Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Downstream Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Downstream/GlobalPID_Kaon_Downstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Downstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Downstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Downstream/NB.txt Training Host = lxplus436.cern.ch Particle type = kaon 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_Kaon_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 35 nodes, hidden layer has 40 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 35 Your number of nodes in the hidden layer is: 40 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You do not want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function You want to use the global preprocessing flag 621 You use momentum: 0. Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackCloneDist PreproFlag 34 Input 10 TrackFitTChi2 PreproFlag 14 Input 11 TrackFitTNDoF PreproFlag 19 Input 12 RichUsedAero PreproFlag 18 Input 13 RichUsedR1Gas PreproFlag 18 Input 14 RichUsedR2Gas PreproFlag 18 Input 15 RichAbovePiThres PreproFlag 18 Input 16 RichAboveKaThres PreproFlag 18 Input 17 RichAbovePrThres PreproFlag 18 Input 18 RichDLLe PreproFlag 34 Input 19 RichDLLmu PreproFlag 34 Input 20 RichDLLk PreproFlag 34 Input 21 RichDLLp PreproFlag 34 Input 22 RichDLLbt PreproFlag 34 Input 23 MuonBkgLL PreproFlag 34 Input 24 MuonMuLL PreproFlag 34 Input 25 MuonIsMuon PreproFlag 19 Input 26 MuonNShared PreproFlag 19 Input 27 InAccMuon PreproFlag 19 Input 28 MuonIsLooseMuon PreproFlag 19 Input 29 InAccEcal PreproFlag 19 Input 30 EcalPIDe PreproFlag 34 Input 31 EcalPIDmu PreproFlag 34 Input 32 InAccHcal PreproFlag 19 Input 33 HcalPIDe PreproFlag 34 Input 34 HcalPIDmu PreproFlag 34 Input 35 PrsPIDe PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5705173 tracks for input to NN training Sel. Eff. = 17.528% Selected 1000000 tracks for input to NN training ghost percentage = 63.3186% electron percentage = 12.4809% muon percentage = 0.774% pion percentage = 19.0612% kaon percentage = 1.1241% proton percentage = 3.2262% Unknown Particle type 3112 percentage = 0.0053% Unknown Particle type 3222 percentage = 0.0028% Unknown Particle type 3312 percentage = 0.0026% Unknown Particle type 1000010030 percentage = 0.0001% Unknown Particle type 1000020040 percentage = 0.0042% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T Project 2001-2003 Copyright Phi-T GmbH Version 20101206 Library compiled with: NB_MAXPATTERN= 1500000 NB_MAXNODE = 100 ----------------------------------- found 1000000 samples to learn from preprocessing flags/parameters: global preprocessing flag: 621 individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 3 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 4 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 5 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 6 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 7 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 8 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 9 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 10 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 11 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 12 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 13 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 14 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 15 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 16 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 17 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 18 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 19 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 20 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 21 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 22 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 23 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 24 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 25 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 26 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 27 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 28 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 29 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 30 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 31 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 32 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 33 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 34 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 35 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. Using weight factor: 1. now perform preprocessing *** called with option 21 *** This will do for you: *** input variable equalisation *** to flat distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node ************************************ Signal fraction: 1.12409997 % ------------------------------ 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 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 2. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 3. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 263. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 270. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 271. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 272. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 273. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 274. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 275. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 276. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 333. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 334. Unregularised mean is returned ------------------------------ Transdef: Tab for variable 3 1118.12 1452.18506 1572.89001 1662.90002 1732.16504 1788.12 1837.16003 1882.02002 1925.70996 1967.32996 2007.56006 2047.505 2086.36011 2124.55005 2162.11523 2200.61011 2238.41992 2275.81006 2313.97998 2353.1001 2392.81494 2432.17993 2472.66992 2513.79004 2556.73486 2599.91992 2643.02002 2687.54004 2733.06494 2780.1001 2828.68994 2878.5752 2929.25 2980.54492 3033.0249 3086.75488 3141.7251 3198.61011 3257.18506 3315.99512 3376.84521 3439.74512 3503.17993 3569.60498 3636.74512 3706.63477 3777.45508 3850.68506 3927.23999 4003.73999 4083.48486 4167.68506 4253.93018 4341.45996 4433.29492 4527.98535 4627.1001 4728.9751 4835.85986 4946.15527 5057.8999 5174.88965 5299.77979 5427.26953 5561.44531 5699.10498 5841.49023 5990.66504 6145.37988 6308.45996 6482.76465 6661.54492 6848.97021 7049.08008 7257.25977 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 warning: map is empty for variable 3 . 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 398.27 warning: map is empty for variable 4 771 407.855469 417.765747 428.179626 439.030823 450.287781 462.239044 474.674744 487.829193 501.756226 516.228394 531.35675 547.670715 564.980957 583.23584 602.922607 624.421143 647.973267 673.812134 702.764893 734.957214 770.857666 812.76886 861.415039 920.646667 994.249146 1085.92847 1211.80298 1402.06165 1747.28711 2747.24683 852996.688 do regularised spline fit for input variable # 4 build map for variable # 4 warning: map is empty for variable 4 ------------------------------ Transdef: Tab for variable 5 0.0208988003 0.393865585 0.464047968 0.510429263 0.547526956 0.57857579 0.605960548 0.630786896 0.653728366 0.675438702 0.695570707 0.714900076 0.733824193 0.75201124 0.769898593 0.787037134 0.80386734 0.820461988 0.83705312 0.852949023 0.869111776 0.88513267 0.900892496 0.916624606 0.932206273 0.948207378 0.963972569 0.979932547 0.995743752 1.01159942 1.02777553 1.04423094 1.06095243 1.0774982 1.0943507 1.11157942 1.12903857 1.14748073 1.16616666 1.18513358 1.20393586 1.22385502 1.24392188 1.26460481 1.28573382 1.30797696 1.33072162 1.35422802 1.37826014 1.40343964 1.42922652 1.45560813 1.48326135 1.51201999 1.5421505 1.57262325 1.60550344 1.6392113 1.67457044 1.7115376 1.75049114 1.7913667 1.83375239 1.87828326 1.92492521 1.97421503 2.02634335 2.07963681 2.13592958 2.19535112 2.25778198 2.32371759 2.39168787 2.4645493 2.54156232 2.62221479 2.70806146 2.79615784 2.89031529 2.98756075 3.09294081 3.20340896 3.31874657 3.44296026 3.57119799 3.70660496 3.85205388 4.00738049 4.1669569 4.3351078 4.51185942 4.70004654 4.89496422 5.09877348 5.31699419 5.55056572 5.80875874 6.13320255 6.59932899 7.40198231 9.99953842 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 4. 5. 6. 7. 7. 8. 8. 9. 9. 9. 10. 10. 10. 11. 11. 11. 12. 12. 13. 13. 14. 14. 14. 15. 15. 15. 15. 16. 16. 16. 16. 16. 17. 17. 17. 17. 17. 17. 17. 18. 18. 18. 18. 18. 18. 18. 18. 18. 18. 19. 19. 19. 19. 19. 19. 19. 19. 19. 19. 19. 20. 20. 20. 20. 20. 20. 20. 20. 20. 20. 20. 20. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 22. 22. 22. 22. 22. 22. 22. 22. 22. 23. 23. 23. 23. 23. 24. 24. 25. 31. build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -99.6643219 -52.9900818 -46.2640686 -42.4887466 -39.7567368 -37.6967392 -35.9514656 -34.419529 -32.9785271 -31.6094398 -30.3025093 -29.0587139 -27.8875237 -26.7735901 -25.7115669 -24.6947403 -23.7496433 -22.8789635 -22.033844 -21.2298698 -20.4749928 -19.7575226 -19.0714149 -18.4057732 -17.7635269 -17.1472912 -16.5627632 -16.005209 -15.4647713 -14.9470654 -14.4591236 -13.9890404 -13.5356722 -13.0984859 -12.680748 -12.2875214 -11.9089432 -11.5461435 -11.1981831 -10.8629112 -10.5394306 -10.2218094 -9.92641449 -9.64360523 -9.36697578 -9.10699177 -8. warning: map is empty for variable 7 85141563 -8.60648441 -8.36370182 -8.13099098 -7.90695763 -7.69340038 -7.48353863 -7.27775669 -7.08175325 -6.8876667 -6.70510769 -6.52723312 -6.35943222 -6.19190693 -6.03006172 -5.87341881 -5.71706915 -5.56408691 -5.41842651 -5.27715492 -5.131567 -4.9902401 -4.85095882 -4.71586323 -4.58629036 -4.45813131 -4.32812309 -4.19849062 -4.06962872 -3.944839 -3.82122827 -3.70380878 -3.58893609 -3.47786546 -3.3719511 -3.26775789 -3.16748428 -3.07239199 -2.98230076 -2.88892198 -2.79034233 -2.69349813 -2.59726238 -2.50515699 -2.4131546 -2.32625341 -2.24032164 -2.14372802 -2.02447534 -1.88432837 -1.7338202 -1.57284653 -1.40336466 -1.19844675 0.535838723 do regularised spline fit for input variable # 7 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 -8.10529995 -5.13100004 -4.6498003 -4.31999969 -4.0991497 -3.88905001 -3.71955013 -3.57369995 -3.43624997 -3.29244995 -3.16654992 -3.05049992 -2.94190001 -2.84704995 -2.75255013 -2.64795017 -2.5480001 -2.44854999 -2.35654998 -2.27095008 -2.18650007 -2.10405016 -2.02810001 -1.95239997 -1.87535 -1.79710007 -1.72580004 -1.65895009 -1.59519994 -1.53714991 -1.47969997 -1.42175007 -1.36329997 -1.31040001 -1.25985003 -1.21315002 -1.16125 -1.1214 -1.0708499 -1.02769995 -0.989000022 -0.948249996 -0.911350012 -0.875050008 -0.839650035 -0.805350006 -0.774100006 -0.744400024 -0.711349964 -0.681999981 -0.654100001 -0.626649976 -0.599950016 -0.575900018 -0.551450014 -0.528599977 -0.507250011 -0.486400008 -0.466699988 -0.447149992 -0.430299997 -0.413650006 -0.39625001 -0.379900008 -0.364350021 -0.349350005 -0.333700001 -0.320600003 -0.305999994 -0.291150004 -0.278400004 -0.266350001 -0.254750013 -0.243000001 -0.23195 -0.221000001 -0.210500002 -0.2007 -0.190599993 -0.181299999 -0.171800002 -0.162200004 -0.153899997 -0.145099998 -0.136600003 -0.128199995 -0.119900003 -0.111950003 -0.103200004 -0.0951000005 -0.0861999989 -0.0772999972 -0.0687000006 -0.0596500002 -0.0505999997 -0.0417999998 -0.0333499983 -0.0249000005 -0.0167500004 -0.00769999996 0.0221999995 do regularised spline fit for input variable # 23 build map for variable # 23 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 24 -69.0775986 -3.01780009 -2.31369996 -1.94770002 -1.64300001 -1.41299999 -1.26339996 -1.13479996 -1.02579999 -0.931200027 -0.853299975 -0.780399978 -0.724300027 -0.664950013 -0.6153 -0.568499982 -0.524100006 -0.488200009 -0.45480001 -0.423599988 -0.398200005 -0.369100004 -0.346899986 -0.3213 -0.302300006 -0.284000009 -0.266900003 -0.247899994 -0.230900005 -0.217299998 -0.203799993 -0.19145 -0.179499999 -0.167699993 -0.158999994 -0.149100006 -0.140000001 -0.1303 -0.1215 -0.113600001 -0.105599999 -0.0992500037 -0.0951000005 -0.0891999975 -0.0838499963 -0.0780000016 -0.0722500011 -0.0680000037 -0.0644000024 -0.0603 -0.0568000004 -0.0542000011 -0.0515000001 -0.0480999984 -0.0450999998 -0.0425999984 -0.0403000005 -0.0375999995 -0.0351000018 -0.0331000015 -0.0309999995 -0.0289999992 -0.0271000005 -0.0251000002 -0.0233999994 -0.0225000009 -0.0203000009 -0.0183000006 -0.0170000009 -0.0157999992 -0.0142999999 -0.0131999999 -0.0121999998 -0.0111999996 -0.0102000004 -0.00910000037 -0.00850000046 -0.00800000038 -0.00719999988 -0.00659999996 -0.0057000001 -0.00529999984 -0.00469999993 -0.00449999981 -0.00329999998 -0.00249999994 -0.00209999993 -0.00179999997 -0.000500000024 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. do regularised spline fit for input variable # 24 build map for variable # 24 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 25 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. build map for variable # 25 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 26 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 2. 3. 5. 59. build map for variable # 26 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 31. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 32. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 33. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 34. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 35. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 36. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 37. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 38. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 39. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 40. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 41. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 42. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 43. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 44. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 45. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 46. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 47. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 48. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 49. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 51. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 52. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 53. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 54. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 57. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 58. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 26 for key 59. Unregularised mean is returned 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. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 27 ------------------------------ Transdef: Tab for variable 28 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. build map for variable # 28 ------------------------------ Transdef: Tab for variable 29 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 -4.38635445 -4.13074541 -4.07658577 -3.93301249 -3.93301249 -3.93301249 -3.93301249 -3.93301249 -3.76037169 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.53776598 -3.33379126 -3.08295679 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.02817678 -2.92521644 -2.76599407 -2.7432518 -2.65752363 -2.58459091 -2.50248146 -2.46006012 -2.3098278 -2.18145704 -2.00717211 -1.83352137 -1.72768688 -1.52133799 -1.37403584 -1.14628696 -1.11139488 -0.946540356 -0.829256058 -0.630250454 -0.522005558 -0.408083439 -0.299777985 -0.238624573 -0.164363861 -0.0510306358 0.046505928 0.0784716606 0.198370934 0.287807226 0.490685701 0.490685701 0.543769598 0.82774353 0.82774353 0.979388714 1.50525331 1.50525331 1.50525331 1.50525331 1.85486817 2.19153476 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.05003428 3.7110219 3.7110219 3.7110219 3.7110219 3.7110219 4.40498018 4.40498018 6.10368633 do regularised spline fit for input variable # 30 build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 -4.83247137 -4.13779259 -4.07223701 -3.94697928 -3.85483575 -3.72168827 -3.69013071 -3.65401149 -3.56138825 -3.4688251 -3.40355444 -3.31566119 -3.27628684 -3.1227622 -3.11294436 -3.02331328 -2.92775369 -2.87176943 -2.86168885 -2.84834695 -2.79855132 -2.7737186 -2.71518302 -2.54819441 -2.54819441 -2.47610354 -2.37592697 -2.34447193 -2.3047781 -2.27513933 -2.26840973 -2.23495078 -2.23495078 -2.13111186 -2.11260104 -2.07558799 -2.0679872 -2.01277876 -1.94983983 -1.8602047 -1.83804798 -1.70671654 -1.63314676 -1.57915163 -1.51190472 -1.36439705 -1.27011585 -1.23548245 -1.16694045 -1.13944006 -0.969501495 -0.872774124 -0.726766109 -0.454190493 -0.383093834 -0.26591444 -0.180860519 -0.0321698189 0. 0.0190546513 0.0443530083 0.0723441839 0.0723441839 0.102372169 0.195245743 0.279042006 0.47978878 0.51010108 0.609764814 0.655275464 0.655275464 0.655275464 0.655275464 0.655456066 0.699700952 0.713219702 0.771264315 0.77837193 0.846491516 0.846491516 0.861260653 0.861260653 0.86666292 0.886415958 0.886415958 0.886415958 0.889773607 0.889773607 0.889773607 0.964651346 1.07367301 1.160092 1.28320694 1.55790734 1.71332061 1.71639228 1.72373497 1.73003983 1.88367021 2.08719873 2.64517307 do regularised spline fit for input variable # 31 build map for variable # 31 ------------------------------ Transdef: Tab for variable 32 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -2.88871217 -2.01022005 -1.81758094 -1.7738843 -1.75054502 -1.66117239 -1.62225771 -1.57923603 -1.56855631 -1.50996971 -1.46918011 -1.4421711 -1.43582058 -1.42864656 -1.42002678 -1.38529015 -1.34584188 -1.28373051 -1.26972222 -1.19617558 -1.16207457 -1.12623024 -1.12623024 -1.0316782 -0.969750881 -0.951852322 -0.910561562 -0.874427319 -0.837831974 -0.817952156 -0.750380993 -0.676613331 -0.574949503 -0.555638313 -0.55290556 -0.495992661 -0.447498798 -0.375976086 -0.33365798 -0.300168037 -0.248115301 -0.248115301 -0.205456018 -0.166717768 -0.145138025 -0.077753067 -0.0648195744 -0.0360507965 -0.0360507965 0.056071043 0.0918183327 0.0999355316 0.161836386 0.27294445 0.27294445 0.372661829 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.459589243 0.669291258 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.883660793 0.942393601 0.942393601 1.27724862 3.62305307 do regularised spline fit for input variable # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 -3.88792086 -3.3770566 -3.20726681 -3.20726681 -3.0499897 -2.98749042 -2.98749042 -2.98749042 -2.98749042 -2.87932158 -2.87932158 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.65408564 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.52186418 -2.41293287 -2.27632785 -2.05151105 -2.05151105 -2.05151105 -2.01507044 -1.95809221 -1.85483384 -1.72822547 -1.6048305 -1.48674536 -1.42869711 -1.34175134 -1.2968421 -1.22129297 -1.09337854 -1.09337854 -0.955205441 -0.907349586 -0.751433372 -0.710467339 -0.571699619 -0.524787664 -0.408474445 -0.304472923 -0.263629198 -0.20418787 -0.169142246 -0.0501103401 0.0318894386 0.109533548 0.118966579 0.181744099 0.291630268 0.317728758 0.444892883 0.602918386 0.690069199 0.734773636 0.784049273 0.859792709 0.928693295 1.00973034 1.11595201 1.22978187 1.39751697 1.53057528 1.54856634 1.60072923 1.67202449 1.75133717 1.98025084 2.07204652 2.16145992 2.18293715 2.61016369 do regularised spline fit for input variable # 34 build map for variable # 34 ------------------------------ Transdef: Tab for variable 35 -5.50334072 -4.55210114 -4.55210114 -4.4529171 -4.00359297 -4.00359297 -4.00359297 -4.00359297 -3.50343418 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.38835359 -3.38835359 -3.38835359 -3.38835359 -3.3617053 -3.35299492 -3.35299492 -3.15562534 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.96321154 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -1.93280864 -1.31528616 -1.31528616 -1.01728535 -0.567905903 -0.553262949 -0.138285637 -0.0580744743 0.336510181 0.340180874 0.570206642 0.684092522 0.85964179 0.952658176 0.988480806 1.18183899 1.2042098 1.48104787 1.50876164 1.63333559 1.68312478 1.79864836 1.88869524 1.99690247 2.07892203 2.26242995 2.26416016 2.30800223 2.35585356 2.45943403 2.48900843 2.60252285 2.63768959 2.78465676 2.88513279 2.92996216 3.01170063 3.06042576 3.30289626 4.8262496 do regularised spline fit for input variable # 35 build map for variable # 35 COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 0 0.2 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 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 1 100.0 2.4 4.5 8.4 6.8 3.2 6.6 7.4 3.5 2.9 2.2 1.9 0.4 2.8 3.2 4.3 3.5 4.8 3.6 12.7 8.0 7.7 4.2 3.7 3.0 3.9 2.3 2.5 1.4 6.6 4.4 1.5 4.3 3.6 6.5 2 2.4 100.0 -2.3 -4.7 11.5 5.2 11.6 19.2 0.7 7.8 1.8 -3.5 -3.0 -2.7 -4.5 -4.1 -3.3 -12.1 -7.7 3.2 0.9 -0.7 -0.6 -1.4 -3.3 0.7 -2.0 -5.1 -1.7 1.1 -2.7 -1.8 -8.0 -8.9 -3.3 3 4.5 -2.3 100.0 49.6 3.7 -7.9 14.0 4.8 -4.6 13.8 14.4 -32.0 -12.4 73.0 29.5 28.3 38.3 25.7 11.6 15.9 22.9 27.7 4.8 3.0 2.4 4.8 50.7 3.7 32.9 26.9 6.4 37.4 31.5 30.6 33.5 4 8.4 -4.7 49.6 100.0 9.9 -3.3 10.8 7.5 -1.4 1.2 9.7 24.6 12.4 39.1 36.1 51.2 52.9 14.7 8.9 16.9 24.1 32.3 2.5 2.7 1.3 4.9 28.3 1.4 17.5 32.2 14.8 18.8 14.2 19.2 31.5 5 6.8 11.5 3.7 9.9 100.0 17.1 73.5 83.1 4.8 54.5 7.2 -0.3 -0.8 0.5 1.7 1.6 1.5 -16.6 -8.0 -9.9 -13.2 -14.4 0.0 -0.2 -1.3 -0.1 1.9 -1.7 -0.1 -2.5 -14.0 1.2 1.9 -0.8 -4.9 6 3.2 5.2 -7.9 -3.3 17.1 100.0 24.4 22.4 -0.6 5.2 29.8 0.8 -0.9 -10.7 -3.5 -4.7 -6.2 -10.3 -4.8 -8.6 -11.7 -14.7 -0.1 -0.3 -0.5 0.0 -3.6 -1.1 -1.8 -4.0 -6.3 -2.3 -3.0 -5.0 -6.4 7 6.6 11.6 14.0 10.8 73.5 24.4 100.0 75.0 -0.7 41.7 13.5 -8.1 -5.2 8.1 3.0 0.4 3.9 -15.5 -9.0 -8.7 -12.8 -14.0 1.4 1.2 0.5 1.6 13.6 0.5 8.3 -1.0 -12.8 11.6 6.5 3.2 -2.5 8 7.4 19.2 4.8 7.5 83.1 22.4 75.0 100.0 4.9 48.1 9.8 -4.4 -1.2 0.1 0.8 -1.1 -0.5 -20.0 -9.9 -11.3 -15.9 -17.7 0.1 -0.4 -1.6 0.1 3.2 -2.3 1.7 -3.2 -14.4 2.5 0.4 -2.4 -6.2 9 3.5 0.7 -4.6 -1.4 4.8 -0.6 -0.7 4.9 100.0 1.5 -3.5 5.0 3.1 -2.7 2.4 0.0 -3.0 0.8 2.9 -0.6 -0.6 -1.1 -0.5 -0.4 -0.6 -0.9 -6.6 -0.7 -6.3 -0.5 -1.2 -6.2 -1.5 -1.7 -0.5 10 2.9 7.8 13.8 1.2 54.5 5.2 41.7 48.1 1.5 100.0 5.2 -11.2 -5.9 10.7 0.0 -1.7 2.1 -6.8 -5.9 -4.4 -6.5 -6.7 0.8 0.7 0.2 0.9 6.8 0.5 2.0 -5.0 -12.2 4.1 5.7 2.4 -4.2 11 2.2 1.8 14.4 9.7 7.2 29.8 13.5 9.8 -3.5 5.2 100.0 -5.1 -4.6 9.0 8.7 3.0 4.8 -1.1 -1.5 0.0 -0.7 -1.3 2.1 2.0 2.2 2.6 17.0 2.4 16.0 2.5 -0.2 15.2 5.8 5.2 2.1 12 1.9 -3.5 -32.0 24.6 -0.3 0.8 -8.1 -4.4 5.0 -11.2 -5.1 100.0 35.2 -26.8 39.1 67.0 42.0 3.7 19.4 14.6 27.7 31.6 -1.4 -0.2 -0.4 0.1 -16.5 -1.2 -10.3 2.0 7.4 -12.5 -10.0 -8.1 -0.5 13 0.4 -3.0 -12.4 12.4 -0.8 -0.9 -5.2 -1.2 3.1 -5.9 -4.6 35.2 100.0 -11.3 47.8 31.8 19.5 25.1 36.5 17.2 25.3 26.7 -0.4 0.2 0.0 0.4 -6.1 -0.2 -3.0 1.3 3.6 -4.0 -4.6 -2.9 0.1 14 2.8 -2.7 73.0 39.1 0.5 -10.7 8.1 0.1 -2.7 10.7 9.0 -26.8 -11.3 100.0 27.9 19.8 