Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Muon/Upstream 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/Upstream/GlobalPID_Muon_Upstream_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/Upstream/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/Upstream/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/Upstream/NB.txt Training Host = lxplus436.cern.ch Particle type = muon Background types = all Training Mix = NaturalMix Track type = Upstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Muon_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas 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 23 nodes, hidden layer has 26 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: 23 Your number of nodes in the hidden layer is: 26 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 TrackFitVeloChi2 PreproFlag 14 Input 11 TrackFitVeloNDoF PreproFlag 19 Input 12 RichUsedAero PreproFlag 18 Input 13 RichUsedR1Gas PreproFlag 18 Input 14 RichAboveMuThres PreproFlag 18 Input 15 RichAboveKaThres PreproFlag 18 Input 16 RichDLLe PreproFlag 34 Input 17 RichDLLmu PreproFlag 34 Input 18 RichDLLk PreproFlag 34 Input 19 RichDLLp PreproFlag 34 Input 20 RichDLLbt PreproFlag 34 Input 21 InAccBrem PreproFlag 19 Input 22 BremPIDe PreproFlag 34 Input 23 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5157981 tracks for input to NN training Sel. Eff. = 19.3874% Selected 1000000 tracks for input to NN training ghost percentage = 29.8513% electron percentage = 5.7412% muon percentage = 0.3947% pion percentage = 53.654% kaon percentage = 7.2871% proton percentage = 2.972% Unknown Particle type 3112 percentage = 0.034% Unknown Particle type 3222 percentage = 0.0368% Unknown Particle type 3312 percentage = 0.0106% Unknown Particle type 3334 percentage = 0.0002% Unknown Particle type 1000010020 percentage = 0.0022% Unknown Particle type 1000010030 percentage = 0.0027% Unknown Particle type 1000020040 percentage = 0.0132% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T Project 2001-2003 Copyright Phi-T GmbH Version 20101206 Library compiled with: NB_MAXPATTERN= 1500000 NB_MAXNODE = 100 ----------------------------------- found 1000000 samples to learn from preprocessing flags/parameters: global preprocessing flag: 621 individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 3 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 4 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 5 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 6 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 7 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 8 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 9 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 10 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 11 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 12 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 13 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 14 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 15 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 16 : PreproFlag = 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 # 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 = 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 # 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. 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: 0.394699991 % ------------------------------ Transdef: Tab for variable 1 -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. -1. 1. ------------------------------ Transdef: Tab for variable 2 1. 15. 19. 22. 24. 26. 28. 29. 31. 32. 33. 35. 36. 37. 38. 39. 40. 41. 42. 43. 44. 45. 46. 47. 48. 49. 50. 51. 51. 52. 53. 54. 55. 56. 57. 57. 58. 59. 60. 61. 62. 63. 64. 64. 65. 66. 67. 68. 69. 70. 71. 71. 72. 73. 74. 75. 76. 77. 78. 79. 80. 81. 82. 83. 84. 85. 86. 87. 89. 90. 91. 92. 93. 94. 96. 97. 98. 100. 101. 103. 105. 106. 108. 110. 112. 114. 116. 118. 120. 122. 125. 128. 131. 135. 139. 143. 149. 156. 166. 185. 435. build map for variable # 2 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 209. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 210. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 211. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 212. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 213. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 214. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 215. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 216. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 217. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 218. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 219. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 220. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 221. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 222. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 223. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 224. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 225. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 226. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 227. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 228. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 229. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 240. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 241. Unregularised mean is returned 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 250. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 251. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 252. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 253. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 254. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 255. 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 259. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 260. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 261. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 263. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 264. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 265. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 266. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 267. 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 272. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 273. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 274. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 275. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 277. 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 281. 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 295. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 296. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 297. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 298. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 299. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 304. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 306. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 307. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 313. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 317. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 318. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 319. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 320. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 321. 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 332. 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 354. 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 382. 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 435. Unregularised mean is returned ------------------------------ Transdef: Tab for variable 3 58.6800003 526.964966 582.929993 624.14502 659.039978 689.890015 717.734985 743.580017 767.85498 791.130005 813.005005 834.52002 855.859985 877.090027 897.47998 917.97998 938.150024 957.97998 977.710022 997.299988 1016.90002 1036.09998 1055.46997 1075.06494 1094.125 1113.66003 1133.13 1152.55005 1172.44495 1192.25 1212.39502 1232.21997 1252.12 1272.83997 1293.53003 1314.68994 1336.13501 1358.13 1379.84998 1402.13 1424.75 1447.83496 1471.32996 1494.93005 1519.16504 1544.03003 1569.44495 1595.39001 1621.94995 1649.13 1676.45996 1704.39502 1733.60999 1762.84998 1793.63 1825.67004 1858.46997 1892.60498 1927.60999 1963.31006 2001.34998 2040.73999 2081.45996 2124.59009 2169.40479 2216.13989 2265.23999 2317.6001 237 warning: map is empty for variable 3 2.59009 2429.91504 2491.26514 2556.35498 2627.18994 2703.18506 2785.25 2874.46997 2971.0249 3077.20996 3195.15991 3323.94482 3467.06494 3627.28003 3811.34009 4023.66992 4262.90527 4539.01465 4869.84961 5245.74512 5693.2251 6233.31006 6872.29492 7639.93018 8567.9043 9715.32031 11142.3799 12968.9551 15317.1445 18586.1191 23868.3008 35725.0898 4692808.5 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 1.45295644 19.3934059 25.3477707 30.1382904 34.2951813 38.1772003 41.9015388 45.4908142 48.9934883 52.4974442 55.9440079 59.3997345 62.8485031 66.2592163 69.7468719 73.2395935 76.7373734 80.2802124 83.8269348 87.5004578 91.1254883 94.8316345 98.5134659 102.279778 106.026756 109.853912 113.706299 117.644081 121.591629 125.535828 129.517426 133.560669 137.703049 141.799759 145.982788 150.112701 154.281693 15 warning: map is empty for variable 4 8.562851 162.899628 167.300323 171.733383 176.263153 180.781097 185.398346 189.994873 194.691589 199.40947 204.35379 209.242905 214.269867 219.270737 224.448425 229.760284 235.16861 240.721542 246.347656 252.108826 258.002838 264.039368 270.239502 276.633423 283.083374 289.865417 296.841492 303.998108 311.487488 319.014496 326.853302 334.950439 343.4245 352.102783 361.125885 370.403503 380.069366 390.229675 400.551086 411.276886 422.919617 434.943298 447.665527 460.898163 474.911987 489.594849 505.222137 522.138367 540.735962 561.385498 583.817932 608.402222 635.688477 666.849121 703.005554 745.67804 796.140137 857.432007 936.390625 1043.1709 1201.73962 1480.29688 2219.48828 931746. 