. ( 9.73501301 sig out 1act.) RANK 14 NODE 39 --> 12.1167536 sigma in 39act. ( 9.81110477 sig out 1act.) RANK 15 NODE 37 --> 11.9019814 sigma in 39act. ( 10.3812466 sig out 1act.) RANK 16 NODE 30 --> 11.4004564 sigma in 39act. ( 9.86942959 sig out 1act.) RANK 17 NODE 6 --> 10.9448175 sigma in 39act. ( 10.6147614 sig out 1act.) RANK 18 NODE 24 --> 10.4229183 sigma in 39act. ( 7.37073708 sig out 1act.) RANK 19 NODE 9 --> 9.46088123 sigma in 39act. ( 8.04719925 sig out 1act.) RANK 20 NODE 19 --> 8.86579514 sigma in 39act. ( 7.5776577 sig out 1act.) RANK 21 NODE 29 --> 8.67915154 sigma in 39act. ( 7.4877286 sig out 1act.) RANK 22 NODE 26 --> 8.57935047 sigma in 39act. ( 6.4430747 sig out 1act.) RANK 23 NODE 2 --> 8.21195412 sigma in 39act. ( 6.24630022 sig out 1act.) RANK 24 NODE 14 --> 8.02958298 sigma in 39act. ( 5.59921122 sig out 1act.) RANK 25 NODE 17 --> 6.74296951 sigma in 39act. ( 4.72207165 sig out 1act.) RANK 26 NODE 1 --> 6.64765263 sigma in 39act. ( 4.99482584 sig out 1act.) RANK 27 NODE 21 --> 6.63046217 sigma in 39act. ( 6.10274696 sig out 1act.) RANK 28 NODE 28 --> 6.51291752 sigma in 39act. ( 4.72760534 sig out 1act.) RANK 29 NODE 38 --> 5.96136808 sigma in 39act. ( 3.88749003 sig out 1act.) RANK 30 NODE 33 --> 5.45017672 sigma in 39act. ( 3.7288661 sig out 1act.) RANK 31 NODE 11 --> 5.02748299 sigma in 39act. ( 3.01023746 sig out 1act.) RANK 32 NODE 27 --> 4.92574406 sigma in 39act. ( 2.58454156 sig out 1act.) RANK 33 NODE 23 --> 4.79439735 sigma in 39act. ( 2.12279987 sig out 1act.) RANK 34 NODE 13 --> 4.7893672 sigma in 39act. ( 2.83647132 sig out 1act.) RANK 35 NODE 16 --> 4.47063637 sigma in 39act. ( 2.5549438 sig out 1act.) RANK 36 NODE 15 --> 4.03074932 sigma in 39act. ( 1.43999314 sig out 1act.) RANK 37 NODE 25 --> 3.89394641 sigma in 39act. ( 2.16294956 sig out 1act.) RANK 38 NODE 36 --> 3.7220583 sigma in 39act. ( 1.74394572 sig out 1act.) RANK 39 NODE 32 --> 2.73012543 sigma in 39act. ( 0.0662142411 sig out 1act.) sorted by output significance RANK 1 NODE 12 --> 25.2497597 sigma out 1act.( 23.1033096 sig in 39act.) RANK 2 NODE 31 --> 22.7191601 sigma out 1act.( 22.7889652 sig in 39act.) RANK 3 NODE 8 --> 22.7109795 sigma out 1act.( 25.1214066 sig in 39act.) RANK 4 NODE 3 --> 21.6322365 sigma out 1act.( 20.7852688 sig in 39act.) RANK 5 NODE 35 --> 19.649826 sigma out 1act.( 19.220871 sig in 39act.) RANK 6 NODE 7 --> 16.793251 sigma out 1act.( 23.3213673 sig in 39act.) RANK 7 NODE 10 --> 14.4864244 sigma out 1act.( 15.4125137 sig in 39act.) RANK 8 NODE 18 --> 12.984416 sigma out 1act.( 14.3542843 sig in 39act.) RANK 9 NODE 5 --> 12.7670918 sigma out 1act.( 13.0292988 sig in 39act.) RANK 10 NODE 22 --> 11.8498163 sigma out 1act.( 13.2069759 sig in 39act.) RANK 11 NODE 20 --> 11.6953707 sigma out 1act.( 13.0626135 sig in 39act.) RANK 12 NODE 6 --> 10.6147614 sigma out 1act.( 10.9448175 sig in 39act.) RANK 13 NODE 34 --> 10.4549541 sigma out 1act.( 12.5001183 sig in 39act.) RANK 14 NODE 37 --> 10.3812466 sigma out 1act.( 11.9019814 sig in 39act.) RANK 15 NODE 30 --> 9.86942959 sigma out 1act.( 11.4004564 sig in 39act.) RANK 16 NODE 39 --> 9.81110477 sigma out 1act.( 12.1167536 sig in 39act.) RANK 17 NODE 4 --> 9.73501301 sigma out 1act.( 12.4866638 sig in 39act.) RANK 18 NODE 9 --> 8.04719925 sigma out 1act.( 9.46088123 sig in 39act.) RANK 19 NODE 19 --> 7.5776577 sigma out 1act.( 8.86579514 sig in 39act.) RANK 20 NODE 29 --> 7.4877286 sigma out 1act.( 8.67915154 sig in 39act.) RANK 21 NODE 24 --> 7.37073708 sigma out 1act.( 10.4229183 sig in 39act.) RANK 22 NODE 26 --> 6.4430747 sigma out 1act.( 8.57935047 sig in 39act.) RANK 23 NODE 2 --> 6.24630022 sigma out 1act.( 8.21195412 sig in 39act.) RANK 24 NODE 21 --> 6.10274696 sigma out 1act.( 6.63046217 sig in 39act.) RANK 25 NODE 14 --> 5.59921122 sigma out 1act.( 8.02958298 sig in 39act.) RANK 26 NODE 1 --> 4.99482584 sigma out 1act.( 6.64765263 sig in 39act.) RANK 27 NODE 28 --> 4.72760534 sigma out 1act.( 6.51291752 sig in 39act.) RANK 28 NODE 17 --> 4.72207165 sigma out 1act.( 6.74296951 sig in 39act.) RANK 29 NODE 38 --> 3.88749003 sigma out 1act.( 5.96136808 sig in 39act.) RANK 30 NODE 33 --> 3.7288661 sigma out 1act.( 5.45017672 sig in 39act.) RANK 31 NODE 11 --> 3.01023746 sigma out 1act.( 5.02748299 sig in 39act.) RANK 32 NODE 13 --> 2.83647132 sigma out 1act.( 4.7893672 sig in 39act.) RANK 33 NODE 27 --> 2.58454156 sigma out 1act.( 4.92574406 sig in 39act.) RANK 34 NODE 16 --> 2.5549438 sigma out 1act.( 4.47063637 sig in 39act.) RANK 35 NODE 25 --> 2.16294956 sigma out 1act.( 3.89394641 sig in 39act.) RANK 36 NODE 23 --> 2.12279987 sigma out 1act.( 4.79439735 sig in 39act.) RANK 37 NODE 36 --> 1.74394572 sigma out 1act.( 3.7220583 sig in 39act.) RANK 38 NODE 15 --> 1.43999314 sigma out 1act.( 4.03074932 sig in 39act.) RANK 39 NODE 32 --> 0.0662142411 sigma out 1act.( 2.73012543 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 69.0459595 sigma in 39 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.510629833 *** contribution from regularisation: 0.000623424305 *** contribution from error: -0.511253238 *** contribution from DIAG: 0.000203189193 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.518753648 *** contribution from regularisation: 0.00328670396 *** contribution from error: -0.522040367 *** contribution from DIAG: 9.54039497E-05 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.529387593 *** contribution from regularisation: 0.00104845804 *** contribution from error: -0.530436039 *** contribution from DIAG: 0.000149418876 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.531611621 *** contribution from regularisation: 0.00223413575 *** contribution from error: -0.533845782 *** contribution from DIAG: 0.00014192253 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.532600403 *** contribution from regularisation: 0.00148822158 *** contribution from error: -0.534088612 *** contribution from DIAG: 0.00014429992 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.532462776 *** contribution from regularisation: 0.00168449397 *** contribution from error: -0.534147263 *** contribution from DIAG: 0.000147475163 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.53259027 *** contribution from regularisation: 0.00160410558 *** contribution from error: -0.53419435 *** contribution from DIAG: 0.000149912914 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.532574296 *** contribution from regularisation: 0.00164593919 *** contribution from error: -0.534220219 *** contribution from DIAG: 0.00015145498 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.53262943 *** contribution from regularisation: 0.00161501078 *** contribution from error: -0.534244418 *** contribution from DIAG: 0.000152770313 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 2 --> 41.5946655 sigma out 39 active outputs RANK 2 NODE 3 --> 39.5994301 sigma out 39 active outputs RANK 3 NODE 5 --> 34.7847366 sigma out 39 active outputs RANK 4 NODE 38 --> 33.1221123 sigma out 39 active outputs RANK 5 NODE 1 --> 30.6686916 sigma out 39 active outputs RANK 6 NODE 6 --> 30.6263943 sigma out 39 active outputs RANK 7 NODE 4 --> 30.3317757 sigma out 39 active outputs RANK 8 NODE 7 --> 27.9223938 sigma out 39 active outputs RANK 9 NODE 34 --> 25.1173553 sigma out 39 active outputs RANK 10 NODE 8 --> 21.6097546 sigma out 39 active outputs RANK 11 NODE 12 --> 21.4935093 sigma out 39 active outputs RANK 12 NODE 29 --> 19.7353821 sigma out 39 active outputs RANK 13 NODE 20 --> 19.0744152 sigma out 39 active outputs RANK 14 NODE 17 --> 17.6175423 sigma out 39 active outputs RANK 15 NODE 37 --> 17.1743088 sigma out 39 active outputs RANK 16 NODE 22 --> 17.098526 sigma out 39 active outputs RANK 17 NODE 10 --> 17.0521965 sigma out 39 active outputs RANK 18 NODE 26 --> 16.7601948 sigma out 39 active outputs RANK 19 NODE 11 --> 16.5251522 sigma out 39 active outputs RANK 20 NODE 9 --> 16.1150932 sigma out 39 active outputs RANK 21 NODE 16 --> 16.104578 sigma out 39 active outputs RANK 22 NODE 15 --> 16.074892 sigma out 39 active outputs RANK 23 NODE 18 --> 14.9467487 sigma out 39 active outputs RANK 24 NODE 25 --> 14.792717 sigma out 39 active outputs RANK 25 NODE 21 --> 13.585597 sigma out 39 active outputs RANK 26 NODE 30 --> 12.8934155 sigma out 39 active outputs RANK 27 NODE 19 --> 12.7560911 sigma out 39 active outputs RANK 28 NODE 13 --> 11.5229301 sigma out 39 active outputs RANK 29 NODE 28 --> 10.9431839 sigma out 39 active outputs RANK 30 NODE 14 --> 10.9108763 sigma out 39 active outputs RANK 31 NODE 23 --> 10.6190186 sigma out 39 active outputs RANK 32 NODE 24 --> 9.24058342 sigma out 39 active outputs RANK 33 NODE 35 --> 7.87457514 sigma out 39 active outputs RANK 34 NODE 32 --> 7.04197216 sigma out 39 active outputs RANK 35 NODE 27 --> 6.84116745 sigma out 39 active outputs RANK 36 NODE 33 --> 6.8088665 sigma out 39 active outputs RANK 37 NODE 31 --> 6.72018385 sigma out 39 active outputs RANK 38 NODE 36 --> 4.0693469 sigma out 39 active outputs RANK 39 NODE 39 --> 1.0730139 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 8 --> 33.3402672 sigma in 39act. ( 27.2187176 sig out 1act.) RANK 2 NODE 7 --> 32.1700897 sigma in 39act. ( 23.2997684 sig out 1act.) RANK 3 NODE 34 --> 31.5262032 sigma in 39act. ( 22.6683407 sig out 1act.) RANK 4 NODE 3 --> 29.260891 sigma in 39act. ( 24.9182014 sig out 1act.) RANK 5 NODE 18 --> 29.2500687 sigma in 39act. ( 22.8236961 sig out 1act.) RANK 6 NODE 31 --> 28.9263363 sigma in 39act. ( 25.9693203 sig out 1act.) RANK 7 NODE 24 --> 28.7534637 sigma in 39act. ( 20.6758308 sig out 1act.) RANK 8 NODE 12 --> 28.021513 sigma in 39act. ( 27.6884174 sig out 1act.) RANK 9 NODE 35 --> 26.4800091 sigma in 39act. ( 22.9122295 sig out 1act.) RANK 10 NODE 20 --> 23.7504406 sigma in 39act. ( 19.2525387 sig out 1act.) RANK 11 NODE 5 --> 23.4778366 sigma in 39act. ( 22.1828289 sig out 1act.) RANK 12 NODE 26 --> 23.0319004 sigma in 39act. ( 17.524004 sig out 1act.) RANK 13 NODE 39 --> 21.6525211 sigma in 39act. ( 16.2676411 sig out 1act.) RANK 14 NODE 37 --> 21.2325306 sigma in 39act. ( 16.5423794 sig out 1act.) RANK 15 NODE 10 --> 20.9971333 sigma in 39act. ( 18.3756256 sig out 1act.) RANK 16 NODE 1 --> 19.9587803 sigma in 39act. ( 14.7189322 sig out 1act.) RANK 17 NODE 6 --> 18.7242241 sigma in 39act. ( 16.183754 sig out 1act.) RANK 18 NODE 9 --> 18.6633816 sigma in 39act. ( 15.3144293 sig out 1act.) RANK 19 NODE 19 --> 18.5864677 sigma in 39act. ( 14.7732563 sig out 1act.) RANK 20 NODE 11 --> 18.3948174 sigma in 39act. ( 12.5917273 sig out 1act.) RANK 21 NODE 4 --> 18.2187576 sigma in 39act. ( 13.8556776 sig out 1act.) RANK 22 NODE 14 --> 17.6724644 sigma in 39act. ( 12.0721273 sig out 1act.) RANK 23 NODE 22 --> 17.6213608 sigma in 39act. ( 14.0854168 sig out 1act.) RANK 24 NODE 30 --> 17.192524 sigma in 39act. ( 13.0935183 sig out 1act.) RANK 25 NODE 2 --> 16.4071274 sigma in 39act. ( 12.1164665 sig out 1act.) RANK 26 NODE 28 --> 13.8282309 sigma in 39act. ( 10.2438631 sig out 1act.) RANK 27 NODE 17 --> 13.2091579 sigma in 39act. ( 9.3191967 sig out 1act.) RANK 28 NODE 33 --> 13.145051 sigma in 39act. ( 9.44537926 sig out 1act.) RANK 29 NODE 25 --> 12.9452496 sigma in 39act. ( 9.67743969 sig out 1act.) RANK 30 NODE 29 --> 12.6097946 sigma in 39act. ( 9.29803467 sig out 1act.) RANK 31 NODE 16 --> 11.0865679 sigma in 39act. ( 8.0365572 sig out 1act.) RANK 32 NODE 23 --> 10.2182665 sigma in 39act. ( 6.05044508 sig out 1act.) RANK 33 NODE 38 --> 9.69092178 sigma in 39act. ( 5.92331648 sig out 1act.) RANK 34 NODE 27 --> 8.82514668 sigma in 39act. ( 5.28228521 sig out 1act.) RANK 35 NODE 13 --> 7.99260759 sigma in 39act. ( 5.05280447 sig out 1act.) RANK 36 NODE 36 --> 7.82082605 sigma in 39act. ( 4.95980167 sig out 1act.) RANK 37 NODE 21 --> 7.36447525 sigma in 39act. ( 5.43993378 sig out 1act.) RANK 38 NODE 15 --> 6.47310877 sigma in 39act. ( 2.95181799 sig out 1act.) RANK 39 NODE 32 --> 3.9162674 sigma in 39act. ( 0.972941399 sig out 1act.) sorted by output significance RANK 1 NODE 12 --> 27.6884174 sigma out 1act.( 28.021513 sig in 39act.) RANK 2 NODE 8 --> 27.2187176 sigma out 1act.( 33.3402672 sig in 39act.) RANK 3 NODE 31 --> 25.9693203 sigma out 1act.( 28.9263363 sig in 39act.) RANK 4 NODE 3 --> 24.9182014 sigma out 1act.( 29.260891 sig in 39act.) RANK 5 NODE 7 --> 23.2997684 sigma out 1act.( 32.1700897 sig in 39act.) RANK 6 NODE 35 --> 22.9122295 sigma out 1act.( 26.4800091 sig in 39act.) RANK 7 NODE 18 --> 22.8236961 sigma out 1act.( 29.2500687 sig in 39act.) RANK 8 NODE 34 --> 22.6683407 sigma out 1act.( 31.5262032 sig in 39act.) RANK 9 NODE 5 --> 22.1828289 sigma out 1act.( 23.4778366 sig in 39act.) RANK 10 NODE 24 --> 20.6758308 sigma out 1act.( 28.7534637 sig in 39act.) RANK 11 NODE 20 --> 19.2525387 sigma out 1act.( 23.7504406 sig in 39act.) RANK 12 NODE 10 --> 18.3756256 sigma out 1act.( 20.9971333 sig in 39act.) RANK 13 NODE 26 --> 17.524004 sigma out 1act.( 23.0319004 sig in 39act.) RANK 14 NODE 37 --> 16.5423794 sigma out 1act.( 21.2325306 sig in 39act.) RANK 15 NODE 39 --> 16.2676411 sigma out 1act.( 21.6525211 sig in 39act.) RANK 16 NODE 6 --> 16.183754 sigma out 1act.( 18.7242241 sig in 39act.) RANK 17 NODE 9 --> 15.3144293 sigma out 1act.( 18.6633816 sig in 39act.) RANK 18 NODE 19 --> 14.7732563 sigma out 1act.( 18.5864677 sig in 39act.) RANK 19 NODE 1 --> 14.7189322 sigma out 1act.( 19.9587803 sig in 39act.) RANK 20 NODE 22 --> 14.0854168 sigma out 1act.( 17.6213608 sig in 39act.) RANK 21 NODE 4 --> 13.8556776 sigma out 1act.( 18.2187576 sig in 39act.) RANK 22 NODE 30 --> 13.0935183 sigma out 1act.( 17.192524 sig in 39act.) RANK 23 NODE 11 --> 12.5917273 sigma out 1act.( 18.3948174 sig in 39act.) RANK 24 NODE 2 --> 12.1164665 sigma out 1act.( 16.4071274 sig in 39act.) RANK 25 NODE 14 --> 12.0721273 sigma out 1act.( 17.6724644 sig in 39act.) RANK 26 NODE 28 --> 10.2438631 sigma out 1act.( 13.8282309 sig in 39act.) RANK 27 NODE 25 --> 9.67743969 sigma out 1act.( 12.9452496 sig in 39act.) RANK 28 NODE 33 --> 9.44537926 sigma out 1act.( 13.145051 sig in 39act.) RANK 29 NODE 17 --> 9.3191967 sigma out 1act.( 13.2091579 sig in 39act.) RANK 30 NODE 29 --> 9.29803467 sigma out 1act.( 12.6097946 sig in 39act.) RANK 31 NODE 16 --> 8.0365572 sigma out 1act.( 11.0865679 sig in 39act.) RANK 32 NODE 23 --> 6.05044508 sigma out 1act.( 10.2182665 sig in 39act.) RANK 33 NODE 38 --> 5.92331648 sigma out 1act.( 9.69092178 sig in 39act.) RANK 34 NODE 21 --> 5.43993378 sigma out 1act.( 7.36447525 sig in 39act.) RANK 35 NODE 27 --> 5.28228521 sigma out 1act.( 8.82514668 sig in 39act.) RANK 36 NODE 13 --> 5.05280447 sigma out 1act.( 7.99260759 sig in 39act.) RANK 37 NODE 36 --> 4.95980167 sigma out 1act.( 7.82082605 sig in 39act.) RANK 38 NODE 15 --> 2.95181799 sigma out 1act.( 6.47310877 sig in 39act.) RANK 39 NODE 32 --> 0.972941399 sigma out 1act.