Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/622/Ghost/Downstream Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/622/Ghost/Downstream/GlobalPID_Ghost_Downstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/622/Ghost/Downstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/622/Ghost/Downstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/622/Ghost/Downstream/NB.txt Training Host = lxplus437.cern.ch Particle type = ghost Background types = all Training Mix = NaturalMix Track type = Downstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Ghost_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 35 nodes, hidden layer has 40 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_PRE = 622 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 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 622 You use momentum: 0. Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackCloneDist PreproFlag 34 Input 10 TrackFitTChi2 PreproFlag 14 Input 11 TrackFitTNDoF PreproFlag 19 Input 12 RichUsedAero PreproFlag 18 Input 13 RichUsedR1Gas PreproFlag 18 Input 14 RichUsedR2Gas PreproFlag 18 Input 15 RichAbovePiThres PreproFlag 18 Input 16 RichAboveKaThres PreproFlag 18 Input 17 RichAbovePrThres PreproFlag 18 Input 18 RichDLLe PreproFlag 34 Input 19 RichDLLmu PreproFlag 34 Input 20 RichDLLk PreproFlag 34 Input 21 RichDLLp PreproFlag 34 Input 22 RichDLLbt PreproFlag 34 Input 23 InAccMuon PreproFlag 19 Input 24 MuonBkgLL PreproFlag 34 Input 25 MuonMuLL PreproFlag 34 Input 26 MuonIsMuon PreproFlag 19 Input 27 MuonNShared PreproFlag 19 Input 28 MuonIsLooseMuon PreproFlag 19 Input 29 InAccEcal PreproFlag 19 Input 30 EcalPIDe PreproFlag 34 Input 31 EcalPIDmu PreproFlag 34 Input 32 InAccHcal PreproFlag 19 Input 33 HcalPIDe PreproFlag 34 Input 34 HcalPIDmu PreproFlag 34 Input 35 PrsPIDe PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5705173 tracks for input to NN training Sel. Eff. = 17.528% Selected 1000000 tracks for input to NN training ghost percentage = 63.3186% electron percentage = 12.4809% muon percentage = 0.774% pion percentage = 19.0612% kaon percentage = 1.1241% proton percentage = 3.2262% Unknown Particle type 3112 percentage = 0.0053% Unknown Particle type 3222 percentage = 0.0028% Unknown Particle type 3312 percentage = 0.0026% Unknown Particle type 1000010030 percentage = 0.0001% Unknown Particle type 1000020040 percentage = 0.0042% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T Project 2001-2003 Copyright Phi-T GmbH Version 20101206 Library compiled with: NB_MAXPATTERN= 1500000 NB_MAXNODE = 100 ----------------------------------- found 1000000 samples to learn from preprocessing flags/parameters: global preprocessing flag: 622 individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 3 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 4 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 5 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 6 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 7 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 8 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 9 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 10 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 11 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 12 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 13 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 14 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 15 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 16 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 17 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 18 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 19 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 20 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 21 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 22 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 23 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 24 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 25 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 26 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 27 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 28 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 29 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 30 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 31 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 32 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 33 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 34 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 35 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. Using weight factor: 1. now perform preprocessing *** called with option 22 *** This will do for you: *** input variable equalisation *** to Gaussian distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node ************************************ Signal fraction: 63.3185997 % ------------------------------ Transdef: Tab for variable 1 -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. ------------------------------ Transdef: Tab for variable 2 2. 18. 22. 25. 27. 30. 31. 33. 35. 36. 38. 39. 40. 41. 43. 44. 45. 46. 47. 48. 49. 51. 52. 53. 54. 55. 56. 57. 58. 59. 60. 61. 61. 62. 63. 64. 65. 66. 67. 68. 69. 70. 71. 72. 73. 74. 75. 76. 77. 78. 79. 80. 81. 82. 83. 84. 85. 86. 87. 89. 90. 91. 92. 93. 94. 95. 97. 98. 100. 101. 102. 104. 105. 107. 108. 110. 112. 113. 115. 117. 119. 121. 123. 125. 127. 129. 132. 134. 137. 140. 143. 147. 151. 156. 161. 168. 176. 187. 201. 226. 435. build map for variable # 2 ------------------------------ Transdef: Tab for variable 3 1118.12 1452.18506 1572.89001 1662.90002 1732.16504 1788.12 1837.16003 1882.02002 1925.70996 1967.32996 2007.56006 2047.505 2086.36011 2124.55005 2162.11523 2200.61011 2238.41992 2275.81006 2313.97998 2353.1001 2392.81494 2432.17993 2472.66992 2513.79004 2556.73486 2599.91992 2643.02002 2687.54004 2733.06494 2780.1001 2828.68994 2878.5752 2929.25 2980.54492 3033.0249 3086.75488 3141.7251 3198.61011 3257.18506 3315.99512 3376.84521 3439.74512 3503.17993 3569.60498 3636.74512 3706.63 warning: map is empty for variable 3 477 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 2747.2 warning: map is empty for variable 4 4683 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 -3.82 warning: map is empty for variable 7 122827 -3.70380878 -3.58893609 -3.47786546 -3.3719511 -3.26775789 -3.16748428 -3.07239199 -2.98230076 -2.88892198 -2.79034233 -2.69349813 -2.59726238 -2.50515699 -2.4131546 -2.32625341 -2.24032164 -2.14372802 -2.02447534 -1.88432837 -1.7338202 -1.57284653 -1.40336466 -1.19844675 0.535838723 do regularised spline fit for input variable # 7 build map for variable # 7 warning: map is empty for variable 7 ------------------------------ Transdef: Tab for variable 8 1.0333315E-05 0.0328767374 0.0476453304 0.0581738353 0.0665088296 0.0737259835 0.0802021921 0.0861845762 0.0917124897 0.097058326 0.102286085 0.107295483 0.112223402 0.117058992 0.121765628 0.126478463 0.131203756 0.135788947 0.140409738 0.145024061 0.149888068 0.154833391 0.160046905 0.165575385 0.171585679 0.178158075 0.185455009 0.193477094 0.202186167 0.211740315 0.222010612 0.232882231 0.24454397 0.256861866 0.269985974 0.283875853 0.298391402 0.313717127 0.330488563 0.34776476 0.36592263 0.385279715 0.405871987 0.428482652 0.452824831 0.479637682 0.508167982 0.537817836 0.567119837 0.593706965 0.618814409 0.642287612 0.664265156 0.684455752 0.703174591 0.720329881 0.736106873 0.750432432 0.763625383 0.775389075 0.785931468 0.795501351 0.803981423 0.811674118 0.818871081 0.825414598 0.831356764 0.836887836 0.842106462 0.847012162 0.851710081 0.856219769 0.860685587 0.865058005 0.869185448 0.873241484 0.877138138 0.880674541 0.884332538 0.887792826 0.891666174 0.895308256 0.899152756 0.903279722 0.907221198 0.91209054 0.917473674 0.923429728 0.930638671 0.939108849 0.946672142 0.953148246 0.958385825 0.962925434 0.966473937 0.968998194 0.971739173 0.975969911 0.981394649 0.988756001 0.999999404 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 1.49568176 22.4469128 37.3004684 51.6628113 66.3298645 76.3942261 85.5801849 95.2917099 105.153473 116.330124 124.78894 133.151443 143.587219 155.148544 166.443298 177.189331 188.593506 202.234695 214.365082 227.378754 241.988846 257.847778 273.997314 288.206543 305.380859 323.897034 342.34137 365.752167 389.38147 413.421387 437.662231 463.949158 495.378845 519.122437 553.647156 582.224487 614.206116 651.608276 687.456299 722.747559 767.637695 811.799927 856.128296 898.642822 941.19873 984.474976 1024.60046 1067.1062 1114.68335 1154.42932 1194.72253 1241.00085 1289.43359 1341.10181 1385.77905 1434.81238 1489.29077 1540.83813 1599.71973 1666.56372 1725.99585 1778.44995 1837.7439 1899.76245 1957.51318 2014.09216 2074.14282 2145.08423 2221.52979 2281.38721 2356.62256 2427.09131 2493.82666 2561.48193 2635.49561 2700.28955 2779.58032 2851.31006 2938.71533 3004.61133 3092.92383 3168.69214 3262.84668 3357.77051 3452.84424 3541.00195 3632.00977 3725.70361 3821.89844 3923.20703 4018.67261 4124.76172 4212.2168 4303.38477 4407.05713 4493.05469 4574.81934 4671.62646 4777.20166 4887.02832 4993.56836 do regularised spline fit for input variable # 9 build map for variable # 9 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 10 0.000541377289 0.941755176 1.60709906 2.18133855 2.72097516 3.22832966 3.72126484 4.19837332 4.65730953 5.10585976 5.52923775 5.93061066 6.31571484 6.67051172 7.01740503 7.34698677 7.6674304 7.97167492 8.26522446 8.55522346 8.82571602 9.08898067 9.34474564 9.59597778 9.84093094 10.083127 10.3229141 10.552227 10.7826061 11.0108757 11.2307558 11.4502192 11.6671333 11.8858938 12.1013498 12.3138056 12.519989 12.7286663 12.9393063 13.151207 13.3617649 13.5737724 13.7845459 13.9970398 14.2120533 14.4244604 14.640316 14.8570738 15.0754337 15.2960033 15.517189 15.7376957 15.9644585 16.1907196 16.421875 16.6563454 16.8978424 17.1432171 17.3902397 17.6413841 17.9025688 18.1644115 18.4300861 18.7055759 18.9897575 19.2799187 19.5762863 19.8856945 20.2106781 20.5428085 20.8825607 21.232254 21.6018181 21.9951305 22.3948517 22.8202629 23.2685814 23.7466316 24.2491493 24.7780647 25.345787 25.9620247 26.6269951 27.3593006 28.1465263 29.0279312 29.983263 31.0869408 32.3157883 33.6882362 35.2807846 37.1143761 39.2207642 41.7132759 44.6495552 48.1745682 52.4178391 57.8529816 65.1030884 76.4471893 122.142891 do regularised spline fit for input variable # 10 ------------------------------ Transdef: Tab for variable 11 1. 3. 3. 3. 4. 5. 5. 6. 6. 6. 7. 7. 7. 7. 7. 8. 8. 9. 10. 10. 11. 11. 11. 12. 12. 12. 12. 12. 13. 13. 13. 13. 13. 13. 14. 14. 14. 14. 14. 14. 14. 14. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 16. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 18. 18. 18. 18. 18. 18. 18. 18. 18. 18. 18. 19. 19. 19. 19. 19. 19. 19. 20. 20. 20. 21. 27. build map for variable # 11 ------------------------------ Transdef: Tab for variable 12 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 13 ------------------------------ Transdef: Tab for variable 14 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 15 ------------------------------ Transdef: Tab for variable 16 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -133.1259 -48.1904984 -38.3729019 -34.1282997 -31.4285011 -29.4766502 -27.9215508 -26.5991001 -25.4549007 -24.4326496 -23.5189495 -22.6831512 -21.9114494 -21.1723995 -20.4783497 -19.8278999 -19.2028503 -18.6065502 -18.0396004 -17.4836502 -16.9542999 -16.4415512 -15.9426498 -15.4607 -14.98915 -14.5339003 -14.0795002 -13.6473503 -13.2313995 -12.8282003 -12.4263496 -12.0276003 -11.6394997 -11.2607498 -10.8860493 -10.5170498 -10.1554003 -9.8070507 -9.45189953 -9.10509968 -8.7652998 -8.43319988 -8.10330009 -7.77845001 -7.45634985 -7.14025021 -6.82340002 -6.5152998 -6.21299982 -5.9144001 -5.6173501 -5.3203001 -5.02799988 -4.7414999 -4.46140003 -4.17700005 -3.90199995 -3.62879992 -3.35820007 -3.08879995 -2.82634997 -2.56585002 -2.30859995 -2.05150008 -1.80040002 -1.55439997 -1.31040001 -1.06980002 -0.834200025 -0.601100028 -0.377600014 -0.155300006 0. 0.200499997 0.462850004 0.754700005 1.07244992 1.4188 1.79530001 2.19689989 2.62995005 3.10229993 3.61045003 4.16944981 4.77745008 5.43204975 6.15460014 6.96455002 7.88070011 8.91264915 10.0883503 11.4862995 13.0909004 15.0234509 17.3314495 20.2378998 23.9822998 28.6982498 35.4843521 46.5662003 155.031097 do regularised spline fit for input variable # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -82.1138992 -26.2273502 -20.1025505 -16.9264984 -14.9237499 -13.4956493 -12.3957005 -11.5017004 -10.7479 -10.0984497 -9.53174973 -9.03145027 -8.56304932 -8.1402998 -7.75239992 -7.39424992 -7.05959988 -6.74959993 -6.45179987 -6.17500019 -5.91169977 -5.65929985 -5.41720009 -5.19110012 -4.97090006 -4.76200008 -4.55779982 -4.36254978 -4.1739502 -3.99419999 -3.82245016 -3.65639997 -3.49370003 -3.3355999 -3.18350005 -3.03625011 -2.89540005 -2.75915003 -2.6250999 -2.49309993 -2.36919999 -2.24659991 -2.12789989 -2.01275015 -1.89909995 -1.78994989 -1.68079996 -1.57589996 -1.47254992 -1.37100005 -1.27160001 -1.17379999 -1.07690001 -0.98089999 -0.888300002 -0.797850013 -0.708500028 -0.618200004 -0.528500021 -0.441249996 -0.35769999 -0.271899998 -0.189099997 -0.1061 -0.0318999998 0. 0. 0. 0.0483499989 0.135100007 0.230100006 0.326900005 0.429899991 0.540799975 0.654999971 0.774600029 0.902999997 1.03770006 1.17789996 1.32550001 1.4842 1.65269995 1.83555007 2.0315001 2.2407999 2.46810007 2.71550012 2.98900008 3.29119992 3.62674999 3.99814987 4.42525005 4.91820002 5.48029995 6.17580032 7.00635004 8.03684998 9.45114994 11.5068998 15.4299002 77.5643997 do regularised spline fit for input variable # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -175.852493 -44.7712021 -34.6685486 -28.4239502 -23.8226509 -20.28545 -17.2998505 -14.8562508 -12.7996006 -11.0867004 -9.60820007 -8.34734917 -7.28415012 -6.33195019 -5.50020027 -4.76020002 -4.10720015 -3.52710009 -3.0076499 -2.53740001 -2.11849999 -1.73599994 -1.38680005 -1.06585002 -0.775200009 -0.506699979 -0.252900004 -0.0313000008 0. 0. 0. 0. 0. 0. 0. 0. 0.00300000003 0.198150009 0.395799994 0.594299972 0.795149982 0.992900014 1.19089997 1.39429998 1.59140003 1.79079998 1.98640001 2.18390012 2.38310003 2.58299994 2.77959991 2.97600007 3.17050004 3.36949992 3.56879997 3.76604986 3.96465015 4.16099977 4.36199999 4.55950022 4.76130009 4.96339989 5.16919994 5.37949991 5.58850002 5.79920006 6.00909996 6.22469997 6.44610023 6.67000008 6.89244986 7.11980009 7.35160017 7.58790016 7.83319998 8.09225082 8.35519981 8.63529968 8.93404961 9.23359966 9.55554962 9.90120029 10.2728996 10.6717491 11.1056995 11.5818005 12.09305 12.6485996 13.2555504 13.9052 14.6157494 15.3832493 16.2294006 17.1623497 18.2133999 19.4130497 20.8653488 22.6174507 24.9612999 28.8798008 99.6978989 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -164.873001 -41.865551 -32.4193993 -26.5236511 -22.2218018 -18.8398495 -16.0725498 -13.6697502 -11.6583004 -9.95100021 -8.48629951 -7.22300005 -6.11050034 -5.12905025 -4.26245022 -3.48385 -2.77649999 -2.14299989 -1.57865 -1.05149996 -0.5898 -0.173199996 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.214599997 0.529000044 0.848450005 1.1726501 1.50454998 1.83770001 2.1651001 2.48889995 2.80704999 3.11520004 3.4131999 3.69379997 3.95650005 4.20975018 4.44794989 4.67799997 4.90100002 5.1157999 5.32095003 5.52080011 5.71274996 5.89669991 6.07585001 6.25439978 6.43039989 6.60314989 6.77390003 6.94619989 7.11709976 7.28625011 7.45429993 7.6262002 7.79589987 7.9684 8.14845085 8.3288002 8.51239967 8.70364952 8.89850044 9.10039997 9.30819988 9.52449989 9.75119972 9.98820019 10.2428999 10.52005 10.8067999 11.1128998 11.4436493 11.8081999 12.1956997 12.6168003 13.0726004 13.5608501 14.0783005 14.6260004 15.2047005 15.8389997 16.5157509 17.2474995 18.0480995 18.9431992 19.9403992 21.0597992 22.3640499 23.9368992 25.8770504 28.5470505 32.8278999 111.530403 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -153.4431 -38.9809494 -30.0604992 -24.5613003 -20.64505 -17.4827499 -14.8533497 -12.6096001 -10.6769505 -9.00625038 -7.54414988 -6.25164986 -5.12074995 -4.14070034 -3.28919983 -2.51405001 -1.83829999 -1.22425008 -0.681699991 -0.199149996 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.264949977 0.61680001 0.973150015 1.3348 1.69009995 2.04480004 2.39744997 2.74090004 3.07570004 3.39244986 3.69675016 3.97665 4.24294996 4.4916501 4.73554993 4.96579981 5.18904972 5.39970016 5.60284996 5.80210018 5.98990011 6.17675018 6.36269999 6.54274988 6.72039986 6.89820004 7.07609987 7.25154972 7.42530012 7.60220003 7.77780008 7.95504999 8.1406002 8.32590008 8.51509953 8.71310043 8.91539955 9.12489986 9.34179974 9.56729984 9.80679989 10.0610504 10.3322001 10.6248999 10.9231997 11.2480001 11.6091499 11.9903002 12.4006996 12.8478003 13.3234501 13.8205004 14.3436003 14.8892498 15.4715996 16.0841503 16.7268009 17.3889008 18.1021004 18.8611488 19.6713505 20.5418015 21.4725494 22.4897995 23.6219501 24.8764 26.3283005 28.0513992 30.1770496 32.9152985 37.1480484 69.7897034 do regularised spline fit for input variable # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -8.10529995 -5.13100004 -4.6498003 -4.31999969 -4.0991497 -3.88905001 -3.71955013 -3.57369995 -3.43624997 -3.29244995 -3.16654992 -3.05049992 -2.94190001 -2.84704995 -2.75255013 -2.64795017 -2.5480001 -2.44854999 -2.35654998 -2.27095008 -2.18650007 -2.10405016 -2.02810001 -1.95239997 -1.87535 -1.79710007 -1.72580004 -1.65895009 -1.59519994 -1.53714991 -1.47969997 -1.42175007 -1.36329997 -1.31040001 -1.25985003 -1.21315002 -1.16125 -1.1214 -1.0708499 -1.02769995 -0.989000022 -0.948249996 -0.911350012 -0.875050008 -0.839650035 -0.805350006 -0.774100006 -0.744400024 -0.711349964 -0.681999981 -0.654100001 -0.626649976 -0.599950016 -0.575900018 -0.551450014 -0.528599977 -0.507250011 -0.486400008 -0.466699988 -0.447149992 -0.430299997 -0.413650006 -0.39625001 -0.379900008 -0.364350021 -0.349350005 -0.333700001 -0.320600003 -0.305999994 -0.291150004 -0.278400004 -0.266350001 -0.254750013 -0.243000001 -0.23195 -0.221000001 -0.210500002 -0.2007 -0.190599993 -0.181299999 -0.171800002 -0.162200004 -0.153899997 -0.145099998 -0.136600003 -0.128199995 -0.119900003 -0.111950003 -0.103200004 -0.0951000005 -0.0861999989 -0.0772999972 -0.0687000006 -0.0596500002 -0.0505999997 -0.0417999998 -0.0333499983 -0.0249000005 -0.0167500004 -0.00769999996 0.0221999995 do regularised spline fit for input variable # 24 build map for variable # 24 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 25 -69.0775986 -3.01780009 -2.31369996 -1.94770002 -1.64300001 -1.41299999 -1.26339996 -1.13479996 -1.02579999 -0.931200027 -0.853299975 -0.780399978 -0.724300027 -0.664950013 -0.6153 -0.568499982 -0.524100006 -0.488200009 -0.45480001 -0.423599988 -0.398200005 -0.369100004 -0.346899986 -0.3213 -0.302300006 -0.284000009 -0.266900003 -0.247899994 -0.230900005 -0.217299998 -0.203799993 -0.19145 -0.179499999 -0.167699993 -0.158999994 -0.149100006 -0.140000001 -0.1303 -0.1215 -0.113600001 -0.105599999 -0.0992500037 -0.0951000005 -0.0891999975 -0.0838499963 -0.0780000016 -0.0722500011 -0.0680000037 -0.0644000024 -0.0603 -0.0568000004 -0.0542000011 -0.0515000001 -0.0480999984 -0.0450999998 -0.0425999984 -0.0403000005 -0.0375999995 -0.0351000018 -0.0331000015 -0.0309999995 -0.0289999992 -0.0271000005 -0.0251000002 -0.0233999994 -0.0225000009 -0.0203000009 -0.0183000006 -0.0170000009 -0.0157999992 -0.0142999999 -0.0131999999 -0.0121999998 -0.0111999996 -0.0102000004 -0.00910000037 -0.00850000046 -0.00800000038 -0.00719999988 -0.00659999996 -0.0057000001 -0.00529999984 -0.00469999993 -0.00449999981 -0.00329999998 -0.00249999994 -0.00209999993 -0.00179999997 -0.000500000024 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. do regularised spline fit for input variable # 25 build map for variable # 25 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 26 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. build map for variable # 26 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 27 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 2. 3. 5. 59. build map for variable # 27 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 28 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. build map for variable # 28 ------------------------------ Transdef: Tab for variable 29 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 -4.38635445 -4.13074541 -4.07658577 -3.93301249 -3.93301249 -3.93301249 -3.93301249 -3.93301249 -3.76037169 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.53776598 -3.33379126 -3.08295679 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.02817678 -2.92521644 -2.76599407 -2.7432518 -2.65752363 -2.58459091 -2.50248146 -2.46006012 -2.3098278 -2.18145704 -2.00717211 -1.83352137 -1.72768688 -1.52133799 -1.37403584 -1.14628696 -1.11139488 -0.946540356 -0.829256058 -0.630250454 -0.522005558 -0.408083439 -0.299777985 -0.238624573 -0.164363861 -0.0510306358 0.046505928 0.0784716606 0.198370934 0.287807226 0.490685701 0.490685701 0.543769598 0.82774353 0.82774353 0.979388714 1.50525331 1.50525331 1.50525331 1.50525331 1.85486817 2.19153476 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.05003428 3.7110219 3.7110219 3.7110219 3.7110219 3.7110219 4.40498018 4.40498018 6.10368633 do regularised spline fit for input variable # 30 build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 -4.83247137 -4.13779259 -4.07223701 -3.94697928 -3.85483575 -3.72168827 -3.69013071 -3.65401149 -3.56138825 -3.4688251 -3.40355444 -3.31566119 -3.27628684 -3.1227622 -3.11294436 -3.02331328 -2.92775369 -2.87176943 -2.86168885 -2.84834695 -2.79855132 -2.7737186 -2.71518302 -2.54819441 -2.54819441 -2.47610354 -2.37592697 -2.34447193 -2.3047781 -2.27513933 -2.26840973 -2.23495078 -2.23495078 -2.13111186 -2.11260104 -2.07558799 -2.0679872 -2.01277876 -1.94983983 -1.8602047 -1.83804798 -1.70671654 -1.63314676 -1.57915163 -1.51190472 -1.36439705 -1.27011585 -1.23548245 -1.16694045 -1.13944006 -0.969501495 -0.872774124 -0.726766109 -0.454190493 -0.383093834 -0.26591444 -0.180860519 -0.0321698189 0. 