21.5 22.1 11.9 24.1 24.4 28.1 4.0 2.2 1.0 4.2 38.5 2.3 24.0 26.3 5.5 29.5 29.2 33.0 32.4 15 3.2 -4.5 29.5 36.1 1.7 -3.5 3.0 0.8 2.4 0.0 8.7 39.1 47.8 27.9 100.0 47.2 26.6 32.6 41.0 26.1 38.3 40.1 3.1 3.2 3.6 3.9 32.7 4.4 28.5 13.7 8.9 29.5 13.0 15.1 15.3 16 4.3 -4.1 28.3 51.2 1.6 -4.7 0.4 -1.1 0.0 -1.7 3.0 67.0 31.8 19.8 47.2 100.0 56.5 20.1 22.6 19.1 36.7 43.6 0.2 -0.2 -1.3 1.3 8.7 -1.8 4.1 17.7 10.5 3.6 6.9 10.1 19.2 17 3.5 -3.3 38.3 52.9 1.5 -6.2 3.9 -0.5 -3.0 2.1 4.8 42.0 19.5 21.5 26.6 56.5 100.0 15.8 5.3 19.9 29.9 45.0 4.1 5.4 5.6 6.6 28.3 7.1 17.9 16.0 9.6 19.8 11.7 9.4 16.5 18 4.8 -12.1 25.7 14.7 -16.6 -10.3 -15.5 -20.0 0.8 -6.8 -1.1 3.7 25.1 22.1 32.6 20.1 15.8 100.0 48.0 19.1 26.3 29.5 3.0 2.2 1.7 2.0 7.5 1.7 1.5 21.7 16.2 2.8 12.7 13.1 25.2 19 3.6 -7.7 11.6 8.9 -8.0 -4.8 -9.0 -9.9 2.9 -5.9 -1.5 19.4 36.5 11.9 41.0 22.6 5.3 48.0 100.0 19.2 26.9 26.5 -0.7 -1.5 -1.9 -1.4 -0.4 -1.8 -0.9 12.0 8.4 -1.0 6.1 7.9 14.6 20 12.7 3.2 15.9 16.9 -9.9 -8.6 -8.7 -11.3 -0.6 -4.4 0.0 14.6 17.2 24.1 26.1 19.1 19.9 19.1 19.2 100.0 81.1 77.5 2.3 2.6 2.5 3.5 17.8 3.1 15.0 13.4 9.0 17.0 7.8 10.2 14.2 21 8.0 0.9 22.9 24.1 -13.2 -11.7 -12.8 -15.9 -0.6 -6.5 -0.7 27.7 25.3 24.4 38.3 36.7 29.9 26.3 26.9 81.1 100.0 94.2 2.4 2.8 3.0 3.8 20.8 3.7 17.1 15.5 11.7 19.1 9.1 12.1 17.3 22 7.7 -0.7 27.7 32.3 -14.4 -14.7 -14.0 -17.7 -1.1 -6.7 -1.3 31.6 26.7 28.1 40.1 43.6 45.0 29.5 26.5 77.5 94.2 100.0 2.9 3.5 3.5 4.5 23.9 4.3 17.9 15.8 12.3 20.0 9.5 13.1 17.9 23 4.2 -0.6 4.8 2.5 0.0 -0.1 1.4 0.1 -0.5 0.8 2.1 -1.4 -0.4 4.0 3.1 0.2 4.1 3.0 -0.7 2.3 2.4 2.9 100.0 92.4 61.8 63.2 8.7 54.5 7.2 8.7 11.9 8.3 12.8 14.5 8.6 24 3.7 -1.4 3.0 2.7 -0.2 -0.3 1.2 -0.4 -0.4 0.7 2.0 -0.2 0.2 2.2 3.2 -0.2 5.4 2.2 -1.5 2.6 2.8 3.5 92.4 100.0 66.8 63.6 10.0 62.2 8.0 7.7 12.4 9.2 13.5 14.7 7.6 25 3.0 -3.3 2.4 1.3 -1.3 -0.5 0.5 -1.6 -0.6 0.2 2.2 -0.4 0.0 1.0 3.6 -1.3 5.6 1.7 -1.9 2.5 3.0 3.5 61.8 66.8 100.0 63.1 13.1 81.5 10.7 6.5 12.2 12.5 14.6 15.7 6.5 26 3.9 0.7 4.8 4.9 -0.1 0.0 1.6 0.1 -0.9 0.9 2.6 0.1 0.4 4.2 3.9 1.3 6.6 2.0 -1.4 3.5 3.8 4.5 63.2 63.6 63.1 100.0 10.5 65.4 8.0 8.5 12.1 9.2 11.8 13.4 8.2 27 2.3 -2.0 50.7 28.3 1.9 -3.6 13.6 3.2 -6.6 6.8 17.0 -16.5 -6.1 38.5 32.7 8.7 28.3 7.5 -0.4 17.8 20.8 23.9 8.7 10.0 13.1 10.5 100.0 16.0 77.9 20.4 16.6 90.8 30.0 31.9 22.6 28 2.5 -5.1 3.7 1.4 -1.7 -1.1 0.5 -2.3 -0.7 0.5 2.4 -1.2 -0.2 2.3 4.4 -1.8 7.1 1.7 -1.8 3.1 3.7 4.3 54.5 62.2 81.5 65.4 16.0 100.0 12.8 5.6 11.2 15.0 14.5 15.2 6.2 29 1.4 -1.7 32.9 17.5 -0.1 -1.8 8.3 1.7 -6.3 2.0 16.0 -10.3 -3.0 24.0 28.5 4.1 17.9 1.5 -0.9 15.0 17.1 17.9 7.2 8.0 10.7 8.0 77.9 12.8 100.0 19.4 25.1 82.6 25.0 28.9 20.0 30 6.6 1.1 26.9 32.2 -2.5 -4.0 -1.0 -3.2 -0.5 -5.0 2.5 2.0 1.3 26.3 13.7 17.7 16.0 21.7 12.0 13.4 15.5 15.8 8.7 7.7 6.5 8.5 20.4 5.6 19.4 100.0 48.9 19.6 30.9 30.0 69.4 31 4.4 -2.7 6.4 14.8 -14.0 -6.3 -12.8 -14.4 -1.2 -12.2 -0.2 7.4 3.6 5.5 8.9 10.5 9.6 16.2 8.4 9.0 11.7 12.3 11.9 12.4 12.2 12.1 16.6 11.2 25.1 48.9 100.0 18.2 31.0 27.3 43.9 32 1.5 -1.8 37.4 18.8 1.2 -2.3 11.6 2.5 -6.2 4.1 15.2 -12.5 -4.0 29.5 29.5 3.6 19.8 2.8 -1.0 17.0 19.1 20.0 8.3 9.2 12.5 9.2 90.8 15.0 82.6 19.6 18.2 100.0 31.7 35.8 20.6 33 4.3 -8.0 31.5 14.2 1.9 -3.0 6.5 0.4 -1.5 5.7 5.8 -10.0 -4.6 29.2 13.0 6.9 11.7 12.7 6.1 7.8 9.1 9.5 12.8 13.5 14.6 11.8 30.0 14.5 25.0 30.9 31.0 31.7 100.0 72.8 34.7 34 3.6 -8.9 30.6 19.2 -0.8 -5.0 3.2 -2.4 -1.7 2.4 5.2 -8.1 -2.9 33.0 15.1 10.1 9.4 13.1 7.9 10.2 12.1 13.1 14.5 14.7 15.7 13.4 31.9 15.2 28.9 30.0 27.3 35.8 72.8 100.0 33.2 35 6.5 -3.3 33.5 31.5 -4.9 -6.4 -2.5 -6.2 -0.5 -4.2 2.1 -0.5 0.1 32.4 15.3 19.2 16.5 25.2 14.6 14.2 17.3 17.9 8.6 7.6 6.5 8.2 22.6 6.2 20.0 69.4 43.9 20.6 34.7 33.2 100.0 TOTAL CORRELATION TO TARGET (diagonal) 29.2505332 TOTAL CORRELATION OF ALL VARIABLES 19.8000284 ROUND 1: MAX CORR ( 19.800027) AFTER KILLING INPUT VARIABLE 28 CONTR 0.00753673216 ROUND 2: MAX CORR ( 19.7998898) AFTER KILLING INPUT VARIABLE 22 CONTR 0.0737151058 ROUND 3: MAX CORR ( 19.7995853) AFTER KILLING INPUT VARIABLE 27 CONTR 0.109814791 ROUND 4: MAX CORR ( 19.7981051) AFTER KILLING INPUT VARIABLE 3 CONTR 0.242093191 ROUND 5: MAX CORR ( 19.7955073) AFTER KILLING INPUT VARIABLE 29 CONTR 0.320715591 ROUND 6: MAX CORR ( 19.7922398) AFTER KILLING INPUT VARIABLE 34 CONTR 0.359655594 ROUND 7: MAX CORR ( 19.7881289) AFTER KILLING INPUT VARIABLE 11 CONTR 0.403372575 ROUND 8: MAX CORR ( 19.7833812) AFTER KILLING INPUT VARIABLE 25 CONTR 0.433446279 ROUND 9: MAX CORR ( 19.7774599) AFTER KILLING INPUT VARIABLE 30 CONTR 0.483995361 ROUND 10: MAX CORR ( 19.7707366) AFTER KILLING INPUT VARIABLE 10 CONTR 0.515649314 ROUND 11: MAX CORR ( 19.7620354) AFTER KILLING INPUT VARIABLE 15 CONTR 0.586500732 ROUND 12: MAX CORR ( 19.7520388) AFTER KILLING INPUT VARIABLE 5 CONTR 0.628495223 ROUND 13: MAX CORR ( 19.7362915) AFTER KILLING INPUT VARIABLE 24 CONTR 0.788563937 ROUND 14: MAX CORR ( 19.7117036) AFTER KILLING INPUT VARIABLE 26 CONTR 0.984857206 ROUND 15: MAX CORR ( 19.6824967) AFTER KILLING INPUT VARIABLE 2 CONTR 1.07265244 ROUND 16: MAX CORR ( 19.64794) AFTER KILLING INPUT VARIABLE 17 CONTR 1.16581745 ROUND 17: MAX CORR ( 19.6052736) AFTER KILLING INPUT VARIABLE 7 CONTR 1.29413748 ROUND 18: MAX CORR ( 19.5426487) AFTER KILLING INPUT VARIABLE 19 CONTR 1.56577063 ROUND 19: MAX CORR ( 19.4837972) AFTER KILLING INPUT VARIABLE 16 CONTR 1.51550773 ROUND 20: MAX CORR ( 19.4568148) AFTER KILLING INPUT VARIABLE 12 CONTR 1.02504271 ROUND 21: MAX CORR ( 19.3950277) AFTER KILLING INPUT VARIABLE 31 CONTR 1.549368 ROUND 22: MAX CORR ( 19.2915826) AFTER KILLING INPUT VARIABLE 32 CONTR 2.00048475 ROUND 23: MAX CORR ( 19.2107546) AFTER KILLING INPUT VARIABLE 33 CONTR 1.76410525 ROUND 24: MAX CORR ( 19.0542804) AFTER KILLING INPUT VARIABLE 6 CONTR 2.44693481 ROUND 25: MAX CORR ( 18.782372) AFTER KILLING INPUT VARIABLE 9 CONTR 3.20750757 ROUND 26: MAX CORR ( 18.4922032) AFTER KILLING INPUT VARIABLE 13 CONTR 3.28875631 ROUND 27: MAX CORR ( 18.1587282) AFTER KILLING INPUT VARIABLE 35 CONTR 3.49602184 ROUND 28: MAX CORR ( 17.8403993) AFTER KILLING INPUT VARIABLE 14 CONTR 3.38519767 ROUND 29: MAX CORR ( 17.4485504) AFTER KILLING INPUT VARIABLE 23 CONTR 3.71859353 ROUND 30: MAX CORR ( 16.9815785) AFTER KILLING INPUT VARIABLE 18 CONTR 4.00972598 ROUND 31: MAX CORR ( 16.4586744) AFTER KILLING INPUT VARIABLE 21 CONTR 4.18163183 ROUND 32: MAX CORR ( 15.5035678) AFTER KILLING INPUT VARIABLE 4 CONTR 5.52515602 ROUND 33: MAX CORR ( 12.7252445) AFTER KILLING INPUT VARIABLE 8 CONTR 8.85600168 LAST REMAINING VARIABLE: 20 total correlation to target: 19.8000284 % total significance: 198.000284 sigma correlations of single variables to target: variable 2: 2.39126454 % , in sigma: 23.9126454 variable 3: 4.52322647 % , in sigma: 45.2322647 variable 4: 8.41059267 % , in sigma: 84.1059267 variable 5: 6.76375216 % , in sigma: 67.6375216 variable 6: 3.1981786 % , in sigma: 31.981786 variable 7: 6.55162278 % , in sigma: 65.5162278 variable 8: 7.35489725 % , in sigma: 73.5489725 variable 9: 3.5059551 % , in sigma: 35.059551 variable 10: 2.91006054 % , in sigma: 29.1006054 variable 11: 2.242215 % , in sigma: 22.42215 variable 12: 1.85994073 % , in sigma: 18.5994073 variable 13: 0.391005656 % , in sigma: 3.91005656 variable 14: 2.82685356 % , in sigma: 28.2685356 variable 15: 3.15920622 % , in sigma: 31.5920622 variable 16: 4.3158909 % , in sigma: 43.158909 variable 17: 3.49120881 % , in sigma: 34.9120881 variable 18: 4.78201249 % , in sigma: 47.8201249 variable 19: 3.58337784 % , in sigma: 35.8337784 variable 20: 12.7252445 % , in sigma: 127.252445 variable 21: 7.9562115 % , in sigma: 79.562115 variable 22: 7.71915097 % , in sigma: 77.1915097 variable 23: 4.22902596 % , in sigma: 42.2902596 variable 24: 3.6942715 % , in sigma: 36.942715 variable 25: 3.00482695 % , in sigma: 30.0482695 variable 26: 3.87140733 % , in sigma: 38.7140733 variable 27: 2.30284769 % , in sigma: 23.0284769 variable 28: 2.51029308 % , in sigma: 25.1029308 variable 29: 1.36407925 % , in sigma: 13.6407925 variable 30: 6.58189387 % , in sigma: 65.8189387 variable 31: 4.40518922 % , in sigma: 44.0518922 variable 32: 1.45657818 % , in sigma: 14.5657818 variable 33: 4.32093659 % , in sigma: 43.2093659 variable 34: 3.55451089 % , in sigma: 35.5451089 variable 35: 6.46536912 % , in sigma: 64.6536912 variables sorted by significance: 1 most relevant variable 20 corr 12.7252445 , in sigma: 127.252445 2 most relevant variable 8 corr 8.85600185 , in sigma: 88.5600185 3 most relevant variable 4 corr 5.52515602 , in sigma: 55.2515602 4 most relevant variable 21 corr 4.18163204 , in sigma: 41.8163204 5 most relevant variable 18 corr 4.00972605 , in sigma: 40.0972605 6 most relevant variable 23 corr 3.7185936 , in sigma: 37.185936 7 most relevant variable 14 corr 3.38519764 , in sigma: 33.8519764 8 most relevant variable 35 corr 3.49602175 , in sigma: 34.9602175 9 most relevant variable 13 corr 3.28875637 , in sigma: 32.8875637 10 most relevant variable 9 corr 3.20750761 , in sigma: 32.0750761 11 most relevant variable 6 corr 2.4469347 , in sigma: 24.469347 12 most relevant variable 33 corr 1.7641052 , in sigma: 17.641052 13 most relevant variable 32 corr 2.0004847 , in sigma: 20.004847 14 most relevant variable 31 corr 1.54936802 , in sigma: 15.4936802 15 most relevant variable 12 corr 1.02504265 , in sigma: 10.2504265 16 most relevant variable 16 corr 1.5155077 , in sigma: 15.155077 17 most relevant variable 19 corr 1.56577063 , in sigma: 15.6577063 18 most relevant variable 7 corr 1.29413748 , in sigma: 12.9413748 19 most relevant variable 17 corr 1.1658175 , in sigma: 11.658175 20 most relevant variable 2 corr 1.07265246 , in sigma: 10.7265246 21 most relevant variable 26 corr 0.984857202 , in sigma: 9.84857202 22 most relevant variable 24 corr 0.788563967 , in sigma: 7.88563967 23 most relevant variable 5 corr 0.628495216 , in sigma: 6.28495216 24 most relevant variable 15 corr 0.586500704 , in sigma: 5.86500704 25 most relevant variable 10 corr 0.515649319 , in sigma: 5.15649319 26 most relevant variable 30 corr 0.483995348 , in sigma: 4.83995348 27 most relevant variable 25 corr 0.433446288 , in sigma: 4.33446288 28 most relevant variable 11 corr 0.403372586 , in sigma: 4.03372586 29 most relevant variable 34 corr 0.359655589 , in sigma: 3.59655589 30 most relevant variable 29 corr 0.320715606 , in sigma: 3.20715606 31 most relevant variable 3 corr 0.242093191 , in sigma: 2.42093191 32 most relevant variable 27 corr 0.109814793 , in sigma: 1.09814793 33 most relevant variable 22 corr 0.0737151057 , in sigma: 0.737151057 34 most relevant variable 28 corr 0.00753673213 , in sigma: 0.0753673213 global correlations between input variables: variable 2: 27.5477272 % variable 3: 91.2255176 % variable 4: 71.5910274 % variable 5: 86.7003981 % variable 6: 41.6872189 % variable 7: 79.5972815 % variable 8: 86.5292002 % variable 9: 13.4108731 % variable 10: 57.8870288 % variable 11: 37.3472634 % variable 12: 92.0849476 % variable 13: 67.4038215 % variable 14: 77.3425633 % variable 15: 79.7905469 % variable 16: 86.8111875 % variable 17: 81.5283141 % variable 18: 60.5082509 % variable 19: 60.6939487 % variable 20: 82.7976151 % variable 21: 96.02382 % variable 22: 96.2087336 % variable 23: 92.9273485 % variable 24: 93.5487188 % variable 25: 84.3871051 % variable 26: 73.5927405 % variable 27: 93.2560276 % variable 28: 84.4698258 % variable 29: 84.0024531 % variable 30: 73.7374215 % variable 31: 59.9737152 % variable 32: 93.5673011 % variable 33: 75.5742713 % variable 34: 75.9128256 % variable 35: 73.4449789 % significance loss when removing single variables: variable 2: corr = 1.05067782 % , sigma = 10.5067782 variable 3: corr = 0.2220914 % , sigma = 2.220914 variable 4: corr = 5.17579877 % , sigma = 51.7579877 variable 5: corr = 0.756812613 % , sigma = 7.56812613 variable 6: corr = 2.02079793 % , sigma = 20.2079793 variable 7: corr = 1.07054285 % , sigma = 10.7054285 variable 8: corr = 2.97977719 % , sigma = 29.7977719 variable 9: corr = 3.25125157 % , sigma = 32.5125157 variable 10: corr = 0.524751482 % , sigma = 5.24751482 variable 11: corr = 0.40647589 % , sigma = 4.0647589 variable 12: corr = 0.819569622 % , sigma = 8.19569622 variable 13: corr = 2.63930315 % , sigma = 26.3930315 variable 14: corr = 3.86900372 % , sigma = 38.6900372 variable 15: corr = 0.61604854 % , sigma = 6.1604854 variable 16: corr = 1.40906612 % , sigma = 14.0906612 variable 17: corr = 1.08368124 % , sigma = 10.8368124 variable 18: corr = 3.24301235 % , sigma = 32.4301235 variable 19: corr = 1.42739605 % , sigma = 14.2739605 variable 20: corr = 10.8319633 % , sigma = 108.319633 variable 21: corr = 1.93817842 % , sigma = 19.3817842 variable 22: corr = 0.0736491742 % , sigma = 0.736491742 variable 23: corr = 1.64742024 % , sigma = 16.4742024 variable 24: corr = 0.843201047 % , sigma = 8.43201047 variable 25: corr = 0.340271018 % , sigma = 3.40271018 variable 26: corr = 0.838932542 % , sigma = 8.38932542 variable 27: corr = 0.112953647 % , sigma = 1.12953647 variable 28: corr = 0.00753673216 % , sigma = 0.0753673216 variable 29: corr = 0.334844169 % , sigma = 3.34844169 variable 30: corr = 0.49207364 % , sigma = 4.9207364 variable 31: corr = 1.45392619 % , sigma = 14.5392619 variable 32: corr = 0.653102679 % , sigma = 6.53102679 variable 33: corr = 1.53646679 % , sigma = 15.3646679 variable 34: corr = 0.336145278 % , sigma = 3.36145278 variable 35: corr = 1.25178204 % , sigma = 12.5178204 Keep only 30 most significant input variables Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -3.10251451 create test 22 plots 9100/9200: 2 NVar: 31. 4760 --------- Entering internal boost mode: --------- Weightsum per Output Node: 1000000. Starting analysis with 49 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.94282937 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.54969835 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.14060235 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.96274281 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.75515294 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.65138936 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.55368459 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.39936328 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.29438651 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.17815685 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.1456784 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.01607454 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.00070059 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.99959296 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.924022138 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.89070642 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.825894952 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.771413267 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.762917399 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.732288063 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.656700969 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.629163444 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.610416532 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.571785033 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.567044675 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.528424978 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.508986533 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.491953313 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.487332135 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.418541491 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.403589308 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.38445577 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.371099412 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.317651838 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.240345806 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.234779567 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.175055787 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.166042 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.105640419 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.000432736852 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.000345089647 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.000304066605 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.000262892136 PREPRO: (sigma of derived input)/eigenvalue # 44 : 0.000225149342 PREPRO: (sigma of derived input)/eigenvalue # 45 : 0.000255613617 PREPRO: (sigma of derived input)/eigenvalue # 46 : 0.000288484356 PREPRO: (sigma of derived input)/eigenvalue # 47 : 0.0003142778 PREPRO: (sigma of derived input)/eigenvalue # 48 : 0.000430391578 PREPRO: (sigma of derived input)/eigenvalue # 49 : 0.000437204639 Using 39 variables out of 49 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 27.0 28.0 29.0 30.0 31.0 32.0 33.0 34.0 35.0 36.0 37.0 38.0 39.0 40.0 0 0.2 2.9 2.5 2.1 2.0 1.8 1.7 1.6 1.4 1.3 1.2 1.1 1.0 1.0 1.0 0.9 0.9 0.8 0.8 0.8 0.7 0.7 0.6 0.6 0.6 0.6 0.5 0.5 0.5 0.5 0.4 0.4 0.4 0.4 0.3 0.2 0.2 0.2 0.2 0.1 1 100.0 4.4 -2.4 3.2 -0.5 12.4 5.1 -0.5 -2.8 3.6 -0.4 -2.2 -2.4 -1.5 -0.6 0.5 1.0 3.0 0.7 1.7 2.6 -1.4 0.7 0.3 1.5 0.7 -0.3 -0.3 -0.1 0.1 0.1 -0.2 -0.8 -0.2 0.4 4.5 7.2 -2.9 2.4 -1.0 2 4.4 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 3 -2.4 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 3.2 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 5 -0.5 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 12.4 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7 5.1 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 8 -0.5 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 -2.8 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 3.6 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 -0.4 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 -2.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 13 -2.4 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 -1.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 15 -0.6 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 0.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 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 0.0 100.0 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 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 0.0 100.0 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 0.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 1.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 2.6 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 0.0 100.0 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 -1.4 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 23 0.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 24 0.3 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 1.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 0.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 27 -0.3 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 28 -0.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 29 -0.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 30 0.1 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 31 0.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 32 -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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 33 -0.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34 -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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 35 0.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 36 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 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 7.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 -2.