Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Muon/Downstream Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Muon/Downstream/GlobalPID_Muon_Downstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Muon/Downstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Muon/Downstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Muon/Downstream/NB.txt Training Host = lxplus436.cern.ch Particle type = muon Background types = all Training Mix = NaturalMix Track type = Downstream 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_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 32 nodes, hidden layer has 37 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 32 Your number of nodes in the hidden layer is: 37 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You do not want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function You want to use the global preprocessing flag 621 You use momentum: 0. Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackCloneDist PreproFlag 34 Input 10 TrackFitTChi2 PreproFlag 14 Input 11 TrackFitTNDoF PreproFlag 19 Input 12 RichUsedAero PreproFlag 18 Input 13 RichUsedR1Gas PreproFlag 18 Input 14 RichUsedR2Gas PreproFlag 18 Input 15 RichAboveMuThres PreproFlag 18 Input 16 RichAboveKaThres PreproFlag 18 Input 17 RichDLLe PreproFlag 34 Input 18 RichDLLmu PreproFlag 34 Input 19 RichDLLk PreproFlag 34 Input 20 RichDLLp PreproFlag 34 Input 21 RichDLLbt PreproFlag 34 Input 22 MuonBkgLL PreproFlag 34 Input 23 MuonMuLL PreproFlag 34 Input 24 MuonNShared PreproFlag 19 Input 25 InAccEcal PreproFlag 19 Input 26 EcalPIDe PreproFlag 34 Input 27 EcalPIDmu PreproFlag 34 Input 28 InAccHcal PreproFlag 19 Input 29 HcalPIDe PreproFlag 34 Input 30 HcalPIDmu PreproFlag 34 Input 31 InAccPrs PreproFlag 19 Input 32 PrsPIDe PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) 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. = 0.625249% Selected 61409 tracks for input to NN training ghost percentage = 63.6112% electron percentage = 6.0154% muon percentage = 9.9448% pion percentage = 16.1686% kaon percentage = 2.77972% proton percentage = 1.47535% Unknown Particle type 3112 percentage = 0.00162843% Unknown Particle type 3222 percentage = 0.00162843% Unknown Particle type 3312 percentage = 0.00162843% 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 61409 samples to learn from preprocessing flags/parameters: global preprocessing flag: 621 individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 3 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 4 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 5 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 6 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 7 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 8 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 9 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 10 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 11 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 12 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 13 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 14 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 15 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 16 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 17 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 18 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 19 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 20 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 21 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 22 : PreproFlag = 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 = 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 # 25 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 26 : PreproFlag = 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 = 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 # 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. 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: 9.94479656 % ------------------------------ 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 4. 20. 25. 28.5 31. 34. 36. 38. 39.5 41. 43. 44. 46. 47. 48. 50. 51. 53. 54. 55. 56. 57. 58. 59. 61. 62. 63. 64. 65. 66. 67. 68. 69. 70. 71. 73. 74. 75. 76. 77. 78. 79. 80. 81. 82. 83. 84. 85. 86. 87. 88. 90. 91. 92. 93. 94. 95. 97. 98. 99. 100. 102. 103. 104. 106. 107. 108. 110. 111. 113. 114. 116. 117. 119. 121. 122. 124. 126. 127. 130. 131. 133. 136. 138. 140. 143. 145. 148. 151. 154. 158. 162. 166. 171. 177. 183. 192. 203. 219. 247. 435. build map for variable # 2 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 242. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 256. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 257. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 258. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 268. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 269. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 270. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 271. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 273. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 274. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 275. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 276. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 278. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 279. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 280. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 281. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 282. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 283. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 284. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 285. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 286. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 287. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 288. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 289. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 290. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 293. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 294. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 295. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 305. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 325. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 329. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 332. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 333. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 334. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 336. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 341. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 344. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 348. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 352. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 353. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 354. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 358. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 370. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 381. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 382. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 386. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 402. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 422. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 435. Unregularised mean is returned ------------------------------ Transdef: Tab for variable 3 2799.1499 3044.3501 3100.02002 3145.68506 3198.15991 3247.66992 3292.90479 3334.33496 3378.5249 3419.9751 3459.62012 3496.22998 3535.77002 3573.13501 3611.56982 3649.26514 3687.08008 3723.81494 3762.02002 3800.97998 3837.74512 3871.86499 3910.18506 3947.68994 3983.83984 4019.1499 4055.31006 4090.63501 4130.6748 4169.17969 4207.0498 4245.71973 4286.25488 4329.74023 4371.41992 4413.30518 4455.16992 4498.39014 4540.5249 4583.41016 4628.09473 4674.44043 4719.41016 4764.18018 4813.75977 4857.59473 4906.13477 4953.18018 5001.38477 5046.86523 5095.41016 5144.03027 5193.39502 5247.89502 5302.46973 5356.23486 5414.81006 5474.17969 5532.12012 5595.2002 5653.1748 5716.51514 5774.54004 5838.82031 5902.69531 5966.37012 warning: map is empty for variable 3 6042.35498 6124.6748 6216.28027 6306.18457 6402.36523 6506.89014 6615.6499 6720.34961 6834.76514 6945.16504 7066.20508 7191.27539 7320.09473 7463.12012 7606.96973 7766.64014 7921.45996 8101.0752 8303.375 8511.36914 8726.5293 8950.70508 9196.93555 9473.15039 9745.07422 10068.415 10544.585 11087.5156 11740.6309 12577.9453 13613.2344 15174.8555 17515.0996 22535.7188 269769.844 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 1.33442938 53.8338089 66.5756531 75.5977783 83.0880814 89.004776 94.3283691 99.7621918 104.757355 109.808372 114.422577 118.85907 123.032074 127.006271 130.975739 135.175323 139.433319 143.273193 147.469391 151.33374 155.445312 159.245422 163.081726 167.015961 170.853424 175.007538 178.933685 183.071152 187.375427 191.384674 195.374023 199.473419 203.945358 208.034653 212.138351 warning: map is empty for variable 4 216.767944 221.468079 226.140411 230.377243 234.741486 239.259583 243.724579 248.673691 253.539612 258.570435 263.173096 267.798889 272.652893 277.65152 282.853882 288.044373 293.089874 297.927917 303.674103 309.374512 315.109436 321.055847 326.726135 332.694519 338.797058 344.905334 351.278076 357.71521 364.304871 371.214386 377.938477 384.824402 391.939575 399.83313 408.348389 417.832764 426.89679 436.649811 447.331848 458.081635 469.841248 480.975128 492.724518 506.092987 519.488037 532.910889 545.778992 560.228271 574.601318 590.196533 607.214722 626.508301 648.03302 672.427551 699.398743 726.351379 757.55603 788.884094 825.279663 867.797485 918.733582 979.044006 1055.74219 1177.20703 1436.04199 12327.8594 do regularised spline fit for input variable # 4 build map for variable # 4 warning: map is empty for variable 4 ------------------------------ Transdef: Tab for variable 5 0.0129887434 0.36667341 0.444906592 0.497417569 0.54003638 0.575694025 0.607466757 0.634944677 0.660797238 0.685735345 0.707622826 0.727669835 0.749069273 0.769411147 0.789860249 0.809204936 0.828012586 0.847108603 0.864502907 0.88225466 0.900374651 0.917617857 0.93422246 0.951313019 0.967801213 0.987017155 1.00600815 1.02293706 1.04038572 1.05911207 1.07667482 1.0941807 1.1118803 1.13078713 1.14954174 1.16944814 1.18860507 1.2075839 1.22697771 1.24806666 1.27051544 1.29004478 1.31240201 1.33314061 1.35648239 1.38146889 1.40585268 1.4315474 1.45719123 1.48388886 1.51100659 1.5386982 1.56843662 1.60095513 1.63291109 1.66419244 1.6986351 1.73442256 1.7714932 1.80935812 1.84869671 1.8900516 1.93230271 1.97451615 2.01919627 2.06757283 2.11772203 2.16902542 2.22580981 2.28605771 2.34741116 2.40987468 2.48057652 2.55224991 2.62591887 2.70122862 2.78059244 2.86633825 2.95686555 3.05002785 3.14748096 3.25544453 3.37362051 3.50035477 3.62398911 3.76479411 3.90396881 4.06443024 4.23079205 4.3880887 4.56224632 4.74128199 4.93573523 5.14111614 5.34472942 5.57604122 5.82332611 6.11374474 6.53338718 7.36382341 9.99107075 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 4. 5. 6. 6. 7. 7. 8. 8. 8. 9. 9. 9. 10. 10. 10. 11. 11. 11. 11. 12. 13. 13. 14. 14. 14. 15. 15. 15. 15. 16. 16. 16. 16. 16. 16. 17. 17. 17. 17. 17. 17. 17. 17. 17. 18. 18. 18. 18. 18. 18. 18. 18. 18. 18. 18. 19. 19. 19. 19. 19. 19. 19. 19. 19. 19. 19. 19. 19. 20. 20. 20. 20. 20. 20. 20. 20. 20. 20. 20. 20. 20. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 22. 22. 22. 22. 22. 22. 23. 23. 23. 27. build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -99.5826263 -49.7888184 -43.361721 -39.9984474 -37.6986389 -35.8923264 -34.4580688 -33.0378571 -31.6093941 -30.2768879 -28.9930115 -27.8287735 -26.723505 -25.743866 -24.6552353 -23.7760639 -22.8879395 -22.0790901 -21.2831955 -20.5129471 -19.7493362 -19.0637264 -18.3939514 -17.687706 -17.0391731 -16.4049587 -15.877059 -15.3382864 -14.816555 -14.3209562 -13.8710032 -13.3891954 -12.9743843 -12.5682411 -12.1664658 -11.783556 -11.410943 -11.0674381 -10.7349968 -10.411377 -10.1101322 -9.8290863 -9.54668617 -9.2634697 -9.00034714 -8.73482323 -8.49998093 -8.27092266 -8.0530529 -7.83597469 -7.60512352 -7.41140366 -7.20869017 -7.01721478 -6.83271313 -6.65688324 -6.46803188 -6.30353022 -6.13881683 -5.99259472 -5.84570122 -5.68959332 -5.54802799 -5.40229225 -5.26539898 -5.12613821 -4.97774887 -4.8446703 -4.7178936 -4.58745909 -4.4672451 -4.34562445 -4.22135258 -4.09420681 -3.97168112 -3.8520298 -3.73256016 -3.61745024 -3.51270366 -3.4096837 -3.31001854 -3.20558429 -3.10523009 -3.00559568 -2.91180634 -2.81934786 -2.72494841 -2.62329292 -2.52912283 -2.43881416 -2.34767747 -2.26021338 -2.17491627 -2.06719255 -1.94736207 -1.81574583 -1.66756606 -1.512 warning: map is empty for variable 7 20918 -1.35466242 -1.17524171 0.11767938 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 0.00017373063 0.0435580388 0.0589453988 0.0702690482 0.0793022513 0.0872031897 0.0943830907 0.100981131 0.107311673 0.113933116 0.11975351 0.125543997 0.13147068 0.136715025 0.142030939 0.147468448 0.152229458 0.15793626 0.163546354 0.169731468 0.176383168 0.183873445 0.192154631 0.201539397 0.211627215 0.221346706 0.232212543 0.243992701 0.255625665 0.268387794 0.281413943 0.294064641 0.306846082 0.32158944 0.334963948 0.349362254 0.364431083 0.380744696 0.397355139 0.413884163 0.430868298 0.448230118 0.469717205 0.491385698 0.51725626 0.544808865 0.573392153 0.601124883 0.62621057 0.650327444 0.673364043 0.693595171 0.710771143 0.726720154 0.7418648 0.756017208 0.76886189 0.779883683 0.790494919 0.799390674 0.807621002 0.81444788 0.821884513 0.828126788 0.833662629 0.839037418 0.84406662 0.848951817 0.853243053 0.857405543 0.861949027 0.86615324 0.869629622 0.873443127 0.876922607 0.880045056 0.882995725 0.886010885 0.888921916 0.892148852 0.895148993 0.89854455 0.901596308 0.905074477 0.908603489 0.912438333 0.917529345 0.922820568 0.929697037 0.938595176 0.946563482 0.952543616 0.958063424 0.962702394 0.96642673 0.969168186 0.972454786 0.976630867 0.981524348 0.98899895 0.999993742 do regularised spline fit for input variable # 8 build map for variable # 8 ------------------------------ Transdef: Tab for variable 9 3.749578 16.2446232 18.8614044 29.2569046 32.7012253 43.8630753 49.9906998 70.1184235 99.5028534 118.913155 127.30011 149.562958 175.704712 211.950134 259.464233 290.313141 313.073181 346.158508 388.786316 411.276703 444.059387 504.846741 527.950195 574.170654 590.445984 623.654053 666.116699 681.740173 707.572937 721.504944 749.936768 797.319702 815.337158 840.329163 867.140503 913.246338 966.340454 977.788025 1049.02026 1077.70654 1114.34668 1156.47583 1177.69995 1193.86462 1218.15894 1251.76318 1297.81812 1322.5437 1357.52515 1399.77014 1424.32666 1528.4043 1589.10547 1633.14185 1710.39954 1756.72192 1817.54272 1870.87659 1899.5144 1965.28027 2024.43726 2090.10352 2117.31787 2154.62305 2171.14062 2273.73706 2290.85254 2340.66309 2380.0332 2418.84375 2496.15527 2547.13403 2588.90332 2688.58984 2742.79248 2810.92773 2875.11743 2921.896 3014.73047 3081.90381 3183.22827 3289.06885 3441.69336 3516.50781 3606.63916 3740.22949 3800.95703 3851.3291 3921.67529 3937.66382 4015.56543 4076.82812 4180.53857 4356.62695 4503.07129 4558.63281 4684.10254 4779.19629 4843.15723 4924.11328 4992.85547 do regularised spline fit for input variable # 9 build map for variable # 9 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 10 0.00649250625 0.66528368 1.18910789 1.61821413 2.03022218 2.46591759 2.87721729 3.27402782 3.67986226 4.10185003 4.49782944 4.88372803 5.2509656 5.62353134 5.98657417 6.34972477 6.70158577 7.00954342 7.33322334 7.64332247 7.94359303 8.23472023 8.51655483 8.77732658 9.03790474 9.30562019 9.58614922 9.834589 10.0748787 10.322382 10.555397 10.7905045 11.0291843 11.2646809 11.4818563 11.7015038 11.9300117 12.1690912 12.3839102 12.6057663 12.8173943 13.0260611 13.2380037 13.4639778 13.6767473 13.9049015 14.1232462 14.3275957 14.5682611 14.8003483 15.0274773 15.2574291 15.4841957 15.7101326 15.9512291 16.1735268 16.4065742 16.6569176 16.9099617 17.1695061 17.4369698 17.709465 17.9800205 18.2685928 18.5550117 18.8482227 19.1408825 19.4398479 19.744381 20.0899429 20.4481468 20.8115273 21.1876984 21.5786934 21.9851074 22.4268532 22.8823891 23.3495102 23.8446751 24.3676033 24.9317589 25.5004082 26.1380005 26.8338909 27.6391487 28.426712 29.3567085 30.4319038 31.5862789 32.9046021 34.4460716 36.310997 38.3826752 40.7137947 43.6457176 46.8930893 50.9024086 56.2399826 63.7781105 75.6405182 113.803452 do regularised spline fit for input variable # 10 ------------------------------ Transdef: Tab for variable 11 1. 3. 3. 3. 3. 4. 5. 5. 5. 6. 6. 6. 7. 7. 7. 7. 7. 8. 8. 9. 10. 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. 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. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 17. 18. 18. 18. 18. 18. 18. 18. 18. 18. 18. 19. 19. 19. 19. 21. build map for variable # 11 ------------------------------ Transdef: Tab for variable 12 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 13 ------------------------------ Transdef: Tab for variable 14 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 15 ------------------------------ Transdef: Tab for variable 16 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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. build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 -110.812798 -47.652298 -37.8722992 -32.5453491 -29.3321495 -26.8159504 -24.9215012 -23.2901993 -21.9439011 -20.8898506 -19.8937988 -19.0305996 -18.2539997 -17.5438499 -16.8681488 -16.2341499 -15.6588497 -15.1221504 -14.6209002 -14.1050997 -13.64925 -13.2467003 -12.849 -12.4710503 -12.0761499 -11.6942501 -11.3421001 -10.9854507 -10.651 -10.3091497 -10.0127001 -9.73315048 -9.4208498 -9.12944984 -8.84729958 -8.55924988 -8.28884983 -7.99145031 -7.71915007 -7.45609999 -7.19974995 -6.94024992 -6.69579983 -6.44445038 -6.20030022 -5.94079971 -5.70674992 -5.47765017 -5.24555016 -5.01114988 -4.79695034 -4.56400013 -4.35739994 -4.14280033 -3.93085003 -3.70984983 -3.48075008 -3.24415016 -3.02815008 -2.81820011 -2.60379982 -2.38575006 -2.15964985 -1.91925001 -1.7114501 -1.49810004 -1.27384996 -1.0467 -0.828100026 -0.597550035 -0.367749989 -0.10165 0.133300006 0.381299973 0.64380002 0.924650013 1.19735003 1.4756 1.79034996 2.11460018 2.43709993 2.78415012 3.13450003 3.49685001 3.92724991 4.37680006 4.84520006 5.34095001 5.89594984 6.47905016 7.1732502 7.9744997 8.89015007 9.90130043 11.1997499 12.8283997 14.88585 18.1049995 23.0831985 33.1864014 144.171494 do regularised spline fit for input variable # 17 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -70.3423996 -26.6942997 -20.5755501 -17.4354496 -15.4333992 -14.0014 -12.8524494 -11.8952999 -11.1308994 -10.4587994 -9.90365028 -9.39620018 -8.9442997 -8.53705025 -8.16709995 -7.82194996 -7.48764992 -7.18924999 -6.89865017 -6.63210011 -6.36409998 -6.11824989 -5.88934994 -5.65859985 -5.44864988 -5.24119997 -5.06220007 -4.85995007 -4.66895008 -4.48245001 -4.30000019 -4.12699986 -3.9449501 -3.78469992 -3.61609983 -3.46560001 -3.31990004 -3.17005014 -3.01189995 -2.86584997 -2.72134995 -2.5927 -2.44575 -2.30824995 -2.17245007 -2.02869987 -1.88474989 -1.75585008 -1.63085008 -1.50849998 -1.38180006 -1.26265001 -1.14039993 -1.00960004 -0.87804997 -0.761399984 -0.637050033 -0.513999999 -0.398550004 -0.279799998 -0.160999998 -0.0370500013 0.0478999987 0.17385 0.307850003 0.447149992 0.590149999 0.730450034 0.872749984 1.02445006 1.16674995 1.32080007 1.48090005 1.65324998 1.82675004 2.00359988 2.19029999 2.39720011 2.60330009 2.8203001 3.04344988 3.26905012 3.50645018 3.75629997 4.04899979 4.35750008 4.6807003 5.03439999 5.40400028 5.82655001 6.33775043 6.86660004 7.47309971 8.19795036 9.05865002 10.1315498 11.5760498 13.5643005 16.9675484 23.8414497 76.8716965 do regularised spline fit for input variable # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -123.233002 -39.0272484 -30.6331501 -25.3056488 -21.5672989 -18.6161995 -16.2789993 -14.4496002 -12.9168997 -11.6090002 -10.4307003 -9.35859966 -8.46865082 -7.67300034 -6.97200012 -6.31529999 -5.70524979 -5.15985012 -4.66445017 -4.2112999 -3.73589993 -3.33424997 -2.90009999 -2.48885012 -2.1180501 -1.77524996 -1.45889997 -1.1164999 -0.785650015 -0.49515 -0.205699995 0. 0.186299995 0.459100008 0.729849994 0.996799946 1.26955009 1.50145006 1.75045002 1.99095011 2.22184992 2.45569992 2.66669989 2.89039993 3.11385012 3.33979988 3.57179999 3.80240011 4.02799988 4.26175022 4.47675037 4.70295 4.94899988 5.18305016 5.42484999 5.67020035 5.90094995 6.12774992 6.3906002 6.61660004 6.85599995 7.09930038 7.35739994 7.59010029 7.8517499 8.09764957 8.3729496 8.64610004 8.91519928 9.17424965 9.45700073 9.73134995 10.0130997 10.3006001 10.6103001 10.9039001 11.2159996 11.52635 11.84165 12.1789494 12.5411501 12.9019003 13.2617493 13.6536503 14.0737495 14.5127001 14.9605999 15.4200001 15.9138002 16.4333 16.9879494 17.6177998 18.3143997 19.0227013 19.8950996 20.8606987 21.9752998 23.3741493 25.4433994 28.5647507 62.0344009 do regularised spline fit for input variable # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -113.370796 -37.6591492 -28.9292488 -23.730751 -20.4357986 -17.5373001 -15.3155994 -13.4809999 -11.9513493 -10.6886501 -9.48145008 -8.47704983 -7.62995005 -6.79090023 -6.04364967 -5.37505007 -4.7442503 -4.18099976 -3.64284992 -3.11390018 -2.58839989 -2.12290001 -1.73180008 -1.32034993 -0.900599957 -0.538499951 -0.179100007 0. 