0.0190546513 0.0443530083 0.0723441839 0.0723441839 0.102372169 0.195245743 0.279042006 0.47978878 0.51010108 0.609764814 0.655275464 0.655275464 0.655275464 0.655275464 0.655456066 0.699700952 0.713219702 0.771264315 0.77837193 0.846491516 0.846491516 0.861260653 0.861260653 0.86666292 0.886415958 0.886415958 0.886415958 0.889773607 0.889773607 0.889773607 0.964651346 1.07367301 1.160092 1.28320694 1.55790734 1.71332061 1.71639228 1.72373497 1.73003983 1.88367021 2.08719873 2.64517307 do regularised spline fit for input variable # 31 build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -2.88871217 -2.01022005 -1.81758094 -1.7738843 -1.75054502 -1.66117239 -1.62225771 -1.57923603 -1.56855631 -1.50996971 -1.46918011 -1.4421711 -1.43582058 -1.42864656 -1.42002678 -1.38529015 -1.34584188 -1.28373051 -1.26972222 -1.19617558 -1.16207457 -1.12623024 -1.12623024 -1.0316782 -0.969750881 -0.951852322 -0.910561562 -0.874427319 -0.837831974 -0.817952156 -0.750380993 -0.676613331 -0.574949503 -0.555638313 -0.55290556 -0.495992661 -0.447498798 -0.375976086 -0.33365798 -0.300168037 -0.248115301 -0.248115301 -0.205456018 -0.166717768 -0.145138025 -0.077753067 -0.0648195744 -0.0360507965 -0.0360507965 0.056071043 0.0918183327 0.0999355316 0.161836386 0.27294445 0.27294445 0.372661829 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.459589243 0.669291258 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.883660793 0.942393601 0.942393601 1.27724862 3.62305307 do regularised spline fit for input variable # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -3.88792086 -3.3770566 -3.20726681 -3.20726681 -3.0499897 -2.98749042 -2.98749042 -2.98749042 -2.98749042 -2.87932158 -2.87932158 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.65408564 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.52186418 -2.41293287 -2.27632785 -2.05151105 -2.05151105 -2.05151105 -2.01507044 -1.95809221 -1.85483384 -1.72822547 -1.6048305 -1.48674536 -1.42869711 -1.34175134 -1.2968421 -1.22129297 -1.09337854 -1.09337854 -0.955205441 -0.907349586 -0.751433372 -0.710467339 -0.571699619 -0.524787664 -0.408474445 -0.304472923 -0.263629198 -0.20418787 -0.169142246 -0.0501103401 0.0318894386 0.109533548 0.118966579 0.181744099 0.291630268 0.317728758 0.444892883 0.602918386 0.690069199 0.734773636 0.784049273 0.859792709 0.928693295 1.00973034 1.11595201 1.22978187 1.39751697 1.53057528 1.54856634 1.60072923 1.67202449 1.75133717 1.98025084 2.07204652 2.16145992 2.18293715 2.61016369 do regularised spline fit for input variable # 34 build map for variable # 34 ------------------------------ Transdef: Tab for variable 35 -5.50334072 -4.55210114 -4.55210114 -4.4529171 -4.00359297 -4.00359297 -4.00359297 -4.00359297 -3.50343418 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.38835359 -3.38835359 -3.38835359 -3.38835359 -3.3617053 -3.35299492 -3.35299492 -3.15562534 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.96321154 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -1.93280864 -1.31528616 -1.31528616 -1.01728535 -0.567905903 -0.553262949 -0.138285637 -0.0580744743 0.336510181 0.340180874 0.570206642 0.684092522 0.85964179 0.952658176 0.988480806 1.18183899 1.2042098 1.48104787 1.50876164 1.63333559 1.68312478 1.79864836 1.88869524 1.99690247 2.07892203 2.26242995 2.26416016 2.30800223 2.35585356 2.45943403 2.48900843 2.60252285 2.63768959 2.78465676 2.88513279 2.92996216 3.01170063 3.06042576 3.30289626 4.8262496 do regularised spline fit for input variable # 35 build map for variable # 35 COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 0 1.0 1.0 0.9 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1 100.0 16.7 11.6 28.2 54.3 32.6 52.1 60.9 9.9 26.8 20.6 11.8 8.8 1.5 12.5 11.5 7.8 36.8 29.5 32.8 31.4 30.7 4.5 2.2 2.2 0.2 3.3 0.9 4.1 15.0 13.7 4.1 6.8 6.7 11.8 2 16.7 100.0 1.6 -6.9 14.2 12.4 14.6 26.5 0.9 10.3 11.6 -4.5 -3.8 3.5 -5.7 -5.2 -4.2 18.3 12.1 4.7 4.2 4.3 -2.6 4.9 4.9 4.2 10.3 6.5 -2.1 17.5 3.3 -2.3 6.1 4.2 3.4 3 11.6 1.6 100.0 15.0 8.8 -4.7 18.2 11.3 -5.7 6.3 3.2 -8.1 -1.9 -10.8 21.0 0.1 15.1 1.5 28.7 17.7 13.6 13.8 58.7 -6.6 -6.2 -12.2 -5.0 -15.1 60.1 23.0 26.2 60.6 41.5 40.3 23.9 4 28.2 -6.9 15.0 100.0 9.8 -13.6 10.1 7.8 0.1 -3.1 -9.0 29.2 12.8 -36.2 41.2 48.5 44.5 16.6 23.8 31.3 28.2 23.4 30.7 0.8 1.4 -2.8 3.1 -3.3 21.9 14.8 -4.3 23.9 17.0 21.4 -2.4 5 54.3 14.2 8.8 9.8 100.0 31.7 75.2 84.0 4.7 49.3 25.6 -0.4 -0.9 -0.5 1.5 1.5 1.4 20.9 17.2 22.1 21.0 20.7 1.8 2.0 1.8 1.3 2.1 1.8 -0.2 11.9 17.7 1.1 4.1 3.4 14.3 6 32.6 12.4 -4.7 -13.6 31.7 100.0 41.6 38.4 0.3 23.1 79.1 5.9 4.2 29.4 -14.5 -10.7 -13.9 17.5 8.1 5.1 5.6 7.4 -21.6 3.2 2.5 3.3 3.1 5.3 -17.1 4.0 6.1 -17.6 -7.4 -10.8 3.2 7 52.1 14.6 18.2 10.1 75.2 41.6 100.0 77.6 -0.8 41.4 32.6 -7.8 -4.8 -6.7 2.4 0.1 3.7 18.7 18.0 25.8 24.6 23.9 13.1 1.2 1.0 -0.5 2.0 -0.4 8.1 14.1 22.0 11.3 10.6 9.9 18.0 8 60.9 26.5 11.3 7.8 84.0 38.4 77.6 100.0 4.6 45.9 27.5 -3.8 -0.6 0.4 0.9 -0.8 -0.3 25.1 20.4 25.3 24.2 24.1 2.9 2.6 2.3 1.8 3.4 2.6 1.5 14.7 18.1 2.2 6.0 5.0 14.9 9 9.9 0.9 -5.7 0.1 4.7 0.3 -0.8 4.6 100.0 0.7 -3.1 5.0 3.2 2.8 2.4 0.0 -3.1 2.3 0.5 -0.7 -0.1 0.5 -6.6 0.2 0.4 0.6 -0.3 0.7 -6.4 -2.0 -2.3 -6.2 -4.2 -4.2 -2.5 10 26.8 10.3 6.3 -3.1 49.3 23.1 41.4 45.9 0.7 100.0 20.0 -6.1 -2.7 2.4 -4.1 -5.2 -2.6 10.4 8.0 11.2 10.7 10.8 0.4 1.3 1.0 0.6 1.7 1.0 -0.4 7.0 15.3 0.2 2.9 1.9 12.5 11 20.6 11.6 3.2 -9.0 25.6 79.1 32.6 27.5 -3.1 20.0 100.0 7.8 3.8 29.3 -10.5 -9.0 -11.4 14.2 8.3 3.8 4.4 6.1 -13.4 3.3 2.5 1.5 3.7 3.6 -6.2 8.5 8.5 -8.4 -1.0 -4.4 6.0 12 11.8 -4.5 -8.1 29.2 -0.4 5.9 -7.8 -3.8 5.0 -6.1 7.8 100.0 35.2 26.8 39.1 67.0 42.0 21.5 19.7 -1.1 -2.3 -4.4 -16.5 0.9 1.5 0.4 1.1 1.2 -10.3 -0.3 -14.1 -12.5 -6.4 -7.8 -11.2 13 8.8 -3.8 -1.9 12.8 -0.9 4.2 -4.8 -0.6 3.2 -2.7 3.8 35.2 100.0 11.3 47.8 31.8 19.5 26.2 29.7 16.5 16.6 16.2 -6.1 0.3 0.5 0.0 0.5 0.2 -3.0 -0.3 -5.4 -4.0 -2.0 -2.4 -4.8 14 1.5 3.5 -10.8 -36.2 -0.5 29.4 -6.7 0.4 2.8 2.4 29.3 26.8 11.3 100.0 -27.9 -19.8 -21.5 7.9 -0.8 -23.6 -22.5 -18.9 -38.5 -0.4 -0.6 1.0 -3.2 2.3 -24.0 -8.4 -7.5 -29.5 -18.9 -25.6 -7.2 15 12.5 -5.7 21.0 41.2 1.5 -14.5 2.4 0.9 2.4 -4.1 -10.5 39.1 47.8 -27.9 100.0 47.2 26.6 18.1 33.5 36.7 38.7 39.3 32.7 -1.2 -1.2 -3.6 0.0 -4.4 28.5 10.0 7.1 29.5 18.2 19.7 7.1 16 11.5 -5.2 0.1 48.5 1.5 -10.7 0.1 -0.8 0.0 -5.2 -9.0 67.0 31.8 -19.8 47.2 100.0 56.5 8.9 16.4 18.1 12.2 7.3 8.7 2.5 2.2 1.3 3.4 1.8 4.1 2.5 -8.0 3.6 0.1 1.1 -5.1 17 7.8 -4.2 15.1 44.5 1.4 -13.9 3.7 -0.3 -3.1 -2.6 -11.4 42.0 19.5 -21.5 26.6 56.5 100.0 1.7 15.6 15.3 11.2 0.8 28.3 -1.8 -1.4 -5.6 -0.1 -7.1 17.9 5.0 5.1 19.8 12.6 16.3 2.3 18 36.8 18.3 1.5 16.6 20.9 17.5 18.7 25.1 2.3 10.4 14.2 21.5 26.2 7.9 18.1 8.9 1.7 100.0 55.4 34.0 35.1 35.7 -5.5 0.9 0.7 3.3 1.9 3.6 -1.9 13.3 8.3 -2.8 3.3 3.0 7.0 19 29.5 12.1 28.7 23.8 17.2 8.1 18.0 20.4 0.5 8.0 8.3 19.7 29.7 -0.8 33.5 16.4 15.6 55.4 100.0 47.1 45.3 44.7 14.8 -0.9 -0.7 -2.5 0.8 -2.8 16.7 14.9 7.0 15.5 11.8 9.2 6.7 20 32.8 4.7 17.7 31.3 22.1 5.1 25.8 25.3 -0.7 11.2 3.8 -1.1 16.5 -23.6 36.7 18.1 15.3 34.0 47.1 100.0 95.0 93.0 21.8 1.0 0.4 -0.5 1.7 -0.8 16.4 10.9 9.2 17.5 11.4 11.9 8.4 21 31.4 4.2 13.6 28.2 21.0 5.6 24.6 24.2 -0.1 10.7 4.4 -2.3 16.6 -22.5 38.7 12.2 11.2 35.1 45.3 95.0 100.0 97.6 20.8 0.8 0.3 -0.7 1.5 -1.0 15.7 10.6 9.7 17.0 11.8 13.2 8.4 22 30.7 4.3 13.8 23.4 20.7 7.4 23.9 24.1 0.5 10.8 6.1 -4.4 16.2 -18.9 39.3 7.3 0.8 35.7 44.7 93.0 97.6 100.0 17.6 0.8 0.2 -0.2 1.2 -0.3 14.3 10.3 9.0 15.2 10.4 10.9 8.1 23 4.5 -2.6 58.7 30.7 1.8 -21.6 13.1 2.9 -6.6 0.4 -13.4 -16.5 -6.1 -38.5 32.7 8.7 28.3 -5.5 14.8 21.8 20.8 17.6 100.0 -6.5 -6.6 -13.1 -4.6 -16.0 77.9 21.5 28.1 90.8 55.7 55.7 25.4 24 2.2 4.9 -6.6 0.8 2.0 3.2 1.2 2.6 0.2 1.3 3.3 0.9 0.3 -0.4 -1.2 2.5 -1.8 0.9 -0.9 1.0 0.8 0.8 -6.5 100.0 69.0 20.7 36.0 40.5 -5.1 0.4 -2.5 -6.1 -3.7 -4.0 -1.3 25 2.2 4.9 -6.2 1.4 1.8 2.5 1.0 2.3 0.4 1.0 2.5 1.5 0.5 -0.6 -1.2 2.2 -1.4 0.7 -0.7 0.4 0.3 0.2 -6.6 69.0 100.0 15.6 44.8 41.1 -5.3 0.9 -3.4 -6.3 -3.5 -4.3 -1.8 26 0.2 4.2 -12.2 -2.8 1.3 3.3 -0.5 1.8 0.6 0.6 1.5 0.4 0.0 1.0 -3.6 1.3 -5.6 3.3 -2.5 -0.5 -0.7 -0.2 -13.1 20.7 15.6 100.0 11.1 81.5 -10.7 -1.5 2.4 -12.5 -2.8 -2.2 -1.0 27 3.3 10.3 -5.0 3.1 2.1 3.1 2.0 3.4 -0.3 1.7 3.7 1.1 0.5 -3.2 0.0 3.4 -0.1 1.9 0.8 1.7 1.5 1.2 -4.6 36.0 44.8 11.1 100.0 28.9 -4.2 3.6 -3.1 -5.1 -2.2 -2.4 -1.4 28 0.9 6.5 -15.1 -3.3 1.8 5.3 -0.4 2.6 0.7 1.0 3.6 1.2 0.2 2.3 -4.4 1.8 -7.1 3.6 -2.8 -0.8 -1.0 -0.3 -16.0 40.5 41.1 81.5 28.9 100.0 -12.8 -1.3 0.9 -15.0 -4.4 -4.9 -1.8 29 4.1 -2.1 60.1 21.9 -0.2 -17.1 8.1 1.5 -6.4 -0.4 -6.2 -10.3 -3.0 -24.0 28.5 4.1 17.9 -1.9 16.7 16.4 15.7 14.3 77.9 -5.1 -5.3 -10.7 -4.2 -12.8 100.0 27.5 29.4 82.6 50.6 50.7 30.9 30 15.0 17.5 23.0 14.8 11.9 4.0 14.1 14.7 -2.0 7.0 8.5 -0.3 -0.3 -8.4 10.0 2.5 5.0 13.3 14.9 10.9 10.6 10.3 21.5 0.4 0.9 -1.5 3.6 -1.3 27.5 100.0 23.2 22.8 22.9 22.6 15.8 31 13.7 3.3 26.2 -4.3 17.7 6.1 22.0 18.1 -2.3 15.3 8.5 -14.1 -5.4 -7.5 7.1 -8.0 5.1 8.3 7.0 9.2 9.7 9.0 28.1 -2.5 -3.4 2.4 -3.1 0.9 29.4 23.2 100.0 27.9 25.0 27.3 40.0 32 4.1 -2.3 60.6 23.9 1.1 -17.6 11.3 2.2 -6.2 0.2 -8.4 -12.5 -4.0 -29.5 29.5 3.6 19.8 -2.8 15.5 17.5 17.0 15.2 90.8 -6.1 -6.3 -12.5 -5.1 -15.0 82.6 22.8 27.9 100.0 61.0 61.2 25.9 33 6.8 6.1 41.5 17.0 4.1 -7.4 10.6 6.0 -4.2 2.9 -1.0 -6.4 -2.0 -18.9 18.2 0.1 12.6 3.3 11.8 11.4 11.8 10.4 55.7 -3.7 -3.5 -2.8 -2.2 -4.4 50.6 22.9 25.0 61.0 100.0 75.2 20.5 34 6.7 4.2 40.3 21.4 3.4 -10.8 9.9 5.0 -4.2 1.9 -4.4 -7.8 -2.4 -25.6 19.7 1.1 16.3 3.0 9.2 11.9 13.2 10.9 55.7 -4.0 -4.3 -2.2 -2.4 -4.9 50.7 22.6 27.3 61.2 75.2 100.0 19.9 35 11.8 3.4 23.9 -2.4 14.3 3.2 18.0 14.9 -2.5 12.5 6.0 -11.2 -4.8 -7.2 7.1 -5.1 2.3 7.0 6.7 8.4 8.4 8.1 25.4 -1.3 -1.8 -1.0 -1.4 -1.8 30.9 15.8 40.0 25.9 20.5 19.9 100.0 TOTAL CORRELATION TO TARGET (diagonal) 139.272701 TOTAL CORRELATION OF ALL VARIABLES 71.0692943 ROUND 1: MAX CORR ( 71.0692705) AFTER KILLING INPUT VARIABLE 16 CONTR 0.058166281 ROUND 2: MAX CORR ( 71.0691981) AFTER KILLING INPUT VARIABLE 13 CONTR 0.101470411 ROUND 3: MAX CORR ( 71.069034) AFTER KILLING INPUT VARIABLE 32 CONTR 0.152733301 ROUND 4: MAX CORR ( 71.0688578) AFTER KILLING INPUT VARIABLE 22 CONTR 0.158265952 ROUND 5: MAX CORR ( 71.0685776) AFTER KILLING INPUT VARIABLE 33 CONTR 0.199571219 ROUND 6: MAX CORR ( 71.0680946) AFTER KILLING INPUT VARIABLE 19 CONTR 0.262014416 ROUND 7: MAX CORR ( 71.067417) AFTER KILLING INPUT VARIABLE 25 CONTR 0.310325579 ROUND 8: MAX CORR ( 71.0666531) AFTER KILLING INPUT VARIABLE 34 CONTR 0.329505199 ROUND 9: MAX CORR ( 71.0656269) AFTER KILLING INPUT VARIABLE 28 CONTR 0.381917582 ROUND 10: MAX CORR ( 71.0645094) AFTER KILLING INPUT VARIABLE 21 CONTR 0.398528081 ROUND 11: MAX CORR ( 71.0627456) AFTER KILLING INPUT VARIABLE 24 CONTR 0.500689696 ROUND 12: MAX CORR ( 71.0603872) AFTER KILLING INPUT VARIABLE 29 CONTR 0.578944594 ROUND 13: MAX CORR ( 71.0557611) AFTER KILLING INPUT VARIABLE 27 CONTR 0.810835132 ROUND 14: MAX CORR ( 71.0497245) AFTER KILLING INPUT VARIABLE 30 CONTR 0.926190769 ROUND 15: MAX CORR ( 71.0407815) AFTER KILLING INPUT VARIABLE 26 CONTR 1.12726257 ROUND 16: MAX CORR ( 71.031175) AFTER KILLING INPUT VARIABLE 23 CONTR 1.1682509 ROUND 17: MAX CORR ( 71.0201076) AFTER KILLING INPUT VARIABLE 10 CONTR 1.25384697 ROUND 18: MAX CORR ( 70.9975888) AFTER KILLING INPUT VARIABLE 15 CONTR 1.78831589 ROUND 19: MAX CORR ( 70.96149) AFTER KILLING INPUT VARIABLE 3 CONTR 2.26374596 ROUND 20: MAX CORR ( 70.924391) AFTER KILLING INPUT VARIABLE 2 CONTR 2.2943032 ROUND 21: MAX CORR ( 70.8867132) AFTER KILLING INPUT VARIABLE 12 CONTR 2.31152182 ROUND 22: MAX CORR ( 70.8714085) AFTER KILLING INPUT VARIABLE 17 CONTR 1.47294549 ROUND 23: MAX CORR ( 70.8272754) AFTER KILLING INPUT VARIABLE 35 CONTR 2.50071892 ROUND 24: MAX CORR ( 70.7500576) AFTER KILLING INPUT VARIABLE 7 CONTR 3.30640278 ROUND 25: MAX CORR ( 70.611154) AFTER KILLING INPUT VARIABLE 31 CONTR 4.43120506 ROUND 26: MAX CORR ( 70.4237619) AFTER KILLING INPUT VARIABLE 5 CONTR 5.14089735 ROUND 27: MAX CORR ( 70.0992093) AFTER KILLING INPUT VARIABLE 9 CONTR 6.75330295 ROUND 28: MAX CORR ( 69.7239603) AFTER KILLING INPUT VARIABLE 14 CONTR 7.24351489 ROUND 29: MAX CORR ( 69.38196) AFTER KILLING INPUT VARIABLE 11 CONTR 6.89740929 ROUND 30: MAX CORR ( 69.020419) AFTER KILLING INPUT VARIABLE 20 CONTR 7.07376441 ROUND 31: MAX CORR ( 67.9196796) AFTER KILLING INPUT VARIABLE 6 CONTR 12.2774331 ROUND 32: MAX CORR ( 65.2476367) AFTER KILLING INPUT VARIABLE 18 CONTR 18.8634244 ROUND 33: MAX CORR ( 60.8581106) AFTER KILLING INPUT VARIABLE 4 CONTR 23.5275258 LAST REMAINING VARIABLE: 8 total correlation to target: 71.0692943 % total significance: 710.692943 sigma correlations of single variables to target: variable 2: 16.7061551 % , in sigma: 167.061551 variable 3: 11.6152888 % , in sigma: 116.152888 variable 4: 28.2073464 % , in sigma: 282.073464 variable 5: 54.3008929 % , in sigma: 543.008929 variable 6: 32.5568954 % , in sigma: 325.568954 variable 7: 52.0756568 % , in sigma: 520.756568 variable 8: 60.8581106 % , in sigma: 608.581106 variable 9: 9.92257082 % , in sigma: 99.2257082 variable 10: 26.7711702 % , in sigma: 267.711702 variable 11: 20.5868601 % , in sigma: 205.868601 variable 12: 11.77234 % , in sigma: 117.7234 variable 13: 8.79482794 % , in sigma: 87.9482794 variable 14: 1.50593885 % , in sigma: 15.0593885 variable 15: 12.5029561 % , in sigma: 125.029561 variable 16: 11.5077208 % , in sigma: 115.077208 variable 17: 7.77019157 % , in sigma: 77.7019157 variable 18: 36.7813154 % , in sigma: 367.813154 variable 19: 29.5400264 % , in sigma: 295.400264 variable 20: 32.8414517 % , in sigma: 328.414517 variable 21: 31.4379253 % , in sigma: 314.379253 variable 22: 30.7274622 % , in sigma: 307.274622 variable 23: 4.52673032 % , in sigma: 45.2673032 variable 24: 2.24263937 % , in sigma: 22.4263937 variable 25: 2.24206698 % , in sigma: 22.4206698 variable 26: 0.182110782 % , in sigma: 1.82110782 variable 27: 3.32576451 % , in sigma: 33.2576451 variable 28: 0.888913496 % , in sigma: 8.88913496 variable 29: 4.12387164 % , in sigma: 41.2387164 variable 30: 14.9776697 % , in sigma: 149.776697 variable 31: 13.7391692 % , in sigma: 137.391692 variable 32: 4.06933646 % , in sigma: 40.6933646 variable 33: 6.82719535 % , in sigma: 68.2719535 variable 34: 6.72092072 % , in sigma: 67.2092072 variable 35: 11.805117 % , in sigma: 118.05117 variables sorted by significance: 1 most relevant variable 8 corr 60.8581123 , in sigma: 608.581123 2 most relevant variable 4 corr 23.5275249 , in sigma: 235.275249 3 most relevant variable 18 corr 18.8634243 , in sigma: 188.634243 4 most relevant variable 6 corr 12.2774334 , in sigma: 122.774334 5 most relevant variable 20 corr 7.07376432 , in sigma: 70.7376432 6 most relevant variable 11 corr 6.89740944 , in sigma: 68.9740944 7 most relevant variable 14 corr 7.24351501 , in sigma: 72.4351501 8 most relevant variable 9 corr 6.75330305 , in sigma: 67.5330305 9 most relevant variable 5 corr 5.14089727 , in sigma: 51.4089727 10 most relevant variable 31 corr 4.43120527 , in sigma: 44.3120527 11 most relevant variable 7 corr 3.30640268 , in sigma: 33.0640268 12 most relevant variable 35 corr 2.50071883 , in sigma: 25.0071883 13 most relevant variable 17 corr 1.47294545 , in sigma: 14.7294545 14 most relevant variable 12 corr 2.31152177 , in sigma: 23.1152177 15 most relevant variable 2 corr 2.29430318 , in sigma: 22.9430318 16 most relevant variable 3 corr 2.26374602 , in sigma: 22.6374602 17 most relevant variable 15 corr 1.78831589 , in sigma: 17.8831589 18 most relevant variable 10 corr 1.253847 , in sigma: 12.53847 19 most relevant variable 23 corr 1.16825092 , in sigma: 11.6825092 20 most relevant variable 26 corr 1.12726259 , in sigma: 11.2726259 21 most relevant variable 30 corr 0.926190794 , in sigma: 9.26190794 22 most relevant variable 27 corr 0.810835123 , in sigma: 8.10835123 23 most relevant variable 29 corr 0.578944623 , in sigma: 5.78944623 24 most relevant variable 24 corr 0.500689685 , in sigma: 5.00689685 25 most relevant variable 21 corr 0.398528069 , in sigma: 3.98528069 26 most relevant variable 28 corr 0.381917596 , in sigma: 3.81917596 27 most relevant variable 34 corr 0.329505205 , in sigma: 3.29505205 28 most relevant variable 25 corr 0.310325593 , in sigma: 3.10325593 29 most relevant variable 19 corr 0.262014419 , in sigma: 2.62014419 30 most relevant variable 33 corr 0.199571222 , in sigma: 1.99571222 31 most relevant variable 22 corr 0.158265948 , in sigma: 1.58265948 32 most relevant variable 32 corr 0.152733296 , in sigma: 1.52733296 33 most relevant variable 13 corr 0.101470411 , in sigma: 1.01470411 34 most relevant variable 16 corr 0.0581662804 , in sigma: 0.581662804 global correlations between input variables: variable 2: 40.8697482 % variable 3: 70.2262326 % variable 4: 67.0528221 % variable 5: 86.8955442 % variable 6: 83.2328293 % variable 7: 83.0092588 % variable 8: 88.4725863 % variable 9: 14.3090903 % variable 10: 51.5120069 % variable 11: 80.6233334 % variable 12: 85.7714264 % variable 13: 62.6107063 % variable 14: 72.874003 % variable 15: 79.4064807 % variable 16: 82.6952564 % variable 17: 74.4596921 % variable 18: 65.5450694 % variable 19: 69.6651226 % variable 20: 95.7393212 % variable 21: 98.5604322 % variable 22: 98.3189455 % variable 23: 93.1828304 % variable 24: 70.4251265 % variable 25: 74.6144414 % variable 26: 84.0926154 % variable 27: 48.5030125 % variable 28: 87.1587838 % variable 29: 84.8251402 % variable 30: 41.1120157 % variable 31: 52.9950972 % variable 32: 93.8550802 % variable 33: 77.9991206 % variable 34: 78.8158486 % variable 35: 47.0528088 % significance loss when removing single variables: variable 2: corr = 2.03084036 % , sigma = 20.3084036 variable 3: corr = 2.28939516 % , sigma = 22.8939516 variable 4: corr = 17.9780476 % , sigma = 179.780476 variable 5: corr = 4.03361789 % , sigma = 40.3361789 variable 6: corr = 12.3342069 % , sigma = 123.342069 variable 7: corr = 3.36148574 % , sigma = 33.6148574 variable 8: corr = 16.4897046 % , sigma = 164.897046 variable 9: corr = 6.88593055 % , sigma = 68.8593055 variable 10: corr = 1.26882095 % , sigma = 12.6882095 variable 11: corr = 8.67515243 % , sigma = 86.7515243 variable 12: corr = 2.18271153 % , sigma = 21.8271153 variable 13: corr = 0.093500969 % , sigma = 0.93500969 variable 14: corr = 4.94309463 % , sigma = 49.4309463 variable 15: corr = 1.37556717 % , sigma = 13.7556717 variable 16: corr = 0.058166281 % , sigma = 0.58166281 variable 17: corr = 2.30917563 % , sigma = 23.0917563 variable 18: corr = 10.1210447 % , sigma = 101.210447 variable 19: corr = 0.255410972 % , sigma = 2.55410972 variable 20: corr = 2.56022534 % , sigma = 25.6022534 variable 21: corr = 0.334207114 % , sigma = 3.34207114 variable 22: corr = 0.146751958 % , sigma = 1.46751958 variable 23: corr = 0.860683849 % , sigma = 8.60683849 variable 24: corr = 0.323240902 % , sigma = 3.23240902 variable 25: corr = 0.309872981 % , sigma = 3.09872981 variable 26: corr = 0.347328508 % , sigma = 3.47328508 variable 27: corr = 0.569753531 % , sigma = 5.69753531 variable 28: corr = 0.449177075 % , sigma = 4.49177075 variable 29: corr = 0.556228869 % , sigma = 5.56228869 variable 30: corr = 0.789794082 % , sigma = 7.89794082 variable 31: corr = 3.01297823 % , sigma = 30.1297823 variable 32: corr = 0.152856864 % , sigma = 1.52856864 variable 33: corr = 0.180309026 % , sigma = 1.80309026 variable 34: corr = 0.412079453 % , sigma = 4.12079453 variable 35: corr = 2.38571594 % , sigma = 23.8571594 Keep only 28 most significant input variables Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -3.88496447 create test 22 plots 9100/9200: 2 NVar: 29. 4640 --------- Entering internal boost mode: --------- Weightsum per Output Node: 1000000. Starting analysis with 49 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.93808079 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.55097795 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.15032339 PREPRO: (sigma of derived input)/eigenvalue # 4 : 2.08883071 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.67310655 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.64291501 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.55358171 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.39598906 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.2831974 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.17765248 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.13904619 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.00948143 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.000103 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.999695897 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.924151003 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.892188609 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.808439434 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.779328644 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.755282462 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.715075672 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.648621619 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.629070103 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.608741105 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.573545933 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.561710119 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.526753068 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.497159868 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.492242098 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.449192613 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.434128433 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.397285432 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.372496873 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.317738444 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.295559824 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.270472556 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.237758175 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.169720411 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.163131684 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.106135696 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.000432734931 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.000348088419 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.000306920905 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.000262883084 PREPRO: (sigma of derived input)/eigenvalue # 44 : 0.000218455825 PREPRO: (sigma of derived input)/eigenvalue # 45 : 0.000255601888 PREPRO: (sigma of derived input)/eigenvalue # 46 : 0.000284195819 PREPRO: (sigma of derived input)/eigenvalue # 47 : 0.000314008706 PREPRO: (sigma of derived input)/eigenvalue # 48 : 0.000436719652 PREPRO: (sigma of derived input)/eigenvalue # 49 : 0.000443160388 Using 39 variables out of 49 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 39.0 40.0 0 1.0 2.9 2.6 2.2 2.1 1.7 1.6 1.6 1.4 1.3 1.2 1.1 1.0 1.0 1.0 0.9 0.9 0.8 0.8 0.8 0.7 0.6 0.6 0.6 0.6 0.6 0.5 0.5 0.5 0.4 0.4 0.4 0.4 0.3 0.3 0.3 0.2 0.2 0.2 0.1 1 100.0 -5.9 11.2 32.8 48.6 5.9 -24.2 -2.5 -3.0 -4.2 -1.7 -3.3 2.0 8.7 3.6 2.8 5.3 -7.4 10.0 6.2 -13.1 9.2 9.8 -2.3 5.9 -3.2 4.5 0.9 0.1 2.4 -6.0 0.3 1.0 0.4 -14.4 2.0 0.0 20.0 5.0 0.2 2 -5.9 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 3 11.2 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 4 32.8 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 5 48.6 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 6 5.9 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7 -24.2 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 8 -2.5 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 9 -3.