Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Muon/Long Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Muon/Long/GlobalPID_Muon_Long_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Muon/Long/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Muon/Long/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Muon/Long/NB.txt Training Host = lxplus432.cern.ch Particle type = muon Background types = all Training Mix = NaturalMix Track type = Long Track PresSel = TrackPreSelIsMuon 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_Muon_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 38 Your number of nodes in the hidden layer is: 44 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function You want to use the global preprocessing flag 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 TrackFitMatchChi2 PreproFlag 34 Input 10 TrackCloneDist PreproFlag 34 Input 11 TrackFitVeloChi2 PreproFlag 14 Input 12 TrackFitVeloNDoF PreproFlag 19 Input 13 TrackFitTChi2 PreproFlag 14 Input 14 TrackFitTNDoF PreproFlag 19 Input 15 RichUsedAero PreproFlag 18 Input 16 RichUsedR1Gas PreproFlag 18 Input 17 RichUsedR2Gas PreproFlag 18 Input 18 RichAboveMuThres PreproFlag 18 Input 19 RichAboveKaThres PreproFlag 18 Input 20 RichDLLe PreproFlag 34 Input 21 RichDLLmu PreproFlag 34 Input 22 RichDLLk PreproFlag 34 Input 23 RichDLLp PreproFlag 34 Input 24 RichDLLbt PreproFlag 34 Input 25 MuonBkgLL PreproFlag 34 Input 26 MuonMuLL PreproFlag 34 Input 27 MuonNShared PreproFlag 19 Input 28 InAccEcal PreproFlag 19 Input 29 EcalPIDe PreproFlag 34 Input 30 EcalPIDmu PreproFlag 34 Input 31 InAccHcal PreproFlag 19 Input 32 HcalPIDe PreproFlag 34 Input 33 HcalPIDmu PreproFlag 34 Input 34 InAccPrs PreproFlag 19 Input 35 PrsPIDe PreproFlag 34 Input 36 InAccBrem PreproFlag 19 Input 37 BremPIDe PreproFlag 34 Input 38 VeloCharge 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%) Read entry 5892912 (60%) Read entry 6875064 (70%) Read entry 7857216 (79.9999%) Read entry 8839368 (89.9999%) Read entry 9821520 (99.9999%) Considered 9821527 tracks for input to NN training Sel. Eff. = 1.9609% Selected 192590 tracks for input to NN training ghost percentage = 16.843% electron percentage = 1.73581% muon percentage = 17.5627% pion percentage = 53.7806% kaon percentage = 7.83011% Unknown Particle type 411 percentage = 0.00103848% Unknown Particle type 431 percentage = 0.000519238% proton percentage = 2.23532% Unknown Particle type 3112 percentage = 0.00363466% Unknown Particle type 3222 percentage = 0.00571162% Unknown Particle type 3312 percentage = 0.00155771% 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 192590 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 = 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 # 11 : 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 # 12 : 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 # 13 : 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 # 14 : 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 # 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 = 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 # 19 : 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 # 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 = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 26 : PreproFlag = 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 # 27 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 28 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 29 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 30 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 31 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 32 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 33 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 34 : PreproFlag = 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 # 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. variable # 36 : 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 # 37 : 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 # 38 : 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: 17.5626984 % ------------------------------ 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 1. 17. 21. 24. 27. 29. 31. 33. 34. 36. 37. 39. 40. 42. 43. 44. 46. 47. 48. 49. 50. 52. 53. 54. 55. 56. 57. 58. 59. 60. 62. 63. 64. 65. 66. 67. 68. 69. 70. 71. 72. 73. 74. 75. 76. 77. 78. 79. 81. 82. 83. 84. 85. 86. 87. 88. 90. 91. 92. 93. 94. 96. 97. 98. 100. 101. 103. 104. 106. 107. 109. 110. 112. 113. 115. 117. 118. 120. 122. 124. 126. 128. 130. 132. 135. 137. 140. 143. 146. 149. 152. 156. 161. 165. 171. 177. 186. 196. 210. 240. 435. build map for variable # 2 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 352. Unregularised mean is returned ------------------------------ Transdef: Tab for variable 3 3000.02002 3085.36499 3163.98486 3235.95996 3301.5752 3367.07007 3429.70508 3487.48999 3547.05005 3603.29492 3658.61011 3711.80518 3764.64502 3817.15991 3870.29004 3920.29492 3972.68994 4025.7749 4077.78003 4128.41016 4178.79492 4230.41992 4279.73535 4330.30469 4381.91016 4431.61523 4482.63477 4531.75488 4582.53027 4635.08008 4688.9502 4743.51465 4797.96484 4849.39502 4902.70996 4954.6499 5007.87988 5064.48486 5120.0752 5173.08984 5227.25488 5283.4751 5341.11523 5399.13477 5459.79004 5522.125 5584.07031 5647.31006 5710.49023 5774.15527 5840.74023 5910.25488 warning: map is empty for variable 3 5975.91992 6054.51465 6142.12988 6232.41016 6324.56006 6421.06006 6521.83008 6621.16504 6726.00977 6833.52979 6940.96484 7052.8252 7168.21484 7289.75 7419.23535 7547.50977 7681.2998 7825.4248 7978.33496 8129.38477 8287.6748 8450.12988 8622.3252 8799.35547 8987.27539 9178.13965 9384.48535 9598.33984 9827.06055 10079.1602 10402.75 10765.5449 11151.3145 11567.1309 12060.3652 12582.2803 13172.2246 13862.2656 14657.8496 15583.3252 16682.6758 18049.3848 19633.0859 21674.0352 24491.1992 28587.9414 35477.4141 49576.1055 403701.406 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 1.8975544 71.2733994 80.1115265 87.8002014 95.055954 102.18972 109.272888 116.012093 122.857864 129.037613 135.354202 141.561127 147.797638 153.791962 159.518768 165.225082 170.761566 176.565216 182.045959 187.679779 193.550003 199.21524 204.921814 210.431442 215.979828 221.7827 227.558807 233.228638 238.621643 244.028076 249.832932 255.321045 261.022308 266.774475 272.650635 278.573975 284.56189 290.538239 296.515442 302.632019 308.984009 315.127502 321.651855 328.207733 334.756531 341.771606 349.135498 356.315796 363.86972 371.396393 379.167969 387.156128 395.553833 404.023132 412.6073 421.548584 430.616577 440.032349 449.328308 459.304108 469.336304 479.390686 490.075317 501.577698 513.046753 524.786987 536.718628 549.090942 561.187866 573.48584 585.975586 599.338501 613.959656 628.954346 645.839355 662.448364 680.207886 698.594238 718.414185 738.039795 758.714478 778.819458 800.511169 823.766357 848.814209 877.081909 907.485901 942.278625 979.527527 1021.28827 1067.6416 1123.15991 1193.21021 1282.37085 1397.60474 1546.20532 1738.64111 2022.12866 2462.28589 3263.77612 22123.2227 do regularised spline fit for input variable # 4 build map for warning: map is empty for variable 4 variable # 4 warning: map is empty for variable 4 ------------------------------ Transdef: Tab for variable 5 0.17566599 0.536715269 0.591638327 0.629209876 0.659398437 0.683318853 0.705192804 0.723508537 0.741557479 0.757918537 0.773195863 0.787846208 0.801437616 0.815315783 0.828516126 0.840923011 0.853369057 0.865458369 0.876642048 0.88769269 0.89834851 0.909176052 0.920201957 0.931396902 0.941834807 0.952264011 0.96274066 0.973169744 0.983430386 0.994074285 1.00456512 1.01541352 1.02538824 1.03599024 1.04697728 1.05797172 1.06883061 1.07964754 1.09104133 1.10198879 1.11357462 1.1249826 1.13762045 1.14953494 1.16176796 1.17421734 1.18696594 1.20020461 1.21408916 1.22798991 1.2422576 1.2572087 1.27295065 1.28850293 1.30465436 1.32143474 1.33872926 1.35705662 1.37697554 1.39710736 1.41876471 1.44021964 1.4635613 1.4886272 1.51482368 1.54267609 1.57382178 1.60553479 1.63826501 1.67405462 1.71158206 1.75217962 1.79440308 1.83969402 1.88898242 1.93974948 1.9947778 2.05383301 2.11426163 2.17938471 2.25028181 2.32471609 2.40606284 2.48931265 2.5759573 2.66866541 2.76908302 2.87620568 2.99795294 3.12327099 3.24884272 3.39074874 3.54541683 3.7028451 3.87399817 4.06001234 4.26847839 4.52239704 4.89247704 5.47793484 9.98677444 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 7. 12. 14. 15. 16. 17. 18. 18. 19. 20. 20. 21. 21. 22. 22. 23. 23. 23. 24. 24. 25. 25. 25. 25. 26. 26. 26. 27. 27. 27. 27. 27. 28. 28. 28. 28. 29. 29. 29. 29. 29. 29. 30. 30. 30. 30. 30. 30. 31. 31. 31. 31. 31. 31. 31. 32. 32. 32. 32. 32. 32. 32. 33. 33. 33. 33. 33. 33. 34. 34. 34. 34. 34. 34. 34. 35. 35. 35. 35. 35. 35. 36. 36. 36. 36. 36. 37. 37. 37. 37. 37. 38. 38. 38. 39. 39. 40. 40. 41. 42. 54. build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -99.8751755 -67.4553757 -59.0577087 -52.8432388 -47.8668213 -43.6361237 -40.3795319 -37.860405 -35.883812 -34.0320778 -32.2989578 -30.7467556 -29.2346382 -27.932106 -26.6617451 -25.4781399 -24.4239006 -23.4471684 -22.5946465 -21.7607079 -20.9975395 -20.2137413 -19.2761955 -18.2378559 -17.2950058 -16.4344063 -15.6267834 -14.840251 -14.1014614 -13.442482 -12.8260374 -12.2548437 -11.7353849 -11.2678299 -10.845438 -10.4441824 -10.0586128 -9.72337627 -9.41140175 -9.11875343 -8.84442329 -8.58986855 -8.34383011 -8.12029266 -7.91893482 -7.71754265 -7.52360725 -7.35083103 -7.18576193 -7.02109051 -6.86023808 -6.71301985 -6.57125664 -6.43174124 -6.29559231 -6.1682663 -6.04414082 -5.92641592 -5.81425762 -5.69795704 -5.58815718 -5.48004627 -5.37671089 -5.27519512 -5.17567444 -5.07935619 -4.98581219 -4.89178944 -4.79910946 -4.71004677 -4.61909819 -4.53022861 -4.44286156 -4.35820007 -4.27641916 -4.1946187 -4.11271381 -4.03689003 -3.96094871 -3.87972116 -3.79813433 -3.71727085 warning: map is empty for variable 7 -3.6367538 -3.55542469 -3.47215414 -3.38996315 -3.3067565 -3.22202969 -3.13609362 -3.05246735 -2.96503735 -2.87541652 -2.77896118 -2.67737341 -2.56356692 -2.43535233 -2.30363941 -2.16052818 -1.99291444 -1.75962234 -0.305606753 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 1.02936074E-05 0.000439625583 0.00087982777 0.00132475875 0.0017615417 0.00222093076 0.00265401322 0.00310016982 0.00353777525 0.00400536787 0.00446025468 0.0049250992 0.00538286706 0.00585441943 0.00632288493 0.00679741427 0.00725371391 0.00771166943 0.00815858319 0.00864340365 0.0090983035 0.0095769316 0.0100722713 0.0106174648 0.0112509243 0.0119667118 0.0128001934 0.0137068285 0.014689032 0.0157674998 0.0170092806 0.0183026791 0.0198666193 0.0216087531 0.0236392654 0.0258111898 0.0282956176 0.0311175268 0.0342393294 0.0377795696 0.0414926782 0.0453792959 0.0486577637 0.051611118 0.0547137 0.0583226755 0.0625668243 0.0673909485 0.0727416128 0.0787094235 0.0852425694 0.0924294442 0.0996509343 0.107461043 0.116021179 0.12557587 0.135144442 0.145486951 0.155882001 0.166910231 0.178379446 0.190637738 0.203276247 0.215909809 0.227679104 0.240022868 0.252615869 0.265378922 0.278182417 0.291468173 0.304603457 0.317646295 0.330415756 0.343144655 0.356706858 0.369416714 0.382884473 0.397958517 0.412828952 0.430627942 0.449038029 0.468998671 0.491430014 0.515885234 0.541799784 0.5705688 0.598718643 0.627921641 0.657507002 0.686295033 0.715558887 0.744560957 0.771405101 0.798163593 0.821646154 0.844048142 0.86597836 0.888457537 0.914114833 0.943001091 0.99994272 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 0.012956595 0.708479285 0.97927618 1.18562698 1.36539912 1.5290817 1.68138385 1.82402611 1.95984817 2.08869958 2.21538091 2.33472919 2.45670795 2.57362962 2.68578982 2.80418611 2.9189198 3.03130817 3.14706993 3.26432395 3.37887764 3.49024558 3.60540247 3.71854401 3.83528662 3.95191336 4.06840324 4.18461418 4.30496788 4.4285059 4.5481863 4.67460442 4.79654646 4.92878819 5.05712461 5.18836927 5.32528496 5.46721458 5.60888243 5.75423622 5.90273428 6.05169296 6.21428823 6.37204552 6.53784037 6.71166849 6.89158678 7.07590103 7.25800085 7.45091295 7.65387249 7.86449385 8.08015251 8.30200577 8.54234886 8.78663063 9.0473671 9.3257885 9.62695599 9.94561577 10.2758875 10.6404839 11.0172482 11.4019432 11.8167744 12.2775555 12.7680779 13.3040028 13.8620949 14.4514256 15.1410904 15.8863525 16.644207 17.4971695 18.3884392 19.3198509 20.3227806 21.453022 22.6657372 23.92276 25.2509346 26.6627464 28.0597229 29.5533295 31.2817116 33.0966949 35.0009766 36.9652176 39.19347 41.4903107 44.02351 46.828949 49.9955025 53.2 warning: map is empty for variable 9 504272 57.0438652 61.3807755 66.3239899 72.5622711 80.254921 91.1443024 133.906357 do regularised spline fit for input variable # 9 build map for variable # 9 warning: map is empty for variable 9 ------------------------------ Transdef: Tab for variable 10 0.0845130384 10.9852924 20.9213448 32.4165459 40.5650139 48.4533043 55.3353195 63.2623024 71.3795624 79.4724121 86.6599731 95.3076172 103.534943 110.969528 118.684715 126.214638 136.903656 147.896057 157.704453 167.805023 177.316772 187.433472 199.542633 211.226974 223.24411 234.347809 249.408997 263.525391 277.104431 292.566742 305.512085 325.720032 343.486267 355.845917 371.055847 390.390137 413.618225 439.237854 463.383972 485.837677 513.705322 534.18457 556.657593 588.375977 611.830933 635.359619 661.731201 692.272949 723.327637 751.609741 783.857788 818.729919 846.709106 887.173645 931.154419 966.833008 1007.50623 1053.79041 1099.95789 1152.422 1207.79761 1268.6853 1326.23315 1378.69238 1434.9646 1489.78223 1560.84521 1628.68994 1698.79126 1766.40015 1848.46912 1931.94702 2018.54614 2092.4248 2191.12207 2252.05371 2318.95508 2401.33594 2496.2207 2588.48047 2674.01709 2767.06445 2860.42725 2955.3147 3044.16211 3148.52271 3231.85449 3338.39795 3454.46484 3578.27856 3710.26782 3817.02686 3962.06299 4054.49072 4179.97949 4286.3252 4421.30469 4569.75391 4711.17188 4855.71484 4994.9375 do regularised spline fit for input variable # 10 build map for variable # 10 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 11 4.33588497E-07 0.146061033 0.373997033 0.613262117 0.840354085 1.05239749 1.25731254 1.45907712 1.65126753 1.82702374 2.0058918 2.17135692 2.33568144 2.49791098 2.65886879 2.82285953 2.98059845 3.13762975 3.28956032 3.44339609 3.59206533 3.74127936 3.89552402 4.04735994 4.19612789 4.34387779 4.489151 4.63588428 4.7810564 4.93085814 5.07213497 5.21900272 5.36026669 5.50638199 5.65363121 5.80104923 5.94528484 6.09017038 6.23712826 6.37843227 6.52847958 6.67720509 6.83229542 6.97683811 7.121243 7.26837349 7.41952801 7.57357121 7.72762966 7.88113976 8.03292274 8.18683052 8.34699726 8.5037241 8.66138649 8.82182121 8.98527813 9.14545918 9.30847549 9.47406006 9.65557957 9.82535744 9.99840641 10.1803036 10.3623676 10.5447922 10.7237844 10.9130621 11.1030521 11.2943573 11.4936285 11.7006969 11.9198132 12.1390476 12.3628874 12.5897779 12.8252659 13.071785 13.3277264 13.5876198 13.8580246 14.139164 14.4398785 14.7482748 15.0768223 15.4257927 15.7909946 16.1667671 16.5665359 16.9970703 17.4946976 18.0303898 18.6167145 19.3117828 20.086792 21.0453873 22.2448349 23.8008842 26.1092567 30.8009014 113.621681 do regularised spline fit for input variable # 11 ------------------------------ Transdef: Tab for variable 12 -1. 1. 1. 1. 2. 2. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 4. 4. 4. 4. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 6. 6. 6. 6. 6. 7. 7. 7. 7. 7. 7. 7. 7. 7. 8. 8. 8. 8. 8. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 10. 10. 10. 10. 10. 10. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 12. 12. 12. 13. 13. 13. 13. 13. 13. 13. 14. 14. 15. 15. 15. 17. 25. build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 0.00487430161 1.25187397 2.05067658 2.73004103 3.28929281 3.7884798 4.24667931 4.69646072 5.10851097 5.49143505 5.84398699 6.1864481 6.4980669 6.7936058 7.09154224 7.36446667 7.6303997 7.88527679 8.13450909 8.37824726 8.60706711 8.83028507 9.04767704 9.2641964 9.48439407 9.69524765 9.91122627 10.114748 10.3147278 10.5161057 10.7039394 10.8984346 11.0917673 11.2846527 11.4784908 11.6649227 11.8572655 12.0466499 12.2310162 12.4226713 12.6144505 12.7994347 12.993288 13.186451 13.3779678 13.5653286 13.7524214 13.9468174 14.1444635 14.3467751 14.5491428 14.7494383 14.9512711 15.1493225 15.3518581 15.5601654 15.7710648 15.9840813 16.2028008 16.4272022 16.6551285 16.8818092 17.1177197 17.3558578 17.5917664 17.8404102 18.0923538 18.3510895 18.6216278 18.9065323 19.1887817 19.504425 19.8151474 20.1350231 20.472065 20.8256454 21.1926613 21.5827408 21.9954433 22.4417343 22.9067383 23.3998489 23.9336491 24.5249062 25.1627102 25.8857117 26.6672401 27.5773563 28.6034737 29.7660446 31.1084995 32.7329407 34.5661049 36.9062576 39.6518707 43.0259628 47.230072 52.4449081 59.7313614 71.2324219 126.439835 do regularised spline fit for input variable # 13 ------------------------------ Transdef: Tab for variable 14 1. 3. 4. 5. 6. 6. 6. 7. 7. 7. 7. 7. 8. 8. 8. 9. 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. 14. 14. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 15. 16. 16. 16. 16. 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. 17. 17. 18. 18. 18. 18. 18. 18. 18. 18. 19. 19. 19. 19. 20. 27. 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. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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. 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. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 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. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 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 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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. build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -130.647202 -69.3647003 -60.4420013 -54.5382996 -50.1965027 -46.7765999 -43.7121506 -41.2216988 -38.9933014 -37.1812515 -35.5053024 -34.1011505 -32.7837982 -31.5920486 -30.5536003 -29.4977493 -28.5752487 -27.6665993 -26.8170013 -26.0131493 -25.2506504 -24.52355 -23.8410988 -23.1765995 -22.5343494 -21.91255 -21.3110008 -20.7317505 -20.1604996 -19.615551 -19.1009007 -18.575901 -18.077549 -17.5702 -17.0711994 -16.6082497 -16.1541996 -15.7161007 -15.2778997 -14.8491497 -14.4174004 -13.9879494 -13.5798502 -13.1801996 -12.7710495 -12.3657999 -11.9848499 -11.5981998 -11.2117996 -10.8443003 -10.47155 -10.1070004 -9.73839951 -9.37915039 -9.03759956 -8.69355011 -8.33774948 -8.00494957 -7.67700005 -7.34420013 -7.01074982 -6.67824984 -6.3529501 -6.02920008 -5.72084999 -5.39545012 -5.07975006 -4.7645998 -4.46530008 -4.16454983 -3.86560011 -3.56369996 -3.26600003 -2.97970009 -2.68149996 -2.38785005 -2.09770012 -1.80695009 -1.52565002 -1.23210001 -0.957149982 -0.688499987 -0.422049999 -0.158349991 0.102349997 0.398900002 0.741649985 1.13155007 1.54820001 1.99550009 2.50550008 3.06695008 3.68450022 4.44064999 5.31404972 6.37129974 7.75059986 9.60179996 12.3583498 17.5896492 108.436401 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -96.0177994 -44.7274513 -37.171051 -32.5583496 -29.2586002 -26.9463997 -25.0027008 -23.4267006 -21.9864502 -20.7569504 -19.665699 -18.6722488 -17.7453995 -16.9381008 -16.1998005 -15.4686508 -14.7978497 -14.1588001 -13.5450497 -12.9752998 -12.4319 -11.9247999 -11.4197998 -10.9478998 -10.4926004 -10.0648499 -9.64080048 -9.25105 -8.87895012 -8.50384998 -8.15979958 -7.81519985 -7.47624969 -7.16835022 -6.85389996 -6.54265022 -6.24889994 -5.9691 -5.69059992 -5.41975021 -5.15705013 -4.88975 -4.64115 -4.38965034 -4.14505005 -3.91174984 -3.68460011 -3.45545006 -3.23175001 -3.01740003 -2.80574989 -2.59940004 -2.40009999 -2.2105999 -2.01915002 -1.84459996 -1.66775 -1.49364996 -1.32480001 -1.15970004 -1.00059998 -0.838400006 -0.683050036 -0.535600007 -0.395300001 -0.25485 -0.12145 0. 