0.286300004 0.608500004 0.92900002 1.27079999 1.57739997 1.86925006 2.13934994 2.41944981 2.69659996 2.97279978 3.22240019 3.50024986 3.76209998 4.02970028 4.27710009 4.52900028 4.79325008 5.07835007 5.34814978 5.60270023 5.86945009 6.11884975 6.39419985 6.64494991 6.87654972 7.1385498 7.39529991 7.64505005 7.87695026 8.14010048 8.41135025 8.64570045 8.9109993 9.16265011 9.4154501 9.66499996 9.91650009 10.1700001 10.4208508 10.6816998 10.9496994 11.2071495 11.4810505 11.7546501 12.0302505 12.3190002 12.6303005 12.9309502 13.2201004 13.5318508 13.8554497 14.1835003 14.5115499 14.8671999 15.2469501 15.6436996 16.03895 16.4412994 16.8768005 17.3239517 17.8013992 18.3267498 18.8514004 19.4129505 20.0524006 20.8126488 21.6746483 22.6596489 23.7969513 25.2350006 27.2407494 30.52495 58.6617012 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -109.153397 -34.2565994 -26.6715508 -21.9088497 -18.438549 -16.133049 -14.0246 -12.3827496 -10.9944496 -9.69954967 -8.64965057 -7.6789999 -6.80445004 -5.97920036 -5.22179985 -4.57034969 -3.92619991 -3.35535002 -2.74530005 -2.21299982 -1.76425004 -1.30605006 -0.84740001 -0.433600008 -0.0281000007 0.103249997 0.483449996 0.850999951 1.22204995 1.56515002 1.89319992 2.20309997 2.51744986 2.82205009 3.11739993 3.39829993 3.70394993 4.01265001 4.31610012 4.59835005 4.90550041 5.20724964 5.51949978 5.81015015 6.09054995 6.40839958 6.67815018 6.94904995 7.24450016 7.52855015 7.81045008 8.08575058 8.3933506 8.67430019 8.96755028 9.25485039 9.53485012 9.80774975 10.0924501 10.3965492 10.6865501 10.95965 11.2309494 11.5199499 11.8199501 12.1130505 12.4404497 12.7399502 13.0553503 13.3593998 13.6718998 13.9939499 14.3206501 14.6279001 14.9691505 15.3514996 15.6978502 16.0599499 16.4177017 16.77565 17.1845016 17.5570984 17.9876499 18.4052505 18.8860512 19.3540993 19.8768005 20.3801003 20.95895 21.5559502 22.1878014 22.8609505 23.6257 24.4337997 25.3633003 26.4941502 27.7941494 29.3901997 31.4794998 34.9128494 63.4206009 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -8.66699982 -5.35685015 -4.9142499 -4.625 -4.38749981 -4.22394991 -4.07155037 -3.92995 -3.80795002 -3.69260001 -3.58844995 -3.48749995 -3.39475012 -3.29839993 -3.20895004 -3.12755013 -3.04425001 -2.96589994 -2.89179993 -2.82424998 -2.75449991 -2.68174982 -2.61360002 -2.54550004 -2.47319984 -2.40300012 -2.33759999 -2.27769995 -2.21794987 -2.15719986 -2.09794998 -2.03660011 -1.97940004 -1.92475009 -1.86430001 -1.80614996 -1.75364995 -1.69685006 -1.64345002 -1.59439993 -1.54519999 -1.49469995 -1.4456501 -1.39540005 -1.34599996 -1.29495001 -1.24860001 -1.20299995 -1.15919995 -1.11905003 -1.07104993 -1.02985001 -0.99000001 -0.951650023 -0.911350012 -0.87349999 -0.836050034 -0.801550031 -0.768100023 -0.731350005 -0.6954 -0.664849997 -0.634199977 -0.604449987 -0.575699985 -0.54825002 -0.520349979 -0.493900001 -0.46904999 -0.446099997 -0.424650013 -0.403400004 -0.381349981 -0.361799985 -0.342649996 -0.324699998 -0.306450009 -0.288300008 -0.272399992 -0 warning: map is empty for variable 22 .257299989 -0.241400003 -0.2271 -0.213200003 -0.199250013 -0.186800003 -0.173800007 -0.160999998 -0.149100006 -0.137199998 -0.125499994 -0.113799997 -0.102799997 -0.0911500007 -0.0792500004 -0.0671499968 -0.0542500019 -0.0423999988 -0.0311999992 -0.019749999 -0.00870000012 0.0223999992 do regularised spline fit for input variable # 22 build map for variable # 22 warning: map is empty for variable 22 ------------------------------ Transdef: Tab for variable 23 -69.0775986 -3.45939994 -2.72390008 -2.31369996 -2.02570009 -1.79579997 -1.60150003 -1.46619999 -1.35319996 -1.23819995 -1.15390003 -1.07270002 -1.00080001 -0.942600012 -0.883099973 -0.829699993 -0.780399978 -0.741100013 -0.699400008 -0.664799988 -0.624199986 -0.590399981 -0.560000002 -0.526799977 -0.502699971 -0.475800008 -0.448500007 -0.427399993 -0.405299991 -0.3838 -0.362100005 -0.343199998 -0.325300008 -0.307999998 -0.292199999 -0.278100014 -0.262400001 -0.247799993 -0.232700005 -0.219500005 -0.208499998 -0.197600007 -0.187099993 warning: map is empty for variable 23 -0.176699996 -0.167199999 -0.158999994 -0.150099993 -0.140900001 -0.132200003 -0.123499997 -0.115500003 -0.107500002 -0.100900002 -0.0957000032 -0.0898000002 -0.0841000006 -0.0780000016 -0.0724999979 -0.067900002 -0.0639000013 -0.0590999983 -0.0559 -0.0526000001 -0.0489999987 -0.0452000014 -0.0423000008 -0.0395999998 -0.0363000035 -0.0340000018 -0.0318000019 -0.0294000003 -0.0273000002 -0.0245999992 -0.0229000002 -0.0209999997 -0.0186999999 -0.0171000008 -0.0157999992 -0.0142000001 -0.0130000003 -0.0114000002 -0.0104999999 -0.00910000037 -0.0083999997 -0.00749999983 -0.00659999996 -0.0057000001 -0.00490000006 -0.0046000001 -0.00329999998 -0.00240000011 -0.00159999996 -0.000199999995 0. 0. 0. 0. 0. 0. 0. 0. do regularised spline fit for input variable # 23 build map for variable # 23 warning: map is empty for variable 23 ------------------------------ Transdef: Tab for variable 24 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 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. 2. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 4. 4. 4. 4. 4. 4. 4. 5. 5. 5. 5. 5. 6. 6. 6. 7. 7. 8. 8. 9. 10. 11. 12. 15. 18. 60. build map for variable # 24 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 27. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 28. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 29. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 30. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 31. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 32. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 33. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 34. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 35. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 36. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 37. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 38. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 39. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 40. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 41. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 42. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 43. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 44. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 45. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 46. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 47. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 49. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 50. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 51. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 52. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 53. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 54. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 56. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 57. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 58. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 59. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 24 for key 60. Unregularised mean is returned ------------------------------ Transdef: Tab for variable 25 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 # 25 Only one class left for trimmed mean, or sigma very small -> take "normal" mean ------------------------------ Transdef: Tab for variable 26 -4.38635445 -4.07658577 -3.93301249 -3.93301249 -3.93301249 -3.76037169 -3.76037169 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.75099778 -3.53776598 -3.33379126 -3.1971724 -3.07013559 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.05267692 -3.02817678 -2.92521644 -2.78608036 -2.7432518 -2.73513269 -2.65752363 -2.59536266 -2.58150148 -2.48649311 -2.47145176 -2.34240627 -2.22323799 -2.17956257 -2.03751421 -1.91758156 -1.76026011 -1.68619633 -1.52133799 -1.37403584 -1.14628696 -1.12693501 -0.981886864 -0.849841595 -0.688698292 -0.562947273 -0.434995174 -0.324664116 -0.299777985 -0.238624573 -0.0970249176 -0.02647686 0.046505928 0.094712019 0.287807226 0.490685701 0.490685701 0.82774353 0.82774353 0.979388714 1.50525331 1.50525331 1.85486817 1.85486817 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.0102756 3.7110219 3.7110219 3.7110219 3.7110219 6.10368633 do regularised spline fit for input variable # 26 build map for variable # 26 ------------------------------ Transdef: Tab for variable 27 -4.83247137 -4.13779259 -3.91865158 -3.82398129 -3.67341375 -3.48777628 -3.40355444 -3.29184246 -3.14703274 -3.06765532 -2.92775369 -2.86418295 -2.82780004 -2.79855132 -2.75171995 -2.54819441 -2.45658445 -2.34447193 -2.27513933 -2.2532692 -2.13111186 -2.07558799 -2.0250802 -1.8602047 -1.69983673 -1.57915163 -1.51190472 -1.27011585 -1.21226645 -1.12536526 -0.92034626 -0.766535282 -0.454190493 -0.383093834 -0.216034889 -0.0321698189 0. 0.0190546513 0.0443530083 0.0817759037 0.134883881 0.195245743 0.444800138 0.544784307 0.609764814 0.648853183 0.655275464 0.655275464 0.655275464 0.655275464 0.661087036 0.685791671 0.713219702 0.774406672 0.77837193 0.846491516 0.846491516 0.861260653 0.861260653 0.861260653 0.861260653 0.861260653 0.86666292 0.86666292 0.86666292 0.886415958 0.886415958 0.886415958 0.886415958 0.886415958 0.886415958 0.886415958 0.886415958 0.889773607 0.889773607 0.889773607 0.889773607 0.889773607 0.889773607 0.889773607 0.889773607 0.889886618 1.07367301 1.07367301 1.28320694 1.52356219 1.57867718 1.57867718 1.68348682 1.71639228 1.71639228 1.71639228 1.72373497 1.88367021 1.88367021 1.88367021 1.88367021 1.95275068 1.95275068 2.08719873 2.50609303 do regularised spline fit for input variable # 27 build map for variable # 27 ------------------------------ 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 -2.88871217 -1.90469551 -1.75054502 -1.74314022 -1.66117239 -1.64685678 -1.58526659 -1.51347256 -1.48460245 -1.46918011 -1.4421711 -1.4421711 -1.4421711 -1.43960333 -1.43960333 -1.43960333 -1.43003082 -1.42864656 -1.42074847 -1.42074847 -1.42002678 -1.42002678 -1.42002678 -1.40580082 -1.40580082 -1.36207294 -1.34584188 -1.28674793 -1.28373051 -1.27115393 -1.27115393 -1.26972222 -1.25511312 -1.25184965 -1.19617558 -1.18827415 -1.16207457 -1.15526915 -1.12623024 -1.0316782 -1.01523805 -0.965363503 -0.965363503 -0.962390423 -0.951852322 -0.932742596 -0.932742596 -0.913193226 -0.892025471 -0.860878468 -0.860878468 -0.837831974 -0.828504562 -0.828504562 -0.817952156 -0.783802986 -0.783802986 -0.748746395 -0.676613331 -0.652016163 -0.59484911 -0.574949503 -0.555638313 -0.539862633 -0.522046566 -0.486031055 -0.434957027 -0.35004282 -0.33365798 -0.300168037 -0.275808811 -0.248115301 -0.205456018 -0.166717768 -0.145138025 -0.0648195744 -0.0360507965 -0.0360507965 0.056071043 0.0999355316 0.27294445 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.4519777 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 0.685016572 2.25644875 do regularised spline fit for input variable # 29 build map for variable # 29 ------------------------------ Transdef: Tab for variable 30 -3.88792086 -3.0499897 -2.98749042 -2.98749042 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.87079692 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.70776844 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.6443696 -2.01507044 -1.85529089 -1.57796812 -1.34175134 -1.34175134 -1.27280951 -1.09337854 -1.04011393 -0.955205441 -0.814167023 -0.751433372 -0.66257143 -0.515433788 -0.378817558 -0.263629198 -0.22993207 -0.176642895 -0.114483833 -0.0455679893 0.0196938515 0.0694074631 0.117210872 0.118966579 0.162737846 0.181744099 0.231095791 0.297637939 0.367925882 0.411445141 0.516805172 0.602918386 0.610150814 0.671965122 0.692566514 0.728348732 0.742093563 0.784049273 0.811116695 0.891619205 0.891619205 0.938410282 1.00459433 1.00459433 1.00973034 1.06423879 1.11595201 1.18351984 1.18351984 1.22978187 1.22978187 1.3313694 1.45409203 1.50853133 1.53778172 1.53778172 1.53778172 1.53778172 1.54856634 1.60072923 1.60293245 1.60293245 1.67202449 1.67202449 1.70096993 1.74449468 1.93004096 2.02236271 2.04071283 2.04071283 2.07204652 2.07204652 2.09367514 2.12448406 2.16928816 2.1698451 2.18293715 2.3023243 2.61016369 do regularised spline fit for input variable # 30 build map for variable # 30 ------------------------------ Transdef: Tab for variable 31 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. 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 -5.50334072 -4.55210114 -4.4529171 -4.00359297 -4.00359297 -4.00359297 -4.00359297 -4.00359297 -4.00359297 -4.00359297 -4.00359297 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.41162062 -3.38835359 -3.38835359 -3.38835359 -3.38835359 -3.27466583 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.97885537 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -2.31352472 -1.93280864 -1.93280864 -1.31528616 -1.31528616 -1.01728535 -0.567905903 -0.440608263 -0.0580744743 0.340180874 0.570206642 0.85964179 0.988480806 1.18183899 1.48104787 1.55486298 1.79864836 1.93889809 2.07892203 2.26416016 2.30800223 2.45943403 2.60252285 2.67212486 2.89190316 2.97636247 3.06042576 4.8262496 do regularised spline fit for input variable # 32 build map for variable # 32 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 0 0.6 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 15.3 4.8 19.2 22.5 17.6 22.2 26.9 4.0 11.9 12.7 9.7 4.9 0.6 4.9 10.9 9.5 38.0 11.2 10.7 9.8 24.7 23.3 20.8 1.6 20.5 23.4 0.6 19.5 21.9 1.5 17.1 2 15.3 100.0 2.0 1.9 11.5 11.2 12.9 29.7 -0.5 8.8 12.5 -1.6 -2.4 1.8 -2.0 -0.7 -0.6 9.8 6.0 5.9 5.1 13.5 11.6 31.4 1.9 22.6 13.9 -0.7 3.7 9.8 2.2 7.9 3 4.8 2.0 100.0 21.0 3.0 -11.2 3.7 2.9 -0.5 -2.7 -13.1 -13.9 -6.0 -44.2 11.4 20.8 6.5 -1.0 16.2 12.6 13.2 21.9 1.6 13.3 -15.0 13.1 3.7 14.6 -1.1 0.1 -10.4 19.5 4 19.2 1.9 21.0 100.0 11.8 -0.4 10.1 9.5 -1.1 1.3 3.6 43.3 20.2 -25.6 24.5 51.3 16.5 7.3 27.7 26.4 24.8 11.2 12.0 22.5 -14.9 28.1 20.9 21.9 5.4 11.7 -10.8 23.0 5 22.5 11.5 3.0 11.8 100.0 26.3 77.3 79.8 1.7 37.0 19.3 0.3 -0.7 -1.4 0.7 1.6 -3.7 13.0 18.6 16.6 13.6 5.3 4.8 6.6 -1.6 0.4 -2.1 2.5 6.1 6.1 -0.5 -1.6 6 17.6 11.2 -11.2 -0.4 26.3 100.0 36.9 36.9 -3.4 33.6 84.7 -0.9 1.9 23.6 -5.8 -6.9 -8.9 10.6 9.5 8.0 5.8 5.2 3.0 9.2 8.7 6.4 7.2 -3.6 8.7 10.9 7.0 -2.2 7 22.2 12.9 3.7 10.1 77.3 36.9 100.0 75.8 -0.3 32.6 27.4 -3.0 -3.0 -2.9 -0.5 -1.2 -4.8 13.1 19.4 17.4 14.1 6.6 5.7 8.1 -3.2 0.1 -2.6 2.3 5.9 6.1 -1.7 -2.0 8 26.9 29.7 2.9 9.5 79.8 36.9 75.8 100.0 1.4 34.5 23.9 -3.1 -0.9 0.1 0.2 -1.7 -5.8 17.4 21.9 19.9 16.5 8.4 7.0 13.0 -1.0 6.1 1.9 2.5 5.5 7.6 0.0 0.1 9 4.0 -0.5 -0.5 -1.1 1.7 -3.4 -0.3 1.4 100.0 -1.9 -5.4 0.1 2.1 1.3 1.5 -0.1 2.1 1.1 1.3 1.0 1.0 -0.2 0.3 -2.9 0.4 -0.6 -0.1 -0.9 0.5 0.5 0.3 0.2 10 11.9 8.8 -2.7 1.3 37.0 33.6 32.6 34.5 -1.9 100.0 34.2 -4.2 -2.3 7.8 -4.7 -5.6 -7.3 7.2 8.5 7.5 5.4 5.6 3.8 7.3 2.9 1.4 2.7 0.6 5.8 7.7 3.0 -2.5 11 12.7 12.5 -13.1 3.6 19.3 84.7 27.4 23.9 -5.4 34.2 100.0 2.4 2.6 25.3 -5.8 -4.3 -7.2 7.5 4.9 4.1 2.8 8.4 5.5 13.0 11.6 11.1 11.0 -4.8 10.1 13.8 9.2 0.5 12 9.7 -1.6 -13.9 43.3 0.3 -0.9 -3.0 -3.1 0.1 -4.2 2.4 100.0 35.5 11.6 28.1 86.8 25.1 2.9 4.7 5.0 7.6 -6.7 1.3 5.4 -3.0 12.8 13.6 6.9 8.7 8.0 -2.7 9.3 13 4.9 -2.4 -6.0 20.2 -0.7 1.9 -3.0 -0.9 2.1 -2.3 2.6 35.5 100.0 5.3 77.2 37.4 41.6 10.2 31.5 34.8 39.6 -2.1 1.5 2.8 -1.4 6.1 6.6 2.9 3.6 3.7 -1.1 4.4 14 0.6 1.8 -44.2 -25.6 -1.4 23.6 -2.9 0.1 1.3 7.8 25.3 11.6 5.3 100.0 -21.5 -9.6 -10.6 -2.0 -14.9 -16.0 -14.9 -17.7 -7.0 -13.2 8.6 -7.9 1.4 -6.0 8.7 4.7 5.6 -11.2 15 4.9 -2.0 11.4 24.5 0.7 -5.8 -0.5 0.2 1.5 -4.7 -5.8 28.1 77.2 -21.5 100.0 32.4 52.1 12.7 42.8 45.6 50.1 4.9 3.5 6.6 -4.2 8.3 5.9 5.1 1.9 2.6 -3.1 7.9 16 10.9 -0.7 20.8 51.3 1.6 -6.9 -1.2 -1.7 -0.1 -5.6 -4.3 86.8 37.4 -9.6 32.4 100.0 26.3 2.6 13.0 12.1 15.3 4.9 5.1 12.4 -10.1 18.2 14.0 13.7 6.7 7.2 -7.7 17.9 17 9.5 -0.6 6.5 16.5 -3.7 -8.9 -4.8 -5.8 2.1 -7.3 -7.2 25.1 41.6 -10.6 52.1 26.3 100.0 -11.4 14.7 15.7 18.4 5.7 6.1 5.2 -1.8 19.6 16.2 2.8 9.8 8.4 -1.4 21.8 18 38.0 9.8 -1.0 7.3 13.0 10.6 13.1 17.4 1.1 7.2 7.5 2.9 10.2 -2.0 12.7 2.6 -11.4 100.0 7.5 8.3 7.8 9.0 9.6 9.3 1.8 2.9 5.5 -0.4 7.8 8.4 1.6 -1.0 19 11.2 6.0 16.2 27.7 18.6 9.5 19.4 21.9 1.3 8.5 4.9 4.7 31.5 -14.9 42.8 13.0 14.7 7.5 100.0 96.7 91.5 8.0 5.2 10.5 -6.8 10.5 5.7 8.2 1.2 4.0 -4.4 10.4 20 10.7 5.9 12.6 26.4 16.6 8.0 17.4 19.9 1.0 7.5 4.1 5.0 34.8 -16.0 45.6 12.1 15.7 8.3 96.7 100.0 95.8 8.2 5.8 10.8 -5.9 10.1 5.8 7.3 1.1 3.8 -3.7 9.8 21 9.8 5.1 13.2 24.8 13.6 5.8 14.1 16.5 1.0 5.4 2.8 7.6 39.6 -14.9 50.1 15.3 18.4 7.8 91.5 95.8 100.0 7.6 5.5 9.7 -5.1 10.4 5.8 6.4 1.4 3.6 -3.2 10.0 22 24.7 13.5 21.9 11.2 5.3 5.2 6.6 8.4 -0.2 5.6 8.4 -6.7 -2.1 -17.7 4.9 4.9 5.7 9.0 8.0 8.2 7.6 100.0 89.8 44.2 3.7 25.7 27.9 -2.6 22.3 27.8 3.5 25.2 23 23.3 11.6 1.6 12.0 4.8 3.0 5.7 7.0 0.3 3.8 5.5 1.3 1.5 -7.0 3.5 5.1 6.1 9.6 5.2 5.8 5.5 89.8 100.0 38.9 -1.1 22.2 25.3 2.9 24.3 26.7 -0.1 21.0 24 20.8 31.4 13.3 22.5 6.6 9.2 8.1 13.0 -2.9 7.3 13.0 5.4 2.8 -13.2 6.6 12.4 5.2 9.3 10.5 10.8 9.7 44.2 38.9 100.0 -2.4 31.0 28.5 4.9 15.8 22.1 -1.4 22.9 25 1.6 1.9 -15.0 -14.9 -1.6 8.7 -3.2 -1.0 0.4 2.9 11.6 -3.0 -1.4 8.6 -4.2 -10.1 -1.8 1.8 -6.8 -5.9 -5.1 3.7 -1.1 -2.4 100.0 7.6 6.5 -53.9 -3.3 -1.2 70.2 4.1 26 20.5 22.6 13.1 28.1 0.4 6.4 0.1 6.1 -0.6 1.4 11.1 12.8 6.1 -7.9 8.3 18.2 19.6 2.9 10.5 10.1 10.4 25.7 22.2 31.0 7.6 100.0 48.8 -1.5 22.5 25.0 5.1 56.5 27 23.4 13.9 3.7 20.9 -2.1 7.2 -2.6 1.9 -0.1 2.7 11.0 13.6 6.6 1.4 5.9 14.0 16.2 5.5 5.7 5.8 5.8 27.9 25.3 28.5 6.5 48.8 100.0 -0.7 32.6 31.6 4.4 45.0 28 0.6 -0.7 14.6 21.9 2.5 -3.6 2.3 2.5 -0.9 0.6 -4.8 6.9 2.9 -6.0 5.1 13.7 2.8 -0.4 8.2 7.3 6.4 -2.6 2.9 4.9 -53.9 -1.5 -0.7 100.0 5.5 3.9 -40.1 0.6 29 19.5 3.7 -1.1 5.4 6.1 8.7 5.9 5.5 0.5 5.8 10.1 8.7 3.6 8.7 1.9 6.7 9.8 7.8 1.2 1.1 1.4 22.3 24.3 15.8 -3.3 22.5 32.6 5.5 100.0 78.6 -3.0 25.2 30 21.9 9.8 0.1 11.7 6.1 10.9 6.1 7.6 0.5 7.7 13.8 8.0 3.7 4.7 2.6 7.2 8.4 8.4 4.0 3.8 3.6 27.8 26.7 22.1 -1.2 25.0 31.6 3.9 78.6 100.0 -1.1 23.6 31 1.5 2.2 -10.4 -10.8 -0.5 7.0 -1.7 0.0 0.3 3.0 9.2 -2.7 -1.1 5.6 -3.1 -7.7 -1.4 1.6 -4.4 -3.7 -3.2 3.5 -0.1 -1.4 70.2 5.1 4.4 -40.1 -3.0 -1.1 100.0 8.5 32 17.1 7.9 19.5 23.0 -1.6 -2.2 -2.0 0.1 0.2 -2.5 0.5 9.3 4.4 -11.2 7.9 17.9 21.8 -1.0 10.4 9.8 10.0 25.2 21.0 22.9 4.1 56.5 45.0 0.6 25.2 23.6 8.5 100.0 TOTAL CORRELATION TO TARGET (diagonal) 93.9182389 TOTAL CORRELATION OF ALL VARIABLES 55.0444289 ROUND 1: MAX CORR ( 55.0442231) AFTER KILLING INPUT VARIABLE 13 CONTR 0.150511304 ROUND 2: MAX CORR ( 55.043862) AFTER KILLING INPUT VARIABLE 31 CONTR 0.199395486 ROUND 3: MAX CORR ( 55.0430949) AFTER KILLING INPUT VARIABLE 25 CONTR 0.29059926 ROUND 4: MAX CORR ( 55.0418944) AFTER KILLING INPUT VARIABLE 23 CONTR 0.363532085 ROUND 5: MAX CORR ( 55.0399455) AFTER KILLING INPUT VARIABLE 19 CONTR 0.463179305 ROUND 6: MAX CORR ( 55.0365382) AFTER KILLING INPUT VARIABLE 20 CONTR 0.612429573 ROUND 7: MAX CORR ( 55.0303119) AFTER KILLING INPUT VARIABLE 10 CONTR 0.827831198 ROUND 8: MAX CORR ( 55.0205821) AFTER KILLING INPUT VARIABLE 29 CONTR 1.03478225 ROUND 9: MAX CORR ( 55.008238) AFTER KILLING INPUT VARIABLE 16 CONTR 1.16541876 ROUND 10: MAX CORR ( 54.9921129) AFTER KILLING INPUT VARIABLE 3 CONTR 1.33183127 ROUND 11: MAX CORR ( 54.9679836) AFTER KILLING INPUT VARIABLE 28 CONTR 1.62888355 ROUND 12: MAX CORR ( 54.9389015) AFTER KILLING INPUT VARIABLE 7 CONTR 1.78782391 ROUND 13: MAX CORR ( 54.906821) AFTER KILLING INPUT VARIABLE 26 CONTR 1.87720761 ROUND 14: MAX CORR ( 54.8659331) AFTER KILLING INPUT VARIABLE 24 CONTR 2.11857825 ROUND 15: MAX CORR ( 54.8115757) AFTER KILLING INPUT VARIABLE 12 CONTR 2.441677 ROUND 16: MAX CORR ( 54.7556539) AFTER KILLING INPUT VARIABLE 21 CONTR 2.47531819 ROUND 17: MAX CORR ( 54.6646992) AFTER KILLING INPUT VARIABLE 9 CONTR 3.15472573 ROUND 18: MAX CORR ( 54.5709322) AFTER KILLING INPUT VARIABLE 2 CONTR 3.20042079 ROUND 19: MAX CORR ( 54.4724395) AFTER KILLING INPUT VARIABLE 5 CONTR 3.27719074 ROUND 20: MAX CORR ( 54.3759918) AFTER KILLING INPUT VARIABLE 32 CONTR 3.24009018 ROUND 21: MAX CORR ( 54.189181) AFTER KILLING INPUT VARIABLE 14 CONTR 4.50345978 ROUND 22: MAX CORR ( 53.9871487) AFTER KILLING INPUT VARIABLE 11 CONTR 4.67494427 ROUND 23: MAX CORR ( 53.672054) AFTER KILLING INPUT VARIABLE 6 CONTR 5.82433197 ROUND 24: MAX CORR ( 53.1373473) AFTER KILLING INPUT VARIABLE 30 CONTR 7.55722899 ROUND 25: MAX CORR ( 52.1890512) AFTER KILLING INPUT VARIABLE 15 CONTR 9.99402849 ROUND 26: MAX CORR ( 51.5019684) AFTER KILLING INPUT VARIABLE 4 CONTR 8.44063524 ROUND 27: MAX CORR ( 50.3232826) AFTER KILLING INPUT VARIABLE 17 CONTR 10.9553628 ROUND 28: MAX CORR ( 48.1346545) AFTER KILLING INPUT VARIABLE 22 CONTR 14.679503 ROUND 29: MAX CORR ( 43.6314723) AFTER KILLING INPUT VARIABLE 8 CONTR 20.3282952 ROUND 30: MAX CORR ( 38.0335915) AFTER KILLING INPUT VARIABLE 27 CONTR 21.3810966 LAST REMAINING VARIABLE: 18 total correlation to target: 55.0444289 % total significance: 136.404715 sigma correlations of single variables to target: variable 2: 15.3069687 % , in sigma: 37.9319532 variable 3: 4.76164594 % , in sigma: 11.7997583 variable 4: 19.1935191 % , in sigma: 47.5631513 variable 5: 22.522379 % , in sigma: 55.8123456 variable 6: 17.5648271 % , in sigma: 43.527116 variable 7: 22.1914201 % , in sigma: 54.9922017 variable 8: 26.8546074 % , in sigma: 66.5479713 variable 9: 3.96929942 % , in sigma: 9.83625713 variable 10: 11.8622341 % , in sigma: 29.3956117 variable 11: 12.6858613 % , in sigma: 31.436629 variable 12: 9.71523605 % , in sigma: 24.0751704 variable 13: 4.90657442 % , in sigma: 12.1589033 variable 14: 0.56217866 % , in sigma: 1.39312591 variable 15: 4.90625935 % , in sigma: 12.1581225 variable 16: 10.8503918 % , in sigma: 26.8881815 variable 17: 9.52968446 % , in sigma: 23.615358 variable 18: 38.0335915 % , in sigma: 94.2504323 variable 19: 11.2486214 % , in sigma: 27.875028 variable 20: 10.6838676 % , in sigma: 26.4755206 variable 21: 9.79005675 % , in sigma: 24.2605824 variable 22: 24.6883187 % , in sigma: 61.179726 variable 23: 23.3245982 % , in sigma: 57.8003121 variable 24: 20.8210082 % , in sigma: 51.596206 variable 25: 1.59621218 % , in sigma: 3.95554778 variable 26: 20.5086864 % , in sigma: 50.8222463 variable 27: 23.4415983 % , in sigma: 58.0902483 variable 28: 0.563677107 % , in sigma: 1.39683919 variable 29: 19.5451775 % , in sigma: 48.4345905 variable 30: 21.8751756 % , in sigma: 54.2085212 variable 31: 1.4664624 % , in sigma: 3.63401692 variable 32: 17.0662585 % , in sigma: 42.291621 variables sorted by significance: 1 most relevant variable 18 corr 38.0335922 , in sigma: 94.250434 2 most relevant variable 27 corr 21.3810959 , in sigma: 52.9841503 3 most relevant variable 8 corr 20.3282948 , in sigma: 50.3752207 4 most relevant variable 22 corr 14.6795034 , in sigma: 36.3770417 5 most relevant variable 17 corr 10.9553633 , in sigma: 27.1483098 6 most relevant variable 4 corr 8.44063568 , in sigma: 20.9166037 7 most relevant variable 15 corr 9.99402809 , in sigma: 