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 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 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 40 -1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 19.0599559 PREPRO: MEAN( 1)= -0.977518 WIDTH 0.0444586041 PREPRO: MEAN( 2)= -2.25819647E-09 WIDTH 8.66024549 PREPRO: MEAN( 3)= 3.42771411E-10 WIDTH 6.50096248 PREPRO: MEAN( 4)= 4.49864492E-08 WIDTH 4.5821785 PREPRO: MEAN( 5)= 3.04726718E-07 WIDTH 3.85236062 PREPRO: MEAN( 6)= 5.06552383E-08 WIDTH 3.08056183 PREPRO: MEAN( 7)= 1.13859204E-07 WIDTH 2.7270862 PREPRO: MEAN( 8)= 1.6145533E-07 WIDTH 2.41393548 PREPRO: MEAN( 9)= 1.47695476E-08 WIDTH 1.95821901 PREPRO: MEAN( 10)= -4.95142732E-08 WIDTH 1.67543687 PREPRO: MEAN( 11)= 2.68726163E-08 WIDTH 1.38805403 PREPRO: MEAN( 12)= 6.43283611E-08 WIDTH 1.31257873 PREPRO: MEAN( 13)= 1.99805957E-08 WIDTH 1.03240718 PREPRO: MEAN( 14)= 1.54896341E-08 WIDTH 1.0014011 PREPRO: MEAN( 15)= -4.70194614E-09 WIDTH 0.99918646 PREPRO: MEAN( 16)= 3.12559743E-08 WIDTH 0.853815774 PREPRO: MEAN( 17)= 8.9324899E-09 WIDTH 0.793357679 PREPRO: MEAN( 18)= 5.72105497E-08 WIDTH 0.682102496 PREPRO: MEAN( 19)= 1.25304218E-08 WIDTH 0.595078414 PREPRO: MEAN( 20)= -5.67950308E-09 WIDTH 0.582042838 PREPRO: MEAN( 21)= -5.12238445E-08 WIDTH 0.536245779 PREPRO: MEAN( 22)= -2.18086876E-09 WIDTH 0.431256204 PREPRO: MEAN( 23)= 7.40540912E-09 WIDTH 0.395846975 PREPRO: MEAN( 24)= 1.4729416E-09 WIDTH 0.372608331 PREPRO: MEAN( 25)= 3.88651807E-08 WIDTH 0.326938244 PREPRO: MEAN( 26)= -7.50996629E-08 WIDTH 0.321539734 PREPRO: MEAN( 27)= -4.39045727E-08 WIDTH 0.279232964 PREPRO: MEAN( 28)= 6.30801311E-08 WIDTH 0.259067156 PREPRO: MEAN( 29)= 2.5028225E-08 WIDTH 0.242018174 PREPRO: MEAN( 30)= -1.26905832E-08 WIDTH 0.237492619 PREPRO: MEAN( 31)= -1.72067899E-08 WIDTH 0.175176963 PREPRO: MEAN( 32)= 4.3290928E-09 WIDTH 0.162884347 PREPRO: MEAN( 33)= 2.51069851E-08 WIDTH 0.147806234 PREPRO: MEAN( 34)= -4.34225798E-08 WIDTH 0.137714838 PREPRO: MEAN( 35)= 8.05430114E-10 WIDTH 0.100902716 PREPRO: MEAN( 36)= 1.46519514E-08 WIDTH 0.0577660961 PREPRO: MEAN( 37)= -1.16408905E-08 WIDTH 0.0551214051 PREPRO: MEAN( 38)= -1.38266524E-09 WIDTH 0.0306445681 PREPRO: MEAN( 39)= 1.71112642E-09 WIDTH 0.0275699619 PREPRO: MEAN( 40)= -3.18508336E-09 WIDTH 0.0111599168 ------------------------------------- Teacher: actual network topology: Nodes(1) = 40 Nodes(2) = 40 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 204.826828 sigma out 40 active outputs RANK 2 NODE 3 --> 75.4793625 sigma out 40 active outputs RANK 3 NODE 9 --> 66.7952652 sigma out 40 active outputs RANK 4 NODE 6 --> 66.122757 sigma out 40 active outputs RANK 5 NODE 2 --> 65.8165741 sigma out 40 active outputs RANK 6 NODE 16 --> 62.5481415 sigma out 40 active outputs RANK 7 NODE 4 --> 62.0033226 sigma out 40 active outputs RANK 8 NODE 13 --> 61.643158 sigma out 40 active outputs RANK 9 NODE 10 --> 61.2562485 sigma out 40 active outputs RANK 10 NODE 20 --> 60.1483688 sigma out 40 active outputs RANK 11 NODE 22 --> 59.9714813 sigma out 40 active outputs RANK 12 NODE 11 --> 58.5806274 sigma out 40 active outputs RANK 13 NODE 21 --> 57.8081131 sigma out 40 active outputs RANK 14 NODE 35 --> 57.5035591 sigma out 40 active outputs RANK 15 NODE 30 --> 57.4983597 sigma out 40 active outputs RANK 16 NODE 14 --> 57.3338242 sigma out 40 active outputs RANK 17 NODE 26 --> 57.1494026 sigma out 40 active outputs RANK 18 NODE 32 --> 56.3194656 sigma out 40 active outputs RANK 19 NODE 8 --> 56.035553 sigma out 40 active outputs RANK 20 NODE 39 --> 55.8738861 sigma out 40 active outputs RANK 21 NODE 25 --> 54.8586884 sigma out 40 active outputs RANK 22 NODE 17 --> 54.678875 sigma out 40 active outputs RANK 23 NODE 31 --> 54.2470665 sigma out 40 active outputs RANK 24 NODE 24 --> 54.0085831 sigma out 40 active outputs RANK 25 NODE 29 --> 53.7377815 sigma out 40 active outputs RANK 26 NODE 15 --> 53.4838257 sigma out 40 active outputs RANK 27 NODE 36 --> 53.4013405 sigma out 40 active outputs RANK 28 NODE 5 --> 50.3969193 sigma out 40 active outputs RANK 29 NODE 12 --> 50.3330574 sigma out 40 active outputs RANK 30 NODE 38 --> 49.5898857 sigma out 40 active outputs RANK 31 NODE 19 --> 49.0952759 sigma out 40 active outputs RANK 32 NODE 33 --> 48.6451874 sigma out 40 active outputs RANK 33 NODE 18 --> 48.2537498 sigma out 40 active outputs RANK 34 NODE 27 --> 48.1610603 sigma out 40 active outputs RANK 35 NODE 37 --> 47.7485771 sigma out 40 active outputs RANK 36 NODE 28 --> 47.3354759 sigma out 40 active outputs RANK 37 NODE 40 --> 47.2610054 sigma out 40 active outputs RANK 38 NODE 7 --> 46.0695419 sigma out 40 active outputs RANK 39 NODE 23 --> 42.5635872 sigma out 40 active outputs RANK 40 NODE 34 --> 40.7672691 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 150.78624 sigma in 40act. ( 230.144135 sig out 1act.) RANK 2 NODE 29 --> 116.256798 sigma in 40act. ( 171.741852 sig out 1act.) RANK 3 NODE 27 --> 98.309082 sigma in 40act. ( 144.971313 sig out 1act.) RANK 4 NODE 21 --> 83.8908615 sigma in 40act. ( 126.451843 sig out 1act.) RANK 5 NODE 12 --> 70.819725 sigma in 40act. ( 93.6845322 sig out 1act.) RANK 6 NODE 11 --> 69.8843918 sigma in 40act. ( 71.7990799 sig out 1act.) RANK 7 NODE 37 --> 64.0066223 sigma in 40act. ( 73.0645905 sig out 1act.) RANK 8 NODE 30 --> 63.7583504 sigma in 40act. ( 54.0772362 sig out 1act.) RANK 9 NODE 10 --> 63.3472862 sigma in 40act. ( 11.4038916 sig out 1act.) RANK 10 NODE 34 --> 63.0549698 sigma in 40act. ( 32.4116631 sig out 1act.) RANK 11 NODE 2 --> 63.0360031 sigma in 40act. ( 49.139183 sig out 1act.) RANK 12 NODE 28 --> 62.2481766 sigma in 40act. ( 60.0331192 sig out 1act.) RANK 13 NODE 14 --> 61.8728294 sigma in 40act. ( 66.1972427 sig out 1act.) RANK 14 NODE 4 --> 60.6166725 sigma in 40act. ( 57.0236664 sig out 1act.) RANK 15 NODE 1 --> 59.5891151 sigma in 40act. ( 67.7946625 sig out 1act.) RANK 16 NODE 16 --> 59.3614349 sigma in 40act. ( 7.96168613 sig out 1act.) RANK 17 NODE 40 --> 58.4464417 sigma in 40act. ( 37.7098312 sig out 1act.) RANK 18 NODE 6 --> 56.4435349 sigma in 40act. ( 19.5026169 sig out 1act.) RANK 19 NODE 38 --> 55.7043648 sigma in 40act. ( 45.8075294 sig out 1act.) RANK 20 NODE 5 --> 55.3489914 sigma in 40act. ( 29.8927002 sig out 1act.) RANK 21 NODE 23 --> 54.9285011 sigma in 40act. ( 61.3176308 sig out 1act.) RANK 22 NODE 17 --> 54.2387352 sigma in 40act. ( 66.7921371 sig out 1act.) RANK 23 NODE 33 --> 54.0574455 sigma in 40act. ( 71.3518448 sig out 1act.) RANK 24 NODE 7 --> 52.2904549 sigma in 40act. ( 35.2922821 sig out 1act.) RANK 25 NODE 26 --> 51.3482094 sigma in 40act. ( 45.9458694 sig out 1act.) RANK 26 NODE 36 --> 50.5425835 sigma in 40act. ( 19.9525127 sig out 1act.) RANK 27 NODE 32 --> 50.4284821 sigma in 40act. ( 3.54216981 sig out 1act.) RANK 28 NODE 24 --> 50.2725983 sigma in 40act. ( 37.4685555 sig out 1act.) RANK 29 NODE 3 --> 49.8517151 sigma in 40act. ( 16.514183 sig out 1act.) RANK 30 NODE 35 --> 49.5146675 sigma in 40act. ( 10.5476036 sig out 1act.) RANK 31 NODE 9 --> 49.4146614 sigma in 40act. ( 18.3403854 sig out 1act.) RANK 32 NODE 31 --> 48.6424179 sigma in 40act. ( 14.9970188 sig out 1act.) RANK 33 NODE 8 --> 48.3212051 sigma in 40act. ( 0.133229166 sig out 1act.) RANK 34 NODE 22 --> 47.5932541 sigma in 40act. ( 3.18212295 sig out 1act.) RANK 35 NODE 15 --> 47.5390968 sigma in 40act. ( 32.3990593 sig out 1act.) RANK 36 NODE 20 --> 47.2663155 sigma in 40act. ( 10.0696068 sig out 1act.) RANK 37 NODE 25 --> 46.8183212 sigma in 40act. ( 42.9427185 sig out 1act.) RANK 38 NODE 19 --> 45.9223175 sigma in 40act. ( 15.2915125 sig out 1act.) RANK 39 NODE 39 --> 41.1502151 sigma in 40act. ( 1.49845254 sig out 1act.) RANK 40 NODE 18 --> 39.633194 sigma in 40act. ( 18.083313 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 230.144135 sigma out 1act.( 150.78624 sig in 40act.) RANK 2 NODE 29 --> 171.741852 sigma out 1act.( 116.256798 sig in 40act.) RANK 3 NODE 27 --> 144.971313 sigma out 1act.( 98.309082 sig in 40act.) RANK 4 NODE 21 --> 126.451843 sigma out 1act.( 83.8908615 sig in 40act.) RANK 5 NODE 12 --> 93.6845322 sigma out 1act.( 70.819725 sig in 40act.) RANK 6 NODE 37 --> 73.0645905 sigma out 1act.( 64.0066223 sig in 40act.) RANK 7 NODE 11 --> 71.7990799 sigma out 1act.( 69.8843918 sig in 40act.) RANK 8 NODE 33 --> 71.3518448 sigma out 1act.( 54.0574455 sig in 40act.) RANK 9 NODE 1 --> 67.7946625 sigma out 1act.( 59.5891151 sig in 40act.) RANK 10 NODE 17 --> 66.7921371 sigma out 1act.( 54.2387352 sig in 40act.) RANK 11 NODE 14 --> 66.1972427 sigma out 1act.( 61.8728294 sig in 40act.) RANK 12 NODE 23 --> 61.3176308 sigma out 1act.( 54.9285011 sig in 40act.) RANK 13 NODE 28 --> 60.0331192 sigma out 1act.( 62.2481766 sig in 40act.) RANK 14 NODE 4 --> 57.0236664 sigma out 1act.( 60.6166725 sig in 40act.) RANK 15 NODE 30 --> 54.0772362 sigma out 1act.( 63.7583504 sig in 40act.) RANK 16 NODE 2 --> 49.139183 sigma out 1act.( 63.0360031 sig in 40act.) RANK 17 NODE 26 --> 45.9458694 sigma out 1act.( 51.3482094 sig in 40act.) RANK 18 NODE 38 --> 45.8075294 sigma out 1act.( 55.7043648 sig in 40act.) RANK 19 NODE 25 --> 42.9427185 sigma out 1act.( 46.8183212 sig in 40act.) RANK 20 NODE 40 --> 37.7098312 sigma out 1act.( 58.4464417 sig in 40act.) RANK 21 NODE 24 --> 37.4685555 sigma out 1act.( 50.2725983 sig in 40act.) RANK 22 NODE 7 --> 35.2922821 sigma out 1act.( 52.2904549 sig in 40act.) RANK 23 NODE 34 --> 32.4116631 sigma out 1act.( 63.0549698 sig in 40act.) RANK 24 NODE 15 --> 32.3990593 sigma out 1act.( 47.5390968 sig in 40act.) RANK 25 NODE 5 --> 29.8927002 sigma out 1act.( 55.3489914 sig in 40act.) RANK 26 NODE 36 --> 19.9525127 sigma out 1act.( 50.5425835 sig in 40act.) RANK 27 NODE 6 --> 19.5026169 sigma out 1act.( 56.4435349 sig in 40act.) RANK 28 NODE 9 --> 18.3403854 sigma out 1act.( 49.4146614 sig in 40act.) RANK 29 NODE 18 --> 18.083313 sigma out 1act.( 39.633194 sig in 40act.) RANK 30 NODE 3 --> 16.514183 sigma out 1act.( 49.8517151 sig in 40act.) RANK 31 NODE 19 --> 15.2915125 sigma out 1act.( 45.9223175 sig in 40act.) RANK 32 NODE 31 --> 14.9970188 sigma out 1act.( 48.6424179 sig in 40act.) RANK 33 NODE 10 --> 11.4038916 sigma out 1act.( 63.3472862 sig in 40act.) RANK 34 NODE 35 --> 10.5476036 sigma out 1act.( 49.5146675 sig in 40act.) RANK 35 NODE 20 --> 10.0696068 sigma out 1act.( 47.2663155 sig in 40act.) RANK 36 NODE 16 --> 7.96168613 sigma out 1act.( 59.3614349 sig in 40act.) RANK 37 NODE 32 --> 3.54216981 sigma out 1act.( 50.4284821 sig in 40act.) RANK 38 NODE 22 --> 3.18212295 sigma out 1act.( 47.5932541 sig in 40act.) RANK 39 NODE 39 --> 1.49845254 sigma out 1act.( 41.1502151 sig in 40act.) RANK 40 NODE 8 --> 0.133229166 sigma out 1act.( 48.3212051 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 434.679962 sigma in 40 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 185.223343 sigma out 40 active outputs RANK 2 NODE 6 --> 48.897644 sigma out 40 active outputs RANK 3 NODE 2 --> 46.6676598 sigma out 40 active outputs RANK 4 NODE 3 --> 39.6818161 sigma out 40 active outputs RANK 5 NODE 4 --> 37.6977768 sigma out 40 active outputs RANK 6 NODE 10 --> 36.4066086 sigma out 40 active outputs RANK 7 NODE 9 --> 35.9809837 sigma out 40 active outputs RANK 8 NODE 8 --> 29.8184757 sigma out 40 active outputs RANK 9 NODE 16 --> 29.632803 sigma out 40 active outputs RANK 10 NODE 7 --> 26.2652969 sigma out 40 active outputs RANK 11 NODE 12 --> 25.0431824 sigma out 40 active outputs RANK 12 NODE 5 --> 24.6001034 sigma out 40 active outputs RANK 13 NODE 11 --> 24.4405403 sigma out 40 active outputs RANK 14 NODE 15 --> 24.3068199 sigma out 40 active outputs RANK 15 NODE 13 --> 24.2078495 sigma out 40 active outputs RANK 16 NODE 14 --> 23.20121 sigma out 40 active outputs RANK 17 NODE 20 --> 22.9883556 sigma out 40 active outputs RANK 18 NODE 17 --> 20.8328571 sigma out 40 active outputs RANK 19 NODE 22 --> 20.3700123 sigma out 40 active outputs RANK 20 NODE 19 --> 19.8569565 sigma out 40 active outputs RANK 21 NODE 26 --> 19.1344776 sigma out 40 active outputs RANK 22 NODE 21 --> 17.4141712 sigma out 40 active outputs RANK 23 NODE 30 --> 17.2425957 sigma out 40 active outputs RANK 24 NODE 18 --> 17.2172642 sigma out 40 active outputs RANK 25 NODE 24 --> 15.6666489 sigma out 40 active outputs RANK 26 NODE 23 --> 15.4307623 sigma out 40 active outputs RANK 27 NODE 32 --> 14.506609 sigma out 40 active outputs RANK 28 NODE 25 --> 14.4371738 sigma out 40 active outputs RANK 29 NODE 31 --> 12.9041548 sigma out 40 active outputs RANK 30 NODE 34 --> 12.1569595 sigma out 40 active outputs RANK 31 NODE 33 --> 12.1432028 sigma out 40 active outputs RANK 32 NODE 28 --> 11.9659491 sigma out 40 active outputs RANK 33 NODE 35 --> 10.829072 sigma out 40 active outputs RANK 34 NODE 29 --> 10.6913776 sigma out 40 active outputs RANK 35 NODE 36 --> 10.6214151 sigma out 40 active outputs RANK 36 NODE 27 --> 9.60045719 sigma out 40 active outputs RANK 37 NODE 37 --> 7.67367458 sigma out 40 active outputs RANK 38 NODE 39 --> 5.39919329 sigma out 40 active outputs RANK 39 NODE 40 --> 3.66159201 sigma out 40 active outputs RANK 40 NODE 38 --> 3.50598907 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 124.085739 sigma in 40act. ( 146.435287 sig out 1act.) RANK 2 NODE 29 --> 102.99337 sigma in 40act. ( 84.7314072 sig out 1act.) RANK 3 NODE 27 --> 78.1605988 sigma in 40act. ( 80.9442596 sig out 1act.) RANK 4 NODE 21 --> 64.2605209 sigma in 40act. ( 73.9226379 sig out 1act.) RANK 5 NODE 12 --> 54.0919762 sigma in 40act. ( 45.3677216 sig out 1act.) RANK 6 NODE 37 --> 41.0893326 sigma in 40act. ( 30.0315361 sig out 1act.) RANK 7 NODE 1 --> 38.3010635 sigma in 40act. ( 30.5692921 sig out 1act.) RANK 8 NODE 11 --> 36.6712952 sigma in 40act. ( 35.3702507 sig out 1act.) RANK 9 NODE 33 --> 36.3894539 sigma in 40act. ( 35.1683884 sig out 1act.) RANK 10 NODE 14 --> 35.8505325 sigma in 40act. ( 28.3098621 sig out 1act.) RANK 11 NODE 17 --> 30.0676308 sigma in 40act. ( 35.4648781 sig out 1act.) RANK 12 NODE 28 --> 29.5999146 sigma in 40act. ( 28.9780293 sig out 1act.) RANK 13 NODE 4 --> 28.7591305 sigma in 40act. ( 22.9844494 sig out 1act.) RANK 14 NODE 30 --> 28.5102749 sigma in 40act. ( 22.2514858 sig out 1act.) RANK 15 NODE 23 --> 27.5088558 sigma in 40act. ( 31.1531429 sig out 1act.) RANK 16 NODE 2 --> 26.6791821 sigma in 40act. ( 21.3985558 sig out 1act.) RANK 17 NODE 38 --> 23.5711365 sigma in 40act. ( 20.0850716 sig out 1act.) RANK 18 NODE 26 --> 22.8152733 sigma in 40act. ( 20.9313564 sig out 1act.) RANK 19 NODE 24 --> 21.1892052 sigma in 40act. ( 15.4923935 sig out 1act.) RANK 20 NODE 34 --> 19.9583473 sigma in 40act. ( 15.2667952 sig out 1act.) RANK 21 NODE 40 --> 19.5586472 sigma in 40act. ( 16.5760651 sig out 1act.) RANK 22 NODE 7 --> 18.318615 sigma in 40act. ( 15.7843075 sig out 1act.) RANK 23 NODE 25 --> 17.5283375 sigma in 40act. ( 21.1508942 sig out 1act.) RANK 24 NODE 5 --> 15.6276484 sigma in 40act. ( 13.949873 sig out 1act.) RANK 25 NODE 15 --> 14.9890547 sigma in 40act. ( 16.1604424 sig out 1act.) RANK 26 NODE 6 --> 13.5897064 sigma in 40act. ( 8.80195808 sig out 1act.) RANK 27 NODE 36 --> 10.1994801 sigma in 40act. ( 8.69968796 sig out 1act.) RANK 28 NODE 9 --> 9.70346546 sigma in 40act. ( 8.40688038 sig out 1act.) RANK 29 NODE 10 --> 9.21671104 sigma in 40act. ( 5.40900993 sig out 1act.) RANK 30 NODE 18 --> 9.08130646 sigma in 40act. ( 8.77442646 sig out 1act.) RANK 31 NODE 3 --> 8.82905483 sigma in 40act. ( 7.51121902 sig out 1act.) RANK 32 NODE 31 --> 8.15205956 sigma in 40act. ( 6.86721849 sig out 1act.) RANK 33 NODE 19 --> 7.91661406 sigma in 40act. ( 7.48547077 sig out 1act.) RANK 34 NODE 35 --> 7.42800045 sigma in 40act. ( 4.5933032 sig out 1act.) RANK 35 NODE 16 --> 6.82112265 sigma in 40act. ( 3.91312933 sig out 1act.) RANK 36 NODE 20 --> 6.6784811 sigma in 40act. ( 4.55088425 sig out 1act.) RANK 37 NODE 8 --> 5.47477722 sigma in 40act. ( 0.0302289408 sig out 1act.) RANK 38 NODE 22 --> 5.02428675 sigma in 40act. ( 1.58191431 sig out 1act.) RANK 39 NODE 32 --> 4.9021821 sigma in 40act. ( 1.58442116 sig out 1act.) RANK 40 NODE 39 --> 4.31590366 sigma in 40act. ( 0.643780947 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 146.435287 sigma out 1act.( 124.085739 sig in 40act.) RANK 2 NODE 29 --> 84.7314072 sigma out 1act.( 102.99337 sig in 40act.) RANK 3 NODE 27 --> 80.9442596 sigma out 1act.( 78.1605988 sig in 40act.) RANK 4 NODE 21 --> 73.9226379 sigma out 1act.( 64.2605209 sig in 40act.) RANK 5 NODE 12 --> 45.3677216 sigma out 1act.( 54.0919762 sig in 40act.) RANK 6 NODE 17 --> 35.4648781 sigma out 1act.( 30.0676308 sig in 40act.) RANK 7 NODE 11 --> 35.3702507 sigma out 1act.( 36.6712952 sig in 40act.) RANK 8 NODE 33 --> 35.1683884 sigma out 1act.( 36.3894539 sig in 40act.) RANK 9 NODE 23 --> 31.1531429 sigma out 1act.( 27.5088558 sig in 40act.) RANK 10 NODE 1 --> 30.5692921 sigma out 1act.( 38.3010635 sig in 40act.) RANK 11 NODE 37 --> 30.0315361 sigma out 1act.( 41.0893326 sig in 40act.) RANK 12 NODE 28 --> 28.9780293 sigma out 1act.( 29.5999146 sig in 40act.) RANK 13 NODE 14 --> 28.3098621 sigma out 1act.( 35.8505325 sig in 40act.) RANK 14 NODE 4 --> 22.9844494 sigma out 1act.( 28.7591305 sig in 40act.) RANK 15 NODE 30 --> 22.2514858 sigma out 1act.( 28.5102749 sig in 40act.) RANK 16 NODE 2 --> 21.3985558 sigma out 1act.( 26.6791821 sig in 40act.) RANK 17 NODE 25 --> 21.1508942 sigma out 1act.( 17.5283375 sig in 40act.) RANK 18 NODE 26 --> 20.9313564 sigma out 1act.( 22.8152733 sig in 40act.) RANK 19 NODE 38 --> 20.0850716 sigma out 1act.( 23.5711365 sig in 40act.) RANK 20 NODE 40 --> 16.5760651 sigma out 1act.( 19.5586472 sig in 40act.) RANK 21 NODE 15 --> 16.1604424 sigma out 1act.( 14.9890547 sig in 40act.) RANK 22 NODE 7 --> 15.7843075 sigma out 1act.( 18.318615 sig in 40act.) RANK 23 NODE 24 --> 15.4923935 sigma out 1act.( 21.1892052 sig in 40act.) RANK 24 NODE 34 --> 15.2667952 sigma out 1act.( 19.9583473 sig in 40act.) RANK 25 NODE 5 --> 13.949873 sigma out 1act.( 15.6276484 sig in 40act.) RANK 26 NODE 6 --> 8.80195808 sigma out 1act.( 13.5897064 sig in 40act.) RANK 27 NODE 18 --> 8.77442646 sigma out 1act.( 9.08130646 sig in 40act.) RANK 28 NODE 36 --> 8.69968796 sigma out 1act.( 10.1994801 sig in 40act.) RANK 29 NODE 9 --> 8.40688038 sigma out 1act.( 9.70346546 sig in 40act.) RANK 30 NODE 3 --> 7.51121902 sigma out 1act.( 8.82905483 sig in 40act.) RANK 31 NODE 19 --> 7.48547077 sigma out 1act.( 7.91661406 sig in 40act.) RANK 32 NODE 31 --> 6.86721849 sigma out 1act.( 8.15205956 sig in 40act.) RANK 33 NODE 10 --> 5.40900993 sigma out 1act.( 9.21671104 sig in 40act.) RANK 34 NODE 35 --> 4.5933032 sigma out 1act.( 7.42800045 sig in 40act.) RANK 35 NODE 20 --> 4.55088425 sigma out 1act.( 6.6784811 sig in 40act.) RANK 36 NODE 16 --> 3.91312933 sigma out 1act.( 6.82112265 sig in 40act.) RANK 37 NODE 32 --> 1.58442116 sigma out 1act.( 4.9021821 sig in 40act.) RANK 38 NODE 22 --> 1.58191431 sigma out 1act.( 5.02428675 sig in 40act.) RANK 39 NODE 39 --> 0.643780947 sigma out 1act.( 4.31590366 sig in 40act.) RANK 40 NODE 8 --> 0.0302289408 sigma out 1act.( 5.47477722 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 235.93721 sigma in 40 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.592885315 *** contribution from regularisation: 0.000639324076 *** contribution from error: -0.593524635 *** contribution from DIAG: 4.25795588E-06 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.641552031 *** contribution from regularisation: 0.00226943055 *** contribution from error: -0.643821478 *** contribution from DIAG: 0.000174114 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.64428556 *** contribution from regularisation: 0.0014631768 *** contribution from error: -0.645748734 *** contribution from DIAG: 0.000307433977 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.644145846 *** contribution from regularisation: 0.00190865225 *** contribution from error: -0.646054506 *** contribution from DIAG: 0.000131839741 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.644364178 *** contribution from regularisation: 0.00177045236 *** contribution from error: -0.646134615 *** contribution from DIAG: 0.000128548912 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.644364178 *** contribution from regularisation: 0.00182611705 *** contribution from error: -0.646190286 *** contribution from DIAG: 0.000142996083 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.644438028 *** contribution from regularisation: 0.00178972655 *** contribution from error: -0.646227777 *** contribution from DIAG: 0.000201902454 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.64448452 *** contribution from regularisation: 0.00178559951 *** contribution from error: -0.646270096 *** contribution from DIAG: 0.000127782128 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.644535303 *** contribution from regularisation: 0.0017735773 *** contribution from error: -0.646308899 *** contribution from DIAG: 0.000141779266 *********************************************** --------------------------------------------------- Iteration : 10 kill weight from layer 1 knot 26 to knot 35 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 204.489746 sigma out 40 active outputs RANK 2 NODE 6 --> 56.3793602 sigma out 40 active outputs RANK 3 NODE 2 --> 49.8545189 sigma out 40 active outputs RANK 4 NODE 3 --> 44.0442581 sigma out 40 active outputs RANK 5 NODE 4 --> 42.5379906 sigma out 40 active outputs RANK 6 NODE 10 --> 40.6618042 sigma out 40 active outputs RANK 7 NODE 9 --> 40.5300789 sigma out 40 active outputs RANK 8 NODE 8 --> 30.8689861 sigma out 40 active outputs RANK 9 NODE 16 --> 30.4619751 sigma out 40 active outputs RANK 10 NODE 13 --> 28.72299 sigma out 40 active outputs RANK 11 NODE 7 --> 28.6246433 sigma out 40 active outputs RANK 12 NODE 15 --> 27.0178757 sigma out 40 active outputs RANK 13 NODE 14 --> 26.8062687 sigma out 40 active outputs RANK 14 NODE 11 --> 26.5160942 sigma out 40 active outputs RANK 15 NODE 20 --> 26.0166264 sigma out 40 active outputs RANK 16 NODE 12 --> 25.8972816 sigma out 40 active outputs RANK 17 NODE 5 --> 25.4679642 sigma out 40 active outputs RANK 18 NODE 19 --> 22.0271549 sigma out 40 active outputs RANK 19 NODE 17 --> 21.3902473 sigma out 40 active outputs RANK 20 NODE 26 --> 21.2696953 sigma out 39 active outputs RANK 21 NODE 21 --> 19.6684418 sigma out 40 active outputs RANK 22 NODE 18 --> 19.5498486 sigma out 40 active outputs RANK 23 NODE 22 --> 19.4507351 sigma out 40 active outputs RANK 24 NODE 30 --> 17.7419605 sigma out 40 active outputs RANK 25 NODE 37 --> 16.8167286 sigma out 40 active outputs RANK 26 NODE 25 --> 16.176466 sigma out 40 active outputs RANK 27 NODE 24 --> 16.0443535 sigma out 40 active outputs RANK 28 NODE 32 --> 15.2344761 sigma out 40 active outputs RANK 29 NODE 23 --> 15.1348228 sigma out 40 active outputs RANK 30 NODE 33 --> 13.119235 sigma out 40 active outputs RANK 31 NODE 36 --> 12.9025135 sigma out 40 active outputs RANK 32 NODE 31 --> 12.7848434 sigma out 40 active outputs RANK 33 NODE 29 --> 12.5573196 sigma out 40 active outputs RANK 34 NODE 28 --> 12.4675827 sigma out 40 active outputs RANK 35 NODE 35 --> 11.9805765 sigma out 40 active outputs RANK 36 NODE 38 --> 11.5299692 sigma out 40 active outputs RANK 37 NODE 34 --> 11.3158989 sigma out 40 active outputs RANK 38 NODE 27 --> 10.7118435 sigma out 40 active outputs RANK 39 NODE 39 --> 8.63857269 sigma out 40 active outputs RANK 40 NODE 40 --> 5.05408621 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 132.87886 sigma in 40act. ( 145.229492 sig out 1act.) RANK 2 NODE 29 --> 108.114357 sigma in 40act. ( 88.0369263 sig out 1act.) RANK 3 NODE 27 --> 85.5559921 sigma in 40act. ( 79.8902283 sig out 1act.) RANK 4 NODE 21 --> 68.4753571 sigma in 40act. ( 71.7622299 sig out 1act.) RANK 5 NODE 12 --> 56.6127586 sigma in 40act. ( 45.7639503 sig out 1act.) RANK 6 NODE 37 --> 48.7595825 sigma in 40act. ( 34.6570435 sig out 1act.) RANK 7 NODE 1 --> 45.4351692 sigma in 40act. ( 35.7528648 sig out 1act.) RANK 8 NODE 33 --> 43.0442848 sigma in 40act. ( 37.3921318 sig out 1act.) RANK 9 NODE 14 --> 41.7283249 sigma in 40act. ( 30.8710747 sig out 1act.) RANK 10 NODE 11 --> 38.3824883 sigma in 40act. ( 32.140358 sig out 1act.) RANK 11 NODE 28 --> 34.6840363 sigma in 40act. ( 29.7092762 sig out 1act.) RANK 12 NODE 4 --> 34.3195915 sigma in 40act. ( 29.0797405 sig out 1act.) RANK 13 NODE 23 --> 34.0239029 sigma in 40act. ( 35.9550705 sig out 1act.) RANK 14 NODE 30 --> 33.54422 sigma in 40act. ( 25.4689503 sig out 1act.) RANK 15 NODE 17 --> 32.2645111 sigma in 40act. ( 34.4793434 sig out 1act.) RANK 16 NODE 2 --> 31.7026024 sigma in 40act. ( 23.0482082 sig out 1act.) RANK 17 NODE 26 --> 29.2357712 sigma in 40act. ( 24.070322 sig out 1act.) RANK 18 NODE 38 --> 27.8944263 sigma in 40act. ( 20.9492607 sig out 1act.) RANK 19 NODE 24 --> 25.6832047 sigma in 40act. ( 17.149786 sig out 1act.) RANK 20 NODE 34 --> 25.6137619 sigma in 40act. ( 17.5068893 sig out 1act.) RANK 21 NODE 40 --> 23.2174492 sigma in 40act. ( 17.4546661 sig out 1act.) RANK 22 NODE 25 --> 21.5368423 sigma in 40act. ( 21.920496 sig out 1act.) RANK 23 NODE 5 --> 20.0097523 sigma in 40act. ( 15.7615671 sig out 1act.) RANK 24 NODE 15 --> 19.8553867 sigma in 40act. ( 18.5164127 sig out 1act.) RANK 25 NODE 7 --> 18.8146515 sigma in 40act. ( 15.5005302 sig out 1act.) RANK 26 NODE 6 --> 17.3337193 sigma in 40act. ( 9.85986233 sig out 1act.) RANK 27 NODE 35 --> 15.5606861 sigma in 39act. ( 9.02482128 sig out 1act.) RANK 28 NODE 36 --> 14.2928591 sigma in 40act. ( 10.7372389 sig out 1act.) RANK 29 NODE 9 --> 14.260026 sigma in 40act. ( 9.93235588 sig out 1act.) RANK 30 NODE 31 --> 12.1765804 sigma in 40act. ( 9.11416817 sig out 1act.) RANK 31 NODE 20 --> 11.414032 sigma in 40act. ( 6.78472137 sig out 1act.) RANK 32 NODE 3 --> 11.1361589 sigma in 40act. ( 8.28033352 sig out 1act.) RANK 33 NODE 19 --> 10.8689775 sigma in 40act. ( 8.45026588 sig out 1act.) RANK 34 NODE 18 --> 10.8342724 sigma in 40act. ( 8.8907547 sig out 1act.) RANK 35 NODE 10 --> 10.134059 sigma in 40act. ( 4.9317894 sig out 1act.) RANK 36 NODE 16 --> 7.98762989 sigma in 40act. ( 4.08854532 sig out 1act.) RANK 37 NODE 22 --> 6.3065176 sigma in 40act. ( 2.33312011 sig out 1act.) RANK 38 NODE 32 --> 5.62196493 sigma in 40act. ( 1.91708755 sig out 1act.) RANK 39 NODE 8 --> 5.53354979 sigma in 40act. ( 0.182072446 sig out 1act.) RANK 40 NODE 39 --> 4.32099676 sigma in 40act. ( 0.380920023 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 145.229492 sigma out 1act.