0.0965500027 0.248950005 0.417349994 0.594550014 0.777850032 0.975250006 1.18620002 1.40645003 1.65219998 1.89735007 2.15329981 2.43464994 2.73300004 3.03745008 3.39055014 3.77959991 4.18665028 4.63430023 5.13500023 5.69619989 6.29705 6.98099995 7.74975014 8.64825058 9.72574997 11.0069504 12.5088501 14.4573498 17.0309486 20.6314011 26.0803986 35.9886475 100.905998 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -167.224396 -74.0077057 -62.1149521 -54.7587509 -49.6104507 -45.637001 -42.3168488 -39.6404991 -37.1893005 -35.0058517 -32.969799 -31.1715508 -29.5083008 -27.9313507 -26.537899 -25.1409492 -23.8677502 -22.7174492 -21.5587997 -20.5219002 -19.4881001 -18.4932499 -17.5471992 -16.6575508 -15.7975502 -14.9795494 -14.1924 -13.4629993 -12.7529497 -12.0942001 -11.4508495 -10.8543501 -10.2754002 -9.71789932 -9.17770004 -8.66580009 -8.1892004 -7.71894979 -7.28434992 -6.85134983 -6.45130014 -6.03504992 -5.63450003 -5.24739981 -4.88565016 -4.51055002 -4.16104984 -3.80570006 -3.45300007 -3.10914993 -2.77339983 -2.43575001 -2.12209988 -1.80719995 -1.47955 -1.1733501 -0.85345 -0.534350038 -0.213100001 0. 0.270649999 0.579400003 0.866450012 1.16824996 1.46710002 1.76620007 2.04904985 2.34704995 2.65109992 2.96195006 3.26224995 3.58229995 3.90495014 4.23999977 4.58864975 4.94954967 5.31029987 5.69344997 6.07369995 6.46924973 6.88805008 7.32145023 7.77250004 8.24110031 8.74004936 9.25774956 9.82390022 10.4344997 11.0833998 11.7770996 12.5375004 13.3752003 14.2543001 15.2791996 16.457901 17.8113003 19.4491005 21.6177998 24.640049 29.4687996 116.333397 do regularised spline fit for input variable # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -171.314301 -69.7494507 -58.9000015 -52.2191505 -47.1516991 -43.2912521 -40.2206001 -37.5197983 -35.3036499 -33.2362976 -31.2625999 -29.5886497 -27.9631996 -26.5168991 -25.1289501 -23.85285 -22.6772003 -21.4547501 -20.3526993 -19.2826004 -18.2882004 -17.3191986 -16.3984489 -15.50595 -14.6625004 -13.87325 -13.0925007 -12.36625 -11.6620998 -10.9558001 -10.2864494 -9.64204979 -9.03585052 -8.4640007 -7.91214991 -7.38840008 -6.89104986 -6.3982501 -5.91349983 -5.4460001 -5.01490021 -4.55709982 -4.14865017 -3.73769999 -3.31244993 -2.93895006 -2.55299997 -2.18540001 -1.82214999 -1.4569 -1.09774995 -0.75304997 -0.395599991 -0.0505499989 0.13075 0.471400023 0.783349991 1.08655 1.39385009 1.69009995 1.98559999 2.28445005 2.58284998 2.88639998 3.18615007 3.48990011 3.79404998 4.11234999 4.43879986 4.76819992 5.08934975 5.43099976 5.76545 6.11154985 6.46584988 6.82019997 7.18665028 7.55579996 7.94499969 8.35109997 8.77235031 9.23200035 9.67589951 10.1455002 10.6289501 11.1310997 11.6947994 12.2751007 12.9115505 13.5806999 14.2921505 15.0507002 15.8556499 16.8276501 17.8459511 19.060051 20.6033001 22.4044495 24.9702988 28.9808006 65.8258972 do regularised spline fit for input variable # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 -148.700104 -63.4125519 -53.009697 -46.6835022 -42.1437988 -38.6555481 -35.8289032 -33.3973007 -31.2625999 -29.4742508 -27.8050499 -26.2104988 -24.7657013 -23.4846992 -22.1785011 -20.9909 -19.8432999 -18.7683983 -17.7348499 -16.7355995 -15.8200998 -14.9460001 -14.1080999 -13.2958508 -12.5195503 -11.7932501 -11.0651493 -10.3533497 -9.64705086 -8.9822998 -8.31690025 -7.69449997 -7.10815001 -6.51889992 -5.93435001 -5.37669992 -4.84509993 -4.32585001 -3.85695004 -3.37750006 -2.91400003 -2.47114992 -2.05910015 -1.65180004 -1.26145005 -0.862200022 -0.473999977 -0.105399996 0.0893999934 0.450749993 0.773750007 1.09240007 1.40789998 1.70529997 1.99699998 2.29199982 2.57719994 2.86879992 3.16244984 3.45050001 3.75139999 4.05805016 4.37249994 4.66899967 4.97394991 5.29399967 5.61954975 5.92999983 6.26555014 6.58469963 6.91755009 7.25409985 7.59844971 7.95984983 8.3125 8.68785 9.0842495 9.49520016 9.90820026 10.3413506 10.7848492 11.2481499 11.7397995 12.2581501 12.8302498 13.4307995 14.0370998 14.7137003 15.38305 16.1297493 16.9427986 17.8428497 18.8349991 19.9203491 21.1947498 22.5796509 24.3118 26.3284492 29.0293007 33.5902023 63.3751984 do regularised spline fit for input variable # 24 build map for variable # 24 ------------------------------ Transdef: Tab for variable 25 -8.71850014 -5.91874981 -5.50504971 -5.23099995 -5.01800013 -4.85179996 -4.70039988 -4.56515026 -4.4375 -4.31474972 -4.2033 -4.09885025 -3.99839997 -3.9059 -3.8118999 -3.72090006 -3.63339996 -3.54900002 -3.46805 -3.3907001 -3.31185007 -3.23580003 -3.15680003 -3.07964993 -3.00300002 -2.93400002 -2.86039996 -2.7890501 -2.7197001 -2.6500001 -2.58144999 -2.51360011 -2.44614983 -2.38175011 -2.3132 -2.24854994 -2.18549991 -2.12265015 -2.05894995 -1.99790001 -1.9339 -1.87249994 -1.81145 -1.75250006 -1.69439995 -1. warning: map is empty for variable 25 63724995 -1.58130002 -1.52499998 -1.47019994 -1.41439998 -1.36199999 -1.30984998 -1.25779998 -1.20799994 -1.15840006 -1.10745001 -1.05999994 -1.01364994 -0.968100011 -0.924300015 -0.882300019 -0.840799987 -0.800800025 -0.762399971 -0.724600017 -0.688199997 -0.651499987 -0.619149983 -0.587400019 -0.556500018 -0.526849985 -0.496699989 -0.467350006 -0.440499991 -0.415300012 -0.390199989 -0.366600007 -0.344500005 -0.323500007 -0.30250001 -0.283399999 -0.264949977 -0.246600002 -0.229499996 -0.213100001 -0.197250009 -0.181999996 -0.167450011 -0.153600007 -0.140799999 -0.127299994 -0.114 -0.100599997 -0.0879999995 -0.0747999996 -0.0621000007 -0.0494999997 -0.0368999988 -0.0245999992 -0.01205 0.0234999992 do regularised spline fit for input variable # 25 build map for variable # 25 warning: map is empty for variable 25 ------------------------------ Transdef: Tab for variable 26 -69.0775986 -3.63700008 -2.88829994 -2.50990009 -2.19370008 -2.00690007 -1.8233 -1.66970003 -1.55920005 -1.44649994 -1.34549999 -1.25740004 -1.18579996 -1.11020005 -1.0438 -0.984300017 -0.927100003 -0.877099991 -0.826699972 -0.780399978 -0.74089998 -0.700999975 -0.665099978 -0.630699992 -0.595499992 -0.567900002 -0.53670001 -0.5097 -0.484299988 -0.459699988 -0.437000006 -0.413500011 -0.393000007 -0.372900009 -0.354699999 -0.335500002 -0.316599995 -0.300799996 -0.285400003 -0.270599991 -0.256599993 -0.242599994 -0.229499996 -0.217999995 -0.206699997 -0.195800006 -0.185699999 -0.174899995 -0.165000007 -0.157000005 -0.148200005 -0.139500007 -0.1303 -0.1219 -0.115000002 -0.107100002 -0.100299999 -0.0943000019 -0.0882000029 -0.0824000016 -0.0757500008 -0.070600003 -0.066399999 -0.0610000007 -0.0573000014 -0.0538000017 -0.0498999991 -0.0461000018 -0.0428999998 -0.0401000008 -0.0370000005 -0.0342000015 -0.0318000019 -0.0294000003 -0.0273000002 -0.0245999992 -0.0228000004 -0.0206000004 -0.0183000006 -0.0166999996 -0.0151000004 -0.0136000002 -0.0121999998 -0.0109999999 -0.00939999986 -0.0083999997 -0.00749999983 -0.006599 warning: map is empty for variable 26 99996 -0.0055999998 -0.00469999993 -0.00380000006 -0.00249999994 -0.00200000009 -0.00079999998 -9.99999975E-05 0. 0. 0. 0. 0. 0. do regularised spline fit for input variable # 26 build map for variable # 26 warning: map is empty for variable 26 ------------------------------ Transdef: Tab for variable 27 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 2. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 4. 4. 4. 4. 4. 4. 5. 5. 5. 5. 6. 6. 6. 7. 8. 8. 9. 11. 12. 16. 89. build map for variable # 27 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 33. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 34. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 35. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 36. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 37. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 38. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 27 for key 39. Unregularised mean is returned ------------------------------ Transdef: Tab for variable 28 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 28 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 29 -4.03346777 -4.00066662 -4.00066662 -3.88121271 -3.82042837 -3.82042837 -3.82042837 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.70667505 -3.64712048 -3.6384654 -3.57697725 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.57068801 -3.42404103 -3.41426921 -3.39889073 -3.07415676 -3.05582118 -2.98295212 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.97311139 -2.90038872 -2.84125352 -2.79429722 -2.71981621 -2.66123199 -2.61002398 -2.5340209 -2.49405384 -2.26224089 -2.15662289 -2.05914927 -1.92930794 -1.82795668 -1.72930145 -1.48986149 -1.40112734 -1.37366247 -1.10797167 -1.02586031 -0.933460236 -0.739943027 -0.667021751 -0.514970779 -0.362386703 -0.270191669 -0.104419708 -0.0141272536 0.0750074387 0.265874863 0.497498035 0.605631351 0.831370115 1.51235867 1.51235867 2.97947407 2.97947407 2.97947407 3.64230013 5.38707113 do regularised spline fit for input variable # 29 build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 -4.99086905 -3.28128719 -3.045959 -2.945611 -2.85817575 -2.80464935 -2.72931647 -2.68228316 -2.54584146 -2.48291254 -2.40840864 -2.36763954 -2.29524398 -2.23049307 -2.20799994 -2.19327569 -2.03527975 -1.97100997 -1.89318538 -1.86134315 -1.71734691 -1.5863657 -1.45395374 -1.31108284 -1.25049734 -1.11399794 -0.918699265 -0.785548925 -0.583972454 -0.485393763 -0.430086613 -0.346391439 -0.256844997 -0.105267048 -0.0539121628 0. 0.107042313 0.179565191 0.277213812 0.308817387 0.308817387 0.308817387 0.330989122 0.361777425 0.361777425 0.361777425 0.382698655 0.382698655 0.382698655 0.383137465 0.389704585 0.389704585 0.389704585 0.389704585 0.392522812 0.433955312 0.433955312 0.457905769 0.457905769 0.494732857 0.494732857 0.494732857 0.494732857 0.494732857 0.494732857 0.494732857 0.501777887 0.501777887 0.501777887 0.501777887 0.501777887 0.501777887 0.501777887 0.525694311 0.566712141 0.579755604 0.656961441 0.67813468 0.689584613 0.79006058 0.868246675 1.02509475 1.05187953 1.08819127 1.08819127 1.19217622 1.19217622 1.20941687 1.20941687 1.26222658 1.26222658 1.26222658 1.28206801 1.41318583 1.47887325 1.47887325 1.63257849 1.79271293 1.94135523 2.10382032 2.15297604 do regularised spline fit for input variable # 30 build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 31 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 32 -3.0056591 -2.58120394 -2.22764921 -2.12496376 -2.09085798 -2.03824854 -2.03346109 -1.99692249 -1.92659712 -1.88810682 -1.82530785 -1.7660656 -1.65981007 -1.6255641 -1.60908079 -1.59398651 -1.5937438 -1.52557755 -1.5048151 -1.5048151 -1.50326014 -1.48096657 -1.47097015 -1.45309401 -1.45309401 -1.43830895 -1.43830895 -1.40117979 -1.37730122 -1.37730122 -1.3729825 -1.34187746 -1.32141495 -1.32141495 -1.31758165 -1.31758165 -1.31397009 -1.31397009 -1.22416258 -1.22416258 -1.22416258 -1.1849072 -1.17838812 -1.14615488 -1.1129899 -1.1129899 -1.1129899 -1.09431982 -1.09431982 -1.08210278 -1.06262493 -1.05373716 -1.05373716 -1.04385948 -1.03972387 -1.03972387 -1.02441311 -1.02441311 -1.01357555 -1.00985527 -0.990127563 -0.984853983 -0.925984859 -0.89529705 -0.884720325 -0.871135712 -0.799582005 -0.770123839 -0.704747677 -0.704175472 -0.668461323 -0.621703148 -0.578033209 -0.560926676 -0.532412052 -0.431040525 -0.327291489 -0.310073376 -0.304035902 -0.232178926 -0.193009377 -0.137809753 -0.113820083 -0.0471634865 0.0552051067 0.0890684128 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.485336125 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 0.836109877 5.31840134 do regularised spline fit for input variable # 32 build map for variable # 32 ------------------------------ Transdef: Tab for variable 33 -3.36955762 -2.49368382 -2.49368382 -2.48184609 -2.48184609 -2.48184609 -2.48184609 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.46366167 -2.39463663 -2.39463663 -2.39463663 -2.39463663 -2.36495662 -2.08369875 -1.89593244 -1.74553466 -1.56929898 -1.55257702 -1.39471388 -1.39048243 -1.28075886 -1.18736577 -1.08799672 -1.02956676 -0.925277233 -0.865923405 -0.805438519 -0.700880766 -0.681098938 -0.567302704 -0.496772289 -0.448390245 -0.406451225 -0.373695374 -0.321237564 -0.280436039 -0.225827217 -0.16875124 -0.1246562 -0.0648026466 -0.00949716568 0.0289404392 0.102856159 0.198624611 0.204030752 0.326305866 0.339138985 0.366075993 0.366075993 0.416118622 0.425156593 0.488008022 0.533501625 0.562387943 0.609510422 0.620397806 0.635428429 0.685470104 0.685470104 0.707263231 0.741551638 0.749076128 0.825083256 0.825083256 0.94509387 1.00373816 1.04039764 1.06057954 1.09403753 1.09403753 1.09403753 1.17984796 1.19075084 1.28544784 1.28544784 1.34471297 1.36366534 1.36796308 1.41052866 1.41991663 1.42607379 1.45427632 1.63925219 1.64543796 1.64543796 1.64543796 1.76286852 1.80351985 1.80351985 1.84961092 1.87263739 1.90085733 1.91257024 2.03736353 2.04963374 2.12109709 2.87338901 do regularised spline fit for input variable # 33 build map for variable # 33 ------------------------------ Transdef: Tab for variable 34 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 34 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 35 -7.57365847 -5.80111742 -5.58589554 -5.45413971 -4.94243908 -4.91429424 -4.7867732 -4.7867732 -4.7867732 -4.56330538 -4.56330538 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.15625334 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -4.01942348 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.40669656 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.11761618 -3.00928187 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -2.33592939 -1.96517491 -1.96517491 -1.32980752 -1.32980752 -1.1301074 -0.670049667 -0.278858662 0.0108852386 0.474848747 0.856361866 1.23239708 1.59779096 1.85463095 2.27270079 2.59236526 2.87656188 4.51999521 do regularised spline fit for input variable # 35 build map for variable # 35 ------------------------------ Transdef: Tab for variable 36 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. 1. 1. 1. 1. 1. build map for variable # 36 ------------------------------ Transdef: Tab for variable 37 -1.56982756 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.638976097 -0.625065744 -0.625065744 -0.625065744 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.621385098 -0.618835509 -0.618835509 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.607506514 -0.59140563 -0.581258476 -0.554165363 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.542409122 -0.520671546 -0.492427349 -0.46140027 -0.417084217 -0.388822079 -0.3577528 -0.330028534 -0.248889446 -0.12729454 -0.0158829689 0.178318501 0.507901669 0.976362705 1.97486353 4.79148388 do regularised spline fit for input variable # 37 build map for variable # 37 ------------------------------ Transdef: Tab for variable 38 0.702247202 0.912921369 0.93398875 0.945692897 0.95505619 0.963081837 0.969101131 0.973782778 0.979634821 0.983146071 0.987827718 0.992509365 0.995630443 0.998751581 1.00187266 1.0049938 1.00772476 1.01123595 1.01378953 1.01591766 1.01825845 1.02059925 1.02372038 1.02528095 1.02808988 1.02996254 1.03308368 1.03464425 1.0365169 1.03932583 1.03932583 1.04283702 1.04494381 1.0469867 1.04868913 1.05136442 1.05337083 1.05493128 1.05720127 1.05898881 1.06117356 1.06273413 1.06460679 1.06741571 1.06741571 1.07053685 1.072523 1.07443821 1.07677901 1.0779494 1.07990015 1.08146071 1.08426964 1.0861423 1.08784473 1.08988762 1.0919944 1.0955056 1.0955056 1.09831464 1.1001873 1.10174787 1.10486889 1.10674155 1.1095506 1.11111116 1.11338103 1.11556983 1.1179775 1.12047446 1.12359548 1.12614918 1.12827718 1.13061798 1.13412917 1.13764048 1.1404494 warning: map is empty for variable 38 1.14325845 1.14700377 1.15168536 1.1544944 1.15770471 1.16221905 1.16573036 1.17041194 1.17576241 1.17977524 1.18679774 1.19382024 1.20162296 1.20786512 1.21839893 1.22971284 1.24157298 1.25842702 1.27808988 1.30898881 1.35884833 1.44662917 1.64325845 4.35393238 do regularised spline fit for input variable # 38 build map for variable # 38 warning: map is empty for variable 38 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 0 0.8 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1 100.0 21.3 34.9 45.2 12.9 11.6 13.8 16.8 10.1 5.1 4.6 6.6 8.8 10.2 0.7 7.9 13.4 8.7 18.8 23.0 45.1 29.8 30.8 28.8 44.1 34.1 30.9 2.8 32.5 33.3 5.6 23.8 27.1 1.3 34.2 7.2 30.9 8.9 2 21.3 100.0 11.1 15.9 16.4 7.4 16.4 26.3 7.4 4.7 6.4 3.8 13.3 8.0 2.6 4.1 3.3 5.0 8.6 -7.6 15.1 29.1 30.1 29.3 19.0 16.4 34.1 0.7 20.7 18.1 1.7 11.3 14.7 0.3 14.1 3.8 9.4 2.4 3 34.9 11.1 100.0 56.1 11.2 -9.3 18.5 14.7 11.0 3.8 -0.3 -5.2 2.5 -8.0 -32.2 -16.8 55.3 13.6 23.4 45.6 19.6 33.8 39.3 37.1 52.5 21.8 27.7 19.3 63.1 31.9 18.4 27.9 22.1 13.3 82.0 -15.7 59.0 7.3 4 45.2 15.9 56.1 100.0 15.8 10.7 14.5 18.9 15.8 5.9 4.1 9.4 9.9 11.6 15.0 22.1 22.3 19.2 41.4 24.9 18.8 43.8 48.3 43.0 42.1 22.0 30.0 9.7 45.3 40.4 15.7 22.8 25.2 6.2 50.7 19.6 51.7 8.6 5 12.9 16.4 11.2 15.8 100.0 28.0 83.0 78.8 78.5 7.6 17.2 12.2 36.9 25.6 6.4 11.4 7.7 12.7 13.0 -5.0 -1.5 18.3 18.6 17.3 4.5 0.5 12.4 4.0 12.4 4.6 4.8 3.6 3.2 2.5 11.6 10.9 10.9 4.4 6 11.6 7.4 -9.3 10.7 28.0 100.0 28.8 37.4 17.6 3.2 19.1 50.4 29.7 61.2 22.7 43.8 -10.0 21.1 20.7 -5.9 1.0 16.6 16.4 15.3 2.2 4.1 10.8 -10.7 4.4 5.9 -3.9 4.2 8.8 -8.8 -2.5 43.8 13.7 6.1 7 13.8 16.4 18.5 14.5 83.0 28.8 100.0 76.8 66.0 7.7 14.1 10.0 30.4 27.6 -0.9 0.4 15.6 8.4 9.2 -4.4 -0.8 19.0 19.2 17.7 9.3 3.6 15.7 6.9 16.0 5.0 5.2 6.2 4.6 4.7 16.7 0.7 11.9 4.9 8 16.8 26.3 14.7 18.9 78.8 37.4 76.8 100.0 68.5 15.1 16.6 24.9 23.8 24.4 12.2 23.3 11.2 23.8 21.7 -4.7 0.4 26.7 27.0 25.4 8.1 4.3 21.3 5.9 18.3 9.4 5.7 7.3 7.3 3.9 16.4 22.9 15.6 6.2 9 10.1 7.4 11.0 15.8 78.5 17.6 66.0 68.5 100.0 2.3 5.8 8.4 15.8 15.3 6.8 9.2 8.7 11.1 12.8 -3.0 -4.1 14.9 