24.7660405 8 most relevant variable 30 corr 7.55722904 , in sigma: 18.7274479 9 most relevant variable 6 corr 5.82433176 , in sigma: 14.433183 10 most relevant variable 11 corr 4.6749444 , in sigma: 11.5849046 11 most relevant variable 14 corr 4.50345993 , in sigma: 11.1599517 12 most relevant variable 32 corr 3.24009013 , in sigma: 8.02921531 13 most relevant variable 5 corr 3.27719069 , in sigma: 8.1211536 14 most relevant variable 2 corr 3.20042086 , in sigma: 7.93091152 15 most relevant variable 9 corr 3.15472579 , in sigma: 7.81767531 16 most relevant variable 21 corr 2.47531819 , in sigma: 6.13404625 17 most relevant variable 12 corr 2.44167709 , in sigma: 6.05068079 18 most relevant variable 24 corr 2.1185782 , in sigma: 5.2500146 19 most relevant variable 26 corr 1.87720764 , in sigma: 4.65187809 20 most relevant variable 7 corr 1.78782392 , in sigma: 4.43037773 21 most relevant variable 28 corr 1.6288836 , in sigma: 4.03651029 22 most relevant variable 3 corr 1.33183122 , in sigma: 3.30038955 23 most relevant variable 16 corr 1.16541874 , in sigma: 2.88800547 24 most relevant variable 29 corr 1.03478229 , in sigma: 2.56427737 25 most relevant variable 10 corr 0.827831209 , in sigma: 2.05143522 26 most relevant variable 20 corr 0.612429559 , in sigma: 1.51765185 27 most relevant variable 19 corr 0.46317932 , in sigma: 1.14779723 28 most relevant variable 23 corr 0.363532096 , in sigma: 0.900863048 29 most relevant variable 25 corr 0.290599257 , in sigma: 0.72012935 30 most relevant variable 31 corr 0.199395493 , in sigma: 0.494118768 31 most relevant variable 13 corr 0.15051131 , in sigma: 0.372979658 global correlations between input variables: variable 2: 49.1015416 % variable 3: 76.3962887 % variable 4: 66.1446238 % variable 5: 85.3631936 % variable 6: 87.2654079 % variable 7: 82.0534957 % variable 8: 86.4447507 % variable 9: 8.50312155 % variable 10: 47.0639874 % variable 11: 86.6885148 % variable 12: 93.6870448 % variable 13: 83.0831701 % variable 14: 64.1932659 % variable 15: 86.2606189 % variable 16: 93.9654474 % variable 17: 60.3160735 % variable 18: 33.1812776 % variable 19: 96.9985795 % variable 20: 98.4575456 % variable 21: 96.230508 % variable 22: 93.4252511 % variable 23: 92.5715743 % variable 24: 56.606643 % variable 25: 76.3511986 % variable 26: 66.8314477 % variable 27: 59.8324316 % variable 28: 57.3248141 % variable 29: 80.2720369 % variable 30: 80.2131826 % variable 31: 70.649161 % variable 32: 64.1072725 % significance loss when removing single variables: variable 2: corr = 2.36673678 % , sigma = 5.86497239 variable 3: corr = 1.44065644 % , sigma = 3.57006758 variable 4: corr = 7.47349887 % , sigma = 18.5199575 variable 5: corr = 2.55753969 % , sigma = 6.33779802 variable 6: corr = 7.21076715 % , sigma = 17.8688863 variable 7: corr = 1.78947054 % , sigma = 4.43445819 variable 8: corr = 4.02496745 % , sigma = 9.9742072 variable 9: corr = 3.23042624 % , sigma = 8.00526737 variable 10: corr = 0.830739339 % , sigma = 2.05864181 variable 11: corr = 5.79317566 % , sigma = 14.3559755 variable 12: corr = 2.14942556 % , sigma = 5.32645696 variable 13: corr = 0.150511304 % , sigma = 0.372979646 variable 14: corr = 3.79228071 % , sigma = 9.39758992 variable 15: corr = 6.60330366 % , sigma = 16.3635407 variable 16: corr = 1.18124132 % , sigma = 2.92721514 variable 17: corr = 12.0819979 % , sigma = 29.940205 variable 18: corr = 32.4937122 % , sigma = 80.5221463 variable 19: corr = 0.48445344 % , sigma = 1.20051629 variable 20: corr = 0.763200039 % , sigma = 1.89127376 variable 21: corr = 1.53701107 % , sigma = 3.80884244 variable 22: corr = 4.94804041 % , sigma = 12.2616595 variable 23: corr = 0.344774583 % , sigma = 0.854380357 variable 24: corr = 2.104212 % , sigma = 5.21441396 variable 25: corr = 0.3518509 % , sigma = 0.871916065 variable 26: corr = 1.80219463 % , sigma = 4.46598957 variable 27: corr = 6.31866959 % , sigma = 15.6581936 variable 28: corr = 1.32421825 % , sigma = 3.28152397 variable 29: corr = 1.07233157 % , sigma = 2.65732764 variable 30: corr = 3.36266437 % , sigma = 8.33296457 variable 31: corr = 0.200536787 % , sigma = 0.49694699 variable 32: corr = 1.82733348 % , sigma = 4.52828575 Keep only 22 most significant input variables Sum of Weights for output node 2 61409. FLAT2DEF: TAB(KK=1, II= 2) = -2.28114057 create test 22 plots 9100/9200: 2 NVar: 23. 4022 --------- Entering internal boost mode: --------- Weightsum per Output Node: 61409. Starting analysis with 44 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.71255732 PREPRO: (sigma of derived input)/eigenvalue # 2 : 2.37292409 PREPRO: (sigma of derived input)/eigenvalue # 3 : 2.09474945 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.89884746 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.6434418 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.5547806 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.46546686 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.31209934 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.22764397 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.11741912 PREPRO: (sigma of derived input)/eigenvalue # 11 : 1.09575641 PREPRO: (sigma of derived input)/eigenvalue # 12 : 1.02184892 PREPRO: (sigma of derived input)/eigenvalue # 13 : 1.00090909 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.997765362 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.975194335 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.919013619 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.82668674 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.756932616 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.731062889 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.707797587 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.671325147 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.644573629 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.618681908 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.573443532 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.55837512 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.499434382 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.491268635 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.427270621 PREPRO: (sigma of derived input)/eigenvalue # 29 : 0.353176981 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.299218267 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.278431922 PREPRO: (sigma of derived input)/eigenvalue # 32 : 0.205059037 PREPRO: (sigma of derived input)/eigenvalue # 33 : 0.187361747 PREPRO: (sigma of derived input)/eigenvalue # 34 : 0.114361323 PREPRO: (sigma of derived input)/eigenvalue # 35 : 0.000525304698 PREPRO: (sigma of derived input)/eigenvalue # 36 : 0.000294736179 PREPRO: (sigma of derived input)/eigenvalue # 37 : 0.000294736179 PREPRO: (sigma of derived input)/eigenvalue # 38 : 0.000277979503 PREPRO: (sigma of derived input)/eigenvalue # 39 : 9.59387378E-08 PREPRO: (sigma of derived input)/eigenvalue # 40 : 1.73890569E-07 PREPRO: (sigma of derived input)/eigenvalue # 41 : 0.000165120509 PREPRO: (sigma of derived input)/eigenvalue # 42 : 0.000165120509 PREPRO: (sigma of derived input)/eigenvalue # 43 : 0.000285057089 PREPRO: (sigma of derived input)/eigenvalue # 44 : 0.000521497976 Using 34 variables out of 44 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 0 0.6 2.7 2.4 2.1 1.9 1.6 1.6 1.5 1.3 1.2 1.1 1.1 1.0 1.0 1.0 1.0 0.9 0.8 0.8 0.7 0.7 0.7 0.6 0.6 0.6 0.6 0.5 0.5 0.4 0.4 0.3 0.3 0.2 0.2 0.1 1 100.0 10.2 4.6 39.6 -10.0 7.6 -6.6 5.0 3.9 -7.6 8.2 -6.6 -16.8 0.7 -2.4 7.6 -0.8 0.1 4.8 5.5 6.1 6.4 12.1 5.1 -2.3 0.0 0.7 0.4 0.8 -0.2 -3.3 1.9 10.8 -0.7 -1.0 2 10.2 100.0 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 3 4.6 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 4 39.6 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 5 -10.0 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 6 7.6 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 7 -6.6 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 8 5.0 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 9 3.9 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 10 -7.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 11 8.2 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 12 -6.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 13 -16.8 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 14 0.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 15 -2.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 16 7.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 17 -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 0.0 100.0 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 18 0.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 19 4.8 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 0.0 100.0 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 20 5.5 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 0.0 100.0 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 21 6.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 22 6.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 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 23 12.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 24 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 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 25 -2.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 26 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 27 0.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 28 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 29 0.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 30 -0.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 31 -3.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 32 1.9 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 33 10.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 34 -0.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 35 -1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 53.7558205 PREPRO: MEAN( 1)= -0.801104073 WIDTH 0.358238098 PREPRO: MEAN( 2)= 2.77742173E-08 WIDTH 7.35796942 PREPRO: MEAN( 3)= 4.53524323E-08 WIDTH 5.63076478 PREPRO: MEAN( 4)= -1.60127839E-07 WIDTH 4.38797686 PREPRO: MEAN( 5)= 2.43813127E-07 WIDTH 3.60562245 PREPRO: MEAN( 6)= -1.62221942E-08 WIDTH 2.7009009 PREPRO: MEAN( 7)= -6.97124801E-08 WIDTH 2.41734212 PREPRO: MEAN( 8)= 8.11936254E-08 WIDTH 2.147593 PREPRO: MEAN( 9)= 3.32463156E-08 WIDTH 1.72160477 PREPRO: MEAN( 10)= -1.17524025E-08 WIDTH 1.50710964 PREPRO: MEAN( 11)= 8.11823874E-08 WIDTH 1.24862529 PREPRO: MEAN( 12)= 4.70751266E-08 WIDTH 1.20068175 PREPRO: MEAN( 13)= 2.22514194E-08 WIDTH 1.04417547 PREPRO: MEAN( 14)= -2.19819735E-08 WIDTH 1.00181855 PREPRO: MEAN( 15)= 3.75117848E-09 WIDTH 0.995536774 PREPRO: MEAN( 16)= -2.57500478E-08 WIDTH 0.951004301 PREPRO: MEAN( 17)= -1.4393115E-08 WIDTH 0.844586142 PREPRO: MEAN( 18)= 7.86139442E-09 WIDTH 0.683410929 PREPRO: MEAN( 19)= 6.19284128E-08 WIDTH 0.572947231 PREPRO: MEAN( 20)= -1.12711985E-08 WIDTH 0.534452929 PREPRO: MEAN( 21)= 4.75597604E-09 WIDTH 0.500977289 PREPRO: MEAN( 22)= 4.14525674E-10 WIDTH 0.450677427 PREPRO: MEAN( 23)= -5.02675536E-08 WIDTH 0.415475101 PREPRO: MEAN( 24)= 1.09717834E-08 WIDTH 0.382767463 PREPRO: MEAN( 25)= -6.95131334E-09 WIDTH 0.328837151 PREPRO: MEAN( 26)= -2.51293721E-08 WIDTH 0.311782814 PREPRO: MEAN( 27)= 1.95147949E-08 WIDTH 0.249434737 PREPRO: MEAN( 28)= 1.63308697E-08 WIDTH 0.241344862 PREPRO: MEAN( 29)= -1.35321384E-08 WIDTH 0.182560289 PREPRO: MEAN( 30)= -1.39454007E-08 WIDTH 0.124734008 PREPRO: MEAN( 31)= -5.48068696E-09 WIDTH 0.0895315857 PREPRO: MEAN( 32)= -1.5750299E-08 WIDTH 0.0775242964 PREPRO: MEAN( 33)= 9.94982725E-09 WIDTH 0.0420491789 PREPRO: MEAN( 34)= -4.15981244E-09 WIDTH 0.0351044777 PREPRO: MEAN( 35)= -1.15261635E-08 WIDTH 0.0130784375 ------------------------------------- Teacher: actual network topology: Nodes(1) = 35 Nodes(2) = 37 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 24 --> 64.2822876 sigma out 37 active outputs RANK 2 NODE 34 --> 57.5716705 sigma out 37 active outputs RANK 3 NODE 4 --> 56.8540688 sigma out 37 active outputs RANK 4 NODE 19 --> 56.2698822 sigma out 37 active outputs RANK 5 NODE 8 --> 55.771431 sigma out 37 active outputs RANK 6 NODE 5 --> 53.6406326 sigma out 37 active outputs RANK 7 NODE 15 --> 53.1302567 sigma out 37 active outputs RANK 8 NODE 20 --> 52.5040207 sigma out 37 active outputs RANK 9 NODE 16 --> 51.5837708 sigma out 37 active outputs RANK 10 NODE 7 --> 51.4901581 sigma out 37 active outputs RANK 11 NODE 9 --> 51.1879921 sigma out 37 active outputs RANK 12 NODE 33 --> 49.8857231 sigma out 37 active outputs RANK 13 NODE 27 --> 48.559761 sigma out 37 active outputs RANK 14 NODE 17 --> 47.9283676 sigma out 37 active outputs RANK 15 NODE 11 --> 47.5520782 sigma out 37 active outputs RANK 16 NODE 23 --> 47.3236389 sigma out 37 active outputs RANK 17 NODE 12 --> 47.1340942 sigma out 37 active outputs RANK 18 NODE 6 --> 46.7975883 sigma out 37 active outputs RANK 19 NODE 31 --> 46.6494598 sigma out 37 active outputs RANK 20 NODE 28 --> 45.8356133 sigma out 37 active outputs RANK 21 NODE 25 --> 45.4088554 sigma out 37 active outputs RANK 22 NODE 13 --> 45.2639694 sigma out 37 active outputs RANK 23 NODE 18 --> 45.1427345 sigma out 37 active outputs RANK 24 NODE 32 --> 44.9807396 sigma out 37 active outputs RANK 25 NODE 10 --> 44.7933578 sigma out 37 active outputs RANK 26 NODE 14 --> 44.4151421 sigma out 37 active outputs RANK 27 NODE 2 --> 43.3555298 sigma out 37 active outputs RANK 28 NODE 30 --> 43.0883904 sigma out 37 active outputs RANK 29 NODE 3 --> 42.2709999 sigma out 37 active outputs RANK 30 NODE 21 --> 40.661602 sigma out 37 active outputs RANK 31 NODE 22 --> 38.9363289 sigma out 37 active outputs RANK 32 NODE 29 --> 38.7615662 sigma out 37 active outputs RANK 33 NODE 35 --> 38.2130432 sigma out 37 active outputs RANK 34 NODE 26 --> 35.0294342 sigma out 37 active outputs RANK 35 NODE 1 --> 9.01563549 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 7 --> 52.1779175 sigma in 35act. ( 8.63881779 sig out 1act.) RANK 2 NODE 25 --> 52.1377716 sigma in 35act. ( 10.6381149 sig out 1act.) RANK 3 NODE 33 --> 51.8599777 sigma in 35act. ( 0.368319601 sig out 1act.) RANK 4 NODE 17 --> 51.6164055 sigma in 35act. ( 16.0641861 sig out 1act.) RANK 5 NODE 20 --> 51.3311653 sigma in 35act. ( 4.73731327 sig out 1act.) RANK 6 NODE 19 --> 51.2686043 sigma in 35act. ( 14.7363071 sig out 1act.) RANK 7 NODE 18 --> 49.7617874 sigma in 35act. ( 7.39426708 sig out 1act.) RANK 8 NODE 23 --> 49.6909103 sigma in 35act. ( 30.0684128 sig out 1act.) RANK 9 NODE 26 --> 48.7482452 sigma in 35act. ( 5.68941975 sig out 1act.) RANK 10 NODE 30 --> 48.6755333 sigma in 35act. ( 13.2094994 sig out 1act.) RANK 11 NODE 10 --> 48.3596535 sigma in 35act. ( 3.38706064 sig out 1act.) RANK 12 NODE 2 --> 48.2305527 sigma in 35act. ( 4.08908367 sig out 1act.) RANK 13 NODE 21 --> 47.7792778 sigma in 35act. ( 17.6968479 sig out 1act.) RANK 14 NODE 4 --> 47.6759033 sigma in 35act. ( 24.3282833 sig out 1act.) RANK 15 NODE 8 --> 47.5367889 sigma in 35act. ( 7.49167252 sig out 1act.) RANK 16 NODE 16 --> 46.722065 sigma in 35act. ( 3.35251451 sig out 1act.) RANK 17 NODE 11 --> 45.8674812 sigma in 35act. ( 15.7341557 sig out 1act.) RANK 18 NODE 32 --> 45.8017807 sigma in 35act. ( 18.9518547 sig out 1act.) RANK 19 NODE 27 --> 45.3168411 sigma in 35act. ( 8.02797413 sig out 1act.) RANK 20 NODE 31 --> 45.2506104 sigma in 35act. ( 15.3473625 sig out 1act.) RANK 21 NODE 12 --> 45.1399498 sigma in 35act. ( 29.543848 sig out 1act.) RANK 22 NODE 22 --> 44.8113823 sigma in 35act. ( 0.781136751 sig out 1act.) RANK 23 NODE 9 --> 44.7750854 sigma in 35act. ( 4.09548473 sig out 1act.) RANK 24 NODE 24 --> 44.5701752 sigma in 35act. ( 8.94883251 sig out 1act.) RANK 25 NODE 3 --> 44.2238884 sigma in 35act. ( 3.71244335 sig out 1act.) RANK 26 NODE 15 --> 44.1057053 sigma in 35act. ( 12.4516907 sig out 1act.) RANK 27 NODE 6 --> 43.9439125 sigma in 35act. ( 26.5450134 sig out 1act.) RANK 28 NODE 14 --> 43.4254189 sigma in 35act. ( 1.11865819 sig out 1act.) RANK 29 NODE 28 --> 43.0946426 sigma in 35act. ( 1.48816991 sig out 1act.) RANK 30 NODE 34 --> 42.639164 sigma in 35act. ( 4.23612118 sig out 1act.) RANK 31 NODE 35 --> 42.4476509 sigma in 35act. ( 26.5601196 sig out 1act.) RANK 32 NODE 5 --> 41.969265 sigma in 35act. ( 21.4759769 sig out 1act.) RANK 33 NODE 13 --> 41.9017601 sigma in 35act. ( 11.8793001 sig out 1act.) RANK 34 NODE 36 --> 41.2315483 sigma in 35act. ( 13.3442526 sig out 1act.) RANK 35 NODE 37 --> 40.2812309 sigma in 35act. ( 12.1239882 sig out 1act.) RANK 36 NODE 1 --> 38.8634148 sigma in 35act. ( 8.41692924 sig out 1act.) RANK 37 NODE 29 --> 38.6709595 sigma in 35act. ( 18.0497284 sig out 1act.) sorted by output significance RANK 1 NODE 23 --> 30.0684128 sigma out 1act.( 49.6909103 sig in 35act.) RANK 2 NODE 12 --> 29.543848 sigma out 1act.( 45.1399498 sig in 35act.) RANK 3 NODE 35 --> 26.5601196 sigma out 1act.( 42.4476509 sig in 35act.) RANK 4 NODE 6 --> 26.5450134 sigma out 1act.( 43.9439125 sig in 35act.) RANK 5 NODE 4 --> 24.3282833 sigma out 1act.( 47.6759033 sig in 35act.) RANK 6 NODE 5 --> 21.4759769 sigma out 1act.( 41.969265 sig in 35act.) RANK 7 NODE 32 --> 18.9518547 sigma out 1act.( 45.8017807 sig in 35act.) RANK 8 NODE 29 --> 18.0497284 sigma out 1act.( 38.6709595 sig in 35act.) RANK 9 NODE 21 --> 17.6968479 sigma out 1act.( 47.7792778 sig in 35act.) RANK 10 NODE 17 --> 16.0641861 sigma out 1act.( 51.6164055 sig in 35act.) RANK 11 NODE 11 --> 15.7341557 sigma out 1act.( 45.8674812 sig in 35act.) RANK 12 NODE 31 --> 15.3473625 sigma out 1act.( 45.2506104 sig in 35act.) RANK 13 NODE 19 --> 14.7363071 sigma out 1act.( 51.2686043 sig in 35act.) RANK 14 NODE 36 --> 13.3442526 sigma out 1act.( 41.2315483 sig in 35act.) RANK 15 NODE 30 --> 13.2094994 sigma out 1act.( 48.6755333 sig in 35act.) RANK 16 NODE 15 --> 12.4516907 sigma out 1act.( 44.1057053 sig in 35act.) RANK 17 NODE 37 --> 12.1239882 sigma out 1act.( 40.2812309 sig in 35act.) RANK 18 NODE 13 --> 11.8793001 sigma out 1act.( 41.9017601 sig in 35act.) RANK 19 NODE 25 --> 10.6381149 sigma out 1act.( 52.1377716 sig in 35act.) RANK 20 NODE 24 --> 8.94883251 sigma out 1act.( 44.5701752 sig in 35act.) RANK 21 NODE 7 --> 8.63881779 sigma out 1act.( 52.1779175 sig in 35act.) RANK 22 NODE 1 --> 8.41692924 sigma out 1act.( 38.8634148 sig in 35act.) RANK 23 NODE 27 --> 8.02797413 sigma out 1act.( 45.3168411 sig in 35act.) RANK 24 NODE 8 --> 7.49167252 sigma out 1act.( 47.5367889 sig in 35act.) RANK 25 NODE 18 --> 7.39426708 sigma out 1act.( 49.7617874 sig in 35act.) RANK 26 NODE 26 --> 5.68941975 sigma out 1act.( 48.7482452 sig in 35act.) RANK 27 NODE 20 --> 4.73731327 sigma out 1act.( 51.3311653 sig in 35act.) RANK 28 NODE 34 --> 4.23612118 sigma out 1act.( 42.639164 sig in 35act.) RANK 29 NODE 9 --> 4.09548473 sigma out 1act.( 44.7750854 sig in 35act.) RANK 30 NODE 2 --> 4.08908367 sigma out 1act.( 48.2305527 sig in 35act.) RANK 31 NODE 3 --> 3.71244335 sigma out 1act.( 44.2238884 sig in 35act.) RANK 32 NODE 10 --> 3.38706064 sigma out 1act.( 48.3596535 sig in 35act.) RANK 33 NODE 16 --> 3.35251451 sigma out 1act.( 46.722065 sig in 35act.) RANK 34 NODE 28 --> 1.48816991 sigma out 1act.( 43.0946426 sig in 35act.) RANK 35 NODE 14 --> 1.11865819 sigma out 1act.( 43.4254189 sig in 35act.) RANK 36 NODE 22 --> 0.781136751 sigma out 1act.( 44.8113823 sig in 35act.) RANK 37 NODE 33 --> 0.368319601 sigma out 1act.( 51.8599777 sig in 35act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 87.482666 sigma in 37 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 27.1547737 sigma out 37 active outputs RANK 2 NODE 4 --> 22.4629803 sigma out 37 active outputs RANK 3 NODE 5 --> 20.2242775 sigma out 37 active outputs RANK 4 NODE 2 --> 19.619812 sigma out 37 active outputs RANK 5 NODE 6 --> 17.7347698 sigma out 37 active outputs RANK 6 NODE 7 --> 15.3832464 sigma out 37 active outputs RANK 7 NODE 8 --> 14.0111103 sigma out 37 active outputs RANK 8 NODE 3 --> 13.8671179 sigma out 37 active outputs RANK 9 NODE 9 --> 13.5604391 sigma out 37 active outputs RANK 10 NODE 10 --> 12.432065 sigma out 37 active outputs RANK 11 NODE 17 --> 11.9582405 sigma out 37 active outputs RANK 12 NODE 12 --> 11.5784845 sigma out 37 active outputs RANK 13 NODE 13 --> 11.1301394 sigma out 37 active outputs RANK 14 NODE 11 --> 10.9348392 sigma out 37 active outputs RANK 15 NODE 24 --> 9.68012142 sigma out 37 active outputs RANK 16 NODE 19 --> 8.92037201 sigma out 37 active outputs RANK 17 NODE 16 --> 7.6680789 sigma out 37 active outputs RANK 18 NODE 18 --> 7.53898668 sigma out 37 active outputs RANK 19 NODE 25 --> 7.30113173 sigma out 37 active outputs RANK 20 NODE 23 --> 6.81623745 sigma out 37 active outputs RANK 21 NODE 20 --> 6.81524992 sigma out 37 active outputs RANK 22 NODE 27 --> 6.65438938 sigma out 37 active outputs RANK 23 NODE 22 --> 6.24580622 sigma out 37 active outputs RANK 24 NODE 15 --> 5.78223705 sigma out 37 active outputs RANK 25 NODE 21 --> 5.31958532 sigma out 37 active outputs RANK 26 NODE 28 --> 4.76966953 sigma out 37 active outputs RANK 27 NODE 14 --> 4.25519562 sigma out 37 active outputs RANK 28 NODE 26 --> 4.20545244 sigma out 37 active outputs RANK 29 NODE 29 --> 4.04145288 sigma out 37 active outputs RANK 30 NODE 32 --> 3.55311489 sigma out 37 active outputs RANK 31 NODE 30 --> 3.53807187 sigma out 37 active outputs RANK 32 NODE 31 --> 3.21891928 sigma out 37 active outputs RANK 33 NODE 33 --> 2.34582615 sigma out 37 active outputs RANK 34 NODE 34 --> 2.20116258 sigma out 37 active outputs RANK 35 NODE 35 --> 0.851548553 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 23 --> 23.0502205 sigma in 35act. ( 22.4011135 sig out 1act.) RANK 2 NODE 12 --> 21.8456345 sigma in 35act. ( 19.9548016 sig out 1act.) RANK 3 NODE 35 --> 18.1560993 sigma in 35act. ( 17.6684647 sig out 1act.) RANK 4 NODE 6 --> 17.9677181 sigma in 35act. ( 16.5068207 sig out 1act.) RANK 5 NODE 4 --> 17.2965946 sigma in 35act. ( 17.0334702 sig out 1act.) RANK 6 NODE 5 --> 15.5627556 sigma in 35act. ( 15.2286434 sig out 1act.) RANK 7 NODE 32 --> 14.4645491 sigma in 35act. ( 13.3488102 sig out 1act.) RANK 8 NODE 21 --> 13.375514 sigma in 35act. ( 12.5403929 sig out 1act.) RANK 9 NODE 11 --> 12.3511047 sigma in 35act. ( 11.2364111 sig out 1act.) RANK 10 NODE 17 --> 12.3000603 sigma in 35act. ( 12.1552019 sig out 1act.) RANK 11 NODE 19 --> 11.6360674 sigma in 35act. ( 10.7919407 sig out 1act.) RANK 12 NODE 29 --> 11.5905628 sigma in 35act. ( 11.7464123 sig out 1act.) RANK 13 NODE 31 --> 11.3830547 sigma in 35act. ( 11.0866518 sig out 1act.) RANK 14 NODE 30 --> 10.4218016 sigma in 35act. ( 9.6449604 sig out 1act.) RANK 15 NODE 36 --> 10.0584955 sigma in 35act. ( 9.54227352 sig out 1act.) RANK 16 NODE 15 --> 9.94748116 sigma in 35act. ( 9.22341824 sig out 1act.) RANK 17 NODE 37 --> 9.19005013 sigma in 35act. ( 8.53510189 sig out 1act.) RANK 18 NODE 13 --> 9.14553356 sigma in 35act. ( 8.11591148 sig out 1act.) RANK 19 NODE 16 --> 8.53259754 sigma in 35act. ( 2.50456977 sig out 1act.) RANK 20 NODE 25 --> 8.37243557 sigma in 35act. ( 7.67913675 sig out 1act.) RANK 21 NODE 10 --> 8.10244656 sigma in 35act. ( 2.52291012 sig out 1act.) RANK 22 NODE 7 --> 7.82369852 sigma in 35act. ( 6.28476095 sig out 1act.) RANK 23 NODE 2 --> 7.56216764 sigma in 35act. ( 3.22183299 sig out 1act.) RANK 24 NODE 27 --> 7.40065098 sigma in 35act. ( 5.88851881 sig out 1act.) RANK 25 NODE 18 --> 7.08102417 sigma in 35act. ( 5.30344009 sig out 1act.) RANK 26 NODE 24 --> 6.94091368 sigma in 35act. ( 6.53845787 sig out 1act.) RANK 27 NODE 34 --> 6.41078472 sigma in 35act. ( 2.97899008 sig out 1act.) RANK 28 NODE 8 --> 6.37855625 sigma in 35act. ( 5.04689932 sig out 1act.) RANK 29 NODE 1 --> 6.37529182 sigma in 35act. ( 5.41109657 sig out 1act.) RANK 30 NODE 20 --> 5.69286537 sigma in 35act. ( 3.29732871 sig out 1act.) RANK 31 NODE 26 --> 5.18283653 sigma in 35act. ( 4.22763824 sig out 1act.) RANK 32 NODE 14 --> 5.1598525 sigma in 35act. ( 0.850065947 sig out 1act.) RANK 33 NODE 9 --> 5.06162024 sigma in 35act. ( 3.05008054 sig out 1act.) RANK 34 NODE 3 --> 4.63340092 sigma in 35act. ( 2.62858701 sig out 1act.) RANK 35 NODE 28 --> 4.00897408 sigma in 35act. ( 1.10364389 sig out 1act.) RANK 36 NODE 33 --> 2.80203652 sigma in 35act. ( 0.265140086 sig out 1act.) RANK 37 NODE 22 --> 2.52377343 sigma in 35act. ( 0.53684932 sig out 1act.) sorted by output significance RANK 1 NODE 23 --> 22.4011135 sigma out 1act.