( 132.87886 sig in 40act.) RANK 2 NODE 29 --> 88.0369263 sigma out 1act.( 108.114357 sig in 40act.) RANK 3 NODE 27 --> 79.8902283 sigma out 1act.( 85.5559921 sig in 40act.) RANK 4 NODE 21 --> 71.7622299 sigma out 1act.( 68.4753571 sig in 40act.) RANK 5 NODE 12 --> 45.7639503 sigma out 1act.( 56.6127586 sig in 40act.) RANK 6 NODE 33 --> 37.3921318 sigma out 1act.( 43.0442848 sig in 40act.) RANK 7 NODE 23 --> 35.9550705 sigma out 1act.( 34.0239029 sig in 40act.) RANK 8 NODE 1 --> 35.7528648 sigma out 1act.( 45.4351692 sig in 40act.) RANK 9 NODE 37 --> 34.6570435 sigma out 1act.( 48.7595825 sig in 40act.) RANK 10 NODE 17 --> 34.4793434 sigma out 1act.( 32.2645111 sig in 40act.) RANK 11 NODE 11 --> 32.140358 sigma out 1act.( 38.3824883 sig in 40act.) RANK 12 NODE 14 --> 30.8710747 sigma out 1act.( 41.7283249 sig in 40act.) RANK 13 NODE 28 --> 29.7092762 sigma out 1act.( 34.6840363 sig in 40act.) RANK 14 NODE 4 --> 29.0797405 sigma out 1act.( 34.3195915 sig in 40act.) RANK 15 NODE 30 --> 25.4689503 sigma out 1act.( 33.54422 sig in 40act.) RANK 16 NODE 26 --> 24.070322 sigma out 1act.( 29.2357712 sig in 40act.) RANK 17 NODE 2 --> 23.0482082 sigma out 1act.( 31.7026024 sig in 40act.) RANK 18 NODE 25 --> 21.920496 sigma out 1act.( 21.5368423 sig in 40act.) RANK 19 NODE 38 --> 20.9492607 sigma out 1act.( 27.8944263 sig in 40act.) RANK 20 NODE 15 --> 18.5164127 sigma out 1act.( 19.8553867 sig in 40act.) RANK 21 NODE 34 --> 17.5068893 sigma out 1act.( 25.6137619 sig in 40act.) RANK 22 NODE 40 --> 17.4546661 sigma out 1act.( 23.2174492 sig in 40act.) RANK 23 NODE 24 --> 17.149786 sigma out 1act.( 25.6832047 sig in 40act.) RANK 24 NODE 5 --> 15.7615671 sigma out 1act.( 20.0097523 sig in 40act.) RANK 25 NODE 7 --> 15.5005302 sigma out 1act.( 18.8146515 sig in 40act.) RANK 26 NODE 36 --> 10.7372389 sigma out 1act.( 14.2928591 sig in 40act.) RANK 27 NODE 9 --> 9.93235588 sigma out 1act.( 14.260026 sig in 40act.) RANK 28 NODE 6 --> 9.85986233 sigma out 1act.( 17.3337193 sig in 40act.) RANK 29 NODE 31 --> 9.11416817 sigma out 1act.( 12.1765804 sig in 40act.) RANK 30 NODE 35 --> 9.02482128 sigma out 1act.( 15.5606861 sig in 39act.) RANK 31 NODE 18 --> 8.8907547 sigma out 1act.( 10.8342724 sig in 40act.) RANK 32 NODE 19 --> 8.45026588 sigma out 1act.( 10.8689775 sig in 40act.) RANK 33 NODE 3 --> 8.28033352 sigma out 1act.( 11.1361589 sig in 40act.) RANK 34 NODE 20 --> 6.78472137 sigma out 1act.( 11.414032 sig in 40act.) RANK 35 NODE 10 --> 4.9317894 sigma out 1act.( 10.134059 sig in 40act.) RANK 36 NODE 16 --> 4.08854532 sigma out 1act.( 7.98762989 sig in 40act.) RANK 37 NODE 22 --> 2.33312011 sigma out 1act.( 6.3065176 sig in 40act.) RANK 38 NODE 32 --> 1.91708755 sigma out 1act.( 5.62196493 sig in 40act.) RANK 39 NODE 39 --> 0.380920023 sigma out 1act.( 4.32099676 sig in 40act.) RANK 40 NODE 8 --> 0.182072446 sigma out 1act.( 5.53354979 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 240.30954 sigma in 40 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.644578159 *** contribution from regularisation: 0.00176819728 *** contribution from error: -0.646346331 *** contribution from DIAG: 0.000153404195 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.644623518 *** contribution from regularisation: 0.00174994022 *** contribution from error: -0.646373451 *** contribution from DIAG: 0.000170257525 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.644653976 *** contribution from regularisation: 0.00175203348 *** contribution from error: -0.646405995 *** contribution from DIAG: 0.000143593075 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.64469856 *** contribution from regularisation: 0.00174002035 *** contribution from error: -0.646438599 *** contribution from DIAG: 0.000146745384 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.644739032 *** contribution from regularisation: 0.0017292666 *** contribution from error: -0.646468282 *** contribution from DIAG: 0.000142006902 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.644780397 *** contribution from regularisation: 0.00171768479 *** contribution from error: -0.646498084 *** contribution from DIAG: 0.00012476166 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.644817829 *** contribution from regularisation: 0.00170794805 *** contribution from error: -0.6465258 *** contribution from DIAG: 0.000144767575 *********************************************** --------------------------------------------------- Iteration : 17 kill weight from layer 1 knot 32 to knot 14 *********************************************** *** Learn Path 17 *** loss function: -0.644849837 *** contribution from regularisation: 0.00170381111 *** contribution from error: -0.646553636 *** contribution from DIAG: 0.000144725331 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.644887388 *** contribution from regularisation: 0.00169535063 *** contribution from error: -0.646582723 *** contribution from DIAG: 0.00011657834 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.644917607 *** contribution from regularisation: 0.00169106817 *** contribution from error: -0.646608651 *** contribution from DIAG: 0.000156280192 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 203.943039 sigma out 40 active outputs RANK 2 NODE 6 --> 56.7337341 sigma out 40 active outputs RANK 3 NODE 2 --> 49.4269295 sigma out 40 active outputs RANK 4 NODE 3 --> 44.6747475 sigma out 40 active outputs RANK 5 NODE 4 --> 41.9191666 sigma out 40 active outputs RANK 6 NODE 10 --> 40.1517982 sigma out 40 active outputs RANK 7 NODE 9 --> 39.62603 sigma out 40 active outputs RANK 8 NODE 8 --> 30.3533325 sigma out 40 active outputs RANK 9 NODE 16 --> 29.2112541 sigma out 40 active outputs RANK 10 NODE 7 --> 28.3531322 sigma out 40 active outputs RANK 11 NODE 13 --> 27.8548298 sigma out 40 active outputs RANK 12 NODE 5 --> 26.9751682 sigma out 40 active outputs RANK 13 NODE 14 --> 25.9371185 sigma out 40 active outputs RANK 14 NODE 11 --> 25.3486557 sigma out 40 active outputs RANK 15 NODE 15 --> 25.1237278 sigma out 40 active outputs RANK 16 NODE 20 --> 24.6190662 sigma out 40 active outputs RANK 17 NODE 12 --> 23.9838181 sigma out 40 active outputs RANK 18 NODE 26 --> 21.4592838 sigma out 39 active outputs RANK 19 NODE 19 --> 20.3629131 sigma out 40 active outputs RANK 20 NODE 17 --> 19.6184254 sigma out 40 active outputs RANK 21 NODE 37 --> 18.1817589 sigma out 40 active outputs RANK 22 NODE 21 --> 18.001339 sigma out 40 active outputs RANK 23 NODE 18 --> 17.7082653 sigma out 40 active outputs RANK 24 NODE 22 --> 17.3195286 sigma out 40 active outputs RANK 25 NODE 30 --> 15.2540817 sigma out 40 active outputs RANK 26 NODE 25 --> 14.6661568 sigma out 40 active outputs RANK 27 NODE 24 --> 14.0399637 sigma out 40 active outputs RANK 28 NODE 32 --> 13.1354198 sigma out 39 active outputs RANK 29 NODE 23 --> 12.9595528 sigma out 40 active outputs RANK 30 NODE 36 --> 12.515707 sigma out 40 active outputs RANK 31 NODE 38 --> 12.1938934 sigma out 40 active outputs RANK 32 NODE 33 --> 11.9692583 sigma out 40 active outputs RANK 33 NODE 29 --> 10.8223658 sigma out 40 active outputs RANK 34 NODE 28 --> 10.6291561 sigma out 40 active outputs RANK 35 NODE 31 --> 10.4793377 sigma out 40 active outputs RANK 36 NODE 35 --> 10.0531588 sigma out 40 active outputs RANK 37 NODE 39 --> 9.36342621 sigma out 40 active outputs RANK 38 NODE 27 --> 8.99248409 sigma out 40 active outputs RANK 39 NODE 34 --> 8.90151024 sigma out 40 active outputs RANK 40 NODE 40 --> 4.5777936 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 133.755722 sigma in 40act. ( 143.724472 sig out 1act.) RANK 2 NODE 29 --> 107.215195 sigma in 40act. ( 88.7373199 sig out 1act.) RANK 3 NODE 27 --> 83.9102936 sigma in 40act. ( 80.4049759 sig out 1act.) RANK 4 NODE 21 --> 66.6600952 sigma in 40act. ( 70.585968 sig out 1act.) RANK 5 NODE 12 --> 54.2053452 sigma in 40act. ( 43.9052086 sig out 1act.) RANK 6 NODE 37 --> 48.1255875 sigma in 40act. ( 33.9391136 sig out 1act.) RANK 7 NODE 1 --> 44.4693146 sigma in 40act. ( 35.0440521 sig out 1act.) RANK 8 NODE 33 --> 42.7771416 sigma in 40act. ( 38.2361336 sig out 1act.) RANK 9 NODE 14 --> 40.3500824 sigma in 39act. ( 30.5635338 sig out 1act.) RANK 10 NODE 11 --> 37.9899521 sigma in 40act. ( 32.7233696 sig out 1act.) RANK 11 NODE 23 --> 35.707058 sigma in 40act. ( 39.5146675 sig out 1act.) RANK 12 NODE 4 --> 34.6742325 sigma in 40act. ( 31.7577877 sig out 1act.) RANK 13 NODE 30 --> 34.2481689 sigma in 40act. ( 26.6970406 sig out 1act.) RANK 14 NODE 28 --> 33.6467514 sigma in 40act. ( 29.4579659 sig out 1act.) RANK 15 NODE 17 --> 31.8244076 sigma in 40act. ( 33.9573174 sig out 1act.) RANK 16 NODE 26 --> 30.0545559 sigma in 40act. ( 24.9813385 sig out 1act.) RANK 17 NODE 2 --> 29.6301422 sigma in 40act. ( 21.8304043 sig out 1act.) RANK 18 NODE 38 --> 26.8033142 sigma in 40act. ( 20.6353111 sig out 1act.) RANK 19 NODE 24 --> 25.2117004 sigma in 40act. ( 17.3925114 sig out 1act.) RANK 20 NODE 34 --> 23.8064117 sigma in 40act. ( 18.3491344 sig out 1act.) RANK 21 NODE 40 --> 21.7416191 sigma in 40act. ( 16.9518242 sig out 1act.) RANK 22 NODE 25 --> 21.5971413 sigma in 40act. ( 21.9253159 sig out 1act.) RANK 23 NODE 15 --> 20.5634766 sigma in 40act. ( 19.3235703 sig out 1act.) RANK 24 NODE 35 --> 18.4682312 sigma in 39act. ( 13.2279501 sig out 1act.) RANK 25 NODE 5 --> 18.246521 sigma in 40act. ( 14.8836193 sig out 1act.) RANK 26 NODE 7 --> 17.0295143 sigma in 40act. ( 15.5091648 sig out 1act.) RANK 27 NODE 6 --> 15.1156549 sigma in 40act. ( 9.64666843 sig out 1act.) RANK 28 NODE 9 --> 13.4872284 sigma in 40act. ( 9.39799881 sig out 1act.) RANK 29 NODE 36 --> 12.922719 sigma in 40act. ( 10.3159504 sig out 1act.) RANK 30 NODE 31 --> 11.4213963 sigma in 40act. ( 9.66204166 sig out 1act.) RANK 31 NODE 3 --> 10.4271336 sigma in 40act. ( 9.10763264 sig out 1act.) RANK 32 NODE 19 --> 10.2607689 sigma in 40act. ( 7.98984766 sig out 1act.) RANK 33 NODE 20 --> 9.71960258 sigma in 40act. ( 6.28449106 sig out 1act.) RANK 34 NODE 18 --> 9.69485855 sigma in 40act. ( 8.47630692 sig out 1act.) RANK 35 NODE 10 --> 7.47439194 sigma in 40act. ( 4.25954437 sig out 1act.) RANK 36 NODE 16 --> 5.84226799 sigma in 40act. ( 3.64390874 sig out 1act.) RANK 37 NODE 22 --> 4.21970081 sigma in 40act. ( 1.85323489 sig out 1act.) RANK 38 NODE 32 --> 3.51486421 sigma in 40act. ( 1.39463615 sig out 1act.) RANK 39 NODE 8 --> 3.043823 sigma in 40act. ( 0.0771146119 sig out 1act.) RANK 40 NODE 39 --> 2.36792183 sigma in 40act. ( 0.143484205 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 143.724472 sigma out 1act.( 133.755722 sig in 40act.) RANK 2 NODE 29 --> 88.7373199 sigma out 1act.( 107.215195 sig in 40act.) RANK 3 NODE 27 --> 80.4049759 sigma out 1act.( 83.9102936 sig in 40act.) RANK 4 NODE 21 --> 70.585968 sigma out 1act.( 66.6600952 sig in 40act.) RANK 5 NODE 12 --> 43.9052086 sigma out 1act.( 54.2053452 sig in 40act.) RANK 6 NODE 23 --> 39.5146675 sigma out 1act.( 35.707058 sig in 40act.) RANK 7 NODE 33 --> 38.2361336 sigma out 1act.( 42.7771416 sig in 40act.) RANK 8 NODE 1 --> 35.0440521 sigma out 1act.( 44.4693146 sig in 40act.) RANK 9 NODE 17 --> 33.9573174 sigma out 1act.( 31.8244076 sig in 40act.) RANK 10 NODE 37 --> 33.9391136 sigma out 1act.( 48.1255875 sig in 40act.) RANK 11 NODE 11 --> 32.7233696 sigma out 1act.( 37.9899521 sig in 40act.) RANK 12 NODE 4 --> 31.7577877 sigma out 1act.( 34.6742325 sig in 40act.) RANK 13 NODE 14 --> 30.5635338 sigma out 1act.( 40.3500824 sig in 39act.) RANK 14 NODE 28 --> 29.4579659 sigma out 1act.( 33.6467514 sig in 40act.) RANK 15 NODE 30 --> 26.6970406 sigma out 1act.( 34.2481689 sig in 40act.) RANK 16 NODE 26 --> 24.9813385 sigma out 1act.( 30.0545559 sig in 40act.) RANK 17 NODE 25 --> 21.9253159 sigma out 1act.( 21.5971413 sig in 40act.) RANK 18 NODE 2 --> 21.8304043 sigma out 1act.( 29.6301422 sig in 40act.) RANK 19 NODE 38 --> 20.6353111 sigma out 1act.( 26.8033142 sig in 40act.) RANK 20 NODE 15 --> 19.3235703 sigma out 1act.( 20.5634766 sig in 40act.) RANK 21 NODE 34 --> 18.3491344 sigma out 1act.( 23.8064117 sig in 40act.) RANK 22 NODE 24 --> 17.3925114 sigma out 1act.( 25.2117004 sig in 40act.) RANK 23 NODE 40 --> 16.9518242 sigma out 1act.( 21.7416191 sig in 40act.) RANK 24 NODE 7 --> 15.5091648 sigma out 1act.( 17.0295143 sig in 40act.) RANK 25 NODE 5 --> 14.8836193 sigma out 1act.( 18.246521 sig in 40act.) RANK 26 NODE 35 --> 13.2279501 sigma out 1act.( 18.4682312 sig in 39act.) RANK 27 NODE 36 --> 10.3159504 sigma out 1act.( 12.922719 sig in 40act.) RANK 28 NODE 31 --> 9.66204166 sigma out 1act.( 11.4213963 sig in 40act.) RANK 29 NODE 6 --> 9.64666843 sigma out 1act.( 15.1156549 sig in 40act.) RANK 30 NODE 9 --> 9.39799881 sigma out 1act.( 13.4872284 sig in 40act.) RANK 31 NODE 3 --> 9.10763264 sigma out 1act.( 10.4271336 sig in 40act.) RANK 32 NODE 18 --> 8.47630692 sigma out 1act.( 9.69485855 sig in 40act.) RANK 33 NODE 19 --> 7.98984766 sigma out 1act.( 10.2607689 sig in 40act.) RANK 34 NODE 20 --> 6.28449106 sigma out 1act.( 9.71960258 sig in 40act.) RANK 35 NODE 10 --> 4.25954437 sigma out 1act.( 7.47439194 sig in 40act.) RANK 36 NODE 16 --> 3.64390874 sigma out 1act.( 5.84226799 sig in 40act.) RANK 37 NODE 22 --> 1.85323489 sigma out 1act.( 4.21970081 sig in 40act.) RANK 38 NODE 32 --> 1.39463615 sigma out 1act.( 3.51486421 sig in 40act.) RANK 39 NODE 39 --> 0.143484205 sigma out 1act.( 2.36792183 sig in 40act.) RANK 40 NODE 8 --> 0.0771146119 sigma out 1act.( 3.043823 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 240.159897 sigma in 40 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.644944787 *** contribution from regularisation: 0.00169429544 *** contribution from error: -0.646639109 *** contribution from DIAG: 0.000144458318 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.644986868 *** contribution from regularisation: 0.00167946809 *** contribution from error: -0.646666348 *** contribution from DIAG: 0.000126066341 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.645020962 *** contribution from regularisation: 0.00167306256 *** contribution from error: -0.646694005 *** contribution from DIAG: 0.000123610851 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.645035625 *** contribution from regularisation: 0.00168341165 *** contribution from error: -0.646719038 *** contribution from DIAG: 0.000133073001 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.645060658 *** contribution from regularisation: 0.00167751673 *** contribution from error: -0.646738172 *** contribution from DIAG: 0.000117906551 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.645077646 *** contribution from regularisation: 0.00167634839 *** contribution from error: -0.646753967 *** contribution from DIAG: 0.000129279433 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.645090699 *** contribution from regularisation: 0.0016769378 *** contribution from error: -0.646767616 *** contribution from DIAG: 0.000115717383 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.645108581 *** contribution from regularisation: 0.00167053274 *** contribution from error: -0.64677912 *** contribution from DIAG: 0.000117167518 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.645114243 *** contribution from regularisation: 0.00167656492 *** contribution from error: -0.646790802 *** contribution from DIAG: 0.000130854824 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.645131052 *** contribution from regularisation: 0.00166988419 *** contribution from error: -0.646800935 *** contribution from DIAG: 0.000111157038 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 204.070221 sigma out 40 active outputs RANK 2 NODE 6 --> 56.9663467 sigma out 40 active outputs RANK 3 NODE 2 --> 49.7870255 sigma out 40 active outputs RANK 4 NODE 3 --> 44.7470322 sigma out 40 active outputs RANK 5 NODE 4 --> 43.5004807 sigma out 40 active outputs RANK 6 NODE 9 --> 40.8341331 sigma out 40 active outputs RANK 7 NODE 10 --> 40.6312943 sigma out 40 active outputs RANK 8 NODE 8 --> 30.01017 sigma out 40 active outputs RANK 9 NODE 5 --> 29.5726318 sigma out 40 active outputs RANK 10 NODE 7 --> 28.8105164 sigma out 40 active outputs RANK 11 NODE 16 --> 28.474472 sigma out 40 active outputs RANK 12 NODE 13 --> 27.852684 sigma out 40 active outputs RANK 13 NODE 14 --> 25.8246784 sigma out 40 active outputs RANK 14 NODE 11 --> 25.5401173 sigma out 40 active outputs RANK 15 NODE 15 --> 25.0322552 sigma out 40 active outputs RANK 16 NODE 20 --> 23.7326298 sigma out 40 active outputs RANK 17 NODE 12 --> 23.1882248 sigma out 40 active outputs RANK 18 NODE 26 --> 21.2102814 sigma out 39 active outputs RANK 19 NODE 19 --> 19.934185 sigma out 40 active outputs RANK 20 NODE 17 --> 19.1124477 sigma out 40 active outputs RANK 21 NODE 37 --> 18.5738068 sigma out 40 active outputs RANK 22 NODE 21 --> 17.369463 sigma out 40 active outputs RANK 23 NODE 18 --> 16.886385 sigma out 40 active outputs RANK 24 NODE 22 --> 16.418251 sigma out 40 active outputs RANK 25 NODE 25 --> 14.2419882 sigma out 40 active outputs RANK 26 NODE 30 --> 14.1370096 sigma out 40 active outputs RANK 27 NODE 24 --> 12.9887314 sigma out 40 active outputs RANK 28 NODE 38 --> 12.9537134 sigma out 40 active outputs RANK 29 NODE 36 --> 12.8306475 sigma out 40 active outputs RANK 30 NODE 32 --> 12.5078182 sigma out 39 active outputs RANK 31 NODE 23 --> 11.993001 sigma out 40 active outputs RANK 32 NODE 33 --> 11.8436537 sigma out 40 active outputs RANK 33 NODE 29 --> 10.3227873 sigma out 40 active outputs RANK 34 NODE 28 --> 10.1403341 sigma out 40 active outputs RANK 35 NODE 31 --> 9.63861942 sigma out 40 active outputs RANK 36 NODE 35 --> 9.52636051 sigma out 40 active outputs RANK 37 NODE 39 --> 9.36748028 sigma out 40 active outputs RANK 38 NODE 27 --> 8.35042095 sigma out 40 active outputs RANK 39 NODE 34 --> 7.9311738 sigma out 40 active outputs RANK 40 NODE 40 --> 4.37930822 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 134.65094 sigma in 40act. ( 143.831497 sig out 1act.) RANK 2 NODE 29 --> 106.878754 sigma in 40act. ( 90.2187119 sig out 1act.) RANK 3 NODE 27 --> 83.4542618 sigma in 40act. ( 81.8529434 sig out 1act.) RANK 4 NODE 21 --> 66.3756027 sigma in 40act. ( 70.3624573 sig out 1act.) RANK 5 NODE 12 --> 53.4273148 sigma in 40act. ( 43.7366982 sig out 1act.) RANK 6 NODE 37 --> 47.8105354 sigma in 40act. ( 34.1067276 sig out 1act.) RANK 7 NODE 1 --> 44.3472214 sigma in 40act. ( 35.5356331 sig out 1act.) RANK 8 NODE 33 --> 43.2244072 sigma in 40act. ( 38.6877632 sig out 1act.) RANK 9 NODE 14 --> 39.8498268 sigma in 39act. ( 30.6993675 sig out 1act.) RANK 10 NODE 11 --> 38.928688 sigma in 40act. ( 35.198143 sig out 1act.) RANK 11 NODE 23 --> 36.7072105 sigma in 40act. ( 41.6444283 sig out 1act.) RANK 12 NODE 30 --> 35.9863243 sigma in 40act. ( 28.9615402 sig out 1act.) RANK 13 NODE 4 --> 35.1804276 sigma in 40act. ( 33.5449562 sig out 1act.) RANK 14 NODE 28 --> 33.1394081 sigma in 40act. ( 29.9079075 sig out 1act.) RANK 15 NODE 17 --> 32.0051041 sigma in 40act. ( 33.9192162 sig out 1act.) RANK 16 NODE 26 --> 30.5963058 sigma in 40act. ( 25.873188 sig out 1act.) RANK 17 NODE 2 --> 28.9726906 sigma in 40act. ( 21.8928928 sig out 1act.) RANK 18 NODE 38 --> 26.4642181 sigma in 40act. ( 21.2397785 sig out 1act.) RANK 19 NODE 24 --> 25.2058983 sigma in 40act. ( 17.9689693 sig out 1act.) RANK 20 NODE 34 --> 22.9850559 sigma in 40act. ( 19.4766636 sig out 1act.) RANK 21 NODE 25 --> 21.7908001 sigma in 40act. ( 22.3561058 sig out 1act.) RANK 22 NODE 35 --> 21.7626762 sigma in 39act. ( 17.71702 sig out 1act.) RANK 23 NODE 40 --> 21.3228512 sigma in 40act. ( 17.0441952 sig out 1act.) RANK 24 NODE 15 --> 20.9526176 sigma in 40act. ( 20.0045261 sig out 1act.) RANK 25 NODE 5 --> 17.5937386 sigma in 40act. ( 14.6063156 sig out 1act.) RANK 26 NODE 7 --> 16.4853287 sigma in 40act. ( 15.8574038 sig out 1act.) RANK 27 NODE 6 --> 14.2806816 sigma in 40act. ( 9.90535069 sig out 1act.) RANK 28 NODE 9 --> 13.2854929 sigma in 40act. ( 9.4833765 sig out 1act.) RANK 29 NODE 36 --> 12.4762278 sigma in 40act. ( 10.5758123 sig out 1act.) RANK 30 NODE 31 --> 11.2219486 sigma in 40act. ( 9.99753857 sig out 1act.) RANK 31 NODE 3 --> 10.3091717 sigma in 40act. ( 9.63802242 sig out 1act.) RANK 32 NODE 19 --> 10.2504759 sigma in 40act. ( 8.12536335 sig out 1act.) RANK 33 NODE 18 --> 9.43602848 sigma in 40act. ( 8.53643227 sig out 1act.) RANK 34 NODE 20 --> 9.07821846 sigma in 40act. ( 6.24607992 sig out 1act.) RANK 35 NODE 10 --> 6.59346199 sigma in 40act. ( 4.14747667 sig out 1act.) RANK 36 NODE 16 --> 5.06884575 sigma in 40act. ( 3.42853284 sig out 1act.) RANK 37 NODE 22 --> 3.49717593 sigma in 40act. ( 1.74832201 sig out 1act.) RANK 38 NODE 32 --> 2.81723642 sigma in 40act. ( 1.26486361 sig out 1act.) RANK 39 NODE 8 --> 2.23251009 sigma in 40act. ( 0.183506832 sig out 1act.) RANK 40 NODE 39 --> 1.74275184 sigma in 40act. ( 0.168150485 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 143.831497 sigma out 1act.( 134.65094 sig in 40act.) RANK 2 NODE 29 --> 90.2187119 sigma out 1act.( 106.878754 sig in 40act.) RANK 3 NODE 27 --> 81.8529434 sigma out 1act.( 83.4542618 sig in 40act.) RANK 4 NODE 21 --> 70.3624573 sigma out 1act.( 66.3756027 sig in 40act.) RANK 5 NODE 12 --> 43.7366982 sigma out 1act.( 53.4273148 sig in 40act.) RANK 6 NODE 23 --> 41.6444283 sigma out 1act.( 36.7072105 sig in 40act.) RANK 7 NODE 33 --> 38.6877632 sigma out 1act.( 43.2244072 sig in 40act.) RANK 8 NODE 1 --> 35.5356331 sigma out 1act.( 44.3472214 sig in 40act.) RANK 9 NODE 11 --> 35.198143 sigma out 1act.( 38.928688 sig in 40act.) RANK 10 NODE 37 --> 34.1067276 sigma out 1act.( 47.8105354 sig in 40act.) RANK 11 NODE 17 --> 33.9192162 sigma out 1act.( 32.0051041 sig in 40act.) RANK 12 NODE 4 --> 33.5449562 sigma out 1act.( 35.1804276 sig in 40act.) RANK 13 NODE 14 --> 30.6993675 sigma out 1act.( 39.8498268 sig in 39act.) RANK 14 NODE 28 --> 29.9079075 sigma out 1act.( 33.1394081 sig in 40act.) RANK 15 NODE 30 --> 28.9615402 sigma out 1act.( 35.9863243 sig in 40act.) RANK 16 NODE 26 --> 25.873188 sigma out 1act.( 30.5963058 sig in 40act.) RANK 17 NODE 25 --> 22.3561058 sigma out 1act.( 21.7908001 sig in 40act.) RANK 18 NODE 2 --> 21.8928928 sigma out 1act.( 28.9726906 sig in 40act.) RANK 19 NODE 38 --> 21.2397785 sigma out 1act.( 26.4642181 sig in 40act.) RANK 20 NODE 15 --> 20.0045261 sigma out 1act.( 20.9526176 sig in 40act.) RANK 21 NODE 34 --> 19.4766636 sigma out 1act.( 22.9850559 sig in 40act.) RANK 22 NODE 24 --> 17.9689693 sigma out 1act.( 25.2058983 sig in 40act.) RANK 23 NODE 35 --> 17.71702 sigma out 1act.