15.4 14.1 -1.5 -6.2 3.5 5.2 9.9 0.4 5.7 -0.9 -2.3 3.6 10.5 9.0 9.8 2.3 10 5.1 4.7 3.8 5.9 7.6 3.2 7.7 15.1 2.3 100.0 6.8 7.0 1.2 -0.3 5.9 2.0 3.7 3.4 8.1 -3.2 1.0 6.2 6.3 5.7 3.8 3.7 11.5 1.8 6.7 5.9 2.3 4.0 3.6 1.3 6.4 1.9 3.1 3.2 11 4.6 6.4 -0.3 4.1 17.2 19.1 14.1 16.6 5.8 6.8 100.0 36.9 5.9 6.0 7.7 11.4 -1.5 7.7 8.3 -0.6 1.4 6.8 6.8 6.2 1.5 2.0 6.0 -0.2 2.8 3.3 0.4 2.2 3.2 -0.4 1.8 9.2 3.3 3.6 12 6.6 3.8 -5.2 9.4 12.2 50.4 10.0 24.9 8.4 7.0 36.9 100.0 5.2 13.6 28.3 41.2 -4.5 25.7 28.2 0.9 1.2 13.9 13.9 12.7 -1.0 2.1 7.3 -3.3 3.9 5.6 -1.3 3.5 6.4 -2.5 0.3 37.5 10.0 7.2 13 8.8 13.3 2.5 9.9 36.9 29.7 30.4 23.8 15.8 1.2 5.9 5.2 100.0 43.4 3.4 8.7 -2.8 1.7 5.8 -4.3 4.1 11.0 11.0 10.0 8.0 5.8 12.4 -3.0 7.6 7.6 1.0 5.0 7.1 -3.1 4.0 9.3 7.8 3.0 14 10.2 8.0 -8.0 11.6 25.6 61.2 27.6 24.4 15.3 -0.3 6.0 13.6 43.4 100.0 11.7 23.4 -12.0 6.8 9.0 -8.3 2.9 13.8 13.4 12.1 5.8 4.9 11.5 -13.9 4.2 5.8 -5.0 3.8 8.2 -10.7 -3.0 25.1 9.3 4.1 15 0.7 2.6 -32.2 15.0 6.4 22.7 -0.9 12.2 6.8 5.9 7.7 28.3 3.4 11.7 100.0 40.6 -23.5 25.6 75.4 -20.4 -4.2 4.6 3.4 -0.1 -17.3 -3.5 6.5 3.6 -14.9 4.1 8.3 0.9 4.8 2.8 -23.6 44.4 -17.0 0.8 16 7.9 4.1 -16.8 22.1 11.4 43.8 0.4 23.3 9.2 2.0 11.4 41.2 8.7 23.4 40.6 100.0 -14.8 62.9 39.8 7.2 6.7 24.0 24.1 25.0 -5.6 1.2 6.9 -3.8 0.7 8.2 1.5 3.5 8.9 -3.1 -7.1 80.9 17.7 6.5 17 13.4 3.3 55.3 22.3 7.7 -10.0 15.6 11.2 8.7 3.7 -1.5 -4.5 -2.8 -12.0 -23.5 -14.8 100.0 22.9 9.7 25.1 13.5 23.0 23.9 23.8 26.7 11.4 16.9 8.5 40.8 11.4 4.7 13.2 6.1 5.5 47.5 -14.5 39.4 5.2 18 8.7 5.0 13.6 19.2 12.7 21.1 8.4 23.8 11.1 3.4 7.7 25.7 1.7 6.8 25.6 62.9 22.9 100.0 33.9 38.1 19.4 29.7 28.8 30.7 8.2 5.9 13.5 4.9 16.9 13.3 6.1 9.9 9.2 3.5 16.1 50.6 12.2 6.6 19 18.8 8.6 23.4 41.4 13.0 20.7 9.2 21.7 12.8 8.1 8.3 28.2 5.8 9.0 75.4 39.8 9.7 33.9 100.0 3.7 6.2 27.5 26.6 24.1 11.6 8.2 22.2 14.1 26.8 22.2 17.6 16.5 15.5 10.0 26.1 41.0 26.0 5.6 20 23.0 -7.6 45.6 24.9 -5.0 -5.9 -4.4 -4.7 -3.0 -3.2 -0.6 0.9 -4.3 -8.3 -20.4 7.2 25.1 38.1 3.7 100.0 45.9 -3.1 -0.8 0.5 29.0 13.0 8.2 6.8 27.3 17.5 6.5 14.0 11.5 5.0 36.7 -0.4 27.3 0.3 21 45.1 15.1 19.6 18.8 -1.5 1.0 -0.8 0.4 -4.1 1.0 1.4 1.2 4.1 2.9 -4.2 6.7 13.5 19.4 6.2 45.9 100.0 7.0 7.9 8.8 29.8 25.3 21.2 1.6 16.3 19.9 2.9 17.4 18.2 0.7 17.3 2.5 13.8 3.6 22 29.8 29.1 33.8 43.8 18.3 16.6 19.0 26.7 14.9 6.2 6.8 13.9 11.0 13.8 4.6 24.0 23.0 29.7 27.5 -3.1 7.0 100.0 94.6 93.7 28.5 17.4 25.4 2.9 41.5 25.9 5.3 14.0 14.9 1.4 37.2 21.3 43.1 10.2 23 30.8 30.1 39.3 48.3 18.6 16.4 19.2 27.0 15.4 6.3 6.8 13.9 11.0 13.4 3.4 24.1 23.9 28.8 26.6 -0.8 7.9 94.6 100.0 97.2 30.2 17.8 26.1 3.7 38.9 25.6 6.0 15.8 18.2 2.1 39.5 21.2 40.9 9.9 24 28.8 29.3 37.1 43.0 17.3 15.3 17.7 25.4 14.1 5.7 6.2 12.7 10.0 12.1 -0.1 25.0 23.8 30.7 24.1 0.5 8.8 93.7 97.2 100.0 28.6 17.0 24.4 3.1 37.8 24.3 5.1 15.5 16.7 1.7 37.7 21.2 39.1 9.4 25 44.1 19.0 52.5 42.1 4.5 2.2 9.3 8.1 -1.5 3.8 1.5 -1.0 8.0 5.8 -17.3 -5.6 26.7 8.2 11.6 29.0 29.8 28.5 30.2 28.6 100.0 85.1 44.2 0.4 45.4 39.4 0.9 31.8 32.5 -0.1 49.9 -5.4 38.9 8.7 26 34.1 16.4 21.8 22.0 0.5 4.1 3.6 4.3 -6.2 3.7 2.0 2.1 5.8 4.9 -3.5 1.2 11.4 5.9 8.2 13.0 25.3 17.4 17.8 17.0 85.1 100.0 40.0 3.2 24.2 29.2 5.3 27.4 29.7 1.7 23.6 1.0 17.6 6.7 27 30.9 34.1 27.7 30.0 12.4 10.8 15.7 21.3 3.5 11.5 6.0 7.3 12.4 11.5 6.5 6.9 16.9 13.5 22.2 8.2 21.2 25.4 26.1 24.4 44.2 40.0 100.0 4.9 33.1 33.1 7.7 25.5 27.5 3.1 30.0 7.5 23.3 7.1 28 2.8 0.7 19.3 9.7 4.0 -10.7 6.9 5.9 5.2 1.8 -0.2 -3.3 -3.0 -13.9 3.6 -3.8 8.5 4.9 14.1 6.8 1.6 2.9 3.7 3.1 0.4 3.2 4.9 100.0 8.7 8.8 61.7 15.9 13.0 67.8 9.5 -8.8 -0.1 0.5 29 32.5 20.7 63.1 45.3 12.4 4.4 16.0 18.3 9.9 6.7 2.8 3.9 7.6 4.2 -14.9 0.7 40.8 16.9 26.8 27.3 16.3 41.5 38.9 37.8 45.4 24.2 33.1 8.7 100.0 43.6 7.5 23.8 19.8 6.0 73.5 1.9 61.7 9.1 30 33.3 18.1 31.9 40.4 4.6 5.9 5.0 9.4 0.4 5.9 3.3 5.6 7.6 5.8 4.1 8.2 11.4 13.3 22.2 17.5 19.9 25.9 25.6 24.3 39.4 29.2 33.1 8.8 43.6 100.0 9.5 29.3 30.2 5.9 38.1 8.6 29.7 8.1 31 5.6 1.7 18.4 15.7 4.8 -3.9 5.2 5.7 5.7 2.3 0.4 -1.3 1.0 -5.0 8.3 1.5 4.7 6.1 17.6 6.5 2.9 5.3 6.0 5.1 0.9 5.3 7.7 61.7 7.5 9.5 100.0 25.3 22.3 43.6 9.6 -2.6 5.6 0.8 32 23.8 11.3 27.9 22.8 3.6 4.2 6.2 7.3 -0.9 4.0 2.2 3.5 5.0 3.8 0.9 3.5 13.2 9.9 16.5 14.0 17.4 14.0 15.8 15.5 31.8 27.4 25.5 15.9 23.8 29.3 25.3 100.0 75.1 10.9 27.7 3.2 18.4 5.9 33 27.1 14.7 22.1 25.2 3.2 8.8 4.6 7.3 -2.3 3.6 3.2 6.4 7.1 8.2 4.8 8.9 6.1 9.2 15.5 11.5 18.2 14.9 18.2 16.7 32.5 29.7 27.5 13.0 19.8 30.2 22.3 75.1 100.0 9.4 22.1 8.6 15.7 6.1 34 1.3 0.3 13.3 6.2 2.5 -8.8 4.7 3.9 3.6 1.3 -0.4 -2.5 -3.1 -10.7 2.8 -3.1 5.5 3.5 10.0 5.0 0.7 1.4 2.1 1.7 -0.1 1.7 3.1 67.8 6.0 5.9 43.6 10.9 9.4 100.0 3.8 -5.8 -0.6 0.3 35 34.2 14.1 82.0 50.7 11.6 -2.5 16.7 16.4 10.5 6.4 1.8 0.3 4.0 -3.0 -23.6 -7.1 47.5 16.1 26.1 36.7 17.3 37.2 39.5 37.7 49.9 23.6 30.0 9.5 73.5 38.1 9.6 27.7 22.1 3.8 100.0 -5.9 60.6 9.0 36 7.2 3.8 -15.7 19.6 10.9 43.8 0.7 22.9 9.0 1.9 9.2 37.5 9.3 25.1 44.4 80.9 -14.5 50.6 41.0 -0.4 2.5 21.3 21.2 21.2 -5.4 1.0 7.5 -8.8 1.9 8.6 -2.6 3.2 8.6 -5.8 -5.9 100.0 23.1 5.8 37 30.9 9.4 59.0 51.7 10.9 13.7 11.9 15.6 9.8 3.1 3.3 10.0 7.8 9.3 -17.0 17.7 39.4 12.2 26.0 27.3 13.8 43.1 40.9 39.1 38.9 17.6 23.3 -0.1 61.7 29.7 5.6 18.4 15.7 -0.6 60.6 23.1 100.0 8.0 38 8.9 2.4 7.3 8.6 4.4 6.1 4.9 6.2 2.3 3.2 3.6 7.2 3.0 4.1 0.8 6.5 5.2 6.6 5.6 0.3 3.6 10.2 9.9 9.4 8.7 6.7 7.1 0.5 9.1 8.1 0.8 5.9 6.1 0.3 9.0 5.8 8.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 143.499802 TOTAL CORRELATION OF ALL VARIABLES 64.6883229 ROUND 1: MAX CORR ( 64.6881424) AFTER KILLING INPUT VARIABLE 5 CONTR 0.152785897 ROUND 2: MAX CORR ( 64.6878089) AFTER KILLING INPUT VARIABLE 34 CONTR 0.207730844 ROUND 3: MAX CORR ( 64.6874621) AFTER KILLING INPUT VARIABLE 20 CONTR 0.211816206 ROUND 4: MAX CORR ( 64.6868818) AFTER KILLING INPUT VARIABLE 29 CONTR 0.2739878 ROUND 5: MAX CORR ( 64.68593) AFTER KILLING INPUT VARIABLE 11 CONTR 0.350916688 ROUND 6: MAX CORR ( 64.6845763) AFTER KILLING INPUT VARIABLE 36 CONTR 0.41848646 ROUND 7: MAX CORR ( 64.6832743) AFTER KILLING INPUT VARIABLE 7 CONTR 0.410407425 ROUND 8: MAX CORR ( 64.6819141) AFTER KILLING INPUT VARIABLE 32 CONTR 0.419477987 ROUND 9: MAX CORR ( 64.6803354) AFTER KILLING INPUT VARIABLE 12 CONTR 0.451909814 ROUND 10: MAX CORR ( 64.6780861) AFTER KILLING INPUT VARIABLE 37 CONTR 0.539414804 ROUND 11: MAX CORR ( 64.6750504) AFTER KILLING INPUT VARIABLE 28 CONTR 0.626640598 ROUND 12: MAX CORR ( 64.6715081) AFTER KILLING INPUT VARIABLE 10 CONTR 0.67689274 ROUND 13: MAX CORR ( 64.6675682) AFTER KILLING INPUT VARIABLE 24 CONTR 0.713847857 ROUND 14: MAX CORR ( 64.6592324) AFTER KILLING INPUT VARIABLE 14 CONTR 1.03828969 ROUND 15: MAX CORR ( 64.6378527) AFTER KILLING INPUT VARIABLE 16 CONTR 1.662628 ROUND 16: MAX CORR ( 64.6189342) AFTER KILLING INPUT VARIABLE 19 CONTR 1.56375882 ROUND 17: MAX CORR ( 64.6046305) AFTER KILLING INPUT VARIABLE 15 CONTR 1.35955216 ROUND 18: MAX CORR ( 64.5880027) AFTER KILLING INPUT VARIABLE 35 CONTR 1.46567039 ROUND 19: MAX CORR ( 64.5590934) AFTER KILLING INPUT VARIABLE 23 CONTR 1.93223894 ROUND 20: MAX CORR ( 64.5298505) AFTER KILLING INPUT VARIABLE 13 CONTR 1.94292168 ROUND 21: MAX CORR ( 64.49851) AFTER KILLING INPUT VARIABLE 26 CONTR 2.01092033 ROUND 22: MAX CORR ( 64.4767812) AFTER KILLING INPUT VARIABLE 31 CONTR 1.67406286 ROUND 23: MAX CORR ( 64.4462492) AFTER KILLING INPUT VARIABLE 3 CONTR 1.98400479 ROUND 24: MAX CORR ( 64.4086183) AFTER KILLING INPUT VARIABLE 2 CONTR 2.20202885 ROUND 25: MAX CORR ( 64.3685995) AFTER KILLING INPUT VARIABLE 38 CONTR 2.27013186 ROUND 26: MAX CORR ( 64.3215034) AFTER KILLING INPUT VARIABLE 17 CONTR 2.46187161 ROUND 27: MAX CORR ( 64.2674519) AFTER KILLING INPUT VARIABLE 9 CONTR 2.63636557 ROUND 28: MAX CORR ( 64.2196257) AFTER KILLING INPUT VARIABLE 27 CONTR 2.47891974 ROUND 29: MAX CORR ( 64.0409284) AFTER KILLING INPUT VARIABLE 6 CONTR 4.78746479 ROUND 30: MAX CORR ( 63.8040979) AFTER KILLING INPUT VARIABLE 30 CONTR 5.50250816 ROUND 31: MAX CORR ( 63.4293701) AFTER KILLING INPUT VARIABLE 33 CONTR 6.90492057 ROUND 32: MAX CORR ( 62.7611358) AFTER KILLING INPUT VARIABLE 8 CONTR 9.18285476 ROUND 33: MAX CORR ( 62.2556068) AFTER KILLING INPUT VARIABLE 18 CONTR 7.94981644 ROUND 34: MAX CORR ( 61.562636) AFTER KILLING INPUT VARIABLE 22 CONTR 9.26295993 ROUND 35: MAX CORR ( 58.5362164) AFTER KILLING INPUT VARIABLE 25 CONTR 19.0648769 ROUND 36: MAX CORR ( 45.1738828) AFTER KILLING INPUT VARIABLE 21 CONTR 37.2264548 LAST REMAINING VARIABLE: 4 total correlation to target: 64.6883229 % total significance: 283.885204 sigma correlations of single variables to target: variable 2: 21.3155106 % , in sigma: 93.5432829 variable 3: 34.9216954 % , in sigma: 153.25413 variable 4: 45.1738828 % , in sigma: 198.245933 variable 5: 12.8803447 % , in sigma: 56.525492 variable 6: 11.5995549 % , in sigma: 50.904736 variable 7: 13.8035287 % , in sigma: 60.5768922 variable 8: 16.7723226 % , in sigma: 73.6054672 variable 9: 10.0983176 % , in sigma: 44.3165447 variable 10: 5.1464386 % , in sigma: 22.5851855 variable 11: 4.6259292 % , in sigma: 20.300926 variable 12: 6.63412568 % , in sigma: 29.1139118 variable 13: 8.78539089 % , in sigma: 38.5547557 variable 14: 10.1816493 % , in sigma: 44.6822467 variable 15: 0.734183875 % , in sigma: 3.2219716 variable 16: 7.8937724 % , in sigma: 34.6418811 variable 17: 13.4355539 % , in sigma: 58.9620319 variable 18: 8.73712459 % , in sigma: 38.3429387 variable 19: 18.7637513 % , in sigma: 82.3448673 variable 20: 23.0429753 % , in sigma: 101.124275 variable 21: 45.0717242 % , in sigma: 197.797609 variable 22: 29.8115665 % , in sigma: 130.82829 variable 23: 30.7515416 % , in sigma: 134.953377 variable 24: 28.7851589 % , in sigma: 126.323892 variable 25: 44.0925809 % , in sigma: 193.500632 variable 26: 34.1071948 % , in sigma: 149.679688 variable 27: 30.9137107 % , in sigma: 135.665058 variable 28: 2.75371316 % , in sigma: 12.0846914 variable 29: 32.5475974 % , in sigma: 142.835382 variable 30: 33.2620247 % , in sigma: 145.970652 variable 31: 5.5823652 % , in sigma: 24.4982528 variable 32: 23.8211285 % , in sigma: 104.539206 variable 33: 27.1467373 % , in sigma: 119.133666 variable 34: 1.25788917 % , in sigma: 5.52025634 variable 35: 34.2441389 % , in sigma: 150.280668 variable 36: 7.18433967 % , in sigma: 31.5285301 variable 37: 30.9216232 % , in sigma: 135.699782 variable 38: 8.91395849 % , in sigma: 39.1189756 variables sorted by significance: 1 most relevant variable 4 corr 45.1738815 , in sigma: 198.245928 2 most relevant variable 21 corr 37.2264557 , in sigma: 163.368588 3 most relevant variable 25 corr 19.0648766 , in sigma: 83.6663579 4 most relevant variable 22 corr 9.26295948 , in sigma: 40.6505692 5 most relevant variable 18 corr 7.94981623 , in sigma: 34.8878299 6 most relevant variable 8 corr 9.18285465 , in sigma: 40.2990285 7 most relevant variable 33 corr 6.90492058 , in sigma: 30.3022973 8 most relevant variable 30 corr 5.50250816 , in sigma: 24.1477995 9 most relevant variable 6 corr 4.78746462 , in sigma: 21.0098254 10 most relevant variable 27 corr 2.47891974 , in sigma: 10.8787584 11 most relevant variable 9 corr 2.63636565 , in sigma: 11.569711 12 most relevant variable 17 corr 2.46187162 , in sigma: 10.8039426 13 most relevant variable 38 corr 2.27013183 , in sigma: 9.96249104 14 most relevant variable 2 corr 2.20202875 , in sigma: 9.66362017 15 most relevant variable 3 corr 1.98400474 , in sigma: 8.7068201 16 most relevant variable 31 corr 1.67406285 , in sigma: 7.34663773 17 most relevant variable 26 corr 2.01092029 , in sigma: 8.8249392 18 most relevant variable 13 corr 1.94292164 , in sigma: 8.52652661 19 most relevant variable 23 corr 1.93223894 , in sigma: 8.47964549 20 most relevant variable 35 corr 1.46567035 , in sigma: 6.43210563 21 most relevant variable 15 corr 1.35955215 , in sigma: 5.96640508 22 most relevant variable 19 corr 1.56375885 , in sigma: 6.86256778 23 most relevant variable 16 corr 1.66262805 , in sigma: 7.29645605 24 most relevant variable 14 corr 1.03828967 , in sigma: 4.55654221 25 most relevant variable 24 corr 0.713847876 , in sigma: 3.13272691 26 most relevant variable 10 corr 0.676892757 , in sigma: 2.97054909 27 most relevant variable 28 corr 0.626640618 , in sigma: 2.75001719 28 most relevant variable 37 corr 0.539414823 , in sigma: 2.36722611 29 most relevant variable 12 corr 0.45190981 , in sigma: 1.98320969 30 most relevant variable 32 corr 0.419477999 , in sigma: 1.84088244 31 most relevant variable 7 corr 0.410407424 , in sigma: 1.80107615 32 most relevant variable 36 corr 0.418486446 , in sigma: 1.836531 33 most relevant variable 11 corr 0.350916684 , in sigma: 1.54000058 34 most relevant variable 29 corr 0.2739878 , in sigma: 1.20239757 35 most relevant variable 20 corr 0.211816207 , in sigma: 0.929557058 36 most relevant variable 34 corr 0.207730845 , in sigma: 0.911628415 37 most relevant variable 5 corr 0.152785897 , in sigma: 0.670502089 global correlations between input variables: variable 2: 50.2055707 % variable 3: 93.7678735 % variable 4: 78.6673904 % variable 5: 91.1089459 % variable 6: 77.9173887 % variable 7: 87.1573984 % variable 8: 86.7639889 % variable 9: 81.8680713 % variable 10: 23.1685038 % variable 11: 41.5740989 % variable 12: 65.7086584 % variable 13: 55.6276257 % variable 14: 70.6877752 % variable 15: 93.9111804 % variable 16: 89.3225097 % variable 17: 67.206458 % variable 18: 82.6524958 % variable 19: 93.1339285 % variable 20: 75.066113 % variable 21: 54.8830587 % variable 22: 95.8029648 % variable 23: 98.1515819 % variable 24: 97.6806338 % variable 25: 93.4251235 % variable 26: 90.570184 % variable 27: 58.2140884 % variable 28: 77.7029624 % variable 29: 79.9226605 % variable 30: 57.1024437 % variable 31: 66.2868528 % variable 32: 76.9599695 % variable 33: 77.2101534 % variable 34: 68.1750143 % variable 35: 87.3029251 % variable 36: 84.4910365 % variable 37: 81.0377977 % variable 38: 16.0435674 % significance loss when removing single variables: variable 2: corr = 2.47547175 % , sigma = 10.8636269 variable 3: corr = 2.72190339 % , sigma = 11.945094 variable 4: corr = 12.7833882 % , sigma = 56.0999977 variable 5: corr = 0.152785897 % , sigma = 0.670502087 variable 6: corr = 3.96778585 % , sigma = 17.4126588 variable 7: corr = 0.4490641 % , sigma = 1.97072127 variable 8: corr = 1.54967447 % , sigma = 6.80075838 variable 9: corr = 2.69180445 % , sigma = 11.8130046 variable 10: corr = 0.698573331 % , sigma = 3.06569446 variable 11: corr = 0.370092902 % , sigma = 1.62415556 variable 12: corr = 0.533250134 % , sigma = 2.34017233 variable 13: corr = 1.35531077 % , sigma = 5.94779178 variable 14: corr = 1.19209041 % , sigma = 5.23149798 variable 15: corr = 2.02191884 % , sigma = 8.87320644 variable 16: corr = 1.3595689 % , sigma = 5.96647861 variable 17: corr = 2.54740616 % , sigma = 11.1793116 variable 18: corr = 7.26596236 % , sigma = 31.8867319 variable 19: corr = 1.78093763 % , sigma = 7.81565853 variable 20: corr = 0.214408781 % , sigma = 0.940934588 variable 21: corr = 28.845428 % , sigma = 126.588383 variable 22: corr = 4.98724213 % , sigma = 21.8865506 variable 23: corr = 0.888130838 % , sigma = 3.89756904 variable 24: corr = 0.769402903 % , sigma = 3.37653058 variable 25: corr = 3.98332116 % , sigma = 17.4808356 variable 26: corr = 1.79246932 % , sigma = 7.86626545 variable 27: corr = 2.10175886 % , sigma = 9.223585 variable 28: corr = 0.45921432 % , sigma = 2.01526559 variable 29: corr = 0.279430262 % , sigma = 1.22628186 variable 30: corr = 4.49469571 % , sigma = 19.7250068 variable 31: corr = 1.26141657 % , sigma = 5.53573634 variable 32: corr = 0.417798334 % , sigma = 1.83351121 variable 33: corr = 4.0820651 % , sigma = 17.9141742 variable 34: corr = 0.208649529 % , sigma = 0.915660068 variable 35: corr = 1.43250721 % , sigma = 6.28656893 variable 36: corr = 0.454759507 % , sigma = 1.99571561 variable 37: corr = 0.682703707 % , sigma = 2.99605049 variable 38: corr = 2.22587933 % , sigma = 9.76828862 Keep only 25 most significant input variables Sum of Weights for output node 2 192590. FLAT2DEF: TAB(KK=1, II= 2) = -1.89158976 create test 22 plots 9100/9200: 2 NVar: 26. 4781 --------- Entering internal boost mode: --------- Weightsum per Output Node: 192590. Starting analysis with 51 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 3.02941036 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.48886299 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.26074624 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.92437053 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.69461596 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.5905683 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.38592839 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.2724117 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.24219739 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.14567459 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.09542978 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.04947972 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.02401292 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.997083664 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.991605997 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.97626406 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.94574523 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.928783953 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.883938193 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.859629273 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.834775746 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.792843938 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.750569105 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.717733681 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.686738014 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.611053944 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.592729986 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.574959755 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.520563185 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.51883769 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.464793056 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.450321078 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.378950298 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.342111319 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.304109156 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.293752462 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.227563828 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.184403956 PREPRO: (sigma of derived input)/eigenvalue # 39 : 0.180975109 PREPRO: (sigma of derived input)/eigenvalue # 40 : 0.106100149 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.000525304698 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.000310622854 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.000277979474 PREPRO: (sigma of derived input)/eigenvalue # 44 : 0.000221394192 PREPRO: (sigma of derived input)/eigenvalue # 45 : 3.32364725E-05 PREPRO: (sigma of derived input)/eigenvalue # 46 : 1.56783543E-07 PREPRO: (sigma of derived input)/eigenvalue # 47 : 8.97975988E-05 PREPRO: (sigma of derived input)/eigenvalue # 48 : 0.000195393819 PREPRO: (sigma of derived input)/eigenvalue # 49 : 0.000285057176 PREPRO: (sigma of derived input)/eigenvalue # 50 : 0.000302467291 PREPRO: (sigma of derived input)/eigenvalue # 51 : 0.000521497976 Using 40 variables out of 51 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 41.0 0 0.8 3.0 2.5 2.3 1.9 1.7 1.6 1.4 1.3 1.2 1.1 1.1 1.0 1.0 1.0 1.0 1.0 0.9 0.9 0.9 0.9 0.8 0.8 0.8 0.7 0.7 0.6 0.6 0.6 0.5 0.5 0.5 0.5 0.4 0.3 0.3 0.3 0.2 0.2 0.2 0.1 1 100.0 24.2 -16.8 -39.4 13.1 18.8 -14.3 6.1 -12.2 1.8 -12.9 12.3 4.5 -9.9 4.2 5.3 -3.8 6.2 -8.1 5.1 -3.5 -0.4 -0.6 -3.8 -1.4 3.0 2.5 0.8 -7.5 8.4 0.4 0.9 0.6 4.6 -5.0 -2.0 -1.2 -0.4 0.9 -1.4 -2.2 2 24.2 100.0 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 0.0 3 -16.8 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 0.0 4 -39.4 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 0.0 5 13.1 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 0.0 6 18.8 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 0.0 7 -14.3 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 0.0 8 6.1 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 0.0 9 -12.2 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 0.0 10 1.8 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 0.0 11 -12.