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 0.000662988052 0.152839929 0.203686476 0.240665868 0.271108627 0.297576845 0.321139932 0.342989981 0.363142431 0.38201052 0.400266111 0.417636245 0.434204996 0.45043847 0.465809822 0.481027007 0.495504409 0.509832144 0.523718119 0.537498593 0.551041842 0.564308703 0.577589393 0.590498149 0.603327155 0.616021276 0.628406644 0.64092797 0.653259099 0.665487409 0.677571416 0.68986392 0.701986551 0.714215994 0.726419568 0.738408625 0.750482798 0.7626369 0.775019288 0.787216425 0.799287558 0.811548829 0.823842883 0.83643949 0.849035144 0.861620069 0.874264598 0.887014687 0.899848938 0.912823796 0.925958991 0.939238667 0.952646613 0.966296792 0.980124354 0.994074643 1.0081265 1.02298927 1.03754759 1.05248284 1.06766546 1.08311367 1.09858537 1.11504781 1.13179445 1.14856505 1.16602111 1.18362594 1.20189011 1.2207979 1.24029779 1.26006699 1.2803154 1.30189562 1.32405949 1.34664226 1.37063026 1.39514434 1.42136955 1.44852018 1.47651124 1.50653172 1.53833199 1.57157934 1.60700893 1.64536262 1.68640733 1.73054361 1.77903533 1.83228445 1.89035368 1.95603466 2.02998638 2.11498404 2.21407986 2.33385372 2.48102522 2.67263293 2.95052814 3.42529511 9.98801994 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 2. 4. 4. 4. 5. 5. 5. 5. 5. 5. 6. 6. 6. 6. 6. 6. 6. 6. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 8. 8. 8. 8. 8. 8. 8. 8. 8. 8. 8. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 10. 10. 10. 10. 10. 10. 10. 10. 11. 11. 11. 11. 11. 11. 11. 11. 11. 12. 12. 12. 12. 12. 12. 12. 13. 13. 13. 13. 13. 13. 13. 13. 14. 14. 14. 14. 15. 15. 15. 15. 15. 16. 16. 17. 17. 19. 30. build map for variable # 6 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 6 for key 26. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 6 for key 27. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 6 for key 28. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 6 for key 29. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 6 for key 30. Unregularised mean is returned ------------------------------ Transdef: Tab for variable 7 -99.5388565 -25.5917397 -20.3738194 -16.9280586 -14.5050735 -12.898694 -11.7588348 -10.8874807 -10.168745 -9.58856869 -9.11158466 -8.69907379 -8.32406044 -8.01462936 -7.72290802 -7.4423461 -7.17818069 -6.93169308 -6.70651388 -6.49788952 -6.30237484 -6.12085104 -5.95661211 -5.80187607 -5.66029739 -5.52217579 -5.39269304 -5.26939774 -5.14696932 -5.02559662 -4.9030962 -4.78962421 -4.6887579 -4.59555626 -4.50984764 -4.43039417 -4.34941292 -4.27063513 -4.19269943 -4.11699295 -4.02809429 -3.93248248 -3.83104038 -3.73201656 -3.63536978 -3.54303432 -3.45526505 -3.3669889 -3.27805567 -3.19002104 -3.10676765 -3.02966213 -2.9 warning: map is empty for variable 7 5746064 -2.88847399 -2.82544255 -2.76322269 -2.70335674 -2.645432 -2.58731651 -2.5303216 -2.47511363 -2.42334628 -2.37433195 -2.32739758 -2.28196526 -2.2393477 -2.19768381 -2.15798378 -2.11808109 -2.07847738 -2.03896856 -2.00104499 -1.96020019 -1.91894674 -1.87837577 -1.83652568 -1.79638314 -1.75624144 -1.71523309 -1.67589569 -1.63526523 -1.5956707 -1.55775928 -1.51949501 -1.4838748 -1.44980121 -1.41464043 -1.3814559 -1.34957325 -1.31693387 -1.28284359 -1.25121057 -1.2192204 -1.18295693 -1.1474328 -1.11260426 -1.07128084 -1.03257203 -0.983424306 -0.916359782 -0.268890202 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 0.0250362772 0.0670026019 0.0751922578 0.0807324946 0.0850630254 0.088824302 0.0921570808 0.0951310098 0.0978628993 0.10035339 0.102686852 0.104881182 0.106976822 0.109046713 0.110999376 0.112929873 0.114774853 0.116585106 0.118355013 0.120131269 0.121865556 0.123562887 0.125249386 0.126929998 0.128605157 0.130312085 0.132007688 0.133701116 0.135374054 0.137079254 0.138811365 0.140541777 0.142251164 0.144033283 0.145845443 0.147710875 0.149555504 0.151458085 0.153424591 0.155377969 0.157449126 0.15954341 0.161737382 0.164012104 0.166354775 0.168782145 0.171368644 0.174049258 0.17685698 0.17979525 0.182892621 0.18616493 0.189709157 0.193414837 0.197473109 0.201811731 0.206559032 0.211705536 0.217353255 0.223552644 0.230388105 0.237917691 0.246039703 0.254933 0.264446199 0.274248183 0.284248233 0.294195056 0.303867757 0.313237488 0.32230103 0.331067026 0.339505434 0.347644329 0.355792642 0.363818526 0.371784568 0.379935205 0.388080984 0.396359682 0.404852688 0.413651526 0.42268765 0.432419121 0.442879677 0.453706712 0.465693653 0.478866756 0.492860496 0.508566082 0.525378883 0.542761564 0.561311841 0.582660496 0.605876446 0.631032109 0.659291208 0.693 warning: map is empty for variable 8 34352 0.735185027 0.797511578 0.999990344 do regularised spline fit for input variable # 8 build map for variable # 8 warning: map is empty for variable 8 ------------------------------ Transdef: Tab for variable 9 0.00384638784 2.44956112 4.93080807 7.63105202 10.2911015 13.4466286 16.9693794 