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 10 -4.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 11 -1.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 12 -3.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 13 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 14 8.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 15 3.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 16 2.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 17 5.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 18 -7.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 19 10.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 20 6.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 21 -13.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 22 9.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 23 9.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 24 -2.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 25 5.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 26 -3.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 27 4.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 28 0.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 29 0.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 30 2.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 31 -6.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 32 0.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 33 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34 0.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 35 -14.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 36 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 37 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 38 20.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 39 5.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 40 0.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 75.4264232 PREPRO: MEAN( 1)= 0.266372 WIDTH 0.929046887 PREPRO: MEAN( 2)= -4.04443443E-08 WIDTH 8.6323181 PREPRO: MEAN( 3)= 9.53890383E-08 WIDTH 6.50749003 PREPRO: MEAN( 4)= 1.34101115E-07 WIDTH 4.62389194 PREPRO: MEAN( 5)= -1.985042E-07 WIDTH 4.36321515 PREPRO: MEAN( 6)= 1.03600249E-08 WIDTH 2.79928576 PREPRO: MEAN( 7)= -4.40704636E-08 WIDTH 2.69916972 PREPRO: MEAN( 8)= -8.5311383E-08 WIDTH 2.41361703 PREPRO: MEAN( 9)= 3.49201523E-08 WIDTH 1.94878624 PREPRO: MEAN( 10)= 8.68706751E-08 WIDTH 1.64659564 PREPRO: MEAN( 11)= -1.19739335E-07 WIDTH 1.38686554 PREPRO: MEAN( 12)= 2.62272721E-08 WIDTH 1.29742647 PREPRO: MEAN( 13)= 2.54957294E-08 WIDTH 1.01905271 PREPRO: MEAN( 14)= -1.94461573E-08 WIDTH 1.00020573 PREPRO: MEAN( 15)= 6.13752753E-10 WIDTH 0.999391758 PREPRO: MEAN( 16)= 8.49484606E-09 WIDTH 0.85405462 PREPRO: MEAN( 17)= 2.30554044E-08 WIDTH 0.79600027 PREPRO: MEAN( 18)= -1.9047156E-08 WIDTH 0.653574229 PREPRO: MEAN( 19)= -4.23903484E-08 WIDTH 0.607353247 PREPRO: MEAN( 20)= -4.96456325E-08 WIDTH 0.570451633 PREPRO: MEAN( 21)= -3.55963968E-09 WIDTH 0.51133343 PREPRO: MEAN( 22)= 9.38005E-09 WIDTH 0.420710294 PREPRO: MEAN( 23)= -8.38771416E-09 WIDTH 0.39572901 PREPRO: MEAN( 24)= -3.17073334E-09 WIDTH 0.370565894 PREPRO: MEAN( 25)= -1.49966236E-08 WIDTH 0.328955037 PREPRO: MEAN( 26)= -1.0157044E-08 WIDTH 0.315518429 PREPRO: MEAN( 27)= 4.5677349E-08 WIDTH 0.27746877 PREPRO: MEAN( 28)= -3.77456867E-08 WIDTH 0.247168061 PREPRO: MEAN( 29)= 1.49687977E-08 WIDTH 0.242302235 PREPRO: MEAN( 30)= -2.19138768E-08 WIDTH 0.201773996 PREPRO: MEAN( 31)= 1.35089832E-08 WIDTH 0.188467503 PREPRO: MEAN( 32)= -3.02918628E-09 WIDTH 0.157835497 PREPRO: MEAN( 33)= 4.71492112E-08 WIDTH 0.138754067 PREPRO: MEAN( 34)= 5.87698817E-09 WIDTH 0.100957667 PREPRO: MEAN( 35)= 3.68201882E-08 WIDTH 0.0873556229 PREPRO: MEAN( 36)= 7.2511686E-09 WIDTH 0.0731552731 PREPRO: MEAN( 37)= 7.09424261E-09 WIDTH 0.0565288726 PREPRO: MEAN( 38)= -1.46380737E-08 WIDTH 0.0288050701 PREPRO: MEAN( 39)= -1.39284513E-08 WIDTH 0.0266119486 PREPRO: MEAN( 40)= 2.26817292E-09 WIDTH 0.011264794 ------------------------------------- Teacher: actual network topology: Nodes(1) = 40 Nodes(2) = 40 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 57.4318581 sigma out 40 active outputs RANK 2 NODE 8 --> 38.0055351 sigma out 40 active outputs RANK 3 NODE 6 --> 37.2048378 sigma out 40 active outputs RANK 4 NODE 4 --> 35.9942551 sigma out 40 active outputs RANK 5 NODE 10 --> 35.6523361 sigma out 40 active outputs RANK 6 NODE 16 --> 34.9611549 sigma out 40 active outputs RANK 7 NODE 30 --> 34.2817726 sigma out 40 active outputs RANK 8 NODE 9 --> 34.2241669 sigma out 40 active outputs RANK 9 NODE 38 --> 34.0981674 sigma out 40 active outputs RANK 10 NODE 21 --> 33.5440559 sigma out 40 active outputs RANK 11 NODE 22 --> 33.1643791 sigma out 40 active outputs RANK 12 NODE 20 --> 32.9491234 sigma out 40 active outputs RANK 13 NODE 5 --> 32.7740555 sigma out 40 active outputs RANK 14 NODE 11 --> 32.6716805 sigma out 40 active outputs RANK 15 NODE 23 --> 32.6206284 sigma out 40 active outputs RANK 16 NODE 12 --> 31.8993034 sigma out 40 active outputs RANK 17 NODE 7 --> 31.2302208 sigma out 40 active outputs RANK 18 NODE 17 --> 30.3972034 sigma out 40 active outputs RANK 19 NODE 26 --> 30.3539677 sigma out 40 active outputs RANK 20 NODE 31 --> 30.142868 sigma out 40 active outputs RANK 21 NODE 39 --> 29.3038731 sigma out 40 active outputs RANK 22 NODE 25 --> 29.303751 sigma out 40 active outputs RANK 23 NODE 13 --> 29.0966034 sigma out 40 active outputs RANK 24 NODE 35 --> 28.9174137 sigma out 40 active outputs RANK 25 NODE 32 --> 28.4365082 sigma out 40 active outputs RANK 26 NODE 18 --> 28.133585 sigma out 40 active outputs RANK 27 NODE 24 --> 28.1208878 sigma out 40 active outputs RANK 28 NODE 14 --> 28.10009 sigma out 40 active outputs RANK 29 NODE 29 --> 28.0089493 sigma out 40 active outputs RANK 30 NODE 19 --> 27.8163452 sigma out 40 active outputs RANK 31 NODE 36 --> 27.2110386 sigma out 40 active outputs RANK 32 NODE 28 --> 27.0545406 sigma out 40 active outputs RANK 33 NODE 15 --> 25.8334084 sigma out 40 active outputs RANK 34 NODE 33 --> 24.6698189 sigma out 40 active outputs RANK 35 NODE 27 --> 24.6384296 sigma out 40 active outputs RANK 36 NODE 37 --> 24.4312515 sigma out 40 active outputs RANK 37 NODE 40 --> 23.6592178 sigma out 40 active outputs RANK 38 NODE 34 --> 20.6452656 sigma out 40 active outputs RANK 39 NODE 2 --> 9.43013 sigma out 40 active outputs RANK 40 NODE 1 --> 5.74420166 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 59.6125565 sigma in 40act. ( 66.1090622 sig out 1act.) RANK 2 NODE 29 --> 48.9390793 sigma in 40act. ( 53.5748558 sig out 1act.) RANK 3 NODE 27 --> 44.5362206 sigma in 40act. ( 43.1909981 sig out 1act.) RANK 4 NODE 21 --> 42.6819572 sigma in 40act. ( 43.2215157 sig out 1act.) RANK 5 NODE 11 --> 36.3966827 sigma in 40act. ( 24.0353889 sig out 1act.) RANK 6 NODE 34 --> 35.3007622 sigma in 40act. ( 23.6153393 sig out 1act.) RANK 7 NODE 30 --> 35.2703629 sigma in 40act. ( 26.640625 sig out 1act.) RANK 8 NODE 37 --> 34.4328728 sigma in 40act. ( 28.9454994 sig out 1act.) RANK 9 NODE 14 --> 33.0170364 sigma in 40act. ( 28.490303 sig out 1act.) RANK 10 NODE 12 --> 32.9656143 sigma in 40act. ( 28.1009464 sig out 1act.) RANK 11 NODE 16 --> 32.6672516 sigma in 40act. ( 20.8346138 sig out 1act.) RANK 12 NODE 2 --> 32.2738838 sigma in 40act. ( 18.4288464 sig out 1act.) RANK 13 NODE 38 --> 31.4509315 sigma in 40act. ( 25.0060673 sig out 1act.) RANK 14 NODE 10 --> 30.9722633 sigma in 40act. ( 3.48595929 sig out 1act.) RANK 15 NODE 40 --> 30.0991516 sigma in 40act. ( 16.0284042 sig out 1act.) RANK 16 NODE 4 --> 28.4965954 sigma in 40act. ( 16.0703526 sig out 1act.) RANK 17 NODE 6 --> 27.9870682 sigma in 40act. ( 9.81260967 sig out 1act.) RANK 18 NODE 28 --> 27.7918072 sigma in 40act. ( 14.4773121 sig out 1act.) RANK 19 NODE 1 --> 27.7338905 sigma in 40act. ( 19.3637123 sig out 1act.) RANK 20 NODE 5 --> 27.5356216 sigma in 40act. ( 8.55367565 sig out 1act.) RANK 21 NODE 32 --> 26.9066124 sigma in 40act. ( 13.3506136 sig out 1act.) RANK 22 NODE 7 --> 26.6555843 sigma in 40act. ( 17.8144073 sig out 1act.) RANK 23 NODE 33 --> 26.2395496 sigma in 40act. ( 23.753109 sig out 1act.) RANK 24 NODE 3 --> 25.8262997 sigma in 40act. ( 10.7994318 sig out 1act.) RANK 25 NODE 31 --> 25.6415596 sigma in 40act. ( 14.9604177 sig out 1act.) RANK 26 NODE 24 --> 25.5967026 sigma in 40act. ( 16.2155304 sig out 1act.) RANK 27 NODE 9 --> 25.2044888 sigma in 40act. ( 8.27126217 sig out 1act.) RANK 28 NODE 36 --> 25.0553894 sigma in 40act. ( 0.814727426 sig out 1act.) RANK 29 NODE 26 --> 24.9178562 sigma in 40act. ( 10.5085802 sig out 1act.) RANK 30 NODE 25 --> 24.6654625 sigma in 40act. ( 13.6968107 sig out 1act.) RANK 31 NODE 22 --> 24.6004105 sigma in 40act. ( 10.3594151 sig out 1act.) RANK 32 NODE 35 --> 24.5987587 sigma in 40act. ( 2.79756165 sig out 1act.) RANK 33 NODE 23 --> 24.5027561 sigma in 40act. ( 16.1876469 sig out 1act.) RANK 34 NODE 17 --> 24.4270363 sigma in 40act. ( 18.702528 sig out 1act.) RANK 35 NODE 8 --> 24.1135826 sigma in 40act. ( 4.87016487 sig out 1act.) RANK 36 NODE 20 --> 23.4683189 sigma in 40act. ( 1.7746551 sig out 1act.) RANK 37 NODE 15 --> 23.0135517 sigma in 40act. ( 5.03981256 sig out 1act.) RANK 38 NODE 19 --> 22.6709919 sigma in 40act. ( 4.45840931 sig out 1act.) RANK 39 NODE 39 --> 22.136982 sigma in 40act. ( 11.1645346 sig out 1act.) RANK 40 NODE 18 --> 20.7359867 sigma in 40act. ( 9.72382832 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 66.1090622 sigma out 1act.( 59.6125565 sig in 40act.) RANK 2 NODE 29 --> 53.5748558 sigma out 1act.( 48.9390793 sig in 40act.) RANK 3 NODE 21 --> 43.2215157 sigma out 1act.( 42.6819572 sig in 40act.) RANK 4 NODE 27 --> 43.1909981 sigma out 1act.( 44.5362206 sig in 40act.) RANK 5 NODE 37 --> 28.9454994 sigma out 1act.( 34.4328728 sig in 40act.) RANK 6 NODE 14 --> 28.490303 sigma out 1act.( 33.0170364 sig in 40act.) RANK 7 NODE 12 --> 28.1009464 sigma out 1act.( 32.9656143 sig in 40act.) RANK 8 NODE 30 --> 26.640625 sigma out 1act.( 35.2703629 sig in 40act.) RANK 9 NODE 38 --> 25.0060673 sigma out 1act.( 31.4509315 sig in 40act.) RANK 10 NODE 11 --> 24.0353889 sigma out 1act.( 36.3966827 sig in 40act.) RANK 11 NODE 33 --> 23.753109 sigma out 1act.( 26.2395496 sig in 40act.) RANK 12 NODE 34 --> 23.6153393 sigma out 1act.( 35.3007622 sig in 40act.) RANK 13 NODE 16 --> 20.8346138 sigma out 1act.( 32.6672516 sig in 40act.) RANK 14 NODE 1 --> 19.3637123 sigma out 1act.( 27.7338905 sig in 40act.) RANK 15 NODE 17 --> 18.702528 sigma out 1act.( 24.4270363 sig in 40act.) RANK 16 NODE 2 --> 18.4288464 sigma out 1act.( 32.2738838 sig in 40act.) RANK 17 NODE 7 --> 17.8144073 sigma out 1act.( 26.6555843 sig in 40act.) RANK 18 NODE 24 --> 16.2155304 sigma out 1act.( 25.5967026 sig in 40act.) RANK 19 NODE 23 --> 16.1876469 sigma out 1act.( 24.5027561 sig in 40act.) RANK 20 NODE 4 --> 16.0703526 sigma out 1act.( 28.4965954 sig in 40act.) RANK 21 NODE 40 --> 16.0284042 sigma out 1act.( 30.0991516 sig in 40act.) RANK 22 NODE 31 --> 14.9604177 sigma out 1act.( 25.6415596 sig in 40act.) RANK 23 NODE 28 --> 14.4773121 sigma out 1act.( 27.7918072 sig in 40act.) RANK 24 NODE 25 --> 13.6968107 sigma out 1act.( 24.6654625 sig in 40act.) RANK 25 NODE 32 --> 13.3506136 sigma out 1act.( 26.9066124 sig in 40act.) RANK 26 NODE 39 --> 11.1645346 sigma out 1act.( 22.136982 sig in 40act.) RANK 27 NODE 3 --> 10.7994318 sigma out 1act.( 25.8262997 sig in 40act.) RANK 28 NODE 26 --> 10.5085802 sigma out 1act.( 24.9178562 sig in 40act.) RANK 29 NODE 22 --> 10.3594151 sigma out 1act.( 24.6004105 sig in 40act.) RANK 30 NODE 6 --> 9.81260967 sigma out 1act.( 27.9870682 sig in 40act.) RANK 31 NODE 18 --> 9.72382832 sigma out 1act.( 20.7359867 sig in 40act.) RANK 32 NODE 5 --> 8.55367565 sigma out 1act.( 27.5356216 sig in 40act.) RANK 33 NODE 9 --> 8.27126217 sigma out 1act.( 25.2044888 sig in 40act.) RANK 34 NODE 15 --> 5.03981256 sigma out 1act.( 23.0135517 sig in 40act.) RANK 35 NODE 8 --> 4.87016487 sigma out 1act.( 24.1135826 sig in 40act.) RANK 36 NODE 19 --> 4.45840931 sigma out 1act.( 22.6709919 sig in 40act.) RANK 37 NODE 10 --> 3.48595929 sigma out 1act.( 30.9722633 sig in 40act.) RANK 38 NODE 35 --> 2.79756165 sigma out 1act.( 24.5987587 sig in 40act.) RANK 39 NODE 20 --> 1.7746551 sigma out 1act.( 23.4683189 sig in 40act.) RANK 40 NODE 36 --> 0.814727426 sigma out 1act.( 25.0553894 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 144.870544 sigma in 40 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 3 --> 57.0109329 sigma out 40 active outputs RANK 2 NODE 6 --> 33.208107 sigma out 40 active outputs RANK 3 NODE 8 --> 32.7032127 sigma out 40 active outputs RANK 4 NODE 4 --> 29.8922653 sigma out 40 active outputs RANK 5 NODE 10 --> 28.6987133 sigma out 40 active outputs RANK 6 NODE 7 --> 28.0753956 sigma out 40 active outputs RANK 7 NODE 5 --> 27.6023655 sigma out 40 active outputs RANK 8 NODE 12 --> 24.3527298 sigma out 40 active outputs RANK 9 NODE 16 --> 24.0568676 sigma out 40 active outputs RANK 10 NODE 23 --> 23.9910316 sigma out 40 active outputs RANK 11 NODE 9 --> 22.1315384 sigma out 40 active outputs RANK 12 NODE 11 --> 21.0380592 sigma out 40 active outputs RANK 13 NODE 30 --> 18.9134808 sigma out 40 active outputs RANK 14 NODE 21 --> 18.4873066 sigma out 40 active outputs RANK 15 NODE 19 --> 18.2697659 sigma out 40 active outputs RANK 16 NODE 17 --> 18.0939751 sigma out 40 active outputs RANK 17 NODE 20 --> 17.8549652 sigma out 40 active outputs RANK 18 NODE 18 --> 17.7293129 sigma out 40 active outputs RANK 19 NODE 22 --> 17.6621418 sigma out 40 active outputs RANK 20 NODE 31 --> 15.1390409 sigma out 40 active outputs RANK 21 NODE 25 --> 13.6020327 sigma out 40 active outputs RANK 22 NODE 2 --> 13.4066124 sigma out 40 active outputs RANK 23 NODE 14 --> 13.356451 sigma out 40 active outputs RANK 24 NODE 26 --> 13.2486649 sigma out 40 active outputs RANK 25 NODE 24 --> 13.0532103 sigma out 40 active outputs RANK 26 NODE 13 --> 11.9282837 sigma out 40 active outputs RANK 27 NODE 28 --> 11.5823278 sigma out 40 active outputs RANK 28 NODE 1 --> 10.9179859 sigma out 40 active outputs RANK 29 NODE 15 --> 10.8845062 sigma out 40 active outputs RANK 30 NODE 32 --> 9.98546505 sigma out 40 active outputs RANK 31 NODE 29 --> 9.74991512 sigma out 40 active outputs RANK 32 NODE 27 --> 9.28869534 sigma out 40 active outputs RANK 33 NODE 38 --> 8.96568584 sigma out 40 active outputs RANK 34 NODE 33 --> 8.29761982 sigma out 40 active outputs RANK 35 NODE 36 --> 7.50264788 sigma out 40 active outputs RANK 36 NODE 34 --> 7.46968651 sigma out 40 active outputs RANK 37 NODE 35 --> 6.67247581 sigma out 40 active outputs RANK 38 NODE 37 --> 5.08328581 sigma out 40 active outputs RANK 39 NODE 39 --> 3.97987866 sigma out 40 active outputs RANK 40 NODE 40 --> 2.89431643 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 58.7588005 sigma in 40act. ( 55.5125237 sig out 1act.) RANK 2 NODE 29 --> 44.7535439 sigma in 40act. ( 45.6555672 sig out 1act.) RANK 3 NODE 27 --> 37.8404198 sigma in 40act. ( 36.604248 sig out 1act.) RANK 4 NODE 21 --> 37.673233 sigma in 40act. ( 36.638134 sig out 1act.) RANK 5 NODE 37 --> 24.2523537 sigma in 40act. ( 24.0510349 sig out 1act.) RANK 6 NODE 12 --> 23.8929234 sigma in 40act. ( 23.8534451 sig out 1act.) RANK 7 NODE 14 --> 23.3439884 sigma in 40act. ( 23.8501034 sig out 1act.) RANK 8 NODE 30 --> 23.039381 sigma in 40act. ( 23.6708965 sig out 1act.) RANK 9 NODE 34 --> 22.3624115 sigma in 40act. ( 20.8335323 sig out 1act.) RANK 10 NODE 11 --> 20.7667294 sigma in 40act. ( 21.0503349 sig out 1act.) RANK 11 NODE 38 --> 19.6838436 sigma in 40act. ( 19.6273708 sig out 1act.) RANK 12 NODE 16 --> 18.2937908 sigma in 40act. ( 18.4774246 sig out 1act.) RANK 13 NODE 33 --> 18.2367592 sigma in 40act. ( 19.2096825 sig out 1act.) RANK 14 NODE 2 --> 16.7990131 sigma in 40act. ( 15.3273706 sig out 1act.) RANK 15 NODE 1 --> 16.2904587 sigma in 40act. ( 16.3217964 sig out 1act.) RANK 16 NODE 17 --> 15.9454393 sigma in 40act. ( 15.9785748 sig out 1act.) RANK 17 NODE 7 --> 15.1444864 sigma in 40act. ( 15.9249687 sig out 1act.) RANK 18 NODE 24 --> 14.6052818 sigma in 40act. ( 12.9250288 sig out 1act.) RANK 19 NODE 4 --> 14.4692459 sigma in 40act. ( 13.373044 sig out 1act.) RANK 20 NODE 23 --> 13.9730825 sigma in 40act. ( 13.9968348 sig out 1act.) RANK 21 NODE 40 --> 13.5051336 sigma in 40act. ( 13.3724241 sig out 1act.) RANK 22 NODE 28 --> 13.3013182 sigma in 40act. ( 12.6213083 sig out 1act.) RANK 23 NODE 31 --> 12.2126465 sigma in 40act. ( 12.5130062 sig out 1act.) RANK 24 NODE 25 --> 12.1974058 sigma in 40act. ( 11.2628679 sig out 1act.) RANK 25 NODE 32 --> 12.1541557 sigma in 40act. ( 11.2776871 sig out 1act.) RANK 26 NODE 6 --> 10.3453388 sigma in 40act. ( 8.60350037 sig out 1act.) RANK 27 NODE 3 --> 10.196353 sigma in 40act. ( 9.19337368 sig out 1act.) RANK 28 NODE 39 --> 9.92867851 sigma in 40act. ( 9.22179794 sig out 1act.) RANK 29 NODE 26 --> 9.79780006 sigma in 40act. ( 8.80636597 sig out 1act.) RANK 30 NODE 22 --> 9.26996899 sigma in 40act. ( 8.68732738 sig out 1act.) RANK 31 NODE 5 --> 8.92688084 sigma in 40act. ( 7.26428652 sig out 1act.) RANK 32 NODE 18 --> 8.42163658 sigma in 40act. ( 7.58917904 sig out 1act.) RANK 33 NODE 9 --> 8.39835644 sigma in 40act. ( 6.59001875 sig out 1act.) RANK 34 NODE 10 --> 7.3655901 sigma in 40act. ( 3.05565381 sig out 1act.) RANK 35 NODE 8 --> 6.72024775 sigma in 40act. ( 4.17432356 sig out 1act.) RANK 36 NODE 15 --> 6.2896719 sigma in 40act. ( 4.0111928 sig out 1act.) RANK 37 NODE 19 --> 6.22022057 sigma in 40act. ( 3.89544344 sig out 1act.) RANK 38 NODE 35 --> 5.08566427 sigma in 40act. ( 2.36795545 sig out 1act.) RANK 39 NODE 36 --> 4.98856211 sigma in 40act. ( 0.585163951 sig out 1act.) RANK 40 NODE 20 --> 4.69193649 sigma in 40act. ( 1.40723383 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 55.5125237 sigma out 1act.( 58.7588005 sig in 40act.) RANK 2 NODE 29 --> 45.6555672 sigma out 1act.( 44.7535439 sig in 40act.) RANK 3 NODE 21 --> 36.638134 sigma out 1act.( 37.673233 sig in 40act.) RANK 4 NODE 27 --> 36.604248 sigma out 1act.( 37.8404198 sig in 40act.) RANK 5 NODE 37 --> 24.0510349 sigma out 1act.( 24.2523537 sig in 40act.) RANK 6 NODE 12 --> 23.8534451 sigma out 1act.( 23.8929234 sig in 40act.) RANK 7 NODE 14 --> 23.8501034 sigma out 1act.( 23.3439884 sig in 40act.) RANK 8 NODE 30 --> 23.6708965 sigma out 1act.( 23.039381 sig in 40act.) RANK 9 NODE 11 --> 21.0503349 sigma out 1act.( 20.7667294 sig in 40act.) RANK 10 NODE 34 --> 20.8335323 sigma out 1act.( 22.3624115 sig in 40act.) RANK 11 NODE 38 --> 19.6273708 sigma out 1act.( 19.6838436 sig in 40act.) RANK 12 NODE 33 --> 19.2096825 sigma out 1act.( 18.2367592 sig in 40act.) RANK 13 NODE 16 --> 18.4774246 sigma out 1act.( 18.2937908 sig in 40act.) RANK 14 NODE 1 --> 16.3217964 sigma out 1act.( 16.2904587 sig in 40act.) RANK 15 NODE 17 --> 15.9785748 sigma out 1act.( 15.9454393 sig in 40act.) RANK 16 NODE 7 --> 15.9249687 sigma out 1act.( 15.1444864 sig in 40act.) RANK 17 NODE 2 --> 15.3273706 sigma out 1act.( 16.7990131 sig in 40act.) RANK 18 NODE 23 --> 13.9968348 sigma out 1act.( 13.9730825 sig in 40act.) RANK 19 NODE 4 --> 13.373044 sigma out 1act.( 14.4692459 sig in 40act.) RANK 20 NODE 40 --> 13.3724241 sigma out 1act.( 13.5051336 sig in 40act.) RANK 21 NODE 24 --> 12.9250288 sigma out 1act.( 14.6052818 sig in 40act.) RANK 22 NODE 28 --> 12.6213083 sigma out 1act.( 13.3013182 sig in 40act.) RANK 23 NODE 31 --> 12.5130062 sigma out 1act.( 12.2126465 sig in 40act.) RANK 24 NODE 32 --> 11.2776871 sigma out 1act.( 12.1541557 sig in 40act.) RANK 25 NODE 25 --> 11.2628679 sigma out 1act.( 12.1974058 sig in 40act.) RANK 26 NODE 39 --> 9.22179794 sigma out 1act.( 9.92867851 sig in 40act.) RANK 27 NODE 3 --> 9.19337368 sigma out 1act.( 10.196353 sig in 40act.) RANK 28 NODE 26 --> 8.80636597 sigma out 1act.( 9.79780006 sig in 40act.) RANK 29 NODE 22 --> 8.68732738 sigma out 1act.( 9.26996899 sig in 40act.) RANK 30 NODE 6 --> 8.60350037 sigma out 1act.( 10.3453388 sig in 40act.) RANK 31 NODE 18 --> 7.58917904 sigma out 1act.( 8.42163658 sig in 40act.) RANK 32 NODE 5 --> 7.26428652 sigma out 1act.( 8.92688084 sig in 40act.) RANK 33 NODE 9 --> 6.59001875 sigma out 1act.( 8.39835644 sig in 40act.) RANK 34 NODE 8 --> 4.17432356 sigma out 1act.( 6.72024775 sig in 40act.) RANK 35 NODE 15 --> 4.0111928 sigma out 1act.( 6.2896719 sig in 40act.) RANK 36 NODE 19 --> 3.89544344 sigma out 1act.( 6.22022057 sig in 40act.) RANK 37 NODE 10 --> 3.05565381 sigma out 1act.( 7.3655901 sig in 40act.) RANK 38 NODE 35 --> 2.36795545 sigma out 1act.( 5.08566427 sig in 40act.) RANK 39 NODE 20 --> 1.40723383 sigma out 1act.( 4.69193649 sig in 40act.) RANK 40 NODE 36 --> 0.585163951 sigma out 1act.