( 21.7626762 sig in 39act.) RANK 24 NODE 40 --> 17.0441952 sigma out 1act.( 21.3228512 sig in 40act.) RANK 25 NODE 7 --> 15.8574038 sigma out 1act.( 16.4853287 sig in 40act.) RANK 26 NODE 5 --> 14.6063156 sigma out 1act.( 17.5937386 sig in 40act.) RANK 27 NODE 36 --> 10.5758123 sigma out 1act.( 12.4762278 sig in 40act.) RANK 28 NODE 31 --> 9.99753857 sigma out 1act.( 11.2219486 sig in 40act.) RANK 29 NODE 6 --> 9.90535069 sigma out 1act.( 14.2806816 sig in 40act.) RANK 30 NODE 3 --> 9.63802242 sigma out 1act.( 10.3091717 sig in 40act.) RANK 31 NODE 9 --> 9.4833765 sigma out 1act.( 13.2854929 sig in 40act.) RANK 32 NODE 18 --> 8.53643227 sigma out 1act.( 9.43602848 sig in 40act.) RANK 33 NODE 19 --> 8.12536335 sigma out 1act.( 10.2504759 sig in 40act.) RANK 34 NODE 20 --> 6.24607992 sigma out 1act.( 9.07821846 sig in 40act.) RANK 35 NODE 10 --> 4.14747667 sigma out 1act.( 6.59346199 sig in 40act.) RANK 36 NODE 16 --> 3.42853284 sigma out 1act.( 5.06884575 sig in 40act.) RANK 37 NODE 22 --> 1.74832201 sigma out 1act.( 3.49717593 sig in 40act.) RANK 38 NODE 32 --> 1.26486361 sigma out 1act.( 2.81723642 sig in 40act.) RANK 39 NODE 8 --> 0.183506832 sigma out 1act.( 2.23251009 sig in 40act.) RANK 40 NODE 39 --> 0.168150485 sigma out 1act.( 1.74275184 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 243.33847 sigma in 40 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.645134389 *** contribution from regularisation: 0.00167547667 *** contribution from error: -0.646809876 *** contribution from DIAG: 0.000128041516 *********************************************** --------------------------------------------------- Iteration : 31 kill weight from layer 1 knot 25 to knot 28 *********************************************** *** Learn Path 31 *** loss function: -0.645146191 *** contribution from regularisation: 0.00167302683 *** contribution from error: -0.646819234 *** contribution from DIAG: 0.000118376622 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.645160556 *** contribution from regularisation: 0.0016672269 *** contribution from error: -0.646827757 *** contribution from DIAG: 0.000116602758 *********************************************** --------------------------------------------------- Iteration : 33 kill weight from layer 1 knot 21 to knot 18 *********************************************** *** Learn Path 33 *** loss function: -0.645172954 *** contribution from regularisation: 0.00166271464 *** contribution from error: -0.646835685 *** contribution from DIAG: 0.00011225661 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.645179749 *** contribution from regularisation: 0.00166460045 *** contribution from error: -0.646844327 *** contribution from DIAG: 0.000115327464 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.645185053 *** contribution from regularisation: 0.00166643958 *** contribution from error: -0.64685148 *** contribution from DIAG: 0.000115529801 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.645192862 *** contribution from regularisation: 0.0016652497 *** contribution from error: -0.646858096 *** contribution from DIAG: 0.000118037584 *********************************************** --------------------------------------------------- Iteration : 37 kill weight from layer 1 knot 10 to knot 32 kill weight from layer 1 knot 30 to knot 36 *********************************************** *** Learn Path 37 *** loss function: -0.645200491 *** contribution from regularisation: 0.00166498008 *** contribution from error: -0.646865487 *** contribution from DIAG: 0.000111764399 *********************************************** --------------------------------------------------- Iteration : 38 kill weight from layer 1 knot 34 to knot 34 *********************************************** *** Learn Path 38 *** loss function: -0.645218909 *** contribution from regularisation: 0.00165319431 *** contribution from error: -0.646872103 *** contribution from DIAG: 0.000121285084 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.645221293 *** contribution from regularisation: 0.00165822438 *** contribution from error: -0.646879494 *** contribution from DIAG: 0.000122289101 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 203.481369 sigma out 40 active outputs RANK 2 NODE 6 --> 57.1784058 sigma out 40 active outputs RANK 3 NODE 2 --> 49.4343872 sigma out 40 active outputs RANK 4 NODE 3 --> 45.2242126 sigma out 40 active outputs RANK 5 NODE 4 --> 43.368103 sigma out 40 active outputs RANK 6 NODE 10 --> 40.7139244 sigma out 39 active outputs RANK 7 NODE 9 --> 39.7246399 sigma out 40 active outputs RANK 8 NODE 5 --> 31.2606449 sigma out 40 active outputs RANK 9 NODE 8 --> 30.3541813 sigma out 40 active outputs RANK 10 NODE 7 --> 28.6889172 sigma out 40 active outputs RANK 11 NODE 13 --> 28.2798843 sigma out 40 active outputs RANK 12 NODE 16 --> 28.2436161 sigma out 40 active outputs RANK 13 NODE 14 --> 26.157835 sigma out 40 active outputs RANK 14 NODE 15 --> 25.4333897 sigma out 40 active outputs RANK 15 NODE 11 --> 25.1694469 sigma out 40 active outputs RANK 16 NODE 20 --> 23.7219524 sigma out 40 active outputs RANK 17 NODE 12 --> 22.8724899 sigma out 40 active outputs RANK 18 NODE 26 --> 21.2941055 sigma out 39 active outputs RANK 19 NODE 19 --> 19.4830151 sigma out 40 active outputs RANK 20 NODE 37 --> 19.0488682 sigma out 40 active outputs RANK 21 NODE 17 --> 18.5602474 sigma out 40 active outputs RANK 22 NODE 21 --> 17.2466049 sigma out 39 active outputs RANK 23 NODE 18 --> 16.8825626 sigma out 40 active outputs RANK 24 NODE 22 --> 15.6560068 sigma out 40 active outputs RANK 25 NODE 25 --> 13.8956671 sigma out 39 active outputs RANK 26 NODE 30 --> 13.5678558 sigma out 39 active outputs RANK 27 NODE 38 --> 13.2132273 sigma out 40 active outputs RANK 28 NODE 36 --> 13.0105371 sigma out 40 active outputs RANK 29 NODE 24 --> 12.5413752 sigma out 40 active outputs RANK 30 NODE 32 --> 12.1503344 sigma out 39 active outputs RANK 31 NODE 23 --> 11.6921148 sigma out 40 active outputs RANK 32 NODE 33 --> 11.6407928 sigma out 40 active outputs RANK 33 NODE 29 --> 10.235199 sigma out 40 active outputs RANK 34 NODE 28 --> 9.90960407 sigma out 40 active outputs RANK 35 NODE 39 --> 9.54441929 sigma out 40 active outputs RANK 36 NODE 35 --> 9.15232944 sigma out 40 active outputs RANK 37 NODE 31 --> 9.10848045 sigma out 40 active outputs RANK 38 NODE 27 --> 8.11919022 sigma out 40 active outputs RANK 39 NODE 34 --> 7.42400742 sigma out 39 active outputs RANK 40 NODE 40 --> 4.11076307 sigma out 40 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 134.698395 sigma in 40act. ( 142.787689 sig out 1act.) RANK 2 NODE 29 --> 106.670181 sigma in 40act. ( 89.9053802 sig out 1act.) RANK 3 NODE 27 --> 82.7982025 sigma in 40act. ( 82.0221558 sig out 1act.) RANK 4 NODE 21 --> 65.6864319 sigma in 40act. ( 70.3357315 sig out 1act.) RANK 5 NODE 12 --> 52.6616249 sigma in 40act. ( 43.3427277 sig out 1act.) RANK 6 NODE 37 --> 47.6054153 sigma in 40act. ( 33.9678764 sig out 1act.) RANK 7 NODE 1 --> 43.8435326 sigma in 40act. ( 35.2976723 sig out 1act.) RANK 8 NODE 33 --> 43.4004326 sigma in 40act. ( 38.5621986 sig out 1act.) RANK 9 NODE 14 --> 39.7055168 sigma in 39act. ( 30.6220779 sig out 1act.) RANK 10 NODE 11 --> 39.4286957 sigma in 40act. ( 36.5170097 sig out 1act.) RANK 11 NODE 23 --> 37.0081596 sigma in 40act. ( 42.3333206 sig out 1act.) RANK 12 NODE 30 --> 36.7678909 sigma in 40act. ( 30.187624 sig out 1act.) RANK 13 NODE 4 --> 35.3393402 sigma in 40act. ( 33.9669952 sig out 1act.) RANK 14 NODE 28 --> 32.9053726 sigma in 39act. ( 29.8375225 sig out 1act.) RANK 15 NODE 17 --> 31.6591187 sigma in 40act. ( 33.8364716 sig out 1act.) RANK 16 NODE 26 --> 30.8976231 sigma in 40act. ( 25.6600323 sig out 1act.) RANK 17 NODE 2 --> 28.4329624 sigma in 40act. ( 21.8297367 sig out 1act.) RANK 18 NODE 38 --> 26.3658085 sigma in 40act. ( 21.1484909 sig out 1act.) RANK 19 NODE 24 --> 25.1032963 sigma in 40act. ( 17.8776073 sig out 1act.) RANK 20 NODE 35 --> 23.3810921 sigma in 39act. ( 19.8851357 sig out 1act.) RANK 21 NODE 34 --> 22.7226887 sigma in 39act. ( 19.7260036 sig out 1act.) RANK 22 NODE 25 --> 21.8799725 sigma in 40act. ( 22.1755581 sig out 1act.) RANK 23 NODE 15 --> 21.2527103 sigma in 40act. ( 19.9258499 sig out 1act.) RANK 24 NODE 40 --> 21.1036167 sigma in 40act. ( 17.005497 sig out 1act.) RANK 25 NODE 5 --> 17.2415981 sigma in 40act. ( 14.3175364 sig out 1act.) RANK 26 NODE 7 --> 16.1943111 sigma in 40act. ( 16.0571709 sig out 1act.) RANK 27 NODE 6 --> 13.9287577 sigma in 40act. ( 9.96340084 sig out 1act.) RANK 28 NODE 9 --> 13.2089224 sigma in 40act. ( 9.44362831 sig out 1act.) RANK 29 NODE 36 --> 12.3227301 sigma in 39act. ( 10.4482088 sig out 1act.) RANK 30 NODE 31 --> 11.1208944 sigma in 40act. ( 10.1185007 sig out 1act.) RANK 31 NODE 3 --> 10.2637777 sigma in 40act. ( 9.82525635 sig out 1act.) RANK 32 NODE 19 --> 10.1865149 sigma in 40act. ( 8.0796423 sig out 1act.) RANK 33 NODE 18 --> 9.33662605 sigma in 39act. ( 8.56035423 sig out 1act.) RANK 34 NODE 20 --> 8.81148624 sigma in 40act. ( 6.15345144 sig out 1act.) RANK 35 NODE 10 --> 6.23506308 sigma in 40act. ( 4.10679245 sig out 1act.) RANK 36 NODE 16 --> 4.7543869 sigma in 40act. ( 3.30515575 sig out 1act.) RANK 37 NODE 22 --> 3.26386595 sigma in 40act. ( 1.74481773 sig out 1act.) RANK 38 NODE 32 --> 2.57261801 sigma in 39act. ( 1.24281216 sig out 1act.) RANK 39 NODE 8 --> 1.95370734 sigma in 40act. ( 0.21658057 sig out 1act.) RANK 40 NODE 39 --> 1.52468181 sigma in 40act. ( 0.181246653 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 142.787689 sigma out 1act.( 134.698395 sig in 40act.) RANK 2 NODE 29 --> 89.9053802 sigma out 1act.( 106.670181 sig in 40act.) RANK 3 NODE 27 --> 82.0221558 sigma out 1act.( 82.7982025 sig in 40act.) RANK 4 NODE 21 --> 70.3357315 sigma out 1act.( 65.6864319 sig in 40act.) RANK 5 NODE 12 --> 43.3427277 sigma out 1act.( 52.6616249 sig in 40act.) RANK 6 NODE 23 --> 42.3333206 sigma out 1act.( 37.0081596 sig in 40act.) RANK 7 NODE 33 --> 38.5621986 sigma out 1act.( 43.4004326 sig in 40act.) RANK 8 NODE 11 --> 36.5170097 sigma out 1act.( 39.4286957 sig in 40act.) RANK 9 NODE 1 --> 35.2976723 sigma out 1act.( 43.8435326 sig in 40act.) RANK 10 NODE 37 --> 33.9678764 sigma out 1act.( 47.6054153 sig in 40act.) RANK 11 NODE 4 --> 33.9669952 sigma out 1act.( 35.3393402 sig in 40act.) RANK 12 NODE 17 --> 33.8364716 sigma out 1act.( 31.6591187 sig in 40act.) RANK 13 NODE 14 --> 30.6220779 sigma out 1act.( 39.7055168 sig in 39act.) RANK 14 NODE 30 --> 30.187624 sigma out 1act.( 36.7678909 sig in 40act.) RANK 15 NODE 28 --> 29.8375225 sigma out 1act.( 32.9053726 sig in 39act.) RANK 16 NODE 26 --> 25.6600323 sigma out 1act.( 30.8976231 sig in 40act.) RANK 17 NODE 25 --> 22.1755581 sigma out 1act.( 21.8799725 sig in 40act.) RANK 18 NODE 2 --> 21.8297367 sigma out 1act.( 28.4329624 sig in 40act.) RANK 19 NODE 38 --> 21.1484909 sigma out 1act.( 26.3658085 sig in 40act.) RANK 20 NODE 15 --> 19.9258499 sigma out 1act.( 21.2527103 sig in 40act.) RANK 21 NODE 35 --> 19.8851357 sigma out 1act.( 23.3810921 sig in 39act.) RANK 22 NODE 34 --> 19.7260036 sigma out 1act.( 22.7226887 sig in 39act.) RANK 23 NODE 24 --> 17.8776073 sigma out 1act.( 25.1032963 sig in 40act.) RANK 24 NODE 40 --> 17.005497 sigma out 1act.( 21.1036167 sig in 40act.) RANK 25 NODE 7 --> 16.0571709 sigma out 1act.( 16.1943111 sig in 40act.) RANK 26 NODE 5 --> 14.3175364 sigma out 1act.( 17.2415981 sig in 40act.) RANK 27 NODE 36 --> 10.4482088 sigma out 1act.( 12.3227301 sig in 39act.) RANK 28 NODE 31 --> 10.1185007 sigma out 1act.( 11.1208944 sig in 40act.) RANK 29 NODE 6 --> 9.96340084 sigma out 1act.( 13.9287577 sig in 40act.) RANK 30 NODE 3 --> 9.82525635 sigma out 1act.( 10.2637777 sig in 40act.) RANK 31 NODE 9 --> 9.44362831 sigma out 1act.( 13.2089224 sig in 40act.) RANK 32 NODE 18 --> 8.56035423 sigma out 1act.( 9.33662605 sig in 39act.) RANK 33 NODE 19 --> 8.0796423 sigma out 1act.( 10.1865149 sig in 40act.) RANK 34 NODE 20 --> 6.15345144 sigma out 1act.( 8.81148624 sig in 40act.) RANK 35 NODE 10 --> 4.10679245 sigma out 1act.( 6.23506308 sig in 40act.) RANK 36 NODE 16 --> 3.30515575 sigma out 1act.( 4.7543869 sig in 40act.) RANK 37 NODE 22 --> 1.74481773 sigma out 1act.( 3.26386595 sig in 40act.) RANK 38 NODE 32 --> 1.24281216 sigma out 1act.( 2.57261801 sig in 39act.) RANK 39 NODE 8 --> 0.21658057 sigma out 1act.( 1.95370734 sig in 40act.) RANK 40 NODE 39 --> 0.181246653 sigma out 1act.( 1.52468181 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 243.120468 sigma in 40 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.64522779 *** contribution from regularisation: 0.00165739912 *** contribution from error: -0.646885216 *** contribution from DIAG: 0.000118310643 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.645224154 *** contribution from regularisation: 0.00166761724 *** contribution from error: -0.646891773 *** contribution from DIAG: 0.000111867055 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.64523232 *** contribution from regularisation: 0.00166500837 *** contribution from error: -0.646897316 *** contribution from DIAG: 0.000128109503 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.645247042 *** contribution from regularisation: 0.00165670726 *** contribution from error: -0.646903753 *** contribution from DIAG: 0.000108580083 *********************************************** --------------------------------------------------- Iteration : 44 kill weight from layer 1 knot 5 to knot 6 *********************************************** *** Learn Path 44 *** loss function: -0.645245254 *** contribution from regularisation: 0.00166483445 *** contribution from error: -0.646910071 *** contribution from DIAG: 0.000125440711 *********************************************** --------------------------------------------------- Iteration : 45 kill weight from layer 1 knot 40 to knot 6 *********************************************** *** Learn Path 45 *** loss function: -0.64526391 *** contribution from regularisation: 0.00165175973 *** contribution from error: -0.646915674 *** contribution from DIAG: 0.000113041446 *********************************************** --------------------------------------------------- Iteration : 46 kill weight from layer 1 knot 34 to knot 26 *********************************************** *** Learn Path 46 *** loss function: -0.645271003 *** contribution from regularisation: 0.00165000546 *** contribution from error: -0.646920979 *** contribution from DIAG: 0.00010751075 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.645275891 *** contribution from regularisation: 0.00165052607 *** contribution from error: -0.646926403 *** contribution from DIAG: 0.000118515447 *********************************************** --------------------------------------------------- Iteration : 48 kill weight from layer 1 knot 31 to knot 33 *********************************************** *** Learn Path 48 *** loss function: -0.645275712 *** contribution from regularisation: 0.00165626674 *** contribution from error: -0.646932006 *** contribution from DIAG: 0.000114687697 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.645288944 *** contribution from regularisation: 0.00164853211 *** contribution from error: -0.64693749 *** contribution from DIAG: 0.000120229939 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 202.964645 sigma out 40 active outputs RANK 2 NODE 6 --> 57.1259117 sigma out 40 active outputs RANK 3 NODE 2 --> 49.7147827 sigma out 40 active outputs RANK 4 NODE 3 --> 45.0756378 sigma out 40 active outputs RANK 5 NODE 4 --> 43.2808609 sigma out 40 active outputs RANK 6 NODE 10 --> 40.2192078 sigma out 39 active outputs RANK 7 NODE 9 --> 39.8266983 sigma out 40 active outputs RANK 8 NODE 5 --> 32.2687187 sigma out 39 active outputs RANK 9 NODE 8 --> 30.1017818 sigma out 40 active outputs RANK 10 NODE 7 --> 29.1669064 sigma out 40 active outputs RANK 11 NODE 13 --> 27.6144676 sigma out 40 active outputs RANK 12 NODE 16 --> 27.5843391 sigma out 40 active outputs RANK 13 NODE 14 --> 25.6802807 sigma out 40 active outputs RANK 14 NODE 11 --> 25.1725197 sigma out 40 active outputs RANK 15 NODE 15 --> 24.587347 sigma out 40 active outputs RANK 16 NODE 20 --> 23.3983364 sigma out 40 active outputs RANK 17 NODE 12 --> 22.4991665 sigma out 40 active outputs RANK 18 NODE 26 --> 20.9426117 sigma out 39 active outputs RANK 19 NODE 19 --> 19.2818661 sigma out 40 active outputs RANK 20 NODE 37 --> 19.0653515 sigma out 40 active outputs RANK 21 NODE 17 --> 18.2893696 sigma out 40 active outputs RANK 22 NODE 21 --> 16.9485054 sigma out 39 active outputs RANK 23 NODE 18 --> 16.4745998 sigma out 40 active outputs RANK 24 NODE 22 --> 15.1982651 sigma out 40 active outputs RANK 25 NODE 25 --> 13.5704145 sigma out 39 active outputs RANK 26 NODE 38 --> 13.1739378 sigma out 40 active outputs RANK 27 NODE 30 --> 13.1031199 sigma out 39 active outputs RANK 28 NODE 36 --> 13.061841 sigma out 40 active outputs RANK 29 NODE 24 --> 12.2034883 sigma out 40 active outputs RANK 30 NODE 32 --> 12.0761147 sigma out 39 active outputs RANK 31 NODE 33 --> 11.5943813 sigma out 40 active outputs RANK 32 NODE 23 --> 11.4499607 sigma out 40 active outputs RANK 33 NODE 28 --> 9.85787582 sigma out 40 active outputs RANK 34 NODE 29 --> 9.77774334 sigma out 40 active outputs RANK 35 NODE 39 --> 9.74719334 sigma out 40 active outputs RANK 36 NODE 35 --> 8.9594183 sigma out 40 active outputs RANK 37 NODE 31 --> 8.84629631 sigma out 39 active outputs RANK 38 NODE 27 --> 8.02894306 sigma out 40 active outputs RANK 39 NODE 34 --> 7.31065989 sigma out 38 active outputs RANK 40 NODE 40 --> 3.92147064 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 134.09285 sigma in 40act. ( 142.814255 sig out 1act.) RANK 2 NODE 29 --> 106.321358 sigma in 40act. ( 89.7447968 sig out 1act.) RANK 3 NODE 27 --> 82.4211884 sigma in 40act. ( 81.9250717 sig out 1act.) RANK 4 NODE 21 --> 65.2856827 sigma in 40act. ( 70.0575714 sig out 1act.) RANK 5 NODE 12 --> 52.16605 sigma in 40act. ( 43.3226433 sig out 1act.) RANK 6 NODE 37 --> 47.3900337 sigma in 40act. ( 33.4929008 sig out 1act.) RANK 7 NODE 1 --> 43.7225533 sigma in 40act. ( 35.1278229 sig out 1act.) RANK 8 NODE 33 --> 43.156147 sigma in 39act. ( 38.731411 sig out 1act.) RANK 9 NODE 11 --> 39.725399 sigma in 40act. ( 37.2884178 sig out 1act.) RANK 10 NODE 14 --> 39.3288155 sigma in 39act. ( 30.7038612 sig out 1act.) RANK 11 NODE 30 --> 37.4339142 sigma in 40act. ( 31.1882038 sig out 1act.) RANK 12 NODE 23 --> 37.2010803 sigma in 40act. ( 42.6271935 sig out 1act.) RANK 13 NODE 4 --> 35.3235855 sigma in 40act. ( 34.3045158 sig out 1act.) RANK 14 NODE 28 --> 32.8713837 sigma in 39act. ( 29.4790535 sig out 1act.) RANK 15 NODE 17 --> 31.6205921 sigma in 40act. ( 33.6031647 sig out 1act.) RANK 16 NODE 26 --> 30.7399368 sigma in 39act. ( 25.9217606 sig out 1act.) RANK 17 NODE 2 --> 27.9716377 sigma in 40act. ( 21.8357544 sig out 1act.) RANK 18 NODE 38 --> 26.2527752 sigma in 40act. ( 20.9381313 sig out 1act.) RANK 19 NODE 24 --> 24.98279 sigma in 40act. ( 17.9397602 sig out 1act.) RANK 20 NODE 35 --> 24.6385307 sigma in 39act. ( 21.5734158 sig out 1act.) RANK 21 NODE 34 --> 22.4042797 sigma in 39act. ( 20.0758057 sig out 1act.) RANK 22 NODE 25 --> 21.78409 sigma in 40act. ( 22.1764584 sig out 1act.) RANK 23 NODE 15 --> 21.1121693 sigma in 40act. ( 19.9876366 sig out 1act.) RANK 24 NODE 40 --> 20.8642616 sigma in 40act. ( 17.1088638 sig out 1act.) RANK 25 NODE 5 --> 16.9824657 sigma in 40act. ( 14.2247248 sig out 1act.) RANK 26 NODE 7 --> 16.0978241 sigma in 40act. ( 16.1381454 sig out 1act.) RANK 27 NODE 6 --> 13.659236 sigma in 38act. ( 10.0275879 sig out 1act.) RANK 28 NODE 9 --> 13.1411953 sigma in 40act. ( 9.49841785 sig out 1act.) RANK 29 NODE 36 --> 12.2001991 sigma in 39act. ( 10.3770933 sig out 1act.) RANK 30 NODE 31 --> 11.0597124 sigma in 40act. ( 10.2549582 sig out 1act.) RANK 31 NODE 3 --> 10.1941681 sigma in 40act. ( 9.98376942 sig out 1act.) RANK 32 NODE 19 --> 10.1563616 sigma in 40act. ( 7.99418736 sig out 1act.) RANK 33 NODE 18 --> 9.27531815 sigma in 39act. ( 8.50738144 sig out 1act.) RANK 34 NODE 20 --> 8.65685463 sigma in 40act. ( 6.15450048 sig out 1act.) RANK 35 NODE 10 --> 6.02850485 sigma in 40act. ( 4.07001781 sig out 1act.) RANK 36 NODE 16 --> 4.55466366 sigma in 40act. ( 3.252352 sig out 1act.) RANK 37 NODE 22 --> 3.12310743 sigma in 40act. ( 1.75568748 sig out 1act.) RANK 38 NODE 32 --> 2.42641711 sigma in 39act. ( 1.25519431 sig out 1act.) RANK 39 NODE 8 --> 1.78730357 sigma in 40act. ( 0.278632075 sig out 1act.) RANK 40 NODE 39 --> 1.39081073 sigma in 40act. ( 0.197218239 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 142.814255 sigma out 1act.( 134.09285 sig in 40act.) RANK 2 NODE 29 --> 89.7447968 sigma out 1act.( 106.321358 sig in 40act.) RANK 3 NODE 27 --> 81.9250717 sigma out 1act.( 82.4211884 sig in 40act.) RANK 4 NODE 21 --> 70.0575714 sigma out 1act.( 65.2856827 sig in 40act.) RANK 5 NODE 12 --> 43.3226433 sigma out 1act.( 52.16605 sig in 40act.) RANK 6 NODE 23 --> 42.6271935 sigma out 1act.( 37.2010803 sig in 40act.) RANK 7 NODE 33 --> 38.731411 sigma out 1act.( 43.156147 sig in 39act.) RANK 8 NODE 11 --> 37.2884178 sigma out 1act.( 39.725399 sig in 40act.) RANK 9 NODE 1 --> 35.1278229 sigma out 1act.( 43.7225533 sig in 40act.) RANK 10 NODE 4 --> 34.3045158 sigma out 1act.( 35.3235855 sig in 40act.) RANK 11 NODE 17 --> 33.6031647 sigma out 1act.( 31.6205921 sig in 40act.) RANK 12 NODE 37 --> 33.4929008 sigma out 1act.( 47.3900337 sig in 40act.) RANK 13 NODE 30 --> 31.1882038 sigma out 1act.( 37.4339142 sig in 40act.) RANK 14 NODE 14 --> 30.7038612 sigma out 1act.( 39.3288155 sig in 39act.) RANK 15 NODE 28 --> 29.4790535 sigma out 1act.( 32.8713837 sig in 39act.) RANK 16 NODE 26 --> 25.9217606 sigma out 1act.( 30.7399368 sig in 39act.) RANK 17 NODE 25 --> 22.1764584 sigma out 1act.( 21.78409 sig in 40act.) RANK 18 NODE 2 --> 21.8357544 sigma out 1act.( 27.9716377 sig in 40act.) RANK 19 NODE 35 --> 21.5734158 sigma out 1act.( 24.6385307 sig in 39act.) RANK 20 NODE 38 --> 20.9381313 sigma out 1act.( 26.2527752 sig in 40act.) RANK 21 NODE 34 --> 20.0758057 sigma out 1act.( 22.4042797 sig in 39act.) RANK 22 NODE 15 --> 19.9876366 sigma out 1act.( 21.1121693 sig in 40act.) RANK 23 NODE 24 --> 17.9397602 sigma out 1act.( 24.98279 sig in 40act.) RANK 24 NODE 40 --> 17.1088638 sigma out 1act.( 20.8642616 sig in 40act.) RANK 25 NODE 7 --> 16.1381454 sigma out 1act.( 16.0978241 sig in 40act.) RANK 26 NODE 5 --> 14.2247248 sigma out 1act.( 16.9824657 sig in 40act.) RANK 27 NODE 36 --> 10.3770933 sigma out 1act.( 12.2001991 sig in 39act.) RANK 28 NODE 31 --> 10.2549582 sigma out 1act.( 11.0597124 sig in 40act.) RANK 29 NODE 6 --> 10.0275879 sigma out 1act.( 13.659236 sig in 38act.) RANK 30 NODE 3 --> 9.98376942 sigma out 1act.( 10.1941681 sig in 40act.) RANK 31 NODE 9 --> 9.49841785 sigma out 1act.