( 23.0502205 sig in 35act.) RANK 2 NODE 12 --> 19.9548016 sigma out 1act.( 21.8456345 sig in 35act.) RANK 3 NODE 35 --> 17.6684647 sigma out 1act.( 18.1560993 sig in 35act.) RANK 4 NODE 4 --> 17.0334702 sigma out 1act.( 17.2965946 sig in 35act.) RANK 5 NODE 6 --> 16.5068207 sigma out 1act.( 17.9677181 sig in 35act.) RANK 6 NODE 5 --> 15.2286434 sigma out 1act.( 15.5627556 sig in 35act.) RANK 7 NODE 32 --> 13.3488102 sigma out 1act.( 14.4645491 sig in 35act.) RANK 8 NODE 21 --> 12.5403929 sigma out 1act.( 13.375514 sig in 35act.) RANK 9 NODE 17 --> 12.1552019 sigma out 1act.( 12.3000603 sig in 35act.) RANK 10 NODE 29 --> 11.7464123 sigma out 1act.( 11.5905628 sig in 35act.) RANK 11 NODE 11 --> 11.2364111 sigma out 1act.( 12.3511047 sig in 35act.) RANK 12 NODE 31 --> 11.0866518 sigma out 1act.( 11.3830547 sig in 35act.) RANK 13 NODE 19 --> 10.7919407 sigma out 1act.( 11.6360674 sig in 35act.) RANK 14 NODE 30 --> 9.6449604 sigma out 1act.( 10.4218016 sig in 35act.) RANK 15 NODE 36 --> 9.54227352 sigma out 1act.( 10.0584955 sig in 35act.) RANK 16 NODE 15 --> 9.22341824 sigma out 1act.( 9.94748116 sig in 35act.) RANK 17 NODE 37 --> 8.53510189 sigma out 1act.( 9.19005013 sig in 35act.) RANK 18 NODE 13 --> 8.11591148 sigma out 1act.( 9.14553356 sig in 35act.) RANK 19 NODE 25 --> 7.67913675 sigma out 1act.( 8.37243557 sig in 35act.) RANK 20 NODE 24 --> 6.53845787 sigma out 1act.( 6.94091368 sig in 35act.) RANK 21 NODE 7 --> 6.28476095 sigma out 1act.( 7.82369852 sig in 35act.) RANK 22 NODE 27 --> 5.88851881 sigma out 1act.( 7.40065098 sig in 35act.) RANK 23 NODE 1 --> 5.41109657 sigma out 1act.( 6.37529182 sig in 35act.) RANK 24 NODE 18 --> 5.30344009 sigma out 1act.( 7.08102417 sig in 35act.) RANK 25 NODE 8 --> 5.04689932 sigma out 1act.( 6.37855625 sig in 35act.) RANK 26 NODE 26 --> 4.22763824 sigma out 1act.( 5.18283653 sig in 35act.) RANK 27 NODE 20 --> 3.29732871 sigma out 1act.( 5.69286537 sig in 35act.) RANK 28 NODE 2 --> 3.22183299 sigma out 1act.( 7.56216764 sig in 35act.) RANK 29 NODE 9 --> 3.05008054 sigma out 1act.( 5.06162024 sig in 35act.) RANK 30 NODE 34 --> 2.97899008 sigma out 1act.( 6.41078472 sig in 35act.) RANK 31 NODE 3 --> 2.62858701 sigma out 1act.( 4.63340092 sig in 35act.) RANK 32 NODE 10 --> 2.52291012 sigma out 1act.( 8.10244656 sig in 35act.) RANK 33 NODE 16 --> 2.50456977 sigma out 1act.( 8.53259754 sig in 35act.) RANK 34 NODE 28 --> 1.10364389 sigma out 1act.( 4.00897408 sig in 35act.) RANK 35 NODE 14 --> 0.850065947 sigma out 1act.( 5.1598525 sig in 35act.) RANK 36 NODE 22 --> 0.53684932 sigma out 1act.( 2.52377343 sig in 35act.) RANK 37 NODE 33 --> 0.265140086 sigma out 1act.( 2.80203652 sig in 35act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 61.1498833 sigma in 37 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.0935107246 *** contribution from regularisation: 0.00741795171 *** contribution from error: -0.100928679 *** contribution from DIAG: 0.00216514245 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.155821443 *** contribution from regularisation: 0.0293264259 *** contribution from error: -0.185147867 *** contribution from DIAG: 0.000778595859 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.259483367 *** contribution from regularisation: 0.0119620869 *** contribution from error: -0.271445453 *** contribution from DIAG: 0.00140132452 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.307669193 *** contribution from regularisation: 0.0197188724 *** contribution from error: -0.327388078 *** contribution from DIAG: 0.00128798571 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.361078143 *** contribution from regularisation: 0.0146977175 *** contribution from error: -0.375775874 *** contribution from DIAG: 0.00128831854 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.396673501 *** contribution from regularisation: 0.0168307181 *** contribution from error: -0.413504213 *** contribution from DIAG: 0.00138596992 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.428175569 *** contribution from regularisation: 0.0152368564 *** contribution from error: -0.443412423 *** contribution from DIAG: 0.00155443302 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.446622372 *** contribution from regularisation: 0.0162225254 *** contribution from error: -0.462844908 *** contribution from DIAG: 0.00170922501 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.459726095 *** contribution from regularisation: 0.0154613322 *** contribution from error: -0.475187421 *** contribution from DIAG: 0.00187947962 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 39.4371567 sigma out 37 active outputs RANK 2 NODE 4 --> 28.4495525 sigma out 37 active outputs RANK 3 NODE 5 --> 16.4664841 sigma out 37 active outputs RANK 4 NODE 2 --> 16.4470177 sigma out 37 active outputs RANK 5 NODE 6 --> 15.7944784 sigma out 37 active outputs RANK 6 NODE 7 --> 13.8011284 sigma out 37 active outputs RANK 7 NODE 13 --> 13.4230633 sigma out 37 active outputs RANK 8 NODE 9 --> 13.0528774 sigma out 37 active outputs RANK 9 NODE 8 --> 12.5898857 sigma out 37 active outputs RANK 10 NODE 3 --> 12.3035316 sigma out 37 active outputs RANK 11 NODE 10 --> 11.5856962 sigma out 37 active outputs RANK 12 NODE 12 --> 11.5536327 sigma out 37 active outputs RANK 13 NODE 11 --> 11.3760185 sigma out 37 active outputs RANK 14 NODE 16 --> 10.8637686 sigma out 37 active outputs RANK 15 NODE 17 --> 10.7944546 sigma out 37 active outputs RANK 16 NODE 24 --> 10.2821312 sigma out 37 active outputs RANK 17 NODE 23 --> 9.72136116 sigma out 37 active outputs RANK 18 NODE 19 --> 9.54233837 sigma out 37 active outputs RANK 19 NODE 15 --> 9.04441738 sigma out 37 active outputs RANK 20 NODE 20 --> 8.89839268 sigma out 37 active outputs RANK 21 NODE 14 --> 8.13290596 sigma out 37 active outputs RANK 22 NODE 18 --> 8.12589073 sigma out 37 active outputs RANK 23 NODE 27 --> 7.88964987 sigma out 37 active outputs RANK 24 NODE 22 --> 7.8892436 sigma out 37 active outputs RANK 25 NODE 25 --> 7.74205589 sigma out 37 active outputs RANK 26 NODE 21 --> 7.72923803 sigma out 37 active outputs RANK 27 NODE 28 --> 6.85124588 sigma out 37 active outputs RANK 28 NODE 26 --> 6.38520956 sigma out 37 active outputs RANK 29 NODE 33 --> 6.05081606 sigma out 37 active outputs RANK 30 NODE 29 --> 5.72079515 sigma out 37 active outputs RANK 31 NODE 30 --> 5.55485725 sigma out 37 active outputs RANK 32 NODE 31 --> 5.51184273 sigma out 37 active outputs RANK 33 NODE 32 --> 5.36515331 sigma out 37 active outputs RANK 34 NODE 34 --> 5.0152564 sigma out 37 active outputs RANK 35 NODE 35 --> 3.17841744 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 20.8640709 sigma in 35act. ( 14.2870646 sig out 1act.) RANK 2 NODE 23 --> 18.7488079 sigma in 35act. ( 13.2717381 sig out 1act.) RANK 3 NODE 35 --> 18.480442 sigma in 35act. ( 14.4703722 sig out 1act.) RANK 4 NODE 6 --> 18.3136997 sigma in 35act. ( 13.8048 sig out 1act.) RANK 5 NODE 11 --> 16.1196461 sigma in 35act. ( 9.6346674 sig out 1act.) RANK 6 NODE 32 --> 15.737421 sigma in 35act. ( 11.1374903 sig out 1act.) RANK 7 NODE 5 --> 15.3426857 sigma in 35act. ( 11.4336081 sig out 1act.) RANK 8 NODE 21 --> 14.6252184 sigma in 35act. ( 9.61303139 sig out 1act.) RANK 9 NODE 4 --> 14.5106611 sigma in 35act. ( 12.2604198 sig out 1act.) RANK 10 NODE 31 --> 14.2135496 sigma in 35act. ( 8.70836067 sig out 1act.) RANK 11 NODE 17 --> 13.8208418 sigma in 35act. ( 9.08793163 sig out 1act.) RANK 12 NODE 19 --> 13.7034225 sigma in 35act. ( 8.59575653 sig out 1act.) RANK 13 NODE 1 --> 13.4677086 sigma in 35act. ( 8.10674667 sig out 1act.) RANK 14 NODE 13 --> 13.3938589 sigma in 35act. ( 7.9446497 sig out 1act.) RANK 15 NODE 29 --> 12.6028051 sigma in 35act. ( 9.976717 sig out 1act.) RANK 16 NODE 7 --> 12.1832647 sigma in 35act. ( 6.72958803 sig out 1act.) RANK 17 NODE 37 --> 12.1643057 sigma in 35act. ( 8.56062126 sig out 1act.) RANK 18 NODE 36 --> 11.7155352 sigma in 35act. ( 9.46659184 sig out 1act.) RANK 19 NODE 10 --> 11.4445114 sigma in 35act. ( 5.38903141 sig out 1act.) RANK 20 NODE 30 --> 11.3730536 sigma in 35act. ( 9.19175529 sig out 1act.) RANK 21 NODE 16 --> 11.3560696 sigma in 35act. ( 5.81749916 sig out 1act.) RANK 22 NODE 27 --> 10.8880844 sigma in 35act. ( 6.04593801 sig out 1act.) RANK 23 NODE 25 --> 10.3454466 sigma in 35act. ( 7.14080667 sig out 1act.) RANK 24 NODE 8 --> 10.1984158 sigma in 35act. ( 6.97321177 sig out 1act.) RANK 25 NODE 15 --> 9.93588638 sigma in 35act. ( 8.94931316 sig out 1act.) RANK 26 NODE 18 --> 9.85879707 sigma in 35act. ( 6.28987455 sig out 1act.) RANK 27 NODE 2 --> 9.07677841 sigma in 35act. ( 4.51700735 sig out 1act.) RANK 28 NODE 34 --> 8.99918938 sigma in 35act. ( 5.01729727 sig out 1act.) RANK 29 NODE 20 --> 8.48968506 sigma in 35act. ( 5.43379307 sig out 1act.) RANK 30 NODE 24 --> 8.1719799 sigma in 35act. ( 6.74217796 sig out 1act.) RANK 31 NODE 26 --> 7.87818861 sigma in 35act. ( 3.96405363 sig out 1act.) RANK 32 NODE 9 --> 7.82082081 sigma in 35act. ( 3.87052226 sig out 1act.) RANK 33 NODE 3 --> 7.55062103 sigma in 35act. ( 3.64627314 sig out 1act.) RANK 34 NODE 33 --> 7.39305401 sigma in 35act. ( 0.130897865 sig out 1act.) RANK 35 NODE 14 --> 7.06136131 sigma in 35act. ( 2.31984425 sig out 1act.) RANK 36 NODE 28 --> 6.48768282 sigma in 35act. ( 2.19005418 sig out 1act.) RANK 37 NODE 22 --> 6.34278822 sigma in 35act. ( 0.458910912 sig out 1act.) sorted by output significance RANK 1 NODE 35 --> 14.4703722 sigma out 1act.( 18.480442 sig in 35act.) RANK 2 NODE 12 --> 14.2870646 sigma out 1act.( 20.8640709 sig in 35act.) RANK 3 NODE 6 --> 13.8048 sigma out 1act.( 18.3136997 sig in 35act.) RANK 4 NODE 23 --> 13.2717381 sigma out 1act.( 18.7488079 sig in 35act.) RANK 5 NODE 4 --> 12.2604198 sigma out 1act.( 14.5106611 sig in 35act.) RANK 6 NODE 5 --> 11.4336081 sigma out 1act.( 15.3426857 sig in 35act.) RANK 7 NODE 32 --> 11.1374903 sigma out 1act.( 15.737421 sig in 35act.) RANK 8 NODE 29 --> 9.976717 sigma out 1act.( 12.6028051 sig in 35act.) RANK 9 NODE 11 --> 9.6346674 sigma out 1act.( 16.1196461 sig in 35act.) RANK 10 NODE 21 --> 9.61303139 sigma out 1act.( 14.6252184 sig in 35act.) RANK 11 NODE 36 --> 9.46659184 sigma out 1act.( 11.7155352 sig in 35act.) RANK 12 NODE 30 --> 9.19175529 sigma out 1act.( 11.3730536 sig in 35act.) RANK 13 NODE 17 --> 9.08793163 sigma out 1act.( 13.8208418 sig in 35act.) RANK 14 NODE 15 --> 8.94931316 sigma out 1act.( 9.93588638 sig in 35act.) RANK 15 NODE 31 --> 8.70836067 sigma out 1act.( 14.2135496 sig in 35act.) RANK 16 NODE 19 --> 8.59575653 sigma out 1act.( 13.7034225 sig in 35act.) RANK 17 NODE 37 --> 8.56062126 sigma out 1act.( 12.1643057 sig in 35act.) RANK 18 NODE 1 --> 8.10674667 sigma out 1act.( 13.4677086 sig in 35act.) RANK 19 NODE 13 --> 7.9446497 sigma out 1act.( 13.3938589 sig in 35act.) RANK 20 NODE 25 --> 7.14080667 sigma out 1act.( 10.3454466 sig in 35act.) RANK 21 NODE 8 --> 6.97321177 sigma out 1act.( 10.1984158 sig in 35act.) RANK 22 NODE 24 --> 6.74217796 sigma out 1act.( 8.1719799 sig in 35act.) RANK 23 NODE 7 --> 6.72958803 sigma out 1act.( 12.1832647 sig in 35act.) RANK 24 NODE 18 --> 6.28987455 sigma out 1act.( 9.85879707 sig in 35act.) RANK 25 NODE 27 --> 6.04593801 sigma out 1act.( 10.8880844 sig in 35act.) RANK 26 NODE 16 --> 5.81749916 sigma out 1act.( 11.3560696 sig in 35act.) RANK 27 NODE 20 --> 5.43379307 sigma out 1act.( 8.48968506 sig in 35act.) RANK 28 NODE 10 --> 5.38903141 sigma out 1act.( 11.4445114 sig in 35act.) RANK 29 NODE 34 --> 5.01729727 sigma out 1act.( 8.99918938 sig in 35act.) RANK 30 NODE 2 --> 4.51700735 sigma out 1act.( 9.07677841 sig in 35act.) RANK 31 NODE 26 --> 3.96405363 sigma out 1act.( 7.87818861 sig in 35act.) RANK 32 NODE 9 --> 3.87052226 sigma out 1act.( 7.82082081 sig in 35act.) RANK 33 NODE 3 --> 3.64627314 sigma out 1act.( 7.55062103 sig in 35act.) RANK 34 NODE 14 --> 2.31984425 sigma out 1act.( 7.06136131 sig in 35act.) RANK 35 NODE 28 --> 2.19005418 sigma out 1act.( 6.48768282 sig in 35act.) RANK 36 NODE 22 --> 0.458910912 sigma out 1act.( 6.34278822 sig in 35act.) RANK 37 NODE 33 --> 0.130897865 sigma out 1act.( 7.39305401 sig in 35act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 51.1622314 sigma in 37 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.466705322 *** contribution from regularisation: 0.0162963793 *** contribution from error: -0.483001709 *** contribution from DIAG: 0.00191710272 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.472509235 *** contribution from regularisation: 0.0159732103 *** contribution from error: -0.488482445 *** contribution from DIAG: 0.00216016686 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.476163119 *** contribution from regularisation: 0.0163828339 *** contribution from error: -0.492545962 *** contribution from DIAG: 0.00245804037 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.479176551 *** contribution from regularisation: 0.0162165184 *** contribution from error: -0.495393068 *** contribution from DIAG: 0.00232892251 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.481202304 *** contribution from regularisation: 0.0164427944 *** contribution from error: -0.49764511 *** contribution from DIAG: 0.00246646139 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.482805073 *** contribution from regularisation: 0.016625911 *** contribution from error: -0.499430984 *** contribution from DIAG: 0.00262075337 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.484259903 *** contribution from regularisation: 0.0166861098 *** contribution from error: -0.500945985 *** contribution from DIAG: 0.00254588434 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.48556897 *** contribution from regularisation: 0.0166155491 *** contribution from error: -0.50218451 *** contribution from DIAG: 0.00263552391 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.486400664 *** contribution from regularisation: 0.0168114416 *** contribution from error: -0.503212094 *** contribution from DIAG: 0.00278819026 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.487231672 *** contribution from regularisation: 0.016863402 *** contribution from error: -0.504095078 *** contribution from DIAG: 0.00287093362 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 49.7947121 sigma out 37 active outputs RANK 2 NODE 4 --> 36.470211 sigma out 37 active outputs RANK 3 NODE 5 --> 18.0530834 sigma out 37 active outputs RANK 4 NODE 2 --> 17.7085953 sigma out 37 active outputs RANK 5 NODE 6 --> 17.1455822 sigma out 37 active outputs RANK 6 NODE 7 --> 14.619751 sigma out 37 active outputs RANK 7 NODE 13 --> 14.4779644 sigma out 37 active outputs RANK 8 NODE 8 --> 13.4520445 sigma out 37 active outputs RANK 9 NODE 9 --> 13.2864418 sigma out 37 active outputs RANK 10 NODE 11 --> 12.6017952 sigma out 37 active outputs RANK 11 NODE 10 --> 12.4602137 sigma out 37 active outputs RANK 12 NODE 12 --> 12.3438807 sigma out 37 active outputs RANK 13 NODE 3 --> 12.3112259 sigma out 37 active outputs RANK 14 NODE 16 --> 11.6167288 sigma out 37 active outputs RANK 15 NODE 17 --> 11.2596045 sigma out 37 active outputs RANK 16 NODE 24 --> 10.8775282 sigma out 37 active outputs RANK 17 NODE 23 --> 10.5754776 sigma out 37 active outputs RANK 18 NODE 19 --> 10.1192274 sigma out 37 active outputs RANK 19 NODE 20 --> 9.63043976 sigma out 37 active outputs RANK 20 NODE 15 --> 9.31980801 sigma out 37 active outputs RANK 21 NODE 22 --> 8.69968224 sigma out 37 active outputs RANK 22 NODE 14 --> 8.48040867 sigma out 37 active outputs RANK 23 NODE 25 --> 8.46829128 sigma out 37 active outputs RANK 24 NODE 27 --> 8.29926205 sigma out 37 active outputs RANK 25 NODE 21 --> 8.17287445 sigma out 37 active outputs RANK 26 NODE 18 --> 7.85944223 sigma out 37 active outputs RANK 27 NODE 33 --> 7.77294064 sigma out 37 active outputs RANK 28 NODE 28 --> 7.15675783 sigma out 37 active outputs RANK 29 NODE 26 --> 6.6195364 sigma out 37 active outputs RANK 30 NODE 29 --> 5.87243652 sigma out 37 active outputs RANK 31 NODE 30 --> 5.61792231 sigma out 37 active outputs RANK 32 NODE 31 --> 5.52646017 sigma out 37 active outputs RANK 33 NODE 32 --> 5.45969296 sigma out 37 active outputs RANK 34 NODE 34 --> 4.91926956 sigma out 37 active outputs RANK 35 NODE 35 --> 2.59163952 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 23.7594032 sigma in 35act. ( 15.4273548 sig out 1act.) RANK 2 NODE 35 --> 21.2845402 sigma in 35act. ( 15.599494 sig out 1act.) RANK 3 NODE 23 --> 20.6890583 sigma in 35act. ( 13.5641947 sig out 1act.) RANK 4 NODE 6 --> 20.5381622 sigma in 35act. ( 14.63731 sig out 1act.) RANK 5 NODE 11 --> 20.4500675 sigma in 35act. ( 11.3424692 sig out 1act.) RANK 6 NODE 32 --> 17.8920765 sigma in 35act. ( 12.2080469 sig out 1act.) RANK 7 NODE 1 --> 17.7877903 sigma in 35act. ( 10.0527153 sig out 1act.) RANK 8 NODE 5 --> 17.2720985 sigma in 35act. ( 12.4965544 sig out 1act.) RANK 9 NODE 21 --> 16.9863415 sigma in 35act. ( 10.7756729 sig out 1act.) RANK 10 NODE 13 --> 16.8825474 sigma in 35act. ( 9.33315563 sig out 1act.) RANK 11 NODE 31 --> 16.7516003 sigma in 35act. ( 9.68570137 sig out 1act.) RANK 12 NODE 19 --> 16.0418148 sigma in 35act. ( 9.5967083 sig out 1act.) RANK 13 NODE 4 --> 15.6965418 sigma in 35act. ( 12.3847694 sig out 1act.) RANK 14 NODE 17 --> 15.6348085 sigma in 35act. ( 9.89605713 sig out 1act.) RANK 15 NODE 10 --> 15.2806826 sigma in 35act. ( 7.61440945 sig out 1act.) RANK 16 NODE 7 --> 14.9810219 sigma in 35act. ( 8.09035683 sig out 1act.) RANK 17 NODE 16 --> 14.8021517 sigma in 35act. ( 7.75541782 sig out 1act.) RANK 18 NODE 37 --> 14.4085217 sigma in 35act. ( 9.71623516 sig out 1act.) RANK 19 NODE 29 --> 14.2018118 sigma in 35act. ( 10.4288464 sig out 1act.) RANK 20 NODE 36 --> 13.6032505 sigma in 35act. ( 10.139307 sig out 1act.) RANK 21 NODE 27 --> 13.1806927 sigma in 35act. ( 7.47253275 sig out 1act.) RANK 22 NODE 30 --> 12.5293007 sigma in 35act. ( 9.51785183 sig out 1act.) RANK 23 NODE 8 --> 11.7405491 sigma in 35act. ( 7.7730751 sig out 1act.) RANK 24 NODE 25 --> 11.1693058 sigma in 35act. ( 7.71993399 sig out 1act.) RANK 25 NODE 18 --> 10.6787748 sigma in 35act. ( 7.01490307 sig out 1act.) RANK 26 NODE 34 --> 10.5248976 sigma in 35act. ( 6.01744795 sig out 1act.) RANK 27 NODE 15 --> 10.3088188 sigma in 35act. ( 9.07872009 sig out 1act.) RANK 28 NODE 2 --> 9.8750639 sigma in 35act. ( 5.22414446 sig out 1act.) RANK 29 NODE 20 --> 9.2635088 sigma in 35act. ( 6.10414886 sig out 1act.) RANK 30 NODE 24 --> 8.22524071 sigma in 35act. ( 7.12013626 sig out 1act.) RANK 31 NODE 9 --> 7.93715048 sigma in 35act. ( 4.21790218 sig out 1act.) RANK 32 NODE 26 --> 7.91538954 sigma in 35act. ( 4.27275467 sig out 1act.) RANK 33 NODE 3 --> 7.73781538 sigma in 35act. ( 4.00802708 sig out 1act.) RANK 34 NODE 14 --> 7.30396509 sigma in 35act. ( 2.8791225 sig out 1act.) RANK 35 NODE 33 --> 7.28592443 sigma in 35act. ( 0.142751411 sig out 1act.) RANK 36 NODE 28 --> 6.63685417 sigma in 35act. ( 2.65287805 sig out 1act.) RANK 37 NODE 22 --> 6.3059845 sigma in 35act. ( 0.453191251 sig out 1act.) sorted by output significance RANK 1 NODE 35 --> 15.599494 sigma out 1act.( 21.2845402 sig in 35act.) RANK 2 NODE 12 --> 15.4273548 sigma out 1act.( 23.7594032 sig in 35act.) RANK 3 NODE 6 --> 14.63731 sigma out 1act.( 20.5381622 sig in 35act.) RANK 4 NODE 23 --> 13.5641947 sigma out 1act.( 20.6890583 sig in 35act.) RANK 5 NODE 5 --> 12.4965544 sigma out 1act.( 17.2720985 sig in 35act.) RANK 6 NODE 4 --> 12.3847694 sigma out 1act.( 15.6965418 sig in 35act.) RANK 7 NODE 32 --> 12.2080469 sigma out 1act.( 17.8920765 sig in 35act.) RANK 8 NODE 11 --> 11.3424692 sigma out 1act.( 20.4500675 sig in 35act.) RANK 9 NODE 21 --> 10.7756729 sigma out 1act.( 16.9863415 sig in 35act.) RANK 10 NODE 29 --> 10.4288464 sigma out 1act.( 14.2018118 sig in 35act.) RANK 11 NODE 36 --> 10.139307 sigma out 1act.( 13.6032505 sig in 35act.) RANK 12 NODE 1 --> 10.0527153 sigma out 1act.