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 12 12.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 13 4.5 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 0.0 14 -9.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 15 4.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 16 5.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 17 -3.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 18 6.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 19 -8.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 20 5.1 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 0.0 100.0 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 21 -3.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 22 -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 0.0 100.0 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 23 -0.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 24 -3.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 25 -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 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 26 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 0.0 100.0 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 27 2.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 28 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 0.0 100.0 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 29 -7.5 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 30 8.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 31 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 32 0.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 33 0.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34 4.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 35 -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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 36 -2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 37 -1.2 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 0.0 38 -0.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 39 0.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 40 -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 0.0 0.0 0.0 0.0 0.0 0.0 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 41 -2.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 64.7653081 PREPRO: MEAN( 1)= -0.648746041 WIDTH 0.579131582 PREPRO: MEAN( 2)= -3.79224068E-08 WIDTH 9.17732424 PREPRO: MEAN( 3)= -1.17494329E-08 WIDTH 6.19443572 PREPRO: MEAN( 4)= 6.99910942E-08 WIDTH 5.11097331 PREPRO: MEAN( 5)= 1.44014318E-07 WIDTH 3.70320261 PREPRO: MEAN( 6)= 3.46510994E-08 WIDTH 2.87172317 PREPRO: MEAN( 7)= 3.17279004E-08 WIDTH 2.52990768 PREPRO: MEAN( 8)= 2.41789063E-07 WIDTH 1.92079806 PREPRO: MEAN( 9)= 4.51462475E-09 WIDTH 1.6190313 PREPRO: MEAN( 10)= 2.77465749E-08 WIDTH 1.54305531 PREPRO: MEAN( 11)= 6.33121297E-08 WIDTH 1.31257026 PREPRO: MEAN( 12)= 3.23059983E-08 WIDTH 1.19996685 PREPRO: MEAN( 13)= -2.93891245E-08 WIDTH 1.101408 PREPRO: MEAN( 14)= 7.62550521E-09 WIDTH 1.04860248 PREPRO: MEAN( 15)= -9.71139166E-09 WIDTH 0.994176427 PREPRO: MEAN( 16)= -5.00584119E-08 WIDTH 0.983282198 PREPRO: MEAN( 17)= -3.34538912E-08 WIDTH 0.953091623 PREPRO: MEAN( 18)= 1.0868296E-08 WIDTH 0.894434017 PREPRO: MEAN( 19)= -7.42678857E-09 WIDTH 0.862639598 PREPRO: MEAN( 20)= -2.09613201E-08 WIDTH 0.781346561 PREPRO: MEAN( 21)= 8.84025397E-09 WIDTH 0.738962577 PREPRO: MEAN( 22)= -6.41431196E-09 WIDTH 0.696850425 PREPRO: MEAN( 23)= -6.34160119E-09 WIDTH 0.628601584 PREPRO: MEAN( 24)= 1.05446507E-09 WIDTH 0.563353895 PREPRO: MEAN( 25)= 5.04013459E-08 WIDTH 0.515141879 PREPRO: MEAN( 26)= 5.07013963E-09 WIDTH 0.471608751 PREPRO: MEAN( 27)= 2.90019584E-08 WIDTH 0.373386901 PREPRO: MEAN( 28)= 1.19123503E-08 WIDTH 0.351328827 PREPRO: MEAN( 29)= -4.70905254E-08 WIDTH 0.330578736 PREPRO: MEAN( 30)= 6.2872277E-09 WIDTH 0.270985913 PREPRO: MEAN( 31)= 2.66859533E-08 WIDTH 0.26919259 PREPRO: MEAN( 32)= -3.58561367E-08 WIDTH 0.216032667 PREPRO: MEAN( 33)= 3.9007923E-08 WIDTH 0.202788992 PREPRO: MEAN( 34)= 1.37382774E-09 WIDTH 0.143603309 PREPRO: MEAN( 35)= -1.16490615E-08 WIDTH 0.117040188 PREPRO: MEAN( 36)= 3.51367603E-09 WIDTH 0.0924823661 PREPRO: MEAN( 37)= 2.45700584E-08 WIDTH 0.0862905702 PREPRO: MEAN( 38)= 6.15170622E-09 WIDTH 0.0517853085 PREPRO: MEAN( 39)= 9.71133423E-09 WIDTH 0.034004844 PREPRO: MEAN( 40)= 1.02373684E-08 WIDTH 0.0327520019 PREPRO: MEAN( 41)= -3.29752701E-09 WIDTH 0.0112572952 ------------------------------------- Teacher: actual network topology: Nodes(1) = 41 Nodes(2) = 44 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 4 --> 75.668869 sigma out 44 active outputs RANK 2 NODE 3 --> 71.5799484 sigma out 44 active outputs RANK 3 NODE 2 --> 70.1290054 sigma out 44 active outputs RANK 4 NODE 5 --> 68.8432388 sigma out 44 active outputs RANK 5 NODE 7 --> 68.2133484 sigma out 44 active outputs RANK 6 NODE 9 --> 64.0177536 sigma out 44 active outputs RANK 7 NODE 35 --> 63.6639175 sigma out 44 active outputs RANK 8 NODE 37 --> 63.2823563 sigma out 44 active outputs RANK 9 NODE 24 --> 63.0778313 sigma out 44 active outputs RANK 10 NODE 20 --> 62.3418999 sigma out 44 active outputs RANK 11 NODE 19 --> 62.3043365 sigma out 44 active outputs RANK 12 NODE 34 --> 61.2649231 sigma out 44 active outputs RANK 13 NODE 31 --> 60.9652138 sigma out 44 active outputs RANK 14 NODE 11 --> 60.000721 sigma out 44 active outputs RANK 15 NODE 6 --> 59.9753952 sigma out 44 active outputs RANK 16 NODE 10 --> 59.8066559 sigma out 44 active outputs RANK 17 NODE 21 --> 59.1124039 sigma out 44 active outputs RANK 18 NODE 23 --> 58.7204475 sigma out 44 active outputs RANK 19 NODE 33 --> 58.2697868 sigma out 44 active outputs RANK 20 NODE 25 --> 57.4548111 sigma out 44 active outputs RANK 21 NODE 12 --> 57.3280296 sigma out 44 active outputs RANK 22 NODE 38 --> 57.2203331 sigma out 44 active outputs RANK 23 NODE 40 --> 56.9705238 sigma out 44 active outputs RANK 24 NODE 8 --> 56.8249245 sigma out 44 active outputs RANK 25 NODE 28 --> 56.3080482 sigma out 44 active outputs RANK 26 NODE 14 --> 55.9624863 sigma out 44 active outputs RANK 27 NODE 30 --> 55.669323 sigma out 44 active outputs RANK 28 NODE 27 --> 55.2346153 sigma out 44 active outputs RANK 29 NODE 32 --> 55.0981255 sigma out 44 active outputs RANK 30 NODE 39 --> 54.714447 sigma out 44 active outputs RANK 31 NODE 13 --> 53.838623 sigma out 44 active outputs RANK 32 NODE 36 --> 53.505764 sigma out 44 active outputs RANK 33 NODE 29 --> 53.0446777 sigma out 44 active outputs RANK 34 NODE 16 --> 52.1825981 sigma out 44 active outputs RANK 35 NODE 26 --> 51.9459915 sigma out 44 active outputs RANK 36 NODE 41 --> 51.7971992 sigma out 44 active outputs RANK 37 NODE 15 --> 51.7620811 sigma out 44 active outputs RANK 38 NODE 18 --> 50.8272133 sigma out 44 active outputs RANK 39 NODE 17 --> 45.9780884 sigma out 44 active outputs RANK 40 NODE 22 --> 45.3020058 sigma out 44 active outputs RANK 41 NODE 1 --> 42.7643204 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 8 --> 82.2601776 sigma in 41act. ( 82.7687378 sig out 1act.) RANK 2 NODE 10 --> 66.7104416 sigma in 41act. ( 35.0071144 sig out 1act.) RANK 3 NODE 26 --> 65.1966019 sigma in 41act. ( 40.34021 sig out 1act.) RANK 4 NODE 9 --> 64.6721954 sigma in 41act. ( 57.8782616 sig out 1act.) RANK 5 NODE 39 --> 64.1529083 sigma in 41act. ( 16.280159 sig out 1act.) RANK 6 NODE 24 --> 63.7705536 sigma in 41act. ( 45.2223091 sig out 1act.) RANK 7 NODE 23 --> 63.244339 sigma in 41act. ( 62.3679085 sig out 1act.) RANK 8 NODE 21 --> 60.8058472 sigma in 41act. ( 3.86029553 sig out 1act.) RANK 9 NODE 7 --> 60.6462669 sigma in 41act. ( 11.7056637 sig out 1act.) RANK 10 NODE 12 --> 60.2675438 sigma in 41act. ( 31.7138443 sig out 1act.) RANK 11 NODE 35 --> 59.4494705 sigma in 41act. ( 28.772007 sig out 1act.) RANK 12 NODE 11 --> 58.465889 sigma in 41act. ( 22.6091022 sig out 1act.) RANK 13 NODE 32 --> 57.3905106 sigma in 41act. ( 30.9864559 sig out 1act.) RANK 14 NODE 33 --> 57.3743706 sigma in 41act. ( 43.84515 sig out 1act.) RANK 15 NODE 3 --> 57.3737717 sigma in 41act. ( 16.1312103 sig out 1act.) RANK 16 NODE 4 --> 56.917366 sigma in 41act. ( 32.784008 sig out 1act.) RANK 17 NODE 27 --> 56.8271713 sigma in 41act. ( 34.3136101 sig out 1act.) RANK 18 NODE 41 --> 56.6398735 sigma in 41act. ( 8.72328568 sig out 1act.) RANK 19 NODE 44 --> 56.4906883 sigma in 41act. ( 33.9421005 sig out 1act.) RANK 20 NODE 17 --> 56.448719 sigma in 41act. ( 34.251339 sig out 1act.) RANK 21 NODE 43 --> 56.2991943 sigma in 41act. ( 37.4211006 sig out 1act.) RANK 22 NODE 1 --> 56.1244812 sigma in 41act. ( 4.23819208 sig out 1act.) RANK 23 NODE 20 --> 55.9682617 sigma in 41act. ( 53.808239 sig out 1act.) RANK 24 NODE 15 --> 55.9354782 sigma in 41act. ( 26.2934666 sig out 1act.) RANK 25 NODE 28 --> 55.4435234 sigma in 41act. ( 29.6455688 sig out 1act.) RANK 26 NODE 36 --> 55.2748871 sigma in 41act. ( 17.7929459 sig out 1act.) RANK 27 NODE 14 --> 55.1233826 sigma in 41act. ( 48.53862 sig out 1act.) RANK 28 NODE 22 --> 54.6285324 sigma in 41act. ( 29.7096462 sig out 1act.) RANK 29 NODE 42 --> 54.5514565 sigma in 41act. ( 11.6762428 sig out 1act.) RANK 30 NODE 30 --> 54.3097687 sigma in 41act. ( 11.5968151 sig out 1act.) RANK 31 NODE 16 --> 54.2251701 sigma in 41act. ( 25.1195583 sig out 1act.) RANK 32 NODE 18 --> 53.7179604 sigma in 41act. ( 20.6842613 sig out 1act.) RANK 33 NODE 40 --> 53.1497955 sigma in 41act. ( 23.6157875 sig out 1act.) RANK 34 NODE 2 --> 51.5865326 sigma in 41act. ( 13.8006687 sig out 1act.) RANK 35 NODE 6 --> 50.4005623 sigma in 41act. ( 11.9586353 sig out 1act.) RANK 36 NODE 29 --> 50.3092461 sigma in 41act. ( 10.5935173 sig out 1act.) RANK 37 NODE 31 --> 50.1238594 sigma in 41act. ( 3.99935746 sig out 1act.) RANK 38 NODE 25 --> 49.7184334 sigma in 41act. ( 23.2516422 sig out 1act.) RANK 39 NODE 19 --> 49.3407898 sigma in 41act. ( 5.67828035 sig out 1act.) RANK 40 NODE 34 --> 48.3977814 sigma in 41act. ( 15.1488609 sig out 1act.) RANK 41 NODE 38 --> 48.2775421 sigma in 41act. ( 16.3684654 sig out 1act.) RANK 42 NODE 13 --> 43.814045 sigma in 41act. ( 5.16509438 sig out 1act.) RANK 43 NODE 37 --> 42.5940781 sigma in 41act. ( 6.98654318 sig out 1act.) RANK 44 NODE 5 --> 42.532402 sigma in 41act. ( 12.4254074 sig out 1act.) sorted by output significance RANK 1 NODE 8 --> 82.7687378 sigma out 1act.( 82.2601776 sig in 41act.) RANK 2 NODE 23 --> 62.3679085 sigma out 1act.( 63.244339 sig in 41act.) RANK 3 NODE 9 --> 57.8782616 sigma out 1act.( 64.6721954 sig in 41act.) RANK 4 NODE 20 --> 53.808239 sigma out 1act.( 55.9682617 sig in 41act.) RANK 5 NODE 14 --> 48.53862 sigma out 1act.( 55.1233826 sig in 41act.) RANK 6 NODE 24 --> 45.2223091 sigma out 1act.( 63.7705536 sig in 41act.) RANK 7 NODE 33 --> 43.84515 sigma out 1act.( 57.3743706 sig in 41act.) RANK 8 NODE 26 --> 40.34021 sigma out 1act.( 65.1966019 sig in 41act.) RANK 9 NODE 43 --> 37.4211006 sigma out 1act.( 56.2991943 sig in 41act.) RANK 10 NODE 10 --> 35.0071144 sigma out 1act.( 66.7104416 sig in 41act.) RANK 11 NODE 27 --> 34.3136101 sigma out 1act.( 56.8271713 sig in 41act.) RANK 12 NODE 17 --> 34.251339 sigma out 1act.( 56.448719 sig in 41act.) RANK 13 NODE 44 --> 33.9421005 sigma out 1act.( 56.4906883 sig in 41act.) RANK 14 NODE 4 --> 32.784008 sigma out 1act.( 56.917366 sig in 41act.) RANK 15 NODE 12 --> 31.7138443 sigma out 1act.( 60.2675438 sig in 41act.) RANK 16 NODE 32 --> 30.9864559 sigma out 1act.( 57.3905106 sig in 41act.) RANK 17 NODE 22 --> 29.7096462 sigma out 1act.( 54.6285324 sig in 41act.) RANK 18 NODE 28 --> 29.6455688 sigma out 1act.( 55.4435234 sig in 41act.) RANK 19 NODE 35 --> 28.772007 sigma out 1act.( 59.4494705 sig in 41act.) RANK 20 NODE 15 --> 26.2934666 sigma out 1act.( 55.9354782 sig in 41act.) RANK 21 NODE 16 --> 25.1195583 sigma out 1act.( 54.2251701 sig in 41act.) RANK 22 NODE 40 --> 23.6157875 sigma out 1act.( 53.1497955 sig in 41act.) RANK 23 NODE 25 --> 23.2516422 sigma out 1act.( 49.7184334 sig in 41act.) RANK 24 NODE 11 --> 22.6091022 sigma out 1act.( 58.465889 sig in 41act.) RANK 25 NODE 18 --> 20.6842613 sigma out 1act.( 53.7179604 sig in 41act.) RANK 26 NODE 36 --> 17.7929459 sigma out 1act.( 55.2748871 sig in 41act.) RANK 27 NODE 38 --> 16.3684654 sigma out 1act.( 48.2775421 sig in 41act.) RANK 28 NODE 39 --> 16.280159 sigma out 1act.( 64.1529083 sig in 41act.) RANK 29 NODE 3 --> 16.1312103 sigma out 1act.( 57.3737717 sig in 41act.) RANK 30 NODE 34 --> 15.1488609 sigma out 1act.( 48.3977814 sig in 41act.) RANK 31 NODE 2 --> 13.8006687 sigma out 1act.( 51.5865326 sig in 41act.) RANK 32 NODE 5 --> 12.4254074 sigma out 1act.( 42.532402 sig in 41act.) RANK 33 NODE 6 --> 11.9586353 sigma out 1act.( 50.4005623 sig in 41act.) RANK 34 NODE 7 --> 11.7056637 sigma out 1act.( 60.6462669 sig in 41act.) RANK 35 NODE 42 --> 11.6762428 sigma out 1act.( 54.5514565 sig in 41act.) RANK 36 NODE 30 --> 11.5968151 sigma out 1act.( 54.3097687 sig in 41act.) RANK 37 NODE 29 --> 10.5935173 sigma out 1act.( 50.3092461 sig in 41act.) RANK 38 NODE 41 --> 8.72328568 sigma out 1act.( 56.6398735 sig in 41act.) RANK 39 NODE 37 --> 6.98654318 sigma out 1act.( 42.5940781 sig in 41act.) RANK 40 NODE 19 --> 5.67828035 sigma out 1act.( 49.3407898 sig in 41act.) RANK 41 NODE 13 --> 5.16509438 sigma out 1act.( 43.814045 sig in 41act.) RANK 42 NODE 1 --> 4.23819208 sigma out 1act.( 56.1244812 sig in 41act.) RANK 43 NODE 31 --> 3.99935746 sigma out 1act.( 50.1238594 sig in 41act.) RANK 44 NODE 21 --> 3.86029553 sigma out 1act.( 60.8058472 sig in 41act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 206.481339 sigma in 44 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 51.1400185 sigma out 44 active outputs RANK 2 NODE 4 --> 46.8616638 sigma out 44 active outputs RANK 3 NODE 3 --> 44.7921524 sigma out 44 active outputs RANK 4 NODE 2 --> 44.2683296 sigma out 44 active outputs RANK 5 NODE 5 --> 35.2510986 sigma out 44 active outputs RANK 6 NODE 7 --> 33.7329216 sigma out 44 active outputs RANK 7 NODE 6 --> 33.0579567 sigma out 44 active outputs RANK 8 NODE 9 --> 31.4134197 sigma out 44 active outputs RANK 9 NODE 8 --> 26.0294437 sigma out 44 active outputs RANK 10 NODE 19 --> 25.9583302 sigma out 44 active outputs RANK 11 NODE 21 --> 24.5026474 sigma out 44 active outputs RANK 12 NODE 10 --> 24.1292019 sigma out 44 active outputs RANK 13 NODE 12 --> 21.6604137 sigma out 44 active outputs RANK 14 NODE 14 --> 21.6551781 sigma out 44 active outputs RANK 15 NODE 11 --> 20.8621407 sigma out 44 active outputs RANK 16 NODE 20 --> 20.7488308 sigma out 44 active outputs RANK 17 NODE 23 --> 18.9628448 sigma out 44 active outputs RANK 18 NODE 13 --> 18.1107121 sigma out 44 active outputs RANK 19 NODE 16 --> 17.7633286 sigma out 44 active outputs RANK 20 NODE 24 --> 17.4519176 sigma out 44 active outputs RANK 21 NODE 25 --> 16.069643 sigma out 44 active outputs RANK 22 NODE 17 --> 15.590765 sigma out 44 active outputs RANK 23 NODE 18 --> 14.9613972 sigma out 44 active outputs RANK 24 NODE 26 --> 14.9504662 sigma out 44 active outputs RANK 25 NODE 30 --> 13.914031 sigma out 44 active outputs RANK 26 NODE 27 --> 13.5412464 sigma out 44 active outputs RANK 27 NODE 22 --> 13.4184103 sigma out 44 active outputs RANK 28 NODE 15 --> 13.3344221 sigma out 44 active outputs RANK 29 NODE 28 --> 12.0709972 sigma out 44 active outputs RANK 30 NODE 29 --> 11.4440908 sigma out 44 active outputs RANK 31 NODE 34 --> 10.7747641 sigma out 44 active outputs RANK 32 NODE 33 --> 10.6078835 sigma out 44 active outputs RANK 33 NODE 35 --> 10.3622389 sigma out 44 active outputs RANK 34 NODE 32 --> 10.2442255 sigma out 44 active outputs RANK 35 NODE 37 --> 8.60168457 sigma out 44 active outputs RANK 36 NODE 31 --> 8.54466534 sigma out 44 active outputs RANK 37 NODE 36 --> 7.36358738 sigma out 44 active outputs RANK 38 NODE 38 --> 5.2721014 sigma out 44 active outputs RANK 39 NODE 39 --> 4.96430111 sigma out 44 active outputs RANK 40 NODE 40 --> 4.26087093 sigma out 44 active outputs RANK 41 NODE 41 --> 2.25204682 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 8 --> 57.9544106 sigma in 41act. ( 57.5516777 sig out 1act.) RANK 2 NODE 23 --> 45.0239029 sigma in 41act. ( 41.4941521 sig out 1act.) RANK 3 NODE 9 --> 43.0626602 sigma in 41act. ( 37.5136566 sig out 1act.) RANK 4 NODE 20 --> 35.1205597 sigma in 41act. ( 35.0908928 sig out 1act.) RANK 5 NODE 14 --> 33.8092117 sigma in 41act. ( 31.6797733 sig out 1act.) RANK 6 NODE 24 --> 32.3389626 sigma in 41act. ( 31.558733 sig out 1act.) RANK 7 NODE 33 --> 32.2281151 sigma in 41act. ( 28.5027828 sig out 1act.) RANK 8 NODE 43 --> 28.2074413 sigma in 41act. ( 25.1053162 sig out 1act.) RANK 9 NODE 26 --> 27.9834538 sigma in 41act. ( 27.671175 sig out 1act.) RANK 10 NODE 10 --> 27.0274982 sigma in 41act. ( 23.0205326 sig out 1act.) RANK 11 NODE 17 --> 23.8781033 sigma in 41act. ( 22.5076427 sig out 1act.) RANK 12 NODE 27 --> 23.7617512 sigma in 41act. ( 22.3551559 sig out 1act.) RANK 13 NODE 4 --> 23.6019993 sigma in 41act. ( 20.6685009 sig out 1act.) RANK 14 NODE 44 --> 23.2405376 sigma in 41act. ( 22.6158199 sig out 1act.) RANK 15 NODE 32 --> 22.8547077 sigma in 41act. ( 21.1594543 sig out 1act.) RANK 16 NODE 22 --> 21.6852207 sigma in 41act. ( 19.393919 sig out 1act.) RANK 17 NODE 12 --> 21.6481075 sigma in 41act. ( 20.8003635 sig out 1act.) RANK 18 NODE 35 --> 20.7140198 sigma in 41act. ( 19.0687656 sig out 1act.) RANK 19 NODE 28 --> 18.1428299 sigma in 41act. ( 20.3834591 sig out 1act.) RANK 20 NODE 15 --> 17.9347801 sigma in 41act. ( 18.2386074 sig out 1act.) RANK 21 NODE 16 --> 17.4992104 sigma in 41act. ( 17.4177246 sig out 1act.) RANK 22 NODE 40 --> 16.9606667 sigma in 41act. ( 15.5879021 sig out 1act.) RANK 23 NODE 11 --> 16.125658 sigma in 41act. ( 15.2812128 sig out 1act.) RANK 24 NODE 18 --> 15.5515137 sigma in 41act. ( 14.6177292 sig out 1act.) RANK 25 NODE 25 --> 15.1137314 sigma in 41act. ( 14.8154469 sig out 1act.) RANK 26 NODE 39 --> 12.6872807 sigma in 41act. ( 11.370491 sig out 1act.) RANK 27 NODE 36 --> 12.0895939 sigma in 41act. ( 12.8976402 sig out 1act.) RANK 28 NODE 34 --> 11.6197529 sigma in 41act. ( 9.60471725 sig out 1act.) RANK 29 NODE 3 --> 11.2433691 sigma in 41act. ( 10.8549919 sig out 1act.) RANK 30 NODE 38 --> 11.0627956 sigma in 41act. ( 10.3601627 sig out 1act.) RANK 31 NODE 2 --> 9.59362125 sigma in 41act. ( 9.17465591 sig out 1act.) RANK 32 NODE 7 --> 9.23116302 sigma in 41act. ( 8.21736622 sig out 1act.) RANK 33 NODE 42 --> 9.02988911 sigma in 41act. ( 7.9524107 sig out 1act.) RANK 34 NODE 30 --> 8.80616379 sigma in 41act. ( 8.17972851 sig out 1act.) RANK 35 NODE 5 --> 8.69399738 sigma in 41act. ( 8.21705246 sig out 1act.) RANK 36 NODE 6 --> 8.36504269 sigma in 41act. ( 8.09757519 sig out 1act.) RANK 37 NODE 29 --> 8.12137604 sigma in 41act. ( 7.12979507 sig out 1act.) RANK 38 NODE 41 --> 7.47301292 sigma in 41act. ( 5.93236732 sig out 1act.) RANK 39 NODE 19 --> 5.79327774 sigma in 41act. ( 3.92967963 sig out 1act.) RANK 40 NODE 37 --> 5.76010799 sigma in 41act. ( 4.35286713 sig out 1act.) RANK 41 NODE 1 --> 5.32166767 sigma in 41act. ( 2.9421401 sig out 1act.) RANK 42 NODE 21 --> 4.74969482 sigma in 41act. ( 2.54382038 sig out 1act.) RANK 43 NODE 13 --> 4.56544876 sigma in 41act. ( 3.33115053 sig out 1act.) RANK 44 NODE 31 --> 4.49473238 sigma in 41act. ( 2.71116853 sig out 1act.) sorted by output significance RANK 1 NODE 8 --> 57.5516777 sigma out 1act.