( 3.9162674 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 100.188072 sigma in 39 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.532642066 *** contribution from regularisation: 0.00162307278 *** contribution from error: -0.534265161 *** contribution from DIAG: 0.000154407855 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.532678485 *** contribution from regularisation: 0.0016069042 *** contribution from error: -0.534285367 *** contribution from DIAG: 0.000154399808 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.532694638 *** contribution from regularisation: 0.00161049166 *** contribution from error: -0.534305155 *** contribution from DIAG: 0.000157782473 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.532716155 *** contribution from regularisation: 0.00160939072 *** contribution from error: -0.53432554 *** contribution from DIAG: 0.000158453069 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.532743335 *** contribution from regularisation: 0.00160022336 *** contribution from error: -0.534343541 *** contribution from DIAG: 0.000156788534 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.53276962 *** contribution from regularisation: 0.00159763091 *** contribution from error: -0.534367263 *** contribution from DIAG: 0.000159210089 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.532795608 *** contribution from regularisation: 0.00159373332 *** contribution from error: -0.534389317 *** contribution from DIAG: 0.000157944596 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.532826304 *** contribution from regularisation: 0.00158570206 *** contribution from error: -0.534412026 *** contribution from DIAG: 0.000157688715 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.532858968 *** contribution from regularisation: 0.00158298737 *** contribution from error: -0.534441948 *** contribution from DIAG: 0.000160133437 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.532881916 *** contribution from regularisation: 0.00158910675 *** contribution from error: -0.534471035 *** contribution from DIAG: 0.000159250252 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 44.5142441 sigma out 39 active outputs RANK 2 NODE 2 --> 44.1175766 sigma out 39 active outputs RANK 3 NODE 5 --> 35.4866257 sigma out 39 active outputs RANK 4 NODE 38 --> 34.7932587 sigma out 39 active outputs RANK 5 NODE 1 --> 33.5003433 sigma out 39 active outputs RANK 6 NODE 6 --> 32.4908752 sigma out 39 active outputs RANK 7 NODE 7 --> 29.7325611 sigma out 39 active outputs RANK 8 NODE 4 --> 29.2945423 sigma out 39 active outputs RANK 9 NODE 34 --> 25.5498333 sigma out 39 active outputs RANK 10 NODE 8 --> 22.265728 sigma out 39 active outputs RANK 11 NODE 12 --> 20.7763653 sigma out 39 active outputs RANK 12 NODE 20 --> 20.6971531 sigma out 39 active outputs RANK 13 NODE 29 --> 20.358839 sigma out 39 active outputs RANK 14 NODE 37 --> 18.0694275 sigma out 39 active outputs RANK 15 NODE 22 --> 18.0499134 sigma out 39 active outputs RANK 16 NODE 10 --> 17.5227242 sigma out 39 active outputs RANK 17 NODE 26 --> 16.7190113 sigma out 39 active outputs RANK 18 NODE 17 --> 16.2798138 sigma out 39 active outputs RANK 19 NODE 15 --> 16.245842 sigma out 39 active outputs RANK 20 NODE 11 --> 15.6145859 sigma out 39 active outputs RANK 21 NODE 9 --> 15.4953318 sigma out 39 active outputs RANK 22 NODE 25 --> 15.1160126 sigma out 39 active outputs RANK 23 NODE 16 --> 14.7674313 sigma out 39 active outputs RANK 24 NODE 18 --> 13.6057835 sigma out 39 active outputs RANK 25 NODE 21 --> 12.8719168 sigma out 39 active outputs RANK 26 NODE 30 --> 12.6116562 sigma out 39 active outputs RANK 27 NODE 28 --> 10.9816494 sigma out 39 active outputs RANK 28 NODE 19 --> 10.8172979 sigma out 39 active outputs RANK 29 NODE 13 --> 9.89483547 sigma out 39 active outputs RANK 30 NODE 14 --> 9.53701401 sigma out 39 active outputs RANK 31 NODE 23 --> 8.88623619 sigma out 39 active outputs RANK 32 NODE 24 --> 8.10861683 sigma out 39 active outputs RANK 33 NODE 35 --> 7.93153143 sigma out 39 active outputs RANK 34 NODE 33 --> 5.97167397 sigma out 39 active outputs RANK 35 NODE 32 --> 5.49448109 sigma out 39 active outputs RANK 36 NODE 31 --> 5.40598345 sigma out 39 active outputs RANK 37 NODE 27 --> 5.20039129 sigma out 39 active outputs RANK 38 NODE 36 --> 2.99254942 sigma out 39 active outputs RANK 39 NODE 39 --> 0.71387279 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 34 --> 33.817276 sigma in 39act. ( 25.9658985 sig out 1act.) RANK 2 NODE 8 --> 33.2570572 sigma in 39act. ( 26.1544666 sig out 1act.) RANK 3 NODE 3 --> 32.08778 sigma in 39act. ( 28.141428 sig out 1act.) RANK 4 NODE 12 --> 31.8544292 sigma in 39act. ( 30.9078426 sig out 1act.) RANK 5 NODE 7 --> 31.8275661 sigma in 39act. ( 23.6780682 sig out 1act.) RANK 6 NODE 18 --> 30.3175983 sigma in 39act. ( 23.1191196 sig out 1act.) RANK 7 NODE 24 --> 29.9212894 sigma in 39act. ( 21.459013 sig out 1act.) RANK 8 NODE 31 --> 29.357172 sigma in 39act. ( 26.5719509 sig out 1act.) RANK 9 NODE 35 --> 27.607069 sigma in 39act. ( 23.8113346 sig out 1act.) RANK 10 NODE 5 --> 27.4739819 sigma in 39act. ( 28.0525513 sig out 1act.) RANK 11 NODE 20 --> 23.7791805 sigma in 39act. ( 19.1027031 sig out 1act.) RANK 12 NODE 26 --> 22.9268475 sigma in 39act. ( 16.8125896 sig out 1act.) RANK 13 NODE 4 --> 22.1722507 sigma in 39act. ( 17.5446434 sig out 1act.) RANK 14 NODE 10 --> 21.565567 sigma in 39act. ( 19.7881889 sig out 1act.) RANK 15 NODE 39 --> 21.156559 sigma in 39act. ( 15.2674856 sig out 1act.) RANK 16 NODE 37 --> 21.0212269 sigma in 39act. ( 16.0574856 sig out 1act.) RANK 17 NODE 19 --> 20.2292843 sigma in 39act. ( 16.8475704 sig out 1act.) RANK 18 NODE 1 --> 20.216444 sigma in 39act. ( 14.8980713 sig out 1act.) RANK 19 NODE 11 --> 19.3119888 sigma in 39act. ( 14.480793 sig out 1act.) RANK 20 NODE 9 --> 18.8737679 sigma in 39act. ( 15.2731133 sig out 1act.) RANK 21 NODE 6 --> 18.267477 sigma in 39act. ( 15.5204458 sig out 1act.) RANK 22 NODE 14 --> 17.0790482 sigma in 39act. ( 11.7417784 sig out 1act.) RANK 23 NODE 22 --> 16.5186577 sigma in 39act. ( 12.8252335 sig out 1act.) RANK 24 NODE 30 --> 16.1279488 sigma in 39act. ( 12.145237 sig out 1act.) RANK 25 NODE 2 --> 15.3164082 sigma in 39act. ( 10.4979982 sig out 1act.) RANK 26 NODE 33 --> 14.7509556 sigma in 39act. ( 12.4478388 sig out 1act.) RANK 27 NODE 28 --> 13.9527979 sigma in 39act. ( 10.8791714 sig out 1act.) RANK 28 NODE 25 --> 13.2121611 sigma in 39act. ( 9.96901608 sig out 1act.) RANK 29 NODE 17 --> 11.9601183 sigma in 39act. ( 8.40691853 sig out 1act.) RANK 30 NODE 29 --> 11.3358192 sigma in 39act. ( 7.72563744 sig out 1act.) RANK 31 NODE 16 --> 11.2745457 sigma in 39act. ( 9.27547455 sig out 1act.) RANK 32 NODE 23 --> 8.37804413 sigma in 39act. ( 5.00514746 sig out 1act.) RANK 33 NODE 38 --> 8.05090427 sigma in 39act. ( 4.96429396 sig out 1act.) RANK 34 NODE 27 --> 7.73561716 sigma in 39act. ( 5.21220875 sig out 1act.) RANK 35 NODE 36 --> 6.78927279 sigma in 39act. ( 4.4651494 sig out 1act.) RANK 36 NODE 13 --> 6.52959728 sigma in 39act. ( 4.01833296 sig out 1act.) RANK 37 NODE 21 --> 6.14964581 sigma in 39act. ( 4.69518995 sig out 1act.) RANK 38 NODE 15 --> 4.80052757 sigma in 39act. ( 2.39053202 sig out 1act.) RANK 39 NODE 32 --> 2.70684075 sigma in 39act. ( 1.14129364 sig out 1act.) sorted by output significance RANK 1 NODE 12 --> 30.9078426 sigma out 1act.( 31.8544292 sig in 39act.) RANK 2 NODE 3 --> 28.141428 sigma out 1act.( 32.08778 sig in 39act.) RANK 3 NODE 5 --> 28.0525513 sigma out 1act.( 27.4739819 sig in 39act.) RANK 4 NODE 31 --> 26.5719509 sigma out 1act.( 29.357172 sig in 39act.) RANK 5 NODE 8 --> 26.1544666 sigma out 1act.( 33.2570572 sig in 39act.) RANK 6 NODE 34 --> 25.9658985 sigma out 1act.( 33.817276 sig in 39act.) RANK 7 NODE 35 --> 23.8113346 sigma out 1act.( 27.607069 sig in 39act.) RANK 8 NODE 7 --> 23.6780682 sigma out 1act.( 31.8275661 sig in 39act.) RANK 9 NODE 18 --> 23.1191196 sigma out 1act.( 30.3175983 sig in 39act.) RANK 10 NODE 24 --> 21.459013 sigma out 1act.( 29.9212894 sig in 39act.) RANK 11 NODE 10 --> 19.7881889 sigma out 1act.( 21.565567 sig in 39act.) RANK 12 NODE 20 --> 19.1027031 sigma out 1act.( 23.7791805 sig in 39act.) RANK 13 NODE 4 --> 17.5446434 sigma out 1act.( 22.1722507 sig in 39act.) RANK 14 NODE 19 --> 16.8475704 sigma out 1act.( 20.2292843 sig in 39act.) RANK 15 NODE 26 --> 16.8125896 sigma out 1act.( 22.9268475 sig in 39act.) RANK 16 NODE 37 --> 16.0574856 sigma out 1act.( 21.0212269 sig in 39act.) RANK 17 NODE 6 --> 15.5204458 sigma out 1act.( 18.267477 sig in 39act.) RANK 18 NODE 9 --> 15.2731133 sigma out 1act.( 18.8737679 sig in 39act.) RANK 19 NODE 39 --> 15.2674856 sigma out 1act.( 21.156559 sig in 39act.) RANK 20 NODE 1 --> 14.8980713 sigma out 1act.( 20.216444 sig in 39act.) RANK 21 NODE 11 --> 14.480793 sigma out 1act.( 19.3119888 sig in 39act.) RANK 22 NODE 22 --> 12.8252335 sigma out 1act.( 16.5186577 sig in 39act.) RANK 23 NODE 33 --> 12.4478388 sigma out 1act.( 14.7509556 sig in 39act.) RANK 24 NODE 30 --> 12.145237 sigma out 1act.( 16.1279488 sig in 39act.) RANK 25 NODE 14 --> 11.7417784 sigma out 1act.( 17.0790482 sig in 39act.) RANK 26 NODE 28 --> 10.8791714 sigma out 1act.( 13.9527979 sig in 39act.) RANK 27 NODE 2 --> 10.4979982 sigma out 1act.( 15.3164082 sig in 39act.) RANK 28 NODE 25 --> 9.96901608 sigma out 1act.( 13.2121611 sig in 39act.) RANK 29 NODE 16 --> 9.27547455 sigma out 1act.( 11.2745457 sig in 39act.) RANK 30 NODE 17 --> 8.40691853 sigma out 1act.( 11.9601183 sig in 39act.) RANK 31 NODE 29 --> 7.72563744 sigma out 1act.( 11.3358192 sig in 39act.) RANK 32 NODE 27 --> 5.21220875 sigma out 1act.( 7.73561716 sig in 39act.) RANK 33 NODE 23 --> 5.00514746 sigma out 1act.( 8.37804413 sig in 39act.) RANK 34 NODE 38 --> 4.96429396 sigma out 1act.( 8.05090427 sig in 39act.) RANK 35 NODE 21 --> 4.69518995 sigma out 1act.( 6.14964581 sig in 39act.) RANK 36 NODE 36 --> 4.4651494 sigma out 1act.( 6.78927279 sig in 39act.) RANK 37 NODE 13 --> 4.01833296 sigma out 1act.( 6.52959728 sig in 39act.) RANK 38 NODE 15 --> 2.39053202 sigma out 1act.( 4.80052757 sig in 39act.) RANK 39 NODE 32 --> 1.14129364 sigma out 1act.( 2.70684075 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 105.070686 sigma in 39 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.532923162 *** contribution from regularisation: 0.0015825053 *** contribution from error: -0.534505665 *** contribution from DIAG: 0.000160026393 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.532963097 *** contribution from regularisation: 0.00157776929 *** contribution from error: -0.534540892 *** contribution from DIAG: 0.000159950549 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.533013225 *** contribution from regularisation: 0.00157449755 *** contribution from error: -0.534587741 *** contribution from DIAG: 0.000156522554 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.533041179 *** contribution from regularisation: 0.00159007404 *** contribution from error: -0.534631252 *** contribution from DIAG: 0.000158961091 *********************************************** --------------------------------------------------- Iteration : 24 kill weight from layer 1 knot 23 to knot 19 *********************************************** *** Learn Path 24 *** loss function: -0.533077896 *** contribution from regularisation: 0.00158316863 *** contribution from error: -0.534661055 *** contribution from DIAG: 0.000156797891 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.533109486 *** contribution from regularisation: 0.00158237934 *** contribution from error: -0.53469187 *** contribution from DIAG: 0.000157446004 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.533133864 *** contribution from regularisation: 0.00158550474 *** contribution from error: -0.534719348 *** contribution from DIAG: 0.000157305709 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.533157527 *** contribution from regularisation: 0.00158703164 *** contribution from error: -0.534744561 *** contribution from DIAG: 0.000158101873 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.533181965 *** contribution from regularisation: 0.00158811512 *** contribution from error: -0.534770072 *** contribution from DIAG: 0.000157981121 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.533208013 *** contribution from regularisation: 0.00158754201 *** contribution from error: -0.534795582 *** contribution from DIAG: 0.000158618044 *********************************************** --------------------------------------------------- Iteration : 30 kill weight from layer 1 knot 36 to knot 22 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 48.7446861 sigma out 39 active outputs RANK 2 NODE 2 --> 45.3996391 sigma out 39 active outputs RANK 3 NODE 38 --> 37.3661919 sigma out 39 active outputs RANK 4 NODE 5 --> 36.4168167 sigma out 39 active outputs RANK 5 NODE 1 --> 34.3433723 sigma out 39 active outputs RANK 6 NODE 6 --> 34.1780624 sigma out 39 active outputs RANK 7 NODE 7 --> 31.2269554 sigma out 39 active outputs RANK 8 NODE 4 --> 28.7795277 sigma out 39 active outputs RANK 9 NODE 34 --> 26.4659328 sigma out 39 active outputs RANK 10 NODE 8 --> 23.4760551 sigma out 39 active outputs RANK 11 NODE 20 --> 23.3126526 sigma out 39 active outputs RANK 12 NODE 29 --> 20.8764744 sigma out 39 active outputs RANK 13 NODE 12 --> 20.2710438 sigma out 39 active outputs RANK 14 NODE 37 --> 18.8535557 sigma out 39 active outputs RANK 15 NODE 22 --> 18.7601833 sigma out 39 active outputs RANK 16 NODE 10 --> 18.1062088 sigma out 39 active outputs RANK 17 NODE 26 --> 16.813364 sigma out 39 active outputs RANK 18 NODE 15 --> 16.2987614 sigma out 39 active outputs RANK 19 NODE 9 --> 15.9666862 sigma out 39 active outputs RANK 20 NODE 25 --> 15.7443972 sigma out 39 active outputs RANK 21 NODE 17 --> 15.5867805 sigma out 39 active outputs RANK 22 NODE 11 --> 15.1240606 sigma out 39 active outputs RANK 23 NODE 16 --> 13.8313065 sigma out 39 active outputs RANK 24 NODE 18 --> 12.836689 sigma out 39 active outputs RANK 25 NODE 21 --> 12.5513468 sigma out 39 active outputs RANK 26 NODE 30 --> 12.3825693 sigma out 39 active outputs RANK 27 NODE 28 --> 10.7916498 sigma out 39 active outputs RANK 28 NODE 19 --> 9.69473839 sigma out 39 active outputs RANK 29 NODE 13 --> 9.00650787 sigma out 39 active outputs RANK 30 NODE 14 --> 8.86723042 sigma out 39 active outputs RANK 31 NODE 35 --> 8.12872028 sigma out 39 active outputs RANK 32 NODE 23 --> 8.06102562 sigma out 38 active outputs RANK 33 NODE 24 --> 7.62742376 sigma out 39 active outputs RANK 34 NODE 33 --> 5.64658976 sigma out 39 active outputs RANK 35 NODE 32 --> 4.80493879 sigma out 39 active outputs RANK 36 NODE 31 --> 4.72405243 sigma out 39 active outputs RANK 37 NODE 27 --> 4.39409828 sigma out 39 active outputs RANK 38 NODE 36 --> 2.58363414 sigma out 38 active outputs RANK 39 NODE 39 --> 0.579752564 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 34 --> 35.6561852 sigma in 39act. ( 29.5506306 sig out 1act.) RANK 2 NODE 12 --> 35.2249947 sigma in 39act. ( 34.1085815 sig out 1act.) RANK 3 NODE 3 --> 34.7104645 sigma in 39act. ( 31.9473343 sig out 1act.) RANK 4 NODE 8 --> 33.0623093 sigma in 39act. ( 25.6990528 sig out 1act.) RANK 5 NODE 7 --> 31.4236507 sigma in 39act. ( 23.8338318 sig out 1act.) RANK 6 NODE 5 --> 31.2847157 sigma in 39act. ( 34.0814819 sig out 1act.) RANK 7 NODE 18 --> 30.5512581 sigma in 39act. ( 23.1573524 sig out 1act.) RANK 8 NODE 24 --> 30.2584667 sigma in 39act. ( 21.763752 sig out 1act.) RANK 9 NODE 31 --> 29.6391335 sigma in 39act. ( 27.1068039 sig out 1act.) RANK 10 NODE 35 --> 28.7889652 sigma in 39act. ( 25.0710812 sig out 1act.) RANK 11 NODE 4 --> 26.6829834 sigma in 39act. ( 21.910923 sig out 1act.) RANK 12 NODE 20 --> 23.5308819 sigma in 39act. ( 18.8324852 sig out 1act.) RANK 13 NODE 10 --> 22.8349037 sigma in 39act. ( 21.9865608 sig out 1act.) RANK 14 NODE 26 --> 22.62924 sigma in 39act. ( 16.4258327 sig out 1act.) RANK 15 NODE 19 --> 22.2318001 sigma in 38act. ( 20.0985851 sig out 1act.) RANK 16 NODE 37 --> 20.9166222 sigma in 39act. ( 15.850214 sig out 1act.) RANK 17 NODE 11 --> 20.681324 sigma in 39act. ( 17.1638279 sig out 1act.) RANK 18 NODE 39 --> 20.4042797 sigma in 39act. ( 14.4092455 sig out 1act.) RANK 19 NODE 1 --> 20.1968403 sigma in 39act. ( 14.9801188 sig out 1act.) RANK 20 NODE 9 --> 18.744482 sigma in 39act. ( 15.1711359 sig out 1act.) RANK 21 NODE 33 --> 18.3717995 sigma in 39act. ( 18.2969952 sig out 1act.) RANK 22 NODE 6 --> 17.7249222 sigma in 39act. ( 15.012517 sig out 1act.) RANK 23 NODE 14 --> 16.64151 sigma in 39act. ( 11.5281506 sig out 1act.) RANK 24 NODE 22 --> 15.7812672 sigma in 38act. ( 12.2341757 sig out 1act.) RANK 25 NODE 30 --> 15.1868954 sigma in 39act. ( 11.5619221 sig out 1act.) RANK 26 NODE 2 --> 14.4386368 sigma in 39act. ( 9.51957703 sig out 1act.) RANK 27 NODE 28 --> 14.191946 sigma in 39act. ( 11.6981001 sig out 1act.) RANK 28 NODE 25 --> 13.5445585 sigma in 39act. ( 10.4969521 sig out 1act.) RANK 29 NODE 16 --> 12.1090031 sigma in 39act. ( 11.0075359 sig out 1act.) RANK 30 NODE 17 --> 11.1108112 sigma in 39act. ( 7.7316246 sig out 1act.) RANK 31 NODE 29 --> 10.4675465 sigma in 39act. ( 6.82435226 sig out 1act.) RANK 32 NODE 27 --> 7.58623028 sigma in 39act. ( 5.7594943 sig out 1act.) RANK 33 NODE 23 --> 7.56862593 sigma in 39act. ( 4.68854523 sig out 1act.) RANK 34 NODE 38 --> 6.9608655 sigma in 39act. ( 4.37044239 sig out 1act.) RANK 35 NODE 36 --> 6.04671478 sigma in 39act. ( 3.96233869 sig out 1act.) RANK 36 NODE 21 --> 5.88450623 sigma in 39act. ( 4.80096722 sig out 1act.) RANK 37 NODE 13 --> 5.68648815 sigma in 39act. ( 3.47555661 sig out 1act.) RANK 38 NODE 15 --> 4.31959105 sigma in 39act. ( 2.51301694 sig out 1act.) RANK 39 NODE 32 --> 2.619138 sigma in 39act. ( 1.74001849 sig out 1act.) sorted by output significance RANK 1 NODE 12 --> 34.1085815 sigma out 1act.