( 4.98856211 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 122.534996 sigma in 40 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.355277449 *** contribution from regularisation: 0.000662462844 *** contribution from error: -0.355939925 *** contribution from DIAG: 0.000327213755 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.370081484 *** contribution from regularisation: 0.00265355222 *** contribution from error: -0.372735023 *** contribution from DIAG: 0.000120073659 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.391803622 *** contribution from regularisation: 0.00124153099 *** contribution from error: -0.393045157 *** contribution from DIAG: 0.000172753527 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.402137011 *** contribution from regularisation: 0.00222456851 *** contribution from error: -0.404361576 *** contribution from DIAG: 0.0001697931 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.404480577 *** contribution from regularisation: 0.00184863585 *** contribution from error: -0.406329215 *** contribution from DIAG: 0.000172106447 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.404885262 *** contribution from regularisation: 0.00199299445 *** contribution from error: -0.406878263 *** contribution from DIAG: 0.000174429282 *********************************************** --------------------------------------------------- Iteration : 7 kill weight from layer 1 knot 12 to knot 34 *********************************************** *** Learn Path 7 *** loss function: -0.405168921 *** contribution from regularisation: 0.00195692689 *** contribution from error: -0.40712586 *** contribution from DIAG: 0.000175884765 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.405279219 *** contribution from regularisation: 0.00199014833 *** contribution from error: -0.407269359 *** contribution from DIAG: 0.000176510192 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.405378103 *** contribution from regularisation: 0.0019738609 *** contribution from error: -0.407351971 *** contribution from DIAG: 0.000176612055 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 38 --> 73.7945175 sigma out 40 active outputs RANK 2 NODE 3 --> 68.9185944 sigma out 40 active outputs RANK 3 NODE 4 --> 41.8778496 sigma out 40 active outputs RANK 4 NODE 8 --> 41.497364 sigma out 40 active outputs RANK 5 NODE 5 --> 40.2350388 sigma out 40 active outputs RANK 6 NODE 6 --> 39.8488922 sigma out 40 active outputs RANK 7 NODE 10 --> 34.1643791 sigma out 40 active outputs RANK 8 NODE 7 --> 33.7218132 sigma out 40 active outputs RANK 9 NODE 23 --> 31.5911999 sigma out 40 active outputs RANK 10 NODE 30 --> 31.1496391 sigma out 40 active outputs RANK 11 NODE 12 --> 28.9669514 sigma out 39 active outputs RANK 12 NODE 16 --> 28.8617229 sigma out 40 active outputs RANK 13 NODE 9 --> 28.6864986 sigma out 40 active outputs RANK 14 NODE 39 --> 27.1965485 sigma out 40 active outputs RANK 15 NODE 11 --> 27.1911106 sigma out 40 active outputs RANK 16 NODE 21 --> 26.728054 sigma out 40 active outputs RANK 17 NODE 22 --> 25.879982 sigma out 40 active outputs RANK 18 NODE 31 --> 24.8240891 sigma out 40 active outputs RANK 19 NODE 19 --> 23.9844856 sigma out 40 active outputs RANK 20 NODE 17 --> 23.4339333 sigma out 40 active outputs RANK 21 NODE 18 --> 23.1293163 sigma out 40 active outputs RANK 22 NODE 26 --> 22.6945267 sigma out 40 active outputs RANK 23 NODE 20 --> 22.6596565 sigma out 40 active outputs RANK 24 NODE 28 --> 21.5469456 sigma out 40 active outputs RANK 25 NODE 25 --> 19.6179256 sigma out 40 active outputs RANK 26 NODE 14 --> 19.5726585 sigma out 40 active outputs RANK 27 NODE 13 --> 17.8092346 sigma out 40 active outputs RANK 28 NODE 24 --> 16.9733315 sigma out 40 active outputs RANK 29 NODE 1 --> 15.9796858 sigma out 40 active outputs RANK 30 NODE 15 --> 14.8184347 sigma out 40 active outputs RANK 31 NODE 2 --> 13.8420038 sigma out 40 active outputs RANK 32 NODE 29 --> 13.5370607 sigma out 40 active outputs RANK 33 NODE 32 --> 13.4470034 sigma out 40 active outputs RANK 34 NODE 27 --> 12.9961071 sigma out 40 active outputs RANK 35 NODE 35 --> 11.6414576 sigma out 40 active outputs RANK 36 NODE 33 --> 11.6157141 sigma out 40 active outputs RANK 37 NODE 36 --> 11.3049145 sigma out 40 active outputs RANK 38 NODE 37 --> 9.74224663 sigma out 40 active outputs RANK 39 NODE 34 --> 9.46958351 sigma out 40 active outputs RANK 40 NODE 40 --> 5.79359293 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 74.3781815 sigma in 40act. ( 68.5688705 sig out 1act.) RANK 2 NODE 21 --> 54.0392914 sigma in 40act. ( 49.7583923 sig out 1act.) RANK 3 NODE 29 --> 53.6952438 sigma in 40act. ( 56.231842 sig out 1act.) RANK 4 NODE 27 --> 49.5670891 sigma in 40act. ( 44.2441483 sig out 1act.) RANK 5 NODE 38 --> 36.2069588 sigma in 40act. ( 35.7283173 sig out 1act.) RANK 6 NODE 12 --> 34.8288345 sigma in 40act. ( 32.5164528 sig out 1act.) RANK 7 NODE 14 --> 33.5993385 sigma in 40act. ( 32.0866241 sig out 1act.) RANK 8 NODE 24 --> 32.5096931 sigma in 40act. ( 25.9291897 sig out 1act.) RANK 9 NODE 37 --> 32.4200592 sigma in 40act. ( 29.579668 sig out 1act.) RANK 10 NODE 33 --> 32.2330284 sigma in 40act. ( 31.5346756 sig out 1act.) RANK 11 NODE 30 --> 32.2106934 sigma in 40act. ( 30.8894691 sig out 1act.) RANK 12 NODE 34 --> 31.082119 sigma in 39act. ( 26.2838459 sig out 1act.) RANK 13 NODE 2 --> 29.9609528 sigma in 40act. ( 25.3608723 sig out 1act.) RANK 14 NODE 11 --> 27.859642 sigma in 40act. ( 25.7817993 sig out 1act.) RANK 15 NODE 16 --> 26.5241776 sigma in 40act. ( 24.5961208 sig out 1act.) RANK 16 NODE 31 --> 25.5596104 sigma in 40act. ( 23.6986752 sig out 1act.) RANK 17 NODE 1 --> 24.4768467 sigma in 40act. ( 23.2441196 sig out 1act.) RANK 18 NODE 17 --> 23.4480057 sigma in 40act. ( 22.3060684 sig out 1act.) RANK 19 NODE 4 --> 23.3609562 sigma in 40act. ( 20.6505051 sig out 1act.) RANK 20 NODE 32 --> 23.3542519 sigma in 40act. ( 19.4843884 sig out 1act.) RANK 21 NODE 39 --> 22.9999695 sigma in 40act. ( 20.3172283 sig out 1act.) RANK 22 NODE 23 --> 22.8452339 sigma in 40act. ( 20.4399757 sig out 1act.) RANK 23 NODE 40 --> 22.8091469 sigma in 40act. ( 20.6862297 sig out 1act.) RANK 24 NODE 7 --> 21.5869617 sigma in 40act. ( 20.1847458 sig out 1act.) RANK 25 NODE 28 --> 20.9789085 sigma in 40act. ( 17.6569157 sig out 1act.) RANK 26 NODE 25 --> 20.3492489 sigma in 40act. ( 20.0672607 sig out 1act.) RANK 27 NODE 22 --> 18.499548 sigma in 40act. ( 16.1963463 sig out 1act.) RANK 28 NODE 18 --> 18.1789284 sigma in 40act. ( 17.0182381 sig out 1act.) RANK 29 NODE 6 --> 17.3345089 sigma in 40act. ( 13.8663635 sig out 1act.) RANK 30 NODE 9 --> 16.6202164 sigma in 40act. ( 12.654705 sig out 1act.) RANK 31 NODE 5 --> 15.8183393 sigma in 40act. ( 12.2300568 sig out 1act.) RANK 32 NODE 3 --> 15.5587816 sigma in 40act. ( 12.9193344 sig out 1act.) RANK 33 NODE 26 --> 15.1713524 sigma in 40act. ( 12.7958994 sig out 1act.) RANK 34 NODE 19 --> 13.258357 sigma in 40act. ( 9.91014862 sig out 1act.) RANK 35 NODE 8 --> 11.4475775 sigma in 40act. ( 7.99398518 sig out 1act.) RANK 36 NODE 35 --> 10.9808493 sigma in 40act. ( 7.39243889 sig out 1act.) RANK 37 NODE 10 --> 10.7566862 sigma in 40act. ( 4.41673803 sig out 1act.) RANK 38 NODE 15 --> 10.0130301 sigma in 40act. ( 6.88008976 sig out 1act.) RANK 39 NODE 20 --> 7.06810284 sigma in 40act. ( 2.50010157 sig out 1act.) RANK 40 NODE 36 --> 6.56740808 sigma in 40act. ( 0.124074362 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 68.5688705 sigma out 1act.( 74.3781815 sig in 40act.) RANK 2 NODE 29 --> 56.231842 sigma out 1act.( 53.6952438 sig in 40act.) RANK 3 NODE 21 --> 49.7583923 sigma out 1act.( 54.0392914 sig in 40act.) RANK 4 NODE 27 --> 44.2441483 sigma out 1act.( 49.5670891 sig in 40act.) RANK 5 NODE 38 --> 35.7283173 sigma out 1act.( 36.2069588 sig in 40act.) RANK 6 NODE 12 --> 32.5164528 sigma out 1act.( 34.8288345 sig in 40act.) RANK 7 NODE 14 --> 32.0866241 sigma out 1act.( 33.5993385 sig in 40act.) RANK 8 NODE 33 --> 31.5346756 sigma out 1act.( 32.2330284 sig in 40act.) RANK 9 NODE 30 --> 30.8894691 sigma out 1act.( 32.2106934 sig in 40act.) RANK 10 NODE 37 --> 29.579668 sigma out 1act.( 32.4200592 sig in 40act.) RANK 11 NODE 34 --> 26.2838459 sigma out 1act.( 31.082119 sig in 39act.) RANK 12 NODE 24 --> 25.9291897 sigma out 1act.( 32.5096931 sig in 40act.) RANK 13 NODE 11 --> 25.7817993 sigma out 1act.( 27.859642 sig in 40act.) RANK 14 NODE 2 --> 25.3608723 sigma out 1act.( 29.9609528 sig in 40act.) RANK 15 NODE 16 --> 24.5961208 sigma out 1act.( 26.5241776 sig in 40act.) RANK 16 NODE 31 --> 23.6986752 sigma out 1act.( 25.5596104 sig in 40act.) RANK 17 NODE 1 --> 23.2441196 sigma out 1act.( 24.4768467 sig in 40act.) RANK 18 NODE 17 --> 22.3060684 sigma out 1act.( 23.4480057 sig in 40act.) RANK 19 NODE 40 --> 20.6862297 sigma out 1act.( 22.8091469 sig in 40act.) RANK 20 NODE 4 --> 20.6505051 sigma out 1act.( 23.3609562 sig in 40act.) RANK 21 NODE 23 --> 20.4399757 sigma out 1act.( 22.8452339 sig in 40act.) RANK 22 NODE 39 --> 20.3172283 sigma out 1act.( 22.9999695 sig in 40act.) RANK 23 NODE 7 --> 20.1847458 sigma out 1act.( 21.5869617 sig in 40act.) RANK 24 NODE 25 --> 20.0672607 sigma out 1act.( 20.3492489 sig in 40act.) RANK 25 NODE 32 --> 19.4843884 sigma out 1act.( 23.3542519 sig in 40act.) RANK 26 NODE 28 --> 17.6569157 sigma out 1act.( 20.9789085 sig in 40act.) RANK 27 NODE 18 --> 17.0182381 sigma out 1act.( 18.1789284 sig in 40act.) RANK 28 NODE 22 --> 16.1963463 sigma out 1act.( 18.499548 sig in 40act.) RANK 29 NODE 6 --> 13.8663635 sigma out 1act.( 17.3345089 sig in 40act.) RANK 30 NODE 3 --> 12.9193344 sigma out 1act.( 15.5587816 sig in 40act.) RANK 31 NODE 26 --> 12.7958994 sigma out 1act.( 15.1713524 sig in 40act.) RANK 32 NODE 9 --> 12.654705 sigma out 1act.( 16.6202164 sig in 40act.) RANK 33 NODE 5 --> 12.2300568 sigma out 1act.( 15.8183393 sig in 40act.) RANK 34 NODE 19 --> 9.91014862 sigma out 1act.( 13.258357 sig in 40act.) RANK 35 NODE 8 --> 7.99398518 sigma out 1act.( 11.4475775 sig in 40act.) RANK 36 NODE 35 --> 7.39243889 sigma out 1act.( 10.9808493 sig in 40act.) RANK 37 NODE 15 --> 6.88008976 sigma out 1act.( 10.0130301 sig in 40act.) RANK 38 NODE 10 --> 4.41673803 sigma out 1act.( 10.7566862 sig in 40act.) RANK 39 NODE 20 --> 2.50010157 sigma out 1act.( 7.06810284 sig in 40act.) RANK 40 NODE 36 --> 0.124074362 sigma out 1act.( 6.56740808 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 167.989563 sigma in 40 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.405414402 *** contribution from regularisation: 0.0019890035 *** contribution from error: -0.407403409 *** contribution from DIAG: 0.000176440546 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.40545994 *** contribution from regularisation: 0.00197920343 *** contribution from error: -0.407439142 *** contribution from DIAG: 0.000176210568 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.405480891 *** contribution from regularisation: 0.00198246259 *** contribution from error: -0.407463342 *** contribution from DIAG: 0.000176264643 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.405509144 *** contribution from regularisation: 0.00197473937 *** contribution from error: -0.407483876 *** contribution from DIAG: 0.000176034533 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.405529052 *** contribution from regularisation: 0.00197408767 *** contribution from error: -0.407503128 *** contribution from DIAG: 0.000175945286 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.405551285 *** contribution from regularisation: 0.00196746155 *** contribution from error: -0.407518744 *** contribution from DIAG: 0.000175898283 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.405571401 *** contribution from regularisation: 0.00196371344 *** contribution from error: -0.407535106 *** contribution from DIAG: 0.00017578312 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.405597478 *** contribution from regularisation: 0.00195399346 *** contribution from error: -0.407551467 *** contribution from DIAG: 0.00017565109 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.405611485 *** contribution from regularisation: 0.00195707823 *** contribution from error: -0.407568574 *** contribution from DIAG: 0.000175660389 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.405633628 *** contribution from regularisation: 0.00195143686 *** contribution from error: -0.407585055 *** contribution from DIAG: 0.000175626919 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 38 --> 74.9015656 sigma out 40 active outputs RANK 2 NODE 3 --> 70.8697968 sigma out 40 active outputs RANK 3 NODE 4 --> 42.9020195 sigma out 40 active outputs RANK 4 NODE 8 --> 42.8022003 sigma out 40 active outputs RANK 5 NODE 5 --> 41.5461044 sigma out 40 active outputs RANK 6 NODE 6 --> 39.3748856 sigma out 40 active outputs RANK 7 NODE 10 --> 33.696064 sigma out 40 active outputs RANK 8 NODE 7 --> 33.4246025 sigma out 40 active outputs RANK 9 NODE 23 --> 31.7535381 sigma out 40 active outputs RANK 10 NODE 30 --> 31.3843155 sigma out 40 active outputs RANK 11 NODE 12 --> 28.4511623 sigma out 39 active outputs RANK 12 NODE 16 --> 28.3394356 sigma out 40 active outputs RANK 13 NODE 9 --> 28.1483459 sigma out 40 active outputs RANK 14 NODE 39 --> 27.9902 sigma out 40 active outputs RANK 15 NODE 21 --> 27.1824226 sigma out 40 active outputs RANK 16 NODE 11 --> 26.8221588 sigma out 40 active outputs RANK 17 NODE 22 --> 25.719389 sigma out 40 active outputs RANK 18 NODE 31 --> 25.3247051 sigma out 40 active outputs RANK 19 NODE 19 --> 23.8109322 sigma out 40 active outputs RANK 20 NODE 26 --> 23.3606567 sigma out 40 active outputs RANK 21 NODE 17 --> 22.8842354 sigma out 40 active outputs RANK 22 NODE 18 --> 22.8172932 sigma out 40 active outputs RANK 23 NODE 20 --> 22.1045856 sigma out 40 active outputs RANK 24 NODE 28 --> 21.8607426 sigma out 40 active outputs RANK 25 NODE 25 --> 19.3353615 sigma out 40 active outputs RANK 26 NODE 14 --> 18.8533592 sigma out 40 active outputs RANK 27 NODE 1 --> 17.6868267 sigma out 40 active outputs RANK 28 NODE 13 --> 16.9178162 sigma out 40 active outputs RANK 29 NODE 24 --> 16.0452099 sigma out 40 active outputs RANK 30 NODE 15 --> 13.7443018 sigma out 40 active outputs RANK 31 NODE 2 --> 13.0430775 sigma out 40 active outputs RANK 32 NODE 32 --> 12.8102446 sigma out 40 active outputs RANK 33 NODE 29 --> 12.6581364 sigma out 40 active outputs RANK 34 NODE 27 --> 11.8818521 sigma out 40 active outputs RANK 35 NODE 35 --> 11.6188374 sigma out 40 active outputs RANK 36 NODE 33 --> 10.7750311 sigma out 40 active outputs RANK 37 NODE 36 --> 10.7479763 sigma out 40 active outputs RANK 38 NODE 37 --> 9.03868866 sigma out 40 active outputs RANK 39 NODE 34 --> 8.5108223 sigma out 40 active outputs RANK 40 NODE 40 --> 5.60283756 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 75.0799713 sigma in 40act. ( 69.0963821 sig out 1act.) RANK 2 NODE 29 --> 55.1542969 sigma in 40act. ( 57.5784035 sig out 1act.) RANK 3 NODE 21 --> 53.9789085 sigma in 40act. ( 49.1334305 sig out 1act.) RANK 4 NODE 27 --> 50.5004883 sigma in 40act. ( 44.6472511 sig out 1act.) RANK 5 NODE 38 --> 36.1407089 sigma in 40act. ( 35.3586273 sig out 1act.) RANK 6 NODE 12 --> 35.1991959 sigma in 40act. ( 33.0984344 sig out 1act.) RANK 7 NODE 30 --> 33.5597954 sigma in 40act. ( 32.1844711 sig out 1act.) RANK 8 NODE 14 --> 33.3936386 sigma in 40act. ( 31.756218 sig out 1act.) RANK 9 NODE 24 --> 33.217247 sigma in 40act. ( 26.0213642 sig out 1act.) RANK 10 NODE 33 --> 33.066761 sigma in 40act. ( 32.145546 sig out 1act.) RANK 11 NODE 37 --> 31.7454739 sigma in 40act. ( 28.6917362 sig out 1act.) RANK 12 NODE 34 --> 31.509903 sigma in 39act. ( 26.5558548 sig out 1act.) RANK 13 NODE 2 --> 30.764595 sigma in 40act. ( 26.1757679 sig out 1act.) RANK 14 NODE 11 --> 28.0465221 sigma in 40act. ( 26.100544 sig out 1act.) RANK 15 NODE 16 --> 26.99646 sigma in 40act. ( 25.289854 sig out 1act.) RANK 16 NODE 31 --> 26.0326691 sigma in 40act. ( 24.0956249 sig out 1act.) RANK 17 NODE 1 --> 24.9474335 sigma in 40act. ( 23.8436832 sig out 1act.) RANK 18 NODE 32 --> 23.6742191 sigma in 40act. ( 19.7625732 sig out 1act.) RANK 19 NODE 17 --> 23.4008541 sigma in 40act. ( 22.2870216 sig out 1act.) RANK 20 NODE 23 --> 23.3203068 sigma in 40act. ( 20.8375263 sig out 1act.) RANK 21 NODE 39 --> 23.2793865 sigma in 40act. ( 20.4218025 sig out 1act.) RANK 22 NODE 4 --> 23.1725616 sigma in 40act. ( 20.5773335 sig out 1act.) RANK 23 NODE 7 --> 22.2283974 sigma in 40act. ( 21.074789 sig out 1act.) RANK 24 NODE 40 --> 22.0748196 sigma in 40act. ( 19.6894131 sig out 1act.) RANK 25 NODE 28 --> 20.8278675 sigma in 40act. ( 17.6426105 sig out 1act.) RANK 26 NODE 25 --> 20.7746906 sigma in 40act. ( 20.6905689 sig out 1act.) RANK 27 NODE 18 --> 18.8910503 sigma in 40act. ( 18.0820427 sig out 1act.) RANK 28 NODE 22 --> 17.6537228 sigma in 40act. ( 15.1472969 sig out 1act.) RANK 29 NODE 6 --> 16.2029095 sigma in 40act. ( 12.6769247 sig out 1act.) RANK 30 NODE 9 --> 15.8735218 sigma in 40act. ( 11.8503723 sig out 1act.) RANK 31 NODE 5 --> 14.6337624 sigma in 40act. ( 11.1590347 sig out 1act.) RANK 32 NODE 3 --> 14.5713177 sigma in 40act. ( 12.1817894 sig out 1act.) RANK 33 NODE 26 --> 14.2463236 sigma in 40act. ( 11.9067345 sig out 1act.) RANK 34 NODE 19 --> 12.813427 sigma in 40act. ( 9.90116978 sig out 1act.) RANK 35 NODE 8 --> 10.41605 sigma in 40act. ( 7.25524235 sig out 1act.) RANK 36 NODE 35 --> 9.83034039 sigma in 40act. ( 6.54162025 sig out 1act.) RANK 37 NODE 10 --> 8.96397114 sigma in 40act. ( 3.59420705 sig out 1act.) RANK 38 NODE 15 --> 8.69400787 sigma in 40act. ( 5.80095053 sig out 1act.) RANK 39 NODE 20 --> 5.78377581 sigma in 40act. ( 2.0392859 sig out 1act.) RANK 40 NODE 36 --> 5.05216122 sigma in 40act. ( 0.551466107 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 69.0963821 sigma out 1act.( 75.0799713 sig in 40act.) RANK 2 NODE 29 --> 57.5784035 sigma out 1act.( 55.1542969 sig in 40act.) RANK 3 NODE 21 --> 49.1334305 sigma out 1act.( 53.9789085 sig in 40act.) RANK 4 NODE 27 --> 44.6472511 sigma out 1act.( 50.5004883 sig in 40act.) RANK 5 NODE 38 --> 35.3586273 sigma out 1act.( 36.1407089 sig in 40act.) RANK 6 NODE 12 --> 33.0984344 sigma out 1act.( 35.1991959 sig in 40act.) RANK 7 NODE 30 --> 32.1844711 sigma out 1act.( 33.5597954 sig in 40act.) RANK 8 NODE 33 --> 32.145546 sigma out 1act.( 33.066761 sig in 40act.) RANK 9 NODE 14 --> 31.756218 sigma out 1act.( 33.3936386 sig in 40act.) RANK 10 NODE 37 --> 28.6917362 sigma out 1act.( 31.7454739 sig in 40act.) RANK 11 NODE 34 --> 26.5558548 sigma out 1act.( 31.509903 sig in 39act.) RANK 12 NODE 2 --> 26.1757679 sigma out 1act.( 30.764595 sig in 40act.) RANK 13 NODE 11 --> 26.100544 sigma out 1act.( 28.0465221 sig in 40act.) RANK 14 NODE 24 --> 26.0213642 sigma out 1act.( 33.217247 sig in 40act.) RANK 15 NODE 16 --> 25.289854 sigma out 1act.( 26.99646 sig in 40act.) RANK 16 NODE 31 --> 24.0956249 sigma out 1act.( 26.0326691 sig in 40act.) RANK 17 NODE 1 --> 23.8436832 sigma out 1act.( 24.9474335 sig in 40act.) RANK 18 NODE 17 --> 22.2870216 sigma out 1act.( 23.4008541 sig in 40act.) RANK 19 NODE 7 --> 21.074789 sigma out 1act.( 22.2283974 sig in 40act.) RANK 20 NODE 23 --> 20.8375263 sigma out 1act.( 23.3203068 sig in 40act.) RANK 21 NODE 25 --> 20.6905689 sigma out 1act.( 20.7746906 sig in 40act.) RANK 22 NODE 4 --> 20.5773335 sigma out 1act.( 23.1725616 sig in 40act.) RANK 23 NODE 39 --> 20.4218025 sigma out 1act.( 23.2793865 sig in 40act.) RANK 24 NODE 32 --> 19.7625732 sigma out 1act.( 23.6742191 sig in 40act.) RANK 25 NODE 40 --> 19.6894131 sigma out 1act.( 22.0748196 sig in 40act.) RANK 26 NODE 18 --> 18.0820427 sigma out 1act.( 18.8910503 sig in 40act.) RANK 27 NODE 28 --> 17.6426105 sigma out 1act.( 20.8278675 sig in 40act.) RANK 28 NODE 22 --> 15.1472969 sigma out 1act.( 17.6537228 sig in 40act.) RANK 29 NODE 6 --> 12.6769247 sigma out 1act.( 16.2029095 sig in 40act.) RANK 30 NODE 3 --> 12.1817894 sigma out 1act.( 14.5713177 sig in 40act.) RANK 31 NODE 26 --> 11.9067345 sigma out 1act.( 14.2463236 sig in 40act.) RANK 32 NODE 9 --> 11.8503723 sigma out 1act.( 15.8735218 sig in 40act.) RANK 33 NODE 5 --> 11.1590347 sigma out 1act.( 14.6337624 sig in 40act.) RANK 34 NODE 19 --> 9.90116978 sigma out 1act.( 12.813427 sig in 40act.) RANK 35 NODE 8 --> 7.25524235 sigma out 1act.( 10.41605 sig in 40act.) RANK 36 NODE 35 --> 6.54162025 sigma out 1act.( 9.83034039 sig in 40act.) RANK 37 NODE 15 --> 5.80095053 sigma out 1act.( 8.69400787 sig in 40act.) RANK 38 NODE 10 --> 3.59420705 sigma out 1act.( 8.96397114 sig in 40act.) RANK 39 NODE 20 --> 2.0392859 sigma out 1act.( 5.78377581 sig in 40act.) RANK 40 NODE 36 --> 0.551466107 sigma out 1act.( 5.05216122 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 168.910995 sigma in 40 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.405657768 *** contribution from regularisation: 0.00194412912 *** contribution from error: -0.407601893 *** contribution from DIAG: 0.000175645939 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.40567857 *** contribution from regularisation: 0.00193960231 *** contribution from error: -0.407618165 *** contribution from DIAG: 0.000175694498 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.405697972 *** contribution from regularisation: 0.00193838833 *** contribution from error: -0.407636374 *** contribution from DIAG: 0.00017568552 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.405719161 *** contribution from regularisation: 0.00193328597 *** contribution from error: -0.407652438 *** contribution from DIAG: 0.00017580112 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.405728906 *** contribution from regularisation: 0.00193593476 *** contribution from error: -0.407664835 *** contribution from DIAG: 0.00017575192 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.405744433 *** contribution from regularisation: 0.00193097 *** contribution from error: -0.407675415 *** contribution from DIAG: 0.000175792215 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.405753493 *** contribution from regularisation: 0.00193131517 *** contribution from error: -0.407684803 *** contribution from DIAG: 0.000175764901 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.405763596 *** contribution from regularisation: 0.00192946126 *** contribution from error: -0.407693058 *** contribution from DIAG: 0.000175735302 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.405771255 *** contribution from regularisation: 0.0019299225 *** contribution from error: -0.407701164 *** contribution from DIAG: 0.000175726891 *********************************************** --------------------------------------------------- Iteration : 29 kill weight from layer 1 knot 24 to knot 27 *********************************************** *** Learn Path 29 *** loss function: -0.405783027 *** contribution from regularisation: 0.00192552246 *** contribution from error: -0.407708555 *** contribution from DIAG: 0.000175794019 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 38 --> 75.4082794 sigma out 40 active outputs RANK 2 NODE 3 --> 71.828537 sigma out 40 active outputs RANK 3 NODE 8 --> 43.5540657 sigma out 40 active outputs RANK 4 NODE 4 --> 43.4426117 sigma out 40 active outputs RANK 5 NODE 5 --> 41.9877472 sigma out 40 active outputs RANK 6 NODE 6 --> 39.1820755 sigma out 40 active outputs RANK 7 NODE 10 --> 33.8617516 sigma out 40 active outputs RANK 8 NODE 7 --> 33.3066521 sigma out 40 active outputs RANK 9 NODE 23 --> 31.8029995 sigma out 40 active outputs RANK 10 NODE 30 --> 31.7738724 sigma out 40 active outputs RANK 11 NODE 39 --> 28.5033035 sigma out 40 active outputs RANK 12 NODE 9 --> 28.4098568 sigma out 40 active outputs RANK 13 NODE 12 --> 28.160368 sigma out 39 active outputs RANK 14 NODE 16 --> 28.1157246 sigma out 40 active outputs RANK 15 NODE 21 --> 27.1572056 sigma out 40 active outputs RANK 16 NODE 11 --> 26.8278294 sigma out 40 active outputs RANK 17 NODE 22 --> 25.7125015 sigma out 40 active outputs RANK 18 NODE 31 --> 25.3307762 sigma out 40 active outputs RANK 19 NODE 19 --> 23.7400417 sigma out 40 active outputs RANK 20 NODE 26 --> 23.735817 sigma out 40 active outputs RANK 21 NODE 17 --> 22.5561142 sigma out 40 active outputs RANK 22 NODE 18 --> 22.5212231 sigma out 40 active outputs RANK 23 NODE 28 --> 21.9610233 sigma out 40 active outputs RANK 24 NODE 20 --> 21.86516 