( 57.9544106 sig in 41act.) RANK 2 NODE 23 --> 41.4941521 sigma out 1act.( 45.0239029 sig in 41act.) RANK 3 NODE 9 --> 37.5136566 sigma out 1act.( 43.0626602 sig in 41act.) RANK 4 NODE 20 --> 35.0908928 sigma out 1act.( 35.1205597 sig in 41act.) RANK 5 NODE 14 --> 31.6797733 sigma out 1act.( 33.8092117 sig in 41act.) RANK 6 NODE 24 --> 31.558733 sigma out 1act.( 32.3389626 sig in 41act.) RANK 7 NODE 33 --> 28.5027828 sigma out 1act.( 32.2281151 sig in 41act.) RANK 8 NODE 26 --> 27.671175 sigma out 1act.( 27.9834538 sig in 41act.) RANK 9 NODE 43 --> 25.1053162 sigma out 1act.( 28.2074413 sig in 41act.) RANK 10 NODE 10 --> 23.0205326 sigma out 1act.( 27.0274982 sig in 41act.) RANK 11 NODE 44 --> 22.6158199 sigma out 1act.( 23.2405376 sig in 41act.) RANK 12 NODE 17 --> 22.5076427 sigma out 1act.( 23.8781033 sig in 41act.) RANK 13 NODE 27 --> 22.3551559 sigma out 1act.( 23.7617512 sig in 41act.) RANK 14 NODE 32 --> 21.1594543 sigma out 1act.( 22.8547077 sig in 41act.) RANK 15 NODE 12 --> 20.8003635 sigma out 1act.( 21.6481075 sig in 41act.) RANK 16 NODE 4 --> 20.6685009 sigma out 1act.( 23.6019993 sig in 41act.) RANK 17 NODE 28 --> 20.3834591 sigma out 1act.( 18.1428299 sig in 41act.) RANK 18 NODE 22 --> 19.393919 sigma out 1act.( 21.6852207 sig in 41act.) RANK 19 NODE 35 --> 19.0687656 sigma out 1act.( 20.7140198 sig in 41act.) RANK 20 NODE 15 --> 18.2386074 sigma out 1act.( 17.9347801 sig in 41act.) RANK 21 NODE 16 --> 17.4177246 sigma out 1act.( 17.4992104 sig in 41act.) RANK 22 NODE 40 --> 15.5879021 sigma out 1act.( 16.9606667 sig in 41act.) RANK 23 NODE 11 --> 15.2812128 sigma out 1act.( 16.125658 sig in 41act.) RANK 24 NODE 25 --> 14.8154469 sigma out 1act.( 15.1137314 sig in 41act.) RANK 25 NODE 18 --> 14.6177292 sigma out 1act.( 15.5515137 sig in 41act.) RANK 26 NODE 36 --> 12.8976402 sigma out 1act.( 12.0895939 sig in 41act.) RANK 27 NODE 39 --> 11.370491 sigma out 1act.( 12.6872807 sig in 41act.) RANK 28 NODE 3 --> 10.8549919 sigma out 1act.( 11.2433691 sig in 41act.) RANK 29 NODE 38 --> 10.3601627 sigma out 1act.( 11.0627956 sig in 41act.) RANK 30 NODE 34 --> 9.60471725 sigma out 1act.( 11.6197529 sig in 41act.) RANK 31 NODE 2 --> 9.17465591 sigma out 1act.( 9.59362125 sig in 41act.) RANK 32 NODE 7 --> 8.21736622 sigma out 1act.( 9.23116302 sig in 41act.) RANK 33 NODE 5 --> 8.21705246 sigma out 1act.( 8.69399738 sig in 41act.) RANK 34 NODE 30 --> 8.17972851 sigma out 1act.( 8.80616379 sig in 41act.) RANK 35 NODE 6 --> 8.09757519 sigma out 1act.( 8.36504269 sig in 41act.) RANK 36 NODE 42 --> 7.9524107 sigma out 1act.( 9.02988911 sig in 41act.) RANK 37 NODE 29 --> 7.12979507 sigma out 1act.( 8.12137604 sig in 41act.) RANK 38 NODE 41 --> 5.93236732 sigma out 1act.( 7.47301292 sig in 41act.) RANK 39 NODE 37 --> 4.35286713 sigma out 1act.( 5.76010799 sig in 41act.) RANK 40 NODE 19 --> 3.92967963 sigma out 1act.( 5.79327774 sig in 41act.) RANK 41 NODE 13 --> 3.33115053 sigma out 1act.( 4.56544876 sig in 41act.) RANK 42 NODE 1 --> 2.9421401 sigma out 1act.( 5.32166767 sig in 41act.) RANK 43 NODE 31 --> 2.71116853 sigma out 1act.( 4.49473238 sig in 41act.) RANK 44 NODE 21 --> 2.54382038 sigma out 1act.( 4.74969482 sig in 41act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 138.270676 sigma in 44 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.261486501 *** contribution from regularisation: 0.00265015918 *** contribution from error: -0.264136672 *** contribution from DIAG: 0.000775780703 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.343975961 *** contribution from regularisation: 0.0155705446 *** contribution from error: -0.359546512 *** contribution from DIAG: 0.00049123622 *********************************************** ENTER BFGS code START -66170.9839 0.212691307 1.09627962 EXIT FROM BFGS code FG_START 0. 0.212691307 0. --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.367714554 *** contribution from regularisation: 0.00781785883 *** contribution from error: -0.375532418 *** contribution from DIAG: 0.000491635757 *********************************************** ENTER BFGS code FG_START -70723.4593 0.212691307 1687.70398 EXIT FROM BFGS code FG_LNSRCH 0. 0.25895375 0. --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.409118354 *** contribution from regularisation: 0.00949775148 *** contribution from error: -0.418616116 *** contribution from DIAG: 0.000325012254 *********************************************** ENTER BFGS code FG_LNSRCH -78729.5119 0.25895375 541.090149 EXIT FROM BFGS code NEW_X -78729.5119 0.25895375 541.090149 ENTER BFGS code NEW_X -78729.5119 0.25895375 541.090149 EXIT FROM BFGS code FG_LNSRCH 0. 0.278860658 0. --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.386333644 *** contribution from regularisation: 0.0106045436 *** contribution from error: -0.396938175 *** contribution from DIAG: 0.0013263541 *********************************************** ENTER BFGS code FG_LNSRCH -74148.5564 0.278860658 -2296.83569 EXIT FROM BFGS code FG_LNSRCH 0. 0.266835153 0. --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.41043669 *** contribution from regularisation: 0.0120478915 *** contribution from error: -0.422484577 *** contribution from DIAG: 0.000609564013 *********************************************** ENTER BFGS code FG_LNSRCH -78928.6058 0.266835153 -708.404297 EXIT FROM BFGS code NEW_X -78928.6058 0.266835153 -708.404297 ENTER BFGS code NEW_X -78928.6058 0.266835153 -708.404297 EXIT FROM BFGS code FG_LNSRCH 0. 0.260082901 0. --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.412211597 *** contribution from regularisation: 0.0121160718 *** contribution from error: -0.424327672 *** contribution from DIAG: 0.00107374741 *********************************************** ENTER BFGS code FG_LNSRCH -79181.0373 0.260082901 -23.3745041 EXIT FROM BFGS code NEW_X -79181.0373 0.260082901 -23.3745041 ENTER BFGS code NEW_X -79181.0373 0.260082901 -23.3745041 EXIT FROM BFGS code FG_LNSRCH 0. 0.259859979 0. --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.413654774 *** contribution from regularisation: 0.011802624 *** contribution from error: -0.425457388 *** contribution from DIAG: 0.0011473482 *********************************************** ENTER BFGS code FG_LNSRCH -79444.803 0.259859979 72.6793442 EXIT FROM BFGS code NEW_X -79444.803 0.259859979 72.6793442 ENTER BFGS code NEW_X -79444.803 0.259859979 72.6793442 EXIT FROM BFGS code FG_LNSRCH 0. 0.263767391 0. --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.416831613 *** contribution from regularisation: 0.0117600039 *** contribution from error: -0.428591609 *** contribution from DIAG: 0.00111390161 *********************************************** ENTER BFGS code FG_LNSRCH -80063.0738 0.263767391 219.10498 EXIT FROM BFGS code NEW_X -80063.0738 0.263767391 219.10498 ENTER BFGS code NEW_X -80063.0738 0.263767391 219.10498 EXIT FROM BFGS code FG_LNSRCH 0. 0.267566234 0. --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 95.9507904 sigma out 44 active outputs RANK 2 NODE 4 --> 66.7394333 sigma out 44 active outputs RANK 3 NODE 2 --> 52.212162 sigma out 44 active outputs RANK 4 NODE 3 --> 51.9537964 sigma out 44 active outputs RANK 5 NODE 6 --> 41.9493408 sigma out 44 active outputs RANK 6 NODE 7 --> 41.5160103 sigma out 44 active outputs RANK 7 NODE 9 --> 39.5945473 sigma out 44 active outputs RANK 8 NODE 5 --> 39.2886467 sigma out 44 active outputs RANK 9 NODE 19 --> 32.4930687 sigma out 44 active outputs RANK 10 NODE 8 --> 31.9118824 sigma out 44 active outputs RANK 11 NODE 10 --> 29.2701912 sigma out 44 active outputs RANK 12 NODE 21 --> 28.2475662 sigma out 44 active outputs RANK 13 NODE 20 --> 26.2077999 sigma out 44 active outputs RANK 14 NODE 14 --> 25.9826794 sigma out 44 active outputs RANK 15 NODE 24 --> 25.7129745 sigma out 44 active outputs RANK 16 NODE 12 --> 24.7620564 sigma out 44 active outputs RANK 17 NODE 11 --> 24.5174541 sigma out 44 active outputs RANK 18 NODE 23 --> 23.6325111 sigma out 44 active outputs RANK 19 NODE 29 --> 22.8679905 sigma out 44 active outputs RANK 20 NODE 18 --> 22.2542896 sigma out 44 active outputs RANK 21 NODE 30 --> 22.0305157 sigma out 44 active outputs RANK 22 NODE 16 --> 21.8376179 sigma out 44 active outputs RANK 23 NODE 13 --> 21.4840755 sigma out 44 active outputs RANK 24 NODE 25 --> 21.1686077 sigma out 44 active outputs RANK 25 NODE 17 --> 20.2473774 sigma out 44 active outputs RANK 26 NODE 26 --> 19.7062759 sigma out 44 active outputs RANK 27 NODE 27 --> 18.7746773 sigma out 44 active outputs RANK 28 NODE 15 --> 17.415596 sigma out 44 active outputs RANK 29 NODE 28 --> 17.2444763 sigma out 44 active outputs RANK 30 NODE 22 --> 16.150671 sigma out 44 active outputs RANK 31 NODE 34 --> 15.8341856 sigma out 44 active outputs RANK 32 NODE 35 --> 15.8310118 sigma out 44 active outputs RANK 33 NODE 33 --> 15.3721266 sigma out 44 active outputs RANK 34 NODE 32 --> 15.2733097 sigma out 44 active outputs RANK 35 NODE 31 --> 13.808773 sigma out 44 active outputs RANK 36 NODE 37 --> 13.0804262 sigma out 44 active outputs RANK 37 NODE 36 --> 11.7799177 sigma out 44 active outputs RANK 38 NODE 38 --> 9.50226784 sigma out 44 active outputs RANK 39 NODE 39 --> 9.00111008 sigma out 44 active outputs RANK 40 NODE 40 --> 8.75069141 sigma out 44 active outputs RANK 41 NODE 41 --> 5.91397715 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 8 --> 75.797142 sigma in 41act. ( 68.7153931 sig out 1act.) RANK 2 NODE 9 --> 63.5095558 sigma in 41act. ( 52.0584679 sig out 1act.) RANK 3 NODE 23 --> 62.6046753 sigma in 41act. ( 51.0109177 sig out 1act.) RANK 4 NODE 20 --> 51.6344681 sigma in 41act. ( 43.9011269 sig out 1act.) RANK 5 NODE 14 --> 42.9685593 sigma in 41act. ( 35.4681511 sig out 1act.) RANK 6 NODE 33 --> 40.4500008 sigma in 41act. ( 32.1375847 sig out 1act.) RANK 7 NODE 43 --> 39.0598145 sigma in 41act. ( 32.3176765 sig out 1act.) RANK 8 NODE 24 --> 39.0105095 sigma in 41act. ( 35.2594719 sig out 1act.) RANK 9 NODE 32 --> 33.6679649 sigma in 41act. ( 27.3530045 sig out 1act.) RANK 10 NODE 26 --> 32.6463165 sigma in 41act. ( 28.6071587 sig out 1act.) RANK 11 NODE 27 --> 31.3175316 sigma in 41act. ( 26.1763306 sig out 1act.) RANK 12 NODE 10 --> 31.2052956 sigma in 41act. ( 23.4009037 sig out 1act.) RANK 13 NODE 35 --> 29.7778034 sigma in 41act. ( 23.9355125 sig out 1act.) RANK 14 NODE 44 --> 29.04142 sigma in 41act. ( 25.4970379 sig out 1act.) RANK 15 NODE 4 --> 27.6052341 sigma in 41act. ( 21.5884228 sig out 1act.) RANK 16 NODE 15 --> 26.1273384 sigma in 41act. ( 24.259943 sig out 1act.) RANK 17 NODE 16 --> 25.823576 sigma in 41act. ( 23.3722534 sig out 1act.) RANK 18 NODE 17 --> 25.6251717 sigma in 41act. ( 21.2377071 sig out 1act.) RANK 19 NODE 22 --> 25.5406342 sigma in 41act. ( 19.5790329 sig out 1act.) RANK 20 NODE 12 --> 25.1962433 sigma in 41act. ( 21.1460228 sig out 1act.) RANK 21 NODE 40 --> 23.175951 sigma in 41act. ( 18.5444145 sig out 1act.) RANK 22 NODE 28 --> 22.5308838 sigma in 41act. ( 21.9525719 sig out 1act.) RANK 23 NODE 38 --> 21.6225128 sigma in 41act. ( 18.2573509 sig out 1act.) RANK 24 NODE 36 --> 21.4616585 sigma in 41act. ( 24.5654221 sig out 1act.) RANK 25 NODE 18 --> 20.3667431 sigma in 41act. ( 18.4461994 sig out 1act.) RANK 26 NODE 11 --> 20.2540302 sigma in 41act. ( 17.1322823 sig out 1act.) RANK 27 NODE 2 --> 20.2109756 sigma in 41act. ( 16.8293171 sig out 1act.) RANK 28 NODE 25 --> 19.706955 sigma in 41act. ( 16.4794426 sig out 1act.) RANK 29 NODE 39 --> 19.2196827 sigma in 41act. ( 14.0509911 sig out 1act.) RANK 30 NODE 34 --> 17.937727 sigma in 41act. ( 12.6024351 sig out 1act.) RANK 31 NODE 41 --> 17.0610828 sigma in 41act. ( 11.9605808 sig out 1act.) RANK 32 NODE 37 --> 16.9388428 sigma in 41act. ( 13.8222504 sig out 1act.) RANK 33 NODE 3 --> 16.8396759 sigma in 41act. ( 14.1512489 sig out 1act.) RANK 34 NODE 7 --> 16.1197834 sigma in 41act. ( 12.0873556 sig out 1act.) RANK 35 NODE 30 --> 15.5146465 sigma in 41act. ( 12.868989 sig out 1act.) RANK 36 NODE 5 --> 15.2298431 sigma in 41act. ( 12.4087992 sig out 1act.) RANK 37 NODE 6 --> 14.4479189 sigma in 41act. ( 12.5073156 sig out 1act.) RANK 38 NODE 19 --> 14.3859034 sigma in 41act. ( 10.4489803 sig out 1act.) RANK 39 NODE 29 --> 13.3671389 sigma in 41act. ( 9.31186199 sig out 1act.) RANK 40 NODE 1 --> 11.8588514 sigma in 41act. ( 5.95105791 sig out 1act.) RANK 41 NODE 42 --> 11.1868982 sigma in 41act. ( 4.94153547 sig out 1act.) RANK 42 NODE 21 --> 10.3357754 sigma in 41act. ( 0.089926362 sig out 1act.) RANK 43 NODE 13 --> 10.0085831 sigma in 41act. ( 7.13310575 sig out 1act.) RANK 44 NODE 31 --> 9.02430534 sigma in 41act. ( 2.17495632 sig out 1act.) sorted by output significance RANK 1 NODE 8 --> 68.7153931 sigma out 1act.( 75.797142 sig in 41act.) RANK 2 NODE 9 --> 52.0584679 sigma out 1act.( 63.5095558 sig in 41act.) RANK 3 NODE 23 --> 51.0109177 sigma out 1act.( 62.6046753 sig in 41act.) RANK 4 NODE 20 --> 43.9011269 sigma out 1act.( 51.6344681 sig in 41act.) RANK 5 NODE 14 --> 35.4681511 sigma out 1act.( 42.9685593 sig in 41act.) RANK 6 NODE 24 --> 35.2594719 sigma out 1act.( 39.0105095 sig in 41act.) RANK 7 NODE 43 --> 32.3176765 sigma out 1act.( 39.0598145 sig in 41act.) RANK 8 NODE 33 --> 32.1375847 sigma out 1act.( 40.4500008 sig in 41act.) RANK 9 NODE 26 --> 28.6071587 sigma out 1act.( 32.6463165 sig in 41act.) RANK 10 NODE 32 --> 27.3530045 sigma out 1act.( 33.6679649 sig in 41act.) RANK 11 NODE 27 --> 26.1763306 sigma out 1act.( 31.3175316 sig in 41act.) RANK 12 NODE 44 --> 25.4970379 sigma out 1act.( 29.04142 sig in 41act.) RANK 13 NODE 36 --> 24.5654221 sigma out 1act.( 21.4616585 sig in 41act.) RANK 14 NODE 15 --> 24.259943 sigma out 1act.( 26.1273384 sig in 41act.) RANK 15 NODE 35 --> 23.9355125 sigma out 1act.( 29.7778034 sig in 41act.) RANK 16 NODE 10 --> 23.4009037 sigma out 1act.( 31.2052956 sig in 41act.) RANK 17 NODE 16 --> 23.3722534 sigma out 1act.( 25.823576 sig in 41act.) RANK 18 NODE 28 --> 21.9525719 sigma out 1act.( 22.5308838 sig in 41act.) RANK 19 NODE 4 --> 21.5884228 sigma out 1act.( 27.6052341 sig in 41act.) RANK 20 NODE 17 --> 21.2377071 sigma out 1act.( 25.6251717 sig in 41act.) RANK 21 NODE 12 --> 21.1460228 sigma out 1act.( 25.1962433 sig in 41act.) RANK 22 NODE 22 --> 19.5790329 sigma out 1act.( 25.5406342 sig in 41act.) RANK 23 NODE 40 --> 18.5444145 sigma out 1act.( 23.175951 sig in 41act.) RANK 24 NODE 18 --> 18.4461994 sigma out 1act.( 20.3667431 sig in 41act.) RANK 25 NODE 38 --> 18.2573509 sigma out 1act.( 21.6225128 sig in 41act.) RANK 26 NODE 11 --> 17.1322823 sigma out 1act.( 20.2540302 sig in 41act.) RANK 27 NODE 2 --> 16.8293171 sigma out 1act.( 20.2109756 sig in 41act.) RANK 28 NODE 25 --> 16.4794426 sigma out 1act.( 19.706955 sig in 41act.) RANK 29 NODE 3 --> 14.1512489 sigma out 1act.( 16.8396759 sig in 41act.) RANK 30 NODE 39 --> 14.0509911 sigma out 1act.( 19.2196827 sig in 41act.) RANK 31 NODE 37 --> 13.8222504 sigma out 1act.( 16.9388428 sig in 41act.) RANK 32 NODE 30 --> 12.868989 sigma out 1act.( 15.5146465 sig in 41act.) RANK 33 NODE 34 --> 12.6024351 sigma out 1act.( 17.937727 sig in 41act.) RANK 34 NODE 6 --> 12.5073156 sigma out 1act.( 14.4479189 sig in 41act.) RANK 35 NODE 5 --> 12.4087992 sigma out 1act.( 15.2298431 sig in 41act.) RANK 36 NODE 7 --> 12.0873556 sigma out 1act.( 16.1197834 sig in 41act.) RANK 37 NODE 41 --> 11.9605808 sigma out 1act.( 17.0610828 sig in 41act.) RANK 38 NODE 19 --> 10.4489803 sigma out 1act.( 14.3859034 sig in 41act.) RANK 39 NODE 29 --> 9.31186199 sigma out 1act.( 13.3671389 sig in 41act.) RANK 40 NODE 13 --> 7.13310575 sigma out 1act.( 10.0085831 sig in 41act.) RANK 41 NODE 1 --> 5.95105791 sigma out 1act.( 11.8588514 sig in 41act.) RANK 42 NODE 42 --> 4.94153547 sigma out 1act.( 11.1868982 sig in 41act.) RANK 43 NODE 31 --> 2.17495632 sigma out 1act.( 9.02430534 sig in 41act.) RANK 44 NODE 21 --> 0.089926362 sigma out 1act.( 10.3357754 sig in 41act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 167.987564 sigma in 44 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.417192072 *** contribution from regularisation: 0.01167088 *** contribution from error: -0.428862959 *** contribution from DIAG: 0.00108370697 *********************************************** ENTER BFGS code FG_LNSRCH -80138.3104 0.267566234 -92.5305176 EXIT FROM BFGS code NEW_X -80138.3104 0.267566234 -92.5305176 ENTER BFGS code NEW_X -80138.3104 0.267566234 -92.5305176 EXIT FROM BFGS code FG_LNSRCH 0. 