( 35.2249947 sig in 39act.) RANK 2 NODE 5 --> 34.0814819 sigma out 1act.( 31.2847157 sig in 39act.) RANK 3 NODE 3 --> 31.9473343 sigma out 1act.( 34.7104645 sig in 39act.) RANK 4 NODE 34 --> 29.5506306 sigma out 1act.( 35.6561852 sig in 39act.) RANK 5 NODE 31 --> 27.1068039 sigma out 1act.( 29.6391335 sig in 39act.) RANK 6 NODE 8 --> 25.6990528 sigma out 1act.( 33.0623093 sig in 39act.) RANK 7 NODE 35 --> 25.0710812 sigma out 1act.( 28.7889652 sig in 39act.) RANK 8 NODE 7 --> 23.8338318 sigma out 1act.( 31.4236507 sig in 39act.) RANK 9 NODE 18 --> 23.1573524 sigma out 1act.( 30.5512581 sig in 39act.) RANK 10 NODE 10 --> 21.9865608 sigma out 1act.( 22.8349037 sig in 39act.) RANK 11 NODE 4 --> 21.910923 sigma out 1act.( 26.6829834 sig in 39act.) RANK 12 NODE 24 --> 21.763752 sigma out 1act.( 30.2584667 sig in 39act.) RANK 13 NODE 19 --> 20.0985851 sigma out 1act.( 22.2318001 sig in 38act.) RANK 14 NODE 20 --> 18.8324852 sigma out 1act.( 23.5308819 sig in 39act.) RANK 15 NODE 33 --> 18.2969952 sigma out 1act.( 18.3717995 sig in 39act.) RANK 16 NODE 11 --> 17.1638279 sigma out 1act.( 20.681324 sig in 39act.) RANK 17 NODE 26 --> 16.4258327 sigma out 1act.( 22.62924 sig in 39act.) RANK 18 NODE 37 --> 15.850214 sigma out 1act.( 20.9166222 sig in 39act.) RANK 19 NODE 9 --> 15.1711359 sigma out 1act.( 18.744482 sig in 39act.) RANK 20 NODE 6 --> 15.012517 sigma out 1act.( 17.7249222 sig in 39act.) RANK 21 NODE 1 --> 14.9801188 sigma out 1act.( 20.1968403 sig in 39act.) RANK 22 NODE 39 --> 14.4092455 sigma out 1act.( 20.4042797 sig in 39act.) RANK 23 NODE 22 --> 12.2341757 sigma out 1act.( 15.7812672 sig in 38act.) RANK 24 NODE 28 --> 11.6981001 sigma out 1act.( 14.191946 sig in 39act.) RANK 25 NODE 30 --> 11.5619221 sigma out 1act.( 15.1868954 sig in 39act.) RANK 26 NODE 14 --> 11.5281506 sigma out 1act.( 16.64151 sig in 39act.) RANK 27 NODE 16 --> 11.0075359 sigma out 1act.( 12.1090031 sig in 39act.) RANK 28 NODE 25 --> 10.4969521 sigma out 1act.( 13.5445585 sig in 39act.) RANK 29 NODE 2 --> 9.51957703 sigma out 1act.( 14.4386368 sig in 39act.) RANK 30 NODE 17 --> 7.7316246 sigma out 1act.( 11.1108112 sig in 39act.) RANK 31 NODE 29 --> 6.82435226 sigma out 1act.( 10.4675465 sig in 39act.) RANK 32 NODE 27 --> 5.7594943 sigma out 1act.( 7.58623028 sig in 39act.) RANK 33 NODE 21 --> 4.80096722 sigma out 1act.( 5.88450623 sig in 39act.) RANK 34 NODE 23 --> 4.68854523 sigma out 1act.( 7.56862593 sig in 39act.) RANK 35 NODE 38 --> 4.37044239 sigma out 1act.( 6.9608655 sig in 39act.) RANK 36 NODE 36 --> 3.96233869 sigma out 1act.( 6.04671478 sig in 39act.) RANK 37 NODE 13 --> 3.47555661 sigma out 1act.( 5.68648815 sig in 39act.) RANK 38 NODE 15 --> 2.51301694 sigma out 1act.( 4.31959105 sig in 39act.) RANK 39 NODE 32 --> 1.74001849 sigma out 1act.( 2.619138 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 112.678802 sigma in 39 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.53322953 *** contribution from regularisation: 0.00159016356 *** contribution from error: -0.534819722 *** contribution from DIAG: 0.000158298048 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.533253908 *** contribution from regularisation: 0.00158975506 *** contribution from error: -0.534843683 *** contribution from DIAG: 0.00015826094 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.53327924 *** contribution from regularisation: 0.00158902514 *** contribution from error: -0.53486824 *** contribution from DIAG: 0.000157425951 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.533296764 *** contribution from regularisation: 0.00159440422 *** contribution from error: -0.534891188 *** contribution from DIAG: 0.000157765855 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.533323169 *** contribution from regularisation: 0.00159192481 *** contribution from error: -0.53491509 *** contribution from DIAG: 0.000159101692 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.533345997 *** contribution from regularisation: 0.00159270584 *** contribution from error: -0.534938693 *** contribution from DIAG: 0.000158246126 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.53336823 *** contribution from regularisation: 0.0015948239 *** contribution from error: -0.534963071 *** contribution from DIAG: 0.000157974675 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.533394992 *** contribution from regularisation: 0.00159140374 *** contribution from error: -0.534986377 *** contribution from DIAG: 0.000157600822 *********************************************** --------------------------------------------------- Iteration : 38 kill weight from layer 1 knot 33 to knot 17 *********************************************** *** Learn Path 38 *** loss function: -0.533414721 *** contribution from regularisation: 0.00159398653 *** contribution from error: -0.535008729 *** contribution from DIAG: 0.000157763789 *********************************************** --------------------------------------------------- Iteration : 39 kill weight from layer 1 knot 11 to knot 3 *********************************************** *** Learn Path 39 *** loss function: -0.533433974 *** contribution from regularisation: 0.00159749971 *** contribution from error: -0.535031497 *** contribution from DIAG: 0.000156991213 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 50.5827866 sigma out 39 active outputs RANK 2 NODE 2 --> 45.9214401 sigma out 39 active outputs RANK 3 NODE 38 --> 39.1311607 sigma out 39 active outputs RANK 4 NODE 5 --> 36.9727859 sigma out 39 active outputs RANK 5 NODE 6 --> 35.3997841 sigma out 39 active outputs RANK 6 NODE 1 --> 34.7682152 sigma out 39 active outputs RANK 7 NODE 7 --> 32.2769585 sigma out 39 active outputs RANK 8 NODE 4 --> 28.3026829 sigma out 39 active outputs RANK 9 NODE 34 --> 26.8252678 sigma out 39 active outputs RANK 10 NODE 20 --> 24.8829384 sigma out 39 active outputs RANK 11 NODE 8 --> 24.3165245 sigma out 39 active outputs RANK 12 NODE 29 --> 21.3948269 sigma out 39 active outputs RANK 13 NODE 12 --> 20.1471901 sigma out 39 active outputs RANK 14 NODE 37 --> 19.4410534 sigma out 39 active outputs RANK 15 NODE 22 --> 19.4067192 sigma out 39 active outputs RANK 16 NODE 10 --> 18.5394707 sigma out 39 active outputs RANK 17 NODE 26 --> 17.0083294 sigma out 39 active outputs RANK 18 NODE 15 --> 16.6926899 sigma out 39 active outputs RANK 19 NODE 9 --> 16.1125088 sigma out 39 active outputs RANK 20 NODE 25 --> 16.0279751 sigma out 39 active outputs RANK 21 NODE 17 --> 15.3464556 sigma out 39 active outputs RANK 22 NODE 11 --> 14.8073816 sigma out 38 active outputs RANK 23 NODE 16 --> 13.5326872 sigma out 39 active outputs RANK 24 NODE 18 --> 12.5465097 sigma out 39 active outputs RANK 25 NODE 21 --> 12.4184961 sigma out 39 active outputs RANK 26 NODE 30 --> 12.297389 sigma out 39 active outputs RANK 27 NODE 28 --> 10.8060427 sigma out 39 active outputs RANK 28 NODE 19 --> 9.25405693 sigma out 39 active outputs RANK 29 NODE 13 --> 8.62334824 sigma out 39 active outputs RANK 30 NODE 14 --> 8.46179771 sigma out 39 active outputs RANK 31 NODE 35 --> 8.20154953 sigma out 39 active outputs RANK 32 NODE 23 --> 7.76259041 sigma out 38 active outputs RANK 33 NODE 24 --> 7.45394707 sigma out 39 active outputs RANK 34 NODE 33 --> 5.48945379 sigma out 38 active outputs RANK 35 NODE 32 --> 4.60468578 sigma out 39 active outputs RANK 36 NODE 31 --> 4.49633789 sigma out 39 active outputs RANK 37 NODE 27 --> 4.11872196 sigma out 39 active outputs RANK 38 NODE 36 --> 2.36695337 sigma out 38 active outputs RANK 39 NODE 39 --> 0.532375634 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 36.9106636 sigma in 39act. ( 35.6744843 sig out 1act.) RANK 2 NODE 34 --> 36.785614 sigma in 39act. ( 31.7504768 sig out 1act.) RANK 3 NODE 3 --> 36.1170006 sigma in 38act. ( 34.0529938 sig out 1act.) RANK 4 NODE 5 --> 33.3706474 sigma in 39act. ( 37.275177 sig out 1act.) RANK 5 NODE 8 --> 32.854229 sigma in 39act. ( 25.6659832 sig out 1act.) RANK 6 NODE 7 --> 31.176302 sigma in 39act. ( 23.5427532 sig out 1act.) RANK 7 NODE 18 --> 30.5082111 sigma in 39act. ( 23.0392685 sig out 1act.) RANK 8 NODE 24 --> 30.2856998 sigma in 39act. ( 22.0077991 sig out 1act.) RANK 9 NODE 31 --> 29.7385483 sigma in 39act. ( 27.4154816 sig out 1act.) RANK 10 NODE 35 --> 29.3078728 sigma in 39act. ( 25.9381466 sig out 1act.) RANK 11 NODE 4 --> 29.3018646 sigma in 39act. ( 24.4819202 sig out 1act.) RANK 12 NODE 19 --> 23.6083431 sigma in 38act. ( 22.2421703 sig out 1act.) RANK 13 NODE 10 --> 23.6036606 sigma in 39act. ( 23.3001823 sig out 1act.) RANK 14 NODE 20 --> 23.3253918 sigma in 39act. ( 18.7171459 sig out 1act.) RANK 15 NODE 26 --> 22.5089302 sigma in 39act. ( 16.3383808 sig out 1act.) RANK 16 NODE 11 --> 21.6241283 sigma in 39act. ( 18.9223003 sig out 1act.) RANK 17 NODE 33 --> 21.3625793 sigma in 39act. ( 22.7616215 sig out 1act.) RANK 18 NODE 37 --> 20.8361511 sigma in 39act. ( 15.9736862 sig out 1act.) RANK 19 NODE 1 --> 20.1206512 sigma in 39act. ( 15.0813665 sig out 1act.) RANK 20 NODE 39 --> 20.0152493 sigma in 39act. ( 13.963171 sig out 1act.) RANK 21 NODE 9 --> 18.6213131 sigma in 39act. ( 15.1099176 sig out 1act.) RANK 22 NODE 6 --> 17.3888245 sigma in 39act. ( 14.7612143 sig out 1act.) RANK 23 NODE 14 --> 16.3947563 sigma in 39act. ( 11.3710423 sig out 1act.) RANK 24 NODE 22 --> 15.2981853 sigma in 38act. ( 11.8676004 sig out 1act.) RANK 25 NODE 30 --> 14.5818291 sigma in 39act. ( 11.1613007 sig out 1act.) RANK 26 NODE 28 --> 14.3196974 sigma in 39act. ( 12.1937981 sig out 1act.) RANK 27 NODE 2 --> 14.0359325 sigma in 39act. ( 9.17439079 sig out 1act.) RANK 28 NODE 25 --> 13.7569418 sigma in 39act. ( 10.8861666 sig out 1act.) RANK 29 NODE 16 --> 12.6849012 sigma in 39act. ( 12.059536 sig out 1act.) RANK 30 NODE 17 --> 10.7097549 sigma in 38act. ( 7.50605154 sig out 1act.) RANK 31 NODE 29 --> 10.1049385 sigma in 39act. ( 6.48810625 sig out 1act.) RANK 32 NODE 27 --> 7.66081095 sigma in 39act. ( 6.15248871 sig out 1act.) RANK 33 NODE 23 --> 7.29377365 sigma in 39act. ( 4.60752869 sig out 1act.) RANK 34 NODE 38 --> 6.5340085 sigma in 39act. ( 4.19924259 sig out 1act.) RANK 35 NODE 21 --> 5.87527227 sigma in 39act. ( 5.07186651 sig out 1act.) RANK 36 NODE 36 --> 5.61517096 sigma in 39act. ( 3.61789131 sig out 1act.) RANK 37 NODE 13 --> 5.40262508 sigma in 39act. ( 3.37434268 sig out 1act.) RANK 38 NODE 15 --> 4.29628229 sigma in 39act. ( 2.75946784 sig out 1act.) RANK 39 NODE 32 --> 2.8210516 sigma in 39act. ( 2.2539432 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 37.275177 sigma out 1act.( 33.3706474 sig in 39act.) RANK 2 NODE 12 --> 35.6744843 sigma out 1act.( 36.9106636 sig in 39act.) RANK 3 NODE 3 --> 34.0529938 sigma out 1act.( 36.1170006 sig in 38act.) RANK 4 NODE 34 --> 31.7504768 sigma out 1act.( 36.785614 sig in 39act.) RANK 5 NODE 31 --> 27.4154816 sigma out 1act.( 29.7385483 sig in 39act.) RANK 6 NODE 35 --> 25.9381466 sigma out 1act.( 29.3078728 sig in 39act.) RANK 7 NODE 8 --> 25.6659832 sigma out 1act.( 32.854229 sig in 39act.) RANK 8 NODE 4 --> 24.4819202 sigma out 1act.( 29.3018646 sig in 39act.) RANK 9 NODE 7 --> 23.5427532 sigma out 1act.( 31.176302 sig in 39act.) RANK 10 NODE 10 --> 23.3001823 sigma out 1act.( 23.6036606 sig in 39act.) RANK 11 NODE 18 --> 23.0392685 sigma out 1act.( 30.5082111 sig in 39act.) RANK 12 NODE 33 --> 22.7616215 sigma out 1act.( 21.3625793 sig in 39act.) RANK 13 NODE 19 --> 22.2421703 sigma out 1act.( 23.6083431 sig in 38act.) RANK 14 NODE 24 --> 22.0077991 sigma out 1act.( 30.2856998 sig in 39act.) RANK 15 NODE 11 --> 18.9223003 sigma out 1act.( 21.6241283 sig in 39act.) RANK 16 NODE 20 --> 18.7171459 sigma out 1act.( 23.3253918 sig in 39act.) RANK 17 NODE 26 --> 16.3383808 sigma out 1act.( 22.5089302 sig in 39act.) RANK 18 NODE 37 --> 15.9736862 sigma out 1act.( 20.8361511 sig in 39act.) RANK 19 NODE 9 --> 15.1099176 sigma out 1act.( 18.6213131 sig in 39act.) RANK 20 NODE 1 --> 15.0813665 sigma out 1act.( 20.1206512 sig in 39act.) RANK 21 NODE 6 --> 14.7612143 sigma out 1act.( 17.3888245 sig in 39act.) RANK 22 NODE 39 --> 13.963171 sigma out 1act.( 20.0152493 sig in 39act.) RANK 23 NODE 28 --> 12.1937981 sigma out 1act.( 14.3196974 sig in 39act.) RANK 24 NODE 16 --> 12.059536 sigma out 1act.( 12.6849012 sig in 39act.) RANK 25 NODE 22 --> 11.8676004 sigma out 1act.( 15.2981853 sig in 38act.) RANK 26 NODE 14 --> 11.3710423 sigma out 1act.( 16.3947563 sig in 39act.) RANK 27 NODE 30 --> 11.1613007 sigma out 1act.( 14.5818291 sig in 39act.) RANK 28 NODE 25 --> 10.8861666 sigma out 1act.( 13.7569418 sig in 39act.) RANK 29 NODE 2 --> 9.17439079 sigma out 1act.( 14.0359325 sig in 39act.) RANK 30 NODE 17 --> 7.50605154 sigma out 1act.( 10.7097549 sig in 38act.) RANK 31 NODE 29 --> 6.48810625 sigma out 1act.( 10.1049385 sig in 39act.) RANK 32 NODE 27 --> 6.15248871 sigma out 1act.( 7.66081095 sig in 39act.) RANK 33 NODE 21 --> 5.07186651 sigma out 1act.( 5.87527227 sig in 39act.) RANK 34 NODE 23 --> 4.60752869 sigma out 1act.( 7.29377365 sig in 39act.) RANK 35 NODE 38 --> 4.19924259 sigma out 1act.