Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Proton/Downstream Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Proton/Downstream/GlobalPID_Proton_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/621/Proton/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/621/Proton/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/621/Proton/Downstream/NB.txt Training Host = lxplus436.cern.ch Particle type = proton 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_Proton_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 35 nodes, hidden layer has 40 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 35 Your number of nodes in the hidden layer is: 40 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You 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 621 You use momentum: 0. Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackCloneDist PreproFlag 34 Input 10 TrackFitTChi2 PreproFlag 14 Input 11 TrackFitTNDoF PreproFlag 19 Input 12 RichUsedAero PreproFlag 18 Input 13 RichUsedR1Gas PreproFlag 18 Input 14 RichUsedR2Gas PreproFlag 18 Input 15 RichAbovePiThres PreproFlag 18 Input 16 RichAboveKaThres PreproFlag 18 Input 17 RichAbovePrThres PreproFlag 18 Input 18 RichDLLe PreproFlag 34 Input 19 RichDLLmu PreproFlag 34 Input 20 RichDLLk PreproFlag 34 Input 21 RichDLLp PreproFlag 34 Input 22 RichDLLbt PreproFlag 34 Input 23 MuonBkgLL PreproFlag 34 Input 24 MuonMuLL PreproFlag 34 Input 25 MuonIsMuon PreproFlag 19 Input 26 MuonNShared PreproFlag 19 Input 27 InAccMuon PreproFlag 19 Input 28 MuonIsLooseMuon PreproFlag 19 Input 29 InAccEcal PreproFlag 19 Input 30 EcalPIDe PreproFlag 34 Input 31 EcalPIDmu PreproFlag 34 Input 32 InAccHcal PreproFlag 19 Input 33 HcalPIDe PreproFlag 34 Input 34 HcalPIDmu PreproFlag 34 Input 35 PrsPIDe PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5705173 tracks for input to NN training Sel. Eff. = 17.528% Selected 1000000 tracks for input to NN training ghost percentage = 63.3186% electron percentage = 12.4809% muon percentage = 0.774% pion percentage = 19.0612% kaon percentage = 1.1241% proton percentage = 3.2262% Unknown Particle type 3112 percentage = 0.0053% Unknown Particle type 3222 percentage = 0.0028% Unknown Particle type 3312 percentage = 0.0026% Unknown Particle type 1000010030 percentage = 0.0001% Unknown Particle type 1000020040 percentage = 0.0042% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T Project 2001-2003 Copyright Phi-T GmbH Version 20101206 Library compiled with: NB_MAXPATTERN= 1500000 NB_MAXNODE = 100 ----------------------------------- found 1000000 samples to learn from preprocessing flags/parameters: global preprocessing flag: 621 individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 3 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 4 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 5 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 6 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 7 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 8 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 9 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 10 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 11 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 12 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 13 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 14 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 15 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 16 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 17 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 18 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 19 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 20 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 21 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 22 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 23 : PreproFlag = 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 = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 30 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 31 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 32 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 33 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 34 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 35 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. Using weight factor: 1. now perform preprocessing *** called with option 21 *** This will do for you: *** input variable equalisation *** to flat distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node ************************************ Signal fraction: 3.2262001 % ------------------------------ Transdef: Tab for variable 1 -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. 1. 1. 1. 1. ------------------------------ Transdef: Tab for variable 2 2. 18. 22. 25. 27. 30. 31. 33. 35. 36. 38. 39. 40. 41. 43. 44. 45. 46. 47. 48. 49. 51. 52. 53. 54. 55. 56. 57. 58. 59. 60. 61. 61. 62. 63. 64. 65. 66. 67. 68. 69. 70. 71. 72. 73. 74. 75. 76. 77. 78. 79. 80. 81. 82. 83. 84. 85. 86. 87. 89. 90. 91. 92. 93. 94. 95. 97. 98. 100. 101. 102. 104. 105. 107. 108. 110. 112. 113. 115. 117. 119. 121. 123. 125. 127. 129. 132. 134. 137. 140. 143. 147. 151. 156. 161. 168. 176. 187. 201. 226. 435. build map for variable # 2 ------------------------------ Transdef: Tab for variable 3 1118.12 1452.18506 1572.89001 1662.90002 1732.16504 1788.12 1837.16003 1882.02002 1925.70996 1967.32996 2007.56006 2047.505 2086.36011 2124.55005 2162.11523 2200.61011 2238.41992 2275.81006 2313.97998 2353.1001 2392.81494 2432.17993 2472.66992 2513.79004 2556.73486 2599.91992 2643.02002 2687.54004 2733.06494 2780.1001 2828.68994 2878.5752 2929.25 2980.54492 3033.0249 3086.75488 3141.7251 3198.61011 3257.18506 3315.99512 3376.84521 3439.74512 3503.17993 3569.60498 3636.74512 3706.63477 warning: map is empty for variable 3 3777.45508 3850.68506 3927.23999 4003.73999 4083.48486 4167.68506 4253.93018 4341.45996 4433.29492 4527.98535 4627.1001 4728.9751 4835.85986 4946.15527 5057.8999 5174.88965 5299.77979 5427.26953 5561.44531 5699.10498 5841.49023 5990.66504 6145.37988 6308.45996 6482.76465 6661.54492 6848.97021 7049.08008 7257.25977 7481.03027 7717.59473 7966.83008 8232.59473 8520.33984 8830.92578 9158.125 9515.45996 9899.33496 10325.3906 10790.3203 11311.8555 11893.0254 12528.9258 13253.5254 14085.875 15074.0156 16225.6504 17668.6758 19470.8145 21779.9551 24948.1133 29916.1758 39070.2422 67595.0312 4921043. do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 0.198223859 38.9113922 49.4546852 56.5299683 62.2826843 67.3181152 71.8967896 76.0899353 80.0475159 83.9523468 87.7737961 91.5428619 95.3609314 99.1975861 102.969482 106.79583 110.617119 114.451675 118.357849 122.176712 126.013733 129.902344 133.855728 137.83548 141.790939 145.730255 149.754272 153.807983 157.915665 162.050934 166.183792 170.346664 174.519867 178.801392 183.194305 187.580444 192.043213 196.570374 201.258087 205.85379 210.56073 215.460953 220.451706 225.498688 230.644196 235.845215 241.203674 246.62384 252.120926 257.684601 263.321289 269.167847 274.98999 280.900879 287.089417 293.313721 299.733521 306.29834 312.911011 319.670959 326.656067 333.858093 341.192383 348.799927 356.282471 363.953857 372.124146 380.699066 389.301697 398.27771 407.855469 417.765747 428.179626 439.030823 450.287781 462.239044 474.674744 487.829193 501.756226 516.228394 531.35675 547.670715 564.980957 583.23584 602.922607 624.421143 647.973267 673.812134 702.764893 734.957214 770.857666 812.76886 861.415039 920.646667 994.249146 1085.92847 1211.80298 1402.06165 1747.28711 2747.24683 warning: map is empty for variable 4 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 -3.821228 warning: map is empty for variable 7 27 -3.70380878 -3.58893609 -3.47786546 -3.3719511 -3.26775789 -3.16748428 -3.07239199 -2.98230076 -2.88892198 -2.79034233 -2.69349813 -2.59726238 -2.50515699 -2.4131546 -2.32625341 -2.24032164 -2.14372802 -2.02447534 -1.88432837 -1.7338202 -1.57284653 -1.40336466 -1.19844675 0.535838723 do regularised spline fit for input variable # 7 build map for variable # 7 warning: map is empty for variable 7 ------------------------------ Transdef: Tab for variable 8 1.0333315E-05 0.0328767374 0.0476453304 0.0581738353 0.0665088296 0.0737259835 0.0802021921 0.0861845762 0.0917124897 0.097058326 0.102286085 0.107295483 0.112223402 0.117058992 0.121765628 0.126478463 0.131203756 0.135788947 0.140409738 0.145024061 0.149888068 0.154833391 0.160046905 0.165575385 0.171585679 0.178158075 0.185455009 0.193477094 0.202186167 0.211740315 0.222010612 0.232882231 0.24454397 0.256861866 0.269985974 0.283875853 0.298391402 0.313717127 0.330488563 0.34776476 0.36592263 0.385279715 0.405871987 0.428482652 0.452824831 0.479637682 0.508167982 0.537817836 0.567119837 0.593706965 0.618814409 0.642287612 0.664265156 0.684455752 0.703174591 0.720329881 0.736106873 0.750432432 0.763625383 0.775389075 0.785931468 0.795501351 0.803981423 0.811674118 0.818871081 0.825414598 0.831356764 0.836887836 0.842106462 0.847012162 0.851710081 0.856219769 0.860685587 0.865058005 0.869185448 0.873241484 0.877138138 0.880674541 0.884332538 0.887792826 0.891666174 0.895308256 0.899152756 0.903279722 0.907221198 0.91209054 0.917473674 0.923429728 0.930638671 0.939108849 0.946672142 0.953148246 0.958385825 0.962925434 0.966473937 0.968998194 0.971739173 0.975969911 0.981394649 0.988756001 0.999999404 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 1.49568176 22.4469128 37.3004684 51.6628113 66.3298645 76.3942261 85.5801849 95.2917099 105.153473 116.330124 124.78894 133.151443 143.587219 155.148544 166.443298 177.189331 188.593506 202.234695 214.365082 227.378754 241.988846 257.847778 273.997314 288.206543 305.380859 323.897034 342.34137 365.752167 389.38147 413.421387 437.662231 463.949158 495.378845 519.122437 553.647156 582.224487 614.206116 651.608276 687.456299 722.747559 767.637695 811.799927 856.128296 898.642822 941.19873 984.474976 1024.60046 1067.1062 1114.68335 1154.42932 1194.72253 1241.00085 1289.43359 1341.10181 1385.77905 1434.81238 1489.29077 1540.83813 1599.71973 1666.56372 1725.99585 1778.44995 1837.7439 1899.76245 1957.51318 2014.09216 2074.14282 2145.08423 2221.52979 2281.38721 2356.62256 2427.09131 2493.82666 2561.48193 2635.49561 2700.28955 2779.58032 2851.31006 2938.71533 3004.61133 3092.92383 3168.69214 3262.84668 3357.77051 3452.84424 3541.00195 3632.00977 3725.70361 3821.89844 3923.20703 4018.67261 4124.76172 4212.2168 4303.38477 4407.05713 4493.05469 4574.81934 4671.62646 4777.20166 4887.02832 4993.56836 do regularised spline fit for input variable # 9 build map for variable # 9 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 10 0.000541377289 0.941755176 1.60709906 2.18133855 2.72097516 3.22832966 3.72126484 4.19837332 4.65730953 5.10585976 5.52923775 5.93061066 6.31571484 6.67051172 7.01740503 7.34698677 7.6674304 7.97167492 8.26522446 8.55522346 8.82571602 9.08898067 9.34474564 9.59597778 9.84093094 10.083127 10.3229141 10.552227 10.7826061 11.0108757 11.2307558 11.4502192 11.6671333 11.8858938 12.1013498 12.3138056 12.519989 12.7286663 12.9393063 13.151207 13.3617649 13.5737724 13.7845459 13.9970398 14.2120533 14.4244604 14.640316 14.8570738 15.0754337 15.2960033 15.517189 15.7376957 15.9644585 16.1907196 16.421875 16.6563454 16.8978424 17.1432171 17.3902397 17.6413841 17.9025688 18.1644115 18.4300861 18.7055759 18.9897575 19.2799187 19.5762863 19.8856945 20.2106781 20.5428085 20.8825607 21.232254 21.6018181 21.9951305 22.3948517 22.8202629 23.2685814 23.7466316 24.2491493 24.7780647 25.345787 25.9620247 26.6269951 27.3593006 28.1465263 29.0279312 29.983263 31.0869408 32.3157883 33.6882362 35.2807846 37.1143761 39.2207642 41.7132759 44.6495552 48.1745682 52.4178391 57.8529816 65.1030884 76.4471893 122.142891 do regularised spline fit for input variable # 10 ------------------------------ Transdef: Tab for variable 11 1. 3. 3. 3. 4. 5. 5. 6. 6. 6. 7. 7. 7. 7. 7. 8. 8. 9. 10. 10. 11. 11. 11. 12. 12. 12. 12. 12. 13. 13. 13. 13. 13. 13. 14. 14. 14. 14. 14. 14. 14. 14. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 18. 18. 18. 18. 18. 18. 18. 18. 18. 18. 18. 19. 19. 19. 19. 19. 19. 19. 20. 20. 20. 21. 27. build map for variable # 11 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 11 for key 27. Unregularised mean is returned ------------------------------ Transdef: Tab for variable 12 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 13 ------------------------------ Transdef: Tab for variable 14 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 15 ------------------------------ Transdef: Tab for variable 16 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -133.1259 -48.1904984 -38.3729019 -34.1282997 -31.4285011 -29.4766502 -27.9215508 -26.5991001 -25.4549007 -24.4326496 -23.5189495 -22.6831512 -21.9114494 -21.1723995 -20.4783497 -19.8278999 -19.2028503 -18.6065502 -18.0396004 -17.4836502 -16.9542999 -16.4415512 -15.9426498 -15.4607 -14.98915 -14.5339003 -14.0795002 -13.6473503 -13.2313995 -12.8282003 -12.4263496 -12.0276003 -11.6394997 -11.2607498 -10.8860493 -10.5170498 -10.1554003 -9.8070507 -9.45189953 -9.10509968 -8.7652998 -8.43319988 -8.10330009 -7.77845001 -7.45634985 -7.14025021 -6.82340002 -6.5152998 -6.21299982 -5.9144001 -5.6173501 -5.3203001 -5.02799988 -4.7414999 -4.46140003 -4.17700005 -3.90199995 -3.62879992 -3.35820007 -3.08879995 -2.82634997 -2.56585002 -2.30859995 -2.05150008 -1.80040002 -1.55439997 -1.31040001 -1.06980002 -0.834200025 -0.601100028 -0.377600014 -0.155300006 0. 0.200499997 0.462850004 0.754700005 1.07244992 1.4188 1.79530001 2.19689989 2.62995005 3.10229993 3.61045003 4.16944981 4.77745008 5.43204975 6.15460014 6.96455002 7.88070011 8.91264915 10.0883503 11.4862995 13.0909004 15.0234509 17.3314495 20.2378998 23.9822998 28.6982498 35.4843521 46.5662003 155.031097 do regularised spline fit for input variable # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -82.1138992 -26.2273502 -20.1025505 -16.9264984 -14.9237499 -13.4956493 -12.3957005 -11.5017004 -10.7479 -10.0984497 -9.53174973 -9.03145027 -8.56304932 -8.1402998 -7.75239992 -7.39424992 -7.05959988 -6.74959993 -6.45179987 -6.17500019 -5.91169977 -5.65929985 -5.41720009 -5.19110012 -4.97090006 -4.76200008 -4.55779982 -4.36254978 -4.1739502 -3.99419999 -3.82245016 -3.65639997 -3.49370003 -3.3355999 -3.18350005 -3.03625011 -2.89540005 -2.75915003 -2.6250999 -2.49309993 -2.36919999 -2.24659991 -2.12789989 -2.01275015 -1.89909995 -1.78994989 -1.68079996 -1.57589996 -1.47254992 -1.37100005 -1.27160001 -1.17379999 -1.07690001 -0.98089999 -0.888300002 -0.797850013 -0.708500028 -0.618200004 -0.528500021 -0.441249996 -0.35769999 -0.271899998 -0.189099997 -0.1061 -0.0318999998 0. 0. 0. 0.0483499989 0.135100007 0.230100006 0.326900005 0.429899991 0.540799975 0.654999971 0.774600029 0.902999997 1.03770006 1.17789996 1.32550001 1.4842 1.65269995 1.83555007 2.0315001 2.2407999 2.46810007 2.71550012 2.98900008 3.29119992 3.62674999 3.99814987 4.42525005 4.91820002 5.48029995 6.17580032 7.00635004 8.03684998 9.45114994 11.5068998 15.4299002 77.5643997 do regularised spline fit for input variable # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -175.852493 -44.7712021 -34.6685486 -28.4239502 -23.8226509 -20.28545 -17.2998505 -14.8562508 -12.7996006 -11.0867004 -9.60820007 -8.34734917 -7.28415012 -6.33195019 -5.50020027 -4.76020002 -4.10720015 -3.52710009 -3.0076499 -2.53740001 -2.11849999 -1.73599994 -1.38680005 -1.06585002 -0.775200009 -0.506699979 -0.252900004 -0.0313000008 0. 0. 0. 0. 0. 0. 0. 0. 0.00300000003 0.198150009 0.395799994 0.594299972 0.795149982 0.992900014 1.19089997 1.39429998 1.59140003 1.79079998 1.98640001 2.18390012 2.38310003 2.58299994 2.77959991 2.97600007 3.17050004 3.36949992 3.56879997 3.76604986 3.96465015 4.16099977 4.36199999 4.55950022 4.76130009 4.96339989 5.16919994 5.37949991 5.58850002 5.79920006 6.00909996 6.22469997 6.44610023 6.67000008 6.89244986 7.11980009 7.35160017 7.58790016 7.83319998 8.09225082 8.35519981 8.63529968 8.93404961 9.23359966 9.55554962 9.90120029 10.2728996 10.6717491 11.1056995 11.5818005 12.09305 12.6485996 13.2555504 13.9052 14.6157494 15.3832493 16.2294006 17.1623497 18.2133999 19.4130497 20.8653488 22.6174507 24.9612999 28.8798008 99.6978989 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -164.873001 -41.865551 -32.4193993 -26.5236511 -22.2218018 -18.8398495 -16.0725498 -13.6697502 -11.6583004 -9.95100021 -8.48629951 -7.22300005 -6.11050034 -5.12905025 -4.26245022 -3.48385 -2.77649999 -2.14299989 -1.57865 -1.05149996 -0.5898 -0.173199996 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.214599997 0.529000044 0.848450005 1.1726501 1.50454998 1.83770001 2.1651001 2.48889995 2.80704999 3.11520004 3.4131999 3.69379997 3.95650005 4.20975018 4.44794989 4.67799997 4.90100002 5.1157999 5.32095003 5.52080011 5.71274996 5.89669991 6.07585001 6.25439978 6.43039989 6.60314989 6.77390003 6.94619989 7.11709976 7.28625011 7.45429993 7.6262002 7.79589987 7.9684 8.14845085 8.3288002 8.51239967 8.70364952 8.89850044 9.10039997 9.30819988 9.52449989 9.75119972 9.98820019 10.2428999 10.52005 10.8067999 11.1128998 11.4436493 11.8081999 12.1956997 12.6168003 13.0726004 13.5608501 14.0783005 14.6260004 15.2047005 15.8389997 16.5157509 17.2474995 18.0480995 18.9431992 19.9403992 21.0597992 22.3640499 23.9368992 25.8770504 28.5470505 32.8278999 111.530403 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -153.4431 -38.9809494 -30.0604992 -24.5613003 -20.64505 -17.4827499 -14.8533497 -12.6096001 -10.6769505 -9.00625038 -7.54414988 -6.25164986 -5.12074995 -4.14070034 -3.28919983 -2.51405001 -1.83829999 -1.22425008 -0.681699991 -0.199149996 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.264949977 0.61680001 0.973150015 1.3348 1.69009995 2.04480004 2.39744997 2.74090004 3.07570004 3.39244986 3.69675016 3.97665 4.24294996 4.4916501 4.73554993 4.96579981 5.18904972 5.39970016 5.60284996 5.80210018 5.98990011 6.17675018 6.36269999 6.54274988 6.72039986 6.89820004 7.07609987 7.25154972 7.42530012 7.60220003 7.77780008 7.95504999 8.1406002 8.32590008 8.51509953 8.71310043 8.91539955 9.12489986 9.34179974 9.56729984 9.80679989 10.0610504 10.3322001 10.6248999 10.9231997 11.2480001 11.6091499 11.9903002 12.4006996 12.8478003 13.3234501 13.8205004 14.3436003 14.8892498 15.4715996 16.0841503 16.7268009 17.3889008 18.1021004 18.8611488 19.6713505 20.5418015 21.4725494 22.4897995 23.6219501 24.8764 26.3283005 28.0513992 30.1770496 32.9152985 37.1480484 69.7897034 do regularised spline fit for input variable # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -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 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ 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. 0. 0. 1. 1. 1. 1. build map for variable # 25 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 26 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 2. 3. 5. 59. build map for variable # 26 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 35. Unregularised mean is returned ------------------------------ 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. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 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 # 27 ------------------------------ Transdef: Tab for variable 28 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. build map for variable # 28 ------------------------------ Transdef: Tab for variable 29 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 -4.38635445 -4.13074541 -4.07658577 -3.93301249 -3.93301249 -3.93301249 -3.93301249 -3.93301249 -3.76037169 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.53776598 -3.33379126 -3.08295679 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.02817678 -2.92521644 -2.76599407 -2.7432518 -2.65752363 -2.58459091 -2.50248146 -2.46006012 -2.3098278 -2.18145704 -2.00717211 -1.83352137 -1.72768688 -1.52133799 -1.37403584 -1.14628696 -1.11139488 -0.946540356 -0.829256058 -0.630250454 -0.522005558 -0.408083439 -0.299777985 -0.238624573 -0.164363861 -0.0510306358 0.046505928 0.0784716606 0.198370934 0.287807226 0.490685701 0.490685701 0.543769598 0.82774353 0.82774353 0.979388714 1.50525331 1.50525331 1.50525331 1.50525331 1.85486817 2.19153476 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.05003428 3.7110219 3.7110219 3.7110219 3.7110219 3.7110219 4.40498018 4.40498018 6.10368633 do regularised spline fit for input variable # 30 build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 -4.83247137 -4.13779259 -4.07223701 -3.94697928 -3.85483575 -3.72168827 -3.69013071 -3.65401149 -3.56138825 -3.4688251 -3.40355444 -3.31566119 -3.27628684 -3.1227622 -3.11294436 -3.02331328 -2.92775369 -2.87176943 -2.86168885 -2.84834695 -2.79855132 -2.7737186 -2.71518302 -2.54819441 -2.54819441 -2.47610354 -2.37592697 -2.34447193 -2.3047781 -2.27513933 -2.26840973 -2.23495078 -2.23495078 -2.13111186 -2.11260104 -2.07558799 -2.0679872 -2.01277876 -1.94983983 -1.8602047 -1.83804798 -1.70671654 -1.63314676 -1.57915163 -1.51190472 -1.36439705 -1.27011585 -1.23548245 -1.16694045 -1.13944006 -0.969501495 -0.872774124 -0.726766109 -0.454190493 -0.383093834 -0.26591444 -0.180860519 -0.0321698189 0. 