( 17.7877903 sig in 35act.) RANK 13 NODE 17 --> 9.89605713 sigma out 1act.( 15.6348085 sig in 35act.) RANK 14 NODE 37 --> 9.71623516 sigma out 1act.( 14.4085217 sig in 35act.) RANK 15 NODE 31 --> 9.68570137 sigma out 1act.( 16.7516003 sig in 35act.) RANK 16 NODE 19 --> 9.5967083 sigma out 1act.( 16.0418148 sig in 35act.) RANK 17 NODE 30 --> 9.51785183 sigma out 1act.( 12.5293007 sig in 35act.) RANK 18 NODE 13 --> 9.33315563 sigma out 1act.( 16.8825474 sig in 35act.) RANK 19 NODE 15 --> 9.07872009 sigma out 1act.( 10.3088188 sig in 35act.) RANK 20 NODE 7 --> 8.09035683 sigma out 1act.( 14.9810219 sig in 35act.) RANK 21 NODE 8 --> 7.7730751 sigma out 1act.( 11.7405491 sig in 35act.) RANK 22 NODE 16 --> 7.75541782 sigma out 1act.( 14.8021517 sig in 35act.) RANK 23 NODE 25 --> 7.71993399 sigma out 1act.( 11.1693058 sig in 35act.) RANK 24 NODE 10 --> 7.61440945 sigma out 1act.( 15.2806826 sig in 35act.) RANK 25 NODE 27 --> 7.47253275 sigma out 1act.( 13.1806927 sig in 35act.) RANK 26 NODE 24 --> 7.12013626 sigma out 1act.( 8.22524071 sig in 35act.) RANK 27 NODE 18 --> 7.01490307 sigma out 1act.( 10.6787748 sig in 35act.) RANK 28 NODE 20 --> 6.10414886 sigma out 1act.( 9.2635088 sig in 35act.) RANK 29 NODE 34 --> 6.01744795 sigma out 1act.( 10.5248976 sig in 35act.) RANK 30 NODE 2 --> 5.22414446 sigma out 1act.( 9.8750639 sig in 35act.) RANK 31 NODE 26 --> 4.27275467 sigma out 1act.( 7.91538954 sig in 35act.) RANK 32 NODE 9 --> 4.21790218 sigma out 1act.( 7.93715048 sig in 35act.) RANK 33 NODE 3 --> 4.00802708 sigma out 1act.( 7.73781538 sig in 35act.) RANK 34 NODE 14 --> 2.8791225 sigma out 1act.( 7.30396509 sig in 35act.) RANK 35 NODE 28 --> 2.65287805 sigma out 1act.( 6.63685417 sig in 35act.) RANK 36 NODE 22 --> 0.453191251 sigma out 1act.( 6.3059845 sig in 35act.) RANK 37 NODE 33 --> 0.142751411 sigma out 1act.( 7.28592443 sig in 35act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 56.2289429 sigma in 37 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.48806414 *** contribution from regularisation: 0.0167860761 *** contribution from error: -0.504850209 *** contribution from DIAG: 0.00274709915 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.488233894 *** contribution from regularisation: 0.0172158964 *** contribution from error: -0.505449772 *** contribution from DIAG: 0.00298435916 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.489093661 *** contribution from regularisation: 0.0168651026 *** contribution from error: -0.505958736 *** contribution from DIAG: 0.00304020592 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.489128858 *** contribution from regularisation: 0.0171856768 *** contribution from error: -0.506314516 *** contribution from DIAG: 0.00317370286 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.489411771 *** contribution from regularisation: 0.0171348285 *** contribution from error: -0.506546617 *** contribution from DIAG: 0.00328198983 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.489522636 *** contribution from regularisation: 0.0172084887 *** contribution from error: -0.506731153 *** contribution from DIAG: 0.00319333421 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.489673257 *** contribution from regularisation: 0.0172152556 *** contribution from error: -0.506888509 *** contribution from DIAG: 0.00325907231 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.489737272 *** contribution from regularisation: 0.0172737595 *** contribution from error: -0.507011056 *** contribution from DIAG: 0.00330055994 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.489800274 *** contribution from regularisation: 0.01732306 *** contribution from error: -0.507123351 *** contribution from DIAG: 0.00335696177 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.489945531 *** contribution from regularisation: 0.0172747262 *** contribution from error: -0.507220268 *** contribution from DIAG: 0.00330177043 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 52.8589935 sigma out 37 active outputs RANK 2 NODE 4 --> 38.7587929 sigma out 37 active outputs RANK 3 NODE 5 --> 18.7694054 sigma out 37 active outputs RANK 4 NODE 2 --> 18.531332 sigma out 37 active outputs RANK 5 NODE 6 --> 17.6762676 sigma out 37 active outputs RANK 6 NODE 13 --> 15.0624876 sigma out 37 active outputs RANK 7 NODE 7 --> 14.6126518 sigma out 37 active outputs RANK 8 NODE 9 --> 14.122427 sigma out 37 active outputs RANK 9 NODE 8 --> 13.6391602 sigma out 37 active outputs RANK 10 NODE 10 --> 13.072607 sigma out 37 active outputs RANK 11 NODE 11 --> 12.9233809 sigma out 37 active outputs RANK 12 NODE 3 --> 12.8972721 sigma out 37 active outputs RANK 13 NODE 12 --> 12.5119677 sigma out 37 active outputs RANK 14 NODE 16 --> 12.0428677 sigma out 37 active outputs RANK 15 NODE 17 --> 11.334465 sigma out 37 active outputs RANK 16 NODE 24 --> 11.2076607 sigma out 37 active outputs RANK 17 NODE 23 --> 10.7645292 sigma out 37 active outputs RANK 18 NODE 19 --> 10.3705807 sigma out 37 active outputs RANK 19 NODE 20 --> 9.81502628 sigma out 37 active outputs RANK 20 NODE 15 --> 9.62952614 sigma out 37 active outputs RANK 21 NODE 22 --> 9.05280876 sigma out 37 active outputs RANK 22 NODE 33 --> 8.99254036 sigma out 37 active outputs RANK 23 NODE 14 --> 8.92946148 sigma out 37 active outputs RANK 24 NODE 25 --> 8.71772099 sigma out 37 active outputs RANK 25 NODE 27 --> 8.41355896 sigma out 37 active outputs RANK 26 NODE 21 --> 8.2396822 sigma out 37 active outputs RANK 27 NODE 18 --> 8.10734177 sigma out 37 active outputs RANK 28 NODE 28 --> 7.11238003 sigma out 37 active outputs RANK 29 NODE 26 --> 6.74584675 sigma out 37 active outputs RANK 30 NODE 29 --> 5.91450357 sigma out 37 active outputs RANK 31 NODE 30 --> 5.73242903 sigma out 37 active outputs RANK 32 NODE 32 --> 5.42259407 sigma out 37 active outputs RANK 33 NODE 31 --> 5.38481951 sigma out 37 active outputs RANK 34 NODE 34 --> 4.90212917 sigma out 37 active outputs RANK 35 NODE 35 --> 2.5382688 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 24.7351742 sigma in 35act. ( 15.7217989 sig out 1act.) RANK 2 NODE 35 --> 22.1069927 sigma in 35act. ( 16.073885 sig out 1act.) RANK 3 NODE 11 --> 21.775526 sigma in 35act. ( 12.0113659 sig out 1act.) RANK 4 NODE 23 --> 21.5249977 sigma in 35act. ( 14.0224476 sig out 1act.) RANK 5 NODE 6 --> 21.3322334 sigma in 35act. ( 15.2486744 sig out 1act.) RANK 6 NODE 1 --> 19.0814209 sigma in 35act. ( 10.855092 sig out 1act.) RANK 7 NODE 32 --> 18.5505924 sigma in 35act. ( 12.5158281 sig out 1act.) RANK 8 NODE 13 --> 18.1145515 sigma in 35act. ( 10.0599871 sig out 1act.) RANK 9 NODE 5 --> 17.9196129 sigma in 35act. ( 12.7187901 sig out 1act.) RANK 10 NODE 21 --> 17.7254696 sigma in 35act. ( 11.0713863 sig out 1act.) RANK 11 NODE 31 --> 17.704916 sigma in 35act. ( 10.2474661 sig out 1act.) RANK 12 NODE 19 --> 16.8066139 sigma in 35act. ( 9.90866947 sig out 1act.) RANK 13 NODE 10 --> 16.5159473 sigma in 35act. ( 8.13393116 sig out 1act.) RANK 14 NODE 17 --> 16.2746258 sigma in 35act. ( 10.3885384 sig out 1act.) RANK 15 NODE 4 --> 16.264286 sigma in 35act. ( 12.5105124 sig out 1act.) RANK 16 NODE 7 --> 16.0366001 sigma in 35act. ( 8.52000141 sig out 1act.) RANK 17 NODE 16 --> 15.9807091 sigma in 35act. ( 8.32199955 sig out 1act.) RANK 18 NODE 37 --> 15.2168341 sigma in 35act. ( 10.0109797 sig out 1act.) RANK 19 NODE 29 --> 14.8371248 sigma in 35act. ( 10.7411318 sig out 1act.) RANK 20 NODE 36 --> 14.3961897 sigma in 35act. ( 10.4796972 sig out 1act.) RANK 21 NODE 27 --> 13.9934216 sigma in 35act. ( 7.87399817 sig out 1act.) RANK 22 NODE 30 --> 12.9094172 sigma in 35act. ( 9.72543716 sig out 1act.) RANK 23 NODE 8 --> 12.2662325 sigma in 35act. ( 8.03768921 sig out 1act.) RANK 24 NODE 25 --> 11.5067463 sigma in 35act. ( 7.79857779 sig out 1act.) RANK 25 NODE 34 --> 11.0997429 sigma in 35act. ( 6.2122407 sig out 1act.) RANK 26 NODE 18 --> 11.0311422 sigma in 35act. ( 7.06321764 sig out 1act.) RANK 27 NODE 15 --> 10.4871101 sigma in 35act. ( 9.07595062 sig out 1act.) RANK 28 NODE 2 --> 10.1913624 sigma in 35act. ( 5.47724581 sig out 1act.) RANK 29 NODE 20 --> 9.55795956 sigma in 35act. ( 6.24315453 sig out 1act.) RANK 30 NODE 24 --> 8.36013603 sigma in 35act. ( 7.0917511 sig out 1act.) RANK 31 NODE 26 --> 7.95399714 sigma in 35act. ( 4.36434984 sig out 1act.) RANK 32 NODE 9 --> 7.92396402 sigma in 35act. ( 4.31326008 sig out 1act.) RANK 33 NODE 3 --> 7.79985332 sigma in 35act. ( 4.11382675 sig out 1act.) RANK 34 NODE 14 --> 7.40155935 sigma in 35act. ( 3.05519223 sig out 1act.) RANK 35 NODE 33 --> 7.25789547 sigma in 35act. ( 0.240168393 sig out 1act.) RANK 36 NODE 28 --> 6.68632221 sigma in 35act. ( 2.78352547 sig out 1act.) RANK 37 NODE 22 --> 6.30620956 sigma in 35act. ( 0.474047065 sig out 1act.) sorted by output significance RANK 1 NODE 35 --> 16.073885 sigma out 1act.( 22.1069927 sig in 35act.) RANK 2 NODE 12 --> 15.7217989 sigma out 1act.( 24.7351742 sig in 35act.) RANK 3 NODE 6 --> 15.2486744 sigma out 1act.( 21.3322334 sig in 35act.) RANK 4 NODE 23 --> 14.0224476 sigma out 1act.( 21.5249977 sig in 35act.) RANK 5 NODE 5 --> 12.7187901 sigma out 1act.( 17.9196129 sig in 35act.) RANK 6 NODE 32 --> 12.5158281 sigma out 1act.( 18.5505924 sig in 35act.) RANK 7 NODE 4 --> 12.5105124 sigma out 1act.( 16.264286 sig in 35act.) RANK 8 NODE 11 --> 12.0113659 sigma out 1act.( 21.775526 sig in 35act.) RANK 9 NODE 21 --> 11.0713863 sigma out 1act.( 17.7254696 sig in 35act.) RANK 10 NODE 1 --> 10.855092 sigma out 1act.( 19.0814209 sig in 35act.) RANK 11 NODE 29 --> 10.7411318 sigma out 1act.( 14.8371248 sig in 35act.) RANK 12 NODE 36 --> 10.4796972 sigma out 1act.( 14.3961897 sig in 35act.) RANK 13 NODE 17 --> 10.3885384 sigma out 1act.( 16.2746258 sig in 35act.) RANK 14 NODE 31 --> 10.2474661 sigma out 1act.( 17.704916 sig in 35act.) RANK 15 NODE 13 --> 10.0599871 sigma out 1act.( 18.1145515 sig in 35act.) RANK 16 NODE 37 --> 10.0109797 sigma out 1act.( 15.2168341 sig in 35act.) RANK 17 NODE 19 --> 9.90866947 sigma out 1act.( 16.8066139 sig in 35act.) RANK 18 NODE 30 --> 9.72543716 sigma out 1act.( 12.9094172 sig in 35act.) RANK 19 NODE 15 --> 9.07595062 sigma out 1act.( 10.4871101 sig in 35act.) RANK 20 NODE 7 --> 8.52000141 sigma out 1act.( 16.0366001 sig in 35act.) RANK 21 NODE 16 --> 8.32199955 sigma out 1act.( 15.9807091 sig in 35act.) RANK 22 NODE 10 --> 8.13393116 sigma out 1act.( 16.5159473 sig in 35act.) RANK 23 NODE 8 --> 8.03768921 sigma out 1act.( 12.2662325 sig in 35act.) RANK 24 NODE 27 --> 7.87399817 sigma out 1act.( 13.9934216 sig in 35act.) RANK 25 NODE 25 --> 7.79857779 sigma out 1act.( 11.5067463 sig in 35act.) RANK 26 NODE 24 --> 7.0917511 sigma out 1act.( 8.36013603 sig in 35act.) RANK 27 NODE 18 --> 7.06321764 sigma out 1act.( 11.0311422 sig in 35act.) RANK 28 NODE 20 --> 6.24315453 sigma out 1act.( 9.55795956 sig in 35act.) RANK 29 NODE 34 --> 6.2122407 sigma out 1act.( 11.0997429 sig in 35act.) RANK 30 NODE 2 --> 5.47724581 sigma out 1act.( 10.1913624 sig in 35act.) RANK 31 NODE 26 --> 4.36434984 sigma out 1act.( 7.95399714 sig in 35act.) RANK 32 NODE 9 --> 4.31326008 sigma out 1act.( 7.92396402 sig in 35act.) RANK 33 NODE 3 --> 4.11382675 sigma out 1act.( 7.79985332 sig in 35act.) RANK 34 NODE 14 --> 3.05519223 sigma out 1act.( 7.40155935 sig in 35act.) RANK 35 NODE 28 --> 2.78352547 sigma out 1act.( 6.68632221 sig in 35act.) RANK 36 NODE 22 --> 0.474047065 sigma out 1act.( 6.30620956 sig in 35act.) RANK 37 NODE 33 --> 0.240168393 sigma out 1act.( 7.25789547 sig in 35act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 58.1731415 sigma in 37 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.490053058 *** contribution from regularisation: 0.0172526781 *** contribution from error: -0.507305741 *** contribution from DIAG: 0.00333518395 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.4898552 *** contribution from regularisation: 0.0175279528 *** contribution from error: -0.507383168 *** contribution from DIAG: 0.0033436385 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.4903844 *** contribution from regularisation: 0.0170638226 *** contribution from error: -0.507448196 *** contribution from DIAG: 0.00330902287 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.490031689 *** contribution from regularisation: 0.0174831431 *** contribution from error: -0.507514834 *** contribution from DIAG: 0.00330119603 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.490410805 *** contribution from regularisation: 0.0171639584 *** contribution from error: -0.507574737 *** contribution from DIAG: 0.00327077834 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.490270942 *** contribution from regularisation: 0.0173599645 *** contribution from error: -0.507630885 *** contribution from DIAG: 0.00326590054 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.490657359 *** contribution from regularisation: 0.0170235913 *** contribution from error: -0.507680953 *** contribution from DIAG: 0.00334334886 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.490280598 *** contribution from regularisation: 0.0174483992 *** contribution from error: -0.507728994 *** contribution from DIAG: 0.00332061574 *********************************************** --------------------------------------------------- Iteration : 38 kill weight from layer 1 knot 31 to knot 23 *********************************************** *** Learn Path 38 *** loss function: -0.490609854 *** contribution from regularisation: 0.0171647146 *** contribution from error: -0.507774591 *** contribution from DIAG: 0.00339241582 *********************************************** --------------------------------------------------- Iteration : 39 kill weight from layer 1 knot 22 to knot 3 *********************************************** *** Learn Path 39 *** loss function: -0.490617305 *** contribution from regularisation: 0.0172034372 *** contribution from error: -0.507820725 *** contribution from DIAG: 0.00341027952 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 53.6182899 sigma out 37 active outputs RANK 2 NODE 4 --> 39.4018593 sigma out 37 active outputs RANK 3 NODE 5 --> 19.1709328 sigma out 37 active outputs RANK 4 NODE 2 --> 18.3816853 sigma out 37 active outputs RANK 5 NODE 6 --> 17.5364933 sigma out 37 active outputs RANK 6 NODE 13 --> 14.8801918 sigma out 37 active outputs RANK 7 NODE 7 --> 14.751132 sigma out 37 active outputs RANK 8 NODE 9 --> 13.5980291 sigma out 37 active outputs RANK 9 NODE 8 --> 13.560214 sigma out 37 active outputs RANK 10 NODE 10 --> 13.0354233 sigma out 37 active outputs RANK 11 NODE 11 --> 12.8606052 sigma out 37 active outputs RANK 12 NODE 3 --> 12.4555054 sigma out 37 active outputs RANK 13 NODE 12 --> 12.327548 sigma out 37 active outputs RANK 14 NODE 16 --> 11.9171104 sigma out 37 active outputs RANK 15 NODE 17 --> 11.279973 sigma out 37 active outputs RANK 16 NODE 24 --> 11.1596889 sigma out 37 active outputs RANK 17 NODE 23 --> 10.8050661 sigma out 37 active outputs RANK 18 NODE 19 --> 10.4481344 sigma out 37 active outputs RANK 19 NODE 20 --> 9.92215729 sigma out 37 active outputs RANK 20 NODE 33 --> 9.50535679 sigma out 37 active outputs RANK 21 NODE 15 --> 9.3656168 sigma out 37 active outputs RANK 22 NODE 22 --> 9.26431751 sigma out 36 active outputs RANK 23 NODE 25 --> 8.91098309 sigma out 37 active outputs RANK 24 NODE 14 --> 8.67853069 sigma out 37 active outputs RANK 25 NODE 27 --> 8.47813797 sigma out 37 active outputs RANK 26 NODE 21 --> 8.33566093 sigma out 37 active outputs RANK 27 NODE 18 --> 7.95773411 sigma out 37 active outputs RANK 28 NODE 28 --> 7.24028826 sigma out 37 active outputs RANK 29 NODE 26 --> 6.96026611 sigma out 37 active outputs RANK 30 NODE 29 --> 6.04407501 sigma out 37 active outputs RANK 31 NODE 30 --> 5.76506376 sigma out 37 active outputs RANK 32 NODE 32 --> 5.5143528 sigma out 37 active outputs RANK 33 NODE 31 --> 5.44804716 sigma out 36 active outputs RANK 34 NODE 34 --> 4.6711483 sigma out 37 active outputs RANK 35 NODE 35 --> 2.42833853 sigma out 37 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 24.8322678 sigma in 35act. ( 15.6944962 sig out 1act.) RANK 2 NODE 35 --> 22.203022 sigma in 35act. ( 15.7185917 sig out 1act.) RANK 3 NODE 11 --> 22.1320801 sigma in 35act. ( 12.0747175 sig out 1act.) RANK 4 NODE 23 --> 21.576458 sigma in 34act. ( 13.9927549 sig out 1act.) RANK 5 NODE 6 --> 21.3538361 sigma in 35act. ( 15.0857534 sig out 1act.) RANK 6 NODE 1 --> 19.3396301 sigma in 35act. ( 10.7427788 sig out 1act.) RANK 7 NODE 32 --> 18.6750851 sigma in 35act. ( 12.3090429 sig out 1act.) RANK 8 NODE 13 --> 18.3606739 sigma in 35act. ( 10.0362453 sig out 1act.) RANK 9 NODE 5 --> 18.0101318 sigma in 35act. ( 12.7138319 sig out 1act.) RANK 10 NODE 21 --> 17.8366585 sigma in 35act. ( 10.8990364 sig out 1act.) RANK 11 NODE 31 --> 17.7692223 sigma in 35act. ( 10.2016993 sig out 1act.) RANK 12 NODE 19 --> 16.9257717 sigma in 35act. ( 9.83662605 sig out 1act.) RANK 13 NODE 10 --> 16.8067341 sigma in 35act. ( 8.33358288 sig out 1act.) RANK 14 NODE 4 --> 16.3352871 sigma in 35act. ( 12.4215689 sig out 1act.) RANK 15 NODE 17 --> 16.2724533 sigma in 35act. ( 10.3717766 sig out 1act.) RANK 16 NODE 7 --> 16.2483997 sigma in 35act. ( 8.52536011 sig out 1act.) RANK 17 NODE 16 --> 16.2402096 sigma in 35act. ( 8.44542408 sig out 1act.) RANK 18 NODE 37 --> 15.3454103 sigma in 35act. ( 10.0197115 sig out 1act.) RANK 19 NODE 29 --> 14.8229418 sigma in 35act. ( 10.7045183 sig out 1act.) RANK 20 NODE 36 --> 14.5541601 sigma in 35act. ( 10.4847488 sig out 1act.) RANK 21 NODE 27 --> 14.1902676 sigma in 35act. ( 7.89860821 sig out 1act.) RANK 22 NODE 30 --> 12.9546633 sigma in 35act. ( 9.63947487 sig out 1act.) RANK 23 NODE 8 --> 12.3959723 sigma in 35act. ( 7.96489573 sig out 1act.) RANK 24 NODE 25 --> 11.5576944 sigma in 35act. ( 7.79937267 sig out 1act.) RANK 25 NODE 34 --> 11.1729965 sigma in 35act. ( 6.25361872 sig out 1act.) RANK 26 NODE 18 --> 11.0876617 sigma in 35act. ( 6.98490715 sig out 1act.) RANK 27 NODE 15 --> 10.4584322 sigma in 35act. ( 8.96506882 sig out 1act.) RANK 28 NODE 2 --> 10.2291231 sigma in 35act. ( 5.44087219 sig out 1act.) RANK 29 NODE 20 --> 9.57816505 sigma in 35act. ( 6.24635887 sig out 1act.) RANK 30 NODE 24 --> 8.32541466 sigma in 35act. ( 7.00532293 sig out 1act.) RANK 31 NODE 26 --> 7.94316483 sigma in 35act. ( 4.29598904 sig out 1act.) RANK 32 NODE 9 --> 7.89901733 sigma in 35act. ( 4.27210808 sig out 1act.) RANK 33 NODE 3 --> 7.77537346 sigma in 34act. ( 4.04658127 sig out 1act.) RANK 34 NODE 14 --> 7.38196802 sigma in 35act. ( 3.0553596 sig out 1act.) RANK 35 NODE 33 --> 7.23465395 sigma in 35act. ( 0.264958262 sig out 1act.) RANK 36 NODE 28 --> 6.68254471 sigma in 35act. ( 2.76379251 sig out 1act.) RANK 37 NODE 22 --> 6.2694006 sigma in 35act. ( 0.479265422 sig out 1act.) sorted by output significance RANK 1 NODE 35 --> 15.7185917 sigma out 1act.( 22.203022 sig in 35act.) RANK 2 NODE 12 --> 15.6944962 sigma out 1act.( 24.8322678 sig in 35act.) RANK 3 NODE 6 --> 15.0857534 sigma out 1act.( 21.3538361 sig in 35act.) RANK 4 NODE 23 --> 13.9927549 sigma out 1act.( 21.576458 sig in 34act.) RANK 5 NODE 5 --> 12.7138319 sigma out 1act.( 18.0101318 sig in 35act.) RANK 6 NODE 4 --> 12.4215689 sigma out 1act.( 16.3352871 sig in 35act.) RANK 7 NODE 32 --> 12.3090429 sigma out 1act.( 18.6750851 sig in 35act.) RANK 8 NODE 11 --> 12.0747175 sigma out 1act.( 22.1320801 sig in 35act.) RANK 9 NODE 21 --> 10.8990364 sigma out 1act.( 17.8366585 sig in 35act.) RANK 10 NODE 1 --> 10.7427788 sigma out 1act.( 19.3396301 sig in 35act.) RANK 11 NODE 29 --> 10.7045183 sigma out 1act.( 14.8229418 sig in 35act.) RANK 12 NODE 36 --> 10.4847488 sigma out 1act.( 14.5541601 sig in 35act.) RANK 13 NODE 17 --> 10.3717766 sigma out 1act.( 16.2724533 sig in 35act.) RANK 14 NODE 31 --> 10.2016993 sigma out 1act.( 17.7692223 sig in 35act.) RANK 15 NODE 13 --> 10.0362453 sigma out 1act.( 18.3606739 sig in 35act.) RANK 16 NODE 37 --> 10.0197115 sigma out 1act.( 15.3454103 sig in 35act.) RANK 17 NODE 19 --> 9.83662605 sigma out 1act.( 16.9257717 sig in 35act.) RANK 18 NODE 30 --> 9.63947487 sigma out 1act.( 12.9546633 sig in 35act.) RANK 19 NODE 15 --> 8.96506882 sigma out 1act.( 10.4584322 sig in 35act.) RANK 20 NODE 7 --> 8.52536011 sigma out 1act.( 16.2483997 sig in 35act.) RANK 21 NODE 16 --> 8.44542408 sigma out 1act.( 16.2402096 sig in 35act.) RANK 22 NODE 10 --> 8.33358288 sigma out 1act.( 16.8067341 sig in 35act.) RANK 23 NODE 8 --> 7.96489573 sigma out 1act.( 12.3959723 sig in 35act.) RANK 24 NODE 27 --> 7.89860821 sigma out 1act.( 14.1902676 sig in 35act.) RANK 25 NODE 25 --> 7.79937267 sigma out 1act.( 11.5576944 sig in 35act.) RANK 26 NODE 24 --> 7.00532293 sigma out 1act.( 8.32541466 sig in 35act.) RANK 27 NODE 18 --> 6.98490715 sigma out 1act.( 11.0876617 sig in 35act.) RANK 28 NODE 34 --> 6.25361872 sigma out 1act.( 11.1729965 sig in 35act.) RANK 29 NODE 20 --> 6.24635887 sigma out 1act.( 9.57816505 sig in 35act.) RANK 30 NODE 2 --> 5.44087219 sigma out 1act.( 10.2291231 sig in 35act.) RANK 31 NODE 26 --> 4.29598904 sigma out 1act.( 7.94316483 sig in 35act.) RANK 32 NODE 9 --> 4.27210808 sigma out 1act.( 7.89901733 sig in 35act.) RANK 33 NODE 3 --> 4.04658127 sigma out 1act.( 7.77537346 sig in 34act.) RANK 34 NODE 14 --> 3.0553596 sigma out 1act.( 7.38196802 sig in 35act.) RANK 35 NODE 28 --> 2.76379251 sigma out 1act.( 6.68254471 sig in 35act.) RANK 36 NODE 22 --> 0.479265422 sigma out 1act.( 6.2694006 sig in 35act.) RANK 37 NODE 33 --> 0.264958262 sigma out 1act.