( 6.5340085 sig in 39act.) RANK 36 NODE 36 --> 3.61789131 sigma out 1act.( 5.61517096 sig in 39act.) RANK 37 NODE 13 --> 3.37434268 sigma out 1act.( 5.40262508 sig in 39act.) RANK 38 NODE 15 --> 2.75946784 sigma out 1act.( 4.29628229 sig in 39act.) RANK 39 NODE 32 --> 2.2539432 sigma out 1act.( 2.8210516 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 117.754379 sigma in 39 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.53346169 *** contribution from regularisation: 0.00159224472 *** contribution from error: -0.535053909 *** contribution from DIAG: 0.000156666007 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.533476949 *** contribution from regularisation: 0.00159829902 *** contribution from error: -0.535075247 *** contribution from DIAG: 0.00015655857 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.533497989 *** contribution from regularisation: 0.00159928633 *** contribution from error: -0.535097301 *** contribution from DIAG: 0.000156636626 *********************************************** --------------------------------------------------- Iteration : 43 kill weight from layer 1 knot 3 to knot 21 *********************************************** *** Learn Path 43 *** loss function: -0.533525109 *** contribution from regularisation: 0.00159460108 *** contribution from error: -0.535119712 *** contribution from DIAG: 0.000156672235 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.533547163 *** contribution from regularisation: 0.00159495196 *** contribution from error: -0.535142124 *** contribution from DIAG: 0.000156849375 *********************************************** --------------------------------------------------- Iteration : 45 kill weight from layer 1 knot 17 to knot 11 *********************************************** *** Learn Path 45 *** loss function: -0.53356427 *** contribution from regularisation: 0.00160075712 *** contribution from error: -0.535165012 *** contribution from DIAG: 0.000156684109 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.533588231 *** contribution from regularisation: 0.00159862067 *** contribution from error: -0.535186827 *** contribution from DIAG: 0.000155990012 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.533605695 *** contribution from regularisation: 0.00160392339 *** contribution from error: -0.535209596 *** contribution from DIAG: 0.000155832167 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.533637106 *** contribution from regularisation: 0.00159476115 *** contribution from error: -0.535231888 *** contribution from DIAG: 0.000155631671 *********************************************** --------------------------------------------------- Iteration : 49 kill weight from layer 1 knot 39 to knot 15 kill weight from layer 1 knot 32 to knot 25 *********************************************** *** Learn Path 49 *** loss function: -0.533650279 *** contribution from regularisation: 0.00160362828 *** contribution from error: -0.535253882 *** contribution from DIAG: 0.000155525675 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 51.9451141 sigma out 38 active outputs RANK 2 NODE 2 --> 46.3139648 sigma out 39 active outputs RANK 3 NODE 38 --> 41.0130157 sigma out 39 active outputs RANK 4 NODE 5 --> 37.7563019 sigma out 39 active outputs RANK 5 NODE 6 --> 36.1796112 sigma out 39 active outputs RANK 6 NODE 1 --> 35.3087921 sigma out 39 active outputs RANK 7 NODE 7 --> 32.9362679 sigma out 39 active outputs RANK 8 NODE 4 --> 28.1374302 sigma out 39 active outputs RANK 9 NODE 34 --> 27.2851677 sigma out 39 active outputs RANK 10 NODE 20 --> 26.3866863 sigma out 39 active outputs RANK 11 NODE 8 --> 25.1068439 sigma out 39 active outputs RANK 12 NODE 29 --> 21.5170631 sigma out 39 active outputs RANK 13 NODE 37 --> 19.9877186 sigma out 39 active outputs RANK 14 NODE 12 --> 19.9744682 sigma out 39 active outputs RANK 15 NODE 22 --> 19.9681034 sigma out 39 active outputs RANK 16 NODE 10 --> 19.1183128 sigma out 39 active outputs RANK 17 NODE 26 --> 17.1025372 sigma out 39 active outputs RANK 18 NODE 15 --> 16.6281967 sigma out 39 active outputs RANK 19 NODE 9 --> 16.414753 sigma out 39 active outputs RANK 20 NODE 25 --> 16.2639027 sigma out 39 active outputs RANK 21 NODE 17 --> 15.0705347 sigma out 38 active outputs RANK 22 NODE 11 --> 14.6656666 sigma out 38 active outputs RANK 23 NODE 16 --> 13.2739143 sigma out 39 active outputs RANK 24 NODE 21 --> 12.3645697 sigma out 39 active outputs RANK 25 NODE 18 --> 12.290781 sigma out 39 active outputs RANK 26 NODE 30 --> 12.2554893 sigma out 39 active outputs RANK 27 NODE 28 --> 10.8512335 sigma out 39 active outputs RANK 28 NODE 19 --> 8.91917324 sigma out 39 active outputs RANK 29 NODE 13 --> 8.42156887 sigma out 39 active outputs RANK 30 NODE 14 --> 8.36133766 sigma out 39 active outputs RANK 31 NODE 35 --> 8.35643768 sigma out 39 active outputs RANK 32 NODE 23 --> 7.53508806 sigma out 38 active outputs RANK 33 NODE 24 --> 7.33643961 sigma out 39 active outputs RANK 34 NODE 33 --> 5.47516489 sigma out 38 active outputs RANK 35 NODE 32 --> 4.35993195 sigma out 38 active outputs RANK 36 NODE 31 --> 4.35104752 sigma out 39 active outputs RANK 37 NODE 27 --> 3.78621125 sigma out 39 active outputs RANK 38 NODE 36 --> 2.23647642 sigma out 38 active outputs RANK 39 NODE 39 --> 0.485252947 sigma out 38 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 38.1862335 sigma in 39act. ( 37.0391083 sig out 1act.) RANK 2 NODE 34 --> 37.6319847 sigma in 39act. ( 33.6991234 sig out 1act.) RANK 3 NODE 3 --> 37.2129974 sigma in 38act. ( 35.9595871 sig out 1act.) RANK 4 NODE 5 --> 35.1262817 sigma in 39act. ( 39.5484695 sig out 1act.) RANK 5 NODE 8 --> 32.7806931 sigma in 39act. ( 25.4494438 sig out 1act.) RANK 6 NODE 4 --> 31.4683247 sigma in 39act. ( 26.5839252 sig out 1act.) RANK 7 NODE 7 --> 30.940443 sigma in 39act. ( 23.5244827 sig out 1act.) RANK 8 NODE 18 --> 30.4288483 sigma in 39act. ( 22.9330273 sig out 1act.) RANK 9 NODE 24 --> 30.3064537 sigma in 39act. ( 21.9147549 sig out 1act.) RANK 10 NODE 35 --> 29.8061409 sigma in 39act. ( 26.4962597 sig out 1act.) RANK 11 NODE 31 --> 29.7812996 sigma in 39act. ( 27.5619087 sig out 1act.) RANK 12 NODE 19 --> 24.8241615 sigma in 38act. ( 24.3915386 sig out 1act.) RANK 13 NODE 10 --> 24.2348595 sigma in 39act. ( 24.3444157 sig out 1act.) RANK 14 NODE 33 --> 24.1243992 sigma in 39act. ( 26.953825 sig out 1act.) RANK 15 NODE 20 --> 23.1361904 sigma in 39act. ( 18.6327724 sig out 1act.) RANK 16 NODE 26 --> 22.4442215 sigma in 39act. ( 16.3245716 sig out 1act.) RANK 17 NODE 11 --> 22.4283466 sigma in 38act. ( 20.6269722 sig out 1act.) RANK 18 NODE 37 --> 20.8121033 sigma in 39act. ( 15.9878292 sig out 1act.) RANK 19 NODE 1 --> 20.0314846 sigma in 39act. ( 15.0902662 sig out 1act.) RANK 20 NODE 39 --> 19.6981182 sigma in 39act. ( 13.6913023 sig out 1act.) RANK 21 NODE 9 --> 18.5378265 sigma in 39act. ( 15.0285988 sig out 1act.) RANK 22 NODE 6 --> 17.1420059 sigma in 39act. ( 14.4899368 sig out 1act.) RANK 23 NODE 14 --> 16.2815914 sigma in 39act. ( 11.328557 sig out 1act.) RANK 24 NODE 22 --> 14.9560041 sigma in 38act. ( 11.6240854 sig out 1act.) RANK 25 NODE 28 --> 14.434267 sigma in 39act. ( 12.6626768 sig out 1act.) RANK 26 NODE 30 --> 14.1512632 sigma in 39act. ( 10.8117065 sig out 1act.) RANK 27 NODE 25 --> 13.9780293 sigma in 38act. ( 11.2491999 sig out 1act.) RANK 28 NODE 2 --> 13.821044 sigma in 39act. ( 8.91835022 sig out 1act.) RANK 29 NODE 16 --> 13.2329674 sigma in 39act. ( 12.901041 sig out 1act.) RANK 30 NODE 17 --> 10.4916525 sigma in 38act. ( 7.36801338 sig out 1act.) RANK 31 NODE 29 --> 9.91665745 sigma in 39act. ( 6.32549953 sig out 1act.) RANK 32 NODE 27 --> 7.78047562 sigma in 39act. ( 6.51853657 sig out 1act.) RANK 33 NODE 23 --> 7.18551683 sigma in 39act. ( 4.6715827 sig out 1act.) RANK 34 NODE 38 --> 6.27846289 sigma in 39act. ( 4.11759949 sig out 1act.) RANK 35 NODE 21 --> 5.95887899 sigma in 38act. ( 5.35412025 sig out 1act.) RANK 36 NODE 36 --> 5.27613592 sigma in 39act. ( 3.34663057 sig out 1act.) RANK 37 NODE 13 --> 5.26896858 sigma in 39act. ( 3.36611485 sig out 1act.) RANK 38 NODE 15 --> 4.39204931 sigma in 38act. ( 3.05917144 sig out 1act.) RANK 39 NODE 32 --> 3.11623073 sigma in 39act. ( 2.79157066 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 39.5484695 sigma out 1act.( 35.1262817 sig in 39act.) RANK 2 NODE 12 --> 37.0391083 sigma out 1act.( 38.1862335 sig in 39act.) RANK 3 NODE 3 --> 35.9595871 sigma out 1act.( 37.2129974 sig in 38act.) RANK 4 NODE 34 --> 33.6991234 sigma out 1act.( 37.6319847 sig in 39act.) RANK 5 NODE 31 --> 27.5619087 sigma out 1act.( 29.7812996 sig in 39act.) RANK 6 NODE 33 --> 26.953825 sigma out 1act.( 24.1243992 sig in 39act.) RANK 7 NODE 4 --> 26.5839252 sigma out 1act.( 31.4683247 sig in 39act.) RANK 8 NODE 35 --> 26.4962597 sigma out 1act.( 29.8061409 sig in 39act.) RANK 9 NODE 8 --> 25.4494438 sigma out 1act.( 32.7806931 sig in 39act.) RANK 10 NODE 19 --> 24.3915386 sigma out 1act.( 24.8241615 sig in 38act.) RANK 11 NODE 10 --> 24.3444157 sigma out 1act.( 24.2348595 sig in 39act.) RANK 12 NODE 7 --> 23.5244827 sigma out 1act.( 30.940443 sig in 39act.) RANK 13 NODE 18 --> 22.9330273 sigma out 1act.( 30.4288483 sig in 39act.) RANK 14 NODE 24 --> 21.9147549 sigma out 1act.( 30.3064537 sig in 39act.) RANK 15 NODE 11 --> 20.6269722 sigma out 1act.( 22.4283466 sig in 38act.) RANK 16 NODE 20 --> 18.6327724 sigma out 1act.( 23.1361904 sig in 39act.) RANK 17 NODE 26 --> 16.3245716 sigma out 1act.( 22.4442215 sig in 39act.) RANK 18 NODE 37 --> 15.9878292 sigma out 1act.( 20.8121033 sig in 39act.) RANK 19 NODE 1 --> 15.0902662 sigma out 1act.( 20.0314846 sig in 39act.) RANK 20 NODE 9 --> 15.0285988 sigma out 1act.( 18.5378265 sig in 39act.) RANK 21 NODE 6 --> 14.4899368 sigma out 1act.( 17.1420059 sig in 39act.) RANK 22 NODE 39 --> 13.6913023 sigma out 1act.( 19.6981182 sig in 39act.) RANK 23 NODE 16 --> 12.901041 sigma out 1act.( 13.2329674 sig in 39act.) RANK 24 NODE 28 --> 12.6626768 sigma out 1act.( 14.434267 sig in 39act.) RANK 25 NODE 22 --> 11.6240854 sigma out 1act.( 14.9560041 sig in 38act.) RANK 26 NODE 14 --> 11.328557 sigma out 1act.( 16.2815914 sig in 39act.) RANK 27 NODE 25 --> 11.2491999 sigma out 1act.( 13.9780293 sig in 38act.) RANK 28 NODE 30 --> 10.8117065 sigma out 1act.( 14.1512632 sig in 39act.) RANK 29 NODE 2 --> 8.91835022 sigma out 1act.( 13.821044 sig in 39act.) RANK 30 NODE 17 --> 7.36801338 sigma out 1act.( 10.4916525 sig in 38act.) RANK 31 NODE 27 --> 6.51853657 sigma out 1act.( 7.78047562 sig in 39act.) RANK 32 NODE 29 --> 6.32549953 sigma out 1act.( 9.91665745 sig in 39act.) RANK 33 NODE 21 --> 5.35412025 sigma out 1act.( 5.95887899 sig in 38act.) RANK 34 NODE 23 --> 4.6715827 sigma out 1act.( 7.18551683 sig in 39act.) RANK 35 NODE 38 --> 4.11759949 sigma out 1act.( 6.27846289 sig in 39act.) RANK 36 NODE 13 --> 3.36611485 sigma out 1act.( 5.26896858 sig in 39act.) RANK 37 NODE 36 --> 3.34663057 sigma out 1act.( 5.27613592 sig in 39act.) RANK 38 NODE 15 --> 3.05917144 sigma out 1act.( 4.39204931 sig in 38act.) RANK 39 NODE 32 --> 2.79157066 sigma out 1act.( 3.11623073 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 122.300232 sigma in 39 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.533675015 *** contribution from regularisation: 0.00159984978 *** contribution from error: -0.535274863 *** contribution from DIAG: 0.000155874994 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.533691585 *** contribution from regularisation: 0.00160474854 *** contribution from error: -0.535296321 *** contribution from DIAG: 0.000156168244 *********************************************** --------------------------------------------------- Iteration : 52 kill weight from layer 1 knot 24 to knot 17 kill weight from layer 1 knot 10 to knot 30 *********************************************** *** Learn Path 52 *** loss function: -0.533717811 *** contribution from regularisation: 0.00160001288 *** contribution from error: -0.535317838 *** contribution from DIAG: 0.000156295384 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.533735514 *** contribution from regularisation: 0.00160313793 *** contribution from error: -0.53533864 *** contribution from DIAG: 0.000156388793 *********************************************** --------------------------------------------------- Iteration : 54 kill weight from layer 1 knot 15 to knot 33 kill weight from layer 1 knot 36 to knot 38 *********************************************** *** Learn Path 54 *** loss function: -0.533754289 *** contribution from regularisation: 0.00160489406 *** contribution from error: -0.535359204 *** contribution from DIAG: 0.00015634764 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.533780277 *** contribution from regularisation: 0.00160050381 *** contribution from error: -0.535380781 *** contribution from DIAG: 0.000156003327 *********************************************** --------------------------------------------------- Iteration : 56 kill weight from layer 1 knot 18 to knot 23 kill weight from layer 1 knot 18 to knot 32 kill weight from layer 1 knot 36 to knot 32 *********************************************** *** Learn Path 56 *** loss function: -0.533793747 *** contribution from regularisation: 0.00160789175 *** contribution from error: -0.535401642 *** contribution from DIAG: 0.000156206952 *********************************************** --------------------------------------------------- Iteration : 57 kill weight from layer 1 knot 23 to knot 23 kill weight from layer 1 knot 23 to knot 27 *********************************************** *** Learn Path 57 *** loss function: -0.533816278 *** contribution from regularisation: 0.00160604203 *** contribution from error: -0.535422325 *** contribution from DIAG: 0.000156951006 *********************************************** --------------------------------------------------- Iteration : 58 kill weight from layer 1 knot 27 to knot 14 *********************************************** *** Learn Path 58 *** loss function: -0.533836782 *** contribution from regularisation: 0.00160602794 *** contribution from error: -0.535442829 *** contribution from DIAG: 0.000156587266 *********************************************** --------------------------------------------------- Iteration : 59 kill weight from layer 1 knot 4 to knot 32 kill weight from layer 1 knot 21 to knot 32 *********************************************** *** Learn Path 59 *** loss function: -0.53385514 *** contribution from regularisation: 0.00160739711 *** contribution from error: -0.535462558 *** contribution from DIAG: 0.000156807917 *********************************************** --------------------------------------------------- Iteration : 60 kill weight from layer 1 knot 36 to knot 14 kill weight from layer 1 knot 20 to knot 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 53.3599243 sigma out 38 active outputs RANK 2 NODE 2 --> 46.828434 sigma out 39 active outputs RANK 3 NODE 38 --> 42.7910728 sigma out 39 active outputs RANK 4 NODE 5 --> 38.2569656 sigma out 39 active outputs RANK 5 NODE 6 --> 37.2250938 sigma out 39 active outputs RANK 6 NODE 1 --> 35.8423615 sigma out 39 active outputs RANK 7 NODE 7 --> 33.7960281 sigma out 39 active outputs RANK 8 NODE 4 --> 28.0467491 sigma out 38 active outputs RANK 9 NODE 20 --> 27.8252277 sigma out 38 active outputs RANK 10 NODE 34 --> 27.5464592 sigma out 39 active outputs RANK 11 NODE 8 --> 25.8309193 sigma out 39 active outputs RANK 12 NODE 29 --> 21.8119011 sigma out 39 active outputs RANK 13 NODE 37 --> 20.7628479 sigma out 39 active outputs RANK 14 NODE 22 --> 20.6437511 sigma out 39 active outputs RANK 15 NODE 12 --> 19.9333935 sigma out 39 active outputs RANK 16 NODE 10 --> 19.492424 sigma out 38 active outputs RANK 17 NODE 26 --> 17.2117443 sigma out 39 active outputs RANK 18 NODE 9 --> 16.7832203 sigma out 39 active outputs RANK 19 NODE 25 --> 16.6022358 sigma out 39 active outputs RANK 20 NODE 15 --> 16.5121937 sigma out 38 active outputs RANK 21 NODE 17 --> 14.9271088 sigma out 38 active outputs RANK 22 NODE 11 --> 14.5849905 sigma out 38 active outputs RANK 23 NODE 16 --> 13.0727291 sigma out 39 active outputs RANK 24 NODE 21 --> 12.3396711 sigma out 38 active outputs RANK 25 NODE 30 --> 12.3068285 sigma out 39 active outputs RANK 26 NODE 18 --> 12.1246176 sigma out 37 active outputs RANK 27 NODE 28 --> 10.8754444 sigma out 39 active outputs RANK 28 NODE 19 --> 8.67882919 sigma out 39 active outputs RANK 29 NODE 35 --> 8.42055702 sigma out 39 active outputs RANK 30 NODE 13 --> 8.21734142 sigma out 39 active outputs RANK 31 NODE 14 --> 8.10954475 sigma out 39 active outputs RANK 32 NODE 23 --> 7.35904026 sigma out 36 active outputs RANK 33 NODE 24 --> 7.22297049 sigma out 38 active outputs RANK 34 NODE 33 --> 5.44534159 sigma out 38 active outputs RANK 35 NODE 32 --> 4.2309804 sigma out 38 active outputs RANK 36 NODE 31 --> 4.17896843 sigma out 39 active outputs RANK 37 NODE 27 --> 3.79384089 sigma out 38 active outputs RANK 38 NODE 36 --> 2.19437528 sigma out 35 active outputs RANK 39 NODE 39 --> 0.517059624 sigma out 38 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 39.3238449 sigma in 39act. ( 38.2852783 sig out 1act.) RANK 2 NODE 34 --> 38.609375 sigma in 39act. ( 35.19524 sig out 1act.) RANK 3 NODE 3 --> 38.3451538 sigma in 38act. ( 37.2809982 sig out 1act.) RANK 4 NODE 5 --> 36.689476 sigma in 39act. ( 41.685482 sig out 1act.) RANK 5 NODE 4 --> 33.3183174 sigma in 39act. ( 28.5218163 sig out 1act.) RANK 6 NODE 8 --> 32.7626572 sigma in 39act. ( 25.4365025 sig out 1act.) RANK 7 NODE 7 --> 30.8174686 sigma in 39act. ( 23.6370144 sig out 1act.) RANK 8 NODE 18 --> 30.4267406 sigma in 39act. ( 22.8531876 sig out 1act.) RANK 9 NODE 24 --> 30.3556805 sigma in 39act. ( 22.0047569 sig out 1act.) RANK 10 NODE 35 --> 30.2520142 sigma in 39act. ( 27.1529846 sig out 1act.) RANK 11 NODE 31 --> 29.9404106 sigma in 39act. ( 27.8735275 sig out 1act.) RANK 12 NODE 33 --> 26.7194729 sigma in 38act. ( 30.5637836 sig out 1act.) RANK 13 NODE 19 --> 26.0913353 sigma in 38act. ( 26.033144 sig out 1act.) RANK 14 NODE 10 --> 24.7956257 sigma in 39act. ( 25.261795 sig out 1act.) RANK 15 NODE 11 --> 23.2774334 sigma in 38act. ( 21.8785305 sig out 1act.) RANK 16 NODE 20 --> 23.0336857 sigma in 39act. ( 18.6800175 sig out 1act.) RANK 17 NODE 26 --> 22.4489212 sigma in 39act. ( 16.4141769 sig out 1act.) RANK 18 NODE 37 --> 20.8408775 sigma in 39act. ( 16.1434917 sig out 1act.) RANK 19 NODE 1 --> 20.0540104 sigma in 39act. ( 15.2086935 sig out 1act.) RANK 20 NODE 39 --> 19.4959908 sigma in 39act. ( 13.5202818 sig out 1act.) RANK 21 NODE 9 --> 18.5114727 sigma in 39act. ( 15.0456572 sig out 1act.) RANK 22 NODE 6 --> 16.9978752 sigma in 39act. ( 14.3554945 sig out 1act.) RANK 23 NODE 14 --> 16.2232876 sigma in 37act. ( 11.3705988 sig out 1act.) RANK 24 NODE 22 --> 14.7116642 sigma in 38act. ( 11.3172216 sig out 1act.) RANK 25 NODE 28 --> 14.5906725 sigma in 39act. ( 12.9757919 sig out 1act.) RANK 26 NODE 25 --> 14.1958275 sigma in 38act. ( 11.5783434 sig out 1act.) RANK 27 NODE 16 --> 13.7711687 sigma in 39act. ( 13.7102575 sig out 1act.) RANK 28 NODE 30 --> 13.7658253 sigma in 37act. ( 10.5155373 sig out 1act.) RANK 29 NODE 2 --> 13.6925192 sigma in 39act. ( 8.79208755 sig out 1act.) RANK 30 NODE 17 --> 10.3662682 sigma in 37act. ( 7.33275986 sig out 1act.) RANK 31 NODE 29 --> 9.82048512 sigma in 39act. ( 6.23280668 sig out 1act.) RANK 32 NODE 27 --> 7.91877413 sigma in 38act. ( 6.85493565 sig out 1act.) RANK 33 NODE 23 --> 7.16033316 sigma in 37act. ( 4.77319717 sig out 1act.) RANK 34 NODE 38 --> 6.12825727 sigma in 38act. ( 4.13524294 sig out 1act.) RANK 35 NODE 21 --> 6.05235195 sigma in 38act. ( 5.62571859 sig out 1act.) RANK 36 NODE 13 --> 5.21205616 sigma in 39act. ( 3.44268608 sig out 1act.) RANK 37 NODE 36 --> 5.00829697 sigma in 39act. ( 3.09353733 sig out 1act.) RANK 38 NODE 15 --> 4.52995729 sigma in 38act. ( 3.34360337 sig out 1act.) RANK 39 NODE 32 --> 3.38541126 sigma in 35act. ( 3.22721887 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 41.685482 sigma out 1act.( 36.689476 sig in 39act.) RANK 2 NODE 12 --> 38.2852783 sigma out 1act.( 39.3238449 sig in 39act.) RANK 3 NODE 3 --> 37.2809982 sigma out 1act.( 38.3451538 sig in 38act.) RANK 4 NODE 34 --> 35.19524 sigma out 1act.( 38.609375 sig in 39act.) RANK 5 NODE 33 --> 30.5637836 sigma out 1act.( 26.7194729 sig in 38act.) RANK 6 NODE 4 --> 28.5218163 sigma out 1act.( 33.3183174 sig in 39act.) RANK 7 NODE 31 --> 27.8735275 sigma out 1act.( 29.9404106 sig in 39act.) RANK 8 NODE 35 --> 27.1529846 sigma out 1act.( 30.2520142 sig in 39act.) RANK 9 NODE 19 --> 26.033144 sigma out 1act.( 26.0913353 sig in 38act.) RANK 10 NODE 8 --> 25.4365025 sigma out 1act.( 32.7626572 sig in 39act.) RANK 11 NODE 10 --> 25.261795 sigma out 1act.( 24.7956257 sig in 39act.) RANK 12 NODE 7 --> 23.6370144 sigma out 1act.( 30.8174686 sig in 39act.) RANK 13 NODE 18 --> 22.8531876 sigma out 1act.( 30.4267406 sig in 39act.) RANK 14 NODE 24 --> 22.0047569 sigma out 1act.( 30.3556805 sig in 39act.) RANK 15 NODE 11 --> 21.8785305 sigma out 1act.( 23.2774334 sig in 38act.) RANK 16 NODE 20 --> 18.6800175 sigma out 1act.( 23.0336857 sig in 39act.) RANK 17 NODE 26 --> 16.4141769 sigma out 1act.( 22.4489212 sig in 39act.) RANK 18 NODE 37 --> 16.1434917 sigma out 1act.( 20.8408775 sig in 39act.) RANK 19 NODE 1 --> 15.2086935 sigma out 1act.( 20.0540104 sig in 39act.) RANK 20 NODE 9 --> 15.0456572 sigma out 1act.( 18.5114727 sig in 39act.) RANK 21 NODE 6 --> 14.3554945 sigma out 1act.( 16.9978752 sig in 39act.) RANK 22 NODE 16 --> 13.7102575 sigma out 1act.( 13.7711687 sig in 39act.) RANK 23 NODE 39 --> 13.5202818 sigma out 1act.( 19.4959908 sig in 39act.) RANK 24 NODE 28 --> 12.9757919 sigma out 1act.( 14.5906725 sig in 39act.) RANK 25 NODE 25 --> 11.5783434 sigma out 1act.( 14.1958275 sig in 38act.) RANK 26 NODE 14 --> 11.3705988 sigma out 1act.( 16.2232876 sig in 37act.) RANK 27 NODE 22 --> 11.3172216 sigma out 1act.( 14.7116642 sig in 38act.) RANK 28 NODE 30 --> 10.5155373 sigma out 1act.( 13.7658253 sig in 37act.) RANK 29 NODE 2 --> 8.79208755 sigma out 1act.( 13.6925192 sig in 39act.) RANK 30 NODE 17 --> 7.33275986 sigma out 1act.( 10.3662682 sig in 37act.) RANK 31 NODE 27 --> 6.85493565 sigma out 1act.( 7.91877413 sig in 38act.) RANK 32 NODE 29 --> 6.23280668 sigma out 1act.( 9.82048512 sig in 39act.) RANK 33 NODE 21 --> 5.62571859 sigma out 1act.( 6.05235195 sig in 38act.) RANK 34 NODE 23 --> 4.77319717 sigma out 1act.( 7.16033316 sig in 37act.) RANK 35 NODE 38 --> 4.13524294 sigma out 1act.( 6.12825727 sig in 38act.) RANK 36 NODE 13 --> 3.44268608 sigma out 1act.( 5.21205616 sig in 39act.) RANK 37 NODE 15 --> 3.34360337 sigma out 1act.( 4.52995729 sig in 38act.) RANK 38 NODE 32 --> 3.22721887 sigma out 1act.( 3.38541126 sig in 35act.) RANK 39 NODE 36 --> 3.09353733 sigma out 1act.( 5.00829697 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 126.554207 sigma in 39 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.533881009 *** contribution from regularisation: 0.00160192128 *** contribution from error: -0.535482943 *** contribution from DIAG: 0.000156711234 *********************************************** --------------------------------------------------- Iteration : 61 kill weight from layer 1 knot 37 to knot 15 kill weight from layer 1 knot 39 to knot 36 *********************************************** *** Learn Path 61 *** loss function: -0.533892334 *** contribution from regularisation: 0.00161020621 *** contribution from error: -0.535502553 *** contribution from DIAG: 0.000156705195 *********************************************** --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.533918202 *** contribution from regularisation: 0.00160409056 *** contribution from error: -0.535522282 *** contribution from DIAG: 0.000156082548 *********************************************** --------------------------------------------------- Iteration : 63 kill weight from layer 1 knot 39 to knot 27 kill weight from layer 1 knot 39 to knot 38 *********************************************** *** Learn Path 63 *** loss function: -0.533935905 *** contribution from regularisation: 0.00160658639 *** contribution from error: -0.535542488 *** contribution from DIAG: 0.000156437367 *********************************************** --------------------------------------------------- Iteration : 64 kill weight from layer 1 knot 36 to knot 2 kill weight from layer 1 knot 27 to knot 30 *********************************************** *** Learn Path 64 *** loss function: -0.533956289 *** contribution from regularisation: 0.00160593924 *** contribution from error: -0.535562217 *** contribution from DIAG: 0.000156106747 *********************************************** --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.533975422 *** contribution from regularisation: 0.00160690048 *** contribution from error: -0.535582304 *** contribution from DIAG: 0.000156042937 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.533993661 *** contribution from regularisation: 0.00160897279 *** contribution from error: -0.535602629 *** contribution from DIAG: 0.000155751914 *********************************************** --------------------------------------------------- Iteration : 67 kill weight from layer 1 knot 11 to knot 29 kill weight from layer 1 knot 39 to knot 29 kill weight from layer 1 knot 39 to knot 33 *********************************************** *** Learn Path 67 *** loss function: -0.534012675 *** contribution from regularisation: 0.00160934206 *** contribution from error: -0.535622001 *** contribution from DIAG: 0.000155766946 *********************************************** --------------------------------------------------- Iteration : 68 kill weight from layer 1 knot 26 to knot 3 kill weight from layer 1 knot 20 to knot 23 kill weight from layer 1 knot 36 to knot 23 kill weight from layer 1 knot 32 to knot 36 *********************************************** *** Learn Path 68 *** loss function: -0.53403151 *** contribution from regularisation: 0.00160949479 *** contribution from error: -0.535641015 *** contribution from DIAG: 0.000155610265 *********************************************** --------------------------------------------------- Iteration : 69 kill weight from layer 1 knot 39 to knot 2 kill weight from layer 1 knot 36 to knot 16 kill weight from layer 1 knot 33 to knot 19 kill weight from layer 1 knot 39 to knot 23 kill weight from layer 1 knot 39 to knot 28 kill weight from layer 1 knot 36 to knot 34 *********************************************** *** Learn Path 69 *** loss function: -0.534054041 *** contribution from regularisation: 0.00160646788 *** contribution from error: -0.535660505 *** contribution from DIAG: 0.000155428424 *********************************************** --------------------------------------------------- Iteration : 70 kill weight from layer 1 knot 26 to knot 28 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 54.5568733 sigma out 38 active outputs RANK 2 NODE 2 --> 47.1058578 sigma out 39 active outputs RANK 3 NODE 38 --> 44.1662865 sigma out 39 active outputs RANK 4 NODE 5 --> 38.7735901 sigma out 39 active outputs RANK 5 NODE 6 --> 38.0231705 sigma out 39 active outputs RANK 6 NODE 1 --> 36.2103653 sigma out 39 active outputs RANK 7 NODE 7 --> 34.0904617 sigma out 39 active outputs RANK 8 NODE 20 --> 28.9363766 sigma out 37 active outputs RANK 9 NODE 4 --> 28.038496 sigma out 38 active outputs RANK 10 NODE 34 --> 27.7725487 sigma out 39 active outputs RANK 11 NODE 8 --> 26.2915344 sigma out 39 active outputs RANK 12 NODE 29 --> 22.0953827 sigma out 39 active outputs RANK 13 NODE 37 --> 21.211647 sigma out 38 active outputs RANK 14 NODE 22 --> 20.8925972 sigma out 39 active outputs RANK 15 NODE 10 --> 19.8498344 sigma out 38 active outputs RANK 16 NODE 12 --> 19.8385925 sigma out 39 active outputs RANK 17 NODE 26 --> 17.2398472 sigma out 37 active outputs RANK 18 NODE 9 --> 17.1850243 sigma out 39 active outputs RANK 19 NODE 25 --> 16.803936 sigma out 39 active outputs RANK 20 NODE 15 --> 16.7423534 sigma out 38 active outputs RANK 21 NODE 17 --> 14.858304 sigma out 38 active outputs RANK 22 NODE 11 --> 14.4352694 sigma out 37 active outputs RANK 23 NODE 16 --> 12.9349794 sigma out 39 active outputs RANK 24 NODE 21 --> 12.375803 sigma out 38 active outputs RANK 25 NODE 30 --> 12.2988214 sigma out 39 active outputs RANK 26 NODE 18 --> 11.9297066 sigma out 37 active outputs RANK 27 NODE 28 --> 10.9422293 sigma out 39 active outputs RANK 28 NODE 35 --> 8.48819828 sigma out 39 active outputs RANK 29 NODE 19 --> 8.47595119 sigma out 39 active outputs RANK 30 NODE 13 --> 8.18653393 sigma out 39 active outputs RANK 31 NODE 14 --> 8.08040237 sigma out 39 active outputs RANK 32 NODE 23 --> 7.28697634 sigma out 36 active outputs RANK 33 NODE 24 --> 7.12355089 sigma out 38 active outputs RANK 34 NODE 33 --> 5.36769247 sigma out 37 active outputs RANK 35 NODE 32 --> 4.20959139 sigma out 37 active outputs RANK 36 NODE 31 --> 4.022264 sigma out 39 active outputs RANK 37 NODE 27 --> 3.64742637 sigma out 37 active outputs RANK 38 NODE 36 --> 2.05920815 sigma out 31 active outputs RANK 39 NODE 39 --> 0.471026599 sigma out 30 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 40.1932716 sigma in 39act. ( 38.8535309 sig out 1act.) RANK 2 NODE 34 --> 39.199749 sigma in 38act. ( 36.3742142 sig out 1act.) RANK 3 NODE 3 --> 39.1207886 sigma in 37act. ( 38.6561661 sig out 1act.) RANK 4 NODE 5 --> 37.8601265 sigma in 39act. ( 43.4768753 sig out 1act.) RANK 5 NODE 4 --> 34.9114342 sigma in 39act. ( 29.947855 sig out 1act.) RANK 6 NODE 8 --> 32.7220955 sigma in 39act. ( 25.4457607 sig out 1act.) RANK 7 NODE 7 --> 30.6985836 sigma in 39act. ( 23.4891338 sig out 1act.) RANK 8 NODE 35 --> 30.5852737 sigma in 39act. ( 27.7048569 sig out 1act.) RANK 9 NODE 18 --> 30.3522511 sigma in 39act. ( 22.6611195 sig out 1act.) RANK 10 NODE 24 --> 30.3392162 sigma in 39act. ( 21.8989658 sig out 1act.) RANK 11 NODE 31 --> 29.9334126 sigma in 39act. ( 27.9014854 sig out 1act.) RANK 12 NODE 33 --> 28.8757801 sigma in 37act. ( 33.7529716 sig out 1act.) RANK 13 NODE 19 --> 27.1120548 sigma in 37act. ( 27.5781403 sig out 1act.) RANK 14 NODE 10 --> 25.1972733 sigma in 39act. ( 26.0395584 sig out 1act.) RANK 15 NODE 11 --> 23.9381618 sigma in 38act. ( 23.0102482 sig out 1act.) RANK 16 NODE 20 --> 22.89995 sigma in 39act. ( 18.4047337 sig out 1act.) RANK 17 NODE 26 --> 22.4107361 sigma in 39act. ( 16.3313599 sig out 1act.) RANK 18 NODE 37 --> 20.8771877 sigma in 39act. ( 16.2320232 sig out 1act.) RANK 19 NODE 1 --> 20.0576668 sigma in 39act. ( 15.2318773 sig out 1act.) RANK 20 NODE 39 --> 19.3019428 sigma in 39act. ( 13.2593088 sig out 1act.) RANK 21 NODE 9 --> 18.450861 sigma in 39act. ( 14.933569 sig out 1act.) RANK 22 NODE 6 --> 16.8066254 sigma in 39act. ( 14.1113195 sig out 1act.) RANK 23 NODE 14 --> 16.1993923 sigma in 37act. ( 11.4393005 sig out 1act.) RANK 24 NODE 28 --> 14.6895428 sigma in 37act. ( 13.3062754 sig out 1act.) RANK 25 NODE 22 --> 14.4759007 sigma in 38act. ( 11.1503162 sig out 1act.) RANK 26 NODE 25 --> 14.3725853 sigma in 38act. ( 11.8677902 sig out 1act.) RANK 27 NODE 16 --> 14.1962786 sigma in 38act. ( 14.4383192 sig out 1act.) RANK 28 NODE 2 --> 13.5989876 sigma in 37act. ( 8.71816349 sig out 1act.) RANK 29 NODE 30 --> 13.4059839 sigma in 36act. ( 10.1690845 sig out 1act.) RANK 30 NODE 17 --> 10.2528915 sigma in 37act. ( 7.30645227 sig out 1act.) RANK 31 NODE 29 --> 9.76026821 sigma in 37act. ( 6.17645073 sig out 1act.) RANK 32 NODE 27 --> 8.04407215 sigma in 37act. ( 7.15851974 sig out 1act.) RANK 33 NODE 23 --> 7.19805193 sigma in 34act. ( 4.91105986 sig out 1act.) RANK 34 NODE 21 --> 6.15582561 sigma in 38act. ( 5.87137508 sig out 1act.) RANK 35 NODE 38 --> 6.0292058 sigma in 37act. ( 4.14722586 sig out 1act.) RANK 36 NODE 13 --> 5.21972132 sigma in 39act. ( 3.53736949 sig out 1act.) RANK 37 NODE 36 --> 4.7835393 sigma in 37act. ( 2.86982822 sig out 1act.) RANK 38 NODE 15 --> 4.70565033 sigma in 37act. ( 3.64399481 sig out 1act.) RANK 39 NODE 32 --> 3.66036773 sigma in 35act. ( 3.64104795 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 43.4768753 sigma out 1act.