( 13.1411953 sig in 40act.) RANK 32 NODE 18 --> 8.50738144 sigma out 1act.( 9.27531815 sig in 39act.) RANK 33 NODE 19 --> 7.99418736 sigma out 1act.( 10.1563616 sig in 40act.) RANK 34 NODE 20 --> 6.15450048 sigma out 1act.( 8.65685463 sig in 40act.) RANK 35 NODE 10 --> 4.07001781 sigma out 1act.( 6.02850485 sig in 40act.) RANK 36 NODE 16 --> 3.252352 sigma out 1act.( 4.55466366 sig in 40act.) RANK 37 NODE 22 --> 1.75568748 sigma out 1act.( 3.12310743 sig in 40act.) RANK 38 NODE 32 --> 1.25519431 sigma out 1act.( 2.42641711 sig in 39act.) RANK 39 NODE 8 --> 0.278632075 sigma out 1act.( 1.78730357 sig in 40act.) RANK 40 NODE 39 --> 0.197218239 sigma out 1act.( 1.39081073 sig in 40act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 243.380478 sigma in 40 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.645287812 *** contribution from regularisation: 0.00165455195 *** contribution from error: -0.646942377 *** contribution from DIAG: 0.000107368171 *********************************************** --------------------------------------------------- Iteration : 51 kill weight from layer 1 knot 25 to knot 18 kill weight from layer 1 knot 5 to knot 39 *********************************************** *** Learn Path 51 *** loss function: -0.645296335 *** contribution from regularisation: 0.00165094319 *** contribution from error: -0.646947265 *** contribution from DIAG: 0.000103155005 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.645298839 *** contribution from regularisation: 0.00165318034 *** contribution from error: -0.646952033 *** contribution from DIAG: 0.00011654089 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.64530313 *** contribution from regularisation: 0.00165374728 *** contribution from error: -0.646956861 *** contribution from DIAG: 0.000108914232 *********************************************** --------------------------------------------------- Iteration : 54 kill weight from layer 1 knot 34 to knot 14 *********************************************** *** Learn Path 54 *** loss function: -0.645312607 *** contribution from regularisation: 0.00164985075 *** contribution from error: -0.646962464 *** contribution from DIAG: 0.000114583549 *********************************************** --------------------------------------------------- Iteration : 55 kill weight from layer 1 knot 7 to knot 3 kill weight from layer 1 knot 39 to knot 35 *********************************************** *** Learn Path 55 *** loss function: -0.645312488 *** contribution from regularisation: 0.0016542779 *** contribution from error: -0.646966755 *** contribution from DIAG: 0.000114028757 *********************************************** --------------------------------------------------- Iteration : 56 kill weight from layer 1 knot 12 to knot 3 *********************************************** *** Learn Path 56 *** loss function: -0.645318568 *** contribution from regularisation: 0.00165262865 *** contribution from error: -0.646971226 *** contribution from DIAG: 0.000116119423 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.645325303 *** contribution from regularisation: 0.00165101013 *** contribution from error: -0.646976292 *** contribution from DIAG: 0.000114339869 *********************************************** --------------------------------------------------- Iteration : 58 kill weight from layer 1 knot 22 to knot 19 kill weight from layer 1 knot 5 to knot 20 *********************************************** *** Learn Path 58 *** loss function: -0.645340085 *** contribution from regularisation: 0.00163998106 *** contribution from error: -0.646980047 *** contribution from DIAG: 0.000127144856 *********************************************** --------------------------------------------------- Iteration : 59 kill weight from layer 1 knot 25 to knot 6 kill weight from layer 1 knot 38 to knot 24 *********************************************** *** Learn Path 59 *** loss function: -0.645335376 *** contribution from regularisation: 0.00164931582 *** contribution from error: -0.646984696 *** contribution from DIAG: 0.000123776525 *********************************************** --------------------------------------------------- Iteration : 60 kill weight from layer 1 knot 22 to knot 25 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 203.377945 sigma out 40 active outputs RANK 2 NODE 6 --> 57.7747688 sigma out 40 active outputs RANK 3 NODE 2 --> 50.0854988 sigma out 40 active outputs RANK 4 NODE 3 --> 45.6941757 sigma out 40 active outputs RANK 5 NODE 4 --> 42.8608665 sigma out 40 active outputs RANK 6 NODE 10 --> 40.2867813 sigma out 39 active outputs RANK 7 NODE 9 --> 39.3035088 sigma out 40 active outputs RANK 8 NODE 5 --> 32.9371185 sigma out 37 active outputs RANK 9 NODE 8 --> 29.7157173 sigma out 40 active outputs RANK 10 NODE 7 --> 29.4385853 sigma out 39 active outputs RANK 11 NODE 16 --> 27.6046352 sigma out 40 active outputs RANK 12 NODE 13 --> 27.3273525 sigma out 40 active outputs RANK 13 NODE 14 --> 25.2320328 sigma out 40 active outputs RANK 14 NODE 11 --> 25.0641804 sigma out 40 active outputs RANK 15 NODE 15 --> 24.1779251 sigma out 40 active outputs RANK 16 NODE 20 --> 23.1868725 sigma out 40 active outputs RANK 17 NODE 12 --> 22.2070045 sigma out 39 active outputs RANK 18 NODE 26 --> 21.0321407 sigma out 39 active outputs RANK 19 NODE 37 --> 19.3158188 sigma out 40 active outputs RANK 20 NODE 19 --> 18.9551277 sigma out 40 active outputs RANK 21 NODE 17 --> 18.1188583 sigma out 40 active outputs RANK 22 NODE 21 --> 17.0294151 sigma out 39 active outputs RANK 23 NODE 18 --> 16.2046127 sigma out 40 active outputs RANK 24 NODE 22 --> 15.2762575 sigma out 38 active outputs RANK 25 NODE 25 --> 13.3965302 sigma out 37 active outputs RANK 26 NODE 38 --> 13.3740654 sigma out 39 active outputs RANK 27 NODE 36 --> 13.18151 sigma out 40 active outputs RANK 28 NODE 30 --> 12.554142 sigma out 39 active outputs RANK 29 NODE 24 --> 12.0084381 sigma out 40 active outputs RANK 30 NODE 33 --> 11.5576077 sigma out 40 active outputs RANK 31 NODE 32 --> 11.523941 sigma out 39 active outputs RANK 32 NODE 23 --> 11.1743536 sigma out 40 active outputs RANK 33 NODE 39 --> 9.90753365 sigma out 39 active outputs RANK 34 NODE 28 --> 9.54533386 sigma out 40 active outputs RANK 35 NODE 29 --> 9.50674248 sigma out 40 active outputs RANK 36 NODE 35 --> 8.73750496 sigma out 40 active outputs RANK 37 NODE 31 --> 8.55888748 sigma out 39 active outputs RANK 38 NODE 27 --> 7.88366699 sigma out 40 active outputs RANK 39 NODE 34 --> 6.90834665 sigma out 37 active outputs RANK 40 NODE 40 --> 4.03860331 sigma out 39 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 134.421112 sigma in 40act. ( 142.908447 sig out 1act.) RANK 2 NODE 29 --> 106.487022 sigma in 40act. ( 89.9006119 sig out 1act.) RANK 3 NODE 27 --> 82.2908478 sigma in 40act. ( 82.2694931 sig out 1act.) RANK 4 NODE 21 --> 65.042038 sigma in 40act. ( 70.4146957 sig out 1act.) RANK 5 NODE 12 --> 51.9450531 sigma in 40act. ( 43.1643219 sig out 1act.) RANK 6 NODE 37 --> 47.2548637 sigma in 40act. ( 33.631897 sig out 1act.) RANK 7 NODE 1 --> 43.7905388 sigma in 40act. ( 34.8569832 sig out 1act.) RANK 8 NODE 33 --> 43.2048035 sigma in 39act. ( 39.0195923 sig out 1act.) RANK 9 NODE 11 --> 39.9064102 sigma in 40act. ( 38.5098152 sig out 1act.) RANK 10 NODE 14 --> 39.3307915 sigma in 38act. ( 30.688427 sig out 1act.) RANK 11 NODE 30 --> 38.0880356 sigma in 40act. ( 32.1794472 sig out 1act.) RANK 12 NODE 23 --> 37.4166603 sigma in 40act. ( 43.114624 sig out 1act.) RANK 13 NODE 4 --> 35.5609627 sigma in 40act. ( 34.4706306 sig out 1act.) RANK 14 NODE 28 --> 32.6030579 sigma in 39act. ( 29.669323 sig out 1act.) RANK 15 NODE 17 --> 31.5874653 sigma in 40act. ( 33.6542091 sig out 1act.) RANK 16 NODE 26 --> 30.8389225 sigma in 39act. ( 25.9819736 sig out 1act.) RANK 17 NODE 2 --> 27.7621727 sigma in 40act. ( 21.4651794 sig out 1act.) RANK 18 NODE 38 --> 26.2469463 sigma in 40act. ( 21.042017 sig out 1act.) RANK 19 NODE 35 --> 25.8517189 sigma in 38act. ( 23.0165691 sig out 1act.) RANK 20 NODE 24 --> 25.0452194 sigma in 39act. ( 17.8848248 sig out 1act.) RANK 21 NODE 34 --> 22.2615376 sigma in 39act. ( 20.4406738 sig out 1act.) RANK 22 NODE 25 --> 21.8589058 sigma in 39act. ( 22.2341995 sig out 1act.) RANK 23 NODE 15 --> 21.040184 sigma in 40act. ( 20.1730537 sig out 1act.) RANK 24 NODE 40 --> 20.7848072 sigma in 40act. ( 17.0721245 sig out 1act.) RANK 25 NODE 5 --> 16.7734184 sigma in 40act. ( 14.3542385 sig out 1act.) RANK 26 NODE 7 --> 16.0764084 sigma in 40act. ( 16.1984043 sig out 1act.) RANK 27 NODE 6 --> 13.510251 sigma in 37act. ( 10.1540194 sig out 1act.) RANK 28 NODE 9 --> 13.0832901 sigma in 40act. ( 9.48039627 sig out 1act.) RANK 29 NODE 36 --> 12.1227064 sigma in 39act. ( 10.4296026 sig out 1act.) RANK 30 NODE 31 --> 11.0760403 sigma in 40act. ( 10.2701025 sig out 1act.) RANK 31 NODE 3 --> 10.2096291 sigma in 38act. ( 10.0929737 sig out 1act.) RANK 32 NODE 19 --> 10.070425 sigma in 39act. ( 8.07681847 sig out 1act.) RANK 33 NODE 18 --> 9.22531986 sigma in 38act. ( 8.52840042 sig out 1act.) RANK 34 NODE 20 --> 8.5181303 sigma in 39act. ( 6.10060406 sig out 1act.) RANK 35 NODE 10 --> 5.8454833 sigma in 40act. ( 4.07717514 sig out 1act.) RANK 36 NODE 16 --> 4.40162897 sigma in 40act. ( 3.1866343 sig out 1act.) RANK 37 NODE 22 --> 3.01517916 sigma in 40act. ( 1.75988305 sig out 1act.) RANK 38 NODE 32 --> 2.31497765 sigma in 39act. ( 1.25605977 sig out 1act.) RANK 39 NODE 8 --> 1.65656102 sigma in 40act. ( 0.310792297 sig out 1act.) RANK 40 NODE 39 --> 1.28363049 sigma in 39act. ( 0.200870022 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 142.908447 sigma out 1act.( 134.421112 sig in 40act.) RANK 2 NODE 29 --> 89.9006119 sigma out 1act.( 106.487022 sig in 40act.) RANK 3 NODE 27 --> 82.2694931 sigma out 1act.( 82.2908478 sig in 40act.) RANK 4 NODE 21 --> 70.4146957 sigma out 1act.( 65.042038 sig in 40act.) RANK 5 NODE 12 --> 43.1643219 sigma out 1act.( 51.9450531 sig in 40act.) RANK 6 NODE 23 --> 43.114624 sigma out 1act.( 37.4166603 sig in 40act.) RANK 7 NODE 33 --> 39.0195923 sigma out 1act.( 43.2048035 sig in 39act.) RANK 8 NODE 11 --> 38.5098152 sigma out 1act.( 39.9064102 sig in 40act.) RANK 9 NODE 1 --> 34.8569832 sigma out 1act.( 43.7905388 sig in 40act.) RANK 10 NODE 4 --> 34.4706306 sigma out 1act.( 35.5609627 sig in 40act.) RANK 11 NODE 17 --> 33.6542091 sigma out 1act.( 31.5874653 sig in 40act.) RANK 12 NODE 37 --> 33.631897 sigma out 1act.( 47.2548637 sig in 40act.) RANK 13 NODE 30 --> 32.1794472 sigma out 1act.( 38.0880356 sig in 40act.) RANK 14 NODE 14 --> 30.688427 sigma out 1act.( 39.3307915 sig in 38act.) RANK 15 NODE 28 --> 29.669323 sigma out 1act.( 32.6030579 sig in 39act.) RANK 16 NODE 26 --> 25.9819736 sigma out 1act.( 30.8389225 sig in 39act.) RANK 17 NODE 35 --> 23.0165691 sigma out 1act.( 25.8517189 sig in 38act.) RANK 18 NODE 25 --> 22.2341995 sigma out 1act.( 21.8589058 sig in 39act.) RANK 19 NODE 2 --> 21.4651794 sigma out 1act.( 27.7621727 sig in 40act.) RANK 20 NODE 38 --> 21.042017 sigma out 1act.( 26.2469463 sig in 40act.) RANK 21 NODE 34 --> 20.4406738 sigma out 1act.( 22.2615376 sig in 39act.) RANK 22 NODE 15 --> 20.1730537 sigma out 1act.( 21.040184 sig in 40act.) RANK 23 NODE 24 --> 17.8848248 sigma out 1act.( 25.0452194 sig in 39act.) RANK 24 NODE 40 --> 17.0721245 sigma out 1act.( 20.7848072 sig in 40act.) RANK 25 NODE 7 --> 16.1984043 sigma out 1act.( 16.0764084 sig in 40act.) RANK 26 NODE 5 --> 14.3542385 sigma out 1act.( 16.7734184 sig in 40act.) RANK 27 NODE 36 --> 10.4296026 sigma out 1act.( 12.1227064 sig in 39act.) RANK 28 NODE 31 --> 10.2701025 sigma out 1act.( 11.0760403 sig in 40act.) RANK 29 NODE 6 --> 10.1540194 sigma out 1act.( 13.510251 sig in 37act.) RANK 30 NODE 3 --> 10.0929737 sigma out 1act.( 10.2096291 sig in 38act.) RANK 31 NODE 9 --> 9.48039627 sigma out 1act.( 13.0832901 sig in 40act.) RANK 32 NODE 18 --> 8.52840042 sigma out 1act.( 9.22531986 sig in 38act.) RANK 33 NODE 19 --> 8.07681847 sigma out 1act.( 10.070425 sig in 39act.) RANK 34 NODE 20 --> 6.10060406 sigma out 1act.( 8.5181303 sig in 39act.) RANK 35 NODE 10 --> 4.07717514 sigma out 1act.( 5.8454833 sig in 40act.) RANK 36 NODE 16 --> 3.1866343 sigma out 1act.( 4.40162897 sig in 40act.) RANK 37 NODE 22 --> 1.75988305 sigma out 1act.( 3.01517916 sig in 40act.) RANK 38 NODE 32 --> 1.25605977 sigma out 1act.( 2.31497765 sig in 39act.) RANK 39 NODE 8 --> 0.310792297 sigma out 1act.( 1.65656102 sig in 40act.) RANK 40 NODE 39 --> 0.200870022 sigma out 1act.( 1.28363049 sig in 39act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 244.349396 sigma in 40 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.645343542 *** contribution from regularisation: 0.00164580287 *** contribution from error: -0.646989346 *** contribution from DIAG: 0.00012317294 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.645355105 *** contribution from regularisation: 0.00163784949 *** contribution from error: -0.646992981 *** contribution from DIAG: 0.000122448793 *********************************************** --------------------------------------------------- Iteration : 62 kill weight from layer 1 knot 31 to knot 8 *********************************************** *** Learn Path 62 *** loss function: -0.645352542 *** contribution from regularisation: 0.00164486584 *** contribution from error: -0.646997392 *** contribution from DIAG: 0.000119485114 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.645357311 *** contribution from regularisation: 0.00164464198 *** contribution from error: -0.647001982 *** contribution from DIAG: 0.000132529109 *********************************************** --------------------------------------------------- Iteration : 64 kill weight from layer 1 knot 26 to knot 12 *********************************************** *** Learn Path 64 *** loss function: -0.645362556 *** contribution from regularisation: 0.00164352916 *** contribution from error: -0.647006094 *** contribution from DIAG: 0.000110655383 *********************************************** --------------------------------------------------- Iteration : 65 kill weight from layer 1 knot 39 to knot 5 kill weight from layer 1 knot 40 to knot 38 kill weight from layer 1 knot 37 to knot 39 *********************************************** *** Learn Path 65 *** loss function: -0.645371497 *** contribution from regularisation: 0.00163939223 *** contribution from error: -0.647010863 *** contribution from DIAG: 0.000111683017 *********************************************** --------------------------------------------------- Iteration : 66 kill weight from layer 1 knot 33 to knot 40 *********************************************** *** Learn Path 66 *** loss function: -0.645378709 *** contribution from regularisation: 0.00163621397 *** contribution from error: -0.647014916 *** contribution from DIAG: 0.000110773741 *********************************************** --------------------------------------------------- Iteration : 67 kill weight from layer 1 knot 11 to knot 22 kill weight from layer 1 knot 26 to knot 40 *********************************************** *** Learn Path 67 *** loss function: -0.645379186 *** contribution from regularisation: 0.00163986429 *** contribution from error: -0.647019029 *** contribution from DIAG: 0.000114516261 *********************************************** --------------------------------------------------- Iteration : 68 kill weight from layer 1 knot 33 to knot 9 kill weight from layer 1 knot 39 to knot 39 *********************************************** *** Learn Path 68 *** loss function: -0.645385325 *** contribution from regularisation: 0.00163755624 *** contribution from error: -0.647022903 *** contribution from DIAG: 0.000115527968 *********************************************** --------------------------------------------------- Iteration : 69 kill weight from layer 1 knot 28 to knot 7 kill weight from layer 1 knot 23 to knot 31 *********************************************** *** Learn Path 69 *** loss function: -0.645392358 *** contribution from regularisation: 0.00163459289 *** contribution from error: -0.647026956 *** contribution from DIAG: 0.000112610542 *********************************************** --------------------------------------------------- Iteration : 70 kill weight from layer 1 knot 19 to knot 32 kill weight from layer 1 knot 33 to knot 39 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 204.258011 sigma out 40 active outputs RANK 2 NODE 6 --> 58.1966591 sigma out 40 active outputs RANK 3 NODE 2 --> 49.8845711 sigma out 40 active outputs RANK 4 NODE 3 --> 45.9060287 sigma out 40 active outputs RANK 5 NODE 4 --> 43.0989532 sigma out 40 active outputs RANK 6 NODE 10 --> 40.7671585 sigma out 39 active outputs RANK 7 NODE 9 --> 39.2252007 sigma out 40 active outputs RANK 8 NODE 5 --> 34.3319626 sigma out 37 active outputs RANK 9 NODE 8 --> 30.2923222 sigma out 40 active outputs RANK 10 NODE 7 --> 29.6542282 sigma out 39 active outputs RANK 11 NODE 16 --> 27.7763672 sigma out 40 active outputs RANK 12 NODE 13 --> 26.9633331 sigma out 40 active outputs RANK 13 NODE 14 --> 25.0027142 sigma out 40 active outputs RANK 14 NODE 11 --> 24.9925728 sigma out 39 active outputs RANK 15 NODE 15 --> 23.809227 sigma out 40 active outputs RANK 16 NODE 20 --> 23.2195854 sigma out 40 active outputs RANK 17 NODE 12 --> 22.201046 sigma out 39 active outputs RANK 18 NODE 26 --> 21.2335682 sigma out 37 active outputs RANK 19 NODE 37 --> 19.782568 sigma out 39 active outputs RANK 20 NODE 19 --> 19.1670933 sigma out 39 active outputs RANK 21 NODE 17 --> 17.9837551 sigma out 40 active outputs RANK 22 NODE 21 --> 16.6882725 sigma out 39 active outputs RANK 23 NODE 18 --> 16.64361 sigma out 40 active outputs RANK 24 NODE 22 --> 14.9972906 sigma out 38 active outputs RANK 25 NODE 38 --> 13.5997868 sigma out 39 active outputs RANK 26 NODE 36 --> 13.4053354 sigma out 40 active outputs RANK 27 NODE 25 --> 13.2445688 sigma out 37 active outputs RANK 28 NODE 30 --> 12.5328884 sigma out 39 active outputs RANK 29 NODE 24 --> 11.8325481 sigma out 40 active outputs RANK 30 NODE 33 --> 11.5052462 sigma out 37 active outputs RANK 31 NODE 32 --> 11.4369574 sigma out 39 active outputs RANK 32 NODE 23 --> 11.0590925 sigma out 39 active outputs RANK 33 NODE 39 --> 9.95183372 sigma out 37 active outputs RANK 34 NODE 28 --> 9.55411148 sigma out 39 active outputs RANK 35 NODE 29 --> 9.46510792 sigma out 40 active outputs RANK 36 NODE 35 --> 8.7253437 sigma out 40 active outputs RANK 37 NODE 31 --> 8.38341331 sigma out 38 active outputs RANK 38 NODE 27 --> 7.84802866 sigma out 40 active outputs RANK 39 NODE 34 --> 6.81534147 sigma out 37 active outputs RANK 40 NODE 40 --> 3.7897408 sigma out 38 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 135.589691 sigma in 40act. ( 142.59407 sig out 1act.) RANK 2 NODE 29 --> 106.788925 sigma in 40act. ( 90.4602356 sig out 1act.) RANK 3 NODE 27 --> 82.2352371 sigma in 40act. ( 83.1065826 sig out 1act.) RANK 4 NODE 21 --> 64.9825745 sigma in 40act. ( 70.6372986 sig out 1act.) RANK 5 NODE 12 --> 51.7395821 sigma in 39act. ( 43.5073967 sig out 1act.) RANK 6 NODE 37 --> 47.4268112 sigma in 40act. ( 33.5897141 sig out 1act.) RANK 7 NODE 1 --> 43.4949188 sigma in 40act. ( 35.2454567 sig out 1act.) RANK 8 NODE 33 --> 43.4815598 sigma in 39act. ( 38.614994 sig out 1act.) RANK 9 NODE 11 --> 40.538372 sigma in 40act. ( 39.1540337 sig out 1act.) RANK 10 NODE 14 --> 39.3103027 sigma in 38act. ( 30.4654484 sig out 1act.) RANK 11 NODE 30 --> 38.9402237 sigma in 40act. ( 33.2854347 sig out 1act.) RANK 12 NODE 23 --> 37.8173218 sigma in 40act. ( 43.5356102 sig out 1act.) RANK 13 NODE 4 --> 35.6169853 sigma in 40act. ( 34.9666328 sig out 1act.) RANK 14 NODE 28 --> 32.625885 sigma in 39act. ( 29.691576 sig out 1act.) RANK 15 NODE 17 --> 31.4661388 sigma in 40act. ( 33.7149353 sig out 1act.) RANK 16 NODE 26 --> 31.1721535 sigma in 39act. ( 26.0255299 sig out 1act.) RANK 17 NODE 2 --> 27.6641502 sigma in 40act. ( 21.4022293 sig out 1act.) RANK 18 NODE 35 --> 26.8925018 sigma in 38act. ( 24.6753101 sig out 1act.) RANK 19 NODE 38 --> 26.2972412 sigma in 39act. ( 21.1644726 sig out 1act.) RANK 20 NODE 24 --> 24.9830456 sigma in 39act. ( 17.9861221 sig out 1act.) RANK 21 NODE 34 --> 22.2799473 sigma in 39act. ( 20.6315289 sig out 1act.) RANK 22 NODE 25 --> 22.0074577 sigma in 39act. ( 22.1270123 sig out 1act.) RANK 23 NODE 15 --> 21.2837982 sigma in 40act. ( 20.0563927 sig out 1act.) RANK 24 NODE 40 --> 20.8275528 sigma in 38act. ( 17.0519676 sig out 1act.) RANK 25 NODE 5 --> 16.7011261 sigma in 39act. ( 14.2534962 sig out 1act.) RANK 26 NODE 7 --> 15.9872341 sigma in 39act. ( 16.3991051 sig out 1act.) RANK 27 NODE 6 --> 13.3902731 sigma in 37act. ( 10.2621193 sig out 1act.) RANK 28 NODE 9 --> 13.1140327 sigma in 39act. ( 9.56444263 sig out 1act.) RANK 29 NODE 36 --> 12.1183615 sigma in 39act. ( 10.4435129 sig out 1act.) RANK 30 NODE 31 --> 11.0498514 sigma in 39act. ( 10.3439646 sig out 1act.) RANK 31 NODE 3 --> 10.2281933 sigma in 38act. ( 10.2348385 sig out 1act.) RANK 32 NODE 19 --> 10.1000023 sigma in 39act. ( 8.09183598 sig out 1act.) RANK 33 NODE 18 --> 9.19900227 sigma in 38act. ( 8.5731287 sig out 1act.) RANK 34 NODE 20 --> 8.42887211 sigma in 39act. ( 6.06584835 sig out 1act.) RANK 35 NODE 10 --> 5.72148848 sigma in 40act. ( 4.10412121 sig out 1act.) RANK 36 NODE 16 --> 4.27196598 sigma in 40act. ( 3.15482998 sig out 1act.) RANK 37 NODE 22 --> 2.9385767 sigma in 39act. ( 1.76265168 sig out 1act.) RANK 38 NODE 32 --> 2.2324667 sigma in 38act. ( 1.26665723 sig out 1act.) RANK 39 NODE 8 --> 1.56582046 sigma in 39act. ( 0.346175969 sig out 1act.) RANK 40 NODE 39 --> 1.20594871 sigma in 36act. ( 0.217776015 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 142.59407 sigma out 1act.( 135.589691 sig in 40act.) RANK 2 NODE 29 --> 90.4602356 sigma out 1act.( 106.788925 sig in 40act.) RANK 3 NODE 27 --> 83.1065826 sigma out 1act.( 82.2352371 sig in 40act.) RANK 4 NODE 21 --> 70.6372986 sigma out 1act.( 64.9825745 sig in 40act.) RANK 5 NODE 23 --> 43.5356102 sigma out 1act.( 37.8173218 sig in 40act.) RANK 6 NODE 12 --> 43.5073967 sigma out 1act.( 51.7395821 sig in 39act.) RANK 7 NODE 11 --> 39.1540337 sigma out 1act.( 40.538372 sig in 40act.) RANK 8 NODE 33 --> 38.614994 sigma out 1act.( 43.4815598 sig in 39act.) RANK 9 NODE 1 --> 35.2454567 sigma out 1act.( 43.4949188 sig in 40act.) RANK 10 NODE 4 --> 34.9666328 sigma out 1act.( 35.6169853 sig in 40act.) RANK 11 NODE 17 --> 33.7149353 sigma out 1act.( 31.4661388 sig in 40act.) RANK 12 NODE 37 --> 33.5897141 sigma out 1act.( 47.4268112 sig in 40act.) RANK 13 NODE 30 --> 33.2854347 sigma out 1act.( 38.9402237 sig in 40act.) RANK 14 NODE 14 --> 30.4654484 sigma out 1act.( 39.3103027 sig in 38act.) RANK 15 NODE 28 --> 29.691576 sigma out 1act.