0.0190546513 0.0443530083 0.0723441839 0.0723441839 0.102372169 0.195245743 0.279042006 0.47978878 0.51010108 0.609764814 0.655275464 0.655275464 0.655275464 0.655275464 0.655456066 0.699700952 0.713219702 0.771264315 0.77837193 0.846491516 0.846491516 0.861260653 0.861260653 0.86666292 0.886415958 0.886415958 0.886415958 0.889773607 0.889773607 0.889773607 0.964651346 1.07367301 1.160092 1.28320694 1.55790734 1.71332061 1.71639228 1.72373497 1.73003983 1.88367021 2.08719873 2.64517307 do regularised spline fit for input variable # 31 build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -2.88871217 -2.01022005 -1.81758094 -1.7738843 -1.75054502 -1.66117239 -1.62225771 -1.57923603 -1.56855631 -1.50996971 -1.46918011 -1.4421711 -1.43582058 -1.42864656 -1.42002678 -1.38529015 -1.34584188 -1.28373051 -1.26972222 -1.19617558 -1.16207457 -1.12623024 -1.12623024 -1.0316782 -0.969750881 -0.951852322 -0.910561562 -0.874427319 -0.837831974 -0.817952156 -0.750380993 -0.676613331 -0.574949503 -0.555638313 -0.55290556 -0.495992661 -0.447498798 -0.375976086 -0.33365798 -0.300168037 -0.248115301 -0.248115301 -0.205456018 -0.166717768 -0.145138025 -0.077753067 -0.0648195744 -0.0360507965 -0.0360507965 0.056071043 0.0918183327 0.0999355316 0.161836386 0.27294445 0.27294445 0.372661829 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.459589243 0.669291258 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.883660793 0.942393601 0.942393601 1.27724862 3.62305307 do regularised spline fit for input variable # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -3.88792086 -3.3770566 -3.20726681 -3.20726681 -3.0499897 -2.98749042 -2.98749042 -2.98749042 -2.98749042 -2.87932158 -2.87932158 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.65408564 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.52186418 -2.41293287 -2.27632785 -2.05151105 -2.05151105 -2.05151105 -2.01507044 -1.95809221 -1.85483384 -1.72822547 -1.6048305 -1.48674536 -1.42869711 -1.34175134 -1.2968421 -1.22129297 -1.09337854 -1.09337854 -0.955205441 -0.907349586 -0.751433372 -0.710467339 -0.571699619 -0.524787664 -0.408474445 -0.304472923 -0.263629198 -0.20418787 -0.169142246 -0.0501103401 0.0318894386 0.109533548 0.118966579 0.181744099 0.291630268 0.317728758 0.444892883 0.602918386 0.690069199 0.734773636 0.784049273 0.859792709 0.928693295 1.00973034 1.11595201 1.22978187 1.39751697 1.53057528 1.54856634 1.60072923 1.67202449 1.75133717 1.98025084 2.07204652 2.16145992 2.18293715 2.61016369 do regularised spline fit for input variable # 34 build map for variable # 34 ------------------------------ Transdef: Tab for variable 35 -5.50334072 -4.55210114 -4.55210114 -4.4529171 -4.00359297 -4.00359297 -4.00359297 -4.00359297 -3.50343418 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.38835359 -3.38835359 -3.38835359 -3.38835359 -3.3617053 -3.35299492 -3.35299492 -3.15562534 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.96321154 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -1.93280864 -1.31528616 -1.31528616 -1.01728535 -0.567905903 -0.553262949 -0.138285637 -0.0580744743 0.336510181 0.340180874 0.570206642 0.684092522 0.85964179 0.952658176 0.988480806 1.18183899 1.2042098 1.48104787 1.50876164 1.63333559 1.68312478 1.79864836 1.88869524 1.99690247 2.07892203 2.26242995 2.26416016 2.30800223 2.35585356 2.45943403 2.48900843 2.60252285 2.63768959 2.78465676 2.88513279 2.92996216 3.01170063 3.06042576 3.30289626 4.8262496 do regularised spline fit for input variable # 35 build map for variable # 35 COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 0 0.4 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 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 3.5 9.7 20.2 12.9 7.6 13.3 14.5 0.8 5.5 5.9 6.5 3.7 5.8 6.9 10.7 11.4 9.4 7.1 19.6 24.2 22.7 2.2 2.0 1.9 1.8 5.4 1.7 3.8 12.4 6.9 4.2 6.1 6.1 11.6 2 3.5 100.0 -2.5 -4.9 13.4 8.7 13.5 20.6 1.6 9.3 5.0 -4.3 -3.6 -3.1 -5.3 -4.8 -3.8 -14.3 -8.5 2.3 3.8 2.0 3.6 4.5 3.9 6.0 -2.4 6.1 -2.0 1.8 -2.8 -2.1 -3.1 -4.3 -3.6 3 9.7 -2.5 100.0 47.0 5.1 -13.3 15.3 6.0 -1.9 1.7 3.5 -30.5 -11.5 76.7 33.0 21.9 35.8 24.6 10.6 26.0 31.4 33.1 -8.2 -7.0 -5.1 -6.8 59.4 -7.0 42.2 38.3 29.2 48.9 65.7 58.8 50.7 4 20.2 -4.9 47.0 100.0 9.3 -3.8 10.8 8.0 0.3 -0.8 5.2 21.3 11.3 38.1 31.6 49.1 54.0 15.6 9.5 17.7 25.0 33.1 -0.9 -1.4 -0.7 -0.5 25.9 -0.6 15.0 32.1 17.4 15.8 27.3 26.0 34.3 5 12.9 13.4 5.1 9.3 100.0 24.6 75.3 84.8 3.3 48.2 12.0 -1.0 -1.3 0.5 1.1 1.0 1.0 -16.3 -7.7 -11.7 -10.7 -12.4 1.0 1.1 1.3 1.7 1.7 1.7 -0.4 -2.3 -8.1 1.0 3.1 2.1 -3.6 6 7.6 8.7 -13.3 -3.8 24.6 100.0 31.6 28.4 -2.6 19.1 58.6 2.8 1.1 -18.1 -5.1 -6.4 -7.6 -15.0 -7.6 -12.6 -13.7 -17.3 1.1 1.4 0.8 1.9 -4.7 2.0 -0.7 -5.4 -7.0 -2.2 -7.1 -7.8 -10.6 7 13.3 13.5 15.3 10.8 75.3 31.6 100.0 77.6 -0.9 38.5 16.3 -7.6 -4.8 7.0 2.7 0.3 3.9 -15.4 -9.0 -10.5 -9.6 -11.5 -0.9 -0.9 -0.5 -0.4 13.2 -0.4 8.1 0.7 -4.0 11.4 11.2 9.5 0.4 8 14.5 20.6 6.0 8.0 84.8 28.4 77.6 100.0 3.2 43.9 15.4 -4.1 -1.1 0.2 1.0 -0.9 -0.3 -18.9 -9.1 -13.0 -12.0 -14.4 1.3 1.4 1.5 2.2 3.3 2.2 1.8 -1.9 -7.4 2.6 3.5 2.3 -3.9 9 0.8 1.6 -1.9 0.3 3.3 -2.6 -0.9 3.2 100.0 -0.2 -4.4 3.6 1.1 -0.7 2.2 0.6 -1.2 0.1 1.9 0.5 0.0 -0.3 0.4 0.4 0.4 0.5 -3.8 0.4 -4.0 -0.8 -1.8 -3.9 -2.4 -2.3 -0.9 10 5.5 9.3 1.7 -0.8 48.2 19.1 38.5 43.9 -0.2 100.0 13.1 -6.8 -3.2 -1.8 -4.4 -5.5 -3.0 -11.3 -7.7 -9.2 -9.1 -10.7 0.3 0.6 0.6 0.9 0.2 1.0 -0.8 -5.4 -6.4 -0.1 0.6 -0.8 -5.9 11 5.9 5.0 3.5 5.2 12.0 58.6 16.3 15.4 -4.4 13.1 100.0 -0.1 -1.0 -5.4 5.0 -1.6 0.3 -8.1 -4.6 -4.1 -5.4 -8.1 -2.1 -2.0 -2.2 -1.5 14.2 -1.5 18.8 3.6 4.4 16.1 8.1 7.6 -0.3 12 6.5 -4.3 -30.5 21.3 -1.0 2.8 -7.6 -4.1 3.6 -6.8 -0.1 100.0 35.2 -26.8 39.1 67.0 42.0 4.2 22.5 18.6 18.1 23.0 2.0 0.9 0.4 1.2 -16.5 1.2 -10.3 -0.9 -2.8 -12.5 -19.2 -13.8 -7.6 13 3.7 -3.6 -11.5 11.3 -1.3 1.1 -4.8 -1.1 1.1 -3.2 -1.0 35.2 100.0 -11.3 47.8 31.8 19.5 31.0 43.5 22.9 21.0 22.5 0.6 0.0 0.0 0.2 -6.1 0.2 -3.0 0.2 -0.5 -4.0 -6.8 -4.9 -2.4 14 5.8 -3.1 76.7 38.1 0.5 -18.1 7.0 0.2 -0.7 -1.8 -5.4 -26.8 -11.3 100.0 27.9 19.8 21.5 24.6 13.0 25.8 28.8 32.0 -4.1 -2.4 -1.0 -2.1 38.5 -2.3 24.0 32.0 21.7 29.5 53.8 50.3 44.1 15 6.9 -5.3 33.0 31.6 1.1 -5.1 2.7 1.0 2.2 -4.4 5.0 39.1 47.8 27.9 100.0 47.2 26.6 38.3 46.9 34.9 29.3 30.4 -4.1 -4.2 -3.6 -4.3 32.7 -4.4 28.5 16.9 16.3 29.5 25.7 26.0 19.4 16 10.7 -4.8 21.9 49.1 1.0 -6.4 0.3 -0.9 0.6 -5.5 -1.6 67.0 31.8 19.8 47.2 100.0 56.5 21.9 25.6 23.0 31.3 37.9 1.2 1.2 1.3 1.7 8.7 1.8 4.1 16.9 11.1 3.6 9.8 9.4 19.5 17 11.4 -3.8 35.8 54.0 1.0 -7.6 3.9 -0.3 -1.2 -3.0 0.3 42.0 19.5 21.5 26.6 56.5 100.0 18.0 7.3 23.7 28.9 44.0 -5.5 -6.9 -5.6 -6.9 28.3 -7.1 17.9 18.2 13.2 19.8 21.3 17.0 20.7 18 9.4 -14.3 24.6 15.6 -16.3 -15.0 -15.4 -18.9 0.1 -11.3 -8.1 4.2 31.0 24.6 38.3 21.9 18.0 100.0 53.6 26.3 25.8 29.1 -3.3 -2.5 -2.0 -2.1 9.6 -2.1 3.2 20.6 14.6 4.7 13.3 11.6 26.1 19 7.1 -8.5 10.6 9.5 -7.7 -7.6 -9.0 -9.1 1.9 -7.7 -4.6 22.5 43.5 13.0 46.9 25.6 7.3 53.6 100.0 25.3 22.7 22.4 1.1 1.7 1.8 1.7 0.2 1.7 -0.2 13.1 9.5 -0.3 5.3 7.5 16.3 20 19.6 2.3 26.0 17.7 -11.7 -12.6 -10.5 -13.0 0.5 -9.2 -4.1 18.6 22.9 25.8 34.9 23.0 23.7 26.3 25.3 100.0 88.7 84.7 -4.1 -4.2 -3.4 -4.0 21.2 -4.2 17.9 17.4 15.2 20.3 22.7 23.2 19.0 21 24.2 3.8 31.4 25.0 -10.7 -13.7 -9.6 -12.0 0.0 -9.1 -5.4 18.1 21.0 28.8 29.3 31.3 28.9 25.8 22.7 88.7 100.0 92.5 -2.6 -2.6 -2.1 -2.5 20.5 -2.6 16.2 21.1 17.2 18.4 23.2 22.4 23.8 22 22.7 2.0 33.1 33.1 -12.4 -17.3 -11.5 -14.4 -0.3 -10.7 -8.1 23.0 22.5 32.0 30.4 37.9 44.0 29.1 22.4 84.7 92.5 100.0 -3.2 -3.3 -2.6 -3.1 22.7 -3.2 16.3 21.0 17.0 18.5 24.6 23.0 24.8 23 2.2 3.6 -8.2 -0.9 1.0 1.1 -0.9 1.3 0.4 0.3 -2.1 2.0 0.6 -4.1 -4.1 1.2 -5.5 -3.3 1.1 -4.1 -2.6 -3.2 100.0 92.9 79.3 79.6 -13.2 82.6 -10.8 -9.2 -9.3 -12.6 -8.3 -7.5 -9.3 24 2.0 4.5 -7.0 -1.4 1.1 1.4 -0.9 1.4 0.4 0.6 -2.0 0.9 0.0 -2.4 -4.2 1.2 -6.9 -2.5 1.7 -4.2 -2.6 -3.3 92.9 100.0 82.2 87.5 -14.5 90.5 -11.6 -8.3 -9.4 -13.5 -7.9 -7.2 -8.2 25 1.9 3.9 -5.1 -0.7 1.3 0.8 -0.5 1.5 0.4 0.6 -2.2 0.4 0.0 -1.0 -3.6 1.3 -5.6 -2.0 1.8 -3.4 -2.1 -2.6 79.3 82.2 100.0 78.4 -13.1 81.5 -10.7 -7.3 -8.4 -12.5 -6.7 -6.0 -6.8 26 1.8 6.0 -6.8 -0.5 1.7 1.9 -0.4 2.2 0.5 0.9 -1.5 1.2 0.2 -2.1 -4.3 1.7 -6.9 -2.1 1.7 -4.0 -2.5 -3.1 79.6 87.5 78.4 100.0 -15.5 96.7 -12.4 -6.5 -8.8 -14.5 -8.2 -7.7 -6.7 27 5.4 -2.4 59.4 25.9 1.7 -4.7 13.2 3.3 -3.8 0.2 14.2 -16.5 -6.1 38.5 32.7 8.7 28.3 9.6 0.2 21.2 20.5 22.7 -13.2 -14.5 -13.1 -15.5 100.0 -16.0 77.9 29.7 38.8 90.8 62.8 61.7 33.9 28 1.7 6.1 -7.0 -0.6 1.7 2.0 -0.4 2.2 0.4 1.0 -1.5 1.2 0.2 -2.3 -4.4 1.8 -7.1 -2.1 1.7 -4.2 -2.6 -3.2 82.6 90.5 81.5 96.7 -16.0 100.0 -12.8 -6.7 -9.1 -15.0 -8.5 -8.0 -6.9 29 3.8 -2.0 42.2 15.0 -0.4 -0.7 8.1 1.8 -4.0 -0.8 18.8 -10.3 -3.0 24.0 28.5 4.1 17.9 3.2 -0.2 17.9 16.2 16.3 -10.8 -11.6 -10.7 -12.4 77.9 -12.8 100.0 29.9 50.4 82.6 54.5 55.9 30.5 30 12.4 1.8 38.3 32.1 -2.3 -5.4 0.7 -1.9 -0.8 -5.4 3.6 -0.9 0.2 32.0 16.9 16.9 18.2 20.6 13.1 17.4 21.1 21.0 -9.2 -8.3 -7.3 -6.5 29.7 -6.7 29.9 100.0 46.0 29.2 35.8 35.7 69.0 31 6.9 -2.8 29.2 17.4 -8.1 -7.0 -4.0 -7.4 -1.8 -6.4 4.4 -2.8 -0.5 21.7 16.3 11.1 13.2 14.6 9.5 15.2 17.2 17.0 -9.3 -9.4 -8.4 -8.8 38.8 -9.1 50.4 46.0 100.0 40.9 31.8 33.2 44.7 32 4.2 -2.1 48.9 15.8 1.0 -2.2 11.4 2.6 -3.9 -0.1 16.1 -12.5 -4.0 29.5 29.5 3.6 19.8 4.7 -0.3 20.3 18.4 18.5 -12.6 -13.5 -12.5 -14.5 90.8 -15.0 82.6 29.2 40.9 100.0 67.0 68.3 30.9 33 6.1 -3.1 65.7 27.3 3.1 -7.1 11.2 3.5 -2.4 0.6 8.1 -19.2 -6.8 53.8 25.7 9.8 21.3 13.3 5.3 22.7 23.2 24.6 -8.3 -7.9 -6.7 -8.2 62.8 -8.5 54.5 35.8 31.8 67.0 100.0 76.4 43.1 34 6.1 -4.3 58.8 26.0 2.1 -7.8 9.5 2.3 -2.3 -0.8 7.6 -13.8 -4.9 50.3 26.0 9.4 17.0 11.6 7.5 23.2 22.4 23.0 -7.5 -7.2 -6.0 -7.7 61.7 -8.0 55.9 35.7 33.2 68.3 76.4 100.0 41.5 35 11.6 -3.6 50.7 34.3 -3.6 -10.6 0.4 -3.9 -0.9 -5.9 -0.3 -7.6 -2.4 44.1 19.4 19.5 20.7 26.1 16.3 19.0 23.8 24.8 -9.3 -8.2 -6.8 -6.7 33.9 -6.9 30.5 69.0 44.7 30.9 43.1 41.5 100.0 TOTAL CORRELATION TO TARGET (diagonal) 60.7175682 TOTAL CORRELATION OF ALL VARIABLES 35.8582031 ROUND 1: MAX CORR ( 35.8581094) AFTER KILLING INPUT VARIABLE 34 CONTR 0.0819833749 ROUND 2: MAX CORR ( 35.8579994) AFTER KILLING INPUT VARIABLE 2 CONTR 0.0887977272 ROUND 3: MAX CORR ( 35.857333) AFTER KILLING INPUT VARIABLE 5 CONTR 0.218608735 ROUND 4: MAX CORR ( 35.856446) AFTER KILLING INPUT VARIABLE 10 CONTR 0.252220545 ROUND 5: MAX CORR ( 35.8546091) AFTER KILLING INPUT VARIABLE 26 CONTR 0.362936516 ROUND 6: MAX CORR ( 35.8520659) AFTER KILLING INPUT VARIABLE 12 CONTR 0.427042148 ROUND 7: MAX CORR ( 35.8494289) AFTER KILLING INPUT VARIABLE 24 CONTR 0.434826977 ROUND 8: MAX CORR ( 35.8454299) AFTER KILLING INPUT VARIABLE 9 CONTR 0.535454484 ROUND 9: MAX CORR ( 35.8396853) AFTER KILLING INPUT VARIABLE 22 CONTR 0.641715367 ROUND 10: MAX CORR ( 35.8350581) AFTER KILLING INPUT VARIABLE 17 CONTR 0.575893982 ROUND 11: MAX CORR ( 35.8295152) AFTER KILLING INPUT VARIABLE 33 CONTR 0.630264788 ROUND 12: MAX CORR ( 35.8256699) AFTER KILLING INPUT VARIABLE 32 CONTR 0.524914567 ROUND 13: MAX CORR ( 35.824466) AFTER KILLING INPUT VARIABLE 27 CONTR 0.293693556 ROUND 14: MAX CORR ( 35.8175877) AFTER KILLING INPUT VARIABLE 25 CONTR 0.701982076 ROUND 15: MAX CORR ( 35.8112478) AFTER KILLING INPUT VARIABLE 28 CONTR 0.673881647 ROUND 16: MAX CORR ( 35.8012483) AFTER KILLING INPUT VARIABLE 11 CONTR 0.846221402 ROUND 17: MAX CORR ( 35.7897604) AFTER KILLING INPUT VARIABLE 29 CONTR 0.906878739 ROUND 18: MAX CORR ( 35.7731925) AFTER KILLING INPUT VARIABLE 31 CONTR 1.08887627 ROUND 19: MAX CORR ( 35.7439811) AFTER KILLING INPUT VARIABLE 20 CONTR 1.44537571 ROUND 20: MAX CORR ( 35.6974275) AFTER KILLING INPUT VARIABLE 35 CONTR 1.82369264 ROUND 21: MAX CORR ( 35.6290399) AFTER KILLING INPUT VARIABLE 16 CONTR 2.20858494 ROUND 22: MAX CORR ( 35.5608491) AFTER KILLING INPUT VARIABLE 19 CONTR 2.20329167 ROUND 23: MAX CORR ( 35.4763208) AFTER KILLING INPUT VARIABLE 7 CONTR 2.450439 ROUND 24: MAX CORR ( 35.3816965) AFTER KILLING INPUT VARIABLE 3 CONTR 2.5893811 ROUND 25: MAX CORR ( 35.2586833) AFTER KILLING INPUT VARIABLE 23 CONTR 2.9478295 ROUND 26: MAX CORR ( 35.0800045) AFTER KILLING INPUT VARIABLE 15 CONTR 3.54514183 ROUND 27: MAX CORR ( 34.8230848) AFTER KILLING INPUT VARIABLE 30 CONTR 4.23786247 ROUND 28: MAX CORR ( 34.2460268) AFTER KILLING INPUT VARIABLE 13 CONTR 6.31323105 ROUND 29: MAX CORR ( 33.6735238) AFTER KILLING INPUT VARIABLE 18 CONTR 6.23571526 ROUND 30: MAX CORR ( 33.2413345) AFTER KILLING INPUT VARIABLE 14 CONTR 5.37772132 ROUND 31: MAX CORR ( 32.4954066) AFTER KILLING INPUT VARIABLE 6 CONTR 7.00249005 ROUND 32: MAX CORR ( 29.9167204) AFTER KILLING INPUT VARIABLE 4 CONTR 12.6862639 ROUND 33: MAX CORR ( 24.2145487) AFTER KILLING INPUT VARIABLE 8 CONTR 17.568887 LAST REMAINING VARIABLE: 21 total correlation to target: 35.8582031 % total significance: 358.582031 sigma correlations of single variables to target: variable 2: 3.47056578 % , in sigma: 34.7056578 variable 3: 9.67594715 % , in sigma: 96.7594715 variable 4: 20.2095382 % , in sigma: 202.095382 variable 5: 12.8514465 % , in sigma: 128.514465 variable 6: 7.63942962 % , in sigma: 76.3942962 variable 7: 13.3236022 % , in sigma: 133.236022 variable 8: 14.531933 % , in sigma: 145.31933 variable 9: 0.809590619 % , in sigma: 8.09590619 variable 10: 5.50321354 % , in sigma: 55.0321354 variable 11: 5.87676251 % , in sigma: 58.7676251 variable 12: 6.54818847 % , in sigma: 65.4818847 variable 13: 3.74759241 % , in sigma: 37.4759241 variable 14: 5.82118459 % , in sigma: 58.2118459 variable 15: 6.90331655 % , in sigma: 69.0331655 variable 16: 10.6941702 % , in sigma: 106.941702 variable 17: 11.3652803 % , in sigma: 113.652803 variable 18: 9.4264581 % , in sigma: 94.264581 variable 19: 7.12300544 % , in sigma: 71.2300544 variable 20: 19.5738946 % , in sigma: 195.738946 variable 21: 24.2145487 % , in sigma: 242.145487 variable 22: 22.6825736 % , in sigma: 226.825736 variable 23: 2.20657935 % , in sigma: 22.0657935 variable 24: 1.96659141 % , in sigma: 19.6659141 variable 25: 1.91073704 % , in sigma: 19.1073704 variable 26: 1.75737352 % , in sigma: 17.5737352 variable 27: 5.41888169 % , in sigma: 54.1888169 variable 28: 1.71139422 % , in sigma: 17.1139422 variable 29: 3.84220234 % , in sigma: 38.4220234 variable 30: 12.4416949 % , in sigma: 124.416949 variable 31: 6.89147912 % , in sigma: 68.9147912 variable 32: 4.15233794 % , in sigma: 41.5233794 variable 33: 6.05602452 % , in sigma: 60.5602452 variable 34: 6.05880453 % , in sigma: 60.5880453 variable 35: 11.5677722 % , in sigma: 115.677722 variables sorted by significance: 1 most relevant variable 21 corr 24.2145481 , in sigma: 242.145481 2 most relevant variable 8 corr 17.5688877 , in sigma: 175.688877 3 most relevant variable 4 corr 12.686264 , in sigma: 126.86264 4 most relevant variable 6 corr 7.00249004 , in sigma: 70.0249004 5 most relevant variable 14 corr 5.37772131 , in sigma: 53.7772131 6 most relevant variable 18 corr 6.23571539 , in sigma: 62.3571539 7 most relevant variable 13 corr 6.31323099 , in sigma: 63.1323099 8 most relevant variable 30 corr 4.23786259 , in sigma: 42.3786259 9 most relevant variable 15 corr 3.54514194 , in sigma: 35.4514194 10 most relevant variable 23 corr 2.94782948 , in sigma: 29.4782948 11 most relevant variable 3 corr 2.58938098 , in sigma: 25.8938098 12 most relevant variable 7 corr 2.45043898 , in sigma: 24.5043898 13 most relevant variable 19 corr 2.20329165 , in sigma: 22.0329165 14 most relevant variable 16 corr 2.20858502 , in sigma: 22.0858502 15 most relevant variable 35 corr 1.82369268 , in sigma: 18.2369268 16 most relevant variable 20 corr 1.44537568 , in sigma: 14.4537568 17 most relevant variable 31 corr 1.08887625 , in sigma: 10.8887625 18 most relevant variable 29 corr 0.90687871 , in sigma: 9.0687871 19 most relevant variable 11 corr 0.846221387 , in sigma: 8.46221387 20 most relevant variable 28 corr 0.67388165 , in sigma: 6.7388165 21 most relevant variable 25 corr 0.701982081 , in sigma: 7.01982081 22 most relevant variable 27 corr 0.293693542 , in sigma: 2.93693542 23 most relevant variable 32 corr 0.524914563 , in sigma: 5.24914563 24 most relevant variable 33 corr 0.630264759 , in sigma: 6.30264759 25 most relevant variable 17 corr 0.575893998 , in sigma: 5.75893998 26 most relevant variable 22 corr 0.641715348 , in sigma: 6.41715348 27 most relevant variable 9 corr 0.535454512 , in sigma: 5.35454512 28 most relevant variable 24 corr 0.43482697 , in sigma: 4.3482697 29 most relevant variable 12 corr 0.427042156 , in sigma: 4.27042156 30 most relevant variable 26 corr 0.362936527 , in sigma: 3.62936527 31 most relevant variable 10 corr 0.252220541 , in sigma: 2.52220541 32 most relevant variable 5 corr 0.218608737 , in sigma: 2.18608737 33 most relevant variable 2 corr 0.0887977257 , in sigma: 0.887977257 34 most relevant variable 34 corr 0.0819833726 , in sigma: 0.819833726 global correlations between input variables: variable 2: 29.6240425 % variable 3: 91.0750565 % variable 4: 69.1781145 % variable 5: 87.174883 % variable 6: 66.253655 % variable 7: 81.6396907 % variable 8: 88.0002957 % variable 9: 10.4572271 % variable 10: 49.9314039 % variable 11: 62.6382204 % variable 12: 89.2925681 % variable 13: 66.7290014 % variable 14: 81.2401988 % variable 15: 80.5157526 % variable 16: 84.0443627 % variable 17: 79.7950005 % variable 18: 65.1939093 % variable 19: 66.2536061 % variable 20: 90.6351703 % variable 21: 95.2585788 % variable 22: 94.8662878 % variable 23: 93.2064007 % variable 24: 96.098008 % variable 25: 84.4687642 % variable 26: 96.6631208 % variable 27: 93.4429711 % variable 28: 97.5271638 % variable 29: 85.4213691 % variable 30: 72.3885042 % variable 31: 62.559892 % variable 32: 94.7699689 % variable 33: 82.8636836 % variable 34: 82.0761778 % variable 35: 75.8191185 % significance loss when removing single variables: variable 2: corr = 0.0867963096 % , sigma = 0.867963096 variable 3: corr = 1.7784707 % , sigma = 17.784707 variable 4: corr = 12.5580902 % , sigma = 125.580902 variable 5: corr = 0.224794461 % , sigma = 2.24794461 variable 6: corr = 4.27349533 % , sigma = 42.7349533 variable 7: corr = 2.58231748 % , sigma = 25.8231748 variable 8: corr = 6.43856896 % , sigma = 64.3856896 variable 9: corr = 0.52708093 % , sigma = 5.2708093 variable 10: corr = 0.297045889 % , sigma = 2.97045889 variable 11: corr = 0.870674879 % , sigma = 8.70674879 variable 12: corr = 0.425252611 % , sigma = 4.25252611 variable 13: corr = 4.16248717 % , sigma = 41.6248717 variable 14: corr = 3.85634304 % , sigma = 38.5634304 variable 15: corr = 1.94331811 % , sigma = 19.4331811 variable 16: corr = 1.8940968 % , sigma = 18.940968 variable 17: corr = 0.868239104 % , sigma = 8.68239104 variable 18: corr = 6.25281628 % , sigma = 62.5281628 variable 19: corr = 1.91188114 % , sigma = 19.1188114 variable 20: corr = 1.48784566 % , sigma = 14.8784566 variable 21: corr = 8.15867044 % , sigma = 81.5867044 variable 22: corr = 0.669376322 % , sigma = 6.69376322 variable 23: corr = 0.923636894 % , sigma = 9.23636894 variable 24: corr = 0.427013744 % , sigma = 4.27013744 variable 25: corr = 0.657209189 % , sigma = 6.57209189 variable 26: corr = 0.363016062 % , sigma = 3.63016062 variable 27: corr = 0.548914162 % , sigma = 5.48914162 variable 28: corr = 0.877086254 % , sigma = 8.77086254 variable 29: corr = 0.755834877 % , sigma = 7.55834877 variable 30: corr = 2.4101885 % , sigma = 24.101885 variable 31: corr = 1.34281324 % , sigma = 13.4281324 variable 32: corr = 0.626475152 % , sigma = 6.26475152 variable 33: corr = 0.660280288 % , sigma = 6.60280288 variable 34: corr = 0.0819833748 % , sigma = 0.819833748 variable 35: corr = 1.61075297 % , sigma = 16.1075297 Keep only 30 most significant input variables Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -3.15766692 create test 22 plots 9100/9200: 2 NVar: 31. 4760 --------- Entering internal boost mode: --------- Weightsum per Output Node: 1000000. Starting analysis with 49 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.9454968 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.55505276 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.1387074 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.95805287 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.74913573 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.66782928 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.55436945 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.39519393 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.2953074 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.18347394 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.14400113 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.01231718 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.999896407 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.992543042 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.926014185 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.892401695 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.815833747 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.771480262 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.756453395 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.750889421 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.648302436 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.626722693 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.607534587 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.570601881 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.567249179 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.522780776 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.501920998 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.492602229 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.479647398 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.421668798 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.397285581 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.372906983 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.369743198 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.316643 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.268998623 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.238616869 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.174501359 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.161817506 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.106185742 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.00043275184 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.000360130158 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.000306976435 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.000262917514 PREPRO: (sigma of derived input)/eigenvalue # 44 : 0.000248050754 PREPRO: (sigma of derived input)/eigenvalue # 45 : 0.000255540537 PREPRO: (sigma of derived input)/eigenvalue # 46 : 0.000274650403 PREPRO: (sigma of derived input)/eigenvalue # 47 : 0.000313617842 PREPRO: (sigma of derived input)/eigenvalue # 48 : 0.000390570203 PREPRO: (sigma of derived input)/eigenvalue # 49 : 0.000436993578 Using 39 variables out of 49 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 39.0 40.0 0 0.4 2.9 2.6 2.1 2.0 1.7 1.7 1.6 1.4 1.3 1.2 1.1 1.0 1.0 1.0 0.9 0.9 0.8 0.8 0.8 0.8 0.6 0.6 0.6 0.6 0.6 0.5 0.5 0.5 0.5 0.4 0.4 0.4 0.4 0.3 0.3 0.2 0.2 0.2 0.1 1 100.0 9.4 -7.0 -4.2 4.3 26.1 5.5 -0.2 -0.3 -6.3 -3.9 -3.2 -2.2 0.1 -0.3 2.2 2.9 4.5 -1.1 -7.2 0.1 -2.8 0.5 0.5 -3.8 1.1 0.7 -0.3 0.1 -0.2 0.8 0.1 -1.7 4.6 -1.3 -1.3 -1.5 -10.3 -3.5 0.7 2 9.4 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 3 -7.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 4 -4.2 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 0.0 5 4.3 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 6 26.1 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7 5.5 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 8 -0.2 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 9 -0.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 10 -6.