( 37.8601265 sig in 39act.) RANK 2 NODE 12 --> 38.8535309 sigma out 1act.( 40.1932716 sig in 39act.) RANK 3 NODE 3 --> 38.6561661 sigma out 1act.( 39.1207886 sig in 37act.) RANK 4 NODE 34 --> 36.3742142 sigma out 1act.( 39.199749 sig in 38act.) RANK 5 NODE 33 --> 33.7529716 sigma out 1act.( 28.8757801 sig in 37act.) RANK 6 NODE 4 --> 29.947855 sigma out 1act.( 34.9114342 sig in 39act.) RANK 7 NODE 31 --> 27.9014854 sigma out 1act.( 29.9334126 sig in 39act.) RANK 8 NODE 35 --> 27.7048569 sigma out 1act.( 30.5852737 sig in 39act.) RANK 9 NODE 19 --> 27.5781403 sigma out 1act.( 27.1120548 sig in 37act.) RANK 10 NODE 10 --> 26.0395584 sigma out 1act.( 25.1972733 sig in 39act.) RANK 11 NODE 8 --> 25.4457607 sigma out 1act.( 32.7220955 sig in 39act.) RANK 12 NODE 7 --> 23.4891338 sigma out 1act.( 30.6985836 sig in 39act.) RANK 13 NODE 11 --> 23.0102482 sigma out 1act.( 23.9381618 sig in 38act.) RANK 14 NODE 18 --> 22.6611195 sigma out 1act.( 30.3522511 sig in 39act.) RANK 15 NODE 24 --> 21.8989658 sigma out 1act.( 30.3392162 sig in 39act.) RANK 16 NODE 20 --> 18.4047337 sigma out 1act.( 22.89995 sig in 39act.) RANK 17 NODE 26 --> 16.3313599 sigma out 1act.( 22.4107361 sig in 39act.) RANK 18 NODE 37 --> 16.2320232 sigma out 1act.( 20.8771877 sig in 39act.) RANK 19 NODE 1 --> 15.2318773 sigma out 1act.( 20.0576668 sig in 39act.) RANK 20 NODE 9 --> 14.933569 sigma out 1act.( 18.450861 sig in 39act.) RANK 21 NODE 16 --> 14.4383192 sigma out 1act.( 14.1962786 sig in 38act.) RANK 22 NODE 6 --> 14.1113195 sigma out 1act.( 16.8066254 sig in 39act.) RANK 23 NODE 28 --> 13.3062754 sigma out 1act.( 14.6895428 sig in 37act.) RANK 24 NODE 39 --> 13.2593088 sigma out 1act.( 19.3019428 sig in 39act.) RANK 25 NODE 25 --> 11.8677902 sigma out 1act.( 14.3725853 sig in 38act.) RANK 26 NODE 14 --> 11.4393005 sigma out 1act.( 16.1993923 sig in 37act.) RANK 27 NODE 22 --> 11.1503162 sigma out 1act.( 14.4759007 sig in 38act.) RANK 28 NODE 30 --> 10.1690845 sigma out 1act.( 13.4059839 sig in 36act.) RANK 29 NODE 2 --> 8.71816349 sigma out 1act.( 13.5989876 sig in 37act.) RANK 30 NODE 17 --> 7.30645227 sigma out 1act.( 10.2528915 sig in 37act.) RANK 31 NODE 27 --> 7.15851974 sigma out 1act.( 8.04407215 sig in 37act.) RANK 32 NODE 29 --> 6.17645073 sigma out 1act.( 9.76026821 sig in 37act.) RANK 33 NODE 21 --> 5.87137508 sigma out 1act.( 6.15582561 sig in 38act.) RANK 34 NODE 23 --> 4.91105986 sigma out 1act.( 7.19805193 sig in 34act.) RANK 35 NODE 38 --> 4.14722586 sigma out 1act.( 6.0292058 sig in 37act.) RANK 36 NODE 15 --> 3.64399481 sigma out 1act.( 4.70565033 sig in 37act.) RANK 37 NODE 32 --> 3.64104795 sigma out 1act.( 3.66036773 sig in 35act.) RANK 38 NODE 13 --> 3.53736949 sigma out 1act.( 5.21972132 sig in 39act.) RANK 39 NODE 36 --> 2.86982822 sigma out 1act.( 4.7835393 sig in 37act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 129.944275 sigma in 39 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.534069717 *** contribution from regularisation: 0.00160951063 *** contribution from error: -0.535679221 *** contribution from DIAG: 0.000155304311 *********************************************** --------------------------------------------------- Iteration : 71 kill weight from layer 1 knot 29 to knot 4 kill weight from layer 1 knot 28 to knot 19 *********************************************** *** Learn Path 71 *** loss function: -0.534089029 *** contribution from regularisation: 0.00160950632 *** contribution from error: -0.535698533 *** contribution from DIAG: 0.000155500835 *********************************************** --------------------------------------------------- Iteration : 72 kill weight from layer 1 knot 34 to knot 11 kill weight from layer 1 knot 34 to knot 19 *********************************************** *** Learn Path 72 *** loss function: -0.534110904 *** contribution from regularisation: 0.00160616892 *** contribution from error: -0.53571707 *** contribution from DIAG: 0.000155285728 *********************************************** --------------------------------------------------- Iteration : 73 kill weight from layer 1 knot 39 to knot 5 kill weight from layer 1 knot 15 to knot 10 kill weight from layer 1 knot 38 to knot 13 kill weight from layer 1 knot 39 to knot 13 kill weight from layer 1 knot 32 to knot 14 kill weight from layer 1 knot 39 to knot 16 kill weight from layer 1 knot 39 to knot 17 *********************************************** *** Learn Path 73 *** loss function: -0.53413111 *** contribution from regularisation: 0.00160408218 *** contribution from error: -0.53573519 *** contribution from DIAG: 0.000155407019 *********************************************** --------------------------------------------------- Iteration : 74 kill weight from layer 1 knot 9 to knot 18 kill weight from layer 1 knot 12 to knot 36 *********************************************** *** Learn Path 74 *** loss function: -0.534154356 *** contribution from regularisation: 0.00159875921 *** contribution from error: -0.535753131 *** contribution from DIAG: 0.000155197296 *********************************************** --------------------------------------------------- Iteration : 75 kill weight from layer 1 knot 39 to knot 11 kill weight from layer 1 knot 31 to knot 28 *********************************************** *** Learn Path 75 *** loss function: -0.534173191 *** contribution from regularisation: 0.00159818225 *** contribution from error: -0.53577137 *** contribution from DIAG: 0.000154966969 *********************************************** --------------------------------------------------- Iteration : 76 kill weight from layer 1 knot 39 to knot 32 kill weight from layer 1 knot 5 to knot 36 kill weight from layer 1 knot 18 to knot 38 *********************************************** *** Learn Path 76 *** loss function: -0.534184515 *** contribution from regularisation: 0.00160457485 *** contribution from error: -0.535789073 *** contribution from DIAG: 0.000155147398 *********************************************** --------------------------------------------------- Iteration : 77 kill weight from layer 1 knot 39 to knot 25 *********************************************** *** Learn Path 77 *** loss function: -0.534206271 *** contribution from regularisation: 0.00160056923 *** contribution from error: -0.535806835 *** contribution from DIAG: 0.000154832858 *********************************************** --------------------------------------------------- Iteration : 78 kill weight from layer 1 knot 25 to knot 11 kill weight from layer 1 knot 36 to knot 13 *********************************************** *** Learn Path 78 *** loss function: -0.534219027 *** contribution from regularisation: 0.00160536473 *** contribution from error: -0.535824418 *** contribution from DIAG: 0.000154973168 *********************************************** --------------------------------------------------- Iteration : 79 kill weight from layer 1 knot 32 to knot 1 kill weight from layer 1 knot 39 to knot 26 kill weight from layer 1 knot 23 to knot 33 kill weight from layer 1 knot 24 to knot 36 *********************************************** *** Learn Path 79 *** loss function: -0.534242332 *** contribution from regularisation: 0.00159927644 *** contribution from error: -0.535841584 *** contribution from DIAG: 0.000154809197 *********************************************** --------------------------------------------------- Iteration : 80 kill weight from layer 1 knot 9 to knot 21 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 55.5045433 sigma out 38 active outputs RANK 2 NODE 2 --> 47.4738655 sigma out 39 active outputs RANK 3 NODE 38 --> 45.6291771 sigma out 38 active outputs RANK 4 NODE 5 --> 39.0047302 sigma out 38 active outputs RANK 5 NODE 6 --> 38.4632568 sigma out 39 active outputs RANK 6 NODE 1 --> 36.642849 sigma out 39 active outputs RANK 7 NODE 7 --> 34.9772987 sigma out 39 active outputs RANK 8 NODE 20 --> 30.1154289 sigma out 37 active outputs RANK 9 NODE 34 --> 28.0912952 sigma out 37 active outputs RANK 10 NODE 4 --> 27.7791615 sigma out 38 active outputs RANK 11 NODE 8 --> 26.9064388 sigma out 39 active outputs RANK 12 NODE 29 --> 22.2993317 sigma out 38 active outputs RANK 13 NODE 37 --> 21.6293068 sigma out 38 active outputs RANK 14 NODE 22 --> 21.3769836 sigma out 39 active outputs RANK 15 NODE 10 --> 20.3137112 sigma out 38 active outputs RANK 16 NODE 12 --> 19.7752647 sigma out 38 active outputs RANK 17 NODE 9 --> 17.298954 sigma out 37 active outputs RANK 18 NODE 26 --> 17.2157307 sigma out 37 active outputs RANK 19 NODE 25 --> 17.0519657 sigma out 38 active outputs RANK 20 NODE 15 --> 16.5186081 sigma out 37 active outputs RANK 21 NODE 17 --> 14.7451115 sigma out 38 active outputs RANK 22 NODE 11 --> 14.3803463 sigma out 37 active outputs RANK 23 NODE 16 --> 12.7554121 sigma out 39 active outputs RANK 24 NODE 21 --> 12.4086876 sigma out 38 active outputs RANK 25 NODE 30 --> 12.2543373 sigma out 39 active outputs RANK 26 NODE 18 --> 11.8051252 sigma out 36 active outputs RANK 27 NODE 28 --> 10.9536743 sigma out 38 active outputs RANK 28 NODE 35 --> 8.6186657 sigma out 39 active outputs RANK 29 NODE 19 --> 8.36841583 sigma out 39 active outputs RANK 30 NODE 13 --> 7.98984528 sigma out 39 active outputs RANK 31 NODE 14 --> 7.87953281 sigma out 39 active outputs RANK 32 NODE 23 --> 7.16440201 sigma out 35 active outputs RANK 33 NODE 24 --> 7.08667946 sigma out 37 active outputs RANK 34 NODE 33 --> 5.41768646 sigma out 37 active outputs RANK 35 NODE 31 --> 4.17402601 sigma out 38 active outputs RANK 36 NODE 32 --> 4.06269598 sigma out 35 active outputs RANK 37 NODE 27 --> 3.51988029 sigma out 37 active outputs RANK 38 NODE 36 --> 2.02169371 sigma out 30 active outputs RANK 39 NODE 39 --> 0.425614357 sigma out 22 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 40.9506912 sigma in 39act. ( 39.7013931 sig out 1act.) RANK 2 NODE 34 --> 39.8679428 sigma in 38act. ( 37.5402756 sig out 1act.) RANK 3 NODE 3 --> 39.8586922 sigma in 37act. ( 39.8157234 sig out 1act.) RANK 4 NODE 5 --> 38.9390259 sigma in 38act. ( 45.0320587 sig out 1act.) RANK 5 NODE 4 --> 36.192131 sigma in 38act. ( 31.4894314 sig out 1act.) RANK 6 NODE 8 --> 32.6920128 sigma in 39act. ( 25.5237026 sig out 1act.) RANK 7 NODE 35 --> 30.9128685 sigma in 39act. ( 28.1344566 sig out 1act.) RANK 8 NODE 33 --> 30.8415222 sigma in 36act. ( 36.7796707 sig out 1act.) RANK 9 NODE 7 --> 30.5415287 sigma in 39act. ( 23.2020721 sig out 1act.) RANK 10 NODE 24 --> 30.3360806 sigma in 39act. ( 22.0480919 sig out 1act.) RANK 11 NODE 18 --> 30.2969151 sigma in 38act. ( 22.6349583 sig out 1act.) RANK 12 NODE 31 --> 30.0295734 sigma in 39act. ( 28.1156197 sig out 1act.) RANK 13 NODE 19 --> 28.0449238 sigma in 35act. ( 29.1747818 sig out 1act.) RANK 14 NODE 10 --> 25.6078796 sigma in 38act. ( 26.7424927 sig out 1act.) RANK 15 NODE 11 --> 24.5808983 sigma in 35act. ( 24.1753807 sig out 1act.) RANK 16 NODE 20 --> 22.8039951 sigma in 39act. ( 18.3622265 sig out 1act.) RANK 17 NODE 26 --> 22.4333038 sigma in 38act. ( 16.3439445 sig out 1act.) RANK 18 NODE 37 --> 20.8839169 sigma in 39act. ( 16.4129658 sig out 1act.) RANK 19 NODE 1 --> 20.1394863 sigma in 38act. ( 15.4004536 sig out 1act.) RANK 20 NODE 39 --> 19.1139164 sigma in 39act. ( 13.1010456 sig out 1act.) RANK 21 NODE 9 --> 18.3785324 sigma in 39act. ( 14.9099226 sig out 1act.) RANK 22 NODE 6 --> 16.6652031 sigma in 39act. ( 14.0906105 sig out 1act.) RANK 23 NODE 14 --> 16.1439209 sigma in 36act. ( 11.4274969 sig out 1act.) RANK 24 NODE 28 --> 14.8141699 sigma in 36act. ( 13.6353931 sig out 1act.) RANK 25 NODE 16 --> 14.5997066 sigma in 37act. ( 15.1095123 sig out 1act.) RANK 26 NODE 25 --> 14.5405474 sigma in 37act. ( 12.1309204 sig out 1act.) RANK 27 NODE 22 --> 14.260726 sigma in 38act. ( 10.9969902 sig out 1act.) RANK 28 NODE 2 --> 13.5279503 sigma in 37act. ( 8.68931007 sig out 1act.) RANK 29 NODE 30 --> 13.0798969 sigma in 36act. ( 9.91939831 sig out 1act.) RANK 30 NODE 17 --> 10.2045794 sigma in 36act. ( 7.35587454 sig out 1act.) RANK 31 NODE 29 --> 9.72189999 sigma in 37act. ( 6.18554211 sig out 1act.) RANK 32 NODE 27 --> 8.14315319 sigma in 37act. ( 7.4270072 sig out 1act.) RANK 33 NODE 23 --> 7.20822668 sigma in 34act. ( 5.02865124 sig out 1act.) RANK 34 NODE 21 --> 6.23303509 sigma in 37act. ( 6.11212635 sig out 1act.) RANK 35 NODE 38 --> 5.94468212 sigma in 36act. ( 4.20013952 sig out 1act.) RANK 36 NODE 13 --> 5.21618795 sigma in 36act. ( 3.65064383 sig out 1act.) RANK 37 NODE 15 --> 4.86059666 sigma in 37act. ( 3.90853262 sig out 1act.) RANK 38 NODE 36 --> 4.59598112 sigma in 34act. ( 2.7081368 sig out 1act.) RANK 39 NODE 32 --> 3.89946985 sigma in 34act. ( 4.01478863 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 45.0320587 sigma out 1act.( 38.9390259 sig in 38act.) RANK 2 NODE 3 --> 39.8157234 sigma out 1act.( 39.8586922 sig in 37act.) RANK 3 NODE 12 --> 39.7013931 sigma out 1act.( 40.9506912 sig in 39act.) RANK 4 NODE 34 --> 37.5402756 sigma out 1act.( 39.8679428 sig in 38act.) RANK 5 NODE 33 --> 36.7796707 sigma out 1act.( 30.8415222 sig in 36act.) RANK 6 NODE 4 --> 31.4894314 sigma out 1act.( 36.192131 sig in 38act.) RANK 7 NODE 19 --> 29.1747818 sigma out 1act.( 28.0449238 sig in 35act.) RANK 8 NODE 35 --> 28.1344566 sigma out 1act.( 30.9128685 sig in 39act.) RANK 9 NODE 31 --> 28.1156197 sigma out 1act.( 30.0295734 sig in 39act.) RANK 10 NODE 10 --> 26.7424927 sigma out 1act.( 25.6078796 sig in 38act.) RANK 11 NODE 8 --> 25.5237026 sigma out 1act.