0.267433286 0. --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.41804859 *** contribution from regularisation: 0.0117477924 *** contribution from error: -0.429796398 *** contribution from DIAG: 0.00110886956 *********************************************** ENTER BFGS code FG_LNSRCH -80298.4192 0.267433286 -181.037689 EXIT FROM BFGS code NEW_X -80298.4192 0.267433286 -181.037689 ENTER BFGS code NEW_X -80298.4192 0.267433286 -181.037689 EXIT FROM BFGS code FG_LNSRCH 0. 0.267169893 0. --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.418735236 *** contribution from regularisation: 0.0116510903 *** contribution from error: -0.430386335 *** contribution from DIAG: 0.00116015063 *********************************************** ENTER BFGS code FG_LNSRCH -80420.7862 0.267169893 147.342758 EXIT FROM BFGS code NEW_X -80420.7862 0.267169893 147.342758 ENTER BFGS code NEW_X -80420.7862 0.267169893 147.342758 EXIT FROM BFGS code FG_LNSRCH 0. 0.268386632 0. --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.419078887 *** contribution from regularisation: 0.0116505269 *** contribution from error: -0.430729419 *** contribution from DIAG: 0.00117566471 *********************************************** ENTER BFGS code FG_LNSRCH -80483.9841 0.268386632 -68.5082474 EXIT FROM BFGS code NEW_X -80483.9841 0.268386632 -68.5082474 ENTER BFGS code NEW_X -80483.9841 0.268386632 -68.5082474 EXIT FROM BFGS code FG_LNSRCH 0. 0.269652188 0. --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.419596434 *** contribution from regularisation: 0.0115668587 *** contribution from error: -0.431163281 *** contribution from DIAG: 0.00118092087 *********************************************** ENTER BFGS code FG_LNSRCH -80582.6423 0.269652188 -140.669266 EXIT FROM BFGS code NEW_X -80582.6423 0.269652188 -140.669266 ENTER BFGS code NEW_X -80582.6423 0.269652188 -140.669266 EXIT FROM BFGS code FG_LNSRCH 0. 0.271439701 0. --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.420838684 *** contribution from regularisation: 0.0114539117 *** contribution from error: -0.432292581 *** contribution from DIAG: 0.00119462505 *********************************************** ENTER BFGS code FG_LNSRCH -80819.2509 0.271439701 -96.875618 EXIT FROM BFGS code NEW_X -80819.2509 0.271439701 -96.875618 ENTER BFGS code NEW_X -80819.2509 0.271439701 -96.875618 EXIT FROM BFGS code FG_LNSRCH 0. 0.280264407 0. --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.423610866 *** contribution from regularisation: 0.0112314578 *** contribution from error: -0.434842318 *** contribution from DIAG: 0.00109871465 *********************************************** ENTER BFGS code FG_LNSRCH -81371.6174 0.280264407 81.5811768 EXIT FROM BFGS code NEW_X -81371.6174 0.280264407 81.5811768 ENTER BFGS code NEW_X -81371.6174 0.280264407 81.5811768 EXIT FROM BFGS code FG_LNSRCH 0. 0.296357185 0. --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.423736989 *** contribution from regularisation: 0.0115555692 *** contribution from error: -0.435292572 *** contribution from DIAG: 0.000869174371 *********************************************** ENTER BFGS code FG_LNSRCH -81440.1136 0.296357185 -42.493309 EXIT FROM BFGS code FG_LNSRCH 0. 0.288586646 0. --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.424787015 *** contribution from regularisation: 0.0113488426 *** contribution from error: -0.436135858 *** contribution from DIAG: 0.000905857945 *********************************************** ENTER BFGS code FG_LNSRCH -81635.2744 0.288586646 -70.3980179 EXIT FROM BFGS code NEW_X -81635.2744 0.288586646 -70.3980179 ENTER BFGS code NEW_X -81635.2744 0.288586646 -70.3980179 EXIT FROM BFGS code FG_LNSRCH 0. 0.296251237 0. --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.426066875 *** contribution from regularisation: 0.0114055136 *** contribution from error: -0.437472403 *** contribution from DIAG: 0.000988064567 *********************************************** ENTER BFGS code FG_LNSRCH -81865.9283 0.296251237 508.290771 EXIT FROM BFGS code NEW_X -81865.9283 0.296251237 508.290771 ENTER BFGS code NEW_X -81865.9283 0.296251237 508.290771 EXIT FROM BFGS code FG_LNSRCH 0. 0.298437953 0. --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 109.190445 sigma out 44 active outputs RANK 2 NODE 4 --> 105.043297 sigma out 44 active outputs RANK 3 NODE 7 --> 73.8415604 sigma out 44 active outputs RANK 4 NODE 3 --> 69.8445358 sigma out 44 active outputs RANK 5 NODE 6 --> 69.1418762 sigma out 44 active outputs RANK 6 NODE 2 --> 58.1740074 sigma out 44 active outputs RANK 7 NODE 5 --> 41.4744453 sigma out 44 active outputs RANK 8 NODE 9 --> 41.0043106 sigma out 44 active outputs RANK 9 NODE 8 --> 34.2718391 sigma out 44 active outputs RANK 10 NODE 19 --> 32.4706993 sigma out 44 active outputs RANK 11 NODE 10 --> 32.3402596 sigma out 44 active outputs RANK 12 NODE 11 --> 31.881218 sigma out 44 active outputs RANK 13 NODE 24 --> 28.3518524 sigma out 44 active outputs RANK 14 NODE 12 --> 26.1915665 sigma out 44 active outputs RANK 15 NODE 20 --> 24.3450089 sigma out 44 active outputs RANK 16 NODE 30 --> 23.155365 sigma out 44 active outputs RANK 17 NODE 29 --> 21.0982723 sigma out 44 active outputs RANK 18 NODE 17 --> 21.0440922 sigma out 44 active outputs RANK 19 NODE 14 --> 20.3192749 sigma out 44 active outputs RANK 20 NODE 18 --> 19.6569901 sigma out 44 active outputs RANK 21 NODE 16 --> 19.3561878 sigma out 44 active outputs RANK 22 NODE 25 --> 18.9693489 sigma out 44 active outputs RANK 23 NODE 23 --> 18.8072205 sigma out 44 active outputs RANK 24 NODE 13 --> 18.5933323 sigma out 44 active outputs RANK 25 NODE 21 --> 18.5541172 sigma out 44 active outputs RANK 26 NODE 35 --> 18.3297997 sigma out 44 active outputs RANK 27 NODE 15 --> 18.0315208 sigma out 44 active outputs RANK 28 NODE 26 --> 17.0791473 sigma out 44 active outputs RANK 29 NODE 27 --> 15.6976671 sigma out 44 active outputs RANK 30 NODE 34 --> 15.6505451 sigma out 44 active outputs RANK 31 NODE 28 --> 15.6494493 sigma out 44 active outputs RANK 32 NODE 36 --> 15.5895529 sigma out 44 active outputs RANK 33 NODE 22 --> 15.020587 sigma out 44 active outputs RANK 34 NODE 33 --> 14.3244133 sigma out 44 active outputs RANK 35 NODE 32 --> 14.1830225 sigma out 44 active outputs RANK 36 NODE 37 --> 13.1414747 sigma out 44 active outputs RANK 37 NODE 31 --> 13.1377182 sigma out 44 active outputs RANK 38 NODE 38 --> 9.55090332 sigma out 44 active outputs RANK 39 NODE 40 --> 8.90124321 sigma out 44 active outputs RANK 40 NODE 39 --> 8.60147572 sigma out 44 active outputs RANK 41 NODE 41 --> 5.70701647 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 8 --> 118.327972 sigma in 41act. ( 106.370361 sig out 1act.) RANK 2 NODE 9 --> 95.6972809 sigma in 41act. ( 94.0792999 sig out 1act.) RANK 3 NODE 23 --> 83.0095978 sigma in 41act. ( 74.0797577 sig out 1act.) RANK 4 NODE 20 --> 65.3061371 sigma in 41act. ( 51.4603729 sig out 1act.) RANK 5 NODE 36 --> 55.7421875 sigma in 41act. ( 74.7275925 sig out 1act.) RANK 6 NODE 43 --> 48.1776886 sigma in 41act. ( 47.7176666 sig out 1act.) RANK 7 NODE 32 --> 47.4490356 sigma in 41act. ( 42.4203453 sig out 1act.) RANK 8 NODE 14 --> 42.7527275 sigma in 41act. ( 34.6194305 sig out 1act.) RANK 9 NODE 33 --> 40.5227127 sigma in 41act. ( 35.3409157 sig out 1act.) RANK 10 NODE 24 --> 35.2636871 sigma in 41act. ( 34.3350601 sig out 1act.) RANK 11 NODE 26 --> 32.4734573 sigma in 41act. ( 31.2367153 sig out 1act.) RANK 12 NODE 15 --> 26.5170479 sigma in 41act. ( 24.1341248 sig out 1act.) RANK 13 NODE 10 --> 25.9164276 sigma in 41act. ( 21.1847725 sig out 1act.) RANK 14 NODE 27 --> 25.6606426 sigma in 41act. ( 22.5043926 sig out 1act.) RANK 15 NODE 12 --> 24.9986382 sigma in 41act. ( 21.2428513 sig out 1act.) RANK 16 NODE 16 --> 22.4952126 sigma in 41act. ( 20.7773418 sig out 1act.) RANK 17 NODE 4 --> 21.8582039 sigma in 41act. ( 18.0101852 sig out 1act.) RANK 18 NODE 44 --> 21.5576763 sigma in 41act. ( 15.1894016 sig out 1act.) RANK 19 NODE 19 --> 21.1728935 sigma in 41act. ( 18.8596649 sig out 1act.) RANK 20 NODE 6 --> 21.1462135 sigma in 41act. ( 22.5142288 sig out 1act.) RANK 21 NODE 35 --> 20.411396 sigma in 41act. ( 15.4590216 sig out 1act.) RANK 22 NODE 38 --> 20.3884525 sigma in 41act. ( 16.5440598 sig out 1act.) RANK 23 NODE 2 --> 19.9459991 sigma in 41act. ( 17.5556431 sig out 1act.) RANK 24 NODE 40 --> 19.3308773 sigma in 41act. ( 14.9098425 sig out 1act.) RANK 25 NODE 41 --> 19.298624 sigma in 41act. ( 15.7209406 sig out 1act.) RANK 26 NODE 3 --> 18.511507 sigma in 41act. ( 17.0637856 sig out 1act.) RANK 27 NODE 25 --> 17.4566269 sigma in 41act. ( 14.7256718 sig out 1act.) RANK 28 NODE 37 --> 16.9524727 sigma in 41act. ( 12.4747047 sig out 1act.) RANK 29 NODE 28 --> 16.3584442 sigma in 41act. ( 13.1136503 sig out 1act.) RANK 30 NODE 39 --> 16.0548172 sigma in 41act. ( 11.4427433 sig out 1act.) RANK 31 NODE 17 --> 15.8210526 sigma in 41act. ( 12.1561317 sig out 1act.) RANK 32 NODE 11 --> 14.8002453 sigma in 41act. ( 11.3372011 sig out 1act.) RANK 33 NODE 42 --> 14.4531479 sigma in 41act. ( 11.2137098 sig out 1act.) RANK 34 NODE 30 --> 13.6668253 sigma in 41act. ( 10.714942 sig out 1act.) RANK 35 NODE 18 --> 13.6118917 sigma in 41act. ( 12.0502739 sig out 1act.) RANK 36 NODE 22 --> 13.3361673 sigma in 41act. ( 10.26437 sig out 1act.) RANK 37 NODE 29 --> 13.1154079 sigma in 41act. ( 9.2992878 sig out 1act.) RANK 38 NODE 5 --> 13.0680571 sigma in 41act. ( 10.1528091 sig out 1act.) RANK 39 NODE 7 --> 12.2067757 sigma in 41act. ( 6.09764051 sig out 1act.) RANK 40 NODE 34 --> 12.116045 sigma in 41act. ( 7.88109159 sig out 1act.) RANK 41 NODE 1 --> 10.4327421 sigma in 41act. ( 4.01283836 sig out 1act.) RANK 42 NODE 21 --> 9.94194221 sigma in 41act. ( 1.68559742 sig out 1act.) RANK 43 NODE 13 --> 8.50923347 sigma in 41act. ( 5.06928444 sig out 1act.) RANK 44 NODE 31 --> 8.20892811 sigma in 41act. ( 0.022738019 sig out 1act.) sorted by output significance RANK 1 NODE 8 --> 106.370361 sigma out 1act.( 118.327972 sig in 41act.) RANK 2 NODE 9 --> 94.0792999 sigma out 1act.( 95.6972809 sig in 41act.) RANK 3 NODE 36 --> 74.7275925 sigma out 1act.( 55.7421875 sig in 41act.) RANK 4 NODE 23 --> 74.0797577 sigma out 1act.( 83.0095978 sig in 41act.) RANK 5 NODE 20 --> 51.4603729 sigma out 1act.( 65.3061371 sig in 41act.) RANK 6 NODE 43 --> 47.7176666 sigma out 1act.( 48.1776886 sig in 41act.) RANK 7 NODE 32 --> 42.4203453 sigma out 1act.( 47.4490356 sig in 41act.) RANK 8 NODE 33 --> 35.3409157 sigma out 1act.( 40.5227127 sig in 41act.) RANK 9 NODE 14 --> 34.6194305 sigma out 1act.( 42.7527275 sig in 41act.) RANK 10 NODE 24 --> 34.3350601 sigma out 1act.( 35.2636871 sig in 41act.) RANK 11 NODE 26 --> 31.2367153 sigma out 1act.( 32.4734573 sig in 41act.) RANK 12 NODE 15 --> 24.1341248 sigma out 1act.( 26.5170479 sig in 41act.) RANK 13 NODE 6 --> 22.5142288 sigma out 1act.( 21.1462135 sig in 41act.) RANK 14 NODE 27 --> 22.5043926 sigma out 1act.( 25.6606426 sig in 41act.) RANK 15 NODE 12 --> 21.2428513 sigma out 1act.( 24.9986382 sig in 41act.) RANK 16 NODE 10 --> 21.1847725 sigma out 1act.( 25.9164276 sig in 41act.) RANK 17 NODE 16 --> 20.7773418 sigma out 1act.( 22.4952126 sig in 41act.) RANK 18 NODE 19 --> 18.8596649 sigma out 1act.( 21.1728935 sig in 41act.) RANK 19 NODE 4 --> 18.0101852 sigma out 1act.( 21.8582039 sig in 41act.) RANK 20 NODE 2 --> 17.5556431 sigma out 1act.( 19.9459991 sig in 41act.) RANK 21 NODE 3 --> 17.0637856 sigma out 1act.( 18.511507 sig in 41act.) RANK 22 NODE 38 --> 16.5440598 sigma out 1act.( 20.3884525 sig in 41act.) RANK 23 NODE 41 --> 15.7209406 sigma out 1act.( 19.298624 sig in 41act.) RANK 24 NODE 35 --> 15.4590216 sigma out 1act.( 20.411396 sig in 41act.) RANK 25 NODE 44 --> 15.1894016 sigma out 1act.( 21.5576763 sig in 41act.) RANK 26 NODE 40 --> 14.9098425 sigma out 1act.( 19.3308773 sig in 41act.) RANK 27 NODE 25 --> 14.7256718 sigma out 1act.( 17.4566269 sig in 41act.) RANK 28 NODE 28 --> 13.1136503 sigma out 1act.( 16.3584442 sig in 41act.) RANK 29 NODE 37 --> 12.4747047 sigma out 1act.( 16.9524727 sig in 41act.) RANK 30 NODE 17 --> 12.1561317 sigma out 1act.( 15.8210526 sig in 41act.) RANK 31 NODE 18 --> 12.0502739 sigma out 1act.( 13.6118917 sig in 41act.) RANK 32 NODE 39 --> 11.4427433 sigma out 1act.( 16.0548172 sig in 41act.) RANK 33 NODE 11 --> 11.3372011 sigma out 1act.( 14.8002453 sig in 41act.) RANK 34 NODE 42 --> 11.2137098 sigma out 1act.( 14.4531479 sig in 41act.) RANK 35 NODE 30 --> 10.714942 sigma out 1act.( 13.6668253 sig in 41act.) RANK 36 NODE 22 --> 10.26437 sigma out 1act.( 13.3361673 sig in 41act.) RANK 37 NODE 5 --> 10.1528091 sigma out 1act.( 13.0680571 sig in 41act.) RANK 38 NODE 29 --> 9.2992878 sigma out 1act.( 13.1154079 sig in 41act.) RANK 39 NODE 34 --> 7.88109159 sigma out 1act.( 12.116045 sig in 41act.) RANK 40 NODE 7 --> 6.09764051 sigma out 1act.( 12.2067757 sig in 41act.) RANK 41 NODE 13 --> 5.06928444 sigma out 1act.( 8.50923347 sig in 41act.) RANK 42 NODE 1 --> 4.01283836 sigma out 1act.( 10.4327421 sig in 41act.) RANK 43 NODE 21 --> 1.68559742 sigma out 1act.( 9.94194221 sig in 41act.) RANK 44 NODE 31 --> 0.022738019 sigma out 1act.( 8.20892811 sig in 41act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 223.070511 sigma in 44 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.426895171 *** contribution from regularisation: 0.0114217345 *** contribution from error: -0.438316911 *** contribution from DIAG: 0.00100836495 *********************************************** ENTER BFGS code FG_LNSRCH -82021.5406 0.298437953 255.982407 EXIT FROM BFGS code NEW_X -82021.5406 0.298437953 255.982407 ENTER BFGS code NEW_X -82021.5406 0.298437953 255.982407 EXIT FROM BFGS code FG_LNSRCH 0. 0.30783695 0. --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.428289592 *** contribution from regularisation: 0.0113348691 *** contribution from error: -0.439624459 *** contribution from DIAG: 0.00100202125 *********************************************** ENTER BFGS code FG_LNSRCH -82291.3125 0.30783695 -306.595367 EXIT FROM BFGS code NEW_X -82291.3125 0.30783695 -306.595367 ENTER BFGS code NEW_X -82291.3125 0.30783695 -306.595367 EXIT FROM BFGS code FG_LNSRCH 0. 0.31155628 0. --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.428744793 *** contribution from regularisation: 0.0114199249 *** contribution from error: -0.440164715 *** contribution from DIAG: 0.00100089132 *********************************************** ENTER BFGS code FG_LNSRCH -82379.1986 0.31155628 -262.399048 EXIT FROM BFGS code NEW_X -82379.1986 0.31155628 -262.399048 ENTER BFGS code NEW_X -82379.1986 0.31155628 -262.399048 EXIT FROM BFGS code FG_LNSRCH 0. 0.326960593 0. --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.429984868 *** contribution from regularisation: 0.0115616657 *** contribution from error: -0.44154653 *** contribution from DIAG: 0.000908038346 *********************************************** ENTER BFGS code FG_LNSRCH -82635.9051 0.326960593 -22.2078857 EXIT FROM BFGS code NEW_X -82635.9051 0.326960593 -22.2078857 ENTER BFGS code NEW_X -82635.9051 0.326960593 -22.2078857 EXIT FROM BFGS code FG_LNSRCH 0. 0.334609926 0. --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.431530714 *** contribution from regularisation: 0.0113221286 *** contribution from error: -0.442852855 *** contribution from DIAG: 0.000968583103 *********************************************** ENTER BFGS code FG_LNSRCH -82921.9618 0.334609926 158.969299 EXIT FROM BFGS code NEW_X -82921.9618 0.334609926 158.969299 ENTER BFGS code NEW_X -82921.9618 0.334609926 158.969299 EXIT FROM BFGS code FG_LNSRCH 0. 0.333001077 0. --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.432853252 *** contribution from regularisation: 0.0109676579 *** contribution from error: -0.443820924 *** contribution from DIAG: 0.00093605509 *********************************************** ENTER BFGS code FG_LNSRCH -83182.9342 0.333001077 251.94632 EXIT FROM BFGS code NEW_X -83182.9342 0.333001077 251.94632 ENTER BFGS code NEW_X -83182.9342 0.333001077 251.94632 EXIT FROM BFGS code FG_LNSRCH 0. 0.339079708 0. --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.434269726 *** contribution from regularisation: 0.0110539505 *** contribution from error: -0.445323676 *** contribution from DIAG: 0.000855450577 *********************************************** ENTER BFGS code FG_LNSRCH -83471.2527 0.339079708 -109.56855 EXIT FROM BFGS code NEW_X -83471.2527 0.339079708 -109.56855 ENTER BFGS code NEW_X -83471.2527 0.339079708 -109.56855 EXIT FROM BFGS code FG_LNSRCH 0. 0.34348911 0. --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.435416371 *** contribution from regularisation: 0.0108693009 *** contribution from error: -0.446285665 *** contribution from DIAG: 0.000867686525 *********************************************** ENTER BFGS code FG_LNSRCH -83689.7331 0.34348911 344.975128 EXIT FROM BFGS code NEW_X -83689.7331 0.34348911 344.975128 ENTER BFGS code NEW_X -83689.7331 0.34348911 344.975128 EXIT FROM BFGS code FG_LNSRCH 0. 0.349126846 0. --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.436012179 *** contribution from regularisation: 0.0109047145 *** contribution from error: -0.446916878 *** contribution from DIAG: 0.000876982347 *********************************************** ENTER BFGS code FG_LNSRCH -83802.6859 0.349126846 347.876984 EXIT FROM BFGS code NEW_X -83802.6859 0.349126846 347.876984 ENTER BFGS code NEW_X -83802.6859 0.349126846 347.876984 EXIT FROM BFGS code FG_LNSRCH 0. 0.378801703 0. --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.437646657 *** contribution from regularisation: 0.011218776 *** contribution from error: -0.448865443 *** contribution from DIAG: 0.000994608388 *********************************************** ENTER BFGS code FG_LNSRCH -84094.8153 0.378801703 54.7002869 EXIT FROM BFGS code NEW_X -84094.8153 0.378801703 54.7002869 ENTER BFGS code NEW_X -84094.8153 0.378801703 54.7002869 EXIT FROM BFGS code FG_LNSRCH 0. 