( 32.625885 sig in 39act.) RANK 16 NODE 26 --> 26.0255299 sigma out 1act.( 31.1721535 sig in 39act.) RANK 17 NODE 35 --> 24.6753101 sigma out 1act.( 26.8925018 sig in 38act.) RANK 18 NODE 25 --> 22.1270123 sigma out 1act.( 22.0074577 sig in 39act.) RANK 19 NODE 2 --> 21.4022293 sigma out 1act.( 27.6641502 sig in 40act.) RANK 20 NODE 38 --> 21.1644726 sigma out 1act.( 26.2972412 sig in 39act.) RANK 21 NODE 34 --> 20.6315289 sigma out 1act.( 22.2799473 sig in 39act.) RANK 22 NODE 15 --> 20.0563927 sigma out 1act.( 21.2837982 sig in 40act.) RANK 23 NODE 24 --> 17.9861221 sigma out 1act.( 24.9830456 sig in 39act.) RANK 24 NODE 40 --> 17.0519676 sigma out 1act.( 20.8275528 sig in 38act.) RANK 25 NODE 7 --> 16.3991051 sigma out 1act.( 15.9872341 sig in 39act.) RANK 26 NODE 5 --> 14.2534962 sigma out 1act.( 16.7011261 sig in 39act.) RANK 27 NODE 36 --> 10.4435129 sigma out 1act.( 12.1183615 sig in 39act.) RANK 28 NODE 31 --> 10.3439646 sigma out 1act.( 11.0498514 sig in 39act.) RANK 29 NODE 6 --> 10.2621193 sigma out 1act.( 13.3902731 sig in 37act.) RANK 30 NODE 3 --> 10.2348385 sigma out 1act.( 10.2281933 sig in 38act.) RANK 31 NODE 9 --> 9.56444263 sigma out 1act.( 13.1140327 sig in 39act.) RANK 32 NODE 18 --> 8.5731287 sigma out 1act.( 9.19900227 sig in 38act.) RANK 33 NODE 19 --> 8.09183598 sigma out 1act.( 10.1000023 sig in 39act.) RANK 34 NODE 20 --> 6.06584835 sigma out 1act.( 8.42887211 sig in 39act.) RANK 35 NODE 10 --> 4.10412121 sigma out 1act.( 5.72148848 sig in 40act.) RANK 36 NODE 16 --> 3.15482998 sigma out 1act.( 4.27196598 sig in 40act.) RANK 37 NODE 22 --> 1.76265168 sigma out 1act.( 2.9385767 sig in 39act.) RANK 38 NODE 32 --> 1.26665723 sigma out 1act.( 2.2324667 sig in 38act.) RANK 39 NODE 8 --> 0.346175969 sigma out 1act.( 1.56582046 sig in 39act.) RANK 40 NODE 39 --> 0.217776015 sigma out 1act.( 1.20594871 sig in 36act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 245.343643 sigma in 40 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.645387173 *** contribution from regularisation: 0.00164341775 *** contribution from error: -0.647030592 *** contribution from DIAG: 0.000119839577 *********************************************** --------------------------------------------------- Iteration : 71 kill weight from layer 1 knot 37 to knot 21 kill weight from layer 1 knot 4 to knot 22 *********************************************** *** Learn Path 71 *** loss function: -0.645400465 *** contribution from regularisation: 0.00163400266 *** contribution from error: -0.647034466 *** contribution from DIAG: 0.000119960772 *********************************************** --------------------------------------------------- Iteration : 72 kill weight from layer 1 knot 5 to knot 36 *********************************************** *** Learn Path 72 *** loss function: -0.645401657 *** contribution from regularisation: 0.00163680245 *** contribution from error: -0.64703846 *** contribution from DIAG: 0.00010896501 *********************************************** --------------------------------------------------- Iteration : 73 kill weight from layer 1 knot 18 to knot 8 kill weight from layer 1 knot 39 to knot 8 kill weight from layer 1 knot 35 to knot 11 kill weight from layer 1 knot 29 to knot 16 kill weight from layer 1 knot 27 to knot 35 *********************************************** *** Learn Path 73 *** loss function: -0.64540261 *** contribution from regularisation: 0.00163923309 *** contribution from error: -0.647041857 *** contribution from DIAG: 0.000112495378 *********************************************** --------------------------------------------------- Iteration : 74 kill weight from layer 1 knot 1 to knot 8 *********************************************** *** Learn Path 74 *** loss function: -0.645415604 *** contribution from regularisation: 0.00163045933 *** contribution from error: -0.647046089 *** contribution from DIAG: 0.000108257016 *********************************************** --------------------------------------------------- Iteration : 75 kill weight from layer 1 knot 32 to knot 11 kill weight from layer 1 knot 25 to knot 16 kill weight from layer 1 knot 30 to knot 17 *********************************************** *** Learn Path 75 *** loss function: -0.64542228 *** contribution from regularisation: 0.00162714103 *** contribution from error: -0.647049427 *** contribution from DIAG: 0.000116086223 *********************************************** --------------------------------------------------- Iteration : 76 kill weight from layer 1 knot 34 to knot 17 *********************************************** *** Learn Path 76 *** loss function: -0.645421028 *** contribution from regularisation: 0.00163230405 *** contribution from error: -0.647053361 *** contribution from DIAG: 0.000116228584 *********************************************** --------------------------------------------------- Iteration : 77 kill weight from layer 1 knot 35 to knot 1 kill weight from layer 1 knot 26 to knot 7 kill weight from layer 1 knot 19 to knot 8 *********************************************** *** Learn Path 77 *** loss function: -0.645426452 *** contribution from regularisation: 0.00163025176 *** contribution from error: -0.647056699 *** contribution from DIAG: 0.000109462526 *********************************************** --------------------------------------------------- Iteration : 78 kill weight from layer 1 knot 34 to knot 19 kill weight from layer 1 knot 40 to knot 19 kill weight from layer 1 knot 38 to knot 32 kill weight from layer 1 knot 23 to knot 36 *********************************************** *** Learn Path 78 *** loss function: -0.645435035 *** contribution from regularisation: 0.00162527559 *** contribution from error: -0.647060335 *** contribution from DIAG: 0.00010851687 *********************************************** --------------------------------------------------- Iteration : 79 kill weight from layer 1 knot 20 to knot 11 kill weight from layer 1 knot 16 to knot 16 kill weight from layer 1 knot 39 to knot 19 kill weight from layer 1 knot 23 to knot 20 kill weight from layer 1 knot 29 to knot 20 kill weight from layer 1 knot 9 to knot 22 kill weight from layer 1 knot 33 to knot 22 kill weight from layer 1 knot 14 to knot 39 *********************************************** *** Learn Path 79 *** loss function: -0.645437837 *** contribution from regularisation: 0.00162608386 *** contribution from error: -0.647063911 *** contribution from DIAG: 0.000114091446 *********************************************** --------------------------------------------------- Iteration : 80 kill weight from layer 1 knot 36 to knot 10 kill weight from layer 1 knot 18 to knot 17 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 204.196198 sigma out 39 active outputs RANK 2 NODE 6 --> 58.0053978 sigma out 40 active outputs RANK 3 NODE 2 --> 50.2900009 sigma out 40 active outputs RANK 4 NODE 3 --> 45.2643394 sigma out 40 active outputs RANK 5 NODE 4 --> 43.430748 sigma out 39 active outputs RANK 6 NODE 10 --> 40.7244873 sigma out 39 active outputs RANK 7 NODE 9 --> 39.8697815 sigma out 39 active outputs RANK 8 NODE 5 --> 35.2301903 sigma out 36 active outputs RANK 9 NODE 8 --> 30.2198029 sigma out 40 active outputs RANK 10 NODE 7 --> 29.9259415 sigma out 39 active outputs RANK 11 NODE 16 --> 27.2290058 sigma out 39 active outputs RANK 12 NODE 13 --> 26.6649017 sigma out 40 active outputs RANK 13 NODE 14 --> 25.0607777 sigma out 39 active outputs RANK 14 NODE 11 --> 24.7685928 sigma out 39 active outputs RANK 15 NODE 15 --> 23.4041786 sigma out 40 active outputs RANK 16 NODE 20 --> 23.0223618 sigma out 39 active outputs RANK 17 NODE 12 --> 21.8190956 sigma out 39 active outputs RANK 18 NODE 26 --> 21.095129 sigma out 36 active outputs RANK 19 NODE 37 --> 19.4580402 sigma out 38 active outputs RANK 20 NODE 19 --> 19.1442871 sigma out 38 active outputs RANK 21 NODE 17 --> 17.9904766 sigma out 40 active outputs RANK 22 NODE 21 --> 16.7237816 sigma out 39 active outputs RANK 23 NODE 18 --> 16.0392723 sigma out 38 active outputs RANK 24 NODE 22 --> 14.8755264 sigma out 38 active outputs RANK 25 NODE 38 --> 13.7130032 sigma out 38 active outputs RANK 26 NODE 36 --> 13.3253717 sigma out 39 active outputs RANK 27 NODE 25 --> 13.1764069 sigma out 36 active outputs RANK 28 NODE 30 --> 12.1614552 sigma out 38 active outputs RANK 29 NODE 24 --> 11.6014423 sigma out 40 active outputs RANK 30 NODE 33 --> 11.3609657 sigma out 36 active outputs RANK 31 NODE 32 --> 11.0681 sigma out 38 active outputs RANK 32 NODE 23 --> 11.0222883 sigma out 37 active outputs RANK 33 NODE 39 --> 9.90662384 sigma out 35 active outputs RANK 34 NODE 28 --> 9.42047977 sigma out 39 active outputs RANK 35 NODE 29 --> 9.13662529 sigma out 38 active outputs RANK 36 NODE 35 --> 8.32046127 sigma out 38 active outputs RANK 37 NODE 31 --> 8.14698029 sigma out 38 active outputs RANK 38 NODE 27 --> 7.70759392 sigma out 39 active outputs RANK 39 NODE 34 --> 6.51024199 sigma out 35 active outputs RANK 40 NODE 40 --> 3.77365375 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 135.500397 sigma in 40act. ( 142.81543 sig out 1act.) RANK 2 NODE 29 --> 106.418381 sigma in 40act. ( 90.8726807 sig out 1act.) RANK 3 NODE 27 --> 82.2848282 sigma in 40act. ( 83.0309372 sig out 1act.) RANK 4 NODE 21 --> 64.9396057 sigma in 39act. ( 70.5392456 sig out 1act.) RANK 5 NODE 12 --> 51.6842651 sigma in 39act. ( 43.3857002 sig out 1act.) RANK 6 NODE 37 --> 47.2393532 sigma in 40act. ( 33.6233673 sig out 1act.) RANK 7 NODE 1 --> 43.7070198 sigma in 39act. ( 34.9664497 sig out 1act.) RANK 8 NODE 33 --> 43.1129532 sigma in 39act. ( 39.1752586 sig out 1act.) RANK 9 NODE 11 --> 40.6815224 sigma in 37act. ( 40.095974 sig out 1act.) RANK 10 NODE 30 --> 39.5185471 sigma in 40act. ( 33.9850273 sig out 1act.) RANK 11 NODE 14 --> 39.0423164 sigma in 38act. ( 30.8448982 sig out 1act.) RANK 12 NODE 23 --> 37.7733154 sigma in 40act. ( 43.8229752 sig out 1act.) RANK 13 NODE 4 --> 35.9232674 sigma in 40act. ( 34.9863434 sig out 1act.) RANK 14 NODE 28 --> 32.416523 sigma in 39act. ( 29.6603699 sig out 1act.) RANK 15 NODE 17 --> 31.4714508 sigma in 37act. ( 33.7338409 sig out 1act.) RANK 16 NODE 26 --> 30.9995823 sigma in 39act. ( 26.3745041 sig out 1act.) RANK 17 NODE 35 --> 27.8584652 sigma in 37act. ( 25.6986713 sig out 1act.) RANK 18 NODE 2 --> 27.5194511 sigma in 40act. ( 21.5504837 sig out 1act.) RANK 19 NODE 38 --> 26.1786633 sigma in 39act. ( 21.3015728 sig out 1act.) RANK 20 NODE 24 --> 24.9872036 sigma in 39act. ( 18.1581039 sig out 1act.) RANK 21 NODE 34 --> 22.1018677 sigma in 39act. ( 20.9402218 sig out 1act.) RANK 22 NODE 25 --> 21.8866978 sigma in 39act. ( 22.3945122 sig out 1act.) RANK 23 NODE 15 --> 21.1882095 sigma in 40act. ( 20.3277473 sig out 1act.) RANK 24 NODE 40 --> 20.7277794 sigma in 38act. ( 17.1732388 sig out 1act.) RANK 25 NODE 5 --> 16.5343189 sigma in 39act. ( 14.2509775 sig out 1act.) RANK 26 NODE 7 --> 15.9733276 sigma in 38act. ( 16.3468971 sig out 1act.) RANK 27 NODE 6 --> 13.2558174 sigma in 37act. ( 10.2902222 sig out 1act.) RANK 28 NODE 9 --> 13.0522013 sigma in 39act. ( 9.64914799 sig out 1act.) RANK 29 NODE 36 --> 12.0086813 sigma in 37act. ( 10.4564409 sig out 1act.) RANK 30 NODE 31 --> 11.0237637 sigma in 39act. ( 10.4048147 sig out 1act.) RANK 31 NODE 3 --> 10.2046757 sigma in 38act. ( 10.2968464 sig out 1act.) RANK 32 NODE 19 --> 10.0974951 sigma in 36act. ( 8.10547447 sig out 1act.) RANK 33 NODE 18 --> 9.154706 sigma in 38act. ( 8.55485916 sig out 1act.) RANK 34 NODE 20 --> 8.34018135 sigma in 37act. ( 6.09865713 sig out 1act.) RANK 35 NODE 10 --> 5.60488749 sigma in 39act. ( 4.09098005 sig out 1act.) RANK 36 NODE 16 --> 4.15592194 sigma in 37act. ( 3.10694671 sig out 1act.) RANK 37 NODE 22 --> 2.85083175 sigma in 36act. ( 1.77366459 sig out 1act.) RANK 38 NODE 32 --> 2.15790582 sigma in 37act. ( 1.26802087 sig out 1act.) RANK 39 NODE 8 --> 1.48462605 sigma in 35act. ( 0.381425321 sig out 1act.) RANK 40 NODE 39 --> 1.13268459 sigma in 35act. ( 0.223819554 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 142.81543 sigma out 1act.( 135.500397 sig in 40act.) RANK 2 NODE 29 --> 90.8726807 sigma out 1act.( 106.418381 sig in 40act.) RANK 3 NODE 27 --> 83.0309372 sigma out 1act.( 82.2848282 sig in 40act.) RANK 4 NODE 21 --> 70.5392456 sigma out 1act.( 64.9396057 sig in 39act.) RANK 5 NODE 23 --> 43.8229752 sigma out 1act.( 37.7733154 sig in 40act.) RANK 6 NODE 12 --> 43.3857002 sigma out 1act.( 51.6842651 sig in 39act.) RANK 7 NODE 11 --> 40.095974 sigma out 1act.( 40.6815224 sig in 37act.) RANK 8 NODE 33 --> 39.1752586 sigma out 1act.( 43.1129532 sig in 39act.) RANK 9 NODE 4 --> 34.9863434 sigma out 1act.( 35.9232674 sig in 40act.) RANK 10 NODE 1 --> 34.9664497 sigma out 1act.( 43.7070198 sig in 39act.) RANK 11 NODE 30 --> 33.9850273 sigma out 1act.( 39.5185471 sig in 40act.) RANK 12 NODE 17 --> 33.7338409 sigma out 1act.( 31.4714508 sig in 37act.) RANK 13 NODE 37 --> 33.6233673 sigma out 1act.( 47.2393532 sig in 40act.) RANK 14 NODE 14 --> 30.8448982 sigma out 1act.( 39.0423164 sig in 38act.) RANK 15 NODE 28 --> 29.6603699 sigma out 1act.( 32.416523 sig in 39act.) RANK 16 NODE 26 --> 26.3745041 sigma out 1act.( 30.9995823 sig in 39act.) RANK 17 NODE 35 --> 25.6986713 sigma out 1act.( 27.8584652 sig in 37act.) RANK 18 NODE 25 --> 22.3945122 sigma out 1act.( 21.8866978 sig in 39act.) RANK 19 NODE 2 --> 21.5504837 sigma out 1act.( 27.5194511 sig in 40act.) RANK 20 NODE 38 --> 21.3015728 sigma out 1act.( 26.1786633 sig in 39act.) RANK 21 NODE 34 --> 20.9402218 sigma out 1act.( 22.1018677 sig in 39act.) RANK 22 NODE 15 --> 20.3277473 sigma out 1act.( 21.1882095 sig in 40act.) RANK 23 NODE 24 --> 18.1581039 sigma out 1act.( 24.9872036 sig in 39act.) RANK 24 NODE 40 --> 17.1732388 sigma out 1act.( 20.7277794 sig in 38act.) RANK 25 NODE 7 --> 16.3468971 sigma out 1act.( 15.9733276 sig in 38act.) RANK 26 NODE 5 --> 14.2509775 sigma out 1act.( 16.5343189 sig in 39act.) RANK 27 NODE 36 --> 10.4564409 sigma out 1act.( 12.0086813 sig in 37act.) RANK 28 NODE 31 --> 10.4048147 sigma out 1act.( 11.0237637 sig in 39act.) RANK 29 NODE 3 --> 10.2968464 sigma out 1act.( 10.2046757 sig in 38act.) RANK 30 NODE 6 --> 10.2902222 sigma out 1act.( 13.2558174 sig in 37act.) RANK 31 NODE 9 --> 9.64914799 sigma out 1act.( 13.0522013 sig in 39act.) RANK 32 NODE 18 --> 8.55485916 sigma out 1act.( 9.154706 sig in 38act.) RANK 33 NODE 19 --> 8.10547447 sigma out 1act.( 10.0974951 sig in 36act.) RANK 34 NODE 20 --> 6.09865713 sigma out 1act.( 8.34018135 sig in 37act.) RANK 35 NODE 10 --> 4.09098005 sigma out 1act.( 5.60488749 sig in 39act.) RANK 36 NODE 16 --> 3.10694671 sigma out 1act.( 4.15592194 sig in 37act.) RANK 37 NODE 22 --> 1.77366459 sigma out 1act.( 2.85083175 sig in 36act.) RANK 38 NODE 32 --> 1.26802087 sigma out 1act.( 2.15790582 sig in 37act.) RANK 39 NODE 8 --> 0.381425321 sigma out 1act.( 1.48462605 sig in 35act.) RANK 40 NODE 39 --> 0.223819554 sigma out 1act.( 1.13268459 sig in 35act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 246.217224 sigma in 40 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.645441413 *** contribution from regularisation: 0.0016263501 *** contribution from error: -0.647067785 *** contribution from DIAG: 0.000108695014 *********************************************** --------------------------------------------------- Iteration : 81 kill weight from layer 1 knot 27 to knot 8 kill weight from layer 1 knot 28 to knot 30 kill weight from layer 1 knot 30 to knot 35 kill weight from layer 1 knot 26 to knot 39 *********************************************** *** Learn Path 81 *** loss function: -0.64545387 *** contribution from regularisation: 0.00161726924 *** contribution from error: -0.647071123 *** contribution from DIAG: 0.000117296622 *********************************************** --------------------------------------------------- Iteration : 82 kill weight from layer 1 knot 27 to knot 4 kill weight from layer 1 knot 34 to knot 10 kill weight from layer 1 knot 39 to knot 10 kill weight from layer 1 knot 40 to knot 10 kill weight from layer 1 knot 38 to knot 16 kill weight from layer 1 knot 40 to knot 18 kill weight from layer 1 knot 16 to knot 19 kill weight from layer 1 knot 17 to knot 19 kill weight from layer 1 knot 3 to knot 22 *********************************************** *** Learn Path 82 *** loss function: -0.64545387 *** contribution from regularisation: 0.00162120245 *** contribution from error: -0.647075057 *** contribution from DIAG: 0.000117836542 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 17 to knot 8 kill weight from layer 1 knot 34 to knot 40 *********************************************** *** Learn Path 83 *** loss function: -0.645465553 *** contribution from regularisation: 0.0016125323 *** contribution from error: -0.647078097 *** contribution from DIAG: 0.000106831918 *********************************************** --------------------------------------------------- Iteration : 84 kill weight from layer 1 knot 26 to knot 8 kill weight from layer 1 knot 23 to knot 32 kill weight from layer 1 knot 16 to knot 36 kill weight from layer 1 knot 3 to knot 39 *********************************************** *** Learn Path 84 *** loss function: -0.645462334 *** contribution from regularisation: 0.00161961978 *** contribution from error: -0.647081971 *** contribution from DIAG: 0.000107285981 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 33 to knot 8 kill weight from layer 1 knot 34 to knot 8 kill weight from layer 1 knot 35 to knot 8 kill weight from layer 1 knot 31 to knot 10 kill weight from layer 1 knot 28 to knot 22 kill weight from layer 1 knot 39 to knot 22 kill weight from layer 1 knot 30 to knot 31 kill weight from layer 1 knot 24 to knot 33 *********************************************** *** Learn Path 85 *** loss function: -0.645467937 *** contribution from regularisation: 0.00161742757 *** contribution from error: -0.647085369 *** contribution from DIAG: 0.000114971772 *********************************************** --------------------------------------------------- Iteration : 86 kill weight from layer 1 knot 4 to knot 8 kill weight from layer 1 knot 40 to knot 22 kill weight from layer 1 knot 39 to knot 37 kill weight from layer 1 knot 2 to knot 39 kill weight from layer 1 knot 24 to knot 39 kill weight from layer 1 knot 30 to knot 39 *********************************************** *** Learn Path 86 *** loss function: -0.645474136 *** contribution from regularisation: 0.00161460682 *** contribution from error: -0.647088766 *** contribution from DIAG: 0.000109979053 *********************************************** --------------------------------------------------- Iteration : 87 kill weight from layer 1 knot 27 to knot 19 kill weight from layer 1 knot 27 to knot 20 kill weight from layer 1 knot 14 to knot 26 kill weight from layer 1 knot 28 to knot 26 kill weight from layer 1 knot 26 to knot 32 kill weight from layer 1 knot 40 to knot 33 kill weight from layer 1 knot 37 to knot 37 kill weight from layer 1 knot 16 to knot 39 *********************************************** *** Learn Path 87 *** loss function: -0.6454705 *** contribution from regularisation: 0.00162169128 *** contribution from error: -0.647092164 *** contribution from DIAG: 0.000111578156 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 21 to knot 3 kill weight from layer 1 knot 23 to knot 15 kill weight from layer 1 knot 12 to knot 39 kill weight from layer 1 knot 28 to knot 39 kill weight from layer 1 knot 38 to knot 39 *********************************************** *** Learn Path 88 *** loss function: -0.645490468 *** contribution from regularisation: 0.00160485471 *** contribution from error: -0.647095323 *** contribution from DIAG: 0.000116005045 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 26 to knot 2 kill weight from layer 1 knot 25 to knot 3 kill weight from layer 1 knot 40 to knot 8 kill weight from layer 1 knot 15 to knot 19 kill weight from layer 1 knot 23 to knot 19 kill weight from layer 1 knot 26 to knot 22 kill weight from layer 1 knot 38 to knot 22 kill weight from layer 1 knot 25 to knot 32 *********************************************** *** Learn Path 89 *** loss function: -0.645483732 *** contribution from regularisation: 0.00161471276 *** contribution from error: -0.647098422 *** contribution from DIAG: 0.000111332942 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 36 to knot 8 kill weight from layer 1 knot 37 to knot 8 kill weight from layer 1 knot 5 to knot 16 kill weight from layer 1 knot 15 to knot 16 kill weight from layer 1 knot 19 to knot 22 kill weight from layer 1 knot 35 to knot 22 kill weight from layer 1 knot 31 to knot 28 kill weight from layer 1 knot 24 to knot 32 kill weight from layer 1 knot 39 to knot 32 kill weight from layer 1 knot 40 to knot 39 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 202.830276 sigma out 39 active outputs RANK 2 NODE 6 --> 57.9489822 sigma out 40 active outputs RANK 3 NODE 2 --> 49.7879372 sigma out 39 active outputs RANK 4 NODE 3 --> 45.1106873 sigma out 38 active outputs RANK 5 NODE 4 --> 43.7834435 sigma out 38 active outputs RANK 6 NODE 10 --> 40.49263 sigma out 39 active outputs RANK 7 NODE 9 --> 39.9160385 sigma out 39 active outputs RANK 8 NODE 5 --> 36.1450577 sigma out 35 active outputs RANK 9 NODE 8 --> 30.109272 sigma out 40 active outputs RANK 10 NODE 7 --> 30.0225487 sigma out 39 active outputs RANK 11 NODE 16 --> 27.0974579 sigma out 36 active outputs RANK 12 NODE 13 --> 26.7267647 sigma out 40 active outputs RANK 13 NODE 14 --> 24.8681583 sigma out 38 active outputs RANK 14 NODE 11 --> 24.8047581 sigma out 39 active outputs RANK 15 NODE 15 --> 23.5452728 sigma out 38 active outputs RANK 16 NODE 20 --> 22.7613583 sigma out 39 active outputs RANK 17 NODE 12 --> 21.7134743 sigma out 38 active outputs RANK 18 NODE 26 --> 20.9257507 sigma out 31 active outputs RANK 19 NODE 37 --> 19.595583 sigma out 36 active outputs RANK 20 NODE 19 --> 18.889225 sigma out 37 active outputs RANK 21 NODE 17 --> 17.6138191 sigma out 38 active outputs RANK 22 NODE 21 --> 16.4550095 sigma out 38 active outputs RANK 23 NODE 18 --> 16.1770325 sigma out 38 active outputs RANK 24 NODE 22 --> 14.7920771 sigma out 38 active outputs RANK 25 NODE 38 --> 13.6369238 sigma out 35 active outputs RANK 26 NODE 36 --> 13.4455566 sigma out 38 active outputs RANK 27 NODE 25 --> 12.9332943 sigma out 34 active outputs RANK 28 NODE 30 --> 11.8370523 sigma out 35 active outputs RANK 29 NODE 33 --> 11.5504293 sigma out 35 active outputs RANK 30 NODE 24 --> 11.4169493 sigma out 37 active outputs RANK 31 NODE 32 --> 11.2610855 sigma out 38 active outputs RANK 32 NODE 23 --> 10.8195086 sigma out 34 active outputs RANK 33 NODE 39 --> 9.96541786 sigma out 31 active outputs RANK 34 NODE 28 --> 9.28122425 sigma out 35 active outputs RANK 35 NODE 29 --> 9.14233303 sigma out 38 active outputs RANK 36 NODE 35 --> 8.23360443 sigma out 36 active outputs RANK 37 NODE 31 --> 7.9350667 sigma out 36 active outputs RANK 38 NODE 27 --> 7.52565193 sigma out 35 active outputs RANK 39 NODE 34 --> 6.24250555 sigma out 32 active outputs RANK 40 NODE 40 --> 3.78608918 sigma out 31 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 134.471954 sigma in 40act. ( 142.819351 sig out 1act.) RANK 2 NODE 29 --> 105.610367 sigma in 40act. ( 91.4311676 sig out 1act.) RANK 3 NODE 27 --> 81.9530716 sigma in 40act. ( 82.8716507 sig out 1act.) RANK 4 NODE 21 --> 64.7319031 sigma in 39act. ( 70.002327 sig out 1act.) RANK 5 NODE 12 --> 51.2669716 sigma in 39act. ( 43.3847046 sig out 1act.) RANK 6 NODE 37 --> 47.0143967 sigma in 38act. ( 33.6059875 sig out 1act.) RANK 7 NODE 1 --> 43.4303551 sigma in 39act. ( 35.0912323 sig out 1act.) RANK 8 NODE 33 --> 43.0437965 sigma in 37act. ( 39.2941513 sig out 1act.) RANK 9 NODE 11 --> 40.8988533 sigma in 37act. ( 40.6430397 sig out 1act.) RANK 10 NODE 30 --> 40.1498108 sigma in 39act. ( 34.488987 sig out 1act.) RANK 11 NODE 14 --> 38.7827988 sigma in 38act. ( 30.7412472 sig out 1act.) RANK 12 NODE 23 --> 37.8664551 sigma in 40act. ( 44.0379143 sig out 1act.) RANK 13 NODE 4 --> 35.6967049 sigma in 39act. ( 35.3505325 sig out 1act.) RANK 14 NODE 28 --> 32.2913437 sigma in 38act. ( 29.5597744 sig out 1act.) RANK 15 NODE 17 --> 31.2693882 sigma in 37act. ( 33.6239204 sig out 1act.) RANK 16 NODE 26 --> 31.0164223 sigma in 37act. ( 26.4310875 sig out 1act.) RANK 17 NODE 35 --> 28.6314011 sigma in 36act. ( 26.8666935 sig out 1act.) RANK 18 NODE 2 --> 27.3833561 sigma in 39act. ( 21.4999676 sig out 1act.) RANK 19 NODE 38 --> 25.9736824 sigma in 39act. ( 21.4523411 sig out 1act.) RANK 20 NODE 24 --> 24.8742237 sigma in 39act. ( 18.2168159 sig out 1act.) RANK 21 NODE 34 --> 21.9732971 sigma in 39act. ( 21.0641346 sig out 1act.) RANK 22 NODE 25 --> 21.8144798 sigma in 39act. ( 22.4557114 sig out 1act.) RANK 23 NODE 15 --> 21.2168617 sigma in 39act. ( 20.4035435 sig out 1act.) RANK 24 NODE 40 --> 20.5826378 sigma in 37act. ( 17.2136936 sig out 1act.) RANK 25 NODE 5 --> 16.3788185 sigma in 39act. ( 14.199358 sig out 1act.) RANK 26 NODE 7 --> 15.8320627 sigma in 38act. ( 16.3793449 sig out 1act.) RANK 27 NODE 6 --> 13.1000347 sigma in 37act. ( 10.3343697 sig out 1act.) RANK 28 NODE 9 --> 13.0036716 sigma in 39act. ( 9.68908215 sig out 1act.) RANK 29 NODE 36 --> 11.9007044 sigma in 36act. ( 10.475626 sig out 1act.) RANK 30 NODE 31 --> 10.9485445 sigma in 38act. ( 10.4551058 sig out 1act.) RANK 31 NODE 3 --> 10.172307 sigma in 36act. ( 10.3391438 sig out 1act.) RANK 32 NODE 19 --> 10.089963 sigma in 31act. ( 8.1141634 sig out 1act.) RANK 33 NODE 18 --> 9.08936787 sigma in 37act. ( 8.56588173 sig out 1act.) RANK 34 NODE 20 --> 8.24106121 sigma in 36act. ( 6.10424232 sig out 1act.) RANK 35 NODE 10 --> 5.50639772 sigma in 35act. ( 4.0934577 sig out 1act.) RANK 36 NODE 16 --> 4.04818344 sigma in 34act. ( 3.06878781 sig out 1act.) RANK 37 NODE 22 --> 2.78144503 sigma in 28act. ( 1.79119945 sig out 1act.) RANK 38 NODE 32 --> 2.09786463 sigma in 32act. ( 1.28565884 sig out 1act.) RANK 39 NODE 8 --> 1.41278195 sigma in 25act. ( 0.418028891 sig out 1act.) RANK 40 NODE 39 --> 1.06795716 sigma in 25act. ( 0.243932977 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 142.819351 sigma out 1act.