( 32.6920128 sig in 39act.) RANK 12 NODE 11 --> 24.1753807 sigma out 1act.( 24.5808983 sig in 35act.) RANK 13 NODE 7 --> 23.2020721 sigma out 1act.( 30.5415287 sig in 39act.) RANK 14 NODE 18 --> 22.6349583 sigma out 1act.( 30.2969151 sig in 38act.) RANK 15 NODE 24 --> 22.0480919 sigma out 1act.( 30.3360806 sig in 39act.) RANK 16 NODE 20 --> 18.3622265 sigma out 1act.( 22.8039951 sig in 39act.) RANK 17 NODE 37 --> 16.4129658 sigma out 1act.( 20.8839169 sig in 39act.) RANK 18 NODE 26 --> 16.3439445 sigma out 1act.( 22.4333038 sig in 38act.) RANK 19 NODE 1 --> 15.4004536 sigma out 1act.( 20.1394863 sig in 38act.) RANK 20 NODE 16 --> 15.1095123 sigma out 1act.( 14.5997066 sig in 37act.) RANK 21 NODE 9 --> 14.9099226 sigma out 1act.( 18.3785324 sig in 39act.) RANK 22 NODE 6 --> 14.0906105 sigma out 1act.( 16.6652031 sig in 39act.) RANK 23 NODE 28 --> 13.6353931 sigma out 1act.( 14.8141699 sig in 36act.) RANK 24 NODE 39 --> 13.1010456 sigma out 1act.( 19.1139164 sig in 39act.) RANK 25 NODE 25 --> 12.1309204 sigma out 1act.( 14.5405474 sig in 37act.) RANK 26 NODE 14 --> 11.4274969 sigma out 1act.( 16.1439209 sig in 36act.) RANK 27 NODE 22 --> 10.9969902 sigma out 1act.( 14.260726 sig in 38act.) RANK 28 NODE 30 --> 9.91939831 sigma out 1act.( 13.0798969 sig in 36act.) RANK 29 NODE 2 --> 8.68931007 sigma out 1act.( 13.5279503 sig in 37act.) RANK 30 NODE 27 --> 7.4270072 sigma out 1act.( 8.14315319 sig in 37act.) RANK 31 NODE 17 --> 7.35587454 sigma out 1act.( 10.2045794 sig in 36act.) RANK 32 NODE 29 --> 6.18554211 sigma out 1act.( 9.72189999 sig in 37act.) RANK 33 NODE 21 --> 6.11212635 sigma out 1act.( 6.23303509 sig in 37act.) RANK 34 NODE 23 --> 5.02865124 sigma out 1act.( 7.20822668 sig in 34act.) RANK 35 NODE 38 --> 4.20013952 sigma out 1act.( 5.94468212 sig in 36act.) RANK 36 NODE 32 --> 4.01478863 sigma out 1act.( 3.89946985 sig in 34act.) RANK 37 NODE 15 --> 3.90853262 sigma out 1act.( 4.86059666 sig in 37act.) RANK 38 NODE 13 --> 3.65064383 sigma out 1act.( 5.21618795 sig in 36act.) RANK 39 NODE 36 --> 2.7081368 sigma out 1act.( 4.59598112 sig in 34act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 133.544235 sigma in 39 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.534253716 *** contribution from regularisation: 0.00160529651 *** contribution from error: -0.535858989 *** contribution from DIAG: 0.000154504 *********************************************** --------------------------------------------------- Iteration : 81 kill weight from layer 1 knot 39 to knot 4 kill weight from layer 1 knot 27 to knot 17 kill weight from layer 1 knot 39 to knot 22 kill weight from layer 1 knot 27 to knot 27 kill weight from layer 1 knot 25 to knot 28 kill weight from layer 1 knot 15 to knot 38 *********************************************** *** Learn Path 81 *** loss function: -0.534274459 *** contribution from regularisation: 0.00160166784 *** contribution from error: -0.535876155 *** contribution from DIAG: 0.000154705369 *********************************************** --------------------------------------------------- Iteration : 82 kill weight from layer 1 knot 31 to knot 1 kill weight from layer 1 knot 19 to knot 25 kill weight from layer 1 knot 14 to knot 32 *********************************************** *** Learn Path 82 *** loss function: -0.534288168 *** contribution from regularisation: 0.00160474447 *** contribution from error: -0.535892904 *** contribution from DIAG: 0.000154457666 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 39 to knot 14 kill weight from layer 1 knot 36 to knot 21 kill weight from layer 1 knot 37 to knot 23 kill weight from layer 1 knot 8 to knot 37 kill weight from layer 1 knot 2 to knot 38 *********************************************** *** Learn Path 83 *** loss function: -0.534310699 *** contribution from regularisation: 0.00159930519 *** contribution from error: -0.53591001 *** contribution from DIAG: 0.000154458467 *********************************************** --------------------------------------------------- Iteration : 84 kill weight from layer 1 knot 24 to knot 15 kill weight from layer 1 knot 36 to knot 19 kill weight from layer 1 knot 36 to knot 29 *********************************************** *** Learn Path 84 *** loss function: -0.534328938 *** contribution from regularisation: 0.00159798644 *** contribution from error: -0.535926938 *** contribution from DIAG: 0.000154741763 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 39 to knot 1 kill weight from layer 1 knot 39 to knot 7 kill weight from layer 1 knot 39 to knot 18 kill weight from layer 1 knot 39 to knot 21 kill weight from layer 1 knot 16 to knot 23 kill weight from layer 1 knot 32 to knot 27 *********************************************** *** Learn Path 85 *** loss function: -0.53434366 *** contribution from regularisation: 0.00160019554 *** contribution from error: -0.535943866 *** contribution from DIAG: 0.000154904876 *********************************************** --------------------------------------------------- Iteration : 86 kill weight from layer 1 knot 39 to knot 9 kill weight from layer 1 knot 14 to knot 15 kill weight from layer 1 knot 36 to knot 15 kill weight from layer 1 knot 31 to knot 16 kill weight from layer 1 knot 39 to knot 30 kill weight from layer 1 knot 10 to knot 34 *********************************************** *** Learn Path 86 *** loss function: -0.534363329 *** contribution from regularisation: 0.0015976713 *** contribution from error: -0.535960972 *** contribution from DIAG: 0.000155029775 *********************************************** --------------------------------------------------- Iteration : 87 kill weight from layer 1 knot 39 to knot 8 kill weight from layer 1 knot 35 to knot 9 kill weight from layer 1 knot 39 to knot 19 kill weight from layer 1 knot 32 to knot 20 kill weight from layer 1 knot 31 to knot 38 *********************************************** *** Learn Path 87 *** loss function: -0.534373164 *** contribution from regularisation: 0.00160434353 *** contribution from error: -0.535977483 *** contribution from DIAG: 0.000155605376 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 39 to knot 3 kill weight from layer 1 knot 39 to knot 24 kill weight from layer 1 knot 36 to knot 25 kill weight from layer 1 knot 37 to knot 27 kill weight from layer 1 knot 18 to knot 33 kill weight from layer 1 knot 33 to knot 36 *********************************************** *** Learn Path 88 *** loss function: -0.534398019 *** contribution from regularisation: 0.00159631472 *** contribution from error: -0.535994351 *** contribution from DIAG: 0.000155506015 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 14 to knot 4 kill weight from layer 1 knot 39 to knot 10 kill weight from layer 1 knot 39 to knot 20 kill weight from layer 1 knot 31 to knot 23 kill weight from layer 1 knot 37 to knot 29 kill weight from layer 1 knot 36 to knot 36 *********************************************** *** Learn Path 89 *** loss function: -0.534407318 *** contribution from regularisation: 0.00160323968 *** contribution from error: -0.536010563 *** contribution from DIAG: 0.000155269547 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 24 to knot 4 kill weight from layer 1 knot 32 to knot 8 kill weight from layer 1 knot 13 to knot 11 kill weight from layer 1 knot 37 to knot 13 kill weight from layer 1 knot 14 to knot 19 kill weight from layer 1 knot 9 to knot 23 kill weight from layer 1 knot 39 to knot 37 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 56.4782829 sigma out 38 active outputs RANK 2 NODE 2 --> 47.509201 sigma out 38 active outputs RANK 3 NODE 38 --> 47.0233498 sigma out 38 active outputs RANK 4 NODE 5 --> 39.6648445 sigma out 38 active outputs RANK 5 NODE 6 --> 39.2046204 sigma out 39 active outputs RANK 6 NODE 1 --> 37.016655 sigma out 39 active outputs RANK 7 NODE 7 --> 35.3810501 sigma out 39 active outputs RANK 8 NODE 20 --> 31.0721283 sigma out 37 active outputs RANK 9 NODE 34 --> 28.2950935 sigma out 37 active outputs RANK 10 NODE 4 --> 28.0050526 sigma out 38 active outputs RANK 11 NODE 8 --> 27.4465141 sigma out 38 active outputs RANK 12 NODE 29 --> 22.572464 sigma out 38 active outputs RANK 13 NODE 37 --> 21.9456711 sigma out 34 active outputs RANK 14 NODE 22 --> 21.7245846 sigma out 39 active outputs RANK 15 NODE 10 --> 20.6647491 sigma out 37 active outputs RANK 16 NODE 12 --> 19.7267532 sigma out 38 active outputs RANK 17 NODE 9 --> 17.9108887 sigma out 36 active outputs RANK 18 NODE 26 --> 17.3975391 sigma out 37 active outputs RANK 19 NODE 25 --> 17.1721973 sigma out 37 active outputs RANK 20 NODE 15 --> 16.0995579 sigma out 36 active outputs RANK 21 NODE 17 --> 14.6504822 sigma out 38 active outputs RANK 22 NODE 11 --> 14.3338785 sigma out 37 active outputs RANK 23 NODE 16 --> 12.5939627 sigma out 38 active outputs RANK 24 NODE 21 --> 12.4486465 sigma out 38 active outputs RANK 25 NODE 30 --> 12.2795382 sigma out 39 active outputs RANK 26 NODE 18 --> 11.695817 sigma out 35 active outputs RANK 27 NODE 28 --> 10.9526892 sigma out 38 active outputs RANK 28 NODE 35 --> 8.67154598 sigma out 38 active outputs RANK 29 NODE 19 --> 8.19394875 sigma out 38 active outputs RANK 30 NODE 13 --> 7.79014778 sigma out 38 active outputs RANK 31 NODE 14 --> 7.36086416 sigma out 35 active outputs RANK 32 NODE 23 --> 7.0814352 sigma out 35 active outputs RANK 33 NODE 24 --> 7.01035166 sigma out 35 active outputs RANK 34 NODE 33 --> 5.46640587 sigma out 36 active outputs RANK 35 NODE 31 --> 3.93191409 sigma out 34 active outputs RANK 36 NODE 32 --> 3.87872314 sigma out 32 active outputs RANK 37 NODE 27 --> 3.32111502 sigma out 35 active outputs RANK 38 NODE 36 --> 1.96282244 sigma out 24 active outputs RANK 39 NODE 39 --> 0.282671452 sigma out 6 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 41.6820221 sigma in 39act. ( 40.4823608 sig out 1act.) RANK 2 NODE 3 --> 40.5341263 sigma in 36act. ( 40.8115578 sig out 1act.) RANK 3 NODE 34 --> 40.4277382 sigma in 37act. ( 38.6822815 sig out 1act.) RANK 4 NODE 5 --> 39.9710464 sigma in 38act. ( 46.287735 sig out 1act.) RANK 5 NODE 4 --> 37.5735626 sigma in 35act. ( 32.723053 sig out 1act.) RANK 6 NODE 33 --> 32.6900063 sigma in 35act. ( 39.4342155 sig out 1act.) RANK 7 NODE 8 --> 32.6636047 sigma in 37act. ( 25.5511818 sig out 1act.) RANK 8 NODE 35 --> 31.1724625 sigma in 39act. ( 28.5972004 sig out 1act.) RANK 9 NODE 7 --> 30.3951836 sigma in 38act. ( 23.4450474 sig out 1act.) RANK 10 NODE 24 --> 30.31884 sigma in 38act. ( 22.036253 sig out 1act.) RANK 11 NODE 18 --> 30.23773 sigma in 37act. ( 22.7123089 sig out 1act.) RANK 12 NODE 31 --> 30.0661354 sigma in 39act. ( 28.3753891 sig out 1act.) RANK 13 NODE 19 --> 29.0178413 sigma in 32act. ( 30.4939575 sig out 1act.) RANK 14 NODE 10 --> 25.9609718 sigma in 37act. ( 27.3996487 sig out 1act.) RANK 15 NODE 11 --> 25.2023602 sigma in 34act. ( 25.1565952 sig out 1act.) RANK 16 NODE 20 --> 22.6341419 sigma in 37act. ( 18.4618473 sig out 1act.) RANK 17 NODE 26 --> 22.4135246 sigma in 38act. ( 16.511879 sig out 1act.) RANK 18 NODE 37 --> 20.8871307 sigma in 37act. ( 16.4791641 sig out 1act.) RANK 19 NODE 1 --> 20.1832676 sigma in 36act. ( 15.5327034 sig out 1act.) RANK 20 NODE 39 --> 18.9669819 sigma in 39act. ( 13.1189861 sig out 1act.) RANK 21 NODE 9 --> 18.3563271 sigma in 37act. ( 15.0094757 sig out 1act.) RANK 22 NODE 6 --> 16.5134621 sigma in 39act. ( 14.0265484 sig out 1act.) RANK 23 NODE 14 --> 16.1672325 sigma in 35act. ( 11.5996151 sig out 1act.) RANK 24 NODE 16 --> 14.9927263 sigma in 36act. ( 15.6354036 sig out 1act.) RANK 25 NODE 28 --> 14.9181528 sigma in 35act. ( 13.951355 sig out 1act.) RANK 26 NODE 25 --> 14.7061405 sigma in 35act. ( 12.4211254 sig out 1act.) RANK 27 NODE 22 --> 14.0823116 sigma in 37act. ( 10.8778324 sig out 1act.) RANK 28 NODE 2 --> 13.4854641 sigma in 37act. ( 8.68851566 sig out 1act.) RANK 29 NODE 30 --> 12.8219481 sigma in 35act. ( 9.67377663 sig out 1act.) RANK 30 NODE 17 --> 10.162077 sigma in 35act. ( 7.39839029 sig out 1act.) RANK 31 NODE 29 --> 9.71734524 sigma in 35act. ( 6.23811817 sig out 1act.) RANK 32 NODE 27 --> 8.26420879 sigma in 34act. ( 7.66267586 sig out 1act.) RANK 33 NODE 23 --> 7.26721144 sigma in 30act. ( 5.18912649 sig out 1act.) RANK 34 NODE 21 --> 6.33063269 sigma in 35act. ( 6.30427551 sig out 1act.) RANK 35 NODE 38 --> 5.88229513 sigma in 33act. ( 4.2379961 sig out 1act.) RANK 36 NODE 13 --> 5.21454763 sigma in 35act. ( 3.74529409 sig out 1act.) RANK 37 NODE 15 --> 5.02382374 sigma in 34act. ( 4.16566658 sig out 1act.) RANK 38 NODE 36 --> 4.44485044 sigma in 32act. ( 2.58885503 sig out 1act.) RANK 39 NODE 32 --> 4.12426376 sigma in 33act. ( 4.32613134 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 46.287735 sigma out 1act.( 39.9710464 sig in 38act.) RANK 2 NODE 3 --> 40.8115578 sigma out 1act.( 40.5341263 sig in 36act.) RANK 3 NODE 12 --> 40.4823608 sigma out 1act.( 41.6820221 sig in 39act.) RANK 4 NODE 33 --> 39.4342155 sigma out 1act.( 32.6900063 sig in 35act.) RANK 5 NODE 34 --> 38.6822815 sigma out 1act.( 40.4277382 sig in 37act.) RANK 6 NODE 4 --> 32.723053 sigma out 1act.( 37.5735626 sig in 35act.) RANK 7 NODE 19 --> 30.4939575 sigma out 1act.( 29.0178413 sig in 32act.) RANK 8 NODE 35 --> 28.5972004 sigma out 1act.( 31.1724625 sig in 39act.) RANK 9 NODE 31 --> 28.3753891 sigma out 1act.( 30.0661354 sig in 39act.) RANK 10 NODE 10 --> 27.3996487 sigma out 1act.( 25.9609718 sig in 37act.) RANK 11 NODE 8 --> 25.5511818 sigma out 1act.( 32.6636047 sig in 37act.) RANK 12 NODE 11 --> 25.1565952 sigma out 1act.( 25.2023602 sig in 34act.) RANK 13 NODE 7 --> 23.4450474 sigma out 1act.( 30.3951836 sig in 38act.) RANK 14 NODE 18 --> 22.7123089 sigma out 1act.( 30.23773 sig in 37act.) RANK 15 NODE 24 --> 22.036253 sigma out 1act.( 30.31884 sig in 38act.) RANK 16 NODE 20 --> 18.4618473 sigma out 1act.( 22.6341419 sig in 37act.) RANK 17 NODE 26 --> 16.511879 sigma out 1act.( 22.4135246 sig in 38act.) RANK 18 NODE 37 --> 16.4791641 sigma out 1act.( 20.8871307 sig in 37act.) RANK 19 NODE 16 --> 15.6354036 sigma out 1act.( 14.9927263 sig in 36act.) RANK 20 NODE 1 --> 15.5327034 sigma out 1act.( 20.1832676 sig in 36act.) RANK 21 NODE 9 --> 15.0094757 sigma out 1act.( 18.3563271 sig in 37act.) RANK 22 NODE 6 --> 14.0265484 sigma out 1act.( 16.5134621 sig in 39act.) RANK 23 NODE 28 --> 13.951355 sigma out 1act.( 14.9181528 sig in 35act.) RANK 24 NODE 39 --> 13.1189861 sigma out 1act.( 18.9669819 sig in 39act.) RANK 25 NODE 25 --> 12.4211254 sigma out 1act.( 14.7061405 sig in 35act.) RANK 26 NODE 14 --> 11.5996151 sigma out 1act.( 16.1672325 sig in 35act.) RANK 27 NODE 22 --> 10.8778324 sigma out 1act.( 14.0823116 sig in 37act.) RANK 28 NODE 30 --> 9.67377663 sigma out 1act.( 12.8219481 sig in 35act.) RANK 29 NODE 2 --> 8.68851566 sigma out 1act.( 13.4854641 sig in 37act.) RANK 30 NODE 27 --> 7.66267586 sigma out 1act.( 8.26420879 sig in 34act.) RANK 31 NODE 17 --> 7.39839029 sigma out 1act.( 10.162077 sig in 35act.) RANK 32 NODE 21 --> 6.30427551 sigma out 1act.( 6.33063269 sig in 35act.) RANK 33 NODE 29 --> 6.23811817 sigma out 1act.( 9.71734524 sig in 35act.) RANK 34 NODE 23 --> 5.18912649 sigma out 1act.( 7.26721144 sig in 30act.) RANK 35 NODE 32 --> 4.32613134 sigma out 1act.