0.398063183 0. --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 152.608246 sigma out 44 active outputs RANK 2 NODE 7 --> 138.908691 sigma out 44 active outputs RANK 3 NODE 4 --> 132.118469 sigma out 44 active outputs RANK 4 NODE 2 --> 109.771805 sigma out 44 active outputs RANK 5 NODE 3 --> 106.522522 sigma out 44 active outputs RANK 6 NODE 6 --> 91.9810638 sigma out 44 active outputs RANK 7 NODE 5 --> 71.9884796 sigma out 44 active outputs RANK 8 NODE 11 --> 70.0460052 sigma out 44 active outputs RANK 9 NODE 9 --> 51.6243172 sigma out 44 active outputs RANK 10 NODE 10 --> 48.3946648 sigma out 44 active outputs RANK 11 NODE 24 --> 45.3336143 sigma out 44 active outputs RANK 12 NODE 12 --> 43.8948135 sigma out 44 active outputs RANK 13 NODE 20 --> 36.0614128 sigma out 44 active outputs RANK 14 NODE 16 --> 31.8972244 sigma out 44 active outputs RANK 15 NODE 29 --> 31.2507401 sigma out 44 active outputs RANK 16 NODE 19 --> 30.7652225 sigma out 44 active outputs RANK 17 NODE 17 --> 27.7198677 sigma out 44 active outputs RANK 18 NODE 8 --> 26.7385883 sigma out 44 active outputs RANK 19 NODE 13 --> 25.8239746 sigma out 44 active outputs RANK 20 NODE 21 --> 24.5955601 sigma out 44 active outputs RANK 21 NODE 14 --> 22.5394115 sigma out 44 active outputs RANK 22 NODE 18 --> 20.5423126 sigma out 44 active outputs RANK 23 NODE 30 --> 18.5183811 sigma out 44 active outputs RANK 24 NODE 23 --> 18.0608177 sigma out 44 active outputs RANK 25 NODE 25 --> 17.627758 sigma out 44 active outputs RANK 26 NODE 28 --> 17.625761 sigma out 44 active outputs RANK 27 NODE 22 --> 15.6143293 sigma out 44 active outputs RANK 28 NODE 15 --> 15.4008541 sigma out 44 active outputs RANK 29 NODE 26 --> 13.6761684 sigma out 44 active outputs RANK 30 NODE 36 --> 13.3472471 sigma out 44 active outputs RANK 31 NODE 33 --> 13.1331501 sigma out 44 active outputs RANK 32 NODE 31 --> 13.0457497 sigma out 44 active outputs RANK 33 NODE 34 --> 12.9591293 sigma out 44 active outputs RANK 34 NODE 35 --> 12.2564583 sigma out 44 active outputs RANK 35 NODE 27 --> 12.0109043 sigma out 44 active outputs RANK 36 NODE 32 --> 11.5895815 sigma out 44 active outputs RANK 37 NODE 37 --> 10.8020754 sigma out 44 active outputs RANK 38 NODE 38 --> 9.96509743 sigma out 44 active outputs RANK 39 NODE 40 --> 9.79461765 sigma out 44 active outputs RANK 40 NODE 39 --> 7.76374197 sigma out 44 active outputs RANK 41 NODE 41 --> 5.96348143 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 8 --> 169.750076 sigma in 41act. ( 139.591492 sig out 1act.) RANK 2 NODE 36 --> 144.764099 sigma in 41act. ( 158.585724 sig out 1act.) RANK 3 NODE 9 --> 144.408279 sigma in 41act. ( 129.09285 sig out 1act.) RANK 4 NODE 23 --> 125.442001 sigma in 41act. ( 103.447205 sig out 1act.) RANK 5 NODE 43 --> 105.408463 sigma in 41act. ( 117.470825 sig out 1act.) RANK 6 NODE 20 --> 58.8371582 sigma in 41act. ( 49.8863907 sig out 1act.) RANK 7 NODE 24 --> 54.9343796 sigma in 41act. ( 55.4379272 sig out 1act.) RANK 8 NODE 32 --> 54.6913071 sigma in 41act. ( 58.9149208 sig out 1act.) RANK 9 NODE 33 --> 44.2795219 sigma in 41act. ( 43.9028473 sig out 1act.) RANK 10 NODE 14 --> 37.5747986 sigma in 41act. ( 29.8308697 sig out 1act.) RANK 11 NODE 26 --> 36.2664185 sigma in 41act. ( 40.9878807 sig out 1act.) RANK 12 NODE 6 --> 34.1242218 sigma in 41act. ( 42.1637383 sig out 1act.) RANK 13 NODE 15 --> 33.144413 sigma in 41act. ( 35.065155 sig out 1act.) RANK 14 NODE 3 --> 31.9711952 sigma in 41act. ( 36.5619202 sig out 1act.) RANK 15 NODE 35 --> 25.5138149 sigma in 41act. ( 23.4813137 sig out 1act.) RANK 16 NODE 4 --> 24.1834126 sigma in 41act. ( 24.8385391 sig out 1act.) RANK 17 NODE 38 --> 24.0167599 sigma in 41act. ( 21.0728741 sig out 1act.) RANK 18 NODE 41 --> 22.5192127 sigma in 41act. ( 23.3934059 sig out 1act.) RANK 19 NODE 40 --> 21.8534374 sigma in 41act. ( 21.7990932 sig out 1act.) RANK 20 NODE 19 --> 20.9059277 sigma in 41act. ( 20.7154331 sig out 1act.) RANK 21 NODE 16 --> 20.6741333 sigma in 41act. ( 20.5840931 sig out 1act.) RANK 22 NODE 42 --> 19.6109028 sigma in 41act. ( 18.7968254 sig out 1act.) RANK 23 NODE 27 --> 19.6104107 sigma in 41act. ( 17.75424 sig out 1act.) RANK 24 NODE 12 --> 18.9326897 sigma in 41act. ( 16.6656113 sig out 1act.) RANK 25 NODE 30 --> 16.7014484 sigma in 41act. ( 16.1926136 sig out 1act.) RANK 26 NODE 10 --> 15.5550623 sigma in 41act. ( 13.6749353 sig out 1act.) RANK 27 NODE 28 --> 15.4865894 sigma in 41act. ( 12.7196398 sig out 1act.) RANK 28 NODE 2 --> 15.0565147 sigma in 41act. ( 14.3850555 sig out 1act.) RANK 29 NODE 25 --> 14.6724396 sigma in 41act. ( 13.3943272 sig out 1act.) RANK 30 NODE 37 --> 13.771265 sigma in 41act. ( 9.22181892 sig out 1act.) RANK 31 NODE 39 --> 13.7376175 sigma in 41act. ( 11.8065548 sig out 1act.) RANK 32 NODE 44 --> 13.5493679 sigma in 41act. ( 8.52067566 sig out 1act.) RANK 33 NODE 18 --> 12.1728573 sigma in 41act. ( 11.7067022 sig out 1act.) RANK 34 NODE 5 --> 10.8719664 sigma in 41act. ( 9.07610226 sig out 1act.) RANK 35 NODE 11 --> 9.99128151 sigma in 41act. ( 6.07107639 sig out 1act.) RANK 36 NODE 17 --> 9.59319305 sigma in 41act. ( 6.81059933 sig out 1act.) RANK 37 NODE 7 --> 8.43154812 sigma in 41act. ( 2.607512 sig out 1act.) RANK 38 NODE 29 --> 8.14812851 sigma in 41act. ( 4.51150131 sig out 1act.) RANK 39 NODE 21 --> 7.63162994 sigma in 41act. ( 0.446012259 sig out 1act.) RANK 40 NODE 34 --> 7.4227643 sigma in 41act. ( 3.93341565 sig out 1act.) RANK 41 NODE 1 --> 7.38883591 sigma in 41act. ( 1.42275953 sig out 1act.) RANK 42 NODE 13 --> 7.35813999 sigma in 41act. ( 4.38512468 sig out 1act.) RANK 43 NODE 31 --> 7.1411109 sigma in 41act. ( 3.53587294 sig out 1act.) RANK 44 NODE 22 --> 6.83836555 sigma in 41act. ( 0.867613792 sig out 1act.) sorted by output significance RANK 1 NODE 36 --> 158.585724 sigma out 1act.( 144.764099 sig in 41act.) RANK 2 NODE 8 --> 139.591492 sigma out 1act.( 169.750076 sig in 41act.) RANK 3 NODE 9 --> 129.09285 sigma out 1act.( 144.408279 sig in 41act.) RANK 4 NODE 43 --> 117.470825 sigma out 1act.( 105.408463 sig in 41act.) RANK 5 NODE 23 --> 103.447205 sigma out 1act.( 125.442001 sig in 41act.) RANK 6 NODE 32 --> 58.9149208 sigma out 1act.( 54.6913071 sig in 41act.) RANK 7 NODE 24 --> 55.4379272 sigma out 1act.( 54.9343796 sig in 41act.) RANK 8 NODE 20 --> 49.8863907 sigma out 1act.( 58.8371582 sig in 41act.) RANK 9 NODE 33 --> 43.9028473 sigma out 1act.( 44.2795219 sig in 41act.) RANK 10 NODE 6 --> 42.1637383 sigma out 1act.( 34.1242218 sig in 41act.) RANK 11 NODE 26 --> 40.9878807 sigma out 1act.( 36.2664185 sig in 41act.) RANK 12 NODE 3 --> 36.5619202 sigma out 1act.( 31.9711952 sig in 41act.) RANK 13 NODE 15 --> 35.065155 sigma out 1act.( 33.144413 sig in 41act.) RANK 14 NODE 14 --> 29.8308697 sigma out 1act.( 37.5747986 sig in 41act.) RANK 15 NODE 4 --> 24.8385391 sigma out 1act.( 24.1834126 sig in 41act.) RANK 16 NODE 35 --> 23.4813137 sigma out 1act.( 25.5138149 sig in 41act.) RANK 17 NODE 41 --> 23.3934059 sigma out 1act.( 22.5192127 sig in 41act.) RANK 18 NODE 40 --> 21.7990932 sigma out 1act.( 21.8534374 sig in 41act.) RANK 19 NODE 38 --> 21.0728741 sigma out 1act.( 24.0167599 sig in 41act.) RANK 20 NODE 19 --> 20.7154331 sigma out 1act.( 20.9059277 sig in 41act.) RANK 21 NODE 16 --> 20.5840931 sigma out 1act.( 20.6741333 sig in 41act.) RANK 22 NODE 42 --> 18.7968254 sigma out 1act.( 19.6109028 sig in 41act.) RANK 23 NODE 27 --> 17.75424 sigma out 1act.( 19.6104107 sig in 41act.) RANK 24 NODE 12 --> 16.6656113 sigma out 1act.( 18.9326897 sig in 41act.) RANK 25 NODE 30 --> 16.1926136 sigma out 1act.( 16.7014484 sig in 41act.) RANK 26 NODE 2 --> 14.3850555 sigma out 1act.( 15.0565147 sig in 41act.) RANK 27 NODE 10 --> 13.6749353 sigma out 1act.( 15.5550623 sig in 41act.) RANK 28 NODE 25 --> 13.3943272 sigma out 1act.( 14.6724396 sig in 41act.) RANK 29 NODE 28 --> 12.7196398 sigma out 1act.( 15.4865894 sig in 41act.) RANK 30 NODE 39 --> 11.8065548 sigma out 1act.( 13.7376175 sig in 41act.) RANK 31 NODE 18 --> 11.7067022 sigma out 1act.( 12.1728573 sig in 41act.) RANK 32 NODE 37 --> 9.22181892 sigma out 1act.( 13.771265 sig in 41act.) RANK 33 NODE 5 --> 9.07610226 sigma out 1act.( 10.8719664 sig in 41act.) RANK 34 NODE 44 --> 8.52067566 sigma out 1act.( 13.5493679 sig in 41act.) RANK 35 NODE 17 --> 6.81059933 sigma out 1act.( 9.59319305 sig in 41act.) RANK 36 NODE 11 --> 6.07107639 sigma out 1act.( 9.99128151 sig in 41act.) RANK 37 NODE 29 --> 4.51150131 sigma out 1act.( 8.14812851 sig in 41act.) RANK 38 NODE 13 --> 4.38512468 sigma out 1act.( 7.35813999 sig in 41act.) RANK 39 NODE 34 --> 3.93341565 sigma out 1act.( 7.4227643 sig in 41act.) RANK 40 NODE 31 --> 3.53587294 sigma out 1act.( 7.1411109 sig in 41act.) RANK 41 NODE 7 --> 2.607512 sigma out 1act.( 8.43154812 sig in 41act.) RANK 42 NODE 1 --> 1.42275953 sigma out 1act.( 7.38883591 sig in 41act.) RANK 43 NODE 22 --> 0.867613792 sigma out 1act.( 6.83836555 sig in 41act.) RANK 44 NODE 21 --> 0.446012259 sigma out 1act.( 7.63162994 sig in 41act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 331.336212 sigma in 44 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.437765509 *** contribution from regularisation: 0.0110625848 *** contribution from error: -0.448828101 *** contribution from DIAG: 0.0010240851 *********************************************** ENTER BFGS code FG_LNSRCH -84112.0324 0.398063183 74.5981216 EXIT FROM BFGS code FG_LNSRCH 0. 0.388042659 0. --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.439223915 *** contribution from regularisation: 0.0103342338 *** contribution from error: -0.449558139 *** contribution from DIAG: 0.00100706541 *********************************************** ENTER BFGS code FG_LNSRCH -84396.1854 0.388042659 33.6527977 EXIT FROM BFGS code NEW_X -84396.1854 0.388042659 33.6527977 ENTER BFGS code NEW_X -84396.1854 0.388042659 33.6527977 EXIT FROM BFGS code FG_LNSRCH 0. 0.394071043 0. --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.439675331 *** contribution from regularisation: 0.0107228933 *** contribution from error: -0.450398237 *** contribution from DIAG: 0.000975309522 *********************************************** ENTER BFGS code FG_LNSRCH -84489.2397 0.394071043 111.080482 EXIT FROM BFGS code NEW_X -84489.2397 0.394071043 111.080482 ENTER BFGS code NEW_X -84489.2397 0.394071043 111.080482 EXIT FROM BFGS code FG_LNSRCH 0. 0.418833852 0. --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.437768161 *** contribution from regularisation: 0.0107050082 *** contribution from error: -0.448473155 *** contribution from DIAG: 0.000929315109 *********************************************** ENTER BFGS code FG_LNSRCH -84130.7922 0.418833852 -597.037964 EXIT FROM BFGS code FG_LNSRCH 0. 0.405407608 0. --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.441235542 *** contribution from regularisation: 0.0101853115 *** contribution from error: -0.451420844 *** contribution from DIAG: 0.000926980341 *********************************************** ENTER BFGS code FG_LNSRCH -84799.0245 0.405407608 -366.31723 EXIT FROM BFGS code NEW_X -84799.0245 0.405407608 -366.31723 ENTER BFGS code NEW_X -84799.0245 0.405407608 -366.31723 EXIT FROM BFGS code FG_LNSRCH 0. 0.410402894 0. --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.441973716 *** contribution from regularisation: 0.0105169797 *** contribution from error: -0.452490687 *** contribution from DIAG: 0.00088034902 *********************************************** ENTER BFGS code FG_LNSRCH -84950.1705 0.410402894 -2.47588348 EXIT FROM BFGS code NEW_X -84950.1705 0.410402894 -2.47588348 ENTER BFGS code NEW_X -84950.1705 0.410402894 -2.47588348 EXIT FROM BFGS code FG_LNSRCH 0. 0.410721183 0. --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.442464978 *** contribution from regularisation: 0.0103595685 *** contribution from error: -0.452824533 *** contribution from DIAG: 0.00088174158 *********************************************** ENTER BFGS code FG_LNSRCH -85044.5161 0.410721183 99.3419952 EXIT FROM BFGS code NEW_X -85044.5161 0.410721183 99.3419952 ENTER BFGS code NEW_X -85044.5161 0.410721183 99.3419952 EXIT FROM BFGS code FG_LNSRCH 0. 0.411917716 0. --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.443389654 *** contribution from regularisation: 0.0102220727 *** contribution from error: -0.453611732 *** contribution from DIAG: 0.000829445256 *********************************************** ENTER BFGS code FG_LNSRCH -85232.6685 0.411917716 206.934143 EXIT FROM BFGS code NEW_X -85232.6685 0.411917716 206.934143 ENTER BFGS code NEW_X -85232.6685 0.411917716 206.934143 EXIT FROM BFGS code FG_LNSRCH 0. 0.413225144 0. --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.444182575 *** contribution from regularisation: 0.0101612927 *** contribution from error: -0.454343855 *** contribution from DIAG: 0.000797725923 *********************************************** ENTER BFGS code FG_LNSRCH -85391.4898 0.413225144 189.288361 EXIT FROM BFGS code NEW_X -85391.4898 0.413225144 189.288361 ENTER BFGS code NEW_X -85391.4898 0.413225144 189.288361 EXIT FROM BFGS code FG_LNSRCH 0. 0.41829446 0. --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.443322837 *** contribution from regularisation: 0.00995307136 *** contribution from error: -0.453275919 *** contribution from DIAG: 0.000840794237 *********************************************** ENTER BFGS code FG_LNSRCH -85217.614 0.41829446 -151.538834 EXIT FROM BFGS code FG_LNSRCH 0. 0.415589303 0. --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 146.53624 sigma out 44 active outputs RANK 2 NODE 4 --> 130.655258 sigma out 44 active outputs RANK 3 NODE 7 --> 108.343071 sigma out 44 active outputs RANK 4 NODE 3 --> 96.216362 sigma out 44 active outputs RANK 5 NODE 2 --> 92.690918 sigma out 44 active outputs RANK 6 NODE 5 --> 88.1560898 sigma out 44 active outputs RANK 7 NODE 6 --> 84.9432297 sigma out 44 active outputs RANK 8 NODE 11 --> 67.5769272 sigma out 44 active outputs RANK 9 NODE 9 --> 50.8571129 sigma out 44 active outputs RANK 10 NODE 10 --> 49.9646225 sigma out 44 active outputs RANK 11 NODE 24 --> 44.3250694 sigma out 44 active outputs RANK 12 NODE 12 --> 42.18367 sigma out 44 active outputs RANK 13 NODE 20 --> 39.4637947 sigma out 44 active outputs RANK 14 NODE 16 --> 30.8637371 sigma out 44 active outputs RANK 15 NODE 29 --> 28.5514545 sigma out 44 active outputs RANK 16 NODE 19 --> 26.8844662 sigma out 44 active outputs RANK 17 NODE 17 --> 25.6424522 sigma out 44 active outputs RANK 18 NODE 8 --> 24.8626423 sigma out 44 active outputs RANK 19 NODE 13 --> 24.7661762 sigma out 44 active outputs RANK 20 NODE 21 --> 23.4911957 sigma out 44 active outputs RANK 21 NODE 30 --> 20.2159576 sigma out 44 active outputs RANK 22 NODE 18 --> 20.1925468 sigma out 44 active outputs RANK 23 NODE 28 --> 18.6511955 sigma out 44 active outputs RANK 24 NODE 14 --> 18.332056 sigma out 44 active outputs RANK 25 NODE 23 --> 18.1248283 sigma out 44 active outputs RANK 26 NODE 25 --> 16.538084 sigma out 44 active outputs RANK 27 NODE 15 --> 14.491869 sigma out 44 active outputs RANK 28 NODE 22 --> 14.1372862 sigma out 44 active outputs RANK 29 NODE 31 --> 13.2935848 sigma out 44 active outputs RANK 30 NODE 26 --> 12.8236446 sigma out 44 active outputs RANK 31 NODE 34 --> 12.4777918 sigma out 44 active outputs RANK 32 NODE 36 --> 12.1719055 sigma out 44 active outputs RANK 33 NODE 33 --> 12.1288538 sigma out 44 active outputs RANK 34 NODE 35 --> 12.0548649 sigma out 44 active outputs RANK 35 NODE 27 --> 11.9445543 sigma out 44 active outputs RANK 36 NODE 32 --> 11.859271 sigma out 44 active outputs RANK 37 NODE 37 --> 9.69235802 sigma out 44 active outputs RANK 38 NODE 38 --> 9.66932297 sigma out 44 active outputs RANK 39 NODE 40 --> 9.07772541 sigma out 44 active outputs RANK 40 NODE 39 --> 7.52830458 sigma out 44 active outputs RANK 41 NODE 41 --> 5.77929735 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 8 --> 145.009308 sigma in 41act. ( 121.948143 sig out 1act.) RANK 2 NODE 43 --> 131.741898 sigma in 41act. ( 160.127701 sig out 1act.) RANK 3 NODE 36 --> 131.106247 sigma in 41act. ( 145.006943 sig out 1act.) RANK 4 NODE 23 --> 116.870941 sigma in 41act. ( 96.058609 sig out 1act.) RANK 5 NODE 9 --> 114.739769 sigma in 41act. ( 103.731735 sig out 1act.) RANK 6 NODE 24 --> 69.2768097 sigma in 41act. ( 70.9185181 sig out 1act.) RANK 7 NODE 20 --> 55.9267044 sigma in 41act. ( 51.2898178 sig out 1act.) RANK 8 NODE 32 --> 49.1763878 sigma in 41act. ( 55.08395 sig out 1act.) RANK 9 NODE 33 --> 43.5398712 sigma in 41act. ( 43.4457169 sig out 1act.) RANK 10 NODE 15 --> 35.0838509 sigma in 41act. ( 38.0663567 sig out 1act.) RANK 11 NODE 3 --> 34.795372 sigma in 41act. ( 41.0388908 sig out 1act.) RANK 12 NODE 6 --> 33.3876801 sigma in 41act. ( 40.9772301 sig out 1act.) RANK 13 NODE 26 --> 30.1638031 sigma in 41act. ( 33.7061653 sig out 1act.) RANK 14 NODE 14 --> 30.1334362 sigma in 41act. ( 23.3250523 sig out 1act.) RANK 15 NODE 40 --> 26.0198727 sigma in 41act. ( 28.3790398 sig out 1act.) RANK 16 NODE 38 --> 23.6163559 sigma in 41act. ( 21.2599602 sig out 1act.) RANK 17 NODE 4 --> 23.0831013 sigma in 41act. ( 24.7921467 sig out 1act.) RANK 18 NODE 12 --> 22.9205284 sigma in 41act. ( 20.9653416 sig out 1act.) RANK 19 NODE 35 --> 22.7936707 sigma in 41act. ( 21.020113 sig out 1act.) RANK 20 NODE 42 --> 21.9480572 sigma in 41act. ( 20.6106987 sig out 1act.) RANK 21 NODE 16 --> 20.4873238 sigma in 41act. ( 21.0254116 sig out 1act.) RANK 22 NODE 19 --> 19.1754513 sigma in 41act. ( 18.6168556 sig out 1act.) RANK 23 NODE 27 --> 17.8593369 sigma in 41act. ( 16.1440468 sig out 1act.) RANK 24 NODE 30 --> 17.5253372 sigma in 41act. ( 17.3571053 sig out 1act.) RANK 25 NODE 41 --> 16.6614895 sigma in 41act. ( 17.0571575 sig out 1act.) RANK 26 NODE 28 --> 16.0259972 sigma in 41act. ( 14.1754618 sig out 1act.) RANK 27 NODE 25 --> 15.2110004 sigma in 41act. ( 14.567728 sig out 1act.) RANK 28 NODE 39 --> 14.0190144 sigma in 41act. ( 12.6706562 sig out 1act.) RANK 29 NODE 18 --> 13.0994329 sigma in 41act. ( 13.5330591 sig out 1act.) RANK 30 NODE 2 --> 12.9680691 sigma in 41act. ( 12.6828699 sig out 1act.) RANK 31 NODE 37 --> 11.5644922 sigma in 41act. ( 8.0108242 sig out 1act.) RANK 32 NODE 10 --> 11.2180815 sigma in 41act. ( 7.69122934 sig out 1act.) RANK 33 NODE 44 --> 10.9410219 sigma in 41act. ( 5.89453173 sig out 1act.) RANK 34 NODE 11 --> 10.8742037 sigma in 41act. ( 7.95767117 sig out 1act.) RANK 35 NODE 5 --> 9.92029476 sigma in 41act. ( 8.47098351 sig out 1act.) RANK 36 NODE 7 --> 8.52891731 sigma in 41act. ( 3.74762058 sig out 1act.) RANK 37 NODE 17 --> 7.80341101 sigma in 41act. ( 3.62414479 sig out 1act.) RANK 38 NODE 21 --> 7.34698343 sigma in 41act. ( 0.693260193 sig out 1act.) RANK 39 NODE 34 --> 7.18182993 sigma in 41act. ( 3.96827197 sig out 1act.) RANK 40 NODE 13 --> 7.08518314 sigma in 41act. ( 4.36978865 sig out 1act.) RANK 41 NODE 1 --> 7.02728939 sigma in 41act. ( 1.06413114 sig out 1act.) RANK 42 NODE 31 --> 6.8833127 sigma in 41act. ( 3.85613704 sig out 1act.) RANK 43 NODE 29 --> 6.84464502 sigma in 41act. ( 2.98491454 sig out 1act.) RANK 44 NODE 22 --> 6.53907347 sigma in 41act. ( 0.727436244 sig out 1act.) sorted by output significance RANK 1 NODE 43 --> 160.127701 sigma out 1act.( 131.741898 sig in 41act.) RANK 2 NODE 36 --> 145.006943 sigma out 1act.( 131.106247 sig in 41act.) RANK 3 NODE 8 --> 121.948143 sigma out 1act.( 145.009308 sig in 41act.) RANK 4 NODE 9 --> 103.731735 sigma out 1act.( 114.739769 sig in 41act.) RANK 5 NODE 23 --> 96.058609 sigma out 1act.( 116.870941 sig in 41act.) RANK 6 NODE 24 --> 70.9185181 sigma out 1act.