20.7407417 24.9398918 29.3135166 33.7895317 38.7562981 44.1361084 50.0816002 56.251976 62.8267517 69.5960236 76.9210281 84.596405 92.7889404 101.088371 109.322426 118.493729 129.184113 138.631302 149.966873 161.794235 175.202408 187.168884 201.347687 216.187408 231.591446 247.734955 264.299438 282.654358 302.614471 321.987427 343.926147 366.567261 391.580353 419.051971 447.703491 480.097595 511.45224 544.345703 581.968628 623.151855 665.371338 709.811646 757.967407 809.292603 859.644653 910.575439 968.691162 1027.67554 1084.48877 1144.34521 1199.39575 1256.05103 1315.13379 1378.12109 1444.48938 1510.59619 1568.03784 1628.50488 1692.84131 1758.29468 1822.92334 1891.43335 1956.26196 2027.95288 2103.3335 2180.72241 2263.74561 2346.71094 2427.62622 2507.83057 2595.4165 2681.7373 2764.61914 2850.90454 2944.33691 3039.31494 3130.99805 3221.84766 3321.71143 3422.53589 3526.71924 3627.00146 3730.59424 3840.04346 3951.31763 4061.24219 4176.86719 4289.4541 4400.81201 4523.82129 4638.2998 4753.42871 4877.31055 4999.66064 do regularised spline fit for input variable # 9 build map for variable # 9 ------------------------------ Transdef: Tab for variable 10 1.12030714E-08 0.106300414 0.223134041 0.337052494 0.446935505 0.554820418 0.662782788 0.768689871 0.873481035 0.978381157 1.07985377 1.18300962 1.28558218 1.3847537 1.48545468 1.58549988 1.68626213 1.78304911 1.88500905 1.98365593 2.08160496 2.18070936 2.28020859 2.3800602 2.47924685 2.57963371 2.67967081 2.78071189 2.88182878 2.98353767 3.08650875 3.18875003 3.29102182 3.39433956 3.49716187 3.59988785 3.70444584 3.8091433 3.91797638 4.02386379 4.13223696 4.24260426 4.35207319 4.46126986 4.57322979 4.68651295 4.79983807 4.91511536 5.03210783 5.15214062 5.27245331 5.3930645 5.51489496 5.63960743 5.76605988 5.8914156 6.01769352 6.14875603 6.28086662 6.41495991 6.55136776 6.69146299 6.83304358 6.9786396 7.12596321 7.2769928 7.42949247 7.58498383 7.74451828 7.90676403 8.07327843 8.24458599 8.41973305 8.60203648 8.78406429 8.97579384 9.17363262 9.37618065 9.58698082 9.80885124 10.0349264 10.2756958 10.5272427 10.7829027 11.056778 11.3438015 11.6469002 11.9694252 12.3121605 12.6840754 13.0913105 13.5271893 14.0148735 14.5599976 15.1695862 15.8878212 16.7800484 17.9011497 19.4505882 22.0691261 73.908371 do regularised spline fit for input variable # 10 ------------------------------ Transdef: Tab for variable 11 -1. 1. 1. 1. 1. 1. 2. 2. 2. 2. 2. 2. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 4. 4. 4. 4. 4. 4. 4. 4. 4. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 6. 6. 6. 6. 6. 6. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 8. 8. 8. 8. 8. 8. 9. 9. 9. 9. 9. 9. 9. 9. 9. 10. 10. 10. 10. 11. 11. 11. 11. 11. 11. 12. 12. 13. 13. 13. 15. 27. build map for variable # 11 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 11 for key 23. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 11 for key 24. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 11 for key 26. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 11 for key 27. Unregularised mean is returned ------------------------------ Transdef: Tab for variable 12 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 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. 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. 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. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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. build map for variable # 15 ------------------------------ Transdef: Tab for variable 16 -135.296295 -42.2428513 -37.5018005 -35.3868484 -33.9720001 -32.8713493 -31.9328499 -31.1280499 -30.4075508 -29.7625999 -29.1529503 -28.5891991 -28.0430489 -27.5338993 -27.0564003 -26.5963001 -26.15555 -25.7293015 -25.3148003 -24.9165001 -24.5364494 -24.1625996 -23.7915993 -23.4354992 -23.0808487 -22.7332993 -22.3883991 -22.0475006 -21.7185001 -21.3920498 -21.0699501 -20.7451 -20.4241009 -20.1079006 -19.7872009 -19.4699001 -19.1646996 -18.8544006 -18.54245 -18.2413502 -17.9416504 -17.6352997 -17.3323994 -17.0286503 -16.7227993 -16.4202003 -16.1140003 -15.8055 -15.5026493 -15.1897507 -14.8796997 -14.5717506 -14.2611504 -13.9438 -13.6243 -13.3057003 -12.97855 -12.6527996 -12.3247995 -11.9874001 -11.6464005 -11.3026505 -10.9514999 -10.5967999 -10.2317505 -9.86660004 -9.49914932 -9.11779976 -8.73219967 -8.34700012 -7.93720007 -7.53279972 -7.10895014 -6.67140007 -6.22735023 -5.78205013 -5.32079983 -4.86460018 -4.3908 -3.91709995 -3.44339991 -2.96355009 -2.49014997 -2.02189994 -1.56734991 -1.13399994 -0.711000025 -0.298799992 0.0309999995 0.53490001 1.19509995 2.06040001 3.13849998 4.54055023 6.28520012 8.59625053 11.6105499 15.8311996 22.5276489 34.4958496 127.994202 do regularised spline fit for input variable # 16 build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 -75.3078003 -19.7052994 -15.5397997 -13.5003996 -12.1303997 -11.0709 -10.1770496 -9.40514946 -8.72374916 -8.12860012 -7.59084988 -7.10114956 -6.65794992 -6.24454975 -5.87625027 -5.54745007 -5.24009991 -4.95494986 -4.69329977 -4.45459986 -4.23134995 -4.02839994 -3.83789992 -3.65665007 -3.48679996 -3.32945013 -3.18309999 -3.03935003 -2.90549994 -2.77719998 -2.65479994 -2.53660011 -2.42560005 -2.31949997 -2.21749997 -2.11610007 -2.01909995 -1.92569995 -1.83369994 -1.74629998 -1.65910006 -1.57420003 -1.49259996 -1.41120005 -1.3319 -1.25590003 -1.17920005 -1.10420001 -1.03009999 -0.957199991 -0.885200024 -0.813799977 -0.744599998 -0.675549984 -0.607599974 -0.538299978 -0.470099986 -0.403400004 -0.334850013 -0.268599987 -0.201299995 -0.135700002 -0.0705000013 -0.0111999996 0. 