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 11 -3.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 12 -3.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 13 -2.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 14 0.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 15 -0.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 16 2.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 17 2.9 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 18 4.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 19 -1.1 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 20 -7.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 21 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 22 -2.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 23 0.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 24 0.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 25 -3.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 26 1.1 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 27 0.7 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 28 -0.3 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 29 0.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 30 -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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 31 0.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 32 0.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 33 -1.7 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34 4.6 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 35 -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 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 36 -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 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 37 -1.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 38 -10.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 39 -3.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 40 0.7 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 0.0 0.0 0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 34.891031 PREPRO: MEAN( 1)= -0.935476 WIDTH 0.124884778 PREPRO: MEAN( 2)= -4.63010073E-08 WIDTH 8.67594714 PREPRO: MEAN( 3)= -8.31470639E-09 WIDTH 6.52829348 PREPRO: MEAN( 4)= 2.65733525E-09 WIDTH 4.57406822 PREPRO: MEAN( 5)= 2.71956105E-07 WIDTH 3.83397203 PREPRO: MEAN( 6)= 1.83330759E-07 WIDTH 3.05947543 PREPRO: MEAN( 7)= 1.28920989E-07 WIDTH 2.78165416 PREPRO: MEAN( 8)= 7.07894191E-08 WIDTH 2.41606467 PREPRO: MEAN( 9)= 2.66794642E-08 WIDTH 1.94656666 PREPRO: MEAN( 10)= 3.21700922E-08 WIDTH 1.67782144 PREPRO: MEAN( 11)= 9.62021332E-08 WIDTH 1.40061003 PREPRO: MEAN( 12)= 6.45756425E-08 WIDTH 1.3087385 PREPRO: MEAN( 13)= 1.9591325E-09 WIDTH 1.02478662 PREPRO: MEAN( 14)= 7.4937208E-09 WIDTH 0.999792085 PREPRO: MEAN( 15)= 1.15436818E-08 WIDTH 0.985141129 PREPRO: MEAN( 16)= -9.82096517E-08 WIDTH 0.857502475 PREPRO: MEAN( 17)= 1.67876091E-08 WIDTH 0.796380513 PREPRO: MEAN( 18)= 2.62681544E-08 WIDTH 0.665584857 PREPRO: MEAN( 19)= -5.58460504E-09 WIDTH 0.595181768 PREPRO: MEAN( 20)= -8.73080641E-08 WIDTH 0.572221997 PREPRO: MEAN( 21)= -6.54391497E-08 WIDTH 0.563835299 PREPRO: MEAN( 22)= 3.00995409E-08 WIDTH 0.420296079 PREPRO: MEAN( 23)= -5.40845029E-08 WIDTH 0.392781327 PREPRO: MEAN( 24)= -2.57045846E-08 WIDTH 0.3690985 PREPRO: MEAN( 25)= -1.83835954E-08 WIDTH 0.325586538 PREPRO: MEAN( 26)= 2.66868342E-09 WIDTH 0.321771619 PREPRO: MEAN( 27)= 4.76773679E-08 WIDTH 0.273299714 PREPRO: MEAN( 28)= -3.01989326E-08 WIDTH 0.251924735 PREPRO: MEAN( 29)= -7.10945163E-09 WIDTH 0.242656917 PREPRO: MEAN( 30)= 2.50677923E-08 WIDTH 0.230061614 PREPRO: MEAN( 31)= -3.47540351E-08 WIDTH 0.177804571 PREPRO: MEAN( 32)= 3.05585004E-09 WIDTH 0.157835866 PREPRO: MEAN( 33)= 3.02233994E-08 WIDTH 0.139059741 PREPRO: MEAN( 34)= -2.25439295E-08 WIDTH 0.136710073 PREPRO: MEAN( 35)= -5.88594899E-08 WIDTH 0.100262752 PREPRO: MEAN( 36)= 7.92639796E-09 WIDTH 0.0723600954 PREPRO: MEAN( 37)= 6.12114556E-10 WIDTH 0.0569380094 PREPRO: MEAN( 38)= -7.01116212E-09 WIDTH 0.0304507709 PREPRO: MEAN( 39)= -9.03895544E-09 WIDTH 0.0261849307 PREPRO: MEAN( 40)= -7.30867713E-09 WIDTH 0.0112754163 ------------------------------------- Teacher: actual network topology: Nodes(1) = 40 Nodes(2) = 40 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 265.146912 sigma out 40 active outputs RANK 2 NODE 6 --> 112.465134 sigma out 40 active outputs RANK 3 NODE 3 --> 88.0365295 sigma out 40 active outputs RANK 4 NODE 2 --> 82.2413864 sigma out 40 active outputs RANK 5 NODE 16 --> 68.1326752 sigma out 40 active outputs RANK 6 NODE 20 --> 65.8861389 sigma out 40 active outputs RANK 7 NODE 9 --> 64.2423782 sigma out 40 active outputs RANK 8 NODE 22 --> 63.4994392 sigma out 40 active outputs RANK 9 NODE 4 --> 63.2090645 sigma out 40 active outputs RANK 10 NODE 10 --> 61.6016235 sigma out 40 active outputs RANK 11 NODE 8 --> 61.4797363 sigma out 40 active outputs RANK 12 NODE 11 --> 61.3343735 sigma out 40 active outputs RANK 13 NODE 21 --> 59.9952698 sigma out 40 active outputs RANK 14 NODE 26 --> 59.290535 sigma out 40 active outputs RANK 15 NODE 30 --> 59.2403374 sigma out 40 active outputs RANK 16 NODE 35 --> 58.6501389 sigma out 40 active outputs RANK 17 NODE 13 --> 58.0353737 sigma out 40 active outputs RANK 18 NODE 17 --> 57.5133591 sigma out 40 active outputs RANK 19 NODE 25 --> 57.2077866 sigma out 40 active outputs RANK 20 NODE 15 --> 56.8927956 sigma out 40 active outputs RANK 21 NODE 32 --> 56.7382927 sigma out 40 active outputs RANK 22 NODE 5 --> 56.7333221 sigma out 40 active outputs RANK 23 NODE 31 --> 56.1891136 sigma out 40 active outputs RANK 24 NODE 39 --> 56.1822472 sigma out 40 active outputs RANK 25 NODE 12 --> 56.1700249 sigma out 40 active outputs RANK 26 NODE 24 --> 55.8883324 sigma out 40 active outputs RANK 27 NODE 14 --> 55.7073593 sigma out 40 active outputs RANK 28 NODE 36 --> 55.3243179 sigma out 40 active outputs RANK 29 NODE 29 --> 54.445034 sigma out 40 active outputs RANK 30 NODE 19 --> 53.3120842 sigma out 40 active outputs RANK 31 NODE 18 --> 51.5863419 sigma out 40 active outputs RANK 32 NODE 38 --> 50.4608612 sigma out 40 active outputs RANK 33 NODE 7 --> 49.2367096 sigma out 40 active outputs RANK 34 NODE 28 --> 49.0720406 sigma out 40 active outputs RANK 35 NODE 27 --> 49.0337715 sigma out 40 active outputs RANK 36 NODE 33 --> 48.8994865 sigma out 40 active outputs RANK 37 NODE 37 --> 48.466423 sigma out 40 active outputs RANK 38 NODE 40 --> 47.2042923 sigma out 40 active outputs RANK 39 NODE 23 --> 44.3934326 sigma out 40 active outputs RANK 40 NODE 34 --> 44.1550217 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 176.574417 sigma in 40act. ( 258.99118 sig out 1act.) RANK 2 NODE 29 --> 176.070023 sigma in 40act. ( 187.75325 sig out 1act.) RANK 3 NODE 27 --> 122.620369 sigma in 40act. ( 141.864105 sig out 1act.) RANK 4 NODE 21 --> 103.233192 sigma in 40act. ( 124.795998 sig out 1act.) RANK 5 NODE 12 --> 87.2034531 sigma in 40act. ( 104.774284 sig out 1act.) RANK 6 NODE 11 --> 79.5965195 sigma in 40act. ( 90.7414703 sig out 1act.) RANK 7 NODE 37 --> 75.7441177 sigma in 40act. ( 81.1552505 sig out 1act.) RANK 8 NODE 14 --> 75.1460114 sigma in 40act. ( 78.7663345 sig out 1act.) RANK 9 NODE 34 --> 70.3262405 sigma in 40act. ( 50.2656364 sig out 1act.) RANK 10 NODE 30 --> 69.4235535 sigma in 40act. ( 65.7844696 sig out 1act.) RANK 11 NODE 10 --> 63.9020576 sigma in 40act. ( 21.5143166 sig out 1act.) RANK 12 NODE 1 --> 63.6716805 sigma in 40act. ( 67.7507095 sig out 1act.) RANK 13 NODE 17 --> 63.1490784 sigma in 40act. ( 82.1673279 sig out 1act.) RANK 14 NODE 2 --> 63.0865288 sigma in 40act. ( 44.579361 sig out 1act.) RANK 15 NODE 28 --> 62.1835632 sigma in 40act. ( 57.581028 sig out 1act.) RANK 16 NODE 40 --> 61.0951195 sigma in 40act. ( 42.050209 sig out 1act.) RANK 17 NODE 7 --> 61.0511131 sigma in 40act. ( 52.2921906 sig out 1act.) RANK 18 NODE 4 --> 60.7517014 sigma in 40act. ( 45.6239395 sig out 1act.) RANK 19 NODE 16 --> 58.9651756 sigma in 40act. ( 3.07787347 sig out 1act.) RANK 20 NODE 5 --> 58.6390152 sigma in 40act. ( 42.3769264 sig out 1act.) RANK 21 NODE 6 --> 58.4804916 sigma in 40act. ( 24.0330982 sig out 1act.) RANK 22 NODE 23 --> 57.8483543 sigma in 40act. ( 59.4486847 sig out 1act.) RANK 23 NODE 38 --> 57.3342285 sigma in 40act. ( 46.7468605 sig out 1act.) RANK 24 NODE 26 --> 55.5572472 sigma in 40act. ( 48.5127411 sig out 1act.) RANK 25 NODE 33 --> 54.0521889 sigma in 40act. ( 64.2349243 sig out 1act.) RANK 26 NODE 24 --> 52.0183907 sigma in 40act. ( 36.7368393 sig out 1act.) RANK 27 NODE 32 --> 50.6415176 sigma in 40act. ( 10.178031 sig out 1act.) RANK 28 NODE 9 --> 50.3885384 sigma in 40act. ( 23.8054104 sig out 1act.) RANK 29 NODE 3 --> 50.228405 sigma in 40act. ( 18.1721077 sig out 1act.) RANK 30 NODE 36 --> 49.9194679 sigma in 40act. ( 3.40938091 sig out 1act.) RANK 31 NODE 35 --> 49.7137375 sigma in 40act. ( 12.3785067 sig out 1act.) RANK 32 NODE 8 --> 49.1862488 sigma in 40act. ( 15.4988718 sig out 1act.) RANK 33 NODE 25 --> 48.4273949 sigma in 40act. ( 37.9505539 sig out 1act.) RANK 34 NODE 31 --> 48.0812035 sigma in 40act. ( 1.38232267 sig out 1act.) RANK 35 NODE 22 --> 47.9960022 sigma in 40act. ( 11.3821011 sig out 1act.) RANK 36 NODE 20 --> 47.7759094 sigma in 40act. ( 15.2805033 sig out 1act.) RANK 37 NODE 15 --> 47.1345215 sigma in 40act. ( 25.8938065 sig out 1act.) RANK 38 NODE 19 --> 45.484314 sigma in 40act. ( 10.7360601 sig out 1act.) RANK 39 NODE 39 --> 41.0559235 sigma in 40act. ( 1.89348614 sig out 1act.) RANK 40 NODE 18 --> 39.0731049 sigma in 40act. ( 7.38398743 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 258.99118 sigma out 1act.( 176.574417 sig in 40act.) RANK 2 NODE 29 --> 187.75325 sigma out 1act.( 176.070023 sig in 40act.) RANK 3 NODE 27 --> 141.864105 sigma out 1act.( 122.620369 sig in 40act.) RANK 4 NODE 21 --> 124.795998 sigma out 1act.( 103.233192 sig in 40act.) RANK 5 NODE 12 --> 104.774284 sigma out 1act.( 87.2034531 sig in 40act.) RANK 6 NODE 11 --> 90.7414703 sigma out 1act.( 79.5965195 sig in 40act.) RANK 7 NODE 17 --> 82.1673279 sigma out 1act.( 63.1490784 sig in 40act.) RANK 8 NODE 37 --> 81.1552505 sigma out 1act.( 75.7441177 sig in 40act.) RANK 9 NODE 14 --> 78.7663345 sigma out 1act.( 75.1460114 sig in 40act.) RANK 10 NODE 1 --> 67.7507095 sigma out 1act.( 63.6716805 sig in 40act.) RANK 11 NODE 30 --> 65.7844696 sigma out 1act.( 69.4235535 sig in 40act.) RANK 12 NODE 33 --> 64.2349243 sigma out 1act.( 54.0521889 sig in 40act.) RANK 13 NODE 23 --> 59.4486847 sigma out 1act.( 57.8483543 sig in 40act.) RANK 14 NODE 28 --> 57.581028 sigma out 1act.( 62.1835632 sig in 40act.) RANK 15 NODE 7 --> 52.2921906 sigma out 1act.( 61.0511131 sig in 40act.) RANK 16 NODE 34 --> 50.2656364 sigma out 1act.( 70.3262405 sig in 40act.) RANK 17 NODE 26 --> 48.5127411 sigma out 1act.( 55.5572472 sig in 40act.) RANK 18 NODE 38 --> 46.7468605 sigma out 1act.( 57.3342285 sig in 40act.) RANK 19 NODE 4 --> 45.6239395 sigma out 1act.( 60.7517014 sig in 40act.) RANK 20 NODE 2 --> 44.579361 sigma out 1act.( 63.0865288 sig in 40act.) RANK 21 NODE 5 --> 42.3769264 sigma out 1act.( 58.6390152 sig in 40act.) RANK 22 NODE 40 --> 42.050209 sigma out 1act.( 61.0951195 sig in 40act.) RANK 23 NODE 25 --> 37.9505539 sigma out 1act.( 48.4273949 sig in 40act.) RANK 24 NODE 24 --> 36.7368393 sigma out 1act.( 52.0183907 sig in 40act.) RANK 25 NODE 15 --> 25.8938065 sigma out 1act.( 47.1345215 sig in 40act.) RANK 26 NODE 6 --> 24.0330982 sigma out 1act.( 58.4804916 sig in 40act.) RANK 27 NODE 9 --> 23.8054104 sigma out 1act.( 50.3885384 sig in 40act.) RANK 28 NODE 10 --> 21.5143166 sigma out 1act.( 63.9020576 sig in 40act.) RANK 29 NODE 3 --> 18.1721077 sigma out 1act.( 50.228405 sig in 40act.) RANK 30 NODE 8 --> 15.4988718 sigma out 1act.( 49.1862488 sig in 40act.) RANK 31 NODE 20 --> 15.2805033 sigma out 1act.( 47.7759094 sig in 40act.) RANK 32 NODE 35 --> 12.3785067 sigma out 1act.( 49.7137375 sig in 40act.) RANK 33 NODE 22 --> 11.3821011 sigma out 1act.( 47.9960022 sig in 40act.) RANK 34 NODE 19 --> 10.7360601 sigma out 1act.( 45.484314 sig in 40act.) RANK 35 NODE 32 --> 10.178031 sigma out 1act.( 50.6415176 sig in 40act.) RANK 36 NODE 18 --> 7.38398743 sigma out 1act.( 39.0731049 sig in 40act.) RANK 37 NODE 36 --> 3.40938091 sigma out 1act.( 49.9194679 sig in 40act.) RANK 38 NODE 16 --> 3.07787347 sigma out 1act.( 58.9651756 sig in 40act.) RANK 39 NODE 39 --> 1.89348614 sigma out 1act.( 41.0559235 sig in 40act.) RANK 40 NODE 31 --> 1.38232267 sigma out 1act.( 48.0812035 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 469.639374 sigma in 40 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 278.726288 sigma out 40 active outputs RANK 2 NODE 6 --> 112.869911 sigma out 40 active outputs RANK 3 NODE 2 --> 72.2554779 sigma out 40 active outputs RANK 4 NODE 3 --> 64.7516479 sigma out 40 active outputs RANK 5 NODE 16 --> 45.1848526 sigma out 40 active outputs RANK 6 NODE 8 --> 44.779026 sigma out 40 active outputs RANK 7 NODE 4 --> 42.63451 sigma out 40 active outputs RANK 8 NODE 10 --> 40.2762566 sigma out 40 active outputs RANK 9 NODE 12 --> 40.1048813 sigma out 40 active outputs RANK 10 NODE 5 --> 39.4860878 sigma out 40 active outputs RANK 11 NODE 20 --> 37.5106201 sigma out 40 active outputs RANK 12 NODE 11 --> 35.00914 sigma out 40 active outputs RANK 13 NODE 7 --> 33.0239449 sigma out 40 active outputs RANK 14 NODE 15 --> 32.4420052 sigma out 40 active outputs RANK 15 NODE 9 --> 32.2218437 sigma out 40 active outputs RANK 16 NODE 19 --> 32.0848808 sigma out 40 active outputs RANK 17 NODE 22 --> 31.3213577 sigma out 40 active outputs RANK 18 NODE 17 --> 30.5704327 sigma out 40 active outputs RANK 19 NODE 21 --> 27.6710682 sigma out 40 active outputs RANK 20 NODE 26 --> 27.2194233 sigma out 40 active outputs RANK 21 NODE 18 --> 25.7908936 sigma out 40 active outputs RANK 22 NODE 30 --> 24.6460743 sigma out 40 active outputs RANK 23 NODE 25 --> 24.2768879 sigma out 40 active outputs RANK 24 NODE 24 --> 24.0081329 sigma out 40 active outputs RANK 25 NODE 23 --> 22.6439095 sigma out 40 active outputs RANK 26 NODE 14 --> 21.4826508 sigma out 40 active outputs RANK 27 NODE 13 --> 21.3110085 sigma out 40 active outputs RANK 28 NODE 31 --> 20.8765106 sigma out 40 active outputs RANK 29 NODE 34 --> 20.2794495 sigma out 40 active outputs RANK 30 NODE 28 --> 20.1991463 sigma out 40 active outputs RANK 31 NODE 36 --> 19.1033192 sigma out 40 active outputs RANK 32 NODE 35 --> 17.4515934 sigma out 40 active outputs RANK 33 NODE 32 --> 16.6852665 sigma out 40 active outputs RANK 34 NODE 29 --> 16.11553 sigma out 40 active outputs RANK 35 NODE 27 --> 14.9942274 sigma out 40 active outputs RANK 36 NODE 33 --> 14.6492491 sigma out 40 active outputs RANK 37 NODE 37 --> 9.5928154 sigma out 40 active outputs RANK 38 NODE 39 --> 8.12249374 sigma out 40 active outputs RANK 39 NODE 38 --> 5.90256977 sigma out 40 active outputs RANK 40 NODE 40 --> 3.5999372 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 185.440811 sigma in 40act. ( 104.169106 sig out 1act.) RANK 2 NODE 13 --> 170.980743 sigma in 40act. ( 201.625763 sig out 1act.) RANK 3 NODE 27 --> 121.753548 sigma in 40act. ( 79.6349869 sig out 1act.) RANK 4 NODE 21 --> 99.2883987 sigma in 40act. ( 73.2950897 sig out 1act.) RANK 5 NODE 12 --> 81.5195923 sigma in 40act. ( 62.4900818 sig out 1act.) RANK 6 NODE 37 --> 62.7503967 sigma in 40act. ( 45.3366928 sig out 1act.) RANK 7 NODE 14 --> 60.398941 sigma in 40act. ( 43.1419716 sig out 1act.) RANK 8 NODE 11 --> 58.2811852 sigma in 40act. ( 56.208271 sig out 1act.) RANK 9 NODE 17 --> 47.1469002 sigma in 40act. ( 54.2529449 sig out 1act.) RANK 10 NODE 1 --> 46.0484619 sigma in 40act. ( 38.7719841 sig out 1act.) RANK 11 NODE 30 --> 43.9334717 sigma in 40act. ( 36.0548973 sig out 1act.) RANK 12 NODE 33 --> 42.4626656 sigma in 40act. ( 35.0379715 sig out 1act.) RANK 13 NODE 34 --> 41.2855034 sigma in 40act. ( 29.2893848 sig out 1act.) RANK 14 NODE 7 --> 36.3882637 sigma in 40act. ( 30.8390846 sig out 1act.) RANK 15 NODE 23 --> 36.0460548 sigma in 40act. ( 37.2804527 sig out 1act.) RANK 16 NODE 28 --> 33.5758324 sigma in 40act. ( 36.5201187 sig out 1act.) RANK 17 NODE 26 --> 33.0583229 sigma in 40act. ( 27.682272 sig out 1act.) RANK 18 NODE 4 --> 29.7803879 sigma in 40act. ( 24.3384495 sig out 1act.) RANK 19 NODE 38 --> 28.9507217 sigma in 40act. ( 27.5947742 sig out 1act.) RANK 20 NODE 2 --> 28.9181232 sigma in 40act. ( 25.5976219 sig out 1act.) RANK 21 NODE 5 --> 27.5952778 sigma in 40act. ( 25.3196659 sig out 1act.) RANK 22 NODE 40 --> 27.4745483 sigma in 40act. ( 25.8047981 sig out 1act.) RANK 23 NODE 24 --> 26.090456 sigma in 40act. ( 20.2970467 sig out 1act.) RANK 24 NODE 25 --> 22.5741253 sigma in 40act. ( 19.8928032 sig out 1act.) RANK 25 NODE 6 --> 20.8123913 sigma in 40act. ( 13.6884174 sig out 1act.) RANK 26 NODE 15 --> 15.3156176 sigma in 40act. ( 15.6844645 sig out 1act.) RANK 27 NODE 10 --> 15.1813154 sigma in 40act. ( 13.3705416 sig out 1act.) RANK 28 NODE 9 --> 14.4310083 sigma in 40act. ( 14.6240683 sig out 1act.) RANK 29 NODE 3 --> 11.475008 sigma in 40act. ( 10.1544685 sig out 1act.) RANK 30 NODE 8 --> 10.8920603 sigma in 40act. ( 9.32273769 sig out 1act.) RANK 31 NODE 20 --> 10.6024303 sigma in 40act. ( 8.35961914 sig out 1act.) RANK 32 NODE 35 --> 9.23493195 sigma in 40act. ( 7.16266823 sig out 1act.) RANK 33 NODE 22 --> 9.13903236 sigma in 40act. ( 6.78759956 sig out 1act.) RANK 34 NODE 32 --> 8.07327843 sigma in 40act. ( 5.85642624 sig out 1act.) RANK 35 NODE 19 --> 7.327353 sigma in 40act. ( 6.05959129 sig out 1act.) RANK 36 NODE 16 --> 6.53850222 sigma in 40act. ( 1.9853934 sig out 1act.) RANK 37 NODE 18 --> 6.04897642 sigma in 40act. ( 4.41676807 sig out 1act.) RANK 38 NODE 36 --> 5.52278328 sigma in 40act. ( 1.90387821 sig out 1act.) RANK 39 NODE 31 --> 4.72655201 sigma in 40act. ( 0.797649026 sig out 1act.) RANK 40 NODE 39 --> 4.68678093 sigma in 40act. ( 1.13099778 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 201.625763 sigma out 1act.( 170.980743 sig in 40act.) RANK 2 NODE 29 --> 104.169106 sigma out 1act.( 185.440811 sig in 40act.) RANK 3 NODE 27 --> 79.6349869 sigma out 1act.( 121.753548 sig in 40act.) RANK 4 NODE 21 --> 73.2950897 sigma out 1act.( 99.2883987 sig in 40act.) RANK 5 NODE 12 --> 62.4900818 sigma out 1act.( 81.5195923 sig in 40act.) RANK 6 NODE 11 --> 56.208271 sigma out 1act.( 58.2811852 sig in 40act.) RANK 7 NODE 17 --> 54.2529449 sigma out 1act.( 47.1469002 sig in 40act.) RANK 8 NODE 37 --> 45.3366928 sigma out 1act.( 62.7503967 sig in 40act.) RANK 9 NODE 14 --> 43.1419716 sigma out 1act.( 60.398941 sig in 40act.) RANK 10 NODE 1 --> 38.7719841 sigma out 1act.( 46.0484619 sig in 40act.) RANK 11 NODE 23 --> 37.2804527 sigma out 1act.( 36.0460548 sig in 40act.) RANK 12 NODE 28 --> 36.5201187 sigma out 1act.( 33.5758324 sig in 40act.) RANK 13 NODE 30 --> 36.0548973 sigma out 1act.( 43.9334717 sig in 40act.) RANK 14 NODE 33 --> 35.0379715 sigma out 1act.( 42.4626656 sig in 40act.) RANK 15 NODE 7 --> 30.8390846 sigma out 1act.( 36.3882637 sig in 40act.) RANK 16 NODE 34 --> 29.2893848 sigma out 1act.( 41.2855034 sig in 40act.) RANK 17 NODE 26 --> 27.682272 sigma out 1act.( 33.0583229 sig in 40act.) RANK 18 NODE 38 --> 27.5947742 sigma out 1act.( 28.9507217 sig in 40act.) RANK 19 NODE 40 --> 25.8047981 sigma out 1act.( 27.4745483 sig in 40act.) RANK 20 NODE 2 --> 25.5976219 sigma out 1act.( 28.9181232 sig in 40act.) RANK 21 NODE 5 --> 25.3196659 sigma out 1act.( 27.5952778 sig in 40act.) RANK 22 NODE 4 --> 24.3384495 sigma out 1act.( 29.7803879 sig in 40act.) RANK 23 NODE 24 --> 20.2970467 sigma out 1act.( 26.090456 sig in 40act.) RANK 24 NODE 25 --> 19.8928032 sigma out 1act.( 22.5741253 sig in 40act.) RANK 25 NODE 15 --> 15.6844645 sigma out 1act.( 15.3156176 sig in 40act.) RANK 26 NODE 9 --> 14.6240683 sigma out 1act.( 14.4310083 sig in 40act.) RANK 27 NODE 6 --> 13.6884174 sigma out 1act.( 20.8123913 sig in 40act.) RANK 28 NODE 10 --> 13.3705416 sigma out 1act.( 15.1813154 sig in 40act.) RANK 29 NODE 3 --> 10.1544685 sigma out 1act.( 11.475008 sig in 40act.) RANK 30 NODE 8 --> 9.32273769 sigma out 1act.( 10.8920603 sig in 40act.) RANK 31 NODE 20 --> 8.35961914 sigma out 1act.( 10.6024303 sig in 40act.) RANK 32 NODE 35 --> 7.16266823 sigma out 1act.( 9.23493195 sig in 40act.) RANK 33 NODE 22 --> 6.78759956 sigma out 1act.( 9.13903236 sig in 40act.) RANK 34 NODE 19 --> 6.05959129 sigma out 1act.( 7.327353 sig in 40act.) RANK 35 NODE 32 --> 5.85642624 sigma out 1act.( 8.07327843 sig in 40act.) RANK 36 NODE 18 --> 4.41676807 sigma out 1act.( 6.04897642 sig in 40act.) RANK 37 NODE 16 --> 1.9853934 sigma out 1act.( 6.53850222 sig in 40act.) RANK 38 NODE 36 --> 1.90387821 sigma out 1act.( 5.52278328 sig in 40act.) RANK 39 NODE 39 --> 1.13099778 sigma out 1act.( 4.68678093 sig in 40act.) RANK 40 NODE 31 --> 0.797649026 sigma out 1act.