( 7.23465395 sig in 35act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 57.8585281 sigma in 37 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.49039343 *** contribution from regularisation: 0.0174665283 *** contribution from error: -0.507859945 *** contribution from DIAG: 0.00337317586 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.490629256 *** contribution from regularisation: 0.0172619 *** contribution from error: -0.507891178 *** contribution from DIAG: 0.00340636936 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.490547538 *** contribution from regularisation: 0.0173851419 *** contribution from error: -0.507932663 *** contribution from DIAG: 0.00341960322 *********************************************** --------------------------------------------------- Iteration : 43 kill weight from layer 1 knot 20 to knot 3 *********************************************** *** Learn Path 43 *** loss function: -0.490570992 *** contribution from regularisation: 0.0173923504 *** contribution from error: -0.507963359 *** contribution from DIAG: 0.00342184794 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.490749896 *** contribution from regularisation: 0.0172429066 *** contribution from error: -0.507992804 *** contribution from DIAG: 0.00341167417 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.490620017 *** contribution from regularisation: 0.0174019486 *** contribution from error: -0.508021951 *** contribution from DIAG: 0.00343731861 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.49082303 *** contribution from regularisation: 0.0172273405 *** contribution from error: -0.508050382 *** contribution from DIAG: 0.00340448972 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.490553349 *** contribution from regularisation: 0.0175246056 *** contribution from error: -0.508077979 *** contribution from DIAG: 0.00339248194 *********************************************** --------------------------------------------------- Iteration : 48 kill weight from layer 1 knot 35 to knot 29 *********************************************** *** Learn Path 48 *** loss function: -0.490946651 *** contribution from regularisation: 0.0171578396 *** contribution from error: -0.508104503 *** contribution from DIAG: 0.00339425658 *********************************************** --------------------------------------------------- Iteration : 49 kill weight from layer 1 knot 21 to knot 2 kill weight from layer 1 knot 30 to knot 8 *********************************************** *** Learn Path 49 *** loss function: -0.490837723 *** contribution from regularisation: 0.0172938574 *** contribution from error: -0.508131564 *** contribution from DIAG: 0.00334639987 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 54.2095871 sigma out 37 active outputs RANK 2 NODE 4 --> 39.6751289 sigma out 37 active outputs RANK 3 NODE 5 --> 19.0709381 sigma out 37 active outputs RANK 4 NODE 2 --> 18.5840149 sigma out 37 active outputs RANK 5 NODE 6 --> 17.8057384 sigma out 37 active outputs RANK 6 NODE 13 --> 15.1585407 sigma out 37 active outputs RANK 7 NODE 7 --> 14.5499744 sigma out 37 active outputs RANK 8 NODE 9 --> 13.75811 sigma out 37 active outputs RANK 9 NODE 8 --> 13.5212736 sigma out 37 active outputs RANK 10 NODE 10 --> 13.1716604 sigma out 37 active outputs RANK 11 NODE 11 --> 12.8966637 sigma out 37 active outputs RANK 12 NODE 3 --> 12.7992887 sigma out 37 active outputs RANK 13 NODE 12 --> 12.4922924 sigma out 37 active outputs RANK 14 NODE 16 --> 12.1854782 sigma out 37 active outputs RANK 15 NODE 17 --> 11.3461905 sigma out 37 active outputs RANK 16 NODE 24 --> 11.2231073 sigma out 37 active outputs RANK 17 NODE 23 --> 10.7440701 sigma out 37 active outputs RANK 18 NODE 19 --> 10.3549223 sigma out 37 active outputs RANK 19 NODE 20 --> 9.91471958 sigma out 36 active outputs RANK 20 NODE 33 --> 9.64850903 sigma out 37 active outputs RANK 21 NODE 15 --> 9.64822197 sigma out 37 active outputs RANK 22 NODE 22 --> 9.31025219 sigma out 36 active outputs RANK 23 NODE 14 --> 8.94195938 sigma out 37 active outputs RANK 24 NODE 25 --> 8.84027672 sigma out 37 active outputs RANK 25 NODE 18 --> 8.4193821 sigma out 37 active outputs RANK 26 NODE 27 --> 8.36685753 sigma out 37 active outputs RANK 27 NODE 21 --> 8.26111698 sigma out 36 active outputs RANK 28 NODE 28 --> 7.21455479 sigma out 37 active outputs RANK 29 NODE 26 --> 6.84446144 sigma out 37 active outputs RANK 30 NODE 29 --> 6.05272293 sigma out 37 active outputs RANK 31 NODE 30 --> 5.74714613 sigma out 36 active outputs RANK 32 NODE 32 --> 5.48397017 sigma out 37 active outputs RANK 33 NODE 31 --> 5.29276514 sigma out 36 active outputs RANK 34 NODE 34 --> 4.90719318 sigma out 37 active outputs RANK 35 NODE 35 --> 2.38181472 sigma out 36 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 25.0070934 sigma in 35act. ( 15.7074594 sig out 1act.) RANK 2 NODE 11 --> 22.4006138 sigma in 35act. ( 12.1127996 sig out 1act.) RANK 3 NODE 35 --> 22.3604622 sigma in 35act. ( 15.8049831 sig out 1act.) RANK 4 NODE 23 --> 21.6486816 sigma in 34act. ( 14.1583834 sig out 1act.) RANK 5 NODE 6 --> 21.6027412 sigma in 35act. ( 15.1211605 sig out 1act.) RANK 6 NODE 1 --> 19.5877438 sigma in 35act. ( 10.863821 sig out 1act.) RANK 7 NODE 32 --> 18.7780609 sigma in 35act. ( 12.4071207 sig out 1act.) RANK 8 NODE 13 --> 18.7218227 sigma in 35act. ( 9.98920441 sig out 1act.) RANK 9 NODE 5 --> 18.1431332 sigma in 35act. ( 12.6120768 sig out 1act.) RANK 10 NODE 31 --> 17.983099 sigma in 35act. ( 10.2520304 sig out 1act.) RANK 11 NODE 21 --> 17.9826145 sigma in 35act. ( 10.9493246 sig out 1act.) RANK 12 NODE 19 --> 17.0668945 sigma in 35act. ( 9.92191887 sig out 1act.) RANK 13 NODE 10 --> 17.0011444 sigma in 35act. ( 8.3321104 sig out 1act.) RANK 14 NODE 17 --> 16.4549179 sigma in 35act. ( 10.4095345 sig out 1act.) RANK 15 NODE 16 --> 16.454895 sigma in 35act. ( 8.42814636 sig out 1act.) RANK 16 NODE 7 --> 16.4547501 sigma in 35act. ( 8.65777397 sig out 1act.) RANK 17 NODE 4 --> 16.4403896 sigma in 35act. ( 12.6703386 sig out 1act.) RANK 18 NODE 37 --> 15.4763298 sigma in 35act. ( 10.068408 sig out 1act.) RANK 19 NODE 29 --> 15.0054684 sigma in 34act. ( 10.8264332 sig out 1act.) RANK 20 NODE 36 --> 14.7269001 sigma in 35act. ( 10.5386448 sig out 1act.) RANK 21 NODE 27 --> 14.2908859 sigma in 35act. ( 7.91528368 sig out 1act.) RANK 22 NODE 30 --> 13.0153685 sigma in 35act. ( 9.61606312 sig out 1act.) RANK 23 NODE 8 --> 12.4574518 sigma in 34act. ( 8.08338737 sig out 1act.) RANK 24 NODE 25 --> 11.6121502 sigma in 35act. ( 7.72345066 sig out 1act.) RANK 25 NODE 34 --> 11.2624617 sigma in 35act. ( 6.23661137 sig out 1act.) RANK 26 NODE 18 --> 11.1115379 sigma in 35act. ( 7.04625368 sig out 1act.) RANK 27 NODE 15 --> 10.5174847 sigma in 35act. ( 8.90860176 sig out 1act.) RANK 28 NODE 2 --> 10.2610931 sigma in 34act. ( 5.49750614 sig out 1act.) RANK 29 NODE 20 --> 9.61000824 sigma in 35act. ( 6.259583 sig out 1act.) RANK 30 NODE 24 --> 8.31164551 sigma in 35act. ( 7.01185369 sig out 1act.) RANK 31 NODE 26 --> 7.89778805 sigma in 35act. ( 4.36059904 sig out 1act.) RANK 32 NODE 9 --> 7.84896564 sigma in 35act. ( 4.2630043 sig out 1act.) RANK 33 NODE 3 --> 7.73725986 sigma in 33act. ( 4.08187008 sig out 1act.) RANK 34 NODE 14 --> 7.34645653 sigma in 35act. ( 3.07977962 sig out 1act.) RANK 35 NODE 33 --> 7.15476084 sigma in 35act. ( 0.276270688 sig out 1act.) RANK 36 NODE 28 --> 6.63311005 sigma in 35act. ( 2.79182959 sig out 1act.) RANK 37 NODE 22 --> 6.23364639 sigma in 35act. ( 0.479683846 sig out 1act.) sorted by output significance RANK 1 NODE 35 --> 15.8049831 sigma out 1act.( 22.3604622 sig in 35act.) RANK 2 NODE 12 --> 15.7074594 sigma out 1act.( 25.0070934 sig in 35act.) RANK 3 NODE 6 --> 15.1211605 sigma out 1act.( 21.6027412 sig in 35act.) RANK 4 NODE 23 --> 14.1583834 sigma out 1act.( 21.6486816 sig in 34act.) RANK 5 NODE 4 --> 12.6703386 sigma out 1act.( 16.4403896 sig in 35act.) RANK 6 NODE 5 --> 12.6120768 sigma out 1act.( 18.1431332 sig in 35act.) RANK 7 NODE 32 --> 12.4071207 sigma out 1act.( 18.7780609 sig in 35act.) RANK 8 NODE 11 --> 12.1127996 sigma out 1act.( 22.4006138 sig in 35act.) RANK 9 NODE 21 --> 10.9493246 sigma out 1act.( 17.9826145 sig in 35act.) RANK 10 NODE 1 --> 10.863821 sigma out 1act.( 19.5877438 sig in 35act.) RANK 11 NODE 29 --> 10.8264332 sigma out 1act.( 15.0054684 sig in 34act.) RANK 12 NODE 36 --> 10.5386448 sigma out 1act.( 14.7269001 sig in 35act.) RANK 13 NODE 17 --> 10.4095345 sigma out 1act.( 16.4549179 sig in 35act.) RANK 14 NODE 31 --> 10.2520304 sigma out 1act.( 17.983099 sig in 35act.) RANK 15 NODE 37 --> 10.068408 sigma out 1act.( 15.4763298 sig in 35act.) RANK 16 NODE 13 --> 9.98920441 sigma out 1act.( 18.7218227 sig in 35act.) RANK 17 NODE 19 --> 9.92191887 sigma out 1act.( 17.0668945 sig in 35act.) RANK 18 NODE 30 --> 9.61606312 sigma out 1act.( 13.0153685 sig in 35act.) RANK 19 NODE 15 --> 8.90860176 sigma out 1act.( 10.5174847 sig in 35act.) RANK 20 NODE 7 --> 8.65777397 sigma out 1act.( 16.4547501 sig in 35act.) RANK 21 NODE 16 --> 8.42814636 sigma out 1act.( 16.454895 sig in 35act.) RANK 22 NODE 10 --> 8.3321104 sigma out 1act.( 17.0011444 sig in 35act.) RANK 23 NODE 8 --> 8.08338737 sigma out 1act.( 12.4574518 sig in 34act.) RANK 24 NODE 27 --> 7.91528368 sigma out 1act.( 14.2908859 sig in 35act.) RANK 25 NODE 25 --> 7.72345066 sigma out 1act.( 11.6121502 sig in 35act.) RANK 26 NODE 18 --> 7.04625368 sigma out 1act.( 11.1115379 sig in 35act.) RANK 27 NODE 24 --> 7.01185369 sigma out 1act.( 8.31164551 sig in 35act.) RANK 28 NODE 20 --> 6.259583 sigma out 1act.( 9.61000824 sig in 35act.) RANK 29 NODE 34 --> 6.23661137 sigma out 1act.( 11.2624617 sig in 35act.) RANK 30 NODE 2 --> 5.49750614 sigma out 1act.( 10.2610931 sig in 34act.) RANK 31 NODE 26 --> 4.36059904 sigma out 1act.( 7.89778805 sig in 35act.) RANK 32 NODE 9 --> 4.2630043 sigma out 1act.( 7.84896564 sig in 35act.) RANK 33 NODE 3 --> 4.08187008 sigma out 1act.( 7.73725986 sig in 33act.) RANK 34 NODE 14 --> 3.07977962 sigma out 1act.( 7.34645653 sig in 35act.) RANK 35 NODE 28 --> 2.79182959 sigma out 1act.( 6.63311005 sig in 35act.) RANK 36 NODE 22 --> 0.479683846 sigma out 1act.( 6.23364639 sig in 35act.) RANK 37 NODE 33 --> 0.276270688 sigma out 1act.( 7.15476084 sig in 35act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 58.1255646 sigma in 37 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.490729213 *** contribution from regularisation: 0.0174278095 *** contribution from error: -0.508157015 *** contribution from DIAG: 0.0033649276 *********************************************** --------------------------------------------------- Iteration : 51 kill weight from layer 1 knot 28 to knot 4 *********************************************** *** Learn Path 51 *** loss function: -0.490720719 *** contribution from regularisation: 0.0174608491 *** contribution from error: -0.508181572 *** contribution from DIAG: 0.00337723061 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.49096027 *** contribution from regularisation: 0.0172440391 *** contribution from error: -0.508204281 *** contribution from DIAG: 0.00337341032 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.49070406 *** contribution from regularisation: 0.0175233185 *** contribution from error: -0.508227348 *** contribution from DIAG: 0.00336868828 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.491109341 *** contribution from regularisation: 0.0171386097 *** contribution from error: -0.508247972 *** contribution from DIAG: 0.00337089458 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.49078393 *** contribution from regularisation: 0.0174851585 *** contribution from error: -0.508269072 *** contribution from DIAG: 0.00337828696 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.491112411 *** contribution from regularisation: 0.0171763934 *** contribution from error: -0.508288801 *** contribution from DIAG: 0.00338705513 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.490933001 *** contribution from regularisation: 0.0173752792 *** contribution from error: -0.508308291 *** contribution from DIAG: 0.00337420846 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.491083324 *** contribution from regularisation: 0.0172430556 *** contribution from error: -0.508326352 *** contribution from DIAG: 0.00338876108 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.491037458 *** contribution from regularisation: 0.0173071157 *** contribution from error: -0.508344591 *** contribution from DIAG: 0.00340686692 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 55.0947304 sigma out 37 active outputs RANK 2 NODE 4 --> 39.7859726 sigma out 37 active outputs RANK 3 NODE 5 --> 19.1326084 sigma out 37 active outputs RANK 4 NODE 2 --> 18.218523 sigma out 37 active outputs RANK 5 NODE 6 --> 17.8836327 sigma out 37 active outputs RANK 6 NODE 13 --> 14.9330311 sigma out 37 active outputs RANK 7 NODE 7 --> 14.9091187 sigma out 37 active outputs RANK 8 NODE 9 --> 13.7598867 sigma out 37 active outputs RANK 9 NODE 8 --> 13.5986938 sigma out 37 active outputs RANK 10 NODE 10 --> 13.2951813 sigma out 37 active outputs RANK 11 NODE 11 --> 13.0838194 sigma out 37 active outputs RANK 12 NODE 3 --> 12.6252718 sigma out 37 active outputs RANK 13 NODE 12 --> 12.2955513 sigma out 37 active outputs RANK 14 NODE 16 --> 11.9371195 sigma out 37 active outputs RANK 15 NODE 17 --> 11.4191389 sigma out 37 active outputs RANK 16 NODE 24 --> 11.3338337 sigma out 37 active outputs RANK 17 NODE 23 --> 10.8784018 sigma out 37 active outputs RANK 18 NODE 19 --> 10.3466644 sigma out 37 active outputs RANK 19 NODE 20 --> 9.92384148 sigma out 36 active outputs RANK 20 NODE 33 --> 9.83291817 sigma out 37 active outputs RANK 21 NODE 22 --> 9.34354115 sigma out 36 active outputs RANK 22 NODE 15 --> 9.26253033 sigma out 37 active outputs RANK 23 NODE 25 --> 9.01429462 sigma out 37 active outputs RANK 24 NODE 14 --> 8.60901546 sigma out 37 active outputs RANK 25 NODE 27 --> 8.46732044 sigma out 37 active outputs RANK 26 NODE 18 --> 8.26099396 sigma out 37 active outputs RANK 27 NODE 21 --> 8.2060318 sigma out 36 active outputs RANK 28 NODE 28 --> 7.09487391 sigma out 36 active outputs RANK 29 NODE 26 --> 6.77355194 sigma out 37 active outputs RANK 30 NODE 29 --> 5.99563074 sigma out 37 active outputs RANK 31 NODE 30 --> 5.81866312 sigma out 36 active outputs RANK 32 NODE 32 --> 5.38750124 sigma out 37 active outputs RANK 33 NODE 31 --> 5.33780766 sigma out 36 active outputs RANK 34 NODE 34 --> 4.73261595 sigma out 37 active outputs RANK 35 NODE 35 --> 2.3059206 sigma out 36 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 25.1301994 sigma in 35act. ( 15.4346581 sig out 1act.) RANK 2 NODE 11 --> 22.6063747 sigma in 35act. ( 12.1693373 sig out 1act.) RANK 3 NODE 35 --> 22.5745945 sigma in 35act. ( 15.5884171 sig out 1act.) RANK 4 NODE 23 --> 21.7713146 sigma in 34act. ( 14.1309404 sig out 1act.) RANK 5 NODE 6 --> 21.6829109 sigma in 35act. ( 15.2726145 sig out 1act.) RANK 6 NODE 1 --> 19.8217735 sigma in 35act. ( 10.7660847 sig out 1act.) RANK 7 NODE 13 --> 18.8292198 sigma in 35act. ( 10.0381346 sig out 1act.) RANK 8 NODE 32 --> 18.7837238 sigma in 35act. ( 12.3638144 sig out 1act.) RANK 9 NODE 5 --> 18.2128525 sigma in 35act. ( 12.749506 sig out 1act.) RANK 10 NODE 21 --> 18.1133175 sigma in 35act. ( 10.9886055 sig out 1act.) RANK 11 NODE 31 --> 17.968811 sigma in 35act. ( 10.2619801 sig out 1act.) RANK 12 NODE 19 --> 17.2078342 sigma in 35act. ( 9.93748379 sig out 1act.) RANK 13 NODE 10 --> 17.1925774 sigma in 35act. ( 8.37484264 sig out 1act.) RANK 14 NODE 17 --> 16.6008854 sigma in 35act. ( 10.2020817 sig out 1act.) RANK 15 NODE 4 --> 16.5955372 sigma in 34act. ( 12.747982 sig out 1act.) RANK 16 NODE 16 --> 16.5841503 sigma in 35act. ( 8.6243515 sig out 1act.) RANK 17 NODE 7 --> 16.5595436 sigma in 35act. ( 8.67769909 sig out 1act.) RANK 18 NODE 37 --> 15.6022186 sigma in 35act. ( 9.9795084 sig out 1act.) RANK 19 NODE 29 --> 15.1082764 sigma in 34act. ( 10.6628532 sig out 1act.) RANK 20 NODE 36 --> 14.8364458 sigma in 35act. ( 10.6476107 sig out 1act.) RANK 21 NODE 27 --> 14.3583345 sigma in 35act. ( 8.10346699 sig out 1act.) RANK 22 NODE 30 --> 13.0737982 sigma in 35act. ( 9.6215992 sig out 1act.) RANK 23 NODE 8 --> 12.529911 sigma in 34act. ( 8.11495686 sig out 1act.) RANK 24 NODE 25 --> 11.5958109 sigma in 35act. ( 7.92704439 sig out 1act.) RANK 25 NODE 34 --> 11.2779245 sigma in 35act. ( 6.33636999 sig out 1act.) RANK 26 NODE 18 --> 11.1348104 sigma in 35act. ( 7.10911226 sig out 1act.) RANK 27 NODE 15 --> 10.5063181 sigma in 35act. ( 8.96557808 sig out 1act.) RANK 28 NODE 2 --> 10.2355509 sigma in 34act. ( 5.5026927 sig out 1act.) RANK 29 NODE 20 --> 9.59394836 sigma in 35act. ( 6.31389475 sig out 1act.) RANK 30 NODE 24 --> 8.24663734 sigma in 35act. ( 7.10823965 sig out 1act.) RANK 31 NODE 26 --> 7.84114361 sigma in 35act. ( 4.32212639 sig out 1act.) RANK 32 NODE 9 --> 7.80706787 sigma in 35act. ( 4.21986866 sig out 1act.) RANK 33 NODE 3 --> 7.6767745 sigma in 33act. ( 4.05266809 sig out 1act.) RANK 34 NODE 14 --> 7.2674098 sigma in 35act. ( 3.08044028 sig out 1act.) RANK 35 NODE 33 --> 7.06494665 sigma in 35act. ( 0.282815099 sig out 1act.) RANK 36 NODE 28 --> 6.59082985 sigma in 35act. ( 2.77207232 sig out 1act.) RANK 37 NODE 22 --> 6.13455534 sigma in 35act. ( 0.476779103 sig out 1act.) sorted by output significance RANK 1 NODE 35 --> 15.5884171 sigma out 1act.( 22.5745945 sig in 35act.) RANK 2 NODE 12 --> 15.4346581 sigma out 1act.( 25.1301994 sig in 35act.) RANK 3 NODE 6 --> 15.2726145 sigma out 1act.( 21.6829109 sig in 35act.) RANK 4 NODE 23 --> 14.1309404 sigma out 1act.( 21.7713146 sig in 34act.) RANK 5 NODE 5 --> 12.749506 sigma out 1act.( 18.2128525 sig in 35act.) RANK 6 NODE 4 --> 12.747982 sigma out 1act.( 16.5955372 sig in 34act.) RANK 7 NODE 32 --> 12.3638144 sigma out 1act.( 18.7837238 sig in 35act.) RANK 8 NODE 11 --> 12.1693373 sigma out 1act.( 22.6063747 sig in 35act.) RANK 9 NODE 21 --> 10.9886055 sigma out 1act.( 18.1133175 sig in 35act.) RANK 10 NODE 1 --> 10.7660847 sigma out 1act.( 19.8217735 sig in 35act.) RANK 11 NODE 29 --> 10.6628532 sigma out 1act.( 15.1082764 sig in 34act.) RANK 12 NODE 36 --> 10.6476107 sigma out 1act.( 14.8364458 sig in 35act.) RANK 13 NODE 31 --> 10.2619801 sigma out 1act.( 17.968811 sig in 35act.) RANK 14 NODE 17 --> 10.2020817 sigma out 1act.( 16.6008854 sig in 35act.) RANK 15 NODE 13 --> 10.0381346 sigma out 1act.( 18.8292198 sig in 35act.) RANK 16 NODE 37 --> 9.9795084 sigma out 1act.( 15.6022186 sig in 35act.) RANK 17 NODE 19 --> 9.93748379 sigma out 1act.( 17.2078342 sig in 35act.) RANK 18 NODE 30 --> 9.6215992 sigma out 1act.( 13.0737982 sig in 35act.) RANK 19 NODE 15 --> 8.96557808 sigma out 1act.( 10.5063181 sig in 35act.) RANK 20 NODE 7 --> 8.67769909 sigma out 1act.( 16.5595436 sig in 35act.) RANK 21 NODE 16 --> 8.6243515 sigma out 1act.( 16.5841503 sig in 35act.) RANK 22 NODE 10 --> 8.37484264 sigma out 1act.( 17.1925774 sig in 35act.) RANK 23 NODE 8 --> 8.11495686 sigma out 1act.( 12.529911 sig in 34act.) RANK 24 NODE 27 --> 8.10346699 sigma out 1act.( 14.3583345 sig in 35act.) RANK 25 NODE 25 --> 7.92704439 sigma out 1act.( 11.5958109 sig in 35act.) RANK 26 NODE 18 --> 7.10911226 sigma out 1act.( 11.1348104 sig in 35act.) RANK 27 NODE 24 --> 7.10823965 sigma out 1act.( 8.24663734 sig in 35act.) RANK 28 NODE 34 --> 6.33636999 sigma out 1act.( 11.2779245 sig in 35act.) RANK 29 NODE 20 --> 6.31389475 sigma out 1act.( 9.59394836 sig in 35act.) RANK 30 NODE 2 --> 5.5026927 sigma out 1act.( 10.2355509 sig in 34act.) RANK 31 NODE 26 --> 4.32212639 sigma out 1act.( 7.84114361 sig in 35act.) RANK 32 NODE 9 --> 4.21986866 sigma out 1act.( 7.80706787 sig in 35act.) RANK 33 NODE 3 --> 4.05266809 sigma out 1act.( 7.6767745 sig in 33act.) RANK 34 NODE 14 --> 3.08044028 sigma out 1act.( 7.2674098 sig in 35act.) RANK 35 NODE 28 --> 2.77207232 sigma out 1act.( 6.59082985 sig in 35act.) RANK 36 NODE 22 --> 0.476779103 sigma out 1act.( 6.13455534 sig in 35act.) RANK 37 NODE 33 --> 0.282815099 sigma out 1act.