( 134.471954 sig in 40act.) RANK 2 NODE 29 --> 91.4311676 sigma out 1act.( 105.610367 sig in 40act.) RANK 3 NODE 27 --> 82.8716507 sigma out 1act.( 81.9530716 sig in 40act.) RANK 4 NODE 21 --> 70.002327 sigma out 1act.( 64.7319031 sig in 39act.) RANK 5 NODE 23 --> 44.0379143 sigma out 1act.( 37.8664551 sig in 40act.) RANK 6 NODE 12 --> 43.3847046 sigma out 1act.( 51.2669716 sig in 39act.) RANK 7 NODE 11 --> 40.6430397 sigma out 1act.( 40.8988533 sig in 37act.) RANK 8 NODE 33 --> 39.2941513 sigma out 1act.( 43.0437965 sig in 37act.) RANK 9 NODE 4 --> 35.3505325 sigma out 1act.( 35.6967049 sig in 39act.) RANK 10 NODE 1 --> 35.0912323 sigma out 1act.( 43.4303551 sig in 39act.) RANK 11 NODE 30 --> 34.488987 sigma out 1act.( 40.1498108 sig in 39act.) RANK 12 NODE 17 --> 33.6239204 sigma out 1act.( 31.2693882 sig in 37act.) RANK 13 NODE 37 --> 33.6059875 sigma out 1act.( 47.0143967 sig in 38act.) RANK 14 NODE 14 --> 30.7412472 sigma out 1act.( 38.7827988 sig in 38act.) RANK 15 NODE 28 --> 29.5597744 sigma out 1act.( 32.2913437 sig in 38act.) RANK 16 NODE 35 --> 26.8666935 sigma out 1act.( 28.6314011 sig in 36act.) RANK 17 NODE 26 --> 26.4310875 sigma out 1act.( 31.0164223 sig in 37act.) RANK 18 NODE 25 --> 22.4557114 sigma out 1act.( 21.8144798 sig in 39act.) RANK 19 NODE 2 --> 21.4999676 sigma out 1act.( 27.3833561 sig in 39act.) RANK 20 NODE 38 --> 21.4523411 sigma out 1act.( 25.9736824 sig in 39act.) RANK 21 NODE 34 --> 21.0641346 sigma out 1act.( 21.9732971 sig in 39act.) RANK 22 NODE 15 --> 20.4035435 sigma out 1act.( 21.2168617 sig in 39act.) RANK 23 NODE 24 --> 18.2168159 sigma out 1act.( 24.8742237 sig in 39act.) RANK 24 NODE 40 --> 17.2136936 sigma out 1act.( 20.5826378 sig in 37act.) RANK 25 NODE 7 --> 16.3793449 sigma out 1act.( 15.8320627 sig in 38act.) RANK 26 NODE 5 --> 14.199358 sigma out 1act.( 16.3788185 sig in 39act.) RANK 27 NODE 36 --> 10.475626 sigma out 1act.( 11.9007044 sig in 36act.) RANK 28 NODE 31 --> 10.4551058 sigma out 1act.( 10.9485445 sig in 38act.) RANK 29 NODE 3 --> 10.3391438 sigma out 1act.( 10.172307 sig in 36act.) RANK 30 NODE 6 --> 10.3343697 sigma out 1act.( 13.1000347 sig in 37act.) RANK 31 NODE 9 --> 9.68908215 sigma out 1act.( 13.0036716 sig in 39act.) RANK 32 NODE 18 --> 8.56588173 sigma out 1act.( 9.08936787 sig in 37act.) RANK 33 NODE 19 --> 8.1141634 sigma out 1act.( 10.089963 sig in 31act.) RANK 34 NODE 20 --> 6.10424232 sigma out 1act.( 8.24106121 sig in 36act.) RANK 35 NODE 10 --> 4.0934577 sigma out 1act.( 5.50639772 sig in 35act.) RANK 36 NODE 16 --> 3.06878781 sigma out 1act.( 4.04818344 sig in 34act.) RANK 37 NODE 22 --> 1.79119945 sigma out 1act.( 2.78144503 sig in 28act.) RANK 38 NODE 32 --> 1.28565884 sigma out 1act.( 2.09786463 sig in 32act.) RANK 39 NODE 8 --> 0.418028891 sigma out 1act.( 1.41278195 sig in 25act.) RANK 40 NODE 39 --> 0.243932977 sigma out 1act.( 1.06795716 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 246.640167 sigma in 40 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.64549911 *** contribution from regularisation: 0.00160262606 *** contribution from error: -0.64710176 *** contribution from DIAG: 0.000115318515 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 32 to knot 2 kill weight from layer 1 knot 32 to knot 19 kill weight from layer 1 knot 12 to knot 20 kill weight from layer 1 knot 9 to knot 32 kill weight from layer 1 knot 36 to knot 32 kill weight from layer 1 knot 3 to knot 34 kill weight from layer 1 knot 35 to knot 36 *********************************************** *** Learn Path 91 *** loss function: -0.645498455 *** contribution from regularisation: 0.00160636846 *** contribution from error: -0.6471048 *** contribution from DIAG: 9.81668418E-05 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 23 to knot 7 kill weight from layer 1 knot 23 to knot 8 kill weight from layer 1 knot 25 to knot 8 kill weight from layer 1 knot 28 to knot 8 kill weight from layer 1 knot 7 to knot 22 kill weight from layer 1 knot 22 to knot 32 kill weight from layer 1 knot 27 to knot 39 *********************************************** *** Learn Path 92 *** loss function: -0.645501375 *** contribution from regularisation: 0.00160671095 *** contribution from error: -0.647108078 *** contribution from DIAG: 0.000113609989 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 34 to knot 4 kill weight from layer 1 knot 13 to knot 6 kill weight from layer 1 knot 39 to knot 9 kill weight from layer 1 knot 40 to knot 9 kill weight from layer 1 knot 37 to knot 10 kill weight from layer 1 knot 30 to knot 16 kill weight from layer 1 knot 19 to knot 18 kill weight from layer 1 knot 23 to knot 18 kill weight from layer 1 knot 39 to knot 20 *********************************************** *** Learn Path 93 *** loss function: -0.645514786 *** contribution from regularisation: 0.00159665046 *** contribution from error: -0.647111416 *** contribution from DIAG: 0.000106835781 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 38 to knot 8 kill weight from layer 1 knot 31 to knot 17 kill weight from layer 1 knot 28 to knot 18 kill weight from layer 1 knot 2 to knot 23 kill weight from layer 1 knot 15 to knot 32 kill weight from layer 1 knot 35 to knot 32 kill weight from layer 1 knot 25 to knot 39 kill weight from layer 1 knot 30 to knot 40 *********************************************** *** Learn Path 94 *** loss function: -0.645509779 *** contribution from regularisation: 0.00160451396 *** contribution from error: -0.647114277 *** contribution from DIAG: 0.000104749073 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 27 to knot 1 kill weight from layer 1 knot 39 to knot 6 kill weight from layer 1 knot 32 to knot 8 kill weight from layer 1 knot 35 to knot 10 kill weight from layer 1 knot 8 to knot 16 kill weight from layer 1 knot 19 to knot 16 kill weight from layer 1 knot 35 to knot 16 kill weight from layer 1 knot 40 to knot 16 kill weight from layer 1 knot 15 to knot 18 kill weight from layer 1 knot 34 to knot 18 kill weight from layer 1 knot 40 to knot 23 kill weight from layer 1 knot 34 to knot 31 kill weight from layer 1 knot 18 to knot 32 kill weight from layer 1 knot 17 to knot 34 kill weight from layer 1 knot 15 to knot 39 kill weight from layer 1 knot 31 to knot 39 kill weight from layer 1 knot 36 to knot 39 *********************************************** *** Learn Path 95 *** loss function: -0.645527303 *** contribution from regularisation: 0.00158998894 *** contribution from error: -0.647117317 *** contribution from DIAG: 0.000103995299 *********************************************** --------------------------------------------------- Iteration : 96 kill weight from layer 1 knot 13 to knot 22 kill weight from layer 1 knot 17 to knot 32 kill weight from layer 1 knot 40 to knot 32 *********************************************** *** Learn Path 96 *** loss function: -0.645521462 *** contribution from regularisation: 0.0015990244 *** contribution from error: -0.647120476 *** contribution from DIAG: 0.000103190228 *********************************************** --------------------------------------------------- Iteration : 97 kill weight from layer 1 knot 11 to knot 10 kill weight from layer 1 knot 15 to knot 22 *********************************************** *** Learn Path 97 *** loss function: -0.645530164 *** contribution from regularisation: 0.00159340096 *** contribution from error: -0.647123575 *** contribution from DIAG: 0.000110833629 *********************************************** --------------------------------------------------- Iteration : 98 kill weight from layer 1 knot 17 to knot 18 *********************************************** *** Learn Path 98 *** loss function: -0.645532668 *** contribution from regularisation: 0.00159380701 *** contribution from error: -0.647126496 *** contribution from DIAG: 0.000103803381 *********************************************** --------------------------------------------------- Iteration : 99 kill weight from layer 1 knot 34 to knot 22 *********************************************** *** Learn Path 99 *** loss function: -0.645536304 *** contribution from regularisation: 0.00159279013 *** contribution from error: -0.647129118 *** contribution from DIAG: 0.000104095292 *********************************************** --------------------------------------------------- Iteration : 100 kill weight from layer 1 knot 16 to knot 7 kill weight from layer 1 knot 38 to knot 9 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 202.913147 sigma out 39 active outputs RANK 2 NODE 6 --> 58.0073318 sigma out 40 active outputs RANK 3 NODE 2 --> 49.7259026 sigma out 38 active outputs RANK 4 NODE 3 --> 45.0211525 sigma out 37 active outputs RANK 5 NODE 4 --> 43.3788338 sigma out 38 active outputs RANK 6 NODE 10 --> 40.3971481 sigma out 39 active outputs RANK 7 NODE 9 --> 39.1556854 sigma out 38 active outputs RANK 8 NODE 5 --> 36.6501007 sigma out 35 active outputs RANK 9 NODE 7 --> 30.3287506 sigma out 38 active outputs RANK 10 NODE 8 --> 30.140871 sigma out 39 active outputs RANK 11 NODE 13 --> 27.5876637 sigma out 38 active outputs RANK 12 NODE 16 --> 26.9709435 sigma out 35 active outputs RANK 13 NODE 14 --> 25.7072525 sigma out 38 active outputs RANK 14 NODE 11 --> 25.1367455 sigma out 38 active outputs RANK 15 NODE 15 --> 24.1012325 sigma out 34 active outputs RANK 16 NODE 20 --> 22.7038422 sigma out 39 active outputs RANK 17 NODE 12 --> 21.7233276 sigma out 37 active outputs RANK 18 NODE 26 --> 21.0213871 sigma out 31 active outputs RANK 19 NODE 37 --> 19.6194859 sigma out 35 active outputs RANK 20 NODE 19 --> 18.8552437 sigma out 35 active outputs RANK 21 NODE 17 --> 17.3720226 sigma out 35 active outputs RANK 22 NODE 21 --> 16.4944649 sigma out 38 active outputs RANK 23 NODE 18 --> 15.9630585 sigma out 37 active outputs RANK 24 NODE 22 --> 14.4234438 sigma out 37 active outputs RANK 25 NODE 38 --> 13.6348276 sigma out 33 active outputs RANK 26 NODE 36 --> 13.4131651 sigma out 36 active outputs RANK 27 NODE 25 --> 12.7290134 sigma out 32 active outputs RANK 28 NODE 30 --> 11.7532768 sigma out 33 active outputs RANK 29 NODE 33 --> 11.5480385 sigma out 35 active outputs RANK 30 NODE 32 --> 11.1356249 sigma out 35 active outputs RANK 31 NODE 24 --> 11.0863905 sigma out 37 active outputs RANK 32 NODE 23 --> 10.6337585 sigma out 31 active outputs RANK 33 NODE 39 --> 9.86791801 sigma out 28 active outputs RANK 34 NODE 28 --> 9.21386337 sigma out 33 active outputs RANK 35 NODE 29 --> 9.20230865 sigma out 38 active outputs RANK 36 NODE 35 --> 8.01263332 sigma out 32 active outputs RANK 37 NODE 31 --> 7.75817728 sigma out 34 active outputs RANK 38 NODE 27 --> 7.39607716 sigma out 33 active outputs RANK 39 NODE 34 --> 6.09012175 sigma out 28 active outputs RANK 40 NODE 40 --> 3.78691959 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 134.598785 sigma in 40act. ( 141.912277 sig out 1act.) RANK 2 NODE 29 --> 105.83284 sigma in 40act. ( 90.4815826 sig out 1act.) RANK 3 NODE 27 --> 82.0316696 sigma in 40act. ( 82.0933838 sig out 1act.) RANK 4 NODE 21 --> 64.4077072 sigma in 39act. ( 69.9043808 sig out 1act.) RANK 5 NODE 12 --> 50.9104424 sigma in 39act. ( 43.0772591 sig out 1act.) RANK 6 NODE 37 --> 47.0624962 sigma in 38act. ( 33.1995735 sig out 1act.) RANK 7 NODE 1 --> 43.2814331 sigma in 38act. ( 34.9577866 sig out 1act.) RANK 8 NODE 33 --> 43.2528801 sigma in 37act. ( 39.240139 sig out 1act.) RANK 9 NODE 11 --> 41.2856636 sigma in 37act. ( 40.8786354 sig out 1act.) RANK 10 NODE 30 --> 40.3589478 sigma in 39act. ( 35.3888817 sig out 1act.) RANK 11 NODE 14 --> 38.6701736 sigma in 38act. ( 30.7653542 sig out 1act.) RANK 12 NODE 23 --> 37.7737389 sigma in 38act. ( 44.2794647 sig out 1act.) RANK 13 NODE 4 --> 35.7906952 sigma in 38act. ( 35.4097023 sig out 1act.) RANK 14 NODE 28 --> 32.1424446 sigma in 38act. ( 29.29776 sig out 1act.) RANK 15 NODE 17 --> 31.2050781 sigma in 36act. ( 33.4526482 sig out 1act.) RANK 16 NODE 26 --> 31.0498047 sigma in 37act. ( 26.2399273 sig out 1act.) RANK 17 NODE 35 --> 29.2762623 sigma in 36act. ( 27.828701 sig out 1act.) RANK 18 NODE 2 --> 27.0884438 sigma in 38act. ( 21.5651722 sig out 1act.) RANK 19 NODE 38 --> 26.0142879 sigma in 39act. ( 21.1041393 sig out 1act.) RANK 20 NODE 24 --> 24.810442 sigma in 39act. ( 18.1985149 sig out 1act.) RANK 21 NODE 25 --> 21.8655472 sigma in 39act. ( 22.1720276 sig out 1act.) RANK 22 NODE 34 --> 21.856617 sigma in 37act. ( 21.2431507 sig out 1act.) RANK 23 NODE 15 --> 21.2808495 sigma in 39act. ( 20.2801208 sig out 1act.) RANK 24 NODE 40 --> 20.4997444 sigma in 36act. ( 17.1804771 sig out 1act.) RANK 25 NODE 5 --> 16.260355 sigma in 39act. ( 14.0202303 sig out 1act.) RANK 26 NODE 7 --> 15.7139978 sigma in 36act. ( 16.4820156 sig out 1act.) RANK 27 NODE 9 --> 12.9716635 sigma in 36act. ( 9.67247677 sig out 1act.) RANK 28 NODE 6 --> 12.9538174 sigma in 35act. ( 10.3532324 sig out 1act.) RANK 29 NODE 36 --> 11.8569698 sigma in 35act. ( 10.2781715 sig out 1act.) RANK 30 NODE 31 --> 10.8545561 sigma in 37act. ( 10.5239792 sig out 1act.) RANK 31 NODE 3 --> 10.087904 sigma in 36act. ( 10.4425049 sig out 1act.) RANK 32 NODE 19 --> 10.050293 sigma in 30act. ( 8.01098633 sig out 1act.) RANK 33 NODE 18 --> 9.06395912 sigma in 31act. ( 8.51864243 sig out 1act.) RANK 34 NODE 20 --> 8.15454769 sigma in 34act. ( 6.03926897 sig out 1act.) RANK 35 NODE 10 --> 5.40962172 sigma in 32act. ( 4.0455265 sig out 1act.) RANK 36 NODE 16 --> 3.934376 sigma in 29act. ( 3.04583669 sig out 1act.) RANK 37 NODE 22 --> 2.72387028 sigma in 24act. ( 1.79632485 sig out 1act.) RANK 38 NODE 32 --> 2.03167796 sigma in 24act. ( 1.29179013 sig out 1act.) RANK 39 NODE 8 --> 1.35792017 sigma in 20act. ( 0.461916655 sig out 1act.) RANK 40 NODE 39 --> 0.998765171 sigma in 20act. ( 0.2536484 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 141.912277 sigma out 1act.( 134.598785 sig in 40act.) RANK 2 NODE 29 --> 90.4815826 sigma out 1act.( 105.83284 sig in 40act.) RANK 3 NODE 27 --> 82.0933838 sigma out 1act.( 82.0316696 sig in 40act.) RANK 4 NODE 21 --> 69.9043808 sigma out 1act.( 64.4077072 sig in 39act.) RANK 5 NODE 23 --> 44.2794647 sigma out 1act.( 37.7737389 sig in 38act.) RANK 6 NODE 12 --> 43.0772591 sigma out 1act.( 50.9104424 sig in 39act.) RANK 7 NODE 11 --> 40.8786354 sigma out 1act.( 41.2856636 sig in 37act.) RANK 8 NODE 33 --> 39.240139 sigma out 1act.( 43.2528801 sig in 37act.) RANK 9 NODE 4 --> 35.4097023 sigma out 1act.( 35.7906952 sig in 38act.) RANK 10 NODE 30 --> 35.3888817 sigma out 1act.( 40.3589478 sig in 39act.) RANK 11 NODE 1 --> 34.9577866 sigma out 1act.( 43.2814331 sig in 38act.) RANK 12 NODE 17 --> 33.4526482 sigma out 1act.( 31.2050781 sig in 36act.) RANK 13 NODE 37 --> 33.1995735 sigma out 1act.( 47.0624962 sig in 38act.) RANK 14 NODE 14 --> 30.7653542 sigma out 1act.( 38.6701736 sig in 38act.) RANK 15 NODE 28 --> 29.29776 sigma out 1act.( 32.1424446 sig in 38act.) RANK 16 NODE 35 --> 27.828701 sigma out 1act.( 29.2762623 sig in 36act.) RANK 17 NODE 26 --> 26.2399273 sigma out 1act.( 31.0498047 sig in 37act.) RANK 18 NODE 25 --> 22.1720276 sigma out 1act.( 21.8655472 sig in 39act.) RANK 19 NODE 2 --> 21.5651722 sigma out 1act.( 27.0884438 sig in 38act.) RANK 20 NODE 34 --> 21.2431507 sigma out 1act.( 21.856617 sig in 37act.) RANK 21 NODE 38 --> 21.1041393 sigma out 1act.( 26.0142879 sig in 39act.) RANK 22 NODE 15 --> 20.2801208 sigma out 1act.( 21.2808495 sig in 39act.) RANK 23 NODE 24 --> 18.1985149 sigma out 1act.( 24.810442 sig in 39act.) RANK 24 NODE 40 --> 17.1804771 sigma out 1act.( 20.4997444 sig in 36act.) RANK 25 NODE 7 --> 16.4820156 sigma out 1act.( 15.7139978 sig in 36act.) RANK 26 NODE 5 --> 14.0202303 sigma out 1act.( 16.260355 sig in 39act.) RANK 27 NODE 31 --> 10.5239792 sigma out 1act.( 10.8545561 sig in 37act.) RANK 28 NODE 3 --> 10.4425049 sigma out 1act.( 10.087904 sig in 36act.) RANK 29 NODE 6 --> 10.3532324 sigma out 1act.( 12.9538174 sig in 35act.) RANK 30 NODE 36 --> 10.2781715 sigma out 1act.( 11.8569698 sig in 35act.) RANK 31 NODE 9 --> 9.67247677 sigma out 1act.( 12.9716635 sig in 36act.) RANK 32 NODE 18 --> 8.51864243 sigma out 1act.( 9.06395912 sig in 31act.) RANK 33 NODE 19 --> 8.01098633 sigma out 1act.( 10.050293 sig in 30act.) RANK 34 NODE 20 --> 6.03926897 sigma out 1act.( 8.15454769 sig in 34act.) RANK 35 NODE 10 --> 4.0455265 sigma out 1act.( 5.40962172 sig in 32act.) RANK 36 NODE 16 --> 3.04583669 sigma out 1act.( 3.934376 sig in 29act.) RANK 37 NODE 22 --> 1.79632485 sigma out 1act.( 2.72387028 sig in 24act.) RANK 38 NODE 32 --> 1.29179013 sigma out 1act.( 2.03167796 sig in 24act.) RANK 39 NODE 8 --> 0.461916655 sigma out 1act.( 1.35792017 sig in 20act.) RANK 40 NODE 39 --> 0.2536484 sigma out 1act.( 0.998765171 sig in 20act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 245.531906 sigma in 40 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.645544827 *** contribution from regularisation: 0.00158757542 *** contribution from error: -0.647132397 *** contribution from DIAG: 0.000105974774 *********************************************** -----------------> Test sample create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Kaon_Downstream_NeuroBayes.conf NB_AHISTOUT: storage space 228125 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Downstream/GlobalPID_Kaon_Downstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Downstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Downstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Kaon/Downstream/NB.txt Training Host = lxplus436.cern.ch Particle type = kaon 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_Kaon_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 35 nodes, hidden layer has 40 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5705173 tracks for input to NN training Sel. Eff. = 17.528% Selected 1000000 tracks for input to NN training ghost percentage = 63.3186% electron percentage = 12.4809% muon percentage = 0.774% pion percentage = 19.0612% kaon percentage = 1.1241% proton percentage = 3.2262% Unknown Particle type 3112 percentage = 0.0053% Unknown Particle type 3222 percentage = 0.0028% Unknown Particle type 3312 percentage = 0.0026% Unknown Particle type 1000010030 percentage = 0.0001% Unknown Particle type 1000020040 percentage = 0.0042% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackCloneDist Making plots for input TrackFitTChi2 Making plots for input TrackFitTNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichUsedR2Gas Making plots for input RichAbovePiThres Making plots for input RichAboveKaThres Making plots for input RichAbovePrThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonIsMuon Making plots for input MuonNShared Making plots for input InAccMuon Making plots for input MuonIsLooseMuon Making plots for input InAccEcal Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input InAccHcal Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input PrsPIDe Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Found 9023704 evaluation data points Read entry 902370 (10%) Read entry 1804740 (20%) Read entry 2707110 (30%) Read entry 3609480 (40%) Read entry 4511850 (50%) Read entry 5414220 (60%) Read entry 6316590 (70%) Read entry 7218960 (80%) Read entry 8121330 (90%) Read entry 9023700 (100%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 34 input variables. ***************Training results***************** number of nodes in the 1st layer: 40 number of nodes in the 2nd layer: 40 number of nodes in the 3rd layer: 1 number of iterations: 100