( 4.72655201 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 303.115723 sigma in 40 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.550618768 *** contribution from regularisation: 0.000743379642 *** contribution from error: -0.551362157 *** contribution from DIAG: 1.02116019E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.597010195 *** contribution from regularisation: 0.0024909263 *** contribution from error: -0.599501133 *** contribution from DIAG: 0.000119637523 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.601110399 *** contribution from regularisation: 0.00172097213 *** contribution from error: -0.602831364 *** contribution from DIAG: 0.00015173771 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.602030277 *** contribution from regularisation: 0.00213862583 *** contribution from error: -0.604168892 *** contribution from DIAG: 0.000182583899 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.602707028 *** contribution from regularisation: 0.00201979629 *** contribution from error: -0.604726851 *** contribution from DIAG: 0.000131616733 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.602997303 *** contribution from regularisation: 0.00206804811 *** contribution from error: -0.605065346 *** contribution from DIAG: 0.000107639869 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.603237391 *** contribution from regularisation: 0.00205638679 *** contribution from error: -0.605293751 *** contribution from DIAG: 0.000118367745 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.603391051 *** contribution from regularisation: 0.00207190751 *** contribution from error: -0.605462968 *** contribution from DIAG: 0.000147187413 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.60353148 *** contribution from regularisation: 0.00207311288 *** contribution from error: -0.605604589 *** contribution from DIAG: 0.000114295668 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 306.782532 sigma out 40 active outputs RANK 2 NODE 6 --> 123.201088 sigma out 40 active outputs RANK 3 NODE 2 --> 78.0003204 sigma out 40 active outputs RANK 4 NODE 3 --> 70.6801224 sigma out 40 active outputs RANK 5 NODE 16 --> 48.0711403 sigma out 40 active outputs RANK 6 NODE 8 --> 47.8513412 sigma out 40 active outputs RANK 7 NODE 4 --> 45.8674965 sigma out 40 active outputs RANK 8 NODE 5 --> 45.4439049 sigma out 40 active outputs RANK 9 NODE 10 --> 43.5199356 sigma out 40 active outputs RANK 10 NODE 20 --> 42.8767624 sigma out 40 active outputs RANK 11 NODE 12 --> 41.247715 sigma out 40 active outputs RANK 12 NODE 11 --> 40.1115532 sigma out 40 active outputs RANK 13 NODE 19 --> 35.6214256 sigma out 40 active outputs RANK 14 NODE 15 --> 35.2609253 sigma out 40 active outputs RANK 15 NODE 7 --> 35.1013603 sigma out 40 active outputs RANK 16 NODE 9 --> 34.7481804 sigma out 40 active outputs RANK 17 NODE 22 --> 34.5253754 sigma out 40 active outputs RANK 18 NODE 17 --> 31.6992741 sigma out 40 active outputs RANK 19 NODE 21 --> 31.1846523 sigma out 40 active outputs RANK 20 NODE 26 --> 30.5587196 sigma out 40 active outputs RANK 21 NODE 38 --> 29.4217262 sigma out 40 active outputs RANK 22 NODE 18 --> 28.8038464 sigma out 40 active outputs RANK 23 NODE 25 --> 28.6772556 sigma out 40 active outputs RANK 24 NODE 30 --> 27.5063496 sigma out 40 active outputs RANK 25 NODE 24 --> 26.1988029 sigma out 40 active outputs RANK 26 NODE 13 --> 25.4147053 sigma out 40 active outputs RANK 27 NODE 23 --> 23.7169094 sigma out 40 active outputs RANK 28 NODE 31 --> 23.4130287 sigma out 40 active outputs RANK 29 NODE 34 --> 23.0228176 sigma out 40 active outputs RANK 30 NODE 28 --> 22.9965096 sigma out 40 active outputs RANK 31 NODE 14 --> 22.3361149 sigma out 40 active outputs RANK 32 NODE 36 --> 21.5055618 sigma out 40 active outputs RANK 33 NODE 35 --> 20.2350655 sigma out 40 active outputs RANK 34 NODE 32 --> 18.3924198 sigma out 40 active outputs RANK 35 NODE 29 --> 18.1055851 sigma out 40 active outputs RANK 36 NODE 27 --> 17.1598396 sigma out 40 active outputs RANK 37 NODE 33 --> 16.6498051 sigma out 40 active outputs RANK 38 NODE 37 --> 11.8179359 sigma out 40 active outputs RANK 39 NODE 39 --> 10.7450027 sigma out 40 active outputs RANK 40 NODE 40 --> 5.96829605 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 200.870651 sigma in 40act. ( 109.907585 sig out 1act.) RANK 2 NODE 13 --> 179.773087 sigma in 40act. ( 198.933655 sig out 1act.) RANK 3 NODE 27 --> 134.675339 sigma in 40act. ( 80.7753677 sig out 1act.) RANK 4 NODE 21 --> 107.752525 sigma in 40act. ( 73.2320404 sig out 1act.) RANK 5 NODE 12 --> 90.2456741 sigma in 40act. ( 64.8063583 sig out 1act.) RANK 6 NODE 37 --> 71.2492142 sigma in 40act. ( 48.4075775 sig out 1act.) RANK 7 NODE 14 --> 66.7269592 sigma in 40act. ( 46.4864159 sig out 1act.) RANK 8 NODE 11 --> 62.8881493 sigma in 40act. ( 60.1953926 sig out 1act.) RANK 9 NODE 1 --> 53.4120293 sigma in 40act. ( 41.2757759 sig out 1act.) RANK 10 NODE 33 --> 52.9392433 sigma in 40act. ( 38.57061 sig out 1act.) RANK 11 NODE 30 --> 51.7384453 sigma in 40act. ( 41.6724663 sig out 1act.) RANK 12 NODE 17 --> 51.2079277 sigma in 40act. ( 54.7430496 sig out 1act.) RANK 13 NODE 34 --> 46.9369202 sigma in 40act. ( 30.9296837 sig out 1act.) RANK 14 NODE 23 --> 40.9719887 sigma in 40act. ( 38.9757195 sig out 1act.) RANK 15 NODE 26 --> 39.9204216 sigma in 40act. ( 30.9082127 sig out 1act.) RANK 16 NODE 7 --> 39.851757 sigma in 40act. ( 31.8318901 sig out 1act.) RANK 17 NODE 28 --> 37.4856796 sigma in 40act. ( 36.0767403 sig out 1act.) RANK 18 NODE 4 --> 34.4519157 sigma in 40act. ( 26.224699 sig out 1act.) RANK 19 NODE 5 --> 34.3302994 sigma in 40act. ( 29.5245514 sig out 1act.) RANK 20 NODE 38 --> 34.1064072 sigma in 40act. ( 28.8736935 sig out 1act.) RANK 21 NODE 2 --> 33.9749222 sigma in 40act. ( 26.6136932 sig out 1act.) RANK 22 NODE 40 --> 31.8895302 sigma in 40act. ( 26.1487637 sig out 1act.) RANK 23 NODE 24 --> 31.0742054 sigma in 40act. ( 22.2511883 sig out 1act.) RANK 24 NODE 25 --> 27.7644367 sigma in 40act. ( 22.3375835 sig out 1act.) RANK 25 NODE 6 --> 25.3138008 sigma in 40act. ( 14.9206657 sig out 1act.) RANK 26 NODE 9 --> 24.4011974 sigma in 40act. ( 24.7455826 sig out 1act.) RANK 27 NODE 10 --> 19.1717606 sigma in 40act. ( 13.6800194 sig out 1act.) RANK 28 NODE 15 --> 18.6729259 sigma in 40act. ( 15.9596682 sig out 1act.) RANK 29 NODE 35 --> 18.5003757 sigma in 40act. ( 12.8038568 sig out 1act.) RANK 30 NODE 20 --> 18.4447517 sigma in 40act. ( 12.1045818 sig out 1act.) RANK 31 NODE 8 --> 17.9017372 sigma in 40act. ( 15.6777792 sig out 1act.) RANK 32 NODE 3 --> 16.4231567 sigma in 40act. ( 12.1916914 sig out 1act.) RANK 33 NODE 32 --> 14.0157948 sigma in 40act. ( 8.67474651 sig out 1act.) RANK 34 NODE 22 --> 13.0363808 sigma in 40act. ( 7.19715929 sig out 1act.) RANK 35 NODE 19 --> 10.0811348 sigma in 40act. ( 7.31389332 sig out 1act.) RANK 36 NODE 16 --> 9.88355255 sigma in 40act. ( 3.08000731 sig out 1act.) RANK 37 NODE 18 --> 7.96248055 sigma in 40act. ( 6.06361675 sig out 1act.) RANK 38 NODE 36 --> 7.74740124 sigma in 40act. ( 1.79459929 sig out 1act.) RANK 39 NODE 39 --> 7.1389966 sigma in 40act. ( 2.13961148 sig out 1act.) RANK 40 NODE 31 --> 6.9221673 sigma in 40act. ( 0.598048508 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 198.933655 sigma out 1act.( 179.773087 sig in 40act.) RANK 2 NODE 29 --> 109.907585 sigma out 1act.( 200.870651 sig in 40act.) RANK 3 NODE 27 --> 80.7753677 sigma out 1act.( 134.675339 sig in 40act.) RANK 4 NODE 21 --> 73.2320404 sigma out 1act.( 107.752525 sig in 40act.) RANK 5 NODE 12 --> 64.8063583 sigma out 1act.( 90.2456741 sig in 40act.) RANK 6 NODE 11 --> 60.1953926 sigma out 1act.( 62.8881493 sig in 40act.) RANK 7 NODE 17 --> 54.7430496 sigma out 1act.( 51.2079277 sig in 40act.) RANK 8 NODE 37 --> 48.4075775 sigma out 1act.( 71.2492142 sig in 40act.) RANK 9 NODE 14 --> 46.4864159 sigma out 1act.( 66.7269592 sig in 40act.) RANK 10 NODE 30 --> 41.6724663 sigma out 1act.( 51.7384453 sig in 40act.) RANK 11 NODE 1 --> 41.2757759 sigma out 1act.( 53.4120293 sig in 40act.) RANK 12 NODE 23 --> 38.9757195 sigma out 1act.( 40.9719887 sig in 40act.) RANK 13 NODE 33 --> 38.57061 sigma out 1act.( 52.9392433 sig in 40act.) RANK 14 NODE 28 --> 36.0767403 sigma out 1act.( 37.4856796 sig in 40act.) RANK 15 NODE 7 --> 31.8318901 sigma out 1act.( 39.851757 sig in 40act.) RANK 16 NODE 34 --> 30.9296837 sigma out 1act.( 46.9369202 sig in 40act.) RANK 17 NODE 26 --> 30.9082127 sigma out 1act.( 39.9204216 sig in 40act.) RANK 18 NODE 5 --> 29.5245514 sigma out 1act.( 34.3302994 sig in 40act.) RANK 19 NODE 38 --> 28.8736935 sigma out 1act.( 34.1064072 sig in 40act.) RANK 20 NODE 2 --> 26.6136932 sigma out 1act.( 33.9749222 sig in 40act.) RANK 21 NODE 4 --> 26.224699 sigma out 1act.( 34.4519157 sig in 40act.) RANK 22 NODE 40 --> 26.1487637 sigma out 1act.( 31.8895302 sig in 40act.) RANK 23 NODE 9 --> 24.7455826 sigma out 1act.( 24.4011974 sig in 40act.) RANK 24 NODE 25 --> 22.3375835 sigma out 1act.( 27.7644367 sig in 40act.) RANK 25 NODE 24 --> 22.2511883 sigma out 1act.( 31.0742054 sig in 40act.) RANK 26 NODE 15 --> 15.9596682 sigma out 1act.( 18.6729259 sig in 40act.) RANK 27 NODE 8 --> 15.6777792 sigma out 1act.( 17.9017372 sig in 40act.) RANK 28 NODE 6 --> 14.9206657 sigma out 1act.( 25.3138008 sig in 40act.) RANK 29 NODE 10 --> 13.6800194 sigma out 1act.( 19.1717606 sig in 40act.) RANK 30 NODE 35 --> 12.8038568 sigma out 1act.( 18.5003757 sig in 40act.) RANK 31 NODE 3 --> 12.1916914 sigma out 1act.( 16.4231567 sig in 40act.) RANK 32 NODE 20 --> 12.1045818 sigma out 1act.( 18.4447517 sig in 40act.) RANK 33 NODE 32 --> 8.67474651 sigma out 1act.( 14.0157948 sig in 40act.) RANK 34 NODE 19 --> 7.31389332 sigma out 1act.( 10.0811348 sig in 40act.) RANK 35 NODE 22 --> 7.19715929 sigma out 1act.( 13.0363808 sig in 40act.) RANK 36 NODE 18 --> 6.06361675 sigma out 1act.( 7.96248055 sig in 40act.) RANK 37 NODE 16 --> 3.08000731 sigma out 1act.( 9.88355255 sig in 40act.) RANK 38 NODE 39 --> 2.13961148 sigma out 1act.( 7.1389966 sig in 40act.) RANK 39 NODE 36 --> 1.79459929 sigma out 1act.( 7.74740124 sig in 40act.) RANK 40 NODE 31 --> 0.598048508 sigma out 1act.( 6.9221673 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 310.702545 sigma in 40 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.603663504 *** contribution from regularisation: 0.00207284256 *** contribution from error: -0.605736375 *** contribution from DIAG: 0.000113645387 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.60378623 *** contribution from regularisation: 0.00207982794 *** contribution from error: -0.605866075 *** contribution from DIAG: 0.000116927862 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.603918612 *** contribution from regularisation: 0.00207708986 *** contribution from error: -0.605995715 *** contribution from DIAG: 0.000116432268 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.604038298 *** contribution from regularisation: 0.0020830743 *** contribution from error: -0.606121361 *** contribution from DIAG: 0.000116119656 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.604164302 *** contribution from regularisation: 0.00208385871 *** contribution from error: -0.60624814 *** contribution from DIAG: 0.000112351961 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.604291558 *** contribution from regularisation: 0.00208317069 *** contribution from error: -0.606374741 *** contribution from DIAG: 0.000112235575 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.604416788 *** contribution from regularisation: 0.00208631158 *** contribution from error: -0.606503129 *** contribution from DIAG: 0.000110358582 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.604541302 *** contribution from regularisation: 0.00208596024 *** contribution from error: -0.606627285 *** contribution from DIAG: 0.000111824134 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.604672194 *** contribution from regularisation: 0.00208228035 *** contribution from error: -0.606754482 *** contribution from DIAG: 0.000109799468 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.604795039 *** contribution from regularisation: 0.00208488945 *** contribution from error: -0.60687995 *** contribution from DIAG: 0.000108902786 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 306.07431 sigma out 40 active outputs RANK 2 NODE 6 --> 122.392487 sigma out 40 active outputs RANK 3 NODE 2 --> 79.0545731 sigma out 40 active outputs RANK 4 NODE 3 --> 71.0761719 sigma out 40 active outputs RANK 5 NODE 5 --> 53.7977524 sigma out 40 active outputs RANK 6 NODE 8 --> 47.4055138 sigma out 40 active outputs RANK 7 NODE 16 --> 46.6900139 sigma out 40 active outputs RANK 8 NODE 4 --> 44.9561691 sigma out 40 active outputs RANK 9 NODE 11 --> 43.1310959 sigma out 40 active outputs RANK 10 NODE 10 --> 43.0378876 sigma out 40 active outputs RANK 11 NODE 20 --> 42.1472321 sigma out 40 active outputs RANK 12 NODE 12 --> 39.2794189 sigma out 40 active outputs RANK 13 NODE 15 --> 36.0528488 sigma out 40 active outputs RANK 14 NODE 19 --> 35.6085701 sigma out 40 active outputs RANK 15 NODE 7 --> 35.576149 sigma out 40 active outputs RANK 16 NODE 9 --> 34.3707809 sigma out 40 active outputs RANK 17 NODE 22 --> 33.6931267 sigma out 40 active outputs RANK 18 NODE 21 --> 31.011549 sigma out 40 active outputs RANK 19 NODE 17 --> 30.3268013 sigma out 40 active outputs RANK 20 NODE 38 --> 29.7958279 sigma out 40 active outputs RANK 21 NODE 26 --> 29.3300114 sigma out 40 active outputs RANK 22 NODE 18 --> 28.8911476 sigma out 40 active outputs RANK 23 NODE 25 --> 27.8935394 sigma out 40 active outputs RANK 24 NODE 30 --> 27.1982746 sigma out 40 active outputs RANK 25 NODE 24 --> 25.4526043 sigma out 40 active outputs RANK 26 NODE 13 --> 24.761879 sigma out 40 active outputs RANK 27 NODE 28 --> 22.8000336 sigma out 40 active outputs RANK 28 NODE 31 --> 22.7362995 sigma out 40 active outputs RANK 29 NODE 23 --> 22.2478142 sigma out 40 active outputs RANK 30 NODE 14 --> 22.2137146 sigma out 40 active outputs RANK 31 NODE 34 --> 21.8883324 sigma out 40 active outputs RANK 32 NODE 36 --> 21.6929913 sigma out 40 active outputs RANK 33 NODE 35 --> 19.4204826 sigma out 40 active outputs RANK 34 NODE 32 --> 17.5977821 sigma out 40 active outputs RANK 35 NODE 29 --> 16.919157 sigma out 40 active outputs RANK 36 NODE 27 --> 15.9944363 sigma out 40 active outputs RANK 37 NODE 33 --> 15.6309395 sigma out 40 active outputs RANK 38 NODE 37 --> 11.3381252 sigma out 40 active outputs RANK 39 NODE 39 --> 10.1436214 sigma out 40 active outputs RANK 40 NODE 40 --> 5.53731823 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 200.002502 sigma in 40act. ( 110.332726 sig out 1act.) RANK 2 NODE 13 --> 178.025696 sigma in 40act. ( 198.492569 sig out 1act.) RANK 3 NODE 27 --> 132.979324 sigma in 40act. ( 79.0790176 sig out 1act.) RANK 4 NODE 21 --> 106.297913 sigma in 40act. ( 73.3281784 sig out 1act.) RANK 5 NODE 12 --> 89.276947 sigma in 40act. ( 62.2572479 sig out 1act.) RANK 6 NODE 37 --> 71.0170135 sigma in 40act. ( 47.0593033 sig out 1act.) RANK 7 NODE 14 --> 66.2691956 sigma in 40act. ( 46.6063461 sig out 1act.) RANK 8 NODE 11 --> 63.1496353 sigma in 40act. ( 63.3928566 sig out 1act.) RANK 9 NODE 30 --> 53.7144012 sigma in 40act. ( 45.486763 sig out 1act.) RANK 10 NODE 33 --> 53.5310211 sigma in 40act. ( 40.1761436 sig out 1act.) RANK 11 NODE 1 --> 53.4672813 sigma in 40act. ( 40.9334564 sig out 1act.) RANK 12 NODE 17 --> 51.4319725 sigma in 40act. ( 55.4184723 sig out 1act.) RANK 13 NODE 34 --> 46.6686592 sigma in 40act. ( 30.7980385 sig out 1act.) RANK 14 NODE 23 --> 41.1286583 sigma in 40act. ( 40.7152405 sig out 1act.) RANK 15 NODE 26 --> 40.8646202 sigma in 40act. ( 31.8197556 sig out 1act.) RANK 16 NODE 7 --> 39.3892937 sigma in 40act. ( 32.2857399 sig out 1act.) RANK 17 NODE 28 --> 37.2644157 sigma in 40act. ( 36.4000778 sig out 1act.) RANK 18 NODE 5 --> 34.8206291 sigma in 40act. ( 30.8755054 sig out 1act.) RANK 19 NODE 4 --> 34.4528275 sigma in 40act. ( 26.8672218 sig out 1act.) RANK 20 NODE 38 --> 34.3217049 sigma in 40act. ( 28.6280079 sig out 1act.) RANK 21 NODE 2 --> 33.8906326 sigma in 40act. ( 26.4166374 sig out 1act.) RANK 22 NODE 9 --> 33.6223221 sigma in 40act. ( 37.3106842 sig out 1act.) RANK 23 NODE 24 --> 31.3373547 sigma in 40act. ( 22.7693634 sig out 1act.) RANK 24 NODE 40 --> 31.2230835 sigma in 40act. ( 24.8258495 sig out 1act.) RANK 25 NODE 25 --> 28.1875267 sigma in 40act. ( 23.5072956 sig out 1act.) RANK 26 NODE 35 --> 26.8564625 sigma in 40act. ( 22.4034004 sig out 1act.) RANK 27 NODE 8 --> 26.0671673 sigma in 40act. ( 27.0207062 sig out 1act.) RANK 28 NODE 6 --> 25.7290154 sigma in 40act. ( 15.3676186 sig out 1act.) RANK 29 NODE 20 --> 18.3543148 sigma in 40act. ( 11.8684492 sig out 1act.) RANK 30 NODE 15 --> 18.0719738 sigma in 40act. ( 15.2182369 sig out 1act.) RANK 31 NODE 10 --> 17.8452282 sigma in 40act. ( 12.6010809 sig out 1act.) RANK 32 NODE 3 --> 17.3992577 sigma in 40act. ( 13.7507753 sig out 1act.) RANK 33 NODE 32 --> 13.8615351 sigma in 40act. ( 8.99824333 sig out 1act.) RANK 34 NODE 22 --> 12.441493 sigma in 40act. ( 6.7266736 sig out 1act.) RANK 35 NODE 19 --> 9.59375286 sigma in 40act. ( 8.19954681 sig out 1act.) RANK 36 NODE 16 --> 8.38924217 sigma in 40act. ( 3.41801143 sig out 1act.) RANK 37 NODE 18 --> 7.90225744 sigma in 40act. ( 7.70051193 sig out 1act.) RANK 38 NODE 36 --> 6.30879354 sigma in 40act. ( 1.79580581 sig out 1act.) RANK 39 NODE 39 --> 6.12588549 sigma in 40act. ( 2.266891 sig out 1act.) RANK 40 NODE 31 --> 5.59617233 sigma in 40act. ( 0.859383106 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 198.492569 sigma out 1act.( 178.025696 sig in 40act.) RANK 2 NODE 29 --> 110.332726 sigma out 1act.( 200.002502 sig in 40act.) RANK 3 NODE 27 --> 79.0790176 sigma out 1act.( 132.979324 sig in 40act.) RANK 4 NODE 21 --> 73.3281784 sigma out 1act.( 106.297913 sig in 40act.) RANK 5 NODE 11 --> 63.3928566 sigma out 1act.( 63.1496353 sig in 40act.) RANK 6 NODE 12 --> 62.2572479 sigma out 1act.( 89.276947 sig in 40act.) RANK 7 NODE 17 --> 55.4184723 sigma out 1act.( 51.4319725 sig in 40act.) RANK 8 NODE 37 --> 47.0593033 sigma out 1act.( 71.0170135 sig in 40act.) RANK 9 NODE 14 --> 46.6063461 sigma out 1act.( 66.2691956 sig in 40act.) RANK 10 NODE 30 --> 45.486763 sigma out 1act.( 53.7144012 sig in 40act.) RANK 11 NODE 1 --> 40.9334564 sigma out 1act.( 53.4672813 sig in 40act.) RANK 12 NODE 23 --> 40.7152405 sigma out 1act.( 41.1286583 sig in 40act.) RANK 13 NODE 33 --> 40.1761436 sigma out 1act.( 53.5310211 sig in 40act.) RANK 14 NODE 9 --> 37.3106842 sigma out 1act.( 33.6223221 sig in 40act.) RANK 15 NODE 28 --> 36.4000778 sigma out 1act.( 37.2644157 sig in 40act.) RANK 16 NODE 7 --> 32.2857399 sigma out 1act.( 39.3892937 sig in 40act.) RANK 17 NODE 26 --> 31.8197556 sigma out 1act.( 40.8646202 sig in 40act.) RANK 18 NODE 5 --> 30.8755054 sigma out 1act.( 34.8206291 sig in 40act.) RANK 19 NODE 34 --> 30.7980385 sigma out 1act.( 46.6686592 sig in 40act.) RANK 20 NODE 38 --> 28.6280079 sigma out 1act.( 34.3217049 sig in 40act.) RANK 21 NODE 8 --> 27.0207062 sigma out 1act.( 26.0671673 sig in 40act.) RANK 22 NODE 4 --> 26.8672218 sigma out 1act.( 34.4528275 sig in 40act.) RANK 23 NODE 2 --> 26.4166374 sigma out 1act.( 33.8906326 sig in 40act.) RANK 24 NODE 40 --> 24.8258495 sigma out 1act.( 31.2230835 sig in 40act.) RANK 25 NODE 25 --> 23.5072956 sigma out 1act.( 28.1875267 sig in 40act.) RANK 26 NODE 24 --> 22.7693634 sigma out 1act.( 31.3373547 sig in 40act.) RANK 27 NODE 35 --> 22.4034004 sigma out 1act.( 26.8564625 sig in 40act.) RANK 28 NODE 6 --> 15.3676186 sigma out 1act.( 25.7290154 sig in 40act.) RANK 29 NODE 15 --> 15.2182369 sigma out 1act.( 18.0719738 sig in 40act.) RANK 30 NODE 3 --> 13.7507753 sigma out 1act.( 17.3992577 sig in 40act.) RANK 31 NODE 10 --> 12.6010809 sigma out 1act.( 17.8452282 sig in 40act.) RANK 32 NODE 20 --> 11.8684492 sigma out 1act.( 18.3543148 sig in 40act.) RANK 33 NODE 32 --> 8.99824333 sigma out 1act.( 13.8615351 sig in 40act.) RANK 34 NODE 19 --> 8.19954681 sigma out 1act.( 9.59375286 sig in 40act.) RANK 35 NODE 18 --> 7.70051193 sigma out 1act.( 7.90225744 sig in 40act.) RANK 36 NODE 22 --> 6.7266736 sigma out 1act.( 12.441493 sig in 40act.) RANK 37 NODE 16 --> 3.41801143 sigma out 1act.( 8.38924217 sig in 40act.) RANK 38 NODE 39 --> 2.266891 sigma out 1act.( 6.12588549 sig in 40act.) RANK 39 NODE 36 --> 1.79580581 sigma out 1act.( 6.30879354 sig in 40act.) RANK 40 NODE 31 --> 0.859383106 sigma out 1act.( 5.59617233 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 314.061371 sigma in 40 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.604920387 *** contribution from regularisation: 0.00208489108 *** contribution from error: -0.607005298 *** contribution from DIAG: 0.000108575114 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.605047464 *** contribution from regularisation: 0.0020829509 *** contribution from error: -0.607130408 *** contribution from DIAG: 0.000106442043 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.605168641 *** contribution from regularisation: 0.00208437908 *** contribution from error: -0.607253015 *** contribution from DIAG: 0.000106049869 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.605262995 *** contribution from regularisation: 0.00208345288 *** contribution from error: -0.607346475 *** contribution from DIAG: 0.000104830593 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.605333328 *** contribution from regularisation: 0.00208755769 *** contribution from error: -0.607420862 *** contribution from DIAG: 0.000104156694 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.605392039 *** contribution from regularisation: 0.00208897656 *** contribution from error: -0.607481003 *** contribution from DIAG: 0.000105071435 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.605449796 *** contribution from regularisation: 0.0020856862 *** contribution from error: -0.607535481 *** contribution from DIAG: 0.000103635852 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.605494976 *** contribution from regularisation: 0.00208873232 *** contribution from error: -0.607583702 *** contribution from DIAG: 0.000104033876 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.605543077 *** contribution from regularisation: 0.0020846175 *** contribution from error: -0.60762769 *** contribution from DIAG: 0.00010317719 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.605579376 *** contribution from regularisation: 0.00208890997 *** contribution from error: -0.607668281 *** contribution from DIAG: 0.000102591715 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 305.382629 sigma out 40 active outputs RANK 2 NODE 6 --> 122.478493 sigma out 40 active outputs RANK 3 NODE 2 --> 79.9785004 sigma out 40 active outputs RANK 4 NODE 3 --> 71.6438675 sigma out 40 active outputs RANK 5 NODE 5 --> 59.8120575 sigma out 40 active outputs RANK 6 NODE 8 --> 47.439476 sigma out 40 active outputs RANK 7 NODE 16 --> 45.9949837 sigma out 40 active outputs RANK 8 NODE 4 --> 45.0843353 sigma out 40 active outputs RANK 9 NODE 11 --> 44.9660988 sigma out 40 active outputs RANK 10 NODE 10 --> 43.0619583 sigma out 40 active outputs RANK 11 NODE 20 --> 42.166729 sigma out 40 active outputs RANK 12 NODE 12 --> 38.6065216 sigma out 40 active outputs RANK 13 NODE 7 --> 37.0087395 sigma out 40 active outputs RANK 14 NODE 19 --> 35.8025589 sigma out 40 active outputs RANK 15 NODE 15 --> 35.471611 sigma out 40 active outputs RANK 16 NODE 9 --> 34.7030602 sigma out 40 active outputs RANK 17 NODE 22 --> 32.9289627 sigma out 40 active outputs RANK 18 NODE 21 --> 30.7802658 sigma out 40 active outputs RANK 19 NODE 38 --> 29.8932514 sigma out 40 active outputs RANK 20 NODE 17 --> 29.7676411 sigma out 40 active outputs RANK 21 NODE 18 --> 28.903944 sigma out 40 active outputs RANK 22 NODE 26 --> 28.6322498 sigma out 40 active outputs RANK 23 NODE 25 --> 27.4489994 sigma out 40 active outputs RANK 24 NODE 30 --> 27.0841541 sigma out 40 active outputs RANK 25 NODE 24 --> 25.0746937 sigma out 40 active outputs RANK 26 NODE 13 --> 24.2556553 sigma out 40 active outputs