( 7.06494665 sig in 35act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 58.1488991 sigma in 37 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.491069824 *** contribution from regularisation: 0.0172916874 *** contribution from error: -0.508361518 *** contribution from DIAG: 0.00341158849 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.490887374 *** contribution from regularisation: 0.0174889155 *** contribution from error: -0.5083763 *** contribution from DIAG: 0.00342185097 *********************************************** --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.491035014 *** contribution from regularisation: 0.0173571613 *** contribution from error: -0.508392155 *** contribution from DIAG: 0.00341006299 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.491160214 *** contribution from regularisation: 0.0172473304 *** contribution from error: -0.508407533 *** contribution from DIAG: 0.00341903022 *********************************************** --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.490962684 *** contribution from regularisation: 0.01745978 *** contribution from error: -0.508422494 *** contribution from DIAG: 0.00342691247 *********************************************** --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.491040677 *** contribution from regularisation: 0.0173948221 *** contribution from error: -0.508435488 *** contribution from DIAG: 0.0034262198 *********************************************** --------------------------------------------------- Iteration : 66 kill weight from layer 1 knot 10 to knot 34 *********************************************** *** Learn Path 66 *** loss function: -0.491313219 *** contribution from regularisation: 0.0171383806 *** contribution from error: -0.508451581 *** contribution from DIAG: 0.00340451254 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.49107182 *** contribution from regularisation: 0.017392138 *** contribution from error: -0.508463979 *** contribution from DIAG: 0.00338693941 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.491103649 *** contribution from regularisation: 0.0173742399 *** contribution from error: -0.508477867 *** contribution from DIAG: 0.00341409328 *********************************************** --------------------------------------------------- Iteration : 69 kill weight from layer 1 knot 35 to knot 28 *********************************************** *** Learn Path 69 *** loss function: -0.491218805 *** contribution from regularisation: 0.017272532 *** contribution from error: -0.508491337 *** contribution from DIAG: 0.00342432619 *********************************************** --------------------------------------------------- Iteration : 70 kill weight from layer 1 knot 20 to knot 10 kill weight from layer 1 knot 6 to knot 14 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 54.665226 sigma out 37 active outputs RANK 2 NODE 4 --> 39.565033 sigma out 37 active outputs RANK 3 NODE 5 --> 19.2900009 sigma out 37 active outputs RANK 4 NODE 2 --> 18.1165371 sigma out 37 active outputs RANK 5 NODE 6 --> 17.798933 sigma out 36 active outputs RANK 6 NODE 13 --> 14.8636293 sigma out 37 active outputs RANK 7 NODE 7 --> 14.5676889 sigma out 37 active outputs RANK 8 NODE 9 --> 13.6834898 sigma out 37 active outputs RANK 9 NODE 8 --> 13.5267925 sigma out 37 active outputs RANK 10 NODE 10 --> 13.1253309 sigma out 36 active outputs RANK 11 NODE 11 --> 13.0806656 sigma out 37 active outputs RANK 12 NODE 3 --> 12.6927195 sigma out 37 active outputs RANK 13 NODE 12 --> 12.2562294 sigma out 37 active outputs RANK 14 NODE 16 --> 11.7346497 sigma out 37 active outputs RANK 15 NODE 24 --> 11.1536198 sigma out 37 active outputs RANK 16 NODE 17 --> 11.0877361 sigma out 37 active outputs RANK 17 NODE 23 --> 10.6884336 sigma out 37 active outputs RANK 18 NODE 19 --> 10.2060089 sigma out 37 active outputs RANK 19 NODE 33 --> 9.95356846 sigma out 37 active outputs RANK 20 NODE 20 --> 9.85155964 sigma out 35 active outputs RANK 21 NODE 22 --> 9.35327625 sigma out 36 active outputs RANK 22 NODE 15 --> 9.19330788 sigma out 37 active outputs RANK 23 NODE 25 --> 8.95700741 sigma out 37 active outputs RANK 24 NODE 18 --> 8.66302967 sigma out 37 active outputs RANK 25 NODE 14 --> 8.58572483 sigma out 37 active outputs RANK 26 NODE 27 --> 8.42750454 sigma out 37 active outputs RANK 27 NODE 21 --> 8.18386269 sigma out 36 active outputs RANK 28 NODE 28 --> 7.12856388 sigma out 36 active outputs RANK 29 NODE 26 --> 6.83519602 sigma out 37 active outputs RANK 30 NODE 30 --> 5.94739342 sigma out 36 active outputs RANK 31 NODE 29 --> 5.85477352 sigma out 37 active outputs RANK 32 NODE 32 --> 5.48277903 sigma out 37 active outputs RANK 33 NODE 31 --> 5.31725979 sigma out 36 active outputs RANK 34 NODE 34 --> 4.98931694 sigma out 37 active outputs RANK 35 NODE 35 --> 2.42852974 sigma out 35 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 24.8596687 sigma in 35act. ( 15.5056648 sig out 1act.) RANK 2 NODE 35 --> 22.4517632 sigma in 35act. ( 15.4571857 sig out 1act.) RANK 3 NODE 11 --> 22.43997 sigma in 35act. ( 12.1876669 sig out 1act.) RANK 4 NODE 23 --> 21.6638107 sigma in 34act. ( 14.0350962 sig out 1act.) RANK 5 NODE 6 --> 21.528059 sigma in 35act. ( 15.1506824 sig out 1act.) RANK 6 NODE 1 --> 19.6649246 sigma in 35act. ( 10.8759298 sig out 1act.) RANK 7 NODE 13 --> 18.733036 sigma in 35act. ( 10.0776825 sig out 1act.) RANK 8 NODE 32 --> 18.6924057 sigma in 35act. ( 12.2534161 sig out 1act.) RANK 9 NODE 5 --> 18.1104603 sigma in 35act. ( 12.5834818 sig out 1act.) RANK 10 NODE 31 --> 17.9760189 sigma in 35act. ( 10.0838566 sig out 1act.) RANK 11 NODE 21 --> 17.8906918 sigma in 35act. ( 11.0451927 sig out 1act.) RANK 12 NODE 10 --> 17.1215248 sigma in 34act. ( 8.33117199 sig out 1act.) RANK 13 NODE 19 --> 17.1159077 sigma in 35act. ( 9.87275505 sig out 1act.) RANK 14 NODE 4 --> 16.600935 sigma in 34act. ( 12.518075 sig out 1act.) RANK 15 NODE 16 --> 16.5467911 sigma in 35act. ( 8.51375008 sig out 1act.) RANK 16 NODE 7 --> 16.4435368 sigma in 35act. ( 8.75622463 sig out 1act.) RANK 17 NODE 17 --> 16.4415436 sigma in 35act. ( 10.3238163 sig out 1act.) RANK 18 NODE 37 --> 15.4962559 sigma in 35act. ( 9.94411755 sig out 1act.) RANK 19 NODE 29 --> 15.0437145 sigma in 34act. ( 10.5300331 sig out 1act.) RANK 20 NODE 36 --> 14.7488708 sigma in 35act. ( 10.5479412 sig out 1act.) RANK 21 NODE 27 --> 14.3595839 sigma in 35act. ( 7.88649178 sig out 1act.) RANK 22 NODE 30 --> 13.0309324 sigma in 35act. ( 9.488451 sig out 1act.) RANK 23 NODE 8 --> 12.4731503 sigma in 34act. ( 8.00445271 sig out 1act.) RANK 24 NODE 25 --> 11.5577002 sigma in 35act. ( 7.70132113 sig out 1act.) RANK 25 NODE 34 --> 11.2218304 sigma in 34act. ( 6.22255135 sig out 1act.) RANK 26 NODE 18 --> 11.067544 sigma in 35act. ( 7.01677752 sig out 1act.) RANK 27 NODE 15 --> 10.4349108 sigma in 35act. ( 8.81838131 sig out 1act.) RANK 28 NODE 2 --> 10.1892376 sigma in 34act. ( 5.49355173 sig out 1act.) RANK 29 NODE 20 --> 9.5510006 sigma in 35act. ( 6.22080374 sig out 1act.) RANK 30 NODE 24 --> 8.21794415 sigma in 35act. ( 6.96577597 sig out 1act.) RANK 31 NODE 26 --> 7.82624722 sigma in 35act. ( 4.24479675 sig out 1act.) RANK 32 NODE 9 --> 7.73208094 sigma in 35act. ( 4.21191931 sig out 1act.) RANK 33 NODE 3 --> 7.62491083 sigma in 33act. ( 4.0128665 sig out 1act.) RANK 34 NODE 14 --> 7.23315239 sigma in 34act. ( 3.03795528 sig out 1act.) RANK 35 NODE 33 --> 7.05140686 sigma in 35act. ( 0.286683142 sig out 1act.) RANK 36 NODE 28 --> 6.55412865 sigma in 34act. ( 2.75877023 sig out 1act.) RANK 37 NODE 22 --> 6.13737535 sigma in 35act. ( 0.468144178 sig out 1act.) sorted by output significance RANK 1 NODE 12 --> 15.5056648 sigma out 1act.( 24.8596687 sig in 35act.) RANK 2 NODE 35 --> 15.4571857 sigma out 1act.( 22.4517632 sig in 35act.) RANK 3 NODE 6 --> 15.1506824 sigma out 1act.( 21.528059 sig in 35act.) RANK 4 NODE 23 --> 14.0350962 sigma out 1act.( 21.6638107 sig in 34act.) RANK 5 NODE 5 --> 12.5834818 sigma out 1act.( 18.1104603 sig in 35act.) RANK 6 NODE 4 --> 12.518075 sigma out 1act.( 16.600935 sig in 34act.) RANK 7 NODE 32 --> 12.2534161 sigma out 1act.( 18.6924057 sig in 35act.) RANK 8 NODE 11 --> 12.1876669 sigma out 1act.( 22.43997 sig in 35act.) RANK 9 NODE 21 --> 11.0451927 sigma out 1act.( 17.8906918 sig in 35act.) RANK 10 NODE 1 --> 10.8759298 sigma out 1act.( 19.6649246 sig in 35act.) RANK 11 NODE 36 --> 10.5479412 sigma out 1act.( 14.7488708 sig in 35act.) RANK 12 NODE 29 --> 10.5300331 sigma out 1act.( 15.0437145 sig in 34act.) RANK 13 NODE 17 --> 10.3238163 sigma out 1act.( 16.4415436 sig in 35act.) RANK 14 NODE 31 --> 10.0838566 sigma out 1act.( 17.9760189 sig in 35act.) RANK 15 NODE 13 --> 10.0776825 sigma out 1act.( 18.733036 sig in 35act.) RANK 16 NODE 37 --> 9.94411755 sigma out 1act.( 15.4962559 sig in 35act.) RANK 17 NODE 19 --> 9.87275505 sigma out 1act.( 17.1159077 sig in 35act.) RANK 18 NODE 30 --> 9.488451 sigma out 1act.( 13.0309324 sig in 35act.) RANK 19 NODE 15 --> 8.81838131 sigma out 1act.( 10.4349108 sig in 35act.) RANK 20 NODE 7 --> 8.75622463 sigma out 1act.( 16.4435368 sig in 35act.) RANK 21 NODE 16 --> 8.51375008 sigma out 1act.( 16.5467911 sig in 35act.) RANK 22 NODE 10 --> 8.33117199 sigma out 1act.( 17.1215248 sig in 34act.) RANK 23 NODE 8 --> 8.00445271 sigma out 1act.( 12.4731503 sig in 34act.) RANK 24 NODE 27 --> 7.88649178 sigma out 1act.( 14.3595839 sig in 35act.) RANK 25 NODE 25 --> 7.70132113 sigma out 1act.( 11.5577002 sig in 35act.) RANK 26 NODE 18 --> 7.01677752 sigma out 1act.( 11.067544 sig in 35act.) RANK 27 NODE 24 --> 6.96577597 sigma out 1act.( 8.21794415 sig in 35act.) RANK 28 NODE 34 --> 6.22255135 sigma out 1act.( 11.2218304 sig in 34act.) RANK 29 NODE 20 --> 6.22080374 sigma out 1act.( 9.5510006 sig in 35act.) RANK 30 NODE 2 --> 5.49355173 sigma out 1act.( 10.1892376 sig in 34act.) RANK 31 NODE 26 --> 4.24479675 sigma out 1act.( 7.82624722 sig in 35act.) RANK 32 NODE 9 --> 4.21191931 sigma out 1act.( 7.73208094 sig in 35act.) RANK 33 NODE 3 --> 4.0128665 sigma out 1act.( 7.62491083 sig in 33act.) RANK 34 NODE 14 --> 3.03795528 sigma out 1act.( 7.23315239 sig in 34act.) RANK 35 NODE 28 --> 2.75877023 sigma out 1act.( 6.55412865 sig in 34act.) RANK 36 NODE 22 --> 0.468144178 sigma out 1act.( 6.13737535 sig in 35act.) RANK 37 NODE 33 --> 0.286683142 sigma out 1act.( 7.05140686 sig in 35act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 57.7452011 sigma in 37 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.491073132 *** contribution from regularisation: 0.0174315441 *** contribution from error: -0.508504689 *** contribution from DIAG: 0.00341940462 *********************************************** --------------------------------------------------- Iteration : 71 kill weight from layer 1 knot 18 to knot 34 *********************************************** *** Learn Path 71 *** loss function: -0.491314858 *** contribution from regularisation: 0.0172026847 *** contribution from error: -0.508517563 *** contribution from DIAG: 0.00341837574 *********************************************** --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.491188437 *** contribution from regularisation: 0.0173413195 *** contribution from error: -0.508529782 *** contribution from DIAG: 0.00338586094 *********************************************** --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.49149701 *** contribution from regularisation: 0.0170464534 *** contribution from error: -0.508543491 *** contribution from DIAG: 0.00337959384 *********************************************** --------------------------------------------------- Iteration : 74 kill weight from layer 1 knot 22 to knot 7 *********************************************** *** Learn Path 74 *** loss function: -0.491108149 *** contribution from regularisation: 0.0174484961 *** contribution from error: -0.508556664 *** contribution from DIAG: 0.00336077251 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.491357237 *** contribution from regularisation: 0.0172110517 *** contribution from error: -0.508568287 *** contribution from DIAG: 0.003357935 *********************************************** --------------------------------------------------- Iteration : 76 kill weight from layer 1 knot 30 to knot 19 *********************************************** *** Learn Path 76 *** loss function: -0.491359562 *** contribution from regularisation: 0.0172201842 *** contribution from error: -0.508579731 *** contribution from DIAG: 0.00335396174 *********************************************** --------------------------------------------------- Iteration : 77 kill weight from layer 1 knot 7 to knot 36 *********************************************** *** Learn Path 77 *** loss function: -0.491110176 *** contribution from regularisation: 0.0174820125 *** contribution from error: -0.508592188 *** contribution from DIAG: 0.00334751885 *********************************************** --------------------------------------------------- Iteration : 78 kill weight from layer 1 knot 14 to knot 14 kill weight from layer 1 knot 13 to knot 28 *********************************************** *** Learn Path 78 *** loss function: -0.491393536 *** contribution from regularisation: 0.0172092542 *** contribution from error: -0.508602798 *** contribution from DIAG: 0.00337716262 *********************************************** --------------------------------------------------- Iteration : 79 kill weight from layer 1 knot 18 to knot 36 *********************************************** *** Learn Path 79 *** loss function: -0.491354167 *** contribution from regularisation: 0.0172588415 *** contribution from error: -0.50861299 *** contribution from DIAG: 0.00333421212 *********************************************** --------------------------------------------------- Iteration : 80 kill weight from layer 1 knot 34 to knot 16 kill weight from layer 1 knot 18 to knot 22 kill weight from layer 1 knot 3 to knot 24 kill weight from layer 1 knot 28 to knot 35 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 54.7166405 sigma out 37 active outputs RANK 2 NODE 4 --> 40.1850967 sigma out 37 active outputs RANK 3 NODE 5 --> 19.0300083 sigma out 37 active outputs RANK 4 NODE 2 --> 18.3128071 sigma out 37 active outputs RANK 5 NODE 6 --> 17.6978931 sigma out 36 active outputs RANK 6 NODE 13 --> 14.8376226 sigma out 36 active outputs RANK 7 NODE 7 --> 14.4967308 sigma out 36 active outputs RANK 8 NODE 8 --> 13.4829702 sigma out 37 active outputs RANK 9 NODE 9 --> 13.2329874 sigma out 37 active outputs RANK 10 NODE 11 --> 12.9408369 sigma out 37 active outputs RANK 11 NODE 10 --> 12.9295549 sigma out 36 active outputs RANK 12 NODE 3 --> 12.3200045 sigma out 36 active outputs RANK 13 NODE 12 --> 12.3006277 sigma out 37 active outputs RANK 14 NODE 16 --> 11.872138 sigma out 37 active outputs RANK 15 NODE 17 --> 11.2138863 sigma out 37 active outputs RANK 16 NODE 24 --> 11.1816359 sigma out 37 active outputs RANK 17 NODE 23 --> 10.6659031 sigma out 37 active outputs RANK 18 NODE 19 --> 10.2117739 sigma out 37 active outputs RANK 19 NODE 33 --> 9.94317245 sigma out 37 active outputs RANK 20 NODE 20 --> 9.7099371 sigma out 35 active outputs RANK 21 NODE 22 --> 9.24798679 sigma out 35 active outputs RANK 22 NODE 15 --> 9.06572247 sigma out 37 active outputs RANK 23 NODE 25 --> 8.98169518 sigma out 37 active outputs RANK 24 NODE 14 --> 8.60825062 sigma out 36 active outputs RANK 25 NODE 27 --> 8.34882259 sigma out 37 active outputs RANK 26 NODE 21 --> 8.12695217 sigma out 36 active outputs RANK 27 NODE 18 --> 7.63791466 sigma out 34 active outputs RANK 28 NODE 28 --> 6.98953104 sigma out 35 active outputs RANK 29 NODE 26 --> 6.72625875 sigma out 37 active outputs RANK 30 NODE 29 --> 5.90566778 sigma out 37 active outputs RANK 31 NODE 30 --> 5.84307241 sigma out 35 active outputs RANK 32 NODE 32 --> 5.37611151 sigma out 37 active outputs RANK 33 NODE 31 --> 5.26248074 sigma out 36 active outputs RANK 34 NODE 34 --> 4.68692398 sigma out 36 active outputs RANK 35 NODE 35 --> 2.35906363 sigma out 35 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 24.9976406 sigma in 35act. ( 15.4908562 sig out 1act.) RANK 2 NODE 11 --> 22.5746861 sigma in 35act. ( 12.1289043 sig out 1act.) RANK 3 NODE 35 --> 22.3926468 sigma in 34act. ( 15.321908 sig out 1act.) RANK 4 NODE 23 --> 21.6572361 sigma in 34act. ( 13.9934435 sig out 1act.) RANK 5 NODE 6 --> 21.5193348 sigma in 35act. ( 14.8763857 sig out 1act.) RANK 6 NODE 1 --> 19.7913074 sigma in 35act. ( 10.5711441 sig out 1act.) RANK 7 NODE 13 --> 18.8497276 sigma in 35act. ( 9.94537926 sig out 1act.) RANK 8 NODE 32 --> 18.6602135 sigma in 35act. ( 12.2421703 sig out 1act.) RANK 9 NODE 5 --> 18.1325741 sigma in 35act. ( 12.4678583 sig out 1act.) RANK 10 NODE 21 --> 17.9347553 sigma in 35act. ( 10.9634361 sig out 1act.) RANK 11 NODE 31 --> 17.8139458 sigma in 35act. ( 10.20333 sig out 1act.) RANK 12 NODE 10 --> 17.1900215 sigma in 34act. ( 8.3458147 sig out 1act.) RANK 13 NODE 19 --> 17.0794392 sigma in 34act. ( 9.92936707 sig out 1act.) RANK 14 NODE 16 --> 16.5580921 sigma in 34act. ( 8.49655056 sig out 1act.) RANK 15 NODE 7 --> 16.4776764 sigma in 34act. ( 8.77625465 sig out 1act.) RANK 16 NODE 4 --> 16.4336662 sigma in 34act. ( 12.5989265 sig out 1act.) RANK 17 NODE 17 --> 16.3978214 sigma in 35act. ( 10.2925415 sig out 1act.) RANK 18 NODE 37 --> 15.4861546 sigma in 35act. ( 9.91180325 sig out 1act.) RANK 19 NODE 29 --> 14.9802866 sigma in 34act. ( 10.5850496 sig out 1act.) RANK 20 NODE 36 --> 14.7675943 sigma in 33act. ( 10.5700626 sig out 1act.) RANK 21 NODE 27 --> 14.3097143 sigma in 35act. ( 7.95249224 sig out 1act.) RANK 22 NODE 30 --> 12.9689598 sigma in 35act. ( 9.34484863 sig out 1act.) RANK 23 NODE 8 --> 12.4626389 sigma in 34act. ( 7.95799255 sig out 1act.) RANK 24 NODE 25 --> 11.5015354 sigma in 35act. ( 7.73801327 sig out 1act.) RANK 25 NODE 34 --> 11.1860981 sigma in 33act. ( 6.24029827 sig out 1act.) RANK 26 NODE 18 --> 10.9875612 sigma in 35act. ( 6.97587919 sig out 1act.) RANK 27 NODE 15 --> 10.3587685 sigma in 35act. ( 8.79475307 sig out 1act.) RANK 28 NODE 2 --> 10.1180658 sigma in 34act. ( 5.47752285 sig out 1act.) RANK 29 NODE 20 --> 9.49282646 sigma in 35act. ( 6.12204647 sig out 1act.) RANK 30 NODE 24 --> 8.11564636 sigma in 34act. ( 6.92660761 sig out 1act.) RANK 31 NODE 26 --> 7.72224283 sigma in 35act. ( 4.27817869 sig out 1act.) RANK 32 NODE 9 --> 7.65022421 sigma in 35act. ( 4.11724329 sig out 1act.) RANK 33 NODE 3 --> 7.55905724 sigma in 33act. ( 3.96831465 sig out 1act.) RANK 34 NODE 14 --> 7.17717028 sigma in 33act. ( 2.96576881 sig out 1act.) RANK 35 NODE 33 --> 6.94566059 sigma in 35act. ( 0.290867865 sig out 1act.) RANK 36 NODE 28 --> 6.48885727 sigma in 33act. ( 2.71382523 sig out 1act.) RANK 37 NODE 22 --> 6.05926037 sigma in 34act. ( 0.463574648 sig out 1act.) sorted by output significance RANK 1 NODE 12 --> 15.4908562 sigma out 1act.( 24.9976406 sig in 35act.) RANK 2 NODE 35 --> 15.321908 sigma out 1act.( 22.3926468 sig in 34act.) RANK 3 NODE 6 --> 14.8763857 sigma out 1act.( 21.5193348 sig in 35act.) RANK 4 NODE 23 --> 13.9934435 sigma out 1act.( 21.6572361 sig in 34act.) RANK 5 NODE 4 --> 12.5989265 sigma out 1act.( 16.4336662 sig in 34act.) RANK 6 NODE 5 --> 12.4678583 sigma out 1act.( 18.1325741 sig in 35act.) RANK 7 NODE 32 --> 12.2421703 sigma out 1act.( 18.6602135 sig in 35act.) RANK 8 NODE 11 --> 12.1289043 sigma out 1act.( 22.5746861 sig in 35act.) RANK 9 NODE 21 --> 10.9634361 sigma out 1act.( 17.9347553 sig in 35act.) RANK 10 NODE 29 --> 10.5850496 sigma out 1act.( 14.9802866 sig in 34act.) RANK 11 NODE 1 --> 10.5711441 sigma out 1act.( 19.7913074 sig in 35act.) RANK 12 NODE 36 --> 10.5700626 sigma out 1act.( 14.7675943 sig in 33act.) RANK 13 NODE 17 --> 10.2925415 sigma out 1act.( 16.3978214 sig in 35act.) RANK 14 NODE 31 --> 10.20333 sigma out 1act.( 17.8139458 sig in 35act.) RANK 15 NODE 13 --> 9.94537926 sigma out 1act.( 18.8497276 sig in 35act.) RANK 16 NODE 19 --> 9.92936707 sigma out 1act.( 17.0794392 sig in 34act.) RANK 17 NODE 37 --> 9.91180325 sigma out 1act.( 15.4861546 sig in 35act.) RANK 18 NODE 30 --> 9.34484863 sigma out 1act.( 12.9689598 sig in 35act.) RANK 19 NODE 15 --> 8.79475307 sigma out 1act.( 10.3587685 sig in 35act.) RANK 20 NODE 7 --> 8.77625465 sigma out 1act.( 16.4776764 sig in 34act.) RANK 21 NODE 16 --> 8.49655056 sigma out 1act.( 16.5580921 sig in 34act.) RANK 22 NODE 10 --> 8.3458147 sigma out 1act.( 17.1900215 sig in 34act.) RANK 23 NODE 8 --> 7.95799255 sigma out 1act.( 12.4626389 sig in 34act.) RANK 24 NODE 27 --> 7.95249224 sigma out 1act.( 14.3097143 sig in 35act.) RANK 25 NODE 25 --> 7.73801327 sigma out 1act.( 11.5015354 sig in 35act.) RANK 26 NODE 18 --> 6.97587919 sigma out 1act.( 10.9875612 sig in 35act.) RANK 27 NODE 24 --> 6.92660761 sigma out 1act.( 8.11564636 sig in 34act.) RANK 28 NODE 34 --> 6.24029827 sigma out 1act.( 11.1860981 sig in 33act.) RANK 29 NODE 20 --> 6.12204647 sigma out 1act.( 9.49282646 sig in 35act.) RANK 30 NODE 2 --> 5.47752285 sigma out 1act.( 10.1180658 sig in 34act.) RANK 31 NODE 26 --> 4.27817869 sigma out 1act.( 7.72224283 sig in 35act.) RANK 32 NODE 9 --> 4.11724329 sigma out 1act.( 7.65022421 sig in 35act.) RANK 33 NODE 3 --> 3.96831465 sigma out 1act.( 7.55905724 sig in 33act.) RANK 34 NODE 14 --> 2.96576881 sigma out 1act.( 7.17717028 sig in 33act.) RANK 35 NODE 28 --> 2.71382523 sigma out 1act.( 6.48885727 sig in 33act.) RANK 36 NODE 22 --> 0.463574648 sigma out 1act.( 6.05926037 sig in 34act.) RANK 37 NODE 33 --> 0.290867865 sigma out 1act.( 6.94566059 sig in 35act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 57.4894333 sigma in 37 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.491514713 *** contribution from regularisation: 0.0171092842 *** contribution from error: -0.508624017 *** contribution from DIAG: 0.00335715478 *********************************************** --------------------------------------------------- Iteration : 81 *********************************************** *** Learn Path 81 *** loss function: -0.491483182 *** contribution from regularisation: 0.0171512179 *** contribution from error: -0.508634388 *** contribution from DIAG: 0.0033438825 *********************************************** --------------------------------------------------- Iteration : 82 *********************************************** *** Learn Path 82 *** loss function: -0.491436392 *** contribution from regularisation: 0.0172084477 *** contribution from error: -0.508644819 *** contribution from DIAG: 0.00338116474 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 27 to knot 8 *********************************************** *** Learn Path 83 *** loss function: -0.49156177 *** contribution from regularisation: 0.0170937236 *** contribution from error: -0.508655488 *** contribution from DIAG: 0.00335275568 *********************************************** --------------------------------------------------- Iteration : 84 kill weight from layer 1 knot 31 to knot 1 kill weight from layer 1 knot 9 to knot 34 *********************************************** *** Learn Path 84 *** loss function: -0.491531491 *** contribution from regularisation: 0.0171338934 *** contribution from error: -0.508665383 *** contribution from DIAG: 0.00333168451 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 23 to knot 26 *********************************************** *** Learn Path 85 *** loss function: -0.491578311 *** contribution from regularisation: 0.017096933 *** contribution from error: -0.508675218 *** contribution from DIAG: 0.00332795014 *********************************************** --------------------------------------------------- Iteration : 86 kill weight from layer 1 knot 9 to knot 18 *********************************************** *** Learn Path 86 *** loss function: -0.491580695 *** contribution from regularisation: 0.0171036497 *** contribution from error: -0.508684337 *** contribution from DIAG: 0.00334389601 *********************************************** --------------------------------------------------- Iteration : 87 kill weight from layer 1 knot 35 to knot 11 kill weight from layer 1 knot 29 to knot 16 *********************************************** *** Learn Path 87 *** loss function: -0.491417438 *** contribution from regularisation: 0.0172779392 *** contribution from error: -0.508695364 *** contribution from DIAG: 0.00332972081 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 35 to knot 4 kill weight from layer 1 knot 2 to knot 21 kill weight from layer 1 knot 34 to knot 25 kill weight from layer 1 knot 17 to knot 27 kill weight from layer 1 knot 35 to knot 35 *********************************************** *** Learn Path 88 *** loss function: -0.491771072 *** contribution from regularisation: 0.0169332139 *** contribution from error: -0.508704305 *** contribution from DIAG: 0.00331203127 