sigma out 40 active outputs RANK 25 NODE 25 --> 19.2189941 sigma out 40 active outputs RANK 26 NODE 14 --> 18.4534798 sigma out 40 active outputs RANK 27 NODE 1 --> 18.1464863 sigma out 40 active outputs RANK 28 NODE 13 --> 16.4181709 sigma out 40 active outputs RANK 29 NODE 24 --> 15.4085608 sigma out 39 active outputs RANK 30 NODE 15 --> 13.4071093 sigma out 40 active outputs RANK 31 NODE 2 --> 12.7102642 sigma out 40 active outputs RANK 32 NODE 32 --> 12.2290668 sigma out 40 active outputs RANK 33 NODE 29 --> 12.1807451 sigma out 40 active outputs RANK 34 NODE 35 --> 11.4123812 sigma out 40 active outputs RANK 35 NODE 27 --> 11.2815189 sigma out 40 active outputs RANK 36 NODE 36 --> 10.4380999 sigma out 40 active outputs RANK 37 NODE 33 --> 10.2522545 sigma out 40 active outputs RANK 38 NODE 37 --> 8.94081783 sigma out 40 active outputs RANK 39 NODE 34 --> 8.13053226 sigma out 40 active outputs RANK 40 NODE 40 --> 5.58056688 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 75.3764725 sigma in 40act. ( 69.2436905 sig out 1act.) RANK 2 NODE 29 --> 56.1375389 sigma in 40act. ( 58.5930214 sig out 1act.) RANK 3 NODE 21 --> 53.9430466 sigma in 40act. ( 48.8050957 sig out 1act.) RANK 4 NODE 27 --> 50.9451714 sigma in 39act. ( 45.1500092 sig out 1act.) RANK 5 NODE 38 --> 35.9175491 sigma in 40act. ( 35.2330856 sig out 1act.) RANK 6 NODE 12 --> 35.4130707 sigma in 40act. ( 33.4640617 sig out 1act.) RANK 7 NODE 30 --> 34.4214249 sigma in 40act. ( 33.1328201 sig out 1act.) RANK 8 NODE 33 --> 33.5036774 sigma in 40act. ( 32.5250778 sig out 1act.) RANK 9 NODE 14 --> 33.3321228 sigma in 40act. ( 31.4640045 sig out 1act.) RANK 10 NODE 24 --> 33.2624397 sigma in 40act. ( 25.9960995 sig out 1act.) RANK 11 NODE 34 --> 31.8693371 sigma in 39act. ( 27.0056076 sig out 1act.) RANK 12 NODE 37 --> 31.3526287 sigma in 40act. ( 28.3248672 sig out 1act.) RANK 13 NODE 2 --> 31.2224617 sigma in 40act. ( 26.9048786 sig out 1act.) RANK 14 NODE 11 --> 28.2487011 sigma in 40act. ( 26.3531456 sig out 1act.) RANK 15 NODE 16 --> 27.3362598 sigma in 40act. ( 25.8423939 sig out 1act.) RANK 16 NODE 31 --> 26.1936779 sigma in 40act. ( 24.2953758 sig out 1act.) RANK 17 NODE 1 --> 25.7131538 sigma in 40act. ( 24.9909477 sig out 1act.) RANK 18 NODE 32 --> 23.6714249 sigma in 40act. ( 19.917614 sig out 1act.) RANK 19 NODE 23 --> 23.4881001 sigma in 40act. ( 21.1054611 sig out 1act.) RANK 20 NODE 39 --> 23.3824024 sigma in 40act. ( 20.56707 sig out 1act.) RANK 21 NODE 17 --> 23.312006 sigma in 40act. ( 22.3732872 sig out 1act.) RANK 22 NODE 4 --> 23.0055332 sigma in 40act. ( 20.6082096 sig out 1act.) RANK 23 NODE 7 --> 22.8279934 sigma in 40act. ( 22.0389156 sig out 1act.) RANK 24 NODE 40 --> 21.6188087 sigma in 40act. ( 19.2310944 sig out 1act.) RANK 25 NODE 25 --> 21.2744122 sigma in 40act. ( 21.3629913 sig out 1act.) RANK 26 NODE 28 --> 20.7565899 sigma in 40act. ( 17.6822872 sig out 1act.) RANK 27 NODE 18 --> 19.6751041 sigma in 40act. ( 19.371006 sig out 1act.) RANK 28 NODE 22 --> 17.0309563 sigma in 40act. ( 14.4541645 sig out 1act.) RANK 29 NODE 6 --> 15.4497366 sigma in 40act. ( 11.9861155 sig out 1act.) RANK 30 NODE 9 --> 15.2852077 sigma in 40act. ( 11.3029194 sig out 1act.) RANK 31 NODE 3 --> 14.089159 sigma in 40act. ( 11.8654718 sig out 1act.) RANK 32 NODE 5 --> 13.80023 sigma in 40act. ( 10.4472618 sig out 1act.) RANK 33 NODE 26 --> 13.6926088 sigma in 40act. ( 11.4811344 sig out 1act.) RANK 34 NODE 19 --> 12.3646402 sigma in 40act. ( 9.75730133 sig out 1act.) RANK 35 NODE 8 --> 9.78575325 sigma in 40act. ( 6.83605576 sig out 1act.) RANK 36 NODE 35 --> 9.00115585 sigma in 40act. ( 5.87042522 sig out 1act.) RANK 37 NODE 10 --> 8.03103924 sigma in 40act. ( 3.20054674 sig out 1act.) RANK 38 NODE 15 --> 7.97869396 sigma in 40act. ( 5.23521566 sig out 1act.) RANK 39 NODE 20 --> 5.10741472 sigma in 40act. ( 1.77828336 sig out 1act.) RANK 40 NODE 36 --> 4.3879528 sigma in 40act. ( 0.709779263 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 69.2436905 sigma out 1act.( 75.3764725 sig in 40act.) RANK 2 NODE 29 --> 58.5930214 sigma out 1act.( 56.1375389 sig in 40act.) RANK 3 NODE 21 --> 48.8050957 sigma out 1act.( 53.9430466 sig in 40act.) RANK 4 NODE 27 --> 45.1500092 sigma out 1act.( 50.9451714 sig in 39act.) RANK 5 NODE 38 --> 35.2330856 sigma out 1act.( 35.9175491 sig in 40act.) RANK 6 NODE 12 --> 33.4640617 sigma out 1act.( 35.4130707 sig in 40act.) RANK 7 NODE 30 --> 33.1328201 sigma out 1act.( 34.4214249 sig in 40act.) RANK 8 NODE 33 --> 32.5250778 sigma out 1act.( 33.5036774 sig in 40act.) RANK 9 NODE 14 --> 31.4640045 sigma out 1act.( 33.3321228 sig in 40act.) RANK 10 NODE 37 --> 28.3248672 sigma out 1act.( 31.3526287 sig in 40act.) RANK 11 NODE 34 --> 27.0056076 sigma out 1act.( 31.8693371 sig in 39act.) RANK 12 NODE 2 --> 26.9048786 sigma out 1act.( 31.2224617 sig in 40act.) RANK 13 NODE 11 --> 26.3531456 sigma out 1act.( 28.2487011 sig in 40act.) RANK 14 NODE 24 --> 25.9960995 sigma out 1act.( 33.2624397 sig in 40act.) RANK 15 NODE 16 --> 25.8423939 sigma out 1act.( 27.3362598 sig in 40act.) RANK 16 NODE 1 --> 24.9909477 sigma out 1act.( 25.7131538 sig in 40act.) RANK 17 NODE 31 --> 24.2953758 sigma out 1act.( 26.1936779 sig in 40act.) RANK 18 NODE 17 --> 22.3732872 sigma out 1act.( 23.312006 sig in 40act.) RANK 19 NODE 7 --> 22.0389156 sigma out 1act.( 22.8279934 sig in 40act.) RANK 20 NODE 25 --> 21.3629913 sigma out 1act.( 21.2744122 sig in 40act.) RANK 21 NODE 23 --> 21.1054611 sigma out 1act.( 23.4881001 sig in 40act.) RANK 22 NODE 4 --> 20.6082096 sigma out 1act.( 23.0055332 sig in 40act.) RANK 23 NODE 39 --> 20.56707 sigma out 1act.( 23.3824024 sig in 40act.) RANK 24 NODE 32 --> 19.917614 sigma out 1act.( 23.6714249 sig in 40act.) RANK 25 NODE 18 --> 19.371006 sigma out 1act.( 19.6751041 sig in 40act.) RANK 26 NODE 40 --> 19.2310944 sigma out 1act.( 21.6188087 sig in 40act.) RANK 27 NODE 28 --> 17.6822872 sigma out 1act.( 20.7565899 sig in 40act.) RANK 28 NODE 22 --> 14.4541645 sigma out 1act.( 17.0309563 sig in 40act.) RANK 29 NODE 6 --> 11.9861155 sigma out 1act.( 15.4497366 sig in 40act.) RANK 30 NODE 3 --> 11.8654718 sigma out 1act.( 14.089159 sig in 40act.) RANK 31 NODE 26 --> 11.4811344 sigma out 1act.( 13.6926088 sig in 40act.) RANK 32 NODE 9 --> 11.3029194 sigma out 1act.( 15.2852077 sig in 40act.) RANK 33 NODE 5 --> 10.4472618 sigma out 1act.( 13.80023 sig in 40act.) RANK 34 NODE 19 --> 9.75730133 sigma out 1act.( 12.3646402 sig in 40act.) RANK 35 NODE 8 --> 6.83605576 sigma out 1act.( 9.78575325 sig in 40act.) RANK 36 NODE 35 --> 5.87042522 sigma out 1act.( 9.00115585 sig in 40act.) RANK 37 NODE 15 --> 5.23521566 sigma out 1act.( 7.97869396 sig in 40act.) RANK 38 NODE 10 --> 3.20054674 sigma out 1act.( 8.03103924 sig in 40act.) RANK 39 NODE 20 --> 1.77828336 sigma out 1act.( 5.10741472 sig in 40act.) RANK 40 NODE 36 --> 0.709779263 sigma out 1act.( 4.3879528 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 170.098831 sigma in 40 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.405793786 *** contribution from regularisation: 0.00192193117 *** contribution from error: -0.407715708 *** contribution from DIAG: 0.000175792666 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.405796021 *** contribution from regularisation: 0.00192637742 *** contribution from error: -0.407722414 *** contribution from DIAG: 0.000175862908 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.405807197 *** contribution from regularisation: 0.00192176772 *** contribution from error: -0.40772897 *** contribution from DIAG: 0.000175850422 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.405815244 *** contribution from regularisation: 0.0019196003 *** contribution from error: -0.407734841 *** contribution from DIAG: 0.000175864523 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.405819565 *** contribution from regularisation: 0.0019215669 *** contribution from error: -0.407741129 *** contribution from DIAG: 0.000175857596 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.405826926 *** contribution from regularisation: 0.00191997923 *** contribution from error: -0.407746911 *** contribution from DIAG: 0.000175863781 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.405835569 *** contribution from regularisation: 0.00191689341 *** contribution from error: -0.407752454 *** contribution from DIAG: 0.000175898604 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.405843705 *** contribution from regularisation: 0.00191468629 *** contribution from error: -0.407758385 *** contribution from DIAG: 0.000175889261 *********************************************** --------------------------------------------------- Iteration : 38 kill weight from layer 1 knot 40 to knot 8 *********************************************** *** Learn Path 38 *** loss function: -0.405848473 *** contribution from regularisation: 0.00191494683 *** contribution from error: -0.407763422 *** contribution from DIAG: 0.000175920955 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.405852169 *** contribution from regularisation: 0.00191698014 *** contribution from error: -0.407769144 *** contribution from DIAG: 0.000175880486 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 38 --> 75.9313049 sigma out 40 active outputs RANK 2 NODE 3 --> 72.5297012 sigma out 40 active outputs RANK 3 NODE 8 --> 43.7772179 sigma out 40 active outputs RANK 4 NODE 4 --> 43.7153625 sigma out 40 active outputs RANK 5 NODE 5 --> 42.3182755 sigma out 40 active outputs RANK 6 NODE 6 --> 39.0941582 sigma out 40 active outputs RANK 7 NODE 10 --> 33.6633301 sigma out 40 active outputs RANK 8 NODE 7 --> 33.1640167 sigma out 40 active outputs RANK 9 NODE 23 --> 31.8127041 sigma out 40 active outputs RANK 10 NODE 30 --> 31.6948719 sigma out 40 active outputs RANK 11 NODE 9 --> 28.3719578 sigma out 40 active outputs RANK 12 NODE 39 --> 28.3538151 sigma out 40 active outputs RANK 13 NODE 12 --> 27.9681778 sigma out 39 active outputs RANK 14 NODE 16 --> 27.8661594 sigma out 40 active outputs RANK 15 NODE 21 --> 27.1691418 sigma out 40 active outputs RANK 16 NODE 11 --> 26.7792721 sigma out 40 active outputs RANK 17 NODE 22 --> 25.6153698 sigma out 40 active outputs RANK 18 NODE 31 --> 25.3734398 sigma out 40 active outputs RANK 19 NODE 26 --> 23.8397694 sigma out 40 active outputs RANK 20 NODE 19 --> 23.6013279 sigma out 40 active outputs RANK 21 NODE 17 --> 22.3657913 sigma out 40 active outputs RANK 22 NODE 18 --> 22.3117771 sigma out 40 active outputs RANK 23 NODE 28 --> 21.9484787 sigma out 40 active outputs RANK 24 NODE 20 --> 21.6655254 sigma out 40 active outputs RANK 25 NODE 25 --> 19.1064091 sigma out 40 active outputs RANK 26 NODE 1 --> 18.3834572 sigma out 40 active outputs RANK 27 NODE 14 --> 18.3516273 sigma out 40 active outputs RANK 28 NODE 13 --> 16.1650887 sigma out 40 active outputs RANK 29 NODE 24 --> 15.1791582 sigma out 39 active outputs RANK 30 NODE 15 --> 13.2995176 sigma out 40 active outputs RANK 31 NODE 2 --> 12.5504932 sigma out 40 active outputs RANK 32 NODE 32 --> 12.4133997 sigma out 40 active outputs RANK 33 NODE 29 --> 11.9409571 sigma out 40 active outputs RANK 34 NODE 35 --> 11.35954 sigma out 40 active outputs RANK 35 NODE 27 --> 11.0353756 sigma out 40 active outputs RANK 36 NODE 36 --> 10.3366842 sigma out 40 active outputs RANK 37 NODE 33 --> 10.028677 sigma out 40 active outputs RANK 38 NODE 37 --> 8.85808372 sigma out 40 active outputs RANK 39 NODE 34 --> 7.86575842 sigma out 40 active outputs RANK 40 NODE 40 --> 5.52064371 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 75.4860382 sigma in 40act. ( 69.2464905 sig out 1act.) RANK 2 NODE 29 --> 56.610775 sigma in 40act. ( 59.2724037 sig out 1act.) RANK 3 NODE 21 --> 53.7953758 sigma in 40act. ( 48.5336838 sig out 1act.) RANK 4 NODE 27 --> 51.1158714 sigma in 39act. ( 45.1136131 sig out 1act.) RANK 5 NODE 38 --> 35.8510818 sigma in 40act. ( 35.2104568 sig out 1act.) RANK 6 NODE 12 --> 35.4758759 sigma in 40act. ( 33.6971512 sig out 1act.) RANK 7 NODE 30 --> 34.8430214 sigma in 40act. ( 33.6809502 sig out 1act.) RANK 8 NODE 33 --> 33.6505394 sigma in 40act. ( 32.7579842 sig out 1act.) RANK 9 NODE 24 --> 33.3040276 sigma in 40act. ( 25.9548588 sig out 1act.) RANK 10 NODE 14 --> 33.253109 sigma in 40act. ( 31.4116211 sig out 1act.) RANK 11 NODE 34 --> 32.0637054 sigma in 39act. ( 27.0564365 sig out 1act.) RANK 12 NODE 2 --> 31.4432831 sigma in 40act. ( 27.1929626 sig out 1act.) RANK 13 NODE 37 --> 31.1371098 sigma in 40act. ( 27.9968548 sig out 1act.) RANK 14 NODE 11 --> 28.3053665 sigma in 40act. ( 26.582695 sig out 1act.) RANK 15 NODE 16 --> 27.4775524 sigma in 40act. ( 26.0986214 sig out 1act.) RANK 16 NODE 31 --> 26.2242355 sigma in 40act. ( 24.3926373 sig out 1act.) RANK 17 NODE 1 --> 26.1283169 sigma in 40act. ( 25.6824341 sig out 1act.) RANK 18 NODE 32 --> 23.6485424 sigma in 40act. ( 19.9202766 sig out 1act.) RANK 19 NODE 23 --> 23.5744648 sigma in 40act. ( 21.2150764 sig out 1act.) RANK 20 NODE 39 --> 23.4423351 sigma in 40act. ( 20.6133785 sig out 1act.) RANK 21 NODE 17 --> 23.2809048 sigma in 40act. ( 22.4192543 sig out 1act.) RANK 22 NODE 7 --> 23.1871014 sigma in 40act. ( 22.5389881 sig out 1act.) RANK 23 NODE 4 --> 22.9327202 sigma in 40act. ( 20.5833359 sig out 1act.) RANK 24 NODE 25 --> 21.5326385 sigma in 40act. ( 21.8388824 sig out 1act.) RANK 25 NODE 40 --> 21.383007 sigma in 40act. ( 18.8933849 sig out 1act.) RANK 26 NODE 28 --> 20.7130547 sigma in 40act. ( 17.7261333 sig out 1act.) RANK 27 NODE 18 --> 20.1954498 sigma in 40act. ( 20.1536827 sig out 1act.) RANK 28 NODE 22 --> 16.7386036 sigma in 40act. ( 14.1601439 sig out 1act.) RANK 29 NODE 6 --> 15.1036634 sigma in 40act. ( 11.6449871 sig out 1act.) RANK 30 NODE 9 --> 14.9596815 sigma in 40act. ( 11.0350981 sig out 1act.) RANK 31 NODE 3 --> 13.8736029 sigma in 40act. ( 11.7087812 sig out 1act.) RANK 32 NODE 5 --> 13.4268265 sigma in 40act. ( 10.1491413 sig out 1act.) RANK 33 NODE 26 --> 13.4120264 sigma in 40act. ( 11.2565699 sig out 1act.) RANK 34 NODE 19 --> 12.2250242 sigma in 40act. ( 9.7258749 sig out 1act.) RANK 35 NODE 8 --> 9.50492859 sigma in 39act. ( 6.63240623 sig out 1act.) RANK 36 NODE 35 --> 8.60645676 sigma in 40act. ( 5.5759573 sig out 1act.) RANK 37 NODE 15 --> 7.67041302 sigma in 40act. ( 4.99167967 sig out 1act.) RANK 38 NODE 10 --> 7.61174536 sigma in 40act. ( 2.97301698 sig out 1act.) RANK 39 NODE 20 --> 4.84810734 sigma in 40act. ( 1.68511403 sig out 1act.) RANK 40 NODE 36 --> 4.12690926 sigma in 40act. ( 0.810182631 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 69.2464905 sigma out 1act.( 75.4860382 sig in 40act.) RANK 2 NODE 29 --> 59.2724037 sigma out 1act.( 56.610775 sig in 40act.) RANK 3 NODE 21 --> 48.5336838 sigma out 1act.( 53.7953758 sig in 40act.) RANK 4 NODE 27 --> 45.1136131 sigma out 1act.( 51.1158714 sig in 39act.) RANK 5 NODE 38 --> 35.2104568 sigma out 1act.( 35.8510818 sig in 40act.) RANK 6 NODE 12 --> 33.6971512 sigma out 1act.( 35.4758759 sig in 40act.) RANK 7 NODE 30 --> 33.6809502 sigma out 1act.( 34.8430214 sig in 40act.) RANK 8 NODE 33 --> 32.7579842 sigma out 1act.( 33.6505394 sig in 40act.) RANK 9 NODE 14 --> 31.4116211 sigma out 1act.( 33.253109 sig in 40act.) RANK 10 NODE 37 --> 27.9968548 sigma out 1act.( 31.1371098 sig in 40act.) RANK 11 NODE 2 --> 27.1929626 sigma out 1act.( 31.4432831 sig in 40act.) RANK 12 NODE 34 --> 27.0564365 sigma out 1act.( 32.0637054 sig in 39act.) RANK 13 NODE 11 --> 26.582695 sigma out 1act.( 28.3053665 sig in 40act.) RANK 14 NODE 16 --> 26.0986214 sigma out 1act.( 27.4775524 sig in 40act.) RANK 15 NODE 24 --> 25.9548588 sigma out 1act.( 33.3040276 sig in 40act.) RANK 16 NODE 1 --> 25.6824341 sigma out 1act.( 26.1283169 sig in 40act.) RANK 17 NODE 31 --> 24.3926373 sigma out 1act.( 26.2242355 sig in 40act.) RANK 18 NODE 7 --> 22.5389881 sigma out 1act.( 23.1871014 sig in 40act.) RANK 19 NODE 17 --> 22.4192543 sigma out 1act.( 23.2809048 sig in 40act.) RANK 20 NODE 25 --> 21.8388824 sigma out 1act.( 21.5326385 sig in 40act.) RANK 21 NODE 23 --> 21.2150764 sigma out 1act.( 23.5744648 sig in 40act.) RANK 22 NODE 39 --> 20.6133785 sigma out 1act.( 23.4423351 sig in 40act.) RANK 23 NODE 4 --> 20.5833359 sigma out 1act.( 22.9327202 sig in 40act.) RANK 24 NODE 18 --> 20.1536827 sigma out 1act.( 20.1954498 sig in 40act.) RANK 25 NODE 32 --> 19.9202766 sigma out 1act.( 23.6485424 sig in 40act.) RANK 26 NODE 40 --> 18.8933849 sigma out 1act.( 21.383007 sig in 40act.) RANK 27 NODE 28 --> 17.7261333 sigma out 1act.( 20.7130547 sig in 40act.) RANK 28 NODE 22 --> 14.1601439 sigma out 1act.( 16.7386036 sig in 40act.) RANK 29 NODE 3 --> 11.7087812 sigma out 1act.( 13.8736029 sig in 40act.) RANK 30 NODE 6 --> 11.6449871 sigma out 1act.( 15.1036634 sig in 40act.) RANK 31 NODE 26 --> 11.2565699 sigma out 1act.( 13.4120264 sig in 40act.) RANK 32 NODE 9 --> 11.0350981 sigma out 1act.( 14.9596815 sig in 40act.) RANK 33 NODE 5 --> 10.1491413 sigma out 1act.( 13.4268265 sig in 40act.) RANK 34 NODE 19 --> 9.7258749 sigma out 1act.( 12.2250242 sig in 40act.) RANK 35 NODE 8 --> 6.63240623 sigma out 1act.( 9.50492859 sig in 39act.) RANK 36 NODE 35 --> 5.5759573 sigma out 1act.( 8.60645676 sig in 40act.) RANK 37 NODE 15 --> 4.99167967 sigma out 1act.( 7.67041302 sig in 40act.) RANK 38 NODE 10 --> 2.97301698 sigma out 1act.( 7.61174536 sig in 40act.) RANK 39 NODE 20 --> 1.68511403 sigma out 1act.( 4.84810734 sig in 40act.) RANK 40 NODE 36 --> 0.810182631 sigma out 1act.( 4.12690926 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 170.680634 sigma in 40 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.40585947 *** contribution from regularisation: 0.0019150388 *** contribution from error: -0.407774508 *** contribution from DIAG: 0.000175912894 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.405865073 *** contribution from regularisation: 0.00191455416 *** contribution from error: -0.407779634 *** contribution from DIAG: 0.000175972556 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.405873299 *** contribution from regularisation: 0.00191122165 *** contribution from error: -0.407784522 *** contribution from DIAG: 0.000175972455 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.405878484 *** contribution from regularisation: 0.00191101362 *** contribution from error: -0.407789499 *** contribution from DIAG: 0.000175979978 *********************************************** --------------------------------------------------- Iteration : 44 kill weight from layer 1 knot 25 to knot 35 *********************************************** *** Learn Path 44 *** loss function: -0.4058837 *** contribution from regularisation: 0.00191049837 *** contribution from error: -0.407794207 *** contribution from DIAG: 0.000175972687 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.405890852 *** contribution from regularisation: 0.0019085831 *** contribution from error: -0.407799423 *** contribution from DIAG: 0.000176026297 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.40589577 *** contribution from regularisation: 0.00190809031 *** contribution from error: -0.407803863 *** contribution from DIAG: 0.000176002024 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.405901641 *** contribution from regularisation: 0.00190700172 *** contribution from error: -0.407808632 *** contribution from DIAG: 0.000176008514 *********************************************** --------------------------------------------------- Iteration : 48 kill weight from layer 1 knot 35 to knot 17 *********************************************** *** Learn Path 48 *** loss function: -0.40590471 *** contribution from regularisation: 0.0019087703 *** contribution from error: -0.407813489 *** contribution from DIAG: 0.000176025162 *********************************************** --------------------------------------------------- Iteration : 49 kill weight from layer 1 knot 32 to knot 12 *********************************************** *** Learn Path 49 *** loss function: -0.405914247 *** contribution from regularisation: 0.001903728 *** contribution from error: -0.40781799 *** contribution from DIAG: 0.00017597944 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 38 --> 75.9493866 sigma out 40 active outputs RANK 2 NODE 3 --> 72.5806732 sigma out 40 active outputs RANK 3 NODE 4 --> 43.8125229 sigma out 40 active outputs RANK 4 NODE 8 --> 43.8048706 sigma out 40 active outputs RANK 5 NODE 5 --> 42.4199181 sigma out 40 active outputs RANK 6 NODE 6 --> 39.0084152 sigma out 40 active outputs RANK 7 NODE 10 --> 33.4633904 sigma out 40 active outputs RANK 8 NODE 7 --> 33.129509 sigma out 40 active outputs RANK 9 NODE 30 --> 31.7479706 sigma out 40 active outputs RANK 10 NODE 23 --> 31.6852741 sigma out 40 active outputs RANK 11 NODE 39 --> 28.3383007 sigma out 40 active outputs RANK 12 NODE 9 --> 28.3023548 sigma out 40 active outputs RANK 13 NODE 12 --> 27.9132805 sigma out 39 active outputs RANK 14 NODE 16 --> 27.78899 sigma out 40 active outputs RANK 15 NODE 21 --> 27.1456738 sigma out 40 active outputs RANK 16 NODE 11 --> 26.7116547 sigma out 40 active outputs RANK 17 NODE 22 --> 25.415556 sigma out 40 active outputs RANK 18 NODE 31 --> 25.2829418 sigma out 40 active outputs RANK 19 NODE 26 --> 23.9405842 sigma out 40 active outputs RANK 20 NODE 19 --> 23.4921322 sigma out 40 active outputs RANK 21 NODE 17 --> 22.1329765 sigma out 40 active outputs RANK 22 NODE 18 --> 22.1084671 sigma out 40 active outputs RANK 23 NODE 28 --> 21.9227657 sigma out 40 active outputs RANK 24 NODE 20 --> 21.5238781 sigma out 40 active outputs RANK 25 NODE 25 --> 18.9806767 sigma out 39 active outputs RANK 26 NODE 1 --> 18.5803852 sigma out 40 active outputs RANK 27 NODE 14 --> 18.3531685 sigma out 40 active outputs RANK 28 NODE 13 --> 16.1898556 sigma out 40 active outputs RANK 29 NODE 24 --> 14.8976746 sigma out 39 active outputs RANK 30 NODE 15 --> 13.2106476 sigma out 40 active outputs RANK 31 NODE 2 --> 12.3739424 sigma out 40 active outputs RANK 32 NODE 32 --> 11.9611435 sigma out 39 active outputs RANK 33 NODE 29 --> 11.7243176 sigma out 40 active outputs RANK 34 NODE 35 --> 11.289752 sigma out 39 active outputs RANK 35 NODE 27 --> 10.8231459 sigma out 40 active outputs RANK 36 NODE 36 --> 10.1850052 sigma out 40 active outputs RANK 37 NODE 33 --> 9.84177971 sigma out 40 active outputs RANK 38 NODE 37 --> 8.75294685 sigma out 40 active outputs RANK 39 NODE 34 --> 7.72178173 sigma out 40 active outputs RANK 40 NODE 40 --> 5.48406649 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 75.2660828 sigma in 40act. ( 69.0336685 sig out 1act.) RANK 2 NODE 29 --> 56.7955627 sigma in 40act. ( 59.5013618 sig out 1act.) RANK 3 NODE 21 --> 53.5681877 sigma in 40act. ( 48.1927261 sig out 1act.) RANK 4 NODE 27 --> 51.1515923 sigma in 39act. ( 45.1198883 sig out 1act.) RANK 5 NODE 38 --> 35.6565361 sigma in 40act. ( 35.0051231 sig out 1act.) RANK 6 NODE 12 --> 35.4312248 sigma in 39act. ( 33.8270569 sig out 1act.) RANK 7 NODE 30 --> 35.0808754 sigma in 40act. ( 33.8784637 sig out 1act.) RANK 8 NODE 33 --> 33.6553001 sigma in 40act. ( 32.7546616 sig out 1act.) RANK 9 NODE 24 --> 33.2904358 sigma in 40act. ( 25.8970032 sig out 1act.) RANK 10 NODE 14 --> 33.162838 sigma in 40act. ( 31.1528625 sig out 1act.) RANK 11 NODE 34 --> 32.1041412 sigma in 39act. ( 27.1873245 sig out 1act.) RANK 12 NODE 2 --> 31.5326004 sigma in 40act. ( 27.3629265 sig out 1act.) RANK 13 NODE 37 --> 30.8806705 sigma in 40act. ( 27.824749 sig out 1act.) RANK 14 NODE 11 --> 28.2806053 sigma in 40act. ( 26.6445637 sig out 1act.) RANK 15 NODE 16 --> 27.456955 sigma in 40act. ( 26.1607151 sig out 1act.) RANK 16 NODE 1 --> 26.4809971 sigma in 40act. ( 26.1864281 sig out 1act.) RANK 17 NODE 31 --> 26.1424084 sigma in 40act. ( 24.2518997 sig out 1act.) RANK 18 NODE 32 --> 23.5535622 sigma in 40act. ( 19.8765297 sig out 1act.) RANK 19 NODE 23 --> 23.5254421 sigma in 40act. ( 21.180687 sig out 1act.) RANK 20 NODE 39 --> 23.4289055 sigma in 40act. ( 20.7444115 sig out 1act.) RANK 21 NODE 7 --> 23.376276 sigma in 40act. ( 22.8325958 sig out 1act.) RANK 22 NODE 17 --> 23.1699104 sigma in 39act. ( 22.2901459 sig out 1act.) RANK 23 NODE 4 --> 22.7967834 sigma in 40act. ( 20.4933395 sig out 1act.) RANK 24 NODE 25 --> 21.6905441 sigma in 40act. ( 22.1450672 sig out 1act.) RANK 25 NODE 40 --> 21.1709251 sigma in 40act. ( 18.7133617 sig out 1act.) RANK 26 NODE 18 --> 20.6535454 sigma in 40act. ( 20.8471146 sig out 1act.) RANK 27 NODE 28 --> 20.5895805 sigma in 40act. ( 17.6559124 sig out 1act.) RANK 28 NODE 22 --> 16.4872742 sigma in 40act. ( 13.879838 sig out 1act.) RANK 29 NODE 6 --> 14.8231468 sigma in 40act. ( 11.3686275 sig out 1act.) RANK 30 NODE 9 --> 14.686451 sigma in 40act. ( 10.7764282 sig out 1act.) RANK 31 NODE 3 --> 13.6904459 sigma in 40act. ( 11.5392895 sig out 1act.) RANK 32 NODE 26 --> 13.2159796 sigma in 40act. ( 11.0876856 sig out 1act.) RANK 33 NODE 5 --> 13.1287518 sigma in 40act. ( 9.93299961 sig out 1act.) RANK 34 NODE 19 --> 12.0929861 sigma in 40act. ( 9.653368 sig out 1act.) RANK 35 NODE 8 --> 9.28341389 sigma in 39act. ( 6.47759628 sig out 1act.) RANK 36 NODE 35 --> 8.29652691 sigma in 39act. ( 5.32194185 sig out 1act.) RANK 37 NODE 15 --> 7.4345212 sigma in 40act. ( 4.81053162 sig out 1act.) RANK 38 NODE 10 --> 7.29748678 sigma in 40act. ( 2.83593202 sig out 1act.) RANK 39 NODE 20 --> 4.639678 sigma in 40act. ( 1.61192644 sig out 1act.) RANK 40 NODE 36 --> 3.94350958 sigma in 40act. ( 0.878643751 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 69.0336685 sigma out 1act.