0. 0. 0. 0. 0. 0. 0. 0.0357000008 0.1052 0.178100005 0.254500002 0.334199995 0.416799992 0.501850009 0.59009999 0.680850029 0.777199984 0.875400007 0.977699995 1.08630002 1.20009995 1.32054996 1.44895005 1.5869 1.74070001 1.90610003 2.08800006 2.29970002 2.54115009 2.82424998 3.17680001 3.63805008 4.30550003 5.46540022 8.3196497 81.2253036 do regularised spline fit for input variable # 17 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -131.308594 -30.8668003 -19.2387505 -12.6422997 -8.75675011 -6.23410034 -4.49909973 -3.29725003 -2.39884996 -1.70910001 -1.15275002 -0.683650017 -0.283150017 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.255100012 0.548600018 0.843800008 1.11730003 1.38559997 1.6401 1.87960005 2.11164999 2.33450007 2.54550004 2.74545002 2.93919992 3.11980009 3.29110003 3.45700002 3.61479998 3.76889992 3.91454983 4.05350018 4.18709993 4.31720018 4.44070005 4.56339979 4.67649984 4.78840017 4.8980999 5.00579977 5.10865021 5.21190023 5.31349993 5.41179991 5.50810003 5.60510015 5.70130014 5.79580021 5.89074993 5.9822998 6.07350016 6.16599989 6.25950003 6.35200024 6.4453001 6.53929996 6.63310003 6.72590017 6.82189989 6.91944981 7.01739979 7.1170001 7.21869993 7.32320023 7.4309001 7.54190016 7.65234995 7.76590014 7.88520002 8.00870037 8.13939953 8.27815056 8.42339993 8.57929993 8.74779987 8.92959976 9.12899971 9.35084915 9.60350037 9.88630009 10.2309999 10.6552 11.2006493 11.9719 13.0541992 14.5678997 16.4528503 18.9633503 22.6791 98.6978989 do regularised spline fit for input variable # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -113.560402 -29.826149 -18.5509491 -12.3297997 -8.3132 -5.46434975 -3.22230005 -1.39450002 -0.122100003 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.405000001 1.16074991 1.82535005 2.32870007 2.7253499 3.04785013 3.32025003 3.55150008 3.75749993 3.94460011 4.1104002 4.26849985 4.4078002 4.54370022 4.66874981 4.78809977 4.90339994 5.01420021 5.11740017 5.22074986 5.32119989 5.41779995 5.51149988 5.60449982 5.6954999 5.78420019 5.87220001 5.95839977 6.04360008 6.12559986 6.20905018 6.29239988 6.375 6.45749998 6.5385499 6.62099981 6.70249987 6.78509998 6.8671999 6.95020008 7.0323 7.11549997 7.19969988 7.28485012 7.37104988 7.45809984 7.54759979 7.63609982 7.72790003 7.82130003 7.91695023 8.01490021 8.11745071 8.22179985 8.32820034 8.43889999 8.55690002 8.6782999 8.8064003 8.93774986 9.07900047 9.22729969 9.38525009 9.55830002 9.74139977 9.93879986 10.1626997 10.4121494 10.6970997 11.0172005 11.4027996 11.86625 12.4251003 13.1203003 13.9780998 14.9938507 16.1765499 17.5839996 19.2912006 21.4733505 24.7597504 83.526001 do regularised spline fit for input variable # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -111.776199 -26.7876015 -16.9142494 -11.4761505 -7.58484983 -4.53269958 -2.08389997 -0.368650019 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.291949987 1.14199996 1.85940003 2.37680006 2.78309989 3.10835004 3.37794995 3.6092999 3.81419992 3.99830008 4.16520023 4.31939983 4.46029997 4.59434986 4.7189002 4.83979988 4.95394993 5.06230021 5.16620016 5.27010012 5.37060022 5.46509981 5.55929995 5.65210009 5.74230003 5.83265018 5.92019987 6.00629997 6.09049988 6.17409992 6.2578001 6.34130001 6.42539978 6.50790024 6.59000015 6.6717 6.75489998 6.83820009 6.92210007 7.00589991 7.08830023 7.17320013 7.25829983 7.34549999 7.43310022 7.52299976 7.61259985 7.70510006 7.79839993 7.89470005 7.99249983 8.0934 8.19979954 8.30720043 8.41800022 8.53619957 8.65634918 8.78549957 8.91749954 9.0571003 9.20870018 9.36789989 9.53979969 9.7251997 9.92319965 10.1503 10.4019003 10.6945 11.0226002 11.4193497 11.9059 12.4912996 13.2163 14.1018505 15.1325493 16.2978992 17.6237488 19.1245499 20.8561497 22.8647995 25.4361 29.2203999 53.1357002 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 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 # 21 ------------------------------ Transdef: Tab for variable 22 -1.56982756 -0.638976097 -0.625065744 -0.621385098 -0.618835509 -0.607506514 -0.607506514 -0.607506514 -0.59140563 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.46140027 -0.3577528 -0.22497654 -0.197551489 -0.193240166 -0.193240166 -0.193240166 -0.170016766 -0.159759998 -0.10151577 -0.0930809975 -0.0866560936 -0.0866560936 -0.0713868141 -0.0607295036 -0.0593438148 -0.0268115997 -0.00288772583 0.0148792267 0.0225257874 0.0987143517 0.135342121 0.143006802 0.206151962 0.301524162 0.404599667 0.414528847 0.550283909 0.726033211 0.843950748 1.27634811 1.5115242 1.82782078 2.89827085 4.79148388 do regularised spline fit for input variable # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 0.489566624 0.882825017 0.904494405 0.917603016 0.92696631 0.936329603 0.942571759 0.948813975 0.95505619 0.959737837 0.964419484 0.967540562 0.971910119 0.976123571 0.978464425 0.983146071 0.986267149 0.988764048 0.992509365 0.994382024 0.997191012 1.00070226 1.00321031 1.00561798 1.00811481 1.01123595 1.014045 1.01591766 1.01825845 1.02059925 1.02327442 1.02528095 1.02808988 1.02996254 1.03308368 1.03464425 1.03677225 1.03932583 1.04213488 1.04400754 1.04556799 1.04868913 1.05056179 1.05337083 1.05493128 1.05805242 1.05975485 1.06179774 1.06390452 1.06741571 1.06741571 1.07142854 1.07303369 1.07677901 1.07865167 1.08146071 1.08302116 1.0861423 1.0884831 1.09082401 1.09295201 1.0955056 1.0990169 1.10112357 1.10486889 1.10674155 1.1095506 1.11235952 1.11657298 1.11891389 1.12359548 1.12359548 1.12921345 1.13295877 1.13607991 1.1404494 1.14466298 warning: map is empty for variable 23 1.14817417 1.15168536 1.15730333 1.16221905 1.16773677 1.17353308 1.17977524 1.18539321 1.19225967 1.20084274 1.20786512 1.21722841 1.22893262 1.24157298 1.25468171 1.27340829 1.29213488 1.32022476 1.35767794 1.4080056 1.47940075 1.59269667 1.80898881 5.38202238 do regularised spline fit for input variable # 23 build map for variable # 23 warning: map is empty for variable 23 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 0 0.1 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 0.9 1.0 1.0 0.9 1.0 1.0 1.0 1 100.0 2.5 0.8 1.6 0.5 1.0 1.0 1.1 0.9 0.5 1.1 1.1 0.4 0.4 0.2 1.8 3.8 1.0 1.1 1.4 0.6 1.4 1.1 2 2.5 100.0 -1.7 -0.2 4.5 -0.8 6.0 34.7 0.5 1.0 -1.8 -0.6 1.5 0.5 0.6 13.3 -1.4 -0.7 -0.6 2.2 -2.3 8.3 3.0 3 0.8 -1.7 100.0 -34.3 13.4 6.8 4.0 3.8 -5.6 7.9 8.7 31.3 14.0 2.1 -37.3 21.5 1.9 26.6 21.2 18.0 25.3 42.3 -2.8 4 1.6 -0.2 -34.3 100.0 -9.2 -5.5 2.7 -2.4 10.4 -12.4 -5.6 26.6 31.1 40.2 33.4 4.2 2.0 11.6 16.4 9.8 10.4 6.8 3.2 5 0.5 4.5 13.4 -9.2 100.0 -6.3 42.3 55.3 7.3 32.9 -11.9 2.0 -2.5 -3.9 -8.1 9.4 -0.7 2.9 2.3 3.7 2.1 6.3 8.2 6 1.0 -0.8 6.8 -5.5 -6.3 100.0 0.8 -18.7 -7.5 36.0 55.6 -5.6 -14.7 -14.3 -11.1 0.0 -0.6 -3.4 -3.8 -4.0 -15.3 1.2 -5.8 7 1.0 6.0 4.0 2.7 42.3 0.8 100.0 38.9 17.3 14.8 -8.0 11.2 1.5 6.5 3.5 12.9 -0.7 7.7 10.7 7.7 -8.0 7.9 5.1 8 1.1 34.7 3.8 -2.4 55.3 -18.7 38.9 100.0 7.5 -5.5 -25.4 9.0 11.7 10.4 4.8 14.7 -0.8 6.7 6.7 7.7 5.9 12.6 10.8 9 0.9 0.5 -5.6 10.4 7.3 -7.5 17.3 7.5 100.0 -2.1 -10.0 10.4 4.7 10.7 9.3 10.0 -0.6 6.7 9.8 5.6 -0.6 3.8 11.1 10 0.5 1.0 7.9 -12.4 32.9 36.0 14.8 -5.5 -2.1 100.0 36.2 -13.9 -17.0 -20.1 -16.4 -0.8 -0.3 -7.8 -10.2 -6.6 -14.3 -4.0 -4.8 11 1.1 -1.8 8.7 -5.6 -11.9 55.6 -8.0 -25.4 -10.0 36.2 100.0 -7.1 -13.3 -14.7 -11.8 -1.3 -0.6 -4.8 -5.9 -4.6 -13.6 -0.3 -13.3 12 1.1 -0.6 31.3 26.6 2.0 -5.6 11.2 9.0 10.4 -13.9 -7.1 100.0 68.6 80.6 43.7 39.6 3.0 54.8 64.9 42.1 27.9 33.0 5.6 13 0.4 1.5 14.0 31.1 -2.5 -14.7 1.5 11.7 4.7 -17.0 -13.3 68.6 100.0 85.1 41.9 19.0 9.9 38.9 34.8 27.1 26.8 19.7 5.8 14 0.4 0.5 2.1 40.2 -3.9 -14.3 6.5 10.4 10.7 -20.1 -14.7 80.6 85.1 100.0 49.2 26.3 10.2 51.6 57.0 34.8 25.2 21.0 6.9 15 0.2 0.6 -37.3 33.4 -8.1 -11.1 3.5 4.8 9.3 -16.4 -11.8 43.7 41.9 49.2 100.0 11.3 -4.4 6.2 22.7 14.5 12.3 0.8 6.3 16 1.8 13.3 21.5 4.2 9.4 0.0 12.9 14.7 10.0 -0.8 -1.3 39.6 19.0 26.3 11.3 100.0 -14.1 31.0 36.1 32.2 10.6 24.2 14.2 17 3.8 -1.4 1.9 2.0 -0.7 -0.6 -0.7 -0.8 -0.6 -0.3 -0.6 3.0 9.9 10.2 -4.4 -14.1 100.0 8.8 3.3 1.8 1.5 0.6 -2.0 18 1.0 -0.7 26.6 11.6 2.9 -3.4 7.7 6.7 6.7 -7.8 -4.8 54.8 38.9 51.6 6.2 31.0 8.8 100.0 76.0 61.2 15.1 23.8 2.6 19 1.1 -0.6 21.2 16.4 2.3 -3.8 10.7 6.7 9.8 -10.2 -5.9 64.9 34.8 57.0 22.7 36.1 3.3 76.0 100.0 76.1 17.4 25.7 3.7 20 1.4 2.2 18.0 9.8 3.7 -4.0 7.7 7.7 5.6 -6.6 -4.6 42.1 27.1 34.8 14.5 32.2 1.8 61.2 76.1 100.0 14.6 17.6 2.4 21 0.6 -2.3 25.3 10.4 2.1 -15.3 -8.0 5.9 -0.6 -14.3 -13.6 27.9 26.8 25.2 12.3 10.6 1.5 15.1 17.4 14.6 100.0 38.3 1.0 22 1.4 8.3 42.3 6.8 6.3 1.2 7.9 12.6 3.8 -4.0 -0.3 33.0 19.7 21.0 0.8 24.2 0.6 23.8 25.7 17.6 38.3 100.0 3.5 23 1.1 3.0 -2.8 3.2 8.2 -5.8 5.1 10.8 11.1 -4.8 -13.3 5.6 5.8 6.9 6.3 14.2 -2.0 2.6 3.7 2.4 1.0 3.5 100.0 TOTAL CORRELATION TO TARGET (diagonal) 6.46285875 TOTAL CORRELATION OF ALL VARIABLES 5.81338717 ROUND 1: MAX CORR ( 5.81336746) AFTER KILLING INPUT VARIABLE 5 CONTR 0.0151395743 ROUND 2: MAX CORR ( 5.81330922) AFTER KILLING INPUT VARIABLE 18 CONTR 0.026021073 ROUND 3: MAX CORR ( 5.81299233) AFTER KILLING INPUT VARIABLE 10 CONTR 0.06069839 ROUND 4: MAX CORR ( 5.81233866) AFTER KILLING INPUT VARIABLE 13 CONTR 0.0871723873 ROUND 5: MAX CORR ( 5.81026564) AFTER KILLING INPUT VARIABLE 19 CONTR 0.155222385 ROUND 6: MAX CORR ( 5.80778534) AFTER KILLING INPUT VARIABLE 8 CONTR 0.169753407 ROUND 7: MAX CORR ( 5.804609) AFTER