( 69.2768097 sig in 41act.) RANK 7 NODE 32 --> 55.08395 sigma out 1act.( 49.1763878 sig in 41act.) RANK 8 NODE 20 --> 51.2898178 sigma out 1act.( 55.9267044 sig in 41act.) RANK 9 NODE 33 --> 43.4457169 sigma out 1act.( 43.5398712 sig in 41act.) RANK 10 NODE 3 --> 41.0388908 sigma out 1act.( 34.795372 sig in 41act.) RANK 11 NODE 6 --> 40.9772301 sigma out 1act.( 33.3876801 sig in 41act.) RANK 12 NODE 15 --> 38.0663567 sigma out 1act.( 35.0838509 sig in 41act.) RANK 13 NODE 26 --> 33.7061653 sigma out 1act.( 30.1638031 sig in 41act.) RANK 14 NODE 40 --> 28.3790398 sigma out 1act.( 26.0198727 sig in 41act.) RANK 15 NODE 4 --> 24.7921467 sigma out 1act.( 23.0831013 sig in 41act.) RANK 16 NODE 14 --> 23.3250523 sigma out 1act.( 30.1334362 sig in 41act.) RANK 17 NODE 38 --> 21.2599602 sigma out 1act.( 23.6163559 sig in 41act.) RANK 18 NODE 16 --> 21.0254116 sigma out 1act.( 20.4873238 sig in 41act.) RANK 19 NODE 35 --> 21.020113 sigma out 1act.( 22.7936707 sig in 41act.) RANK 20 NODE 12 --> 20.9653416 sigma out 1act.( 22.9205284 sig in 41act.) RANK 21 NODE 42 --> 20.6106987 sigma out 1act.( 21.9480572 sig in 41act.) RANK 22 NODE 19 --> 18.6168556 sigma out 1act.( 19.1754513 sig in 41act.) RANK 23 NODE 30 --> 17.3571053 sigma out 1act.( 17.5253372 sig in 41act.) RANK 24 NODE 41 --> 17.0571575 sigma out 1act.( 16.6614895 sig in 41act.) RANK 25 NODE 27 --> 16.1440468 sigma out 1act.( 17.8593369 sig in 41act.) RANK 26 NODE 25 --> 14.567728 sigma out 1act.( 15.2110004 sig in 41act.) RANK 27 NODE 28 --> 14.1754618 sigma out 1act.( 16.0259972 sig in 41act.) RANK 28 NODE 18 --> 13.5330591 sigma out 1act.( 13.0994329 sig in 41act.) RANK 29 NODE 2 --> 12.6828699 sigma out 1act.( 12.9680691 sig in 41act.) RANK 30 NODE 39 --> 12.6706562 sigma out 1act.( 14.0190144 sig in 41act.) RANK 31 NODE 5 --> 8.47098351 sigma out 1act.( 9.92029476 sig in 41act.) RANK 32 NODE 37 --> 8.0108242 sigma out 1act.( 11.5644922 sig in 41act.) RANK 33 NODE 11 --> 7.95767117 sigma out 1act.( 10.8742037 sig in 41act.) RANK 34 NODE 10 --> 7.69122934 sigma out 1act.( 11.2180815 sig in 41act.) RANK 35 NODE 44 --> 5.89453173 sigma out 1act.( 10.9410219 sig in 41act.) RANK 36 NODE 13 --> 4.36978865 sigma out 1act.( 7.08518314 sig in 41act.) RANK 37 NODE 34 --> 3.96827197 sigma out 1act.( 7.18182993 sig in 41act.) RANK 38 NODE 31 --> 3.85613704 sigma out 1act.( 6.8833127 sig in 41act.) RANK 39 NODE 7 --> 3.74762058 sigma out 1act.( 8.52891731 sig in 41act.) RANK 40 NODE 17 --> 3.62414479 sigma out 1act.( 7.80341101 sig in 41act.) RANK 41 NODE 29 --> 2.98491454 sigma out 1act.( 6.84464502 sig in 41act.) RANK 42 NODE 1 --> 1.06413114 sigma out 1act.( 7.02728939 sig in 41act.) RANK 43 NODE 22 --> 0.727436244 sigma out 1act.( 6.53907347 sig in 41act.) RANK 44 NODE 21 --> 0.693260193 sigma out 1act.( 7.34698343 sig in 41act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 326.679749 sigma in 44 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.444263369 *** contribution from regularisation: 0.0105750384 *** contribution from error: -0.454838395 *** contribution from DIAG: 0.000709232525 *********************************************** ENTER BFGS code FG_LNSRCH -85424.0898 0.415589303 9.49287224 EXIT FROM BFGS code NEW_X -85424.0898 0.415589303 9.49287224 ENTER BFGS code NEW_X -85424.0898 0.415589303 9.49287224 EXIT FROM BFGS code FG_LNSRCH 0. 0.416611344 0. --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.445519865 *** contribution from regularisation: 0.0100154094 *** contribution from error: -0.455535263 *** contribution from DIAG: 0.000680440688 *********************************************** ENTER BFGS code FG_LNSRCH -85671.6233 0.416611344 26.2020226 EXIT FROM BFGS code NEW_X -85671.6233 0.416611344 26.2020226 ENTER BFGS code NEW_X -85671.6233 0.416611344 26.2020226 EXIT FROM BFGS code FG_LNSRCH 0. 0.417789519 0. --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.445784152 *** contribution from regularisation: 0.0102344146 *** contribution from error: -0.456018567 *** contribution from DIAG: 0.000720826909 *********************************************** ENTER BFGS code FG_LNSRCH -85714.744 0.417789519 -61.4001122 EXIT FROM BFGS code NEW_X -85714.744 0.417789519 -61.4001122 ENTER BFGS code NEW_X -85714.744 0.417789519 -61.4001122 EXIT FROM BFGS code FG_LNSRCH 0. 0.419160813 0. --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.446280092 *** contribution from regularisation: 0.0101541532 *** contribution from error: -0.45643425 *** contribution from DIAG: 0.000822749455 *********************************************** ENTER BFGS code FG_LNSRCH -85790.6281 0.419160813 144.30719 EXIT FROM BFGS code NEW_X -85790.6281 0.419160813 144.30719 ENTER BFGS code NEW_X -85790.6281 0.419160813 144.30719 EXIT FROM BFGS code FG_LNSRCH 0. 0.420609564 0. --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.44649595 *** contribution from regularisation: 0.0104191629 *** contribution from error: -0.45691511 *** contribution from DIAG: 0.000880662177 *********************************************** ENTER BFGS code FG_LNSRCH -85821.0481 0.420609564 -79.3903351 EXIT FROM BFGS code NEW_X -85821.0481 0.420609564 -79.3903351 ENTER BFGS code NEW_X -85821.0481 0.420609564 -79.3903351 EXIT FROM BFGS code FG_LNSRCH 0. 0.42119208 0. --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.44694376 *** contribution from regularisation: 0.0104581295 *** contribution from error: -0.457401901 *** contribution from DIAG: 0.000893298886 *********************************************** ENTER BFGS code FG_LNSRCH -85904.8569 0.42119208 -133.446762 EXIT FROM BFGS code NEW_X -85904.8569 0.42119208 -133.446762 ENTER BFGS code NEW_X -85904.8569 0.42119208 -133.446762 EXIT FROM BFGS code FG_LNSRCH 0. 0.421340406 0. --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.447493464 *** contribution from regularisation: 0.0104838051 *** contribution from error: -0.457977265 *** contribution from DIAG: 0.000968966866 *********************************************** ENTER BFGS code FG_LNSRCH -85996.1504 0.421340406 13.7174759 EXIT FROM BFGS code NEW_X -85996.1504 0.421340406 13.7174759 ENTER BFGS code NEW_X -85996.1504 0.421340406 13.7174759 EXIT FROM BFGS code FG_LNSRCH 0. 0.422202229 0. --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.447618425 *** contribution from regularisation: 0.0104992464 *** contribution from error: -0.458117664 *** contribution from DIAG: 0.00106654712 *********************************************** ENTER BFGS code FG_LNSRCH -86001.4288 0.422202229 -87.4409637 EXIT FROM BFGS code NEW_X -86001.4288 0.422202229 -87.4409637 ENTER BFGS code NEW_X -86001.4288 0.422202229 -87.4409637 EXIT FROM BFGS code CONVERGENC -86001.4288 0.422202229 -87.4409637 --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 162.931 sigma out 44 active outputs RANK 2 NODE 4 --> 139.866348 sigma out 44 active outputs RANK 3 NODE 7 --> 119.872665 sigma out 44 active outputs RANK 4 NODE 6 --> 106.37809 sigma out 44 active outputs RANK 5 NODE 5 --> 104.529099 sigma out 44 active outputs RANK 6 NODE 2 --> 103.142975 sigma out 44 active outputs RANK 7 NODE 3 --> 98.3435745 sigma out 44 active outputs RANK 8 NODE 11 --> 68.1743774 sigma out 44 active outputs RANK 9 NODE 10 --> 60.6096458 sigma out 44 active outputs RANK 10 NODE 9 --> 58.1720238 sigma out 44 active outputs RANK 11 NODE 24 --> 49.2043152 sigma out 44 active outputs RANK 12 NODE 12 --> 41.7971458 sigma out 44 active outputs RANK 13 NODE 20 --> 41.4954681 sigma out 44 active outputs RANK 14 NODE 29 --> 33.8767586 sigma out 44 active outputs RANK 15 NODE 8 --> 32.911911 sigma out 44 active outputs RANK 16 NODE 16 --> 28.9697475 sigma out 44 active outputs RANK 17 NODE 19 --> 27.143549 sigma out 44 active outputs RANK 18 NODE 13 --> 26.3559093 sigma out 44 active outputs RANK 19 NODE 17 --> 25.9491348 sigma out 44 active outputs RANK 20 NODE 18 --> 22.5051155 sigma out 44 active outputs RANK 21 NODE 21 --> 22.1025944 sigma out 44 active outputs RANK 22 NODE 28 --> 20.7552586 sigma out 44 active outputs RANK 23 NODE 30 --> 19.1951694 sigma out 44 active outputs RANK 24 NODE 23 --> 17.8367271 sigma out 44 active outputs RANK 25 NODE 25 --> 17.0122643 sigma out 44 active outputs RANK 26 NODE 14 --> 15.2113657 sigma out 44 active outputs RANK 27 NODE 31 --> 13.5705347 sigma out 44 active outputs RANK 28 NODE 22 --> 13.5453186 sigma out 44 active outputs RANK 29 NODE 15 --> 13.2660656 sigma out 44 active outputs RANK 30 NODE 35 --> 13.2162924 sigma out 44 active outputs RANK 31 NODE 26 --> 13.0519085 sigma out 44 active outputs RANK 32 NODE 36 --> 12.9761381 sigma out 44 active outputs RANK 33 NODE 33 --> 12.7813768 sigma out 44 active outputs RANK 34 NODE 34 --> 12.6761684 sigma out 44 active outputs RANK 35 NODE 32 --> 12.63692 sigma out 44 active outputs RANK 36 NODE 27 --> 12.297677 sigma out 44 active outputs RANK 37 NODE 38 --> 9.88894463 sigma out 44 active outputs RANK 38 NODE 37 --> 9.7693758 sigma out 44 active outputs RANK 39 NODE 40 --> 9.03098202 sigma out 44 active outputs RANK 40 NODE 39 --> 7.65414715 sigma out 44 active outputs RANK 41 NODE 41 --> 5.88227797 sigma out 44 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 43 --> 177.192398 sigma in 41act. ( 218.538513 sig out 1act.) RANK 2 NODE 8 --> 156.922302 sigma in 41act. ( 132.551743 sig out 1act.) RANK 3 NODE 36 --> 133.418243 sigma in 41act. ( 140.239532 sig out 1act.) RANK 4 NODE 23 --> 121.730247 sigma in 41act. ( 99.994957 sig out 1act.) RANK 5 NODE 9 --> 115.325394 sigma in 41act. ( 105.967613 sig out 1act.) RANK 6 NODE 24 --> 74.0193634 sigma in 41act. ( 81.0871811 sig out 1act.) RANK 7 NODE 20 --> 55.3759308 sigma in 41act. ( 52.3312378 sig out 1act.) RANK 8 NODE 32 --> 50.5903206 sigma in 41act. ( 56.8778381 sig out 1act.) RANK 9 NODE 15 --> 49.31493 sigma in 41act. ( 56.274765 sig out 1act.) RANK 10 NODE 33 --> 46.130352 sigma in 41act. ( 46.79599 sig out 1act.) RANK 11 NODE 3 --> 39.8183556 sigma in 41act. ( 46.9988174 sig out 1act.) RANK 12 NODE 6 --> 35.9781952 sigma in 41act. ( 44.2410774 sig out 1act.) RANK 13 NODE 14 --> 31.2355709 sigma in 41act. ( 24.4974518 sig out 1act.) RANK 14 NODE 26 --> 29.5792408 sigma in 41act. ( 33.4032669 sig out 1act.) RANK 15 NODE 40 --> 29.5407085 sigma in 41act. ( 33.2727051 sig out 1act.) RANK 16 NODE 42 --> 27.1910629 sigma in 41act. ( 26.2718582 sig out 1act.) RANK 17 NODE 12 --> 26.3309078 sigma in 41act. ( 24.7426186 sig out 1act.) RANK 18 NODE 38 --> 25.1236687 sigma in 41act. ( 22.95224 sig out 1act.) RANK 19 NODE 4 --> 24.2288342 sigma in 41act. ( 26.6842403 sig out 1act.) RANK 20 NODE 35 --> 21.7699966 sigma in 41act. ( 20.1820889 sig out 1act.) RANK 21 NODE 16 --> 21.4525166 sigma in 41act. ( 22.1677246 sig out 1act.) RANK 22 NODE 19 --> 21.369709 sigma in 41act. ( 20.9219418 sig out 1act.) RANK 23 NODE 30 --> 18.2090225 sigma in 41act. ( 18.4727383 sig out 1act.) RANK 24 NODE 27 --> 17.4989471 sigma in 41act. ( 16.0848389 sig out 1act.) RANK 25 NODE 28 --> 17.3275337 sigma in 41act. ( 16.0550938 sig out 1act.) RANK 26 NODE 41 --> 16.4273148 sigma in 41act. ( 17.3755875 sig out 1act.) RANK 27 NODE 25 --> 15.3206511 sigma in 41act. ( 15.1774254 sig out 1act.) RANK 28 NODE 2 --> 15.0984669 sigma in 41act. ( 15.7810383 sig out 1act.) RANK 29 NODE 18 --> 14.8064146 sigma in 41act. ( 16.2386932 sig out 1act.) RANK 30 NODE 39 --> 13.9592352 sigma in 41act. ( 13.1364956 sig out 1act.) RANK 31 NODE 11 --> 13.0829058 sigma in 41act. ( 11.4404964 sig out 1act.) RANK 32 NODE 37 --> 12.9113235 sigma in 41act. ( 9.55642414 sig out 1act.) RANK 33 NODE 44 --> 11.5308037 sigma in 41act. ( 6.76378679 sig out 1act.) RANK 34 NODE 5 --> 10.1838436 sigma in 41act. ( 9.0609045 sig out 1act.) RANK 35 NODE 10 --> 9.25636578 sigma in 41act. ( 4.41182041 sig out 1act.) RANK 36 NODE 7 --> 8.71906471 sigma in 41act. ( 4.60866404 sig out 1act.) RANK 37 NODE 34 --> 8.34497929 sigma in 41act. ( 6.27448463 sig out 1act.) RANK 38 NODE 17 --> 7.85678816 sigma in 41act. ( 4.46958399 sig out 1act.) RANK 39 NODE 31 --> 7.60941505 sigma in 41act. ( 5.30794525 sig out 1act.) RANK 40 NODE 21 --> 7.34017038 sigma in 41act. ( 1.92344868 sig out 1act.) RANK 41 NODE 13 --> 7.21552038 sigma in 41act. ( 4.93257475 sig out 1act.) RANK 42 NODE 22 --> 6.65822268 sigma in 41act. ( 3.10848045 sig out 1act.) RANK 43 NODE 1 --> 6.48426199 sigma in 41act. ( 0.410038948 sig out 1act.) RANK 44 NODE 29 --> 6.4696517 sigma in 41act. ( 2.63830638 sig out 1act.) sorted by output significance RANK 1 NODE 43 --> 218.538513 sigma out 1act.( 177.192398 sig in 41act.) RANK 2 NODE 36 --> 140.239532 sigma out 1act.( 133.418243 sig in 41act.) RANK 3 NODE 8 --> 132.551743 sigma out 1act.( 156.922302 sig in 41act.) RANK 4 NODE 9 --> 105.967613 sigma out 1act.( 115.325394 sig in 41act.) RANK 5 NODE 23 --> 99.994957 sigma out 1act.( 121.730247 sig in 41act.) RANK 6 NODE 24 --> 81.0871811 sigma out 1act.( 74.0193634 sig in 41act.) RANK 7 NODE 32 --> 56.8778381 sigma out 1act.( 50.5903206 sig in 41act.) RANK 8 NODE 15 --> 56.274765 sigma out 1act.( 49.31493 sig in 41act.) RANK 9 NODE 20 --> 52.3312378 sigma out 1act.( 55.3759308 sig in 41act.) RANK 10 NODE 3 --> 46.9988174 sigma out 1act.( 39.8183556 sig in 41act.) RANK 11 NODE 33 --> 46.79599 sigma out 1act.( 46.130352 sig in 41act.) RANK 12 NODE 6 --> 44.2410774 sigma out 1act.( 35.9781952 sig in 41act.) RANK 13 NODE 26 --> 33.4032669 sigma out 1act.( 29.5792408 sig in 41act.) RANK 14 NODE 40 --> 33.2727051 sigma out 1act.( 29.5407085 sig in 41act.) RANK 15 NODE 4 --> 26.6842403 sigma out 1act.( 24.2288342 sig in 41act.) RANK 16 NODE 42 --> 26.2718582 sigma out 1act.( 27.1910629 sig in 41act.) RANK 17 NODE 12 --> 24.7426186 sigma out 1act.( 26.3309078 sig in 41act.) RANK 18 NODE 14 --> 24.4974518 sigma out 1act.( 31.2355709 sig in 41act.) RANK 19 NODE 38 --> 22.95224 sigma out 1act.( 25.1236687 sig in 41act.) RANK 20 NODE 16 --> 22.1677246 sigma out 1act.( 21.4525166 sig in 41act.) RANK 21 NODE 19 --> 20.9219418 sigma out 1act.( 21.369709 sig in 41act.) RANK 22 NODE 35 --> 20.1820889 sigma out 1act.( 21.7699966 sig in 41act.) RANK 23 NODE 30 --> 18.4727383 sigma out 1act.( 18.2090225 sig in 41act.) RANK 24 NODE 41 --> 17.3755875 sigma out 1act.( 16.4273148 sig in 41act.) RANK 25 NODE 18 --> 16.2386932 sigma out 1act.( 14.8064146 sig in 41act.) RANK 26 NODE 27 --> 16.0848389 sigma out 1act.( 17.4989471 sig in 41act.) RANK 27 NODE 28 --> 16.0550938 sigma out 1act.( 17.3275337 sig in 41act.) RANK 28 NODE 2 --> 15.7810383 sigma out 1act.( 15.0984669 sig in 41act.) RANK 29 NODE 25 --> 15.1774254 sigma out 1act.( 15.3206511 sig in 41act.) RANK 30 NODE 39 --> 13.1364956 sigma out 1act.( 13.9592352 sig in 41act.) RANK 31 NODE 11 --> 11.4404964 sigma out 1act.( 13.0829058 sig in 41act.) RANK 32 NODE 37 --> 9.55642414 sigma out 1act.( 12.9113235 sig in 41act.) RANK 33 NODE 5 --> 9.0609045 sigma out 1act.( 10.1838436 sig in 41act.) RANK 34 NODE 44 --> 6.76378679 sigma out 1act.( 11.5308037 sig in 41act.) RANK 35 NODE 34 --> 6.27448463 sigma out 1act.( 8.34497929 sig in 41act.) RANK 36 NODE 31 --> 5.30794525 sigma out 1act.( 7.60941505 sig in 41act.) RANK 37 NODE 13 --> 4.93257475 sigma out 1act.( 7.21552038 sig in 41act.) RANK 38 NODE 7 --> 4.60866404 sigma out 1act.( 8.71906471 sig in 41act.) RANK 39 NODE 17 --> 4.46958399 sigma out 1act.( 7.85678816 sig in 41act.) RANK 40 NODE 10 --> 4.41182041 sigma out 1act.( 9.25636578 sig in 41act.) RANK 41 NODE 22 --> 3.10848045 sigma out 1act.( 6.65822268 sig in 41act.) RANK 42 NODE 29 --> 2.63830638 sigma out 1act.( 6.4696517 sig in 41act.) RANK 43 NODE 21 --> 1.92344868 sigma out 1act.( 7.34017038 sig in 41act.) RANK 44 NODE 1 --> 0.410038948 sigma out 1act.( 6.48426199 sig in 41act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 370.93808 sigma in 44 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.447531909 *** contribution from regularisation: 0.0105857821 *** contribution from error: -0.458117694 *** contribution from DIAG: 0.00106523605 *********************************************** -----------------> Test sample create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Muon_Long_NeuroBayes.conf NB_AHISTOUT: storage space 178920 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Muon/Long/GlobalPID_Muon_Long_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Muon/Long/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Muon/Long/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/BFGS/621/Muon/Long/NB.txt Training Host = lxplus432.cern.ch Particle type = muon Background types = all Training Mix = NaturalMix Track type = Long Track PresSel = TrackPreSelIsMuon 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_Muon_Long_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 38 nodes, hidden layer has 44 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = BFGS NB_DEF_PRE = 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%) Read entry 5892912 (60%) Read entry 6875064 (70%) Read entry 7857216 (79.9999%) Read entry 8839368 (89.9999%) Read entry 9821520 (99.9999%) Considered 9821527 tracks for input to NN training Sel. Eff. = 1.9609% Selected 192590 tracks for input to NN training ghost percentage = 16.843% electron percentage = 1.73581% muon percentage = 17.5627% pion percentage = 53.7806% kaon percentage = 7.83011% Unknown Particle type 411 percentage = 0.00103848% Unknown Particle type 431 percentage = 0.000519238% proton percentage = 2.23532% Unknown Particle type 3112 percentage = 0.00363466% Unknown Particle type 3222 percentage = 0.00571162% Unknown Particle type 3312 percentage = 0.00155771% 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 TrackFitMatchChi2 Making plots for input TrackCloneDist Making plots for input TrackFitVeloChi2 Making plots for input TrackFitVeloNDoF Making plots for input TrackFitTChi2 Making plots for input TrackFitTNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichUsedR2Gas Making plots for input RichAboveMuThres Making plots for input RichAboveKaThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input MuonBkgLL Making plots for input MuonMuLL Making plots for input MuonNShared Making plots for input InAccEcal Making plots for input EcalPIDe Making plots for input EcalPIDmu Making plots for input InAccHcal Making plots for input HcalPIDe Making plots for input HcalPIDmu Making plots for input InAccPrs Making plots for input PrsPIDe Making plots for input InAccBrem Making plots for input BremPIDe Making plots for input VeloCharge 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 37 input variables. ***************Training results***************** number of nodes in the 1st layer: 41 number of nodes in the 2nd layer: 44 number of nodes in the 3rd layer: 1 number of iterations: 100