( 75.2660828 sig in 40act.) RANK 2 NODE 29 --> 59.5013618 sigma out 1act.( 56.7955627 sig in 40act.) RANK 3 NODE 21 --> 48.1927261 sigma out 1act.( 53.5681877 sig in 40act.) RANK 4 NODE 27 --> 45.1198883 sigma out 1act.( 51.1515923 sig in 39act.) RANK 5 NODE 38 --> 35.0051231 sigma out 1act.( 35.6565361 sig in 40act.) RANK 6 NODE 30 --> 33.8784637 sigma out 1act.( 35.0808754 sig in 40act.) RANK 7 NODE 12 --> 33.8270569 sigma out 1act.( 35.4312248 sig in 39act.) RANK 8 NODE 33 --> 32.7546616 sigma out 1act.( 33.6553001 sig in 40act.) RANK 9 NODE 14 --> 31.1528625 sigma out 1act.( 33.162838 sig in 40act.) RANK 10 NODE 37 --> 27.824749 sigma out 1act.( 30.8806705 sig in 40act.) RANK 11 NODE 2 --> 27.3629265 sigma out 1act.( 31.5326004 sig in 40act.) RANK 12 NODE 34 --> 27.1873245 sigma out 1act.( 32.1041412 sig in 39act.) RANK 13 NODE 11 --> 26.6445637 sigma out 1act.( 28.2806053 sig in 40act.) RANK 14 NODE 1 --> 26.1864281 sigma out 1act.( 26.4809971 sig in 40act.) RANK 15 NODE 16 --> 26.1607151 sigma out 1act.( 27.456955 sig in 40act.) RANK 16 NODE 24 --> 25.8970032 sigma out 1act.( 33.2904358 sig in 40act.) RANK 17 NODE 31 --> 24.2518997 sigma out 1act.( 26.1424084 sig in 40act.) RANK 18 NODE 7 --> 22.8325958 sigma out 1act.( 23.376276 sig in 40act.) RANK 19 NODE 17 --> 22.2901459 sigma out 1act.( 23.1699104 sig in 39act.) RANK 20 NODE 25 --> 22.1450672 sigma out 1act.( 21.6905441 sig in 40act.) RANK 21 NODE 23 --> 21.180687 sigma out 1act.( 23.5254421 sig in 40act.) RANK 22 NODE 18 --> 20.8471146 sigma out 1act.( 20.6535454 sig in 40act.) RANK 23 NODE 39 --> 20.7444115 sigma out 1act.( 23.4289055 sig in 40act.) RANK 24 NODE 4 --> 20.4933395 sigma out 1act.( 22.7967834 sig in 40act.) RANK 25 NODE 32 --> 19.8765297 sigma out 1act.( 23.5535622 sig in 40act.) RANK 26 NODE 40 --> 18.7133617 sigma out 1act.( 21.1709251 sig in 40act.) RANK 27 NODE 28 --> 17.6559124 sigma out 1act.( 20.5895805 sig in 40act.) RANK 28 NODE 22 --> 13.879838 sigma out 1act.( 16.4872742 sig in 40act.) RANK 29 NODE 3 --> 11.5392895 sigma out 1act.( 13.6904459 sig in 40act.) RANK 30 NODE 6 --> 11.3686275 sigma out 1act.( 14.8231468 sig in 40act.) RANK 31 NODE 26 --> 11.0876856 sigma out 1act.( 13.2159796 sig in 40act.) RANK 32 NODE 9 --> 10.7764282 sigma out 1act.( 14.686451 sig in 40act.) RANK 33 NODE 5 --> 9.93299961 sigma out 1act.( 13.1287518 sig in 40act.) RANK 34 NODE 19 --> 9.653368 sigma out 1act.( 12.0929861 sig in 40act.) RANK 35 NODE 8 --> 6.47759628 sigma out 1act.( 9.28341389 sig in 39act.) RANK 36 NODE 35 --> 5.32194185 sigma out 1act.( 8.29652691 sig in 39act.) RANK 37 NODE 15 --> 4.81053162 sigma out 1act.( 7.4345212 sig in 40act.) RANK 38 NODE 10 --> 2.83593202 sigma out 1act.( 7.29748678 sig in 40act.) RANK 39 NODE 20 --> 1.61192644 sigma out 1act.( 4.639678 sig in 40act.) RANK 40 NODE 36 --> 0.878643751 sigma out 1act.( 3.94350958 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 170.634171 sigma in 40 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.40591827 *** contribution from regularisation: 0.00190425373 *** contribution from error: -0.40782252 *** contribution from DIAG: 0.000176001762 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.405922115 *** contribution from regularisation: 0.00190496352 *** contribution from error: -0.407827079 *** contribution from DIAG: 0.000176017871 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.405927479 *** contribution from regularisation: 0.00190425152 *** contribution from error: -0.407831728 *** contribution from DIAG: 0.000176019341 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.405931801 *** contribution from regularisation: 0.00190470007 *** contribution from error: -0.407836497 *** contribution from DIAG: 0.000175999638 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.405937135 *** contribution from regularisation: 0.00190361438 *** contribution from error: -0.407840759 *** contribution from DIAG: 0.000176012312 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.405943006 *** contribution from regularisation: 0.0019022004 *** contribution from error: -0.407845199 *** contribution from DIAG: 0.000176035028 *********************************************** --------------------------------------------------- Iteration : 56 kill weight from layer 1 knot 37 to knot 30 *********************************************** *** Learn Path 56 *** loss function: -0.405950695 *** contribution from regularisation: 0.00189904391 *** contribution from error: -0.407849729 *** contribution from DIAG: 0.000176022411 *********************************************** --------------------------------------------------- Iteration : 57 kill weight from layer 1 knot 36 to knot 4 *********************************************** *** Learn Path 57 *** loss function: -0.40595299 *** contribution from regularisation: 0.00190107804 *** contribution from error: -0.40785408 *** contribution from DIAG: 0.000176024085 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.405960679 *** contribution from regularisation: 0.00189786276 *** contribution from error: -0.407858551 *** contribution from DIAG: 0.000175996189 *********************************************** --------------------------------------------------- Iteration : 59 kill weight from layer 1 knot 2 to knot 5 *********************************************** *** Learn Path 59 *** loss function: -0.40596512 *** contribution from regularisation: 0.00189760432 *** contribution from error: -0.407862723 *** contribution from DIAG: 0.000175994312 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 38 --> 76.4360504 sigma out 40 active outputs RANK 2 NODE 3 --> 73.052124 sigma out 40 active outputs RANK 3 NODE 8 --> 44.0031662 sigma out 40 active outputs RANK 4 NODE 4 --> 43.8682899 sigma out 40 active outputs RANK 5 NODE 5 --> 42.4624748 sigma out 40 active outputs RANK 6 NODE 6 --> 38.9804001 sigma out 40 active outputs RANK 7 NODE 10 --> 33.4693794 sigma out 40 active outputs RANK 8 NODE 7 --> 33.0410042 sigma out 40 active outputs RANK 9 NODE 30 --> 31.6603756 sigma out 40 active outputs RANK 10 NODE 23 --> 31.5699768 sigma out 40 active outputs RANK 11 NODE 39 --> 28.623024 sigma out 40 active outputs RANK 12 NODE 9 --> 28.140955 sigma out 40 active outputs RANK 13 NODE 12 --> 27.9341507 sigma out 39 active outputs RANK 14 NODE 16 --> 27.7778454 sigma out 40 active outputs RANK 15 NODE 21 --> 27.2197304 sigma out 40 active outputs RANK 16 NODE 11 --> 26.7521076 sigma out 40 active outputs RANK 17 NODE 22 --> 25.4181347 sigma out 40 active outputs RANK 18 NODE 31 --> 25.3023663 sigma out 40 active outputs RANK 19 NODE 26 --> 24.0736065 sigma out 40 active outputs RANK 20 NODE 19 --> 23.4603424 sigma out 40 active outputs RANK 21 NODE 17 --> 22.0527077 sigma out 40 active outputs RANK 22 NODE 18 --> 21.9987392 sigma out 40 active outputs RANK 23 NODE 28 --> 21.9553852 sigma out 40 active outputs RANK 24 NODE 20 --> 21.4221554 sigma out 40 active outputs RANK 25 NODE 25 --> 18.9426899 sigma out 39 active outputs RANK 26 NODE 1 --> 18.7902336 sigma out 40 active outputs RANK 27 NODE 14 --> 18.4330425 sigma out 40 active outputs RANK 28 NODE 13 --> 16.0773239 sigma out 40 active outputs RANK 29 NODE 24 --> 14.7515669 sigma out 39 active outputs RANK 30 NODE 15 --> 13.1051254 sigma out 40 active outputs RANK 31 NODE 2 --> 12.2220087 sigma out 39 active outputs RANK 32 NODE 32 --> 11.8535719 sigma out 39 active outputs RANK 33 NODE 29 --> 11.5624037 sigma out 40 active outputs RANK 34 NODE 35 --> 11.2766676 sigma out 39 active outputs RANK 35 NODE 27 --> 10.6699371 sigma out 40 active outputs RANK 36 NODE 36 --> 10.084466 sigma out 39 active outputs RANK 37 NODE 33 --> 9.65199947 sigma out 40 active outputs RANK 38 NODE 37 --> 8.68578053 sigma out 39 active outputs RANK 39 NODE 34 --> 7.6217494 sigma out 40 active outputs RANK 40 NODE 40 --> 5.49329805 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 75.3039017 sigma in 40act. ( 69.3452148 sig out 1act.) RANK 2 NODE 29 --> 57.1603203 sigma in 40act. ( 59.9863205 sig out 1act.) RANK 3 NODE 21 --> 53.4766617 sigma in 40act. ( 48.2696724 sig out 1act.) RANK 4 NODE 27 --> 51.2984009 sigma in 39act. ( 45.2502747 sig out 1act.) RANK 5 NODE 38 --> 35.6472244 sigma in 40act. ( 35.0510139 sig out 1act.) RANK 6 NODE 12 --> 35.4574661 sigma in 39act. ( 33.8169899 sig out 1act.) RANK 7 NODE 30 --> 35.4018097 sigma in 39act. ( 34.252739 sig out 1act.) RANK 8 NODE 33 --> 33.8211708 sigma in 40act. ( 32.9325066 sig out 1act.) RANK 9 NODE 24 --> 33.3014984 sigma in 40act. ( 25.887804 sig out 1act.) RANK 10 NODE 14 --> 33.1454315 sigma in 40act. ( 31.2095032 sig out 1act.) RANK 11 NODE 34 --> 32.2372665 sigma in 39act. ( 27.3744946 sig out 1act.) RANK 12 NODE 2 --> 31.7437401 sigma in 40act. ( 27.6513252 sig out 1act.) RANK 13 NODE 37 --> 30.7958431 sigma in 40act. ( 27.7367878 sig out 1act.) RANK 14 NODE 11 --> 28.3566761 sigma in 40act. ( 26.6593494 sig out 1act.) RANK 15 NODE 16 --> 27.5604553 sigma in 40act. ( 26.3642654 sig out 1act.) RANK 16 NODE 1 --> 26.8950081 sigma in 40act. ( 26.7722569 sig out 1act.) RANK 17 NODE 31 --> 26.2014542 sigma in 40act. ( 24.3881168 sig out 1act.) RANK 18 NODE 7 --> 23.6374474 sigma in 40act. ( 23.2736778 sig out 1act.) RANK 19 NODE 23 --> 23.5844288 sigma in 40act. ( 21.2469406 sig out 1act.) RANK 20 NODE 32 --> 23.5622272 sigma in 40act. ( 19.9715271 sig out 1act.) RANK 21 NODE 39 --> 23.4974976 sigma in 40act. ( 20.7518044 sig out 1act.) RANK 22 NODE 17 --> 23.1301174 sigma in 39act. ( 22.4092255 sig out 1act.) RANK 23 NODE 4 --> 22.7784557 sigma in 39act. ( 20.506958 sig out 1act.) RANK 24 NODE 25 --> 21.9286041 sigma in 40act. ( 22.4284725 sig out 1act.) RANK 25 NODE 18 --> 21.152235 sigma in 40act. ( 21.6359558 sig out 1act.) RANK 26 NODE 40 --> 21.0779057 sigma in 40act. ( 18.5859432 sig out 1act.) RANK 27 NODE 28 --> 20.5828629 sigma in 40act. ( 17.7146816 sig out 1act.) RANK 28 NODE 22 --> 16.3216934 sigma in 40act. ( 13.7378817 sig out 1act.) RANK 29 NODE 6 --> 14.6100483 sigma in 40act. ( 11.1511383 sig out 1act.) RANK 30 NODE 9 --> 14.4812527 sigma in 40act. ( 10.6007252 sig out 1act.) RANK 31 NODE 3 --> 13.5854139 sigma in 40act. ( 11.5371122 sig out 1act.) RANK 32 NODE 26 --> 13.0806217 sigma in 40act. ( 10.9799461 sig out 1act.) RANK 33 NODE 5 --> 12.9185572 sigma in 39act. ( 9.76601601 sig out 1act.) RANK 34 NODE 19 --> 11.9838924 sigma in 40act. ( 9.66906071 sig out 1act.) RANK 35 NODE 8 --> 9.09767532 sigma in 39act. ( 6.34922361 sig out 1act.) RANK 36 NODE 35 --> 8.04327488 sigma in 39act. ( 5.1209507 sig out 1act.) RANK 37 NODE 15 --> 7.24570131 sigma in 40act. ( 4.66347837 sig out 1act.) RANK 38 NODE 10 --> 7.05050898 sigma in 40act. ( 2.70883441 sig out 1act.) RANK 39 NODE 20 --> 4.47423124 sigma in 40act. ( 1.54557455 sig out 1act.) RANK 40 NODE 36 --> 3.80799532 sigma in 40act. ( 0.956250608 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 69.3452148 sigma out 1act.( 75.3039017 sig in 40act.) RANK 2 NODE 29 --> 59.9863205 sigma out 1act.( 57.1603203 sig in 40act.) RANK 3 NODE 21 --> 48.2696724 sigma out 1act.( 53.4766617 sig in 40act.) RANK 4 NODE 27 --> 45.2502747 sigma out 1act.( 51.2984009 sig in 39act.) RANK 5 NODE 38 --> 35.0510139 sigma out 1act.( 35.6472244 sig in 40act.) RANK 6 NODE 30 --> 34.252739 sigma out 1act.( 35.4018097 sig in 39act.) RANK 7 NODE 12 --> 33.8169899 sigma out 1act.( 35.4574661 sig in 39act.) RANK 8 NODE 33 --> 32.9325066 sigma out 1act.( 33.8211708 sig in 40act.) RANK 9 NODE 14 --> 31.2095032 sigma out 1act.( 33.1454315 sig in 40act.) RANK 10 NODE 37 --> 27.7367878 sigma out 1act.( 30.7958431 sig in 40act.) RANK 11 NODE 2 --> 27.6513252 sigma out 1act.( 31.7437401 sig in 40act.) RANK 12 NODE 34 --> 27.3744946 sigma out 1act.( 32.2372665 sig in 39act.) RANK 13 NODE 1 --> 26.7722569 sigma out 1act.( 26.8950081 sig in 40act.) RANK 14 NODE 11 --> 26.6593494 sigma out 1act.( 28.3566761 sig in 40act.) RANK 15 NODE 16 --> 26.3642654 sigma out 1act.( 27.5604553 sig in 40act.) RANK 16 NODE 24 --> 25.887804 sigma out 1act.( 33.3014984 sig in 40act.) RANK 17 NODE 31 --> 24.3881168 sigma out 1act.( 26.2014542 sig in 40act.) RANK 18 NODE 7 --> 23.2736778 sigma out 1act.( 23.6374474 sig in 40act.) RANK 19 NODE 25 --> 22.4284725 sigma out 1act.( 21.9286041 sig in 40act.) RANK 20 NODE 17 --> 22.4092255 sigma out 1act.( 23.1301174 sig in 39act.) RANK 21 NODE 18 --> 21.6359558 sigma out 1act.( 21.152235 sig in 40act.) RANK 22 NODE 23 --> 21.2469406 sigma out 1act.( 23.5844288 sig in 40act.) RANK 23 NODE 39 --> 20.7518044 sigma out 1act.( 23.4974976 sig in 40act.) RANK 24 NODE 4 --> 20.506958 sigma out 1act.( 22.7784557 sig in 39act.) RANK 25 NODE 32 --> 19.9715271 sigma out 1act.( 23.5622272 sig in 40act.) RANK 26 NODE 40 --> 18.5859432 sigma out 1act.( 21.0779057 sig in 40act.) RANK 27 NODE 28 --> 17.7146816 sigma out 1act.( 20.5828629 sig in 40act.) RANK 28 NODE 22 --> 13.7378817 sigma out 1act.( 16.3216934 sig in 40act.) RANK 29 NODE 3 --> 11.5371122 sigma out 1act.( 13.5854139 sig in 40act.) RANK 30 NODE 6 --> 11.1511383 sigma out 1act.( 14.6100483 sig in 40act.) RANK 31 NODE 26 --> 10.9799461 sigma out 1act.( 13.0806217 sig in 40act.) RANK 32 NODE 9 --> 10.6007252 sigma out 1act.( 14.4812527 sig in 40act.) RANK 33 NODE 5 --> 9.76601601 sigma out 1act.( 12.9185572 sig in 39act.) RANK 34 NODE 19 --> 9.66906071 sigma out 1act.( 11.9838924 sig in 40act.) RANK 35 NODE 8 --> 6.34922361 sigma out 1act.( 9.09767532 sig in 39act.) RANK 36 NODE 35 --> 5.1209507 sigma out 1act.( 8.04327488 sig in 39act.) RANK 37 NODE 15 --> 4.66347837 sigma out 1act.( 7.24570131 sig in 40act.) RANK 38 NODE 10 --> 2.70883441 sigma out 1act.( 7.05050898 sig in 40act.) RANK 39 NODE 20 --> 1.54557455 sigma out 1act.( 4.47423124 sig in 40act.) RANK 40 NODE 36 --> 0.956250608 sigma out 1act.( 3.80799532 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 171.470322 sigma in 40 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.40596804 *** contribution from regularisation: 0.00189904904 *** contribution from error: -0.407867104 *** contribution from DIAG: 0.000175984431 *********************************************** --------------------------------------------------- Iteration : 61 kill weight from layer 1 knot 40 to knot 3 kill weight from layer 1 knot 2 to knot 19 kill weight from layer 1 knot 14 to knot 24 *********************************************** *** Learn Path 61 *** loss function: -0.405973285 *** contribution from regularisation: 0.00189817825 *** contribution from error: -0.407871455 *** contribution from DIAG: 0.000176020869 *********************************************** --------------------------------------------------- Iteration : 62 kill weight from layer 1 knot 36 to knot 25 kill weight from layer 1 knot 17 to knot 32 kill weight from layer 1 knot 27 to knot 37 kill weight from layer 1 knot 29 to knot 37 *********************************************** *** Learn Path 62 *** loss function: -0.405980766 *** contribution from regularisation: 0.00189507438 *** contribution from error: -0.407875836 *** contribution from DIAG: 0.000176030284 *********************************************** --------------------------------------------------- Iteration : 63 kill weight from layer 1 knot 35 to knot 26 *********************************************** *** Learn Path 63 *** loss function: -0.405990988 *** contribution from regularisation: 0.00188900158 *** contribution from error: -0.407879978 *** contribution from DIAG: 0.000176029178 *********************************************** --------------------------------------------------- Iteration : 64 kill weight from layer 1 knot 4 to knot 5 kill weight from layer 1 knot 25 to knot 19 *********************************************** *** Learn Path 64 *** loss function: -0.405990988 *** contribution from regularisation: 0.0018932462 *** contribution from error: -0.40788424 *** contribution from DIAG: 0.000176070986 *********************************************** --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.406001836 *** contribution from regularisation: 0.00188663264 *** contribution from error: -0.407888472 *** contribution from DIAG: 0.000176062589 *********************************************** --------------------------------------------------- Iteration : 66 kill weight from layer 1 knot 33 to knot 40 *********************************************** *** Learn Path 66 *** loss function: -0.406003356 *** contribution from regularisation: 0.00188922009 *** contribution from error: -0.407892585 *** contribution from DIAG: 0.000176039684 *********************************************** --------------------------------------------------- Iteration : 67 kill weight from layer 1 knot 36 to knot 16 kill weight from layer 1 knot 2 to knot 23 kill weight from layer 1 knot 9 to knot 32 *********************************************** *** Learn Path 67 *** loss function: -0.406009406 *** contribution from regularisation: 0.00188715232 *** contribution from error: -0.407896549 *** contribution from DIAG: 0.000176046611 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.406017929 *** contribution from regularisation: 0.00188287441 *** contribution from error: -0.40790081 *** contribution from DIAG: 0.000176040441 *********************************************** --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.406017691 *** contribution from regularisation: 0.00188697665 *** contribution from error: -0.407904655 *** contribution from DIAG: 0.000176009227 *********************************************** --------------------------------------------------- Iteration : 70 kill weight from layer 1 knot 33 to knot 22 kill weight from layer 1 knot 24 to knot 36 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 38 --> 76.7614746 sigma out 40 active outputs RANK 2 NODE 3 --> 73.1746902 sigma out 40 active outputs RANK 3 NODE 8 --> 44.4515305 sigma out 40 active outputs RANK 4 NODE 4 --> 43.8673477 sigma out 39 active outputs RANK 5 NODE 5 --> 42.505352 sigma out 40 active outputs RANK 6 NODE 6 --> 38.9506302 sigma out 40 active outputs RANK 7 NODE 10 --> 33.4117928 sigma out 40 active outputs RANK 8 NODE 7 --> 33.0439415 sigma out 40 active outputs RANK 9 NODE 30 --> 31.6456089 sigma out 40 active outputs RANK 10 NODE 23 --> 31.5162678 sigma out 40 active outputs RANK 11 NODE 39 --> 28.777235 sigma out 40 active outputs RANK 12 NODE 9 --> 28.0524921 sigma out 39 active outputs RANK 13 NODE 12 --> 27.69133 sigma out 39 active outputs RANK 14 NODE 16 --> 27.6877327 sigma out 40 active outputs RANK 15 NODE 21 --> 27.2357063 sigma out 40 active outputs RANK 16 NODE 11 --> 26.6941681 sigma out 40 active outputs RANK 17 NODE 31 --> 25.3319683 sigma out 40 active outputs RANK 18 NODE 22 --> 25.2630596 sigma out 40 active outputs RANK 19 NODE 26 --> 24.2214699 sigma out 40 active outputs RANK 20 NODE 19 --> 23.3623314 sigma out 40 active outputs RANK 21 NODE 28 --> 22.03302 sigma out 40 active outputs RANK 22 NODE 18 --> 21.9326801 sigma out 40 active outputs RANK 23 NODE 17 --> 21.8716431 sigma out 39 active outputs RANK 24 NODE 20 --> 21.4293003 sigma out 40 active outputs RANK 25 NODE 1 --> 18.9568176 sigma out 40 active outputs RANK 26 NODE 25 --> 18.9162407 sigma out 38 active outputs RANK 27 NODE 14 --> 18.0106049 sigma out 39 active outputs RANK 28 NODE 13 --> 15.7860079 sigma out 40 active outputs RANK 29 NODE 24 --> 14.6348114 sigma out 38 active outputs RANK 30 NODE 15 --> 12.7408075 sigma out 40 active outputs RANK 31 NODE 2 --> 12.0927172 sigma out 37 active outputs RANK 32 NODE 32 --> 11.6682596 sigma out 39 active outputs RANK 33 NODE 29 --> 11.4084024 sigma out 39 active outputs RANK 34 NODE 35 --> 11.2027235 sigma out 38 active outputs RANK 35 NODE 27 --> 10.4649258 sigma out 39 active outputs RANK 36 NODE 36 --> 9.95791435 sigma out 37 active outputs RANK 37 NODE 33 --> 9.47330189 sigma out 38 active outputs RANK 38 NODE 37 --> 8.68971539 sigma out 39 active outputs RANK 39 NODE 34 --> 7.43770123 sigma out 40 active outputs RANK 40 NODE 40 --> 5.41144896 sigma out 38 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 75.338501 sigma in 40act. ( 68.9882431 sig out 1act.) RANK 2 NODE 29 --> 57.3803215 sigma in 40act. ( 60.1800156 sig out 1act.) RANK 3 NODE 21 --> 53.3463364 sigma in 40act. ( 47.9885025 sig out 1act.) RANK 4 NODE 27 --> 51.2865562 sigma in 39act. ( 45.2775002 sig out 1act.) RANK 5 NODE 38 --> 35.5703735 sigma in 40act. ( 34.9522591 sig out 1act.) RANK 6 NODE 30 --> 35.5425835 sigma in 39act. ( 34.4638557 sig out 1act.) RANK 7 NODE 12 --> 35.4628525 sigma in 39act. ( 33.9539604 sig out 1act.) RANK 8 NODE 33 --> 33.8597641 sigma in 40act. ( 32.970211 sig out 1act.) RANK 9 NODE 24 --> 33.2762413 sigma in 39act. ( 25.860487 sig out 1act.) RANK 10 NODE 14 --> 33.0863991 sigma in 40act. ( 31.1761684 sig out 1act.) RANK 11 NODE 34 --> 32.3561172 sigma in 39act. ( 27.52738 sig out 1act.) RANK 12 NODE 2 --> 31.8969193 sigma in 40act. ( 27.9115467 sig out 1act.) RANK 13 NODE 37 --> 30.676466 sigma in 38act. ( 27.582201 sig out 1act.) RANK 14 NODE 11 --> 28.3638725 sigma in 40act. ( 26.6963978 sig out 1act.) RANK 15 NODE 16 --> 27.5829506 sigma in 39act. ( 26.4321194 sig out 1act.) RANK 16 NODE 1 --> 27.2070847 sigma in 40act. ( 27.3448906 sig out 1act.) RANK 17 NODE 31 --> 26.1991959 sigma in 40act. ( 24.3960476 sig out 1act.) RANK 18 NODE 7 --> 23.825449 sigma in 40act. ( 23.5345631 sig out 1act.) RANK 19 NODE 23 --> 23.5482349 sigma in 39act. ( 21.1826611 sig out 1act.) RANK 20 NODE 32 --> 23.5392418 sigma in 38act. ( 19.9807224 sig out 1act.) RANK 21 NODE 39 --> 23.535965 sigma in 40act. ( 20.9227314 sig out 1act.) RANK 22 NODE 17 --> 23.0848751 sigma in 39act. ( 22.3755226 sig out 1act.) RANK 23 NODE 4 --> 22.6583023 sigma in 39act. ( 20.4068413 sig out 1act.) RANK 24 NODE 25 --> 22.0959873 sigma in 39act. ( 22.622963 sig out 1act.) RANK 25 NODE 18 --> 21.6313648 sigma in 40act. ( 22.2671051 sig out 1act.) RANK 26 NODE 40 --> 20.9373989 sigma in 39act. ( 18.4707165 sig out 1act.) RANK 27 NODE 28 --> 20.5028744 sigma in 40act. ( 17.6947231 sig out 1act.) RANK 28 NODE 22 --> 16.1626968 sigma in 39act. ( 13.606369 sig out 1act.) RANK 29 NODE 6 --> 14.385396 sigma in 40act. ( 10.9713297 sig out 1act.) RANK 30 NODE 9 --> 14.2626915 sigma in 40act. ( 10.3652143 sig out 1act.) RANK 31 NODE 3 --> 13.4439964 sigma in 39act. ( 11.451683 sig out 1act.) RANK 32 NODE 26 --> 12.908309 sigma in 39act. ( 10.8480453 sig out 1act.) RANK 33 NODE 5 --> 12.6967926 sigma in 38act. ( 9.55798531 sig out 1act.) RANK 34 NODE 19 --> 11.8466358 sigma in 38act. ( 9.61222458 sig out 1act.) RANK 35 NODE 8 --> 8.91892052 sigma in 39act. ( 6.20774603 sig out 1act.) RANK 36 NODE 35 --> 7.79910898 sigma in 39act. ( 4.93350554 sig out 1act.) RANK 37 NODE 15 --> 7.0583024 sigma in 40act. ( 4.54120779 sig out 1act.) RANK 38 NODE 10 --> 6.80447149 sigma in 40act. ( 2.61061549 sig out 1act.) RANK 39 NODE 20 --> 4.3220005 sigma in 40act. ( 1.51364601 sig out 1act.) RANK 40 NODE 36 --> 3.68067884 sigma in 39act. ( 1.02462721 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 68.9882431 sigma out 1act.