RANK 27 NODE 28 --> 22.7715569 sigma out 40 active outputs RANK 28 NODE 31 --> 22.4992332 sigma out 40 active outputs RANK 29 NODE 14 --> 21.9826088 sigma out 40 active outputs RANK 30 NODE 36 --> 21.8050194 sigma out 40 active outputs RANK 31 NODE 23 --> 21.5063553 sigma out 40 active outputs RANK 32 NODE 34 --> 21.4753723 sigma out 40 active outputs RANK 33 NODE 35 --> 18.7496395 sigma out 40 active outputs RANK 34 NODE 32 --> 17.0389767 sigma out 40 active outputs RANK 35 NODE 29 --> 17.0236511 sigma out 40 active outputs RANK 36 NODE 27 --> 15.5134745 sigma out 40 active outputs RANK 37 NODE 33 --> 15.1453762 sigma out 40 active outputs RANK 38 NODE 37 --> 11.0923796 sigma out 40 active outputs RANK 39 NODE 39 --> 10.074873 sigma out 40 active outputs RANK 40 NODE 40 --> 5.418437 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 199.731644 sigma in 40act. ( 111.15329 sig out 1act.) RANK 2 NODE 13 --> 177.16394 sigma in 40act. ( 199.518036 sig out 1act.) RANK 3 NODE 27 --> 131.755249 sigma in 40act. ( 79.3973389 sig out 1act.) RANK 4 NODE 21 --> 105.736229 sigma in 40act. ( 73.6186371 sig out 1act.) RANK 5 NODE 12 --> 88.616951 sigma in 40act. ( 62.1826286 sig out 1act.) RANK 6 NODE 37 --> 70.7338181 sigma in 40act. ( 46.9575272 sig out 1act.) RANK 7 NODE 14 --> 66.1363373 sigma in 40act. ( 46.7645035 sig out 1act.) RANK 8 NODE 11 --> 63.5646858 sigma in 40act. ( 65.9008255 sig out 1act.) RANK 9 NODE 30 --> 55.6436882 sigma in 40act. ( 48.5699081 sig out 1act.) RANK 10 NODE 33 --> 53.7668991 sigma in 40act. ( 40.8207169 sig out 1act.) RANK 11 NODE 1 --> 53.3140221 sigma in 40act. ( 41.60355 sig out 1act.) RANK 12 NODE 17 --> 51.7818375 sigma in 40act. ( 55.8554497 sig out 1act.) RANK 13 NODE 34 --> 46.5130119 sigma in 40act. ( 31.2888737 sig out 1act.) RANK 14 NODE 23 --> 41.4435654 sigma in 40act. ( 41.6241608 sig out 1act.) RANK 15 NODE 26 --> 41.3565903 sigma in 40act. ( 32.2891197 sig out 1act.) RANK 16 NODE 7 --> 39.1440353 sigma in 40act. ( 32.9173241 sig out 1act.) RANK 17 NODE 9 --> 38.8269958 sigma in 40act. ( 43.4860535 sig out 1act.) RANK 18 NODE 28 --> 37.29282 sigma in 40act. ( 37.0504303 sig out 1act.) RANK 19 NODE 5 --> 35.1372566 sigma in 40act. ( 31.983448 sig out 1act.) RANK 20 NODE 4 --> 34.4507828 sigma in 40act. ( 27.5772705 sig out 1act.) RANK 21 NODE 38 --> 34.3674088 sigma in 40act. ( 28.9139328 sig out 1act.) RANK 22 NODE 2 --> 33.9011116 sigma in 40act. ( 26.3964291 sig out 1act.) RANK 23 NODE 35 --> 32.8431473 sigma in 40act. ( 28.8768997 sig out 1act.) RANK 24 NODE 24 --> 31.4910564 sigma in 40act. ( 23.3238564 sig out 1act.) RANK 25 NODE 8 --> 31.2163162 sigma in 40act. ( 33.1014786 sig out 1act.) RANK 26 NODE 40 --> 30.8056774 sigma in 40act. ( 24.5128021 sig out 1act.) RANK 27 NODE 25 --> 28.4332008 sigma in 40act. ( 24.1603889 sig out 1act.) RANK 28 NODE 6 --> 26.031599 sigma in 40act. ( 15.7303829 sig out 1act.) RANK 29 NODE 3 --> 18.1797943 sigma in 40act. ( 14.8366537 sig out 1act.) RANK 30 NODE 20 --> 18.0629387 sigma in 40act. ( 11.7952442 sig out 1act.) RANK 31 NODE 15 --> 17.7166576 sigma in 40act. ( 15.0633755 sig out 1act.) RANK 32 NODE 10 --> 17.1214905 sigma in 40act. ( 12.2628527 sig out 1act.) RANK 33 NODE 32 --> 13.69977 sigma in 40act. ( 9.10078144 sig out 1act.) RANK 34 NODE 22 --> 12.1066942 sigma in 40act. ( 6.65733385 sig out 1act.) RANK 35 NODE 19 --> 9.48556328 sigma in 40act. ( 8.85889626 sig out 1act.) RANK 36 NODE 18 --> 7.97673988 sigma in 40act. ( 8.58104229 sig out 1act.) RANK 37 NODE 16 --> 7.77099609 sigma in 40act. ( 3.65676022 sig out 1act.) RANK 38 NODE 36 --> 5.71170902 sigma in 40act. ( 1.89526677 sig out 1act.) RANK 39 NODE 39 --> 5.69011354 sigma in 40act. ( 2.52103662 sig out 1act.) RANK 40 NODE 31 --> 5.06954336 sigma in 40act. ( 1.03543317 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 199.518036 sigma out 1act.( 177.16394 sig in 40act.) RANK 2 NODE 29 --> 111.15329 sigma out 1act.( 199.731644 sig in 40act.) RANK 3 NODE 27 --> 79.3973389 sigma out 1act.( 131.755249 sig in 40act.) RANK 4 NODE 21 --> 73.6186371 sigma out 1act.( 105.736229 sig in 40act.) RANK 5 NODE 11 --> 65.9008255 sigma out 1act.( 63.5646858 sig in 40act.) RANK 6 NODE 12 --> 62.1826286 sigma out 1act.( 88.616951 sig in 40act.) RANK 7 NODE 17 --> 55.8554497 sigma out 1act.( 51.7818375 sig in 40act.) RANK 8 NODE 30 --> 48.5699081 sigma out 1act.( 55.6436882 sig in 40act.) RANK 9 NODE 37 --> 46.9575272 sigma out 1act.( 70.7338181 sig in 40act.) RANK 10 NODE 14 --> 46.7645035 sigma out 1act.( 66.1363373 sig in 40act.) RANK 11 NODE 9 --> 43.4860535 sigma out 1act.( 38.8269958 sig in 40act.) RANK 12 NODE 23 --> 41.6241608 sigma out 1act.( 41.4435654 sig in 40act.) RANK 13 NODE 1 --> 41.60355 sigma out 1act.( 53.3140221 sig in 40act.) RANK 14 NODE 33 --> 40.8207169 sigma out 1act.( 53.7668991 sig in 40act.) RANK 15 NODE 28 --> 37.0504303 sigma out 1act.( 37.29282 sig in 40act.) RANK 16 NODE 8 --> 33.1014786 sigma out 1act.( 31.2163162 sig in 40act.) RANK 17 NODE 7 --> 32.9173241 sigma out 1act.( 39.1440353 sig in 40act.) RANK 18 NODE 26 --> 32.2891197 sigma out 1act.( 41.3565903 sig in 40act.) RANK 19 NODE 5 --> 31.983448 sigma out 1act.( 35.1372566 sig in 40act.) RANK 20 NODE 34 --> 31.2888737 sigma out 1act.( 46.5130119 sig in 40act.) RANK 21 NODE 38 --> 28.9139328 sigma out 1act.( 34.3674088 sig in 40act.) RANK 22 NODE 35 --> 28.8768997 sigma out 1act.( 32.8431473 sig in 40act.) RANK 23 NODE 4 --> 27.5772705 sigma out 1act.( 34.4507828 sig in 40act.) RANK 24 NODE 2 --> 26.3964291 sigma out 1act.( 33.9011116 sig in 40act.) RANK 25 NODE 40 --> 24.5128021 sigma out 1act.( 30.8056774 sig in 40act.) RANK 26 NODE 25 --> 24.1603889 sigma out 1act.( 28.4332008 sig in 40act.) RANK 27 NODE 24 --> 23.3238564 sigma out 1act.( 31.4910564 sig in 40act.) RANK 28 NODE 6 --> 15.7303829 sigma out 1act.( 26.031599 sig in 40act.) RANK 29 NODE 15 --> 15.0633755 sigma out 1act.( 17.7166576 sig in 40act.) RANK 30 NODE 3 --> 14.8366537 sigma out 1act.( 18.1797943 sig in 40act.) RANK 31 NODE 10 --> 12.2628527 sigma out 1act.( 17.1214905 sig in 40act.) RANK 32 NODE 20 --> 11.7952442 sigma out 1act.( 18.0629387 sig in 40act.) RANK 33 NODE 32 --> 9.10078144 sigma out 1act.( 13.69977 sig in 40act.) RANK 34 NODE 19 --> 8.85889626 sigma out 1act.( 9.48556328 sig in 40act.) RANK 35 NODE 18 --> 8.58104229 sigma out 1act.( 7.97673988 sig in 40act.) RANK 36 NODE 22 --> 6.65733385 sigma out 1act.( 12.1066942 sig in 40act.) RANK 37 NODE 16 --> 3.65676022 sigma out 1act.( 7.77099609 sig in 40act.) RANK 38 NODE 39 --> 2.52103662 sigma out 1act.( 5.69011354 sig in 40act.) RANK 39 NODE 36 --> 1.89526677 sigma out 1act.( 5.71170902 sig in 40act.) RANK 40 NODE 31 --> 1.03543317 sigma out 1act.( 5.06954336 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 318.947083 sigma in 40 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.605618179 *** contribution from regularisation: 0.00208820798 *** contribution from error: -0.607706368 *** contribution from DIAG: 0.000101402104 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.605656028 *** contribution from regularisation: 0.00208635652 *** contribution from error: -0.607742369 *** contribution from DIAG: 0.000100607693 *********************************************** --------------------------------------------------- Iteration : 32 kill weight from layer 1 knot 12 to knot 34 *********************************************** *** Learn Path 32 *** loss function: -0.60568893 *** contribution from regularisation: 0.00208804337 *** contribution from error: -0.607776999 *** contribution from DIAG: 0.000100344929 *********************************************** --------------------------------------------------- Iteration : 33 kill weight from layer 1 knot 28 to knot 34 *********************************************** *** Learn Path 33 *** loss function: -0.60572648 *** contribution from regularisation: 0.00208353717 *** contribution from error: -0.60781002 *** contribution from DIAG: 0.00010043996 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.605758786 *** contribution from regularisation: 0.00208334788 *** contribution from error: -0.607842147 *** contribution from DIAG: 0.000100674311 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.605788648 *** contribution from regularisation: 0.00208409457 *** contribution from error: -0.607872725 *** contribution from DIAG: 0.000100090409 *********************************************** --------------------------------------------------- Iteration : 36 kill weight from layer 1 knot 32 to knot 19 *********************************************** *** Learn Path 36 *** loss function: -0.605817318 *** contribution from regularisation: 0.0020843083 *** contribution from error: -0.607901633 *** contribution from DIAG: 9.9897974E-05 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.605850458 *** contribution from regularisation: 0.00207915925 *** contribution from error: -0.607929647 *** contribution from DIAG: 9.85846054E-05 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.605873466 *** contribution from regularisation: 0.00208264403 *** contribution from error: -0.607956111 *** contribution from DIAG: 9.84131038E-05 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.605895519 *** contribution from regularisation: 0.00208649924 *** contribution from error: -0.607982039 *** contribution from DIAG: 9.81985722E-05 *********************************************** --------------------------------------------------- Iteration : 40 kill weight from layer 1 knot 37 to knot 22 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 303.065521 sigma out 40 active outputs RANK 2 NODE 6 --> 121.31543 sigma out 40 active outputs RANK 3 NODE 2 --> 79.357338 sigma out 40 active outputs RANK 4 NODE 3 --> 71.4791565 sigma out 40 active outputs RANK 5 NODE 5 --> 62.2988243 sigma out 40 active outputs RANK 6 NODE 8 --> 47.8685188 sigma out 40 active outputs RANK 7 NODE 16 --> 45.8204041 sigma out 40 active outputs RANK 8 NODE 11 --> 45.2058334 sigma out 40 active outputs RANK 9 NODE 4 --> 45.1499901 sigma out 40 active outputs RANK 10 NODE 10 --> 42.7227592 sigma out 40 active outputs RANK 11 NODE 20 --> 41.6629715 sigma out 40 active outputs RANK 12 NODE 12 --> 38.0164032 sigma out 39 active outputs RANK 13 NODE 7 --> 37.3716927 sigma out 40 active outputs RANK 14 NODE 15 --> 36.4239998 sigma out 40 active outputs RANK 15 NODE 19 --> 35.679966 sigma out 40 active outputs RANK 16 NODE 9 --> 34.5769119 sigma out 40 active outputs RANK 17 NODE 22 --> 32.3001633 sigma out 40 active outputs RANK 18 NODE 21 --> 30.6992531 sigma out 40 active outputs RANK 19 NODE 38 --> 29.9120903 sigma out 40 active outputs RANK 20 NODE 17 --> 29.3165512 sigma out 40 active outputs RANK 21 NODE 18 --> 28.7035427 sigma out 40 active outputs RANK 22 NODE 26 --> 28.2084141 sigma out 40 active outputs RANK 23 NODE 25 --> 27.2388172 sigma out 40 active outputs RANK 24 NODE 30 --> 26.7681484 sigma out 40 active outputs RANK 25 NODE 24 --> 24.7692184 sigma out 40 active outputs RANK 26 NODE 13 --> 24.3352699 sigma out 40 active outputs RANK 27 NODE 28 --> 22.4921074 sigma out 39 active outputs RANK 28 NODE 31 --> 22.208149 sigma out 40 active outputs RANK 29 NODE 14 --> 21.8932858 sigma out 40 active outputs RANK 30 NODE 36 --> 21.7295132 sigma out 40 active outputs RANK 31 NODE 23 --> 21.1801434 sigma out 40 active outputs RANK 32 NODE 34 --> 21.1749725 sigma out 40 active outputs RANK 33 NODE 35 --> 18.6440716 sigma out 40 active outputs RANK 34 NODE 32 --> 17.2357121 sigma out 39 active outputs RANK 35 NODE 29 --> 16.8209095 sigma out 40 active outputs RANK 36 NODE 27 --> 15.2077847 sigma out 40 active outputs RANK 37 NODE 33 --> 15.0493622 sigma out 40 active outputs RANK 38 NODE 37 --> 10.8899336 sigma out 39 active outputs RANK 39 NODE 39 --> 9.76999664 sigma out 40 active outputs RANK 40 NODE 40 --> 5.20757723 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 198.130112 sigma in 40act. ( 111.164093 sig out 1act.) RANK 2 NODE 13 --> 175.729477 sigma in 40act. ( 198.585785 sig out 1act.) RANK 3 NODE 27 --> 130.495697 sigma in 40act. ( 79.1301422 sig out 1act.) RANK 4 NODE 21 --> 104.797173 sigma in 40act. ( 73.4394073 sig out 1act.) RANK 5 NODE 12 --> 87.9500885 sigma in 40act. ( 61.2620926 sig out 1act.) RANK 6 NODE 37 --> 70.0944214 sigma in 40act. ( 46.7717247 sig out 1act.) RANK 7 NODE 14 --> 65.7255173 sigma in 40act. ( 46.5763245 sig out 1act.) RANK 8 NODE 11 --> 63.5159988 sigma in 40act. ( 66.3342438 sig out 1act.) RANK 9 NODE 30 --> 56.3064003 sigma in 40act. ( 50.0175591 sig out 1act.) RANK 10 NODE 33 --> 53.4853134 sigma in 40act. ( 41.1697693 sig out 1act.) RANK 11 NODE 1 --> 52.9140015 sigma in 40act. ( 41.5075798 sig out 1act.) RANK 12 NODE 17 --> 51.3952942 sigma in 40act. ( 55.9398766 sig out 1act.) RANK 13 NODE 34 --> 46.2338562 sigma in 38act. ( 31.1920357 sig out 1act.) RANK 14 NODE 26 --> 41.2712021 sigma in 40act. ( 32.3027382 sig out 1act.) RANK 15 NODE 23 --> 41.2487526 sigma in 40act. ( 41.932663 sig out 1act.) RANK 16 NODE 9 --> 40.6120682 sigma in 40act. ( 45.6272163 sig out 1act.) RANK 17 NODE 7 --> 38.7749443 sigma in 40act. ( 33.0441246 sig out 1act.) RANK 18 NODE 28 --> 36.9321022 sigma in 40act. ( 37.2494164 sig out 1act.) RANK 19 NODE 35 --> 35.4197464 sigma in 40act. ( 31.619669 sig out 1act.) RANK 20 NODE 5 --> 35.1203499 sigma in 40act. ( 32.1099205 sig out 1act.) RANK 21 NODE 4 --> 34.2138634 sigma in 40act. ( 27.7658005 sig out 1act.) RANK 22 NODE 38 --> 34.2103424 sigma in 40act. ( 29.2002487 sig out 1act.) RANK 23 NODE 2 --> 33.7509117 sigma in 40act. ( 26.366724 sig out 1act.) RANK 24 NODE 8 --> 33.3703346 sigma in 40act. ( 35.2632103 sig out 1act.) RANK 25 NODE 24 --> 31.3732433 sigma in 40act. ( 23.3777618 sig out 1act.) RANK 26 NODE 40 --> 30.4869194 sigma in 40act. ( 24.047617 sig out 1act.) RANK 27 NODE 25 --> 28.3505745 sigma in 40act. ( 24.4889717 sig out 1act.) RANK 28 NODE 6 --> 25.9326 sigma in 40act. ( 15.7643509 sig out 1act.) RANK 29 NODE 3 --> 18.4544239 sigma in 40act. ( 15.3567715 sig out 1act.) RANK 30 NODE 20 --> 17.8947239 sigma in 40act. ( 11.6235991 sig out 1act.) RANK 31 NODE 15 --> 17.5302963 sigma in 40act. ( 14.9674749 sig out 1act.) RANK 32 NODE 10 --> 16.7371254 sigma in 40act. ( 12.0573025 sig out 1act.) RANK 33 NODE 32 --> 13.5956135 sigma in 40act. ( 9.06392193 sig out 1act.) RANK 34 NODE 22 --> 11.9073601 sigma in 39act. ( 6.68836403 sig out 1act.) RANK 35 NODE 19 --> 9.46626568 sigma in 39act. ( 9.14877033 sig out 1act.) RANK 36 NODE 18 --> 8.01685143 sigma in 40act. ( 8.90435982 sig out 1act.) RANK 37 NODE 16 --> 7.52533674 sigma in 40act. ( 3.77551556 sig out 1act.) RANK 38 NODE 39 --> 5.5360055 sigma in 40act. ( 2.69958591 sig out 1act.) RANK 39 NODE 36 --> 5.47619009 sigma in 40act. ( 1.96588421 sig out 1act.) RANK 40 NODE 31 --> 4.84762812 sigma in 40act. ( 1.14124751 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 198.585785 sigma out 1act.( 175.729477 sig in 40act.) RANK 2 NODE 29 --> 111.164093 sigma out 1act.( 198.130112 sig in 40act.) RANK 3 NODE 27 --> 79.1301422 sigma out 1act.( 130.495697 sig in 40act.) RANK 4 NODE 21 --> 73.4394073 sigma out 1act.( 104.797173 sig in 40act.) RANK 5 NODE 11 --> 66.3342438 sigma out 1act.( 63.5159988 sig in 40act.) RANK 6 NODE 12 --> 61.2620926 sigma out 1act.( 87.9500885 sig in 40act.) RANK 7 NODE 17 --> 55.9398766 sigma out 1act.( 51.3952942 sig in 40act.) RANK 8 NODE 30 --> 50.0175591 sigma out 1act.( 56.3064003 sig in 40act.) RANK 9 NODE 37 --> 46.7717247 sigma out 1act.( 70.0944214 sig in 40act.) RANK 10 NODE 14 --> 46.5763245 sigma out 1act.( 65.7255173 sig in 40act.) RANK 11 NODE 9 --> 45.6272163 sigma out 1act.( 40.6120682 sig in 40act.) RANK 12 NODE 23 --> 41.932663 sigma out 1act.( 41.2487526 sig in 40act.) RANK 13 NODE 1 --> 41.5075798 sigma out 1act.( 52.9140015 sig in 40act.) RANK 14 NODE 33 --> 41.1697693 sigma out 1act.( 53.4853134 sig in 40act.) RANK 15 NODE 28 --> 37.2494164 sigma out 1act.( 36.9321022 sig in 40act.) RANK 16 NODE 8 --> 35.2632103 sigma out 1act.( 33.3703346 sig in 40act.) RANK 17 NODE 7 --> 33.0441246 sigma out 1act.( 38.7749443 sig in 40act.) RANK 18 NODE 26 --> 32.3027382 sigma out 1act.( 41.2712021 sig in 40act.) RANK 19 NODE 5 --> 32.1099205 sigma out 1act.( 35.1203499 sig in 40act.) RANK 20 NODE 35 --> 31.619669 sigma out 1act.( 35.4197464 sig in 40act.) RANK 21 NODE 34 --> 31.1920357 sigma out 1act.( 46.2338562 sig in 38act.) RANK 22 NODE 38 --> 29.2002487 sigma out 1act.( 34.2103424 sig in 40act.) RANK 23 NODE 4 --> 27.7658005 sigma out 1act.( 34.2138634 sig in 40act.) RANK 24 NODE 2 --> 26.366724 sigma out 1act.( 33.7509117 sig in 40act.) RANK 25 NODE 25 --> 24.4889717 sigma out 1act.( 28.3505745 sig in 40act.) RANK 26 NODE 40 --> 24.047617 sigma out 1act.( 30.4869194 sig in 40act.) RANK 27 NODE 24 --> 23.3777618 sigma out 1act.( 31.3732433 sig in 40act.) RANK 28 NODE 6 --> 15.7643509 sigma out 1act.( 25.9326 sig in 40act.) RANK 29 NODE 3 --> 15.3567715 sigma out 1act.( 18.4544239 sig in 40act.) RANK 30 NODE 15 --> 14.9674749 sigma out 1act.( 17.5302963 sig in 40act.) RANK 31 NODE 10 --> 12.0573025 sigma out 1act.( 16.7371254 sig in 40act.) RANK 32 NODE 20 --> 11.6235991 sigma out 1act.( 17.8947239 sig in 40act.) RANK 33 NODE 19 --> 9.14877033 sigma out 1act.( 9.46626568 sig in 39act.) RANK 34 NODE 32 --> 9.06392193 sigma out 1act.( 13.5956135 sig in 40act.) RANK 35 NODE 18 --> 8.90435982 sigma out 1act.( 8.01685143 sig in 40act.) RANK 36 NODE 22 --> 6.68836403 sigma out 1act.( 11.9073601 sig in 39act.) RANK 37 NODE 16 --> 3.77551556 sigma out 1act.( 7.52533674 sig in 40act.) RANK 38 NODE 39 --> 2.69958591 sigma out 1act.( 5.5360055 sig in 40act.) RANK 39 NODE 36 --> 1.96588421 sigma out 1act.( 5.47619009 sig in 40act.) RANK 40 NODE 31 --> 1.14124751 sigma out 1act.( 4.84762812 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 319.322632 sigma in 40 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.605922639 *** contribution from regularisation: 0.00208471529 *** contribution from error: -0.608007371 *** contribution from DIAG: 9.70558831E-05 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.605948985 *** contribution from regularisation: 0.00208301004 *** contribution from error: -0.608031988 *** contribution from DIAG: 9.74441064E-05 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.605970085 *** contribution from regularisation: 0.00208610855 *** contribution from error: -0.608056188 *** contribution from DIAG: 9.75078365E-05 *********************************************** --------------------------------------------------- Iteration : 43 kill weight from layer 1 knot 33 to knot 39 *********************************************** *** Learn Path 43 *** loss function: -0.605996847 *** contribution from regularisation: 0.00208272482 *** contribution from error: -0.608079553 *** contribution from DIAG: 9.72904891E-05 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.606011569 *** contribution from regularisation: 0.00209038006 *** contribution from error: -0.608101964 *** contribution from DIAG: 9.71054396E-05 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.606047213 *** contribution from regularisation: 0.00207700511 *** contribution from error: -0.608124197 *** contribution from DIAG: 9.66762964E-05 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.6060583 *** contribution from regularisation: 0.00208688877 *** contribution from error: -0.608145177 *** contribution from DIAG: 9.60089164E-05 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.606081188 *** contribution from regularisation: 0.00208381331 *** contribution from error: -0.608165026 *** contribution from DIAG: 9.60001053E-05 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.606105924 *** contribution from regularisation: 0.00207896857 *** contribution from error: -0.608184874 *** contribution from DIAG: 9.62980193E-05 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.606120467 *** contribution from regularisation: 0.00208385405 *** contribution from error: -0.608204305 *** contribution from DIAG: 9.59455938E-05 *********************************************** --------------------------------------------------- Iteration : 50 kill weight from layer 1 knot 29 to knot 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 302.237366 sigma out 40 active outputs RANK 2 NODE 6 --> 121.346283 sigma out 40 active outputs RANK 3 NODE 2 --> 79.6068802 sigma out 40 active outputs RANK 4 NODE 3 --> 71.3734055 sigma out 40 active outputs RANK 5 NODE 5 --> 63.849617 sigma out 40 active outputs RANK 6 NODE 8 --> 47.6285667 sigma out 40 active outputs RANK 7 NODE 11 --> 45.7495155 sigma out 40 active outputs RANK 8 NODE 16 --> 45.628315 sigma out 40 active outputs RANK 9 NODE 4 --> 44.4717789 sigma out 40 active outputs RANK 10 NODE 10 --> 42.6642342 sigma out 40 active outputs RANK 11 NODE 20 --> 41.5777779 sigma out 40 active outputs RANK 12 NODE 12 --> 37.9467087 sigma out 39 active outputs RANK 13 NODE 7 --> 37.8479424 sigma out 40 active outputs RANK 14 NODE 15 --> 36.7151527 sigma out 40 active outputs RANK 15 NODE 19 --> 35.7248344 sigma out 40 active outputs RANK 16 NODE 9 --> 34.3372841 sigma out 40 active outputs RANK 17 NODE 22 --> 32.357132 sigma out 40 active outputs RANK 18 NODE 21 --> 30.3357029 sigma out 40 active outputs RANK 19 NODE 38 --> 29.8103695 sigma out 40 active outputs RANK 20 NODE 17 --> 28.9785404 sigma out 40 active outputs RANK 21 NODE 18 --> 28.3755283 sigma out 40 active outputs RANK 22 NODE 26 --> 28.125658 sigma out 40 active outputs RANK 23 NODE 25 --> 27.0969334 sigma out 40 active outputs RANK 24 NODE 30 --> 26.8436584 sigma out 40 active outputs RANK 25 NODE 24 --> 24.4936638 sigma out 40 active outputs RANK 26 NODE 13 --> 24.1125183 sigma out 40 active outputs RANK 27 NODE 28 --> 22.5632133 sigma out 39 active outputs RANK 28 NODE 31 --> 22.3247814 sigma out 40 active outputs RANK 29 NODE 14 --> 21.7811813 sigma out 40 active outputs RANK 30 NODE 36 --> 21.6207905 sigma out 40 active outputs RANK 31 NODE 34 --> 21.1072636 sigma out 40 active outputs RANK 32 NODE 23 --> 20.8666897 sigma out 40 active outputs RANK 33 NODE 35 --> 18.4218254 sigma out 40 active outputs RANK 34 NODE 32 --> 16.2874622 sigma out 39 active outputs RANK 35 NODE 29 --> 15.986908 sigma out 39 active outputs RANK 36 NODE 27 --> 15.0210981 sigma out 40 active outputs RANK 37 NODE 33 --> 14.8811731 sigma out 39 active outputs RANK 38 NODE 37 --> 10.8400908 sigma out 39 active outputs RANK 39 NODE 39 --> 9.67180824 sigma out 40 active outputs RANK 40 NODE 40 --> 5.1311326 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 197.379166 sigma in 40act. ( 111.612442 sig out 1act.) RANK 2 NODE 13 --> 175.308441 sigma in 40act. ( 198.024994 sig out 1act.) RANK 3 NODE 27 --> 129.944336 sigma in 40act. ( 78.5613251 sig out 1act.) RANK 4 NODE 21 --> 104.449348 sigma in 40act. ( 73.1778946 sig out 1act.) RANK 5 NODE 12 --> 87.5791931 sigma in 40act. ( 60.801918 sig out 1act.) RANK 6 NODE 37 --> 70.0117111 sigma in 40act. ( 46.4188881 sig out 1act.) RANK 7 NODE 14 --> 65.4641953 sigma in 40act. ( 46.3965492 sig out 1act.) RANK 8 NODE 11 --> 63.3599358 sigma in 40act. ( 67.1946945 sig out 1act.) RANK 9 NODE 30 --> 56.9177055 sigma in 40act. ( 51.042263 sig out 1act.) RANK 10 NODE 33 --> 53.4867935 sigma in 40act. ( 41.1021233 sig out 1act.) RANK 11 NODE 1 --> 52.9221077 sigma in 39act. ( 41.0569382 sig out 1act.) RANK 12 NODE 17 --> 51.3519897 sigma in 40act. ( 55.9934998 sig out 1act.) RANK 13 NODE 34 --> 45.9948997 sigma in 38act. ( 31.5099316 sig out 1act.) RANK 14 NODE 9 --> 41.8597107 sigma in 40act. ( 47.4606705 sig out 1act.) RANK 15 NODE 26 --> 41.2412529 sigma in 40act. ( 32.2641258 sig out 1act.) RANK 16 NODE 23 --> 41.0882454 sigma in 40act. ( 41.9233551 sig out 1act.) RANK 17 NODE 7 --> 38.7046165 sigma in 40act. ( 32.9409218 sig out 1act.) RANK 18 NODE 35 --> 37.3017426 sigma in 40act. ( 33.4775314 sig out 1act.) RANK 19 NODE 28 --> 36.8718109 sigma in 40act. ( 37.1508865 sig out 1act.) RANK 20 NODE 5 --> 35.1833725 sigma in 40act. ( 32.5215073 sig out 1act.) RANK 21 NODE 8 --> 34.6560173 sigma in 40act. ( 37.1395111 sig out 1act.) RANK 22 NODE 4 --> 34.2352028 sigma in 40act. ( 27.7199116 sig out 1act.) RANK 23 NODE 38 --> 34.1265335 sigma in 40act. ( 29.1557178 sig out 1act.) RANK 24 NODE 2 --> 33.5122185 sigma in 40act. ( 26.3832283 sig out 1act.) RANK 25 NODE 24 --> 31.3161201 sigma in 40act. ( 23.594944 sig out 1act.) RANK 26 NODE 40 --> 30.4041901 sigma in 40act. ( 23.7359791 sig out 1act.) RANK 27 NODE 25 --> 28.2929478 sigma in 40act. ( 24.7404156 sig out 1act.) RANK 28 NODE 6 --> 25.951416 sigma in 40act. ( 15.9107637 sig out 1act.) RANK 29 NODE 3 --> 18.7113361 sigma in 40act. ( 15.7358065 sig out 1act.) RANK 30 NODE 20 --> 17.7208996 sigma in 40act. ( 11.5356474 sig out 1act.) RANK 31 NODE 15 --> 17.3962212 sigma in 40act. ( 14.8336439 sig out 1act.) RANK 32 NODE 10 --> 16.5184212 sigma in 40act. ( 11.8485708 sig out 1act.) RANK 33 NODE 32 --> 13.4849415 sigma in 40act. ( 9.0895319 sig out 1act.) RANK 34 NODE 22 --> 11.8054237 sigma in 39act. ( 6.66687536 sig out 1act.) RANK 35 NODE 19 --> 9.43789768 sigma in 39act. ( 9.34714985 sig out 1act.) RANK 36 NODE 18 --> 8.04903698 sigma in 40act. ( 9.21517372 sig out 1act.) RANK 37 NODE 16 --> 7.36420918 sigma in 40act. ( 3.87662148 sig out 1act.) RANK 38 NODE 39 --> 5.44834423 sigma in 39act. ( 2.82634974 sig out 1act.) RANK 39 NODE 36 --> 5.31401825 sigma in 40act. ( 2.04752374 sig out 1act.) RANK 40 NODE 31 --> 4.71101141 sigma in 40act. ( 1.22151566 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 198.024994 sigma out 1act.