( 4.12426376 sig in 33act.) RANK 36 NODE 38 --> 4.2379961 sigma out 1act.( 5.88229513 sig in 33act.) RANK 37 NODE 15 --> 4.16566658 sigma out 1act.( 5.02382374 sig in 34act.) RANK 38 NODE 13 --> 3.74529409 sigma out 1act.( 5.21454763 sig in 35act.) RANK 39 NODE 36 --> 2.58885503 sigma out 1act.( 4.44485044 sig in 32act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 136.890961 sigma in 39 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.534433842 *** contribution from regularisation: 0.00159351761 *** contribution from error: -0.536027372 *** contribution from DIAG: 0.000155317728 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 14 to knot 36 *********************************************** *** Learn Path 91 *** loss function: -0.534445941 *** contribution from regularisation: 0.00159815117 *** contribution from error: -0.536044121 *** contribution from DIAG: 0.000155490707 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 39 to knot 6 kill weight from layer 1 knot 33 to knot 9 kill weight from layer 1 knot 33 to knot 13 kill weight from layer 1 knot 18 to knot 18 kill weight from layer 1 knot 32 to knot 23 kill weight from layer 1 knot 18 to knot 28 kill weight from layer 1 knot 31 to knot 32 kill weight from layer 1 knot 22 to knot 36 kill weight from layer 1 knot 39 to knot 39 *********************************************** *** Learn Path 92 *** loss function: -0.534466743 *** contribution from regularisation: 0.00159390655 *** contribution from error: -0.536060631 *** contribution from DIAG: 0.000155790593 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 31 to knot 11 kill weight from layer 1 knot 24 to knot 16 kill weight from layer 1 knot 27 to knot 19 kill weight from layer 1 knot 31 to knot 22 kill weight from layer 1 knot 24 to knot 24 kill weight from layer 1 knot 33 to knot 25 kill weight from layer 1 knot 25 to knot 27 kill weight from layer 1 knot 36 to knot 27 *********************************************** *** Learn Path 93 *** loss function: -0.534478724 *** contribution from regularisation: 0.00159821485 *** contribution from error: -0.536076963 *** contribution from DIAG: 0.000155354777 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 33 to knot 2 kill weight from layer 1 knot 1 to knot 12 kill weight from layer 1 knot 16 to knot 14 kill weight from layer 1 knot 32 to knot 15 kill weight from layer 1 knot 19 to knot 16 kill weight from layer 1 knot 15 to knot 22 kill weight from layer 1 knot 14 to knot 25 kill weight from layer 1 knot 9 to knot 32 *********************************************** *** Learn Path 94 *** loss function: -0.534500718 *** contribution from regularisation: 0.00159237278 *** contribution from error: -0.536093116 *** contribution from DIAG: 0.000155426445 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 36 to knot 7 kill weight from layer 1 knot 18 to knot 15 kill weight from layer 1 knot 32 to knot 16 kill weight from layer 1 knot 21 to knot 19 kill weight from layer 1 knot 14 to knot 21 kill weight from layer 1 knot 13 to knot 24 *********************************************** *** Learn Path 95 *** loss function: -0.534522951 *** contribution from regularisation: 0.00158599659 *** contribution from error: -0.536108971 *** contribution from DIAG: 0.000155436748 *********************************************** --------------------------------------------------- Iteration : 96 kill weight from layer 1 knot 23 to knot 17 kill weight from layer 1 knot 38 to knot 29 kill weight from layer 1 knot 19 to knot 34 *********************************************** *** Learn Path 96 *** loss function: -0.534537554 *** contribution from regularisation: 0.00158703979 *** contribution from error: -0.536124587 *** contribution from DIAG: 0.000155496877 *********************************************** --------------------------------------------------- Iteration : 97 kill weight from layer 1 knot 33 to knot 32 *********************************************** *** Learn Path 97 *** loss function: -0.534551919 *** contribution from regularisation: 0.00158819242 *** contribution from error: -0.536140084 *** contribution from DIAG: 0.000155868009 *********************************************** --------------------------------------------------- Iteration : 98 kill weight from layer 1 knot 18 to knot 29 kill weight from layer 1 knot 23 to knot 35 *********************************************** *** Learn Path 98 *** loss function: -0.534569025 *** contribution from regularisation: 0.00158637308 *** contribution from error: -0.536155403 *** contribution from DIAG: 0.000155475616 *********************************************** --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.534582973 *** contribution from regularisation: 0.00158754457 *** contribution from error: -0.536170542 *** contribution from DIAG: 0.000155614049 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 56.4748421 sigma out 38 active outputs RANK 2 NODE 38 --> 47.9403648 sigma out 37 active outputs RANK 3 NODE 2 --> 47.4995537 sigma out 38 active outputs RANK 4 NODE 5 --> 39.7247734 sigma out 38 active outputs RANK 5 NODE 6 --> 39.6558189 sigma out 39 active outputs RANK 6 NODE 1 --> 37.2831192 sigma out 38 active outputs RANK 7 NODE 7 --> 35.5135345 sigma out 39 active outputs RANK 8 NODE 20 --> 31.9634094 sigma out 37 active outputs RANK 9 NODE 34 --> 28.2836342 sigma out 37 active outputs RANK 10 NODE 4 --> 27.6943283 sigma out 38 active outputs RANK 11 NODE 8 --> 27.6476955 sigma out 38 active outputs RANK 12 NODE 29 --> 22.6390114 sigma out 38 active outputs RANK 13 NODE 37 --> 22.3363285 sigma out 34 active outputs RANK 14 NODE 22 --> 22.0938454 sigma out 38 active outputs RANK 15 NODE 10 --> 20.9519539 sigma out 37 active outputs RANK 16 NODE 12 --> 19.5835419 sigma out 38 active outputs RANK 17 NODE 9 --> 17.8391876 sigma out 35 active outputs RANK 18 NODE 26 --> 17.3286877 sigma out 37 active outputs RANK 19 NODE 25 --> 17.2332859 sigma out 36 active outputs RANK 20 NODE 15 --> 16.3253651 sigma out 35 active outputs RANK 21 NODE 17 --> 14.6280251 sigma out 38 active outputs RANK 22 NODE 11 --> 14.2222319 sigma out 37 active outputs RANK 23 NODE 16 --> 12.4588099 sigma out 37 active outputs RANK 24 NODE 21 --> 12.3563204 sigma out 37 active outputs RANK 25 NODE 30 --> 12.2396879 sigma out 39 active outputs RANK 26 NODE 18 --> 11.4449081 sigma out 31 active outputs RANK 27 NODE 28 --> 11.0267487 sigma out 38 active outputs RANK 28 NODE 35 --> 8.74862289 sigma out 38 active outputs RANK 29 NODE 19 --> 7.98731375 sigma out 36 active outputs RANK 30 NODE 13 --> 7.71848917 sigma out 37 active outputs RANK 31 NODE 14 --> 7.29286575 sigma out 32 active outputs RANK 32 NODE 23 --> 7.03577232 sigma out 33 active outputs RANK 33 NODE 24 --> 6.83665848 sigma out 33 active outputs RANK 34 NODE 33 --> 5.27994967 sigma out 31 active outputs RANK 35 NODE 31 --> 3.89523506 sigma out 31 active outputs RANK 36 NODE 32 --> 3.78063059 sigma out 29 active outputs RANK 37 NODE 27 --> 3.28488541 sigma out 34 active outputs RANK 38 NODE 36 --> 1.88559353 sigma out 22 active outputs RANK 39 NODE 39 --> 0.239020303 sigma out 4 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 41.939312 sigma in 38act. ( 40.9227638 sig out 1act.) RANK 2 NODE 3 --> 40.8858986 sigma in 36act. ( 41.181469 sig out 1act.) RANK 3 NODE 5 --> 40.762352 sigma in 38act. ( 46.8051949 sig out 1act.) RANK 4 NODE 34 --> 40.6948814 sigma in 36act. ( 39.3306999 sig out 1act.) RANK 5 NODE 4 --> 38.4212112 sigma in 35act. ( 33.6572762 sig out 1act.) RANK 6 NODE 33 --> 34.0803795 sigma in 35act. ( 41.6483192 sig out 1act.) RANK 7 NODE 8 --> 32.4109993 sigma in 37act. ( 25.3866806 sig out 1act.) RANK 8 NODE 35 --> 31.1524124 sigma in 38act. ( 28.601923 sig out 1act.) RANK 9 NODE 7 --> 30.0889301 sigma in 37act. ( 23.2418213 sig out 1act.) RANK 10 NODE 24 --> 30.0798626 sigma in 36act. ( 21.8339024 sig out 1act.) RANK 11 NODE 18 --> 29.9681931 sigma in 36act. ( 22.3798141 sig out 1act.) RANK 12 NODE 31 --> 29.9490948 sigma in 39act. ( 28.2767048 sig out 1act.) RANK 13 NODE 19 --> 29.64538 sigma in 30act. ( 31.534956 sig out 1act.) RANK 14 NODE 10 --> 26.1566486 sigma in 37act. ( 27.7739487 sig out 1act.) RANK 15 NODE 11 --> 25.5667648 sigma in 33act. ( 25.8557453 sig out 1act.) RANK 16 NODE 20 --> 22.4144173 sigma in 37act. ( 18.3757458 sig out 1act.) RANK 17 NODE 26 --> 22.2437344 sigma in 38act. ( 16.5141582 sig out 1act.) RANK 18 NODE 37 --> 20.765358 sigma in 37act. ( 16.4677715 sig out 1act.) RANK 19 NODE 1 --> 20.0772991 sigma in 36act. ( 15.4745579 sig out 1act.) RANK 20 NODE 39 --> 18.7697258 sigma in 38act. ( 12.8950701 sig out 1act.) RANK 21 NODE 9 --> 18.2090588 sigma in 36act. ( 14.8488836 sig out 1act.) RANK 22 NODE 6 --> 16.3397999 sigma in 38act. ( 13.823102 sig out 1act.) RANK 23 NODE 14 --> 16.0604515 sigma in 34act. ( 11.5550232 sig out 1act.) RANK 24 NODE 16 --> 15.2506495 sigma in 33act. ( 15.8858652 sig out 1act.) RANK 25 NODE 28 --> 14.9124899 sigma in 34act. ( 14.0350409 sig out 1act.) RANK 26 NODE 25 --> 14.7607975 sigma in 33act. ( 12.5976343 sig out 1act.) RANK 27 NODE 22 --> 13.8132496 sigma in 35act. ( 10.5744772 sig out 1act.) RANK 28 NODE 2 --> 13.3878679 sigma in 36act. ( 8.6731863 sig out 1act.) RANK 29 NODE 30 --> 12.4628725 sigma in 35act. ( 9.40010548 sig out 1act.) RANK 30 NODE 17 --> 10.0736828 sigma in 34act. ( 7.41186333 sig out 1act.) RANK 31 NODE 29 --> 9.66855526 sigma in 33act. ( 6.19913244 sig out 1act.) RANK 32 NODE 27 --> 8.32835579 sigma in 32act. ( 7.77784061 sig out 1act.) RANK 33 NODE 23 --> 7.27027607 sigma in 29act. ( 5.27564192 sig out 1act.) RANK 34 NODE 21 --> 6.40903091 sigma in 34act. ( 6.51406956 sig out 1act.) RANK 35 NODE 38 --> 5.8185668 sigma in 33act. ( 4.23246336 sig out 1act.) RANK 36 NODE 13 --> 5.24165583 sigma in 34act. ( 3.83437181 sig out 1act.) RANK 37 NODE 15 --> 5.14939499 sigma in 32act. ( 4.3900938 sig out 1act.) RANK 38 NODE 32 --> 4.3255887 sigma in 30act. ( 4.63960981 sig out 1act.) RANK 39 NODE 36 --> 4.30221081 sigma in 30act. ( 2.46756339 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 46.8051949 sigma out 1act.( 40.762352 sig in 38act.) RANK 2 NODE 33 --> 41.6483192 sigma out 1act.( 34.0803795 sig in 35act.) RANK 3 NODE 3 --> 41.181469 sigma out 1act.( 40.8858986 sig in 36act.) RANK 4 NODE 12 --> 40.9227638 sigma out 1act.( 41.939312 sig in 38act.) RANK 5 NODE 34 --> 39.3306999 sigma out 1act.( 40.6948814 sig in 36act.) RANK 6 NODE 4 --> 33.6572762 sigma out 1act.( 38.4212112 sig in 35act.) RANK 7 NODE 19 --> 31.534956 sigma out 1act.( 29.64538 sig in 30act.) RANK 8 NODE 35 --> 28.601923 sigma out 1act.( 31.1524124 sig in 38act.) RANK 9 NODE 31 --> 28.2767048 sigma out 1act.( 29.9490948 sig in 39act.) RANK 10 NODE 10 --> 27.7739487 sigma out 1act.( 26.1566486 sig in 37act.) RANK 11 NODE 11 --> 25.8557453 sigma out 1act.( 25.5667648 sig in 33act.) RANK 12 NODE 8 --> 25.3866806 sigma out 1act.( 32.4109993 sig in 37act.) RANK 13 NODE 7 --> 23.2418213 sigma out 1act.( 30.0889301 sig in 37act.) RANK 14 NODE 18 --> 22.3798141 sigma out 1act.( 29.9681931 sig in 36act.) RANK 15 NODE 24 --> 21.8339024 sigma out 1act.( 30.0798626 sig in 36act.) RANK 16 NODE 20 --> 18.3757458 sigma out 1act.( 22.4144173 sig in 37act.) RANK 17 NODE 26 --> 16.5141582 sigma out 1act.( 22.2437344 sig in 38act.) RANK 18 NODE 37 --> 16.4677715 sigma out 1act.( 20.765358 sig in 37act.) RANK 19 NODE 16 --> 15.8858652 sigma out 1act.( 15.2506495 sig in 33act.) RANK 20 NODE 1 --> 15.4745579 sigma out 1act.( 20.0772991 sig in 36act.) RANK 21 NODE 9 --> 14.8488836 sigma out 1act.( 18.2090588 sig in 36act.) RANK 22 NODE 28 --> 14.0350409 sigma out 1act.( 14.9124899 sig in 34act.) RANK 23 NODE 6 --> 13.823102 sigma out 1act.( 16.3397999 sig in 38act.) RANK 24 NODE 39 --> 12.8950701 sigma out 1act.( 18.7697258 sig in 38act.) RANK 25 NODE 25 --> 12.5976343 sigma out 1act.( 14.7607975 sig in 33act.) RANK 26 NODE 14 --> 11.5550232 sigma out 1act.( 16.0604515 sig in 34act.) RANK 27 NODE 22 --> 10.5744772 sigma out 1act.( 13.8132496 sig in 35act.) RANK 28 NODE 30 --> 9.40010548 sigma out 1act.( 12.4628725 sig in 35act.) RANK 29 NODE 2 --> 8.6731863 sigma out 1act.( 13.3878679 sig in 36act.) RANK 30 NODE 27 --> 7.77784061 sigma out 1act.( 8.32835579 sig in 32act.) RANK 31 NODE 17 --> 7.41186333 sigma out 1act.( 10.0736828 sig in 34act.) RANK 32 NODE 21 --> 6.51406956 sigma out 1act.( 6.40903091 sig in 34act.) RANK 33 NODE 29 --> 6.19913244 sigma out 1act.( 9.66855526 sig in 33act.) RANK 34 NODE 23 --> 5.27564192 sigma out 1act.( 7.27027607 sig in 29act.) RANK 35 NODE 32 --> 4.63960981 sigma out 1act.( 4.3255887 sig in 30act.) RANK 36 NODE 15 --> 4.3900938 sigma out 1act.( 5.14939499 sig in 32act.) RANK 37 NODE 38 --> 4.23246336 sigma out 1act.( 5.8185668 sig in 33act.) RANK 38 NODE 13 --> 3.83437181 sigma out 1act.( 5.24165583 sig in 34act.) RANK 39 NODE 36 --> 2.46756339 sigma out 1act.( 4.30221081 sig in 30act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 138.597763 sigma in 39 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.534595311 *** contribution from regularisation: 0.00159032829 *** contribution from error: -0.536185622 *** contribution from DIAG: 0.000155249669 *********************************************** -----------------> Test sample Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -14.6721859 create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Electron_Downstream_NeuroBayes.conf NB_AHISTOUT: storage space 231763 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/622/Electron/Downstream/GlobalPID_Electron_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/NOBFGS/622/Electron/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/NOBFGS/622/Electron/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/NOBFGS/622/Electron/Downstream/NB.txt Training Host = lxplus437.cern.ch Particle type = electron 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_Electron_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 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 = NOBFGS NB_DEF_PRE = 622 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) 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 RichAboveMuThres Making plots for input RichAboveKaThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input InAccMuon Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsLooseMuon Making plots for input MuonIsMuon Making plots for input MuonNShared Making plots for input InAccEcal Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input InAccHcal Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input PrsPIDe Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Found 9023704 evaluation data points Read entry 902370 (10%) Read entry 1804740 (20%) Read entry 2707110 (30%) Read entry 3609480 (40%) Read entry 4511850 (50%) Read entry 5414220 (60%) Read entry 6316590 (70%) Read entry 7218960 (80%) Read entry 8121330 (90%) Read entry 9023700 (100%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 33 input variables. ***************Training results***************** number of nodes in the 1st layer: 39 number of nodes in the 2nd layer: 39 number of nodes in the 3rd layer: 1 number of iterations: 100