( 75.338501 sig in 40act.) RANK 2 NODE 29 --> 60.1800156 sigma out 1act.( 57.3803215 sig in 40act.) RANK 3 NODE 21 --> 47.9885025 sigma out 1act.( 53.3463364 sig in 40act.) RANK 4 NODE 27 --> 45.2775002 sigma out 1act.( 51.2865562 sig in 39act.) RANK 5 NODE 38 --> 34.9522591 sigma out 1act.( 35.5703735 sig in 40act.) RANK 6 NODE 30 --> 34.4638557 sigma out 1act.( 35.5425835 sig in 39act.) RANK 7 NODE 12 --> 33.9539604 sigma out 1act.( 35.4628525 sig in 39act.) RANK 8 NODE 33 --> 32.970211 sigma out 1act.( 33.8597641 sig in 40act.) RANK 9 NODE 14 --> 31.1761684 sigma out 1act.( 33.0863991 sig in 40act.) RANK 10 NODE 2 --> 27.9115467 sigma out 1act.( 31.8969193 sig in 40act.) RANK 11 NODE 37 --> 27.582201 sigma out 1act.( 30.676466 sig in 38act.) RANK 12 NODE 34 --> 27.52738 sigma out 1act.( 32.3561172 sig in 39act.) RANK 13 NODE 1 --> 27.3448906 sigma out 1act.( 27.2070847 sig in 40act.) RANK 14 NODE 11 --> 26.6963978 sigma out 1act.( 28.3638725 sig in 40act.) RANK 15 NODE 16 --> 26.4321194 sigma out 1act.( 27.5829506 sig in 39act.) RANK 16 NODE 24 --> 25.860487 sigma out 1act.( 33.2762413 sig in 39act.) RANK 17 NODE 31 --> 24.3960476 sigma out 1act.( 26.1991959 sig in 40act.) RANK 18 NODE 7 --> 23.5345631 sigma out 1act.( 23.825449 sig in 40act.) RANK 19 NODE 25 --> 22.622963 sigma out 1act.( 22.0959873 sig in 39act.) RANK 20 NODE 17 --> 22.3755226 sigma out 1act.( 23.0848751 sig in 39act.) RANK 21 NODE 18 --> 22.2671051 sigma out 1act.( 21.6313648 sig in 40act.) RANK 22 NODE 23 --> 21.1826611 sigma out 1act.( 23.5482349 sig in 39act.) RANK 23 NODE 39 --> 20.9227314 sigma out 1act.( 23.535965 sig in 40act.) RANK 24 NODE 4 --> 20.4068413 sigma out 1act.( 22.6583023 sig in 39act.) RANK 25 NODE 32 --> 19.9807224 sigma out 1act.( 23.5392418 sig in 38act.) RANK 26 NODE 40 --> 18.4707165 sigma out 1act.( 20.9373989 sig in 39act.) RANK 27 NODE 28 --> 17.6947231 sigma out 1act.( 20.5028744 sig in 40act.) RANK 28 NODE 22 --> 13.606369 sigma out 1act.( 16.1626968 sig in 39act.) RANK 29 NODE 3 --> 11.451683 sigma out 1act.( 13.4439964 sig in 39act.) RANK 30 NODE 6 --> 10.9713297 sigma out 1act.( 14.385396 sig in 40act.) RANK 31 NODE 26 --> 10.8480453 sigma out 1act.( 12.908309 sig in 39act.) RANK 32 NODE 9 --> 10.3652143 sigma out 1act.( 14.2626915 sig in 40act.) RANK 33 NODE 19 --> 9.61222458 sigma out 1act.( 11.8466358 sig in 38act.) RANK 34 NODE 5 --> 9.55798531 sigma out 1act.( 12.6967926 sig in 38act.) RANK 35 NODE 8 --> 6.20774603 sigma out 1act.( 8.91892052 sig in 39act.) RANK 36 NODE 35 --> 4.93350554 sigma out 1act.( 7.79910898 sig in 39act.) RANK 37 NODE 15 --> 4.54120779 sigma out 1act.( 7.0583024 sig in 40act.) RANK 38 NODE 10 --> 2.61061549 sigma out 1act.( 6.80447149 sig in 40act.) RANK 39 NODE 20 --> 1.51364601 sigma out 1act.( 4.3220005 sig in 40act.) RANK 40 NODE 36 --> 1.02462721 sigma out 1act.( 3.68067884 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 171.56221 sigma in 40 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.406027079 *** contribution from regularisation: 0.00188176613 *** contribution from error: -0.407908857 *** contribution from DIAG: 0.000176011396 *********************************************** --------------------------------------------------- Iteration : 71 kill weight from layer 1 knot 4 to knot 33 *********************************************** *** Learn Path 71 *** loss function: -0.406029612 *** contribution from regularisation: 0.00188339397 *** contribution from error: -0.407912999 *** contribution from DIAG: 0.000176028436 *********************************************** --------------------------------------------------- Iteration : 72 kill weight from layer 1 knot 6 to knot 9 kill weight from layer 1 knot 1 to knot 18 kill weight from layer 1 knot 30 to knot 36 *********************************************** *** Learn Path 72 *** loss function: -0.406032503 *** contribution from regularisation: 0.00188481051 *** contribution from error: -0.407917321 *** contribution from DIAG: 0.000176063142 *********************************************** --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.406045914 *** contribution from regularisation: 0.00187555712 *** contribution from error: -0.407921463 *** contribution from DIAG: 0.000176070505 *********************************************** --------------------------------------------------- Iteration : 74 kill weight from layer 1 knot 20 to knot 6 kill weight from layer 1 knot 9 to knot 19 *********************************************** *** Learn Path 74 *** loss function: -0.406047255 *** contribution from regularisation: 0.00187812711 *** contribution from error: -0.407925367 *** contribution from DIAG: 0.000176104004 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.406052589 *** contribution from regularisation: 0.00187670614 *** contribution from error: -0.407929301 *** contribution from DIAG: 0.000176074231 *********************************************** --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.40605545 *** contribution from regularisation: 0.00187774142 *** contribution from error: -0.407933205 *** contribution from DIAG: 0.000176103407 *********************************************** --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.406064749 *** contribution from regularisation: 0.00187242834 *** contribution from error: -0.407937169 *** contribution from DIAG: 0.000176069094 *********************************************** --------------------------------------------------- Iteration : 78 kill weight from layer 1 knot 37 to knot 17 *********************************************** *** Learn Path 78 *** loss function: -0.406062692 *** contribution from regularisation: 0.00187854096 *** contribution from error: -0.407941222 *** contribution from DIAG: 0.00017609325 *********************************************** --------------------------------------------------- Iteration : 79 kill weight from layer 1 knot 31 to knot 18 kill weight from layer 1 knot 14 to knot 38 *********************************************** *** Learn Path 79 *** loss function: -0.40607205 *** contribution from regularisation: 0.00187319156 *** contribution from error: -0.407945246 *** contribution from DIAG: 0.000176103422 *********************************************** --------------------------------------------------- Iteration : 80 kill weight from layer 1 knot 27 to knot 20 kill weight from layer 1 knot 34 to knot 21 kill weight from layer 1 knot 34 to knot 35 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 38 --> 76.9980011 sigma out 40 active outputs RANK 2 NODE 3 --> 73.8919601 sigma out 40 active outputs RANK 3 NODE 8 --> 44.3737106 sigma out 40 active outputs RANK 4 NODE 4 --> 44.1480942 sigma out 38 active outputs RANK 5 NODE 5 --> 42.69907 sigma out 40 active outputs RANK 6 NODE 6 --> 38.9161224 sigma out 39 active outputs RANK 7 NODE 10 --> 33.5346642 sigma out 40 active outputs RANK 8 NODE 7 --> 33.0405579 sigma out 40 active outputs RANK 9 NODE 30 --> 31.6760578 sigma out 39 active outputs RANK 10 NODE 23 --> 31.6168823 sigma out 40 active outputs RANK 11 NODE 39 --> 28.6497326 sigma out 40 active outputs RANK 12 NODE 9 --> 28.2180271 sigma out 38 active outputs RANK 13 NODE 12 --> 27.6676311 sigma out 39 active outputs RANK 14 NODE 16 --> 27.6510849 sigma out 40 active outputs RANK 15 NODE 21 --> 27.2398663 sigma out 40 active outputs RANK 16 NODE 11 --> 26.7105465 sigma out 40 active outputs RANK 17 NODE 31 --> 25.324461 sigma out 39 active outputs RANK 18 NODE 22 --> 25.2205791 sigma out 40 active outputs RANK 19 NODE 26 --> 24.3018227 sigma out 40 active outputs RANK 20 NODE 19 --> 23.3618221 sigma out 40 active outputs RANK 21 NODE 28 --> 22.0659695 sigma out 40 active outputs RANK 22 NODE 18 --> 21.8877468 sigma out 40 active outputs RANK 23 NODE 17 --> 21.8012619 sigma out 39 active outputs RANK 24 NODE 20 --> 21.3180199 sigma out 39 active outputs RANK 25 NODE 1 --> 19.0861835 sigma out 39 active outputs RANK 26 NODE 25 --> 18.829031 sigma out 38 active outputs RANK 27 NODE 14 --> 17.9566174 sigma out 38 active outputs RANK 28 NODE 13 --> 15.7958908 sigma out 40 active outputs RANK 29 NODE 24 --> 14.5178957 sigma out 38 active outputs RANK 30 NODE 15 --> 12.9453106 sigma out 40 active outputs RANK 31 NODE 2 --> 12.0233965 sigma out 37 active outputs RANK 32 NODE 32 --> 11.7111912 sigma out 39 active outputs RANK 33 NODE 29 --> 11.3111076 sigma out 39 active outputs RANK 34 NODE 35 --> 11.1873732 sigma out 38 active outputs RANK 35 NODE 27 --> 10.3183956 sigma out 38 active outputs RANK 36 NODE 36 --> 9.89188004 sigma out 37 active outputs RANK 37 NODE 33 --> 9.32857037 sigma out 38 active outputs RANK 38 NODE 37 --> 8.61883831 sigma out 38 active outputs RANK 39 NODE 34 --> 7.37987375 sigma out 38 active outputs RANK 40 NODE 40 --> 5.44465399 sigma out 38 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 75.4451675 sigma in 40act. ( 69.5178223 sig out 1act.) RANK 2 NODE 29 --> 57.7790947 sigma in 40act. ( 60.8162956 sig out 1act.) RANK 3 NODE 21 --> 53.2756538 sigma in 39act. ( 47.9539642 sig out 1act.) RANK 4 NODE 27 --> 51.505764 sigma in 39act. ( 45.4543076 sig out 1act.) RANK 5 NODE 30 --> 35.8726349 sigma in 39act. ( 34.9762115 sig out 1act.) RANK 6 NODE 38 --> 35.5347328 sigma in 39act. ( 34.9699326 sig out 1act.) RANK 7 NODE 12 --> 35.5170555 sigma in 39act. ( 34.1492958 sig out 1act.) RANK 8 NODE 33 --> 33.9923897 sigma in 39act. ( 33.0780258 sig out 1act.) RANK 9 NODE 24 --> 33.3410683 sigma in 39act. ( 25.85989 sig out 1act.) RANK 10 NODE 14 --> 33.0646935 sigma in 40act. ( 31.1634998 sig out 1act.) RANK 11 NODE 34 --> 32.4584808 sigma in 39act. ( 27.6034698 sig out 1act.) RANK 12 NODE 2 --> 32.0863876 sigma in 40act. ( 28.2958412 sig out 1act.) RANK 13 NODE 37 --> 30.6066151 sigma in 38act. ( 27.5167828 sig out 1act.) RANK 14 NODE 11 --> 28.4018898 sigma in 40act. ( 26.8833904 sig out 1act.) RANK 15 NODE 16 --> 27.7059288 sigma in 39act. ( 26.5897541 sig out 1act.) RANK 16 NODE 1 --> 27.6474915 sigma in 40act. ( 28.0035439 sig out 1act.) RANK 17 NODE 31 --> 26.2600651 sigma in 40act. ( 24.4871922 sig out 1act.) RANK 18 NODE 7 --> 24.1177502 sigma in 40act. ( 23.9927959 sig out 1act.) RANK 19 NODE 39 --> 23.6032352 sigma in 40act. ( 21.0636005 sig out 1act.) RANK 20 NODE 23 --> 23.5947266 sigma in 39act. ( 21.3144169 sig out 1act.) RANK 21 NODE 32 --> 23.5348721 sigma in 38act. ( 20.0345917 sig out 1act.) RANK 22 NODE 17 --> 23.1160316 sigma in 38act. ( 22.4330273 sig out 1act.) RANK 23 NODE 4 --> 22.6395416 sigma in 39act. ( 20.4779015 sig out 1act.) RANK 24 NODE 25 --> 22.3017921 sigma in 39act. ( 23.0532398 sig out 1act.) RANK 25 NODE 18 --> 22.0752354 sigma in 38act. ( 23.0069942 sig out 1act.) RANK 26 NODE 40 --> 20.8537445 sigma in 39act. ( 18.389143 sig out 1act.) RANK 27 NODE 28 --> 20.5054893 sigma in 40act. ( 17.7787209 sig out 1act.) RANK 28 NODE 22 --> 16.0130157 sigma in 39act. ( 13.4486341 sig out 1act.) RANK 29 NODE 6 --> 14.1990261 sigma in 39act. ( 10.8169651 sig out 1act.) RANK 30 NODE 9 --> 14.084672 sigma in 39act. ( 10.2863331 sig out 1act.) RANK 31 NODE 3 --> 13.3745623 sigma in 39act. ( 11.410182 sig out 1act.) RANK 32 NODE 26 --> 12.8055553 sigma in 39act. ( 10.7572937 sig out 1act.) RANK 33 NODE 5 --> 12.5433502 sigma in 38act. ( 9.4434576 sig out 1act.) RANK 34 NODE 19 --> 11.7814846 sigma in 37act. ( 9.65584564 sig out 1act.) RANK 35 NODE 8 --> 8.78407383 sigma in 39act. ( 6.15324497 sig out 1act.) RANK 36 NODE 35 --> 7.5922327 sigma in 38act. ( 4.78209496 sig out 1act.) RANK 37 NODE 15 --> 6.91397095 sigma in 40act. ( 4.42532873 sig out 1act.) RANK 38 NODE 10 --> 6.60902119 sigma in 40act. ( 2.54247427 sig out 1act.) RANK 39 NODE 20 --> 4.18995047 sigma in 39act. ( 1.48799396 sig out 1act.) RANK 40 NODE 36 --> 3.5854876 sigma in 38act. ( 1.09284461 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 69.5178223 sigma out 1act.( 75.4451675 sig in 40act.) RANK 2 NODE 29 --> 60.8162956 sigma out 1act.( 57.7790947 sig in 40act.) RANK 3 NODE 21 --> 47.9539642 sigma out 1act.( 53.2756538 sig in 39act.) RANK 4 NODE 27 --> 45.4543076 sigma out 1act.( 51.505764 sig in 39act.) RANK 5 NODE 30 --> 34.9762115 sigma out 1act.( 35.8726349 sig in 39act.) RANK 6 NODE 38 --> 34.9699326 sigma out 1act.( 35.5347328 sig in 39act.) RANK 7 NODE 12 --> 34.1492958 sigma out 1act.( 35.5170555 sig in 39act.) RANK 8 NODE 33 --> 33.0780258 sigma out 1act.( 33.9923897 sig in 39act.) RANK 9 NODE 14 --> 31.1634998 sigma out 1act.( 33.0646935 sig in 40act.) RANK 10 NODE 2 --> 28.2958412 sigma out 1act.( 32.0863876 sig in 40act.) RANK 11 NODE 1 --> 28.0035439 sigma out 1act.( 27.6474915 sig in 40act.) RANK 12 NODE 34 --> 27.6034698 sigma out 1act.( 32.4584808 sig in 39act.) RANK 13 NODE 37 --> 27.5167828 sigma out 1act.( 30.6066151 sig in 38act.) RANK 14 NODE 11 --> 26.8833904 sigma out 1act.( 28.4018898 sig in 40act.) RANK 15 NODE 16 --> 26.5897541 sigma out 1act.( 27.7059288 sig in 39act.) RANK 16 NODE 24 --> 25.85989 sigma out 1act.( 33.3410683 sig in 39act.) RANK 17 NODE 31 --> 24.4871922 sigma out 1act.( 26.2600651 sig in 40act.) RANK 18 NODE 7 --> 23.9927959 sigma out 1act.( 24.1177502 sig in 40act.) RANK 19 NODE 25 --> 23.0532398 sigma out 1act.( 22.3017921 sig in 39act.) RANK 20 NODE 18 --> 23.0069942 sigma out 1act.( 22.0752354 sig in 38act.) RANK 21 NODE 17 --> 22.4330273 sigma out 1act.( 23.1160316 sig in 38act.) RANK 22 NODE 23 --> 21.3144169 sigma out 1act.( 23.5947266 sig in 39act.) RANK 23 NODE 39 --> 21.0636005 sigma out 1act.( 23.6032352 sig in 40act.) RANK 24 NODE 4 --> 20.4779015 sigma out 1act.( 22.6395416 sig in 39act.) RANK 25 NODE 32 --> 20.0345917 sigma out 1act.( 23.5348721 sig in 38act.) RANK 26 NODE 40 --> 18.389143 sigma out 1act.( 20.8537445 sig in 39act.) RANK 27 NODE 28 --> 17.7787209 sigma out 1act.( 20.5054893 sig in 40act.) RANK 28 NODE 22 --> 13.4486341 sigma out 1act.( 16.0130157 sig in 39act.) RANK 29 NODE 3 --> 11.410182 sigma out 1act.( 13.3745623 sig in 39act.) RANK 30 NODE 6 --> 10.8169651 sigma out 1act.( 14.1990261 sig in 39act.) RANK 31 NODE 26 --> 10.7572937 sigma out 1act.( 12.8055553 sig in 39act.) RANK 32 NODE 9 --> 10.2863331 sigma out 1act.( 14.084672 sig in 39act.) RANK 33 NODE 19 --> 9.65584564 sigma out 1act.( 11.7814846 sig in 37act.) RANK 34 NODE 5 --> 9.4434576 sigma out 1act.( 12.5433502 sig in 38act.) RANK 35 NODE 8 --> 6.15324497 sigma out 1act.( 8.78407383 sig in 39act.) RANK 36 NODE 35 --> 4.78209496 sigma out 1act.( 7.5922327 sig in 38act.) RANK 37 NODE 15 --> 4.42532873 sigma out 1act.( 6.91397095 sig in 40act.) RANK 38 NODE 10 --> 2.54247427 sigma out 1act.( 6.60902119 sig in 40act.) RANK 39 NODE 20 --> 1.48799396 sigma out 1act.( 4.18995047 sig in 39act.) RANK 40 NODE 36 --> 1.09284461 sigma out 1act.( 3.5854876 sig in 38act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 172.660461 sigma in 40 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.406078547 *** contribution from regularisation: 0.00187096815 *** contribution from error: -0.407949507 *** contribution from DIAG: 0.0001761085 *********************************************** --------------------------------------------------- Iteration : 81 kill weight from layer 1 knot 4 to knot 8 kill weight from layer 1 knot 21 to knot 9 kill weight from layer 1 knot 26 to knot 23 *********************************************** *** Learn Path 81 *** loss function: -0.406081289 *** contribution from regularisation: 0.0018720458 *** contribution from error: -0.407953322 *** contribution from DIAG: 0.00017612621 *********************************************** --------------------------------------------------- Iteration : 82 kill weight from layer 1 knot 10 to knot 36 *********************************************** *** Learn Path 82 *** loss function: -0.40609163 *** contribution from regularisation: 0.00186568894 *** contribution from error: -0.407957315 *** contribution from DIAG: 0.000176135058 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 33 to knot 8 kill weight from layer 1 knot 37 to knot 8 kill weight from layer 1 knot 9 to knot 37 *********************************************** *** Learn Path 83 *** loss function: -0.406095296 *** contribution from regularisation: 0.00186606043 *** contribution from error: -0.407961369 *** contribution from DIAG: 0.00017618321 *********************************************** --------------------------------------------------- Iteration : 84 kill weight from layer 1 knot 15 to knot 19 *********************************************** *** Learn Path 84 *** loss function: -0.406101674 *** contribution from regularisation: 0.00186361768 *** contribution from error: -0.407965302 *** contribution from DIAG: 0.000176161368 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 40 to knot 20 kill weight from layer 1 knot 17 to knot 33 kill weight from layer 1 knot 34 to knot 39 *********************************************** *** Learn Path 85 *** loss function: -0.406107545 *** contribution from regularisation: 0.00186181755 *** contribution from error: -0.407969356 *** contribution from DIAG: 0.000176172223 *********************************************** --------------------------------------------------- Iteration : 86 kill weight from layer 1 knot 35 to knot 36 *********************************************** *** Learn Path 86 *** loss function: -0.406111449 *** contribution from regularisation: 0.00186185457 *** contribution from error: -0.407973289 *** contribution from DIAG: 0.000176176836 *********************************************** --------------------------------------------------- Iteration : 87 kill weight from layer 1 knot 33 to knot 5 *********************************************** *** Learn Path 87 *** loss function: -0.406116962 *** contribution from regularisation: 0.00186026399 *** contribution from error: -0.407977223 *** contribution from DIAG: 0.000176192494 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 19 to knot 2 kill weight from layer 1 knot 22 to knot 15 kill weight from layer 1 knot 33 to knot 15 kill weight from layer 1 knot 40 to knot 16 kill weight from layer 1 knot 35 to knot 23 *********************************************** *** Learn Path 88 *** loss function: -0.406122029 *** contribution from regularisation: 0.00185912999 *** contribution from error: -0.407981157 *** contribution from DIAG: 0.000176186688 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 36 to knot 39 *********************************************** *** Learn Path 89 *** loss function: -0.406126797 *** contribution from regularisation: 0.00185851078 *** contribution from error: -0.4079853 *** contribution from DIAG: 0.000176236921 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 35 to knot 12 kill weight from layer 1 knot 25 to knot 20 kill weight from layer 1 knot 17 to knot 35 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 38 --> 76.5351486 sigma out 40 active outputs RANK 2 NODE 3 --> 73.6537323 sigma out 40 active outputs RANK 3 NODE 8 --> 44.5522537 sigma out 40 active outputs RANK 4 NODE 4 --> 44.2065086 sigma out 37 active outputs RANK 5 NODE 5 --> 42.850029 sigma out 40 active outputs RANK 6 NODE 6 --> 38.8823891 sigma out 39 active outputs RANK 7 NODE 10 --> 33.3239021 sigma out 39 active outputs RANK 8 NODE 7 --> 33.0127678 sigma out 40 active outputs RANK 9 NODE 30 --> 31.714592 sigma out 39 active outputs RANK 10 NODE 23 --> 31.558012 sigma out 40 active outputs RANK 11 NODE 39 --> 28.7385426 sigma out 40 active outputs RANK 12 NODE 