( 175.308441 sig in 40act.) RANK 2 NODE 29 --> 111.612442 sigma out 1act.( 197.379166 sig in 40act.) RANK 3 NODE 27 --> 78.5613251 sigma out 1act.( 129.944336 sig in 40act.) RANK 4 NODE 21 --> 73.1778946 sigma out 1act.( 104.449348 sig in 40act.) RANK 5 NODE 11 --> 67.1946945 sigma out 1act.( 63.3599358 sig in 40act.) RANK 6 NODE 12 --> 60.801918 sigma out 1act.( 87.5791931 sig in 40act.) RANK 7 NODE 17 --> 55.9934998 sigma out 1act.( 51.3519897 sig in 40act.) RANK 8 NODE 30 --> 51.042263 sigma out 1act.( 56.9177055 sig in 40act.) RANK 9 NODE 9 --> 47.4606705 sigma out 1act.( 41.8597107 sig in 40act.) RANK 10 NODE 37 --> 46.4188881 sigma out 1act.( 70.0117111 sig in 40act.) RANK 11 NODE 14 --> 46.3965492 sigma out 1act.( 65.4641953 sig in 40act.) RANK 12 NODE 23 --> 41.9233551 sigma out 1act.( 41.0882454 sig in 40act.) RANK 13 NODE 33 --> 41.1021233 sigma out 1act.( 53.4867935 sig in 40act.) RANK 14 NODE 1 --> 41.0569382 sigma out 1act.( 52.9221077 sig in 39act.) RANK 15 NODE 28 --> 37.1508865 sigma out 1act.( 36.8718109 sig in 40act.) RANK 16 NODE 8 --> 37.1395111 sigma out 1act.( 34.6560173 sig in 40act.) RANK 17 NODE 35 --> 33.4775314 sigma out 1act.( 37.3017426 sig in 40act.) RANK 18 NODE 7 --> 32.9409218 sigma out 1act.( 38.7046165 sig in 40act.) RANK 19 NODE 5 --> 32.5215073 sigma out 1act.( 35.1833725 sig in 40act.) RANK 20 NODE 26 --> 32.2641258 sigma out 1act.( 41.2412529 sig in 40act.) RANK 21 NODE 34 --> 31.5099316 sigma out 1act.( 45.9948997 sig in 38act.) RANK 22 NODE 38 --> 29.1557178 sigma out 1act.( 34.1265335 sig in 40act.) RANK 23 NODE 4 --> 27.7199116 sigma out 1act.( 34.2352028 sig in 40act.) RANK 24 NODE 2 --> 26.3832283 sigma out 1act.( 33.5122185 sig in 40act.) RANK 25 NODE 25 --> 24.7404156 sigma out 1act.( 28.2929478 sig in 40act.) RANK 26 NODE 40 --> 23.7359791 sigma out 1act.( 30.4041901 sig in 40act.) RANK 27 NODE 24 --> 23.594944 sigma out 1act.( 31.3161201 sig in 40act.) RANK 28 NODE 6 --> 15.9107637 sigma out 1act.( 25.951416 sig in 40act.) RANK 29 NODE 3 --> 15.7358065 sigma out 1act.( 18.7113361 sig in 40act.) RANK 30 NODE 15 --> 14.8336439 sigma out 1act.( 17.3962212 sig in 40act.) RANK 31 NODE 10 --> 11.8485708 sigma out 1act.( 16.5184212 sig in 40act.) RANK 32 NODE 20 --> 11.5356474 sigma out 1act.( 17.7208996 sig in 40act.) RANK 33 NODE 19 --> 9.34714985 sigma out 1act.( 9.43789768 sig in 39act.) RANK 34 NODE 18 --> 9.21517372 sigma out 1act.( 8.04903698 sig in 40act.) RANK 35 NODE 32 --> 9.0895319 sigma out 1act.( 13.4849415 sig in 40act.) RANK 36 NODE 22 --> 6.66687536 sigma out 1act.( 11.8054237 sig in 39act.) RANK 37 NODE 16 --> 3.87662148 sigma out 1act.( 7.36420918 sig in 40act.) RANK 38 NODE 39 --> 2.82634974 sigma out 1act.( 5.44834423 sig in 39act.) RANK 39 NODE 36 --> 2.04752374 sigma out 1act.( 5.31401825 sig in 40act.) RANK 40 NODE 31 --> 1.22151566 sigma out 1act.( 4.71101141 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 319.795441 sigma in 40 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.606139898 *** contribution from regularisation: 0.00208331272 *** contribution from error: -0.6082232 *** contribution from DIAG: 9.61211044E-05 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.606164575 *** contribution from regularisation: 0.00207753433 *** contribution from error: -0.608242095 *** contribution from DIAG: 9.60911566E-05 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.606177151 *** contribution from regularisation: 0.00208364753 *** contribution from error: -0.60826081 *** contribution from DIAG: 9.60731631E-05 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.606197417 *** contribution from regularisation: 0.00208220864 *** contribution from error: -0.608279645 *** contribution from DIAG: 9.56533258E-05 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.60621655 *** contribution from regularisation: 0.00208148151 *** contribution from error: -0.608298004 *** contribution from DIAG: 9.55028809E-05 *********************************************** --------------------------------------------------- Iteration : 55 kill weight from layer 1 knot 28 to knot 32 *********************************************** *** Learn Path 55 *** loss function: -0.606234014 *** contribution from regularisation: 0.00208199071 *** contribution from error: -0.608316004 *** contribution from DIAG: 9.56460499E-05 *********************************************** --------------------------------------------------- Iteration : 56 kill weight from layer 1 knot 39 to knot 24 kill weight from layer 1 knot 5 to knot 39 *********************************************** *** Learn Path 56 *** loss function: -0.606257141 *** contribution from regularisation: 0.00207661907 *** contribution from error: -0.608333766 *** contribution from DIAG: 9.55830183E-05 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.606271565 *** contribution from regularisation: 0.00207988499 *** contribution from error: -0.608351469 *** contribution from DIAG: 9.54431453E-05 *********************************************** --------------------------------------------------- Iteration : 58 kill weight from layer 1 knot 39 to knot 37 *********************************************** *** Learn Path 58 *** loss function: -0.606283009 *** contribution from regularisation: 0.00208521914 *** contribution from error: -0.608368218 *** contribution from DIAG: 9.5365227E-05 *********************************************** --------------------------------------------------- Iteration : 59 kill weight from layer 1 knot 27 to knot 5 kill weight from layer 1 knot 4 to knot 9 kill weight from layer 1 knot 19 to knot 16 *********************************************** *** Learn Path 59 *** loss function: -0.606304169 *** contribution from regularisation: 0.00208060048 *** contribution from error: -0.608384788 *** contribution from DIAG: 9.55981959E-05 *********************************************** --------------------------------------------------- Iteration : 60 kill weight from layer 1 knot 39 to knot 3 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 302.948608 sigma out 40 active outputs RANK 2 NODE 6 --> 122.0867 sigma out 40 active outputs RANK 3 NODE 2 --> 80.3282394 sigma out 40 active outputs RANK 4 NODE 3 --> 71.5463562 sigma out 40 active outputs RANK 5 NODE 5 --> 65.4406433 sigma out 39 active outputs RANK 6 NODE 8 --> 47.7202721 sigma out 40 active outputs RANK 7 NODE 11 --> 46.056797 sigma out 40 active outputs RANK 8 NODE 16 --> 45.4548531 sigma out 40 active outputs RANK 9 NODE 4 --> 45.2496605 sigma out 39 active outputs RANK 10 NODE 10 --> 42.8490486 sigma out 40 active outputs RANK 11 NODE 20 --> 41.3701248 sigma out 40 active outputs RANK 12 NODE 7 --> 38.4571114 sigma out 40 active outputs RANK 13 NODE 12 --> 37.7164421 sigma out 39 active outputs RANK 14 NODE 15 --> 36.942997 sigma out 40 active outputs RANK 15 NODE 19 --> 35.6386948 sigma out 39 active outputs RANK 16 NODE 9 --> 34.7767105 sigma out 40 active outputs RANK 17 NODE 22 --> 32.592144 sigma out 40 active outputs RANK 18 NODE 21 --> 30.5730553 sigma out 40 active outputs RANK 19 NODE 38 --> 29.9558487 sigma out 40 active outputs RANK 20 NODE 17 --> 29.0040359 sigma out 40 active outputs RANK 21 NODE 18 --> 28.4003239 sigma out 40 active outputs RANK 22 NODE 26 --> 28.2304592 sigma out 40 active outputs RANK 23 NODE 25 --> 26.9945202 sigma out 40 active outputs RANK 24 NODE 30 --> 26.7052135 sigma out 40 active outputs RANK 25 NODE 13 --> 24.4807091 sigma out 40 active outputs RANK 26 NODE 24 --> 24.414093 sigma out 40 active outputs RANK 27 NODE 28 --> 22.4380322 sigma out 38 active outputs RANK 28 NODE 31 --> 22.1985264 sigma out 40 active outputs RANK 29 NODE 14 --> 21.8865719 sigma out 40 active outputs RANK 30 NODE 36 --> 21.6675453 sigma out 40 active outputs RANK 31 NODE 34 --> 20.8938732 sigma out 40 active outputs RANK 32 NODE 23 --> 20.6502934 sigma out 40 active outputs RANK 33 NODE 35 --> 18.5360241 sigma out 40 active outputs RANK 34 NODE 32 --> 16.5828056 sigma out 39 active outputs RANK 35 NODE 29 --> 16.535696 sigma out 39 active outputs RANK 36 NODE 27 --> 14.8174753 sigma out 39 active outputs RANK 37 NODE 33 --> 14.6823063 sigma out 39 active outputs RANK 38 NODE 37 --> 10.7537384 sigma out 39 active outputs RANK 39 NODE 39 --> 9.68742466 sigma out 37 active outputs RANK 40 NODE 40 --> 5.21363115 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 198.411438 sigma in 40act. ( 110.473969 sig out 1act.) RANK 2 NODE 13 --> 175.356369 sigma in 40act. ( 198.648163 sig out 1act.) RANK 3 NODE 27 --> 130.061432 sigma in 40act. ( 78.1299744 sig out 1act.) RANK 4 NODE 21 --> 104.528755 sigma in 40act. ( 73.2859421 sig out 1act.) RANK 5 NODE 12 --> 87.5576401 sigma in 40act. ( 60.8519058 sig out 1act.) RANK 6 NODE 37 --> 70.2449646 sigma in 39act. ( 45.888855 sig out 1act.) RANK 7 NODE 14 --> 65.6964035 sigma in 40act. ( 46.6258125 sig out 1act.) RANK 8 NODE 11 --> 63.6816635 sigma in 40act. ( 67.9609451 sig out 1act.) RANK 9 NODE 30 --> 57.726593 sigma in 40act. ( 52.243969 sig out 1act.) RANK 10 NODE 33 --> 53.455143 sigma in 40act. ( 41.8011589 sig out 1act.) RANK 11 NODE 1 --> 52.9092293 sigma in 39act. ( 41.410965 sig out 1act.) RANK 12 NODE 17 --> 51.6523361 sigma in 40act. ( 56.3657341 sig out 1act.) RANK 13 NODE 34 --> 46.3033371 sigma in 38act. ( 31.5890598 sig out 1act.) RANK 14 NODE 9 --> 42.8761635 sigma in 39act. ( 49.1022911 sig out 1act.) RANK 15 NODE 26 --> 41.5693855 sigma in 40act. ( 32.3226166 sig out 1act.) RANK 16 NODE 23 --> 41.2905426 sigma in 40act. ( 42.3455772 sig out 1act.) RANK 17 NODE 35 --> 39.1101646 sigma in 40act. ( 35.2764702 sig out 1act.) RANK 18 NODE 7 --> 38.7632065 sigma in 40act. ( 33.2082291 sig out 1act.) RANK 19 NODE 28 --> 37.0301476 sigma in 40act. ( 37.2971764 sig out 1act.) RANK 20 NODE 8 --> 35.9537582 sigma in 40act. ( 38.6669769 sig out 1act.) RANK 21 NODE 5 --> 35.4025269 sigma in 39act. ( 32.7345886 sig out 1act.) RANK 22 NODE 4 --> 34.3199577 sigma in 40act. ( 28.0672894 sig out 1act.) RANK 23 NODE 38 --> 34.2389641 sigma in 40act. ( 29.2675457 sig out 1act.) RANK 24 NODE 2 --> 33.6869507 sigma in 40act. ( 26.4496651 sig out 1act.) RANK 25 NODE 24 --> 31.5600986 sigma in 39act. ( 23.6246548 sig out 1act.) RANK 26 NODE 40 --> 30.29212 sigma in 40act. ( 23.901329 sig out 1act.) RANK 27 NODE 25 --> 28.4708538 sigma in 40act. ( 25.0310822 sig out 1act.) RANK 28 NODE 6 --> 26.0835934 sigma in 40act. ( 16.0778923 sig out 1act.) RANK 29 NODE 3 --> 19.0518341 sigma in 39act. ( 16.1004753 sig out 1act.) RANK 30 NODE 20 --> 17.7111149 sigma in 40act. ( 11.4333105 sig out 1act.) RANK 31 NODE 15 --> 17.3421879 sigma in 40act. ( 14.8760605 sig out 1act.) RANK 32 NODE 10 --> 16.3373432 sigma in 40act. ( 11.7981939 sig out 1act.) RANK 33 NODE 32 --> 13.452714 sigma in 39act. ( 9.14217949 sig out 1act.) RANK 34 NODE 22 --> 11.7555237 sigma in 39act. ( 6.67846966 sig out 1act.) RANK 35 NODE 19 --> 9.43941975 sigma in 39act. ( 9.59888649 sig out 1act.) RANK 36 NODE 18 --> 8.08650398 sigma in 40act. ( 9.53338242 sig out 1act.) RANK 37 NODE 16 --> 7.25528383 sigma in 39act. ( 3.99880576 sig out 1act.) RANK 38 NODE 39 --> 5.38424397 sigma in 38act. ( 2.99497509 sig out 1act.) RANK 39 NODE 36 --> 5.19921255 sigma in 40act. ( 2.12483215 sig out 1act.) RANK 40 NODE 31 --> 4.57522631 sigma in 40act. ( 1.30201948 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 198.648163 sigma out 1act.( 175.356369 sig in 40act.) RANK 2 NODE 29 --> 110.473969 sigma out 1act.( 198.411438 sig in 40act.) RANK 3 NODE 27 --> 78.1299744 sigma out 1act.( 130.061432 sig in 40act.) RANK 4 NODE 21 --> 73.2859421 sigma out 1act.( 104.528755 sig in 40act.) RANK 5 NODE 11 --> 67.9609451 sigma out 1act.( 63.6816635 sig in 40act.) RANK 6 NODE 12 --> 60.8519058 sigma out 1act.( 87.5576401 sig in 40act.) RANK 7 NODE 17 --> 56.3657341 sigma out 1act.( 51.6523361 sig in 40act.) RANK 8 NODE 30 --> 52.243969 sigma out 1act.( 57.726593 sig in 40act.) RANK 9 NODE 9 --> 49.1022911 sigma out 1act.( 42.8761635 sig in 39act.) RANK 10 NODE 14 --> 46.6258125 sigma out 1act.( 65.6964035 sig in 40act.) RANK 11 NODE 37 --> 45.888855 sigma out 1act.( 70.2449646 sig in 39act.) RANK 12 NODE 23 --> 42.3455772 sigma out 1act.( 41.2905426 sig in 40act.) RANK 13 NODE 33 --> 41.8011589 sigma out 1act.( 53.455143 sig in 40act.) RANK 14 NODE 1 --> 41.410965 sigma out 1act.( 52.9092293 sig in 39act.) RANK 15 NODE 8 --> 38.6669769 sigma out 1act.( 35.9537582 sig in 40act.) RANK 16 NODE 28 --> 37.2971764 sigma out 1act.( 37.0301476 sig in 40act.) RANK 17 NODE 35 --> 35.2764702 sigma out 1act.( 39.1101646 sig in 40act.) RANK 18 NODE 7 --> 33.2082291 sigma out 1act.( 38.7632065 sig in 40act.) RANK 19 NODE 5 --> 32.7345886 sigma out 1act.( 35.4025269 sig in 39act.) RANK 20 NODE 26 --> 32.3226166 sigma out 1act.( 41.5693855 sig in 40act.) RANK 21 NODE 34 --> 31.5890598 sigma out 1act.( 46.3033371 sig in 38act.) RANK 22 NODE 38 --> 29.2675457 sigma out 1act.( 34.2389641 sig in 40act.) RANK 23 NODE 4 --> 28.0672894 sigma out 1act.( 34.3199577 sig in 40act.) RANK 24 NODE 2 --> 26.4496651 sigma out 1act.( 33.6869507 sig in 40act.) RANK 25 NODE 25 --> 25.0310822 sigma out 1act.( 28.4708538 sig in 40act.) RANK 26 NODE 40 --> 23.901329 sigma out 1act.( 30.29212 sig in 40act.) RANK 27 NODE 24 --> 23.6246548 sigma out 1act.( 31.5600986 sig in 39act.) RANK 28 NODE 3 --> 16.1004753 sigma out 1act.( 19.0518341 sig in 39act.) RANK 29 NODE 6 --> 16.0778923 sigma out 1act.( 26.0835934 sig in 40act.) RANK 30 NODE 15 --> 14.8760605 sigma out 1act.( 17.3421879 sig in 40act.) RANK 31 NODE 10 --> 11.7981939 sigma out 1act.( 16.3373432 sig in 40act.) RANK 32 NODE 20 --> 11.4333105 sigma out 1act.( 17.7111149 sig in 40act.) RANK 33 NODE 19 --> 9.59888649 sigma out 1act.( 9.43941975 sig in 39act.) RANK 34 NODE 18 --> 9.53338242 sigma out 1act.( 8.08650398 sig in 40act.) RANK 35 NODE 32 --> 9.14217949 sigma out 1act.( 13.452714 sig in 39act.) RANK 36 NODE 22 --> 6.67846966 sigma out 1act.( 11.7555237 sig in 39act.) RANK 37 NODE 16 --> 3.99880576 sigma out 1act.( 7.25528383 sig in 39act.) RANK 38 NODE 39 --> 2.99497509 sigma out 1act.( 5.38424397 sig in 38act.) RANK 39 NODE 36 --> 2.12483215 sigma out 1act.( 5.19921255 sig in 40act.) RANK 40 NODE 31 --> 1.30201948 sigma out 1act.( 4.57522631 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 321.113434 sigma in 40 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.606327474 *** contribution from regularisation: 0.00207367796 *** contribution from error: -0.608401179 *** contribution from DIAG: 9.55740616E-05 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.606337845 *** contribution from regularisation: 0.00207929523 *** contribution from error: -0.608417153 *** contribution from DIAG: 9.52021874E-05 *********************************************** --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.606354892 *** contribution from regularisation: 0.00207790919 *** contribution from error: -0.608432829 *** contribution from DIAG: 9.49063615E-05 *********************************************** --------------------------------------------------- Iteration : 63 kill weight from layer 1 knot 23 to knot 36 *********************************************** *** Learn Path 63 *** loss function: -0.606373072 *** contribution from regularisation: 0.00207522581 *** contribution from error: -0.608448327 *** contribution from DIAG: 9.47338413E-05 *********************************************** --------------------------------------------------- Iteration : 64 kill weight from layer 1 knot 9 to knot 22 *********************************************** *** Learn Path 64 *** loss function: -0.606387079 *** contribution from regularisation: 0.0020767746 *** contribution from error: -0.608463824 *** contribution from DIAG: 9.49554014E-05 *********************************************** --------------------------------------------------- Iteration : 65 kill weight from layer 1 knot 33 to knot 17 *********************************************** *** Learn Path 65 *** loss function: -0.606401563 *** contribution from regularisation: 0.00207748916 *** contribution from error: -0.608479023 *** contribution from DIAG: 9.50059402E-05 *********************************************** --------------------------------------------------- Iteration : 66 kill weight from layer 1 knot 32 to knot 14 kill weight from layer 1 knot 23 to knot 19 *********************************************** *** Learn Path 66 *** loss function: -0.606422305 *** contribution from regularisation: 0.00207190774 *** contribution from error: -0.608494222 *** contribution from DIAG: 9.50988251E-05 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.606436312 *** contribution from regularisation: 0.00207277969 *** contribution from error: -0.608509064 *** contribution from DIAG: 9.51519178E-05 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.606447518 *** contribution from regularisation: 0.00207598624 *** contribution from error: -0.608523488 *** contribution from DIAG: 9.49988753E-05 *********************************************** --------------------------------------------------- Iteration : 69 kill weight from layer 1 knot 40 to knot 15 *********************************************** *** Learn Path 69 *** loss function: -0.606462598 *** contribution from regularisation: 0.0020752009 *** contribution from error: -0.608537793 *** contribution from DIAG: 9.48296802E-05 *********************************************** --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 302.085724 sigma out 40 active outputs RANK 2 NODE 6 --> 121.779205 sigma out 40 active outputs RANK 3 NODE 2 --> 80.2213821 sigma out 40 active outputs RANK 4 NODE 3 --> 72.071373 sigma out 40 active outputs RANK 5 NODE 5 --> 66.8312378 sigma out 39 active outputs RANK 6 NODE 8 --> 47.9091759 sigma out 40 active outputs RANK 7 NODE 11 --> 46.280571 sigma out 40 active outputs RANK 8 NODE 16 --> 45.0819664 sigma out 40 active outputs RANK 9 NODE 4 --> 44.646183 sigma out 39 active outputs RANK 10 NODE 10 --> 42.4467201 sigma out 40 active outputs RANK 11 NODE 20 --> 41.3899574 sigma out 40 active outputs RANK 12 NODE 7 --> 38.7877922 sigma out 40 active outputs RANK 13 NODE 12 --> 37.5850563 sigma out 39 active outputs RANK 14 NODE 15 --> 36.6122932 sigma out 40 active outputs RANK 15 NODE 19 --> 35.6208801 sigma out 39 active outputs RANK 16 NODE 9 --> 34.138485 sigma out 39 active outputs RANK 17 NODE 22 --> 32.1333313 sigma out 40 active outputs RANK 18 NODE 21 --> 30.3141518 sigma out 40 active outputs RANK 19 NODE 38 --> 29.8926105 sigma out 40 active outputs RANK 20 NODE 17 --> 28.834404 sigma out 40 active outputs RANK 21 NODE 18 --> 28.1784611 sigma out 40 active outputs RANK 22 NODE 26 --> 27.8810596 sigma out 40 active outputs RANK 23 NODE 25 --> 26.9317303 sigma out 40 active outputs RANK 24 NODE 30 --> 26.5669727 sigma out 40 active outputs RANK 25 NODE 24 --> 24.2301254 sigma out 40 active outputs RANK 26 NODE 13 --> 24.2202225 sigma out 40 active outputs RANK 27 NODE 28 --> 22.2961102 sigma out 38 active outputs RANK 28 NODE 31 --> 22.1757584 sigma out 40 active outputs RANK 29 NODE 14 --> 21.8055077 sigma out 40 active outputs RANK 30 NODE 36 --> 21.7609997 sigma out 40 active outputs RANK 31 NODE 34 --> 20.6812553 sigma out 40 active outputs RANK 32 NODE 23 --> 20.466917 sigma out 38 active outputs