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 27 to knot 19 *********************************************** *** Learn Path 89 *** loss function: -0.491450191 *** contribution from regularisation: 0.0172636136 *** contribution from error: -0.508713782 *** contribution from DIAG: 0.00333599909 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 35 to knot 3 kill weight from layer 1 knot 27 to knot 5 kill weight from layer 1 knot 26 to knot 14 kill weight from layer 1 knot 27 to knot 15 kill weight from layer 1 knot 35 to knot 20 kill weight from layer 1 knot 16 to knot 33 kill weight from layer 1 knot 28 to knot 33 kill weight from layer 1 knot 19 to knot 36 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 54.88731 sigma out 37 active outputs RANK 2 NODE 4 --> 40.6023521 sigma out 37 active outputs RANK 3 NODE 5 --> 18.911869 sigma out 37 active outputs RANK 4 NODE 2 --> 18.437212 sigma out 36 active outputs RANK 5 NODE 6 --> 17.6648293 sigma out 36 active outputs RANK 6 NODE 13 --> 14.8151455 sigma out 36 active outputs RANK 7 NODE 7 --> 14.5110826 sigma out 36 active outputs RANK 8 NODE 9 --> 13.6732988 sigma out 35 active outputs RANK 9 NODE 8 --> 13.382782 sigma out 37 active outputs RANK 10 NODE 10 --> 13.151413 sigma out 36 active outputs RANK 11 NODE 11 --> 12.7096624 sigma out 37 active outputs RANK 12 NODE 3 --> 12.6896687 sigma out 36 active outputs RANK 13 NODE 12 --> 12.2599611 sigma out 37 active outputs RANK 14 NODE 16 --> 11.7269106 sigma out 36 active outputs RANK 15 NODE 17 --> 11.0537558 sigma out 36 active outputs RANK 16 NODE 24 --> 11.0336208 sigma out 37 active outputs RANK 17 NODE 23 --> 10.5803862 sigma out 36 active outputs RANK 18 NODE 19 --> 10.2348747 sigma out 36 active outputs RANK 19 NODE 33 --> 10.0419989 sigma out 37 active outputs RANK 20 NODE 20 --> 9.86930275 sigma out 35 active outputs RANK 21 NODE 22 --> 9.24931812 sigma out 35 active outputs RANK 22 NODE 15 --> 9.18762493 sigma out 37 active outputs RANK 23 NODE 25 --> 8.88994312 sigma out 37 active outputs RANK 24 NODE 14 --> 8.45435524 sigma out 36 active outputs RANK 25 NODE 27 --> 8.14608765 sigma out 33 active outputs RANK 26 NODE 21 --> 8.11236095 sigma out 36 active outputs RANK 27 NODE 18 --> 8.10354328 sigma out 34 active outputs RANK 28 NODE 28 --> 6.91165638 sigma out 34 active outputs RANK 29 NODE 26 --> 6.8409462 sigma out 36 active outputs RANK 30 NODE 30 --> 5.9545331 sigma out 35 active outputs RANK 31 NODE 29 --> 5.91882372 sigma out 36 active outputs RANK 32 NODE 32 --> 5.49818182 sigma out 37 active outputs RANK 33 NODE 31 --> 5.1870985 sigma out 35 active outputs RANK 34 NODE 34 --> 5.02437496 sigma out 35 active outputs RANK 35 NODE 35 --> 2.18183875 sigma out 30 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 25.1070061 sigma in 35act. ( 15.5345926 sig out 1act.) RANK 2 NODE 11 --> 22.7734241 sigma in 34act. ( 12.0286102 sig out 1act.) RANK 3 NODE 35 --> 22.4133282 sigma in 33act. ( 15.5180817 sig out 1act.) RANK 4 NODE 23 --> 21.7971611 sigma in 34act. ( 13.9926043 sig out 1act.) RANK 5 NODE 6 --> 21.6997128 sigma in 35act. ( 14.8373871 sig out 1act.) RANK 6 NODE 1 --> 19.8267784 sigma in 34act. ( 10.7660904 sig out 1act.) RANK 7 NODE 13 --> 18.9855976 sigma in 35act. ( 9.98718739 sig out 1act.) RANK 8 NODE 32 --> 18.7290192 sigma in 35act. ( 12.2477684 sig out 1act.) RANK 9 NODE 5 --> 18.2599964 sigma in 34act. ( 12.2811022 sig out 1act.) RANK 10 NODE 21 --> 18.0590267 sigma in 34act. ( 10.7941141 sig out 1act.) RANK 11 NODE 31 --> 17.8692455 sigma in 35act. ( 10.2698078 sig out 1act.) RANK 12 NODE 10 --> 17.3015156 sigma in 34act. ( 8.32677937 sig out 1act.) RANK 13 NODE 19 --> 17.178194 sigma in 33act. ( 9.78238487 sig out 1act.) RANK 14 NODE 16 --> 16.6072311 sigma in 33act. ( 8.54291916 sig out 1act.) RANK 15 NODE 7 --> 16.5795441 sigma in 34act. ( 8.57417297 sig out 1act.) RANK 16 NODE 17 --> 16.5567284 sigma in 35act. ( 10.1743193 sig out 1act.) RANK 17 NODE 4 --> 16.4548111 sigma in 33act. ( 12.6894474 sig out 1act.) RANK 18 NODE 37 --> 15.5808392 sigma in 35act. ( 9.74478245 sig out 1act.) RANK 19 NODE 29 --> 15.0063696 sigma in 34act. ( 10.628603 sig out 1act.) RANK 20 NODE 36 --> 14.8734636 sigma in 32act. ( 10.4699011 sig out 1act.) RANK 21 NODE 27 --> 14.3513899 sigma in 34act. ( 7.98980236 sig out 1act.) RANK 22 NODE 30 --> 12.9894762 sigma in 35act. ( 9.31370544 sig out 1act.) RANK 23 NODE 8 --> 12.4730873 sigma in 33act. ( 7.91967201 sig out 1act.) RANK 24 NODE 25 --> 11.4512396 sigma in 34act. ( 7.78121805 sig out 1act.) RANK 25 NODE 34 --> 11.1826363 sigma in 32act. ( 6.20131969 sig out 1act.) RANK 26 NODE 18 --> 10.9712257 sigma in 34act. ( 6.98996782 sig out 1act.) RANK 27 NODE 15 --> 10.3584919 sigma in 34act. ( 8.78148937 sig out 1act.) RANK 28 NODE 2 --> 10.0856619 sigma in 34act. ( 5.44414139 sig out 1act.) RANK 29 NODE 20 --> 9.49030685 sigma in 34act. ( 6.16322851 sig out 1act.) RANK 30 NODE 24 --> 8.09348869 sigma in 34act. ( 6.9173336 sig out 1act.) RANK 31 NODE 26 --> 7.68297386 sigma in 34act. ( 4.26745701 sig out 1act.) RANK 32 NODE 9 --> 7.55771065 sigma in 35act. ( 4.10818005 sig out 1act.) RANK 33 NODE 3 --> 7.51664257 sigma in 32act. ( 3.9230485 sig out 1act.) RANK 34 NODE 14 --> 7.10845423 sigma in 32act. ( 2.99871588 sig out 1act.) RANK 35 NODE 33 --> 6.90412045 sigma in 33act. ( 0.297228009 sig out 1act.) RANK 36 NODE 28 --> 6.44541502 sigma in 33act. ( 2.65640759 sig out 1act.) RANK 37 NODE 22 --> 6.01165342 sigma in 34act. ( 0.457542062 sig out 1act.) sorted by output significance RANK 1 NODE 12 --> 15.5345926 sigma out 1act.( 25.1070061 sig in 35act.) RANK 2 NODE 35 --> 15.5180817 sigma out 1act.( 22.4133282 sig in 33act.) RANK 3 NODE 6 --> 14.8373871 sigma out 1act.( 21.6997128 sig in 35act.) RANK 4 NODE 23 --> 13.9926043 sigma out 1act.( 21.7971611 sig in 34act.) RANK 5 NODE 4 --> 12.6894474 sigma out 1act.( 16.4548111 sig in 33act.) RANK 6 NODE 5 --> 12.2811022 sigma out 1act.( 18.2599964 sig in 34act.) RANK 7 NODE 32 --> 12.2477684 sigma out 1act.( 18.7290192 sig in 35act.) RANK 8 NODE 11 --> 12.0286102 sigma out 1act.( 22.7734241 sig in 34act.) RANK 9 NODE 21 --> 10.7941141 sigma out 1act.( 18.0590267 sig in 34act.) RANK 10 NODE 1 --> 10.7660904 sigma out 1act.( 19.8267784 sig in 34act.) RANK 11 NODE 29 --> 10.628603 sigma out 1act.( 15.0063696 sig in 34act.) RANK 12 NODE 36 --> 10.4699011 sigma out 1act.( 14.8734636 sig in 32act.) RANK 13 NODE 31 --> 10.2698078 sigma out 1act.( 17.8692455 sig in 35act.) RANK 14 NODE 17 --> 10.1743193 sigma out 1act.( 16.5567284 sig in 35act.) RANK 15 NODE 13 --> 9.98718739 sigma out 1act.( 18.9855976 sig in 35act.) RANK 16 NODE 19 --> 9.78238487 sigma out 1act.( 17.178194 sig in 33act.) RANK 17 NODE 37 --> 9.74478245 sigma out 1act.( 15.5808392 sig in 35act.) RANK 18 NODE 30 --> 9.31370544 sigma out 1act.( 12.9894762 sig in 35act.) RANK 19 NODE 15 --> 8.78148937 sigma out 1act.( 10.3584919 sig in 34act.) RANK 20 NODE 7 --> 8.57417297 sigma out 1act.( 16.5795441 sig in 34act.) RANK 21 NODE 16 --> 8.54291916 sigma out 1act.( 16.6072311 sig in 33act.) RANK 22 NODE 10 --> 8.32677937 sigma out 1act.( 17.3015156 sig in 34act.) RANK 23 NODE 27 --> 7.98980236 sigma out 1act.( 14.3513899 sig in 34act.) RANK 24 NODE 8 --> 7.91967201 sigma out 1act.( 12.4730873 sig in 33act.) RANK 25 NODE 25 --> 7.78121805 sigma out 1act.( 11.4512396 sig in 34act.) RANK 26 NODE 18 --> 6.98996782 sigma out 1act.( 10.9712257 sig in 34act.) RANK 27 NODE 24 --> 6.9173336 sigma out 1act.( 8.09348869 sig in 34act.) RANK 28 NODE 34 --> 6.20131969 sigma out 1act.( 11.1826363 sig in 32act.) RANK 29 NODE 20 --> 6.16322851 sigma out 1act.( 9.49030685 sig in 34act.) RANK 30 NODE 2 --> 5.44414139 sigma out 1act.( 10.0856619 sig in 34act.) RANK 31 NODE 26 --> 4.26745701 sigma out 1act.( 7.68297386 sig in 34act.) RANK 32 NODE 9 --> 4.10818005 sigma out 1act.( 7.55771065 sig in 35act.) RANK 33 NODE 3 --> 3.9230485 sigma out 1act.( 7.51664257 sig in 32act.) RANK 34 NODE 14 --> 2.99871588 sigma out 1act.( 7.10845423 sig in 32act.) RANK 35 NODE 28 --> 2.65640759 sigma out 1act.( 6.44541502 sig in 33act.) RANK 36 NODE 22 --> 0.457542062 sigma out 1act.( 6.01165342 sig in 34act.) RANK 37 NODE 33 --> 0.297228009 sigma out 1act.( 6.90412045 sig in 33act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 57.4057846 sigma in 37 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.491703779 *** contribution from regularisation: 0.017018076 *** contribution from error: -0.508721828 *** contribution from DIAG: 0.00333370781 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 17 to knot 1 kill weight from layer 1 knot 29 to knot 5 kill weight from layer 1 knot 30 to knot 14 kill weight from layer 1 knot 25 to knot 26 kill weight from layer 1 knot 10 to knot 33 kill weight from layer 1 knot 34 to knot 37 *********************************************** *** Learn Path 91 *** loss function: -0.491627902 *** contribution from regularisation: 0.0171052292 *** contribution from error: -0.508733153 *** contribution from DIAG: 0.00332804606 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 31 to knot 9 kill weight from layer 1 knot 8 to knot 11 kill weight from layer 1 knot 23 to knot 24 kill weight from layer 1 knot 30 to knot 26 kill weight from layer 1 knot 34 to knot 29 *********************************************** *** Learn Path 92 *** loss function: -0.491678655 *** contribution from regularisation: 0.0170634035 *** contribution from error: -0.508742034 *** contribution from DIAG: 0.00334431627 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 35 to knot 1 kill weight from layer 1 knot 10 to knot 9 kill weight from layer 1 knot 15 to knot 9 kill weight from layer 1 knot 26 to knot 30 *********************************************** *** Learn Path 93 *** loss function: -0.491683781 *** contribution from regularisation: 0.017067343 *** contribution from error: -0.508751154 *** contribution from DIAG: 0.00333677954 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 34 to knot 9 kill weight from layer 1 knot 35 to knot 19 kill weight from layer 1 knot 32 to knot 21 kill weight from layer 1 knot 32 to knot 28 kill weight from layer 1 knot 35 to knot 37 *********************************************** *** Learn Path 94 *** loss function: -0.491838813 *** contribution from regularisation: 0.0169202611 *** contribution from error: -0.508759081 *** contribution from DIAG: 0.00334051065 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 13 to knot 4 kill weight from layer 1 knot 25 to knot 9 kill weight from layer 1 knot 32 to knot 9 kill weight from layer 1 knot 12 to knot 14 kill weight from layer 1 knot 13 to knot 19 kill weight from layer 1 knot 30 to knot 21 kill weight from layer 1 knot 23 to knot 22 kill weight from layer 1 knot 11 to knot 24 *********************************************** *** Learn Path 95 *** loss function: -0.491757452 *** contribution from regularisation: 0.0170070957 *** contribution from error: -0.508764565 *** contribution from DIAG: 0.00332771242 *********************************************** --------------------------------------------------- Iteration : 96 kill weight from layer 1 knot 34 to knot 14 *********************************************** *** Learn Path 96 *** loss function: -0.49187246 *** contribution from regularisation: 0.0169015694 *** contribution from error: -0.508774042 *** contribution from DIAG: 0.00334091368 *********************************************** --------------------------------------------------- Iteration : 97 *********************************************** *** Learn Path 97 *** loss function: -0.491734922 *** contribution from regularisation: 0.017046405 *** contribution from error: -0.508781314 *** contribution from DIAG: 0.00331582176 *********************************************** --------------------------------------------------- Iteration : 98 kill weight from layer 1 knot 29 to knot 24 *********************************************** *** Learn Path 98 *** loss function: -0.49198541 *** contribution from regularisation: 0.0168029983 *** contribution from error: -0.508788407 *** contribution from DIAG: 0.00332514662 *********************************************** --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.491806269 *** contribution from regularisation: 0.0169900302 *** contribution from error: -0.508796275 *** contribution from DIAG: 0.00334184663 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 55.541481 sigma out 37 active outputs RANK 2 NODE 4 --> 40.7296562 sigma out 37 active outputs RANK 3 NODE 5 --> 19.2353916 sigma out 37 active outputs RANK 4 NODE 2 --> 18.434639 sigma out 36 active outputs RANK 5 NODE 6 --> 18.0911598 sigma out 36 active outputs RANK 6 NODE 13 --> 14.6511793 sigma out 34 active outputs RANK 7 NODE 7 --> 14.592658 sigma out 36 active outputs RANK 8 NODE 9 --> 13.6575565 sigma out 35 active outputs RANK 9 NODE 8 --> 13.3555155 sigma out 36 active outputs RANK 10 NODE 10 --> 13.2042694 sigma out 34 active outputs RANK 11 NODE 11 --> 12.9480581 sigma out 36 active outputs RANK 12 NODE 3 --> 12.6910858 sigma out 36 active outputs RANK 13 NODE 12 --> 12.3467808 sigma out 36 active outputs RANK 14 NODE 16 --> 11.7269115 sigma out 36 active outputs RANK 15 NODE 24 --> 11.2313719 sigma out 37 active outputs RANK 16 NODE 17 --> 11.104373 sigma out 35 active outputs RANK 17 NODE 23 --> 10.5677567 sigma out 34 active outputs RANK 18 NODE 33 --> 10.1725845 sigma out 37 active outputs RANK 19 NODE 19 --> 10.1699734 sigma out 36 active outputs RANK 20 NODE 20 --> 9.86714172 sigma out 35 active outputs RANK 21 NODE 22 --> 9.4254961 sigma out 35 active outputs RANK 22 NODE 15 --> 9.1327877 sigma out 36 active outputs RANK 23 NODE 25 --> 9.00265026 sigma out 35 active outputs RANK 24 NODE 14 --> 8.44100475 sigma out 36 active outputs RANK 25 NODE 27 --> 8.24470425 sigma out 33 active outputs RANK 26 NODE 21 --> 8.12928677 sigma out 36 active outputs RANK 27 NODE 18 --> 8.01355553 sigma out 34 active outputs RANK 28 NODE 28 --> 6.99119329 sigma out 34 active outputs RANK 29 NODE 26 --> 6.82332802 sigma out 35 active outputs RANK 30 NODE 29 --> 5.90073776 sigma out 34 active outputs RANK 31 NODE 30 --> 5.80760241 sigma out 32 active outputs RANK 32 NODE 32 --> 5.33146667 sigma out 34 active outputs RANK 33 NODE 31 --> 5.12186098 sigma out 34 active outputs RANK 34 NODE 34 --> 4.48520517 sigma out 31 active outputs RANK 35 NODE 35 --> 2.08484745 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 12 --> 25.3335342 sigma in 35act. ( 15.7532434 sig out 1act.) RANK 2 NODE 11 --> 22.9777889 sigma in 33act. ( 12.3124447 sig out 1act.) RANK 3 NODE 35 --> 22.6899281 sigma in 33act. ( 15.5453444 sig out 1act.) RANK 4 NODE 23 --> 21.9140682 sigma in 34act. ( 14.3701696 sig out 1act.) RANK 5 NODE 6 --> 21.8149185 sigma in 35act. ( 15.1005802 sig out 1act.) RANK 6 NODE 1 --> 20.0374889 sigma in 32act. ( 10.8764601 sig out 1act.) RANK 7 NODE 13 --> 19.108387 sigma in 35act. ( 10.1300383 sig out 1act.) RANK 8 NODE 32 --> 18.8166275 sigma in 35act. ( 12.4071331 sig out 1act.) RANK 9 NODE 5 --> 18.369688 sigma in 33act. ( 12.512701 sig out 1act.) RANK 10 NODE 21 --> 18.1564751 sigma in 32act. ( 11.0260496 sig out 1act.) RANK 11 NODE 31 --> 18.0034599 sigma in 35act. ( 10.3533335 sig out 1act.) RANK 12 NODE 10 --> 17.4224052 sigma in 34act. ( 8.42473412 sig out 1act.) RANK 13 NODE 19 --> 17.2766743 sigma in 31act. ( 10.0135479 sig out 1act.) RANK 14 NODE 16 --> 16.781889 sigma in 33act. ( 8.64317703 sig out 1act.) RANK 15 NODE 7 --> 16.6647377 sigma in 34act. ( 8.80281258 sig out 1act.) RANK 16 NODE 17 --> 16.6620064 sigma in 35act. ( 10.3368502 sig out 1act.) RANK 17 NODE 4 --> 16.6600266 sigma in 32act. ( 12.9891291 sig out 1act.) RANK 18 NODE 37 --> 15.679512 sigma in 33act. ( 9.93232822 sig out 1act.) RANK 19 NODE 29 --> 15.202816 sigma in 33act. ( 10.5903397 sig out 1act.) RANK 20 NODE 36 --> 15.0208483 sigma in 32act. ( 10.6034575 sig out 1act.) RANK 21 NODE 27 --> 14.4647713 sigma in 34act. ( 8.06580162 sig out 1act.) RANK 22 NODE 30 --> 13.0538673 sigma in 34act. ( 9.38123131 sig out 1act.) RANK 23 NODE 8 --> 12.5252237 sigma in 33act. ( 8.05130005 sig out 1act.) RANK 24 NODE 25 --> 11.5135393 sigma in 34act. ( 7.82231045 sig out 1act.) RANK 25 NODE 34 --> 11.2501411 sigma in 32act. ( 6.2365365 sig out 1act.) RANK 26 NODE 18 --> 11.0232191 sigma in 34act. ( 7.04262877 sig out 1act.) RANK 27 NODE 15 --> 10.3956833 sigma in 34act. ( 8.84013462 sig out 1act.) RANK 28 NODE 2 --> 10.1004095 sigma in 34act. ( 5.53923845 sig out 1act.) RANK 29 NODE 20 --> 9.45245361 sigma in 34act. ( 6.26552868 sig out 1act.) RANK 30 NODE 24 --> 8.08995056 sigma in 31act. ( 6.96227694 sig out 1act.) RANK 31 NODE 26 --> 7.65941477 sigma in 32act. ( 4.28503942 sig out 1act.) RANK 32 NODE 9 --> 7.53880119 sigma in 29act. ( 4.1516304 sig out 1act.) RANK 33 NODE 3 --> 7.48808432 sigma in 32act. ( 3.9531908 sig out 1act.) RANK 34 NODE 14 --> 7.05916214 sigma in 29act. ( 3.01483679 sig out 1act.) RANK 35 NODE 33 --> 6.81407404 sigma in 32act. ( 0.297067076 sig out 1act.) RANK 36 NODE 28 --> 6.40142441 sigma in 32act. ( 2.67626858 sig out 1act.) RANK 37 NODE 22 --> 5.92520571 sigma in 33act. ( 0.45648846 sig out 1act.) sorted by output significance RANK 1 NODE 12 --> 15.7532434 sigma out 1act.( 25.3335342 sig in 35act.) RANK 2 NODE 35 --> 15.5453444 sigma out 1act.( 22.6899281 sig in 33act.) RANK 3 NODE 6 --> 15.1005802 sigma out 1act.( 21.8149185 sig in 35act.) RANK 4 NODE 23 --> 14.3701696 sigma out 1act.( 21.9140682 sig in 34act.) RANK 5 NODE 4 --> 12.9891291 sigma out 1act.( 16.6600266 sig in 32act.) RANK 6 NODE 5 --> 12.512701 sigma out 1act.( 18.369688 sig in 33act.) RANK 7 NODE 32 --> 12.4071331 sigma out 1act.( 18.8166275 sig in 35act.) RANK 8 NODE 11 --> 12.3124447 sigma out 1act.( 22.9777889 sig in 33act.) RANK 9 NODE 21 --> 11.0260496 sigma out 1act.( 18.1564751 sig in 32act.) RANK 10 NODE 1 --> 10.8764601 sigma out 1act.( 20.0374889 sig in 32act.) RANK 11 NODE 36 --> 10.6034575 sigma out 1act.( 15.0208483 sig in 32act.) RANK 12 NODE 29 --> 10.5903397 sigma out 1act.( 15.202816 sig in 33act.) RANK 13 NODE 31 --> 10.3533335 sigma out 1act.( 18.0034599 sig in 35act.) RANK 14 NODE 17 --> 10.3368502 sigma out 1act.( 16.6620064 sig in 35act.) RANK 15 NODE 13 --> 10.1300383 sigma out 1act.( 19.108387 sig in 35act.) RANK 16 NODE 19 --> 10.0135479 sigma out 1act.( 17.2766743 sig in 31act.) RANK 17 NODE 37 --> 9.93232822 sigma out 1act.( 15.679512 sig in 33act.) RANK 18 NODE 30 --> 9.38123131 sigma out 1act.( 13.0538673 sig in 34act.) RANK 19 NODE 15 --> 8.84013462 sigma out 1act.( 10.3956833 sig in 34act.) RANK 20 NODE 7 --> 8.80281258 sigma out 1act.( 16.6647377 sig in 34act.) RANK 21 NODE 16 --> 8.64317703 sigma out 1act.( 16.781889 sig in 33act.) RANK 22 NODE 10 --> 8.42473412 sigma out 1act.( 17.4224052 sig in 34act.) RANK 23 NODE 27 --> 8.06580162 sigma out 1act.( 14.4647713 sig in 34act.) RANK 24 NODE 8 --> 8.05130005 sigma out 1act.( 12.5252237 sig in 33act.) RANK 25 NODE 25 --> 7.82231045 sigma out 1act.( 11.5135393 sig in 34act.) RANK 26 NODE 18 --> 7.04262877 sigma out 1act.( 11.0232191 sig in 34act.) RANK 27 NODE 24 --> 6.96227694 sigma out 1act.( 8.08995056 sig in 31act.) RANK 28 NODE 20 --> 6.26552868 sigma out 1act.( 9.45245361 sig in 34act.) RANK 29 NODE 34 --> 6.2365365 sigma out 1act.( 11.2501411 sig in 32act.) RANK 30 NODE 2 --> 5.53923845 sigma out 1act.( 10.1004095 sig in 34act.) RANK 31 NODE 26 --> 4.28503942 sigma out 1act.( 7.65941477 sig in 32act.) RANK 32 NODE 9 --> 4.1516304 sigma out 1act.( 7.53880119 sig in 29act.) RANK 33 NODE 3 --> 3.9531908 sigma out 1act.( 7.48808432 sig in 32act.) RANK 34 NODE 14 --> 3.01483679 sigma out 1act.( 7.05916214 sig in 29act.) RANK 35 NODE 28 --> 2.67626858 sigma out 1act.( 6.40142441 sig in 32act.) RANK 36 NODE 22 --> 0.45648846 sigma out 1act.( 5.92520571 sig in 33act.) RANK 37 NODE 33 --> 0.297067076 sigma out 1act.( 6.81407404 sig in 32act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 58.226162 sigma in 37 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.491935402 *** contribution from regularisation: 0.0168686509 *** contribution from error: -0.508804083 *** contribution from DIAG: 0.00333133247 *********************************************** -----------------> Test sample create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Muon_Downstream_NeuroBayes.conf NB_AHISTOUT: storage space 194477 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Muon/Downstream/GlobalPID_Muon_Downstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Muon/Downstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Muon/Downstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Muon/Downstream/NB.txt Training Host = lxplus436.cern.ch Particle type = muon Background types = all Training Mix = NaturalMix Track type = Downstream 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_Downstream_NeuroBayes.conf Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 32 nodes, hidden layer has 37 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) 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. = 0.625249% Selected 61409 tracks for input to NN training ghost percentage = 63.6112% electron percentage = 6.0154% muon percentage = 9.9448% pion percentage = 16.1686% kaon percentage = 2.77972% proton percentage = 1.47535% Unknown Particle type 3112 percentage = 0.00162843% Unknown Particle type 3222 percentage = 0.00162843% Unknown Particle type 3312 percentage = 0.00162843% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackCloneDist Making plots for input TrackFitTChi2 Making plots for input TrackFitTNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichUsedR2Gas Making plots for input RichAboveMuThres Making plots for input RichAboveKaThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input 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 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 31 input variables. ***************Training results***************** number of nodes in the 1st layer: 35 number of nodes in the 2nd layer: 37 number of nodes in the 3rd layer: 1 number of iterations: 100