9 --> 28.0629692 sigma out 37 active outputs RANK 13 NODE 16 --> 27.5026512 sigma out 40 active outputs RANK 14 NODE 12 --> 27.4668026 sigma out 39 active outputs RANK 15 NODE 21 --> 27.2206059 sigma out 39 active outputs RANK 16 NODE 11 --> 26.7658596 sigma out 40 active outputs RANK 17 NODE 31 --> 25.345293 sigma out 39 active outputs RANK 18 NODE 22 --> 25.2168846 sigma out 39 active outputs RANK 19 NODE 26 --> 24.3636627 sigma out 39 active outputs RANK 20 NODE 19 --> 23.3151054 sigma out 39 active outputs RANK 21 NODE 28 --> 22.0870419 sigma out 40 active outputs RANK 22 NODE 18 --> 21.7339649 sigma out 40 active outputs RANK 23 NODE 17 --> 21.5823421 sigma out 37 active outputs RANK 24 NODE 20 --> 21.1642628 sigma out 39 active outputs RANK 25 NODE 1 --> 19.2523994 sigma out 39 active outputs RANK 26 NODE 25 --> 18.8227596 sigma out 37 active outputs RANK 27 NODE 14 --> 17.8403168 sigma out 38 active outputs RANK 28 NODE 13 --> 15.5974722 sigma out 40 active outputs RANK 29 NODE 24 --> 14.3257742 sigma out 38 active outputs RANK 30 NODE 15 --> 12.700942 sigma out 39 active outputs RANK 31 NODE 2 --> 11.9538975 sigma out 37 active outputs RANK 32 NODE 32 --> 11.7020178 sigma out 39 active outputs RANK 33 NODE 35 --> 11.1818399 sigma out 35 active outputs RANK 34 NODE 29 --> 11.1738729 sigma out 39 active outputs RANK 35 NODE 27 --> 10.2034283 sigma out 38 active outputs RANK 36 NODE 36 --> 9.81912422 sigma out 36 active outputs RANK 37 NODE 33 --> 9.13795567 sigma out 35 active outputs RANK 38 NODE 37 --> 8.55927372 sigma out 37 active outputs RANK 39 NODE 34 --> 7.10479355 sigma out 37 active outputs RANK 40 NODE 40 --> 5.42545414 sigma out 36 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 75.2597046 sigma in 40act. ( 68.9108963 sig out 1act.) RANK 2 NODE 29 --> 57.6951294 sigma in 40act. ( 60.8036919 sig out 1act.) RANK 3 NODE 21 --> 53.0037651 sigma in 39act. ( 47.6389503 sig out 1act.) RANK 4 NODE 27 --> 51.3794937 sigma in 39act. ( 45.3462563 sig out 1act.) RANK 5 NODE 30 --> 35.9572678 sigma in 39act. ( 34.9318237 sig out 1act.) RANK 6 NODE 12 --> 35.5007515 sigma in 38act. ( 34.0763779 sig out 1act.) RANK 7 NODE 38 --> 35.275692 sigma in 39act. ( 34.7612801 sig out 1act.) RANK 8 NODE 33 --> 33.889946 sigma in 38act. ( 32.9755745 sig out 1act.) RANK 9 NODE 24 --> 33.2519722 sigma in 39act. ( 25.7407951 sig out 1act.) RANK 10 NODE 14 --> 32.9294434 sigma in 40act. ( 31.1445332 sig out 1act.) RANK 11 NODE 34 --> 32.486412 sigma in 39act. ( 27.6925964 sig out 1act.) RANK 12 NODE 2 --> 32.1388092 sigma in 39act. ( 28.3806591 sig out 1act.) RANK 13 NODE 37 --> 30.3942451 sigma in 37act. ( 27.3517284 sig out 1act.) RANK 14 NODE 11 --> 28.3781395 sigma in 40act. ( 26.9188843 sig out 1act.) RANK 15 NODE 1 --> 27.968092 sigma in 40act. ( 28.3491917 sig out 1act.) RANK 16 NODE 16 --> 27.6491299 sigma in 38act. ( 26.6037598 sig out 1act.) RANK 17 NODE 31 --> 26.1213875 sigma in 40act. ( 24.4794693 sig out 1act.) RANK 18 NODE 7 --> 24.2162189 sigma in 40act. ( 24.2302532 sig out 1act.) RANK 19 NODE 39 --> 23.6240597 sigma in 38act. ( 20.9701862 sig out 1act.) RANK 20 NODE 23 --> 23.47019 sigma in 37act. ( 21.2555542 sig out 1act.) RANK 21 NODE 32 --> 23.4257298 sigma in 38act. ( 19.9747429 sig out 1act.) RANK 22 NODE 17 --> 23.0023994 sigma in 38act. ( 22.3760128 sig out 1act.) RANK 23 NODE 18 --> 22.4891434 sigma in 38act. ( 23.3756752 sig out 1act.) RANK 24 NODE 4 --> 22.4712658 sigma in 39act. ( 20.3891125 sig out 1act.) RANK 25 NODE 25 --> 22.3931313 sigma in 39act. ( 23.2096863 sig out 1act.) RANK 26 NODE 40 --> 20.6911125 sigma in 39act. ( 18.1813297 sig out 1act.) RANK 27 NODE 28 --> 20.3831863 sigma in 40act. ( 17.7059441 sig out 1act.) RANK 28 NODE 22 --> 15.8535175 sigma in 39act. ( 13.3471041 sig out 1act.) RANK 29 NODE 6 --> 14.0061922 sigma in 39act. ( 10.6341734 sig out 1act.) RANK 30 NODE 9 --> 13.886425 sigma in 38act. ( 10.0903454 sig out 1act.) RANK 31 NODE 3 --> 13.2382011 sigma in 39act. ( 11.3376265 sig out 1act.) RANK 32 NODE 26 --> 12.6478758 sigma in 39act. ( 10.7087393 sig out 1act.) RANK 33 NODE 5 --> 12.360445 sigma in 37act. ( 9.2498436 sig out 1act.) RANK 34 NODE 19 --> 11.6679764 sigma in 36act. ( 9.55854511 sig out 1act.) RANK 35 NODE 8 --> 8.62324524 sigma in 36act. ( 6.02353621 sig out 1act.) RANK 36 NODE 35 --> 7.38478994 sigma in 37act. ( 4.57119656 sig out 1act.) RANK 37 NODE 15 --> 6.75917959 sigma in 38act. ( 4.32604551 sig out 1act.) RANK 38 NODE 10 --> 6.41221237 sigma in 40act. ( 2.45531297 sig out 1act.) RANK 39 NODE 20 --> 4.07555342 sigma in 37act. ( 1.46158576 sig out 1act.) RANK 40 NODE 36 --> 3.49670506 sigma in 36act. ( 1.14932382 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 68.9108963 sigma out 1act.( 75.2597046 sig in 40act.) RANK 2 NODE 29 --> 60.8036919 sigma out 1act.( 57.6951294 sig in 40act.) RANK 3 NODE 21 --> 47.6389503 sigma out 1act.( 53.0037651 sig in 39act.) RANK 4 NODE 27 --> 45.3462563 sigma out 1act.( 51.3794937 sig in 39act.) RANK 5 NODE 30 --> 34.9318237 sigma out 1act.( 35.9572678 sig in 39act.) RANK 6 NODE 38 --> 34.7612801 sigma out 1act.( 35.275692 sig in 39act.) RANK 7 NODE 12 --> 34.0763779 sigma out 1act.( 35.5007515 sig in 38act.) RANK 8 NODE 33 --> 32.9755745 sigma out 1act.( 33.889946 sig in 38act.) RANK 9 NODE 14 --> 31.1445332 sigma out 1act.( 32.9294434 sig in 40act.) RANK 10 NODE 2 --> 28.3806591 sigma out 1act.( 32.1388092 sig in 39act.) RANK 11 NODE 1 --> 28.3491917 sigma out 1act.( 27.968092 sig in 40act.) RANK 12 NODE 34 --> 27.6925964 sigma out 1act.( 32.486412 sig in 39act.) RANK 13 NODE 37 --> 27.3517284 sigma out 1act.( 30.3942451 sig in 37act.) RANK 14 NODE 11 --> 26.9188843 sigma out 1act.( 28.3781395 sig in 40act.) RANK 15 NODE 16 --> 26.6037598 sigma out 1act.( 27.6491299 sig in 38act.) RANK 16 NODE 24 --> 25.7407951 sigma out 1act.( 33.2519722 sig in 39act.) RANK 17 NODE 31 --> 24.4794693 sigma out 1act.( 26.1213875 sig in 40act.) RANK 18 NODE 7 --> 24.2302532 sigma out 1act.( 24.2162189 sig in 40act.) RANK 19 NODE 18 --> 23.3756752 sigma out 1act.( 22.4891434 sig in 38act.) RANK 20 NODE 25 --> 23.2096863 sigma out 1act.( 22.3931313 sig in 39act.) RANK 21 NODE 17 --> 22.3760128 sigma out 1act.( 23.0023994 sig in 38act.) RANK 22 NODE 23 --> 21.2555542 sigma out 1act.( 23.47019 sig in 37act.) RANK 23 NODE 39 --> 20.9701862 sigma out 1act.( 23.6240597 sig in 38act.) RANK 24 NODE 4 --> 20.3891125 sigma out 1act.( 22.4712658 sig in 39act.) RANK 25 NODE 32 --> 19.9747429 sigma out 1act.( 23.4257298 sig in 38act.) RANK 26 NODE 40 --> 18.1813297 sigma out 1act.( 20.6911125 sig in 39act.) RANK 27 NODE 28 --> 17.7059441 sigma out 1act.( 20.3831863 sig in 40act.) RANK 28 NODE 22 --> 13.3471041 sigma out 1act.( 15.8535175 sig in 39act.) RANK 29 NODE 3 --> 11.3376265 sigma out 1act.( 13.2382011 sig in 39act.) RANK 30 NODE 26 --> 10.7087393 sigma out 1act.( 12.6478758 sig in 39act.) RANK 31 NODE 6 --> 10.6341734 sigma out 1act.( 14.0061922 sig in 39act.) RANK 32 NODE 9 --> 10.0903454 sigma out 1act.( 13.886425 sig in 38act.) RANK 33 NODE 19 --> 9.55854511 sigma out 1act.( 11.6679764 sig in 36act.) RANK 34 NODE 5 --> 9.2498436 sigma out 1act.( 12.360445 sig in 37act.) RANK 35 NODE 8 --> 6.02353621 sigma out 1act.( 8.62324524 sig in 36act.) RANK 36 NODE 35 --> 4.57119656 sigma out 1act.( 7.38478994 sig in 37act.) RANK 37 NODE 15 --> 4.32604551 sigma out 1act.( 6.75917959 sig in 38act.) RANK 38 NODE 10 --> 2.45531297 sigma out 1act.( 6.41221237 sig in 40act.) RANK 39 NODE 20 --> 1.46158576 sigma out 1act.( 4.07555342 sig in 37act.) RANK 40 NODE 36 --> 1.14932382 sigma out 1act.( 3.49670506 sig in 36act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 172.217438 sigma in 40 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.40613243 *** contribution from regularisation: 0.00185697654 *** contribution from error: -0.407989413 *** contribution from DIAG: 0.00017621633 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 26 to knot 7 kill weight from layer 1 knot 33 to knot 9 *********************************************** *** Learn Path 91 *** loss function: -0.406137645 *** contribution from regularisation: 0.00185579062 *** contribution from error: -0.407993436 *** contribution from DIAG: 0.000176221438 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 32 to knot 14 kill weight from layer 1 knot 37 to knot 15 kill weight from layer 1 knot 33 to knot 18 kill weight from layer 1 knot 36 to knot 20 kill weight from layer 1 knot 26 to knot 31 kill weight from layer 1 knot 24 to knot 39 kill weight from layer 1 knot 33 to knot 39 *********************************************** *** Learn Path 92 *** loss function: -0.406142861 *** contribution from regularisation: 0.00185476791 *** contribution from error: -0.407997638 *** contribution from DIAG: 0.00017625386 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 36 to knot 19 kill weight from layer 1 knot 35 to knot 40 *********************************************** *** Learn Path 93 *** loss function: -0.406153381 *** contribution from regularisation: 0.00184839685 *** contribution from error: -0.408001781 *** contribution from DIAG: 0.000176223592 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 30 to knot 10 kill weight from layer 1 knot 27 to knot 31 kill weight from layer 1 knot 23 to knot 36 kill weight from layer 1 knot 17 to knot 39 *********************************************** *** Learn Path 94 *** loss function: -0.406154126 *** contribution from regularisation: 0.00185191911 *** contribution from error: -0.408006042 *** contribution from DIAG: 0.000176237314 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 34 to knot 10 kill weight from layer 1 knot 23 to knot 28 kill weight from layer 1 knot 31 to knot 35 kill weight from layer 1 knot 8 to knot 36 *********************************************** *** Learn Path 95 *** loss function: -0.406164348 *** contribution from regularisation: 0.0018454924 *** contribution from error: -0.408009827 *** contribution from DIAG: 0.000176246598 *********************************************** --------------------------------------------------- Iteration : 96 kill weight from layer 1 knot 24 to knot 17 kill weight from layer 1 knot 11 to knot 36 *********************************************** *** Learn Path 96 *** loss function: -0.406165928 *** contribution from regularisation: 0.00184820301 *** contribution from error: -0.408014119 *** contribution from DIAG: 0.00017625255 *********************************************** --------------------------------------------------- Iteration : 97 kill weight from layer 1 knot 21 to knot 35 *********************************************** *** Learn Path 97 *** loss function: -0.406174242 *** contribution from regularisation: 0.00184391683 *** contribution from error: -0.408018172 *** contribution from DIAG: 0.000176293353 *********************************************** --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.406177759 *** contribution from regularisation: 0.00184411579 *** contribution from error: -0.408021867 *** contribution from DIAG: 0.000176254995 *********************************************** --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.406185657 *** contribution from regularisation: 0.00184015871 *** contribution from error: -0.408025801 *** contribution from DIAG: 0.000176282178 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 38 --> 77.2850571 sigma out 40 active outputs RANK 2 NODE 3 --> 74.0269012 sigma out 40 active outputs RANK 3 NODE 8 --> 44.795536 sigma out 39 active outputs RANK 4 NODE 4 --> 44.2124062 sigma out 37 active outputs RANK 5 NODE 5 --> 42.855938 sigma out 40 active outputs RANK 6 NODE 6 --> 38.8141861 sigma out 39 active outputs RANK 7 NODE 10 --> 33.3489075 sigma out 39 active outputs RANK 8 NODE 7 --> 33.1012077 sigma out 40 active outputs RANK 9 NODE 30 --> 31.6938038 sigma out 38 active outputs RANK 10 NODE 23 --> 31.6390724 sigma out 38 active outputs RANK 11 NODE 39 --> 29.2054482 sigma out 40 active outputs RANK 12 NODE 9 --> 27.9518394 sigma out 37 active outputs RANK 13 NODE 12 --> 27.475256 sigma out 39 active outputs RANK 14 NODE 16 --> 27.3748398 sigma out 40 active outputs RANK 15 NODE 21 --> 27.238842 sigma out 38 active outputs RANK 16 NODE 11 --> 26.6254463 sigma out 39 active outputs RANK 17 NODE 31 --> 25.2196903 sigma out 38 active outputs RANK 18 NODE 22 --> 25.116684 sigma out 39 active outputs RANK 19 NODE 26 --> 24.279213 sigma out 37 active outputs RANK 20 NODE 19 --> 23.2468719 sigma out 39 active outputs RANK 21 NODE 28 --> 22.1328468 sigma out 40 active outputs RANK 22 NODE 18 --> 21.7190609 sigma out 40 active outputs RANK 23 NODE 17 --> 21.4868164 sigma out 36 active outputs RANK 24 NODE 20 --> 21.1875572 sigma out 39 active outputs RANK 25 NODE 1 --> 19.4381351 sigma out 39 active outputs RANK 26 NODE 25 --> 18.730484 sigma out 37 active outputs RANK 27 NODE 14 --> 17.7024632 sigma out 38 active outputs RANK 28 NODE 13 --> 15.5068312 sigma out 40 active outputs RANK 29 NODE 24 --> 14.1875572 sigma out 36 active outputs RANK 30 NODE 15 --> 12.6096983 sigma out 39 active outputs RANK 31 NODE 2 --> 11.9001188 sigma out 37 active outputs RANK 32 NODE 32 --> 11.5133286 sigma out 38 active outputs RANK 33 NODE 29 --> 11.0918837 sigma out 39 active outputs RANK 34 NODE 35 --> 11.0671787 sigma out 34 active outputs RANK 35 NODE 27 --> 10.0558357 sigma out 37 active outputs RANK 36 NODE 36 --> 9.76236153 sigma out 34 active outputs RANK 37 NODE 33 --> 8.99966526 sigma out 32 active outputs RANK 38 NODE 37 --> 8.55109692 sigma out 36 active outputs RANK 39 NODE 34 --> 7.05186033 sigma out 36 active outputs RANK 40 NODE 40 --> 5.36936474 sigma out 36 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 75.4124069 sigma in 40act. ( 69.2114868 sig out 1act.) RANK 2 NODE 29 --> 57.9812622 sigma in 40act. ( 61.3232689 sig out 1act.) RANK 3 NODE 21 --> 52.9615364 sigma in 39act. ( 47.5849152 sig out 1act.) RANK 4 NODE 27 --> 51.4479713 sigma in 39act. ( 45.4284668 sig out 1act.) RANK 5 NODE 30 --> 36.1542244 sigma in 39act. ( 35.3404808 sig out 1act.) RANK 6 NODE 12 --> 35.5331535 sigma in 38act. ( 34.0209923 sig out 1act.) RANK 7 NODE 38 --> 35.3250351 sigma in 39act. ( 34.7444572 sig out 1act.) RANK 8 NODE 33 --> 33.9973488 sigma in 38act. ( 33.1795998 sig out 1act.) RANK 9 NODE 24 --> 33.2779694 sigma in 39act. ( 25.7746162 sig out 1act.) RANK 10 NODE 14 --> 32.9015312 sigma in 39act. ( 31.125248 sig out 1act.) RANK 11 NODE 34 --> 32.5661201 sigma in 39act. ( 27.755928 sig out 1act.) RANK 12 NODE 2 --> 32.316658 sigma in 39act. ( 28.6953773 sig out 1act.) RANK 13 NODE 37 --> 30.3698177 sigma in 37act. ( 27.3047771 sig out 1act.) RANK 14 NODE 11 --> 28.4218597 sigma in 40act. ( 26.9261894 sig out 1act.) RANK 15 NODE 1 --> 28.404007 sigma in 40act. ( 29.089613 sig out 1act.) RANK 16 NODE 16 --> 27.7431622 sigma in 38act. ( 26.6785526 sig out 1act.) RANK 17 NODE 31 --> 26.1948109 sigma in 38act. ( 24.5288467 sig out 1act.) RANK 18 NODE 7 --> 24.4735394 sigma in 39act. ( 24.6403942 sig out 1act.) RANK 19 NODE 39 --> 23.7103138 sigma in 35act. ( 21.0078907 sig out 1act.) RANK 20 NODE 23 --> 23.5443974 sigma in 37act. ( 21.2834396 sig out 1act.) RANK 21 NODE 32 --> 23.4691963 sigma in 38act. ( 20.0293598 sig out 1act.) RANK 22 NODE 17 --> 23.0228443 sigma in 37act. ( 22.4663048 sig out 1act.) RANK 23 NODE 18 --> 22.9873371 sigma in 37act. ( 24.176527 sig out 1act.) RANK 24 NODE 25 --> 22.6417332 sigma in 39act. ( 23.495554 sig out 1act.) RANK 25 NODE 4 --> 22.4718437 sigma in 39act. ( 20.4157619 sig out 1act.) RANK 26 NODE 40 --> 20.6159878 sigma in 38act. ( 18.1299706 sig out 1act.) RANK 27 NODE 28 --> 20.3699131 sigma in 39act. ( 17.7447376 sig out 1act.) RANK 28 NODE 22 --> 15.7602882 sigma in 39act. ( 13.2313738 sig out 1act.) RANK 29 NODE 6 --> 13.8491898 sigma in 39act. ( 10.4774685 sig out 1act.) RANK 30 NODE 9 --> 13.7129126 sigma in 37act. ( 9.98990917 sig out 1act.) RANK 31 NODE 3 --> 13.1674509 sigma in 39act. ( 11.335392 sig out 1act.) RANK 32 NODE 26 --> 12.5517149 sigma in 39act. ( 10.624567 sig out 1act.) RANK 33 NODE 5 --> 12.2009964 sigma in 37act. ( 9.10087299 sig out 1act.) RANK 34 NODE 19 --> 11.5960226 sigma in 35act. ( 9.58465481 sig out 1act.) RANK 35 NODE 8 --> 8.49084187 sigma in 36act. ( 5.95074844 sig out 1act.) RANK 36 NODE 35 --> 7.19482517 sigma in 35act. ( 4.44438887 sig out 1act.) RANK 37 NODE 15 --> 6.62833118 sigma in 37act. ( 4.22671509 sig out 1act.) RANK 38 NODE 10 --> 6.24473429 sigma in 38act. ( 2.38857055 sig out 1act.) RANK 39 NODE 20 --> 3.96581864 sigma in 36act. ( 1.43619871 sig out 1act.) RANK 40 NODE 36 --> 3.43151999 sigma in 33act. ( 1.22651935 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 69.2114868 sigma out 1act.( 75.4124069 sig in 40act.) RANK 2 NODE 29 --> 61.3232689 sigma out 1act.( 57.9812622 sig in 40act.) RANK 3 NODE 21 --> 47.5849152 sigma out 1act.( 52.9615364 sig in 39act.) RANK 4 NODE 27 --> 45.4284668 sigma out 1act.( 51.4479713 sig in 39act.) RANK 5 NODE 30 --> 35.3404808 sigma out 1act.( 36.1542244 sig in 39act.) RANK 6 NODE 38 --> 34.7444572 sigma out 1act.( 35.3250351 sig in 39act.) RANK 7 NODE 12 --> 34.0209923 sigma out 1act.( 35.5331535 sig in 38act.) RANK 8 NODE 33 --> 33.1795998 sigma out 1act.( 33.9973488 sig in 38act.) RANK 9 NODE 14 --> 31.125248 sigma out 1act.( 32.9015312 sig in 39act.) RANK 10 NODE 1 --> 29.089613 sigma out 1act.( 28.404007 sig in 40act.) RANK 11 NODE 2 --> 28.6953773 sigma out 1act.( 32.316658 sig in 39act.) RANK 12 NODE 34 --> 27.755928 sigma out 1act.( 32.5661201 sig in 39act.) RANK 13 NODE 37 --> 27.3047771 sigma out 1act.( 30.3698177 sig in 37act.) RANK 14 NODE 11 --> 26.9261894 sigma out 1act.( 28.4218597 sig in 40act.) RANK 15 NODE 16 --> 26.6785526 sigma out 1act.( 27.7431622 sig in 38act.) RANK 16 NODE 24 --> 25.7746162 sigma out 1act.( 33.2779694 sig in 39act.) RANK 17 NODE 7 --> 24.6403942 sigma out 1act.( 24.4735394 sig in 39act.) RANK 18 NODE 31 --> 24.5288467 sigma out 1act.( 26.1948109 sig in 38act.) RANK 19 NODE 18 --> 24.176527 sigma out 1act.( 22.9873371 sig in 37act.) RANK 20 NODE 25 --> 23.495554 sigma out 1act.( 22.6417332 sig in 39act.) RANK 21 NODE 17 --> 22.4663048 sigma out 1act.( 23.0228443 sig in 37act.) RANK 22 NODE 23 --> 21.2834396 sigma out 1act.( 23.5443974 sig in 37act.) RANK 23 NODE 39 --> 21.0078907 sigma out 1act.( 23.7103138 sig in 35act.) RANK 24 NODE 4 --> 20.4157619 sigma out 1act.( 22.4718437 sig in 39act.) RANK 25 NODE 32 --> 20.0293598 sigma out 1act.( 23.4691963 sig in 38act.) RANK 26 NODE 40 --> 18.1299706 sigma out 1act.( 20.6159878 sig in 38act.) RANK 27 NODE 28 --> 17.7447376 sigma out 1act.( 20.3699131 sig in 39act.) RANK 28 NODE 22 --> 13.2313738 sigma out 1act.( 15.7602882 sig in 39act.) RANK 29 NODE 3 --> 11.335392 sigma out 1act.( 13.1674509 sig in 39act.) RANK 30 NODE 26 --> 10.624567 sigma out 1act.( 12.5517149 sig in 39act.) RANK 31 NODE 6 --> 10.4774685 sigma out 1act.( 13.8491898 sig in 39act.) RANK 32 NODE 9 --> 9.98990917 sigma out 1act.( 13.7129126 sig in 37act.) RANK 33 NODE 19 --> 9.58465481 sigma out 1act.( 11.5960226 sig in 35act.) RANK 34 NODE 5 --> 9.10087299 sigma out 1act.( 12.2009964 sig in 37act.) RANK 35 NODE 8 --> 5.95074844 sigma out 1act.( 8.49084187 sig in 36act.) RANK 36 NODE 35 --> 4.44438887 sigma out 1act.( 7.19482517 sig in 35act.) RANK 37 NODE 15 --> 4.22671509 sigma out 1act.( 6.62833118 sig in 37act.) RANK 38 NODE 10 --> 2.38857055 sigma out 1act.( 6.24473429 sig in 38act.) RANK 39 NODE 20 --> 1.43619871 sigma out 1act.( 3.96581864 sig in 36act.) RANK 40 NODE 36 --> 1.22651935 sigma out 1act.( 3.43151999 sig in 33act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 173.025146 sigma in 40 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.40618512 *** contribution from regularisation: 0.00184475584 *** contribution from error: -0.408029884 *** contribution from DIAG: 0.00017636831 *********************************************** -----------------> Test sample Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -9.74224091 create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Ghost_Downstream_NeuroBayes.conf NB_AHISTOUT: storage space 240595 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/622/Ghost/Downstream/GlobalPID_Ghost_Downstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/622/Ghost/Downstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/622/Ghost/Downstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/622/Ghost/Downstream/NB.txt Training Host = lxplus437.cern.ch Particle type = ghost Background types = all Training Mix = NaturalMix Track type = Downstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Ghost_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 35 nodes, hidden layer has 40 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_PRE = 622 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5705173 tracks for input to NN training Sel. Eff. = 17.528% Selected 1000000 tracks for input to NN training ghost percentage = 63.3186% electron percentage = 12.4809% muon percentage = 0.774% pion percentage = 19.0612% kaon percentage = 1.1241% proton percentage = 3.2262% Unknown Particle type 3112 percentage = 0.0053% Unknown Particle type 3222 percentage = 0.0028% Unknown Particle type 3312 percentage = 0.0026% Unknown Particle type 1000010030 percentage = 0.0001% Unknown Particle type 1000020040 percentage = 0.0042% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackCloneDist Making plots for input TrackFitTChi2 Making plots for input TrackFitTNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichUsedR2Gas Making plots for input RichAbovePiThres Making plots for input RichAboveKaThres Making plots for input RichAbovePrThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input InAccMuon Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsMuon Making plots for input MuonNShared Making plots for input MuonIsLooseMuon Making plots for input InAccEcal Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input InAccHcal Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input PrsPIDe Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Found 9023704 evaluation data points Read entry 902370 (10%) Read entry 1804740 (20%) Read entry 2707110 (30%) Read entry 3609480 (40%) Read entry 4511850 (50%) Read entry 5414220 (60%) Read entry 6316590 (70%) Read entry 7218960 (80%) Read entry 8121330 (90%) Read entry 9023700 (100%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 34 input variables. ***************Training results***************** number of nodes in the 1st layer: 40 number of nodes in the 2nd layer: 40 number of nodes in the 3rd layer: 1 number of iterations: 100