RANK 33 NODE 35 --> 18.3471241 sigma out 40 active outputs RANK 34 NODE 32 --> 16.7954178 sigma out 38 active outputs RANK 35 NODE 29 --> 16.0249977 sigma out 39 active outputs RANK 36 NODE 27 --> 14.7286863 sigma out 39 active outputs RANK 37 NODE 33 --> 14.5540686 sigma out 38 active outputs RANK 38 NODE 37 --> 10.7061768 sigma out 39 active outputs RANK 39 NODE 39 --> 9.55074024 sigma out 37 active outputs RANK 40 NODE 40 --> 5.00273037 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 197.57431 sigma in 40act. ( 110.808083 sig out 1act.) RANK 2 NODE 13 --> 174.995331 sigma in 40act. ( 198.130539 sig out 1act.) RANK 3 NODE 27 --> 129.455399 sigma in 40act. ( 78.2507324 sig out 1act.) RANK 4 NODE 21 --> 104.12281 sigma in 40act. ( 73.1586151 sig out 1act.) RANK 5 NODE 12 --> 87.1635666 sigma in 40act. ( 60.8153915 sig out 1act.) RANK 6 NODE 37 --> 69.9633484 sigma in 39act. ( 45.8298073 sig out 1act.) RANK 7 NODE 14 --> 65.4295273 sigma in 39act. ( 46.7142944 sig out 1act.) RANK 8 NODE 11 --> 63.5692787 sigma in 40act. ( 68.349823 sig out 1act.) RANK 9 NODE 30 --> 58.1960983 sigma in 40act. ( 53.0833435 sig out 1act.) RANK 10 NODE 33 --> 53.3952141 sigma in 40act. ( 41.6440163 sig out 1act.) RANK 11 NODE 1 --> 52.7103195 sigma in 39act. ( 41.1344872 sig out 1act.) RANK 12 NODE 17 --> 51.5028725 sigma in 39act. ( 56.3916283 sig out 1act.) RANK 13 NODE 34 --> 46.0878105 sigma in 38act. ( 31.7079849 sig out 1act.) RANK 14 NODE 9 --> 43.977417 sigma in 39act. ( 50.1330566 sig out 1act.) RANK 15 NODE 26 --> 41.4376678 sigma in 40act. ( 32.4918594 sig out 1act.) RANK 16 NODE 23 --> 41.1405296 sigma in 40act. ( 42.4606285 sig out 1act.) RANK 17 NODE 35 --> 40.5467834 sigma in 40act. ( 36.6519089 sig out 1act.) RANK 18 NODE 7 --> 38.7005577 sigma in 40act. ( 33.1869392 sig out 1act.) RANK 19 NODE 8 --> 36.939579 sigma in 40act. ( 39.8158417 sig out 1act.) RANK 20 NODE 28 --> 36.9233894 sigma in 40act. ( 37.4302406 sig out 1act.) RANK 21 NODE 5 --> 35.4648438 sigma in 39act. ( 32.9105072 sig out 1act.) RANK 22 NODE 4 --> 34.2820587 sigma in 40act. ( 28.0864792 sig out 1act.) RANK 23 NODE 38 --> 34.2141228 sigma in 40act. ( 29.3691158 sig out 1act.) RANK 24 NODE 2 --> 33.4632339 sigma in 40act. ( 26.3846474 sig out 1act.) RANK 25 NODE 24 --> 31.4944706 sigma in 39act. ( 23.743206 sig out 1act.) RANK 26 NODE 40 --> 30.1432133 sigma in 40act. ( 23.6090527 sig out 1act.) RANK 27 NODE 25 --> 28.4388981 sigma in 40act. ( 25.1374111 sig out 1act.) RANK 28 NODE 6 --> 26.0473652 sigma in 40act. ( 16.124073 sig out 1act.) RANK 29 NODE 3 --> 19.2613468 sigma in 39act. ( 16.3327141 sig out 1act.) RANK 30 NODE 20 --> 17.5801258 sigma in 40act. ( 11.4295712 sig out 1act.) RANK 31 NODE 15 --> 17.2332611 sigma in 39act. ( 14.8353958 sig out 1act.) RANK 32 NODE 10 --> 16.1336079 sigma in 40act. ( 11.6881924 sig out 1act.) RANK 33 NODE 32 --> 13.4175158 sigma in 39act. ( 9.15819931 sig out 1act.) RANK 34 NODE 22 --> 11.6538582 sigma in 38act. ( 6.76459217 sig out 1act.) RANK 35 NODE 19 --> 9.41716194 sigma in 38act. ( 9.7321701 sig out 1act.) RANK 36 NODE 18 --> 8.12623787 sigma in 40act. ( 9.69664288 sig out 1act.) RANK 37 NODE 16 --> 7.12980652 sigma in 39act. ( 4.08106899 sig out 1act.) RANK 38 NODE 39 --> 5.32725096 sigma in 38act. ( 3.1139133 sig out 1act.) RANK 39 NODE 36 --> 5.09401655 sigma in 39act. ( 2.19020343 sig out 1act.) RANK 40 NODE 31 --> 4.47550869 sigma in 40act. ( 1.36367226 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 198.130539 sigma out 1act.( 174.995331 sig in 40act.) RANK 2 NODE 29 --> 110.808083 sigma out 1act.( 197.57431 sig in 40act.) RANK 3 NODE 27 --> 78.2507324 sigma out 1act.( 129.455399 sig in 40act.) RANK 4 NODE 21 --> 73.1586151 sigma out 1act.( 104.12281 sig in 40act.) RANK 5 NODE 11 --> 68.349823 sigma out 1act.( 63.5692787 sig in 40act.) RANK 6 NODE 12 --> 60.8153915 sigma out 1act.( 87.1635666 sig in 40act.) RANK 7 NODE 17 --> 56.3916283 sigma out 1act.( 51.5028725 sig in 39act.) RANK 8 NODE 30 --> 53.0833435 sigma out 1act.( 58.1960983 sig in 40act.) RANK 9 NODE 9 --> 50.1330566 sigma out 1act.( 43.977417 sig in 39act.) RANK 10 NODE 14 --> 46.7142944 sigma out 1act.( 65.4295273 sig in 39act.) RANK 11 NODE 37 --> 45.8298073 sigma out 1act.( 69.9633484 sig in 39act.) RANK 12 NODE 23 --> 42.4606285 sigma out 1act.( 41.1405296 sig in 40act.) RANK 13 NODE 33 --> 41.6440163 sigma out 1act.( 53.3952141 sig in 40act.) RANK 14 NODE 1 --> 41.1344872 sigma out 1act.( 52.7103195 sig in 39act.) RANK 15 NODE 8 --> 39.8158417 sigma out 1act.( 36.939579 sig in 40act.) RANK 16 NODE 28 --> 37.4302406 sigma out 1act.( 36.9233894 sig in 40act.) RANK 17 NODE 35 --> 36.6519089 sigma out 1act.( 40.5467834 sig in 40act.) RANK 18 NODE 7 --> 33.1869392 sigma out 1act.( 38.7005577 sig in 40act.) RANK 19 NODE 5 --> 32.9105072 sigma out 1act.( 35.4648438 sig in 39act.) RANK 20 NODE 26 --> 32.4918594 sigma out 1act.( 41.4376678 sig in 40act.) RANK 21 NODE 34 --> 31.7079849 sigma out 1act.( 46.0878105 sig in 38act.) RANK 22 NODE 38 --> 29.3691158 sigma out 1act.( 34.2141228 sig in 40act.) RANK 23 NODE 4 --> 28.0864792 sigma out 1act.( 34.2820587 sig in 40act.) RANK 24 NODE 2 --> 26.3846474 sigma out 1act.( 33.4632339 sig in 40act.) RANK 25 NODE 25 --> 25.1374111 sigma out 1act.( 28.4388981 sig in 40act.) RANK 26 NODE 24 --> 23.743206 sigma out 1act.( 31.4944706 sig in 39act.) RANK 27 NODE 40 --> 23.6090527 sigma out 1act.( 30.1432133 sig in 40act.) RANK 28 NODE 3 --> 16.3327141 sigma out 1act.( 19.2613468 sig in 39act.) RANK 29 NODE 6 --> 16.124073 sigma out 1act.( 26.0473652 sig in 40act.) RANK 30 NODE 15 --> 14.8353958 sigma out 1act.( 17.2332611 sig in 39act.) RANK 31 NODE 10 --> 11.6881924 sigma out 1act.( 16.1336079 sig in 40act.) RANK 32 NODE 20 --> 11.4295712 sigma out 1act.( 17.5801258 sig in 40act.) RANK 33 NODE 19 --> 9.7321701 sigma out 1act.( 9.41716194 sig in 38act.) RANK 34 NODE 18 --> 9.69664288 sigma out 1act.( 8.12623787 sig in 40act.) RANK 35 NODE 32 --> 9.15819931 sigma out 1act.( 13.4175158 sig in 39act.) RANK 36 NODE 22 --> 6.76459217 sigma out 1act.( 11.6538582 sig in 38act.) RANK 37 NODE 16 --> 4.08106899 sigma out 1act.( 7.12980652 sig in 39act.) RANK 38 NODE 39 --> 3.1139133 sigma out 1act.( 5.32725096 sig in 38act.) RANK 39 NODE 36 --> 2.19020343 sigma out 1act.( 5.09401655 sig in 39act.) RANK 40 NODE 31 --> 1.36367226 sigma out 1act.( 4.47550869 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 321.627075 sigma in 40 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.606480777 *** contribution from regularisation: 0.00207126304 *** contribution from error: -0.608552039 *** contribution from DIAG: 9.47494555E-05 *********************************************** --------------------------------------------------- Iteration : 71 kill weight from layer 1 knot 36 to knot 24 kill weight from layer 1 knot 27 to knot 28 *********************************************** *** Learn Path 71 *** loss function: -0.606493533 *** contribution from regularisation: 0.00207253848 *** contribution from error: -0.608566046 *** contribution from DIAG: 9.45189167E-05 *********************************************** --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.606507182 *** contribution from regularisation: 0.00207281136 *** contribution from error: -0.608579993 *** contribution from DIAG: 9.41178369E-05 *********************************************** --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.606517375 *** contribution from regularisation: 0.00207571895 *** contribution from error: -0.608593106 *** contribution from DIAG: 9.42482293E-05 *********************************************** --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.606532395 *** contribution from regularisation: 0.00207371754 *** contribution from error: -0.6086061 *** contribution from DIAG: 9.4291383E-05 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.606541276 *** contribution from regularisation: 0.00207788567 *** contribution from error: -0.608619153 *** contribution from DIAG: 9.42995757E-05 *********************************************** --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.606562018 *** contribution from regularisation: 0.00206988677 *** contribution from error: -0.608631909 *** contribution from DIAG: 9.36883589E-05 *********************************************** --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.606569648 *** contribution from regularisation: 0.00207492779 *** contribution from error: -0.608644605 *** contribution from DIAG: 9.35655698E-05 *********************************************** --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.606582046 *** contribution from regularisation: 0.00207505375 *** contribution from error: -0.608657122 *** contribution from DIAG: 9.36589422E-05 *********************************************** --------------------------------------------------- Iteration : 79 *********************************************** *** Learn Path 79 *** loss function: -0.606601477 *** contribution from regularisation: 0.00206873682 *** contribution from error: -0.608670235 *** contribution from DIAG: 9.33874398E-05 *********************************************** --------------------------------------------------- Iteration : 80 kill weight from layer 1 knot 11 to knot 19 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 302.438385 sigma out 40 active outputs RANK 2 NODE 6 --> 121.665443 sigma out 40 active outputs RANK 3 NODE 2 --> 80.6174698 sigma out 40 active outputs RANK 4 NODE 3 --> 71.7343979 sigma out 40 active outputs RANK 5 NODE 5 --> 68.4633942 sigma out 39 active outputs RANK 6 NODE 8 --> 47.5685196 sigma out 40 active outputs RANK 7 NODE 11 --> 46.8767967 sigma out 39 active outputs RANK 8 NODE 16 --> 45.3262749 sigma out 40 active outputs RANK 9 NODE 4 --> 44.9824448 sigma out 39 active outputs RANK 10 NODE 10 --> 42.7743454 sigma out 40 active outputs RANK 11 NODE 20 --> 41.4223518 sigma out 40 active outputs RANK 12 NODE 7 --> 39.3521156 sigma out 40 active outputs RANK 13 NODE 12 --> 37.6121178 sigma out 39 active outputs RANK 14 NODE 15 --> 37.5055237 sigma out 40 active outputs RANK 15 NODE 19 --> 35.9699135 sigma out 39 active outputs RANK 16 NODE 9 --> 34.8493881 sigma out 39 active outputs RANK 17 NODE 22 --> 32.1825562 sigma out 40 active outputs RANK 18 NODE 21 --> 30.4021549 sigma out 40 active outputs RANK 19 NODE 38 --> 29.8864346 sigma out 40 active outputs RANK 20 NODE 17 --> 28.7069016 sigma out 40 active outputs RANK 21 NODE 18 --> 28.1803055 sigma out 40 active outputs RANK 22 NODE 26 --> 27.587471 sigma out 40 active outputs RANK 23 NODE 25 --> 27.0440559 sigma out 40 active outputs RANK 24 NODE 30 --> 26.5488663 sigma out 40 active outputs RANK 25 NODE 24 --> 24.326086 sigma out 40 active outputs RANK 26 NODE 13 --> 24.2608452 sigma out 40 active outputs RANK 27 NODE 28 --> 22.3656425 sigma out 38 active outputs RANK 28 NODE 31 --> 22.253458 sigma out 40 active outputs RANK 29 NODE 14 --> 21.92272 sigma out 40 active outputs RANK 30 NODE 36 --> 21.5275249 sigma out 39 active outputs RANK 31 NODE 34 --> 20.5710258 sigma out 40 active outputs RANK 32 NODE 23 --> 20.5369892 sigma out 38 active outputs RANK 33 NODE 35 --> 18.1750908 sigma out 40 active outputs RANK 34 NODE 29 --> 15.9343634 sigma out 39 active outputs RANK 35 NODE 32 --> 15.9063778 sigma out 38 active outputs RANK 36 NODE 27 --> 14.5989027 sigma out 38 active outputs RANK 37 NODE 33 --> 14.2548361 sigma out 38 active outputs RANK 38 NODE 37 --> 10.6440296 sigma out 39 active outputs RANK 39 NODE 39 --> 9.6112051 sigma out 37 active outputs RANK 40 NODE 40 --> 4.92390347 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 197.685501 sigma in 40act. ( 111.531677 sig out 1act.) RANK 2 NODE 13 --> 174.899658 sigma in 40act. ( 199.025009 sig out 1act.) RANK 3 NODE 27 --> 129.612869 sigma in 40act. ( 78.0111084 sig out 1act.) RANK 4 NODE 21 --> 104.295822 sigma in 40act. ( 73.3586807 sig out 1act.) RANK 5 NODE 12 --> 87.2385406 sigma in 40act. ( 60.7937317 sig out 1act.) RANK 6 NODE 37 --> 69.9260712 sigma in 39act. ( 45.8677979 sig out 1act.) RANK 7 NODE 14 --> 65.4580765 sigma in 39act. ( 46.9246788 sig out 1act.) RANK 8 NODE 11 --> 63.9486809 sigma in 40act. ( 68.6021042 sig out 1act.) RANK 9 NODE 30 --> 58.723381 sigma in 40act. ( 54.3476295 sig out 1act.) RANK 10 NODE 33 --> 53.5434494 sigma in 40act. ( 42.0468063 sig out 1act.) RANK 11 NODE 1 --> 52.8684731 sigma in 39act. ( 41.3784752 sig out 1act.) RANK 12 NODE 17 --> 51.6842537 sigma in 39act. ( 56.6315689 sig out 1act.) RANK 13 NODE 34 --> 46.1862259 sigma in 38act. ( 31.8583813 sig out 1act.) RANK 14 NODE 9 --> 45.2354279 sigma in 39act. ( 50.9993477 sig out 1act.) RANK 15 NODE 35 --> 41.9460831 sigma in 40act. ( 38.0626221 sig out 1act.) RANK 16 NODE 26 --> 41.5861969 sigma in 40act. ( 32.6028748 sig out 1act.) RANK 17 NODE 23 --> 41.2912331 sigma in 40act. ( 42.6486664 sig out 1act.) RANK 18 NODE 7 --> 38.622879 sigma in 40act. ( 33.3036041 sig out 1act.) RANK 19 NODE 8 --> 38.3291321 sigma in 40act. ( 40.6905403 sig out 1act.) RANK 20 NODE 28 --> 36.9038849 sigma in 39act. ( 37.6823387 sig out 1act.) RANK 21 NODE 5 --> 35.4996033 sigma in 39act. ( 33.5734787 sig out 1act.) RANK 22 NODE 4 --> 34.4302101 sigma in 40act. ( 28.1015987 sig out 1act.) RANK 23 NODE 38 --> 34.2952499 sigma in 40act. ( 29.3482418 sig out 1act.) RANK 24 NODE 2 --> 33.5546532 sigma in 40act. ( 26.3524513 sig out 1act.) RANK 25 NODE 24 --> 31.5709801 sigma in 38act. ( 24.0152855 sig out 1act.) RANK 26 NODE 40 --> 30.1462612 sigma in 40act. ( 23.6639729 sig out 1act.) RANK 27 NODE 25 --> 28.5070648 sigma in 40act. ( 25.5071697 sig out 1act.) RANK 28 NODE 6 --> 26.1014919 sigma in 40act. ( 16.1745987 sig out 1act.) RANK 29 NODE 3 --> 19.5412941 sigma in 39act. ( 16.6352005 sig out 1act.) RANK 30 NODE 20 --> 17.5457134 sigma in 40act. ( 11.4384823 sig out 1act.) RANK 31 NODE 15 --> 17.2334232 sigma in 39act. ( 14.854188 sig out 1act.) RANK 32 NODE 10 --> 16.0536308 sigma in 40act. ( 11.6229525 sig out 1act.) RANK 33 NODE 32 --> 13.3716421 sigma in 39act. ( 9.19041729 sig out 1act.) RANK 34 NODE 22 --> 11.6046381 sigma in 38act. ( 6.8010211 sig out 1act.) RANK 35 NODE 19 --> 9.4316988 sigma in 37act. ( 9.94281673 sig out 1act.) RANK 36 NODE 18 --> 8.18796349 sigma in 40act. ( 9.89270782 sig out 1act.) RANK 37 NODE 16 --> 7.07055902 sigma in 39act. ( 4.17074347 sig out 1act.) RANK 38 NODE 39 --> 5.30059719 sigma in 38act. ( 3.22001958 sig out 1act.) RANK 39 NODE 36 --> 5.02080059 sigma in 39act. ( 2.25031662 sig out 1act.) RANK 40 NODE 31 --> 4.4060955 sigma in 40act. ( 1.42797673 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 199.025009 sigma out 1act.( 174.899658 sig in 40act.) RANK 2 NODE 29 --> 111.531677 sigma out 1act.( 197.685501 sig in 40act.) RANK 3 NODE 27 --> 78.0111084 sigma out 1act.( 129.612869 sig in 40act.) RANK 4 NODE 21 --> 73.3586807 sigma out 1act.( 104.295822 sig in 40act.) RANK 5 NODE 11 --> 68.6021042 sigma out 1act.( 63.9486809 sig in 40act.) RANK 6 NODE 12 --> 60.7937317 sigma out 1act.( 87.2385406 sig in 40act.) RANK 7 NODE 17 --> 56.6315689 sigma out 1act.( 51.6842537 sig in 39act.) RANK 8 NODE 30 --> 54.3476295 sigma out 1act.( 58.723381 sig in 40act.) RANK 9 NODE 9 --> 50.9993477 sigma out 1act.( 45.2354279 sig in 39act.) RANK 10 NODE 14 --> 46.9246788 sigma out 1act.( 65.4580765 sig in 39act.) RANK 11 NODE 37 --> 45.8677979 sigma out 1act.( 69.9260712 sig in 39act.) RANK 12 NODE 23 --> 42.6486664 sigma out 1act.( 41.2912331 sig in 40act.) RANK 13 NODE 33 --> 42.0468063 sigma out 1act.( 53.5434494 sig in 40act.) RANK 14 NODE 1 --> 41.3784752 sigma out 1act.( 52.8684731 sig in 39act.) RANK 15 NODE 8 --> 40.6905403 sigma out 1act.( 38.3291321 sig in 40act.) RANK 16 NODE 35 --> 38.0626221 sigma out 1act.( 41.9460831 sig in 40act.) RANK 17 NODE 28 --> 37.6823387 sigma out 1act.( 36.9038849 sig in 39act.) RANK 18 NODE 5 --> 33.5734787 sigma out 1act.( 35.4996033 sig in 39act.) RANK 19 NODE 7 --> 33.3036041 sigma out 1act.( 38.622879 sig in 40act.) RANK 20 NODE 26 --> 32.6028748 sigma out 1act.( 41.5861969 sig in 40act.) RANK 21 NODE 34 --> 31.8583813 sigma out 1act.( 46.1862259 sig in 38act.) RANK 22 NODE 38 --> 29.3482418 sigma out 1act.( 34.2952499 sig in 40act.) RANK 23 NODE 4 --> 28.1015987 sigma out 1act.( 34.4302101 sig in 40act.) RANK 24 NODE 2 --> 26.3524513 sigma out 1act.( 33.5546532 sig in 40act.) RANK 25 NODE 25 --> 25.5071697 sigma out 1act.( 28.5070648 sig in 40act.) RANK 26 NODE 24 --> 24.0152855 sigma out 1act.( 31.5709801 sig in 38act.) RANK 27 NODE 40 --> 23.6639729 sigma out 1act.( 30.1462612 sig in 40act.) RANK 28 NODE 3 --> 16.6352005 sigma out 1act.( 19.5412941 sig in 39act.) RANK 29 NODE 6 --> 16.1745987 sigma out 1act.( 26.1014919 sig in 40act.) RANK 30 NODE 15 --> 14.854188 sigma out 1act.( 17.2334232 sig in 39act.) RANK 31 NODE 10 --> 11.6229525 sigma out 1act.( 16.0536308 sig in 40act.) RANK 32 NODE 20 --> 11.4384823 sigma out 1act.( 17.5457134 sig in 40act.) RANK 33 NODE 19 --> 9.94281673 sigma out 1act.( 9.4316988 sig in 37act.) RANK 34 NODE 18 --> 9.89270782 sigma out 1act.( 8.18796349 sig in 40act.) RANK 35 NODE 32 --> 9.19041729 sigma out 1act.( 13.3716421 sig in 39act.) RANK 36 NODE 22 --> 6.8010211 sigma out 1act.( 11.6046381 sig in 38act.) RANK 37 NODE 16 --> 4.17074347 sigma out 1act.( 7.07055902 sig in 39act.) RANK 38 NODE 39 --> 3.22001958 sigma out 1act.( 5.30059719 sig in 38act.) RANK 39 NODE 36 --> 2.25031662 sigma out 1act.( 5.02080059 sig in 39act.) RANK 40 NODE 31 --> 1.42797673 sigma out 1act.( 4.4060955 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 323.488556 sigma in 40 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.606607139 *** contribution from regularisation: 0.00207632501 *** contribution from error: -0.608683467 *** contribution from DIAG: 9.36002907E-05 *********************************************** --------------------------------------------------- Iteration : 81 kill weight from layer 1 knot 35 to knot 9 kill weight from layer 1 knot 29 to knot 15 kill weight from layer 1 knot 39 to knot 20 kill weight from layer 1 knot 28 to knot 23 kill weight from layer 1 knot 23 to knot 31 kill weight from layer 1 knot 7 to knot 32 *********************************************** *** Learn Path 81 *** loss function: -0.60662508 *** contribution from regularisation: 0.00207155687 *** contribution from error: -0.60869664 *** contribution from DIAG: 9.31272589E-05 *********************************************** --------------------------------------------------- Iteration : 82 kill weight from layer 1 knot 34 to knot 23 *********************************************** *** Learn Path 82 *** loss function: -0.606640518 *** contribution from regularisation: 0.00206858665 *** contribution from error: -0.608709097 *** contribution from DIAG: 9.27246074E-05 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 3 to knot 39 *********************************************** *** Learn Path 83 *** loss function: -0.606654048 *** contribution from regularisation: 0.00206765789 *** contribution from error: -0.608721733 *** contribution from DIAG: 9.28359077E-05 *********************************************** --------------------------------------------------- Iteration : 84 kill weight from layer 1 knot 15 to knot 22 kill weight from layer 1 knot 27 to knot 23 *********************************************** *** Learn Path 84 *** loss function: -0.606667936 *** contribution from regularisation: 0.00206606579 *** contribution from error: -0.608734012 *** contribution from DIAG: 9.31797113E-05 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 30 to knot 16 *********************************************** *** Learn Path 85 *** loss function: -0.606685638 *** contribution from regularisation: 0.00206077099 *** contribution from error: -0.608746409 *** contribution from DIAG: 9.31284012E-05 *********************************************** --------------------------------------------------- Iteration : 86 kill weight from layer 1 knot 33 to knot 4 kill weight from layer 1 knot 40 to knot 25 kill weight from layer 1 knot 24 to knot 39 *********************************************** *** Learn Path 86 *** loss function: -0.606695354 *** contribution from regularisation: 0.00206314516 *** contribution from error: -0.608758509 *** contribution from DIAG: 9.28798763E-05 *********************************************** --------------------------------------------------- Iteration : 87 kill weight from layer 1 knot 28 to knot 19 kill weight from layer 1 knot 25 to knot 26 kill weight from layer 1 knot 40 to knot 35 *********************************************** *** Learn Path 87 *** loss function: -0.606701851 *** contribution from regularisation: 0.00206857454 *** contribution from error: -0.60877043 *** contribution from DIAG: 9.31062314E-05 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 13 to knot 28 *********************************************** *** Learn Path 88 *** loss function: -0.606719673 *** contribution from regularisation: 0.00206241407 *** contribution from error: -0.608782113 *** contribution from DIAG: 9.32521143E-05 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 32 to knot 3 kill weight from layer 1 knot 14 to knot 25 kill weight from layer 1 knot 26 to knot 39 *********************************************** *** Learn Path 89 *** loss function: -0.606734157 *** contribution from regularisation: 0.0020595286 *** contribution from error: -0.608793676 *** contribution from DIAG: 9.28360023E-05 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 39 to knot 12 kill weight from layer 1 knot 33 to knot 22 kill weight from layer 1 knot 39 to knot 26 kill weight from layer 1 knot 18 to knot 31 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 302.857239 sigma out 40 active outputs RANK 2 NODE 6 --> 121.775261 sigma out 40 active outputs RANK 3 NODE 2 --> 80.8628006 sigma out 40 active outputs RANK 4 NODE 3 --> 71.4092331 sigma out 39 active outputs RANK 5 NODE 5 --> 69.5579681 sigma out 39 active outputs RANK 6 NODE 8 --> 48.0930862 sigma out 40 active outputs RANK 7 NODE 11 --> 47.1983032 sigma out 39 active outputs RANK 8 NODE 16 --> 45.3214417 sigma out 40 active outputs RANK 9 NODE 4 --> 44.9106941 sigma out 39 active outputs RANK 10 NODE 10 --> 42.8957367 sigma out 40 active outputs RANK 11 NODE 20 --> 41.4346962 sigma out 40 active outputs RANK 12 NODE 7 --> 39.7463379 sigma out 39 active outputs RANK 13 NODE 12 --> 37.4615211 sigma out 39 active outputs RANK 14 NODE 15 --> 36.2017746 sigma out 39 active outputs RANK 15 NODE 19 --> 35.9528313 sigma out 39 active outputs RANK 16 NODE 9 --> 34.5357323 sigma out 39 active outputs RANK 17 NODE 22 --> 31.939743 sigma out 40 active outputs RANK 18 NODE 21 --> 30.3614674 sigma out 40 active outputs RANK 19 NODE 38 --> 30.1533546 sigma out 40 active outputs RANK 20 NODE 17 --> 28.3805103 sigma out 40 active outputs RANK 21 NODE 18 --> 28.2294769 sigma out 39 active outputs RANK 22 NODE 26 --> 27.6979771 sigma out 39 active outputs RANK 23 NODE 25 --> 26.9032383 sigma out 39 active outputs RANK 24 NODE 30 --> 26.4769726 sigma out 39 active outputs RANK 25 NODE 13 --> 24.347662 sigma out 39 active outputs RANK 26 NODE 24 --> 24.1997147 sigma out 39 active outputs RANK 27 NODE 28 --> 22.3651657 sigma out 36 active outputs RANK 28 NODE 31 --> 22.0001698 sigma out 40 active outputs RANK 29 NODE 36 --> 21.8350086 sigma out 39 active outputs RANK 30 NODE 14 --> 21.2980442 sigma out 39 active outputs RANK 31 NODE 34 --> 20.5364532 sigma out 39 active outputs RANK 32 NODE 23 --> 20.3874264 sigma out 37 active outputs RANK 33 NODE 35 --> 18.1452808 sigma out 39 active outputs RANK 34 NODE 32 --> 16.4596844 sigma out 37 active outputs RANK 35 NODE 29 --> 16.0039787 sigma out 38 active outputs RANK 36 NODE 27 --> 14.4890432 sigma out 37 active outputs RANK 37 NODE 33 --> 14.3730936 sigma out 36 active outputs RANK 38 NODE 37 --> 10.587574 sigma out 39 active outputs RANK 39 NODE 39 --> 9.50370598 sigma out 34 active outputs RANK 40 NODE 40 --> 5.02917814 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 197.727005 sigma in 40act. ( 111.353645 sig out 1act.) RANK 2 NODE 13 --> 175.176682 sigma in 40act. ( 198.953354 sig out 1act.) RANK 3 NODE 27 --> 129.596756 sigma in 40act. ( 77.7698669 sig out 1act.) RANK 4 NODE 21 --> 104.235832 sigma in 40act. ( 73.3795776 sig out 1act.) RANK 5 NODE 12 --> 87.2588806 sigma in 39act. ( 60.445282 sig out 1act.) RANK 6 NODE 37 --> 69.8016434 sigma in 39act. ( 46.1242294 sig out 1act.) RANK 7 NODE 14 --> 65.3817825 sigma in 39act. ( 46.817276 sig out 1act.) RANK 8 NODE 11 --> 64.3637848 sigma in 40act. ( 68.9262466 sig out 1act.) RANK 9 NODE 30 --> 59.1914978 sigma in 40act. ( 55.0307426 sig out 1act.) RANK 10 NODE 33 --> 53.4888306 sigma in 40act. ( 42.0720558 sig out 1act.) RANK 11 NODE 1 --> 52.9226112 sigma in 39act. ( 41.3535728 sig out 1act.) RANK 12 NODE 17 --> 51.6574173 sigma in 39act. ( 56.8221664 sig out 1act.) RANK 13 NODE 34 --> 46.1307793 sigma in 38act. ( 31.9020615 sig out 1act.) RANK 14 NODE 9 --> 45.8278084 sigma in 38act. ( 52.1675186 sig out 1act.) RANK 15 NODE 35 --> 42.9894447 sigma in 39act. ( 39.3772545 sig out 1act.) RANK 16 NODE 26 --> 41.6538506 sigma in 38act. ( 32.6726952 sig out 1act.) RANK 17 NODE 23 --> 41.2258148 sigma in 37act. ( 42.7213097 sig out 1act.) RANK 18 NODE 8 --> 39.0045128 sigma in 40act. ( 41.7825394 sig out 1act.) RANK 19 NODE 7 --> 38.6565628 sigma in 40act. ( 33.3148918 sig out 1act.) RANK 20 NODE 28 --> 36.9599609 sigma in 38act. ( 37.6256638 sig out 1act.) RANK 21 NODE 5 --> 35.5555458 sigma in 39act. ( 33.7193489 sig out 1act.) RANK 22 NODE 4 --> 34.4423294 sigma in 39act. ( 28.2536564 sig out 1act.) RANK 23 NODE 38 --> 34.3172302 sigma in 40act. ( 29.5002804 sig out 1act.) RANK 24 NODE 2 --> 33.4907722 sigma in 40act. ( 26.5306263 sig out 1act.) RANK 25 NODE 24 --> 31.6316013 sigma in 38act. ( 24.0683212 sig out 1act.) RANK 26 NODE 40 --> 30.0495377 sigma in 40act. ( 23.5213795 sig out 1act.) RANK 27 NODE 25 --> 28.5541401 sigma in 38act. ( 25.4268532 sig out 1act.) RANK 28 NODE 6 --> 26.0774574 sigma in 40act. ( 16.2799644 sig out 1act.) RANK 29 NODE 3 --> 19.7150192 sigma in 38act. ( 16.8894615 sig out 1act.) RANK 30 NODE 20 --> 17.443119 sigma in 39act. ( 11.4017859 sig out 1act.) RANK 31 NODE 15 --> 17.1595993 sigma in 38act. ( 14.8245602 sig out 1act.) RANK 32 NODE 10 --> 15.9522371 sigma in 40act. ( 11.5219345 sig out 1act.) RANK 33 NODE 32 --> 13.3513107 sigma in 38act. ( 9.17420959 sig out 1act.) RANK 34 NODE 22 --> 11.5501013 sigma in 36act. ( 6.81024599 sig out 1act.) RANK 35 NODE 19 --> 9.44225025 sigma in 36act. ( 10.0507851 sig out 1act.) RANK 36 NODE 18 --> 8.20065975 sigma in 40act. ( 10.108572 sig out 1act.) RANK 37 NODE 16 --> 6.99093628 sigma in 38act. ( 4.26186752 sig out 1act.) RANK 38 NODE 39 --> 5.26680851 sigma in 35act. ( 3.34200358 sig out 1act.) RANK 39 NODE 36 --> 4.94566536 sigma in 39act. ( 2.3126626 sig out 1act.) RANK 40 NODE 31 --> 4.31744337 sigma in 38act. ( 1.47994316 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 198.953354 sigma out 1act.( 175.176682 sig in 40act.) RANK 2 NODE 29 --> 111.353645 sigma out 1act.( 197.727005 sig in 40act.) RANK 3 NODE 27 --> 77.7698669 sigma out 1act.( 129.596756 sig in 40act.) RANK 4 NODE 21 --> 73.3795776 sigma out 1act.( 104.235832 sig in 40act.) RANK 5 NODE 11 --> 68.9262466 sigma out 1act.( 64.3637848 sig in 40act.) RANK 6 NODE 12 --> 60.445282 sigma out 1act.( 87.2588806 sig in 39act.) RANK 7 NODE 17 --> 56.8221664 sigma out 1act.( 51.6574173 sig in 39act.) RANK 8 NODE 30 --> 55.0307426 sigma out 1act.( 59.1914978 sig in 40act.) RANK 9 NODE 9 --> 52.1675186 sigma out 1act.( 45.8278084 sig in 38act.) RANK 10 NODE 14 --> 46.817276 sigma out 1act.( 65.3817825 sig in 39act.) RANK 11 NODE 37 --> 46.1242294 sigma out 1act.( 69.8016434 sig in 39act.) RANK 12 NODE 23 --> 42.7213097 sigma out 1act.( 41.2258148 sig in 37act.) RANK 13 NODE 33 --> 42.0720558 sigma out 1act.( 53.4888306 sig in 40act.) RANK 14 NODE 8 --> 41.7825394 sigma out 1act.( 39.0045128 sig in 40act.) RANK 15 NODE 1 --> 41.3535728 sigma out 1act.( 52.9226112 sig in 39act.) RANK 16 NODE 35 --> 39.3772545 sigma out 1act.( 42.9894447 sig in 39act.) RANK 17 NODE 28 --> 37.6256638 sigma out 1act.( 36.9599609 sig in 38act.) RANK 18 NODE 5 --> 33.7193489 sigma out 1act.( 35.5555458 sig in 39act.) RANK 19 NODE 7 --> 33.3148918 sigma out 1act.( 38.6565628 sig in 40act.) RANK 20 NODE 26 --> 32.6726952 sigma out 1act.( 41.6538506 sig in 38act.) RANK 21 NODE 34 --> 31.9020615 sigma out 1act.( 46.1307793 sig in 38act.) RANK 22 NODE 38 --> 29.5002804 sigma out 1act.( 34.3172302 sig in 40act.) RANK 23 NODE 4 --> 28.2536564 sigma out 1act.( 34.4423294 sig in 39act.) RANK 24 NODE 2 --> 26.5306263 sigma out 1act.( 33.4907722 sig in 40act.) RANK 25 NODE 25 --> 25.4268532 sigma out 1act.( 28.5541401 sig in 38act.) RANK 26 NODE 24 --> 24.0683212 sigma out 1act.( 31.6316013 sig in 38act.) RANK 27 NODE 40 --> 23.5213795 sigma out 1act.( 30.0495377 sig in 40act.) RANK 28 NODE 3 --> 16.8894615 sigma out 1act.( 19.7150192 sig in 38act.) RANK 29 NODE 6 --> 16.2799644 sigma out 1act.( 26.0774574 sig in 40act.) RANK 30 NODE 15 --> 14.8245602 sigma out 1act.( 17.1595993 sig in 38act.) RANK 31 NODE 10 --> 11.5219345 sigma out 1act.( 15.9522371 sig in 40act.) RANK 32 NODE 20 --> 11.4017859 sigma out 1act.( 17.443119 sig in 39act.) RANK 33 NODE 18 --> 10.108572 sigma out 1act.( 8.20065975 sig in 40act.) RANK 34 NODE 19 --> 10.0507851 sigma out 1act.( 9.44225025 sig in 36act.) RANK 35 NODE 32 --> 9.17420959 sigma out 1act.( 13.3513107 sig in 38act.) RANK 36 NODE 22 --> 6.81024599 sigma out 1act.( 11.5501013 sig in 36act.) RANK 37 NODE 16 --> 4.26186752 sigma out 1act.( 6.99093628 sig in 38act.) RANK 38 NODE 39 --> 3.34200358 sigma out 1act.( 5.26680851 sig in 35act.) RANK 39 NODE 36 --> 2.3126626 sigma out 1act.( 4.94566536 sig in 39act.) RANK 40 NODE 31 --> 1.47994316 sigma out 1act.( 4.31744337 sig in 38act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 324.07019 sigma in 40 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.60674113 *** contribution from regularisation: 0.002063978 *** contribution from error: -0.60880512 *** contribution from DIAG: 9.2778304E-05 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 15 to knot 16 kill weight from layer 1 knot 9 to knot 18 kill weight from layer 1 knot 14 to knot 39 *********************************************** *** Learn Path 91 *** loss function: -0.606758475 *** contribution from regularisation: 0.00205792207 *** contribution from error: -0.608816385 *** contribution from DIAG: 9.28064183E-05 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 18 to knot 13 kill weight from layer 1 knot 34 to knot 18 kill weight from layer 1 knot 38 to knot 36 *********************************************** *** Learn Path 92 *** loss function: -0.606769323 *** contribution from regularisation: 0.00205840147 *** contribution from error: -0.60882771 *** contribution from DIAG: 9.28133304E-05 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 15 to knot 18 kill weight from layer 1 knot 28 to knot 22 kill weight from layer 1 knot 40 to knot 29 kill weight from layer 1 knot 15 to knot 32 kill weight from layer 1 knot 30 to knot 36 *********************************************** *** Learn Path 93 *** loss function: -0.606783569 *** contribution from regularisation: 0.00205529691 *** contribution from error: -0.608838856 *** contribution from DIAG: 9.26104985E-05 *********************************************** --------------------------------------------------- Iteration : 94 *********************************************** *** Learn Path 94 *** loss function: -0.606799781 *** contribution from regularisation: 0.00204989617 *** contribution from error: -0.608849704 *** contribution from DIAG: 9.26681678E-05 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 24 to knot 36 *********************************************** *** Learn Path 95 *** loss function: -0.606803834 *** contribution from regularisation: 0.00205657049 *** contribution from error: -0.608860433 *** contribution from DIAG: 9.24166525E-05 *********************************************** --------------------------------------------------- Iteration : 96 kill weight from layer 1 knot 40 to knot 8 *********************************************** *** Learn Path 96 *** loss function: -0.606813252 *** contribution from regularisation: 0.00205768924 *** contribution from error: -0.608870924 *** contribution from DIAG: 9.22895197E-05 *********************************************** --------------------------------------------------- Iteration : 97 kill weight from layer 1 knot 15 to knot 8 *********************************************** *** Learn Path 97 *** loss function: -0.606828392 *** contribution from regularisation: 0.00205297233 *** contribution from error: -0.608881354 *** contribution from DIAG: 9.21414176E-05 *********************************************** --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.606833518 *** contribution from regularisation: 0.00205824501 *** contribution from error: -0.608891785 *** contribution from DIAG: 9.18432706E-05 *********************************************** --------------------------------------------------- Iteration : 99 kill weight from layer 1 knot 40 to knot 20 kill weight from layer 1 knot 34 to knot 32 kill weight from layer 1 knot 13 to knot 36 *********************************************** *** Learn Path 99 *** loss function: -0.606853008 *** contribution from regularisation: 0.00204905914 *** contribution from error: -0.608902097 *** contribution from DIAG: 9.1829279E-05 *********************************************** --------------------------------------------------- Iteration : 100 kill weight from layer 1 knot 13 to knot 13 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 301.665283 sigma out 40 active outputs RANK 2 NODE 6 --> 121.290245 sigma out 40 active outputs RANK 3 NODE 2 --> 80.6035614 sigma out 40 active outputs RANK 4 NODE 3 --> 71.498558 sigma out 39 active outputs RANK 5 NODE 5 --> 70.4891891 sigma out 39 active outputs RANK 6 NODE 8 --> 47.930809 sigma out 40 active outputs RANK 7 NODE 11 --> 47.6863136 sigma out 39 active outputs RANK 8 NODE 16 --> 44.8067398 sigma out 40 active outputs RANK 9 NODE 4 --> 44.6160736 sigma out 39 active outputs RANK 10 NODE 10 --> 42.9042702 sigma out 40 active outputs RANK 11 NODE 20 --> 41.1870804 sigma out 40 active outputs RANK 12 NODE 7 --> 40.1910248 sigma out 39 active outputs RANK 13 NODE 12 --> 37.544239 sigma out 39 active outputs RANK 14 NODE 15 --> 36.8062515 sigma out 35 active outputs RANK 15 NODE 19 --> 36.0773659 sigma out 39 active outputs RANK 16 NODE 9 --> 34.7715874 sigma out 38 active outputs RANK 17 NODE 22 --> 32.0526695 sigma out 40 active outputs RANK 18 NODE 38 --> 30.0269585 sigma out 39 active outputs RANK 19 NODE 21 --> 29.9868374 sigma out 40 active outputs RANK 20 NODE 17 --> 28.3391361 sigma out 40 active outputs RANK 21 NODE 18 --> 27.8262348 sigma out 38 active outputs RANK 22 NODE 26 --> 27.6086693 sigma out 39 active outputs RANK 23 NODE 25 --> 26.6916885 sigma out 39 active outputs RANK 24 NODE 30 --> 26.563221 sigma out 38 active outputs RANK 25 NODE 24 --> 24.0566101 sigma out 38 active outputs RANK 26 NODE 13 --> 24.051321 sigma out 37 active outputs RANK 27 NODE 28 --> 22.1438637 sigma out 35 active outputs RANK 28 NODE 31 --> 22.0666962 sigma out 40 active outputs RANK 29 NODE 36 --> 21.6596508 sigma out 39 active outputs RANK 30 NODE 14 --> 21.47435 sigma out 38 active outputs RANK 31 NODE 34 --> 20.3728123 sigma out 37 active outputs RANK 32 NODE 23 --> 20.1454315 sigma out 37 active outputs RANK 33 NODE 35 --> 17.9555283 sigma out 39 active outputs RANK 34 NODE 32 --> 16.1831551 sigma out 37 active outputs RANK 35 NODE 29 --> 15.7414999 sigma out 38 active outputs RANK 36 NODE 27 --> 14.4411707 sigma out 37 active outputs RANK 37 NODE 33 --> 14.3158655 sigma out 36 active outputs RANK 38 NODE 37 --> 10.4932756 sigma out 39 active outputs RANK 39 NODE 39 --> 9.32139301 sigma out 34 active outputs RANK 40 NODE 40 --> 4.76099205 sigma out 34 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 29 --> 196.920242 sigma in 39act. ( 111.61821 sig out 1act.) RANK 2 NODE 13 --> 174.557465 sigma in 38act. ( 198.426559 sig out 1act.) RANK 3 NODE 27 --> 128.945557 sigma in 40act. ( 77.7477493 sig out 1act.) RANK 4 NODE 21 --> 103.863327 sigma in 40act. ( 73.2935867 sig out 1act.) RANK 5 NODE 12 --> 86.8068619 sigma in 39act. ( 60.5526695 sig out 1act.) RANK 6 NODE 37 --> 69.6007233 sigma in 39act. ( 45.7056427 sig out 1act.) RANK 7 NODE 14 --> 65.2088013 sigma in 39act. ( 46.4462395 sig out 1act.) RANK 8 NODE 11 --> 64.068634 sigma in 40act. ( 69.2687531 sig out 1act.) RANK 9 NODE 30 --> 59.6570244 sigma in 40act. ( 55.6232185 sig out 1act.) RANK 10 NODE 33 --> 53.3204536 sigma in 40act. ( 42.4170341 sig out 1act.) RANK 11 NODE 1 --> 52.6929207 sigma in 39act. ( 41.4416199 sig out 1act.) RANK 12 NODE 17 --> 51.4463615 sigma in 39act. ( 56.7624741 sig out 1act.) RANK 13 NODE 9 --> 46.5258675 sigma in 38act. ( 52.9019661 sig out 1act.) RANK 14 NODE 34 --> 46.0116196 sigma in 38act. ( 31.9332523 sig out 1act.) RANK 15 NODE 35 --> 43.9512138 sigma in 39act. ( 40.3708572 sig out 1act.) RANK 16 NODE 26 --> 41.6182899 sigma in 38act. ( 32.683773 sig out 1act.) RANK 17 NODE 23 --> 41.0773201 sigma in 37act. ( 42.9377251 sig out 1act.) RANK 18 NODE 8 --> 39.8127213 sigma in 38act. ( 42.4485474 sig out 1act.) RANK 19 NODE 7 --> 38.5489998 sigma in 40act. ( 33.3463745 sig out 1act.) RANK 20 NODE 28 --> 36.8529739 sigma in 38act. ( 37.7818184 sig out 1act.) RANK 21 NODE 5 --> 35.6292191 sigma in 39act. ( 33.7913246 sig out 1act.) RANK 22 NODE 4 --> 34.3215485 sigma in 39act. ( 28.3439083 sig out 1act.) RANK 23 NODE 38 --> 34.3162155 sigma in 40act. ( 29.3209801 sig out 1act.) RANK 24 NODE 2 --> 33.3588371 sigma in 40act. ( 26.4057446 sig out 1act.) RANK 25 NODE 24 --> 31.5730343 sigma in 38act. ( 24.0890312 sig out 1act.) RANK 26 NODE 40 --> 29.9241695 sigma in 40act. ( 23.4333439 sig out 1act.) RANK 27 NODE 25 --> 28.5073166 sigma in 38act. ( 25.5907288 sig out 1act.) RANK 28 NODE 6 --> 26.037468 sigma in 40act. ( 16.2161121 sig out 1act.) RANK 29 NODE 3 --> 19.8384647 sigma in 38act. ( 17.1528511 sig out 1act.) RANK 30 NODE 20 --> 17.3691006 sigma in 38act. ( 11.296629 sig out 1act.) RANK 31 NODE 15 --> 17.0906696 sigma in 38act. ( 14.7547827 sig out 1act.) RANK 32 NODE 10 --> 15.8009596 sigma in 40act. ( 11.4527178 sig out 1act.) RANK 33 NODE 32 --> 13.2930899 sigma in 36act. ( 9.15891361 sig out 1act.) RANK 34 NODE 22 --> 11.4444132 sigma in 35act. ( 6.84931087 sig out 1act.) RANK 35 NODE 19 --> 9.41591263 sigma in 36act. ( 10.1738882 sig out 1act.) RANK 36 NODE 18 --> 8.21497536 sigma in 37act. ( 10.22264 sig out 1act.) RANK 37 NODE 16 --> 6.91211176 sigma in 37act. ( 4.32696438 sig out 1act.) RANK 38 NODE 39 --> 5.22824335 sigma in 34act. ( 3.42552352 sig out 1act.) RANK 39 NODE 36 --> 4.86789894 sigma in 35act. ( 2.34631634 sig out 1act.) RANK 40 NODE 31 --> 4.22155762 sigma in 38act. ( 1.53272212 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 198.426559 sigma out 1act.( 174.557465 sig in 38act.) RANK 2 NODE 29 --> 111.61821 sigma out 1act.( 196.920242 sig in 39act.) RANK 3 NODE 27 --> 77.7477493 sigma out 1act.( 128.945557 sig in 40act.) RANK 4 NODE 21 --> 73.2935867 sigma out 1act.( 103.863327 sig in 40act.) RANK 5 NODE 11 --> 69.2687531 sigma out 1act.( 64.068634 sig in 40act.) RANK 6 NODE 12 --> 60.5526695 sigma out 1act.( 86.8068619 sig in 39act.) RANK 7 NODE 17 --> 56.7624741 sigma out 1act.( 51.4463615 sig in 39act.) RANK 8 NODE 30 --> 55.6232185 sigma out 1act.( 59.6570244 sig in 40act.) RANK 9 NODE 9 --> 52.9019661 sigma out 1act.( 46.5258675 sig in 38act.) RANK 10 NODE 14 --> 46.4462395 sigma out 1act.( 65.2088013 sig in 39act.) RANK 11 NODE 37 --> 45.7056427 sigma out 1act.( 69.6007233 sig in 39act.) RANK 12 NODE 23 --> 42.9377251 sigma out 1act.( 41.0773201 sig in 37act.) RANK 13 NODE 8 --> 42.4485474 sigma out 1act.( 39.8127213 sig in 38act.) RANK 14 NODE 33 --> 42.4170341 sigma out 1act.( 53.3204536 sig in 40act.) RANK 15 NODE 1 --> 41.4416199 sigma out 1act.( 52.6929207 sig in 39act.) RANK 16 NODE 35 --> 40.3708572 sigma out 1act.( 43.9512138 sig in 39act.) RANK 17 NODE 28 --> 37.7818184 sigma out 1act.( 36.8529739 sig in 38act.) RANK 18 NODE 5 --> 33.7913246 sigma out 1act.( 35.6292191 sig in 39act.) RANK 19 NODE 7 --> 33.3463745 sigma out 1act.( 38.5489998 sig in 40act.) RANK 20 NODE 26 --> 32.683773 sigma out 1act.( 41.6182899 sig in 38act.) RANK 21 NODE 34 --> 31.9332523 sigma out 1act.( 46.0116196 sig in 38act.) RANK 22 NODE 38 --> 29.3209801 sigma out 1act.( 34.3162155 sig in 40act.) RANK 23 NODE 4 --> 28.3439083 sigma out 1act.( 34.3215485 sig in 39act.) RANK 24 NODE 2 --> 26.4057446 sigma out 1act.( 33.3588371 sig in 40act.) RANK 25 NODE 25 --> 25.5907288 sigma out 1act.( 28.5073166 sig in 38act.) RANK 26 NODE 24 --> 24.0890312 sigma out 1act.( 31.5730343 sig in 38act.) RANK 27 NODE 40 --> 23.4333439 sigma out 1act.( 29.9241695 sig in 40act.) RANK 28 NODE 3 --> 17.1528511 sigma out 1act.( 19.8384647 sig in 38act.) RANK 29 NODE 6 --> 16.2161121 sigma out 1act.( 26.037468 sig in 40act.) RANK 30 NODE 15 --> 14.7547827 sigma out 1act.( 17.0906696 sig in 38act.) RANK 31 NODE 10 --> 11.4527178 sigma out 1act.( 15.8009596 sig in 40act.) RANK 32 NODE 20 --> 11.296629 sigma out 1act.( 17.3691006 sig in 38act.) RANK 33 NODE 18 --> 10.22264 sigma out 1act.( 8.21497536 sig in 37act.) RANK 34 NODE 19 --> 10.1738882 sigma out 1act.( 9.41591263 sig in 36act.) RANK 35 NODE 32 --> 9.15891361 sigma out 1act.( 13.2930899 sig in 36act.) RANK 36 NODE 22 --> 6.84931087 sigma out 1act.( 11.4444132 sig in 35act.) RANK 37 NODE 16 --> 4.32696438 sigma out 1act.( 6.91211176 sig in 37act.) RANK 38 NODE 39 --> 3.42552352 sigma out 1act.( 5.22824335 sig in 34act.) RANK 39 NODE 36 --> 2.34631634 sigma out 1act.( 4.86789894 sig in 35act.) RANK 40 NODE 31 --> 1.53272212 sigma out 1act.( 4.22155762 sig in 38act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 324.331055 sigma in 40 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.606863499 *** contribution from regularisation: 0.00204898044 *** contribution from error: -0.608912468 *** contribution from DIAG: 9.1733833E-05 *********************************************** -----------------> Test sample create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Proton_Downstream_NeuroBayes.conf NB_AHISTOUT: storage space 228125 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Proton/Downstream/GlobalPID_Proton_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/621/Proton/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/621/Proton/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/621/Proton/Downstream/NB.txt Training Host = lxplus436.cern.ch Particle type = proton 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_Proton_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 35 nodes, hidden layer has 40 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5705173 tracks for input to NN training Sel. Eff. = 17.528% Selected 1000000 tracks for input to NN training ghost percentage = 63.3186% electron percentage = 12.4809% muon percentage = 0.774% pion percentage = 19.0612% kaon percentage = 1.1241% proton percentage = 3.2262% Unknown Particle type 3112 percentage = 0.0053% Unknown Particle type 3222 percentage = 0.0028% Unknown Particle type 3312 percentage = 0.0026% Unknown Particle type 1000010030 percentage = 0.0001% Unknown Particle type 1000020040 percentage = 0.0042% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackCloneDist Making plots for input TrackFitTChi2 Making plots for input TrackFitTNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichUsedR2Gas Making plots for input RichAbovePiThres Making plots for input RichAboveKaThres Making plots for input RichAbovePrThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsMuon Making plots for input MuonNShared Making plots for input InAccMuon Making plots for input MuonIsLooseMuon Making plots for input InAccEcal Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input InAccHcal Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input PrsPIDe Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Found 9023704 evaluation data points Read entry 902370 (10%) Read entry 1804740 (20%) Read entry 2707110 (30%) Read entry 3609480 (40%) Read entry 4511850 (50%) Read entry 5414220 (60%) Read entry 6316590 (70%) Read entry 7218960 (80%) Read entry 8121330 (90%) Read entry 9023700 (100%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 34 input variables. ***************Training results***************** number of nodes in the 1st layer: 40 number of nodes in the 2nd layer: 40 number of nodes in the 3rd layer: 1 number of iterations: 100