KILLING INPUT VARIABLE 22 CONTR 0.19205453 ROUND 8: MAX CORR ( 5.79439876) AFTER KILLING INPUT VARIABLE 12 CONTR 0.344134629 ROUND 9: MAX CORR ( 5.78180882) AFTER KILLING INPUT VARIABLE 6 CONTR 0.38176398 ROUND 10: MAX CORR ( 5.76826913) AFTER KILLING INPUT VARIABLE 21 CONTR 0.395454759 ROUND 11: MAX CORR ( 5.74399109) AFTER KILLING INPUT VARIABLE 7 CONTR 0.528672989 ROUND 12: MAX CORR ( 5.71275858) AFTER KILLING INPUT VARIABLE 15 CONTR 0.598183101 ROUND 13: MAX CORR ( 5.66767245) AFTER KILLING INPUT VARIABLE 9 CONTR 0.716309729 ROUND 14: MAX CORR ( 5.60811885) AFTER KILLING INPUT VARIABLE 3 CONTR 0.819459563 ROUND 15: MAX CORR ( 5.52313553) AFTER KILLING INPUT VARIABLE 20 CONTR 0.972610388 ROUND 16: MAX CORR ( 5.43657802) AFTER KILLING INPUT VARIABLE 23 CONTR 0.973984322 ROUND 17: MAX CORR ( 5.32913868) AFTER KILLING INPUT VARIABLE 11 CONTR 1.07548199 ROUND 18: MAX CORR ( 5.17938462) AFTER KILLING INPUT VARIABLE 14 CONTR 1.25446961 ROUND 19: MAX CORR ( 4.98093592) AFTER KILLING INPUT VARIABLE 4 CONTR 1.41996564 ROUND 20: MAX CORR ( 4.52658138) AFTER KILLING INPUT VARIABLE 16 CONTR 2.07840892 ROUND 21: MAX CORR ( 3.75814936) AFTER KILLING INPUT VARIABLE 2 CONTR 2.52314335 LAST REMAINING VARIABLE: 17 total correlation to target: 5.81338717 % total significance: 58.1338717 sigma correlations of single variables to target: variable 2: 2.47070382 % , in sigma: 24.7070382 variable 3: 0.752730444 % , in sigma: 7.52730444 variable 4: 1.58267829 % , in sigma: 15.8267829 variable 5: 0.508756813 % , in sigma: 5.08756813 variable 6: 0.966133188 % , in sigma: 9.66133188 variable 7: 1.00197422 % , in sigma: 10.0197422 variable 8: 1.06582517 % , in sigma: 10.6582517 variable 9: 0.939630736 % , in sigma: 9.39630736 variable 10: 0.488974825 % , in sigma: 4.88974825 variable 11: 1.06462451 % , in sigma: 10.6462451 variable 12: 1.07186381 % , in sigma: 10.7186381 variable 13: 0.427897484 % , in sigma: 4.27897484 variable 14: 0.443962529 % , in sigma: 4.43962529 variable 15: 0.193731074 % , in sigma: 1.93731074 variable 16: 1.83910189 % , in sigma: 18.3910189 variable 17: 3.75814936 % , in sigma: 37.5814936 variable 18: 1.02200839 % , in sigma: 10.2200839 variable 19: 1.1107481 % , in sigma: 11.107481 variable 20: 1.44989578 % , in sigma: 14.4989578 variable 21: 0.598131442 % , in sigma: 5.98131442 variable 22: 1.39920573 % , in sigma: 13.9920573 variable 23: 1.1119707 % , in sigma: 11.119707 variables sorted by significance: 1 most relevant variable 17 corr 3.75814939 , in sigma: 37.5814939 2 most relevant variable 2 corr 2.52314329 , in sigma: 25.2314329 3 most relevant variable 16 corr 2.07840896 , in sigma: 20.7840896 4 most relevant variable 4 corr 1.41996562 , in sigma: 14.1996562 5 most relevant variable 14 corr 1.25446963 , in sigma: 12.5446963 6 most relevant variable 11 corr 1.07548201 , in sigma: 10.7548201 7 most relevant variable 23 corr 0.973984301 , in sigma: 9.73984301 8 most relevant variable 20 corr 0.972610414 , in sigma: 9.72610414 9 most relevant variable 3 corr 0.819459558 , in sigma: 8.19459558 10 most relevant variable 9 corr 0.716309726 , in sigma: 7.16309726 11 most relevant variable 15 corr 0.598183095 , in sigma: 5.98183095 12 most relevant variable 7 corr 0.528672993 , in sigma: 5.28672993 13 most relevant variable 21 corr 0.395454764 , in sigma: 3.95454764 14 most relevant variable 6 corr 0.381763995 , in sigma: 3.81763995 15 most relevant variable 12 corr 0.344134629 , in sigma: 3.44134629 16 most relevant variable 22 corr 0.192054525 , in sigma: 1.92054525 17 most relevant variable 8 corr 0.169753402 , in sigma: 1.69753402 18 most relevant variable 19 corr 0.155222386 , in sigma: 1.55222386 19 most relevant variable 13 corr 0.087172389 , in sigma: 0.87172389 20 most relevant variable 10 corr 0.06069839 , in sigma: 0.6069839 21 most relevant variable 18 corr 0.0260210726 , in sigma: 0.260210726 22 most relevant variable 5 corr 0.0151395742 , in sigma: 0.151395742 global correlations between input variables: variable 2: 43.1450464 % variable 3: 81.508197 % variable 4: 57.706385 % variable 5: 71.4126284 % variable 6: 59.8462426 % variable 7: 52.1717703 % variable 8: 71.9207138 % variable 9: 26.1404791 % variable 10: 60.4496105 % variable 11: 62.1351616 % variable 12: 90.229233 % variable 13: 89.9493329 % variable 14: 94.2725215 % variable 15: 73.18716 % variable 16: 51.9905735 % variable 17: 24.4031115 % variable 18: 79.5272878 % variable 19: 90.4030698 % variable 20: 79.8295423 % variable 21: 50.3133962 % variable 22: 57.5591903 % variable 23: 23.2229741 % significance loss when removing single variables: variable 2: corr = 1.99465141 % , sigma = 19.9465141 variable 3: corr = 0.355883083 % , sigma = 3.55883083 variable 4: corr = 1.7605981 % , sigma = 17.605981 variable 5: corr = 0.0151395743 % , sigma = 0.151395743 variable 6: corr = 0.374474844 % , sigma = 3.74474844 variable 7: corr = 0.41567404 % , sigma = 4.1567404 variable 8: corr = 0.124389265 % , sigma = 1.24389265 variable 9: corr = 0.631315745 % , sigma = 6.31315745 variable 10: corr = 0.0613909395 % , sigma = 0.613909395 variable 11: corr = 0.861065598 % , sigma = 8.61065598 variable 12: corr = 0.376641335 % , sigma = 3.76641335 variable 13: corr = 0.0905592436 % , sigma = 0.905592436 variable 14: corr = 0.913437574 % , sigma = 9.13437574 variable 15: corr = 0.306944743 % , sigma = 3.06944743 variable 16: corr = 1.35707621 % , sigma = 13.5707621 variable 17: corr = 4.1085124 % , sigma = 41.085124 variable 18: corr = 0.0259748413 % , sigma = 0.259748413 variable 19: corr = 0.0812534263 % , sigma = 0.812534263 variable 20: corr = 0.588759595 % , sigma = 5.88759595 variable 21: corr = 0.353436285 % , sigma = 3.53436285 variable 22: corr = 0.19824534 % , sigma = 1.9824534 variable 23: corr = 0.94780382 % , sigma = 9.4780382 Keep only 15 most significant input variables Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -4.10088873 create test 22 plots 9100/9200: 2 NVar: 16. 2831 --------- Entering internal boost mode: --------- Weightsum per Output Node: 1000000. Starting analysis with 30 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.96188307 PREPRO: (sigma of derived input)/eigenvalue # 2 : 1.73931611 PREPRO: (sigma of derived input)/eigenvalue # 3 : 1.62884748 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.56563759 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.52861369 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.28908026 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.19600415 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.06492424 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.03011286 PREPRO: (sigma of derived input)/eigenvalue # 10 : 1.0014807 PREPRO: (sigma of derived input)/eigenvalue # 11 : 0.932089031 PREPRO: (sigma of derived input)/eigenvalue # 12 : 0.876621544 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.784818113 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.697081625 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.611072838 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.567329824 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.52034229 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.472868741 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.397411376 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.363171041 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.328837335 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.300337285 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.185718447 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.138843164 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.00208612531 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.000344130152 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.000191035069 PREPRO: (sigma of derived input)/eigenvalue # 28 : 8.07125389E-08 PREPRO: (sigma of derived input)/eigenvalue # 29 : 1.50770944E-07 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.000394892937 Using 24 variables out of 30 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 0 0.1 3.0 1.7 1.6 1.6 1.5 1.3 1.2 1.1 1.0 1.0 0.9 0.9 0.8 0.7 0.6 0.6 0.5 0.5 0.4 0.4 0.3 0.3 0.2 0.1 1 100.0 -0.6 0.5 0.1 2.5 1.3 0.9 -2.9 0.4 1.6 0.3 0.4 1.2 0.0 -0.3 0.5 -0.1 0.0 0.3 0.0 0.5 -0.5 0.0 0.1 0.3 2 -0.6 100.0 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 3 0.5 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 4 0.1 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 5 2.5 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 6 1.3 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 7 0.9 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 8 -2.9 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 9 0.4 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 10 1.6 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 11 0.3 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 12 0.4 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 13 1.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 15 -0.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 16 0.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 17 -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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 18 0.0 0.0 0.0 0.0 0.0 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 19 0.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 20 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 21 0.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 22 -0.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 23 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 24 0.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 25 0.3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 4.81568501 PREPRO: MEAN( 1)= -0.992106 WIDTH 0.0157257005 PREPRO: MEAN( 2)= -6.57566935E-08 WIDTH 8.77275049 PREPRO: MEAN( 3)= 1.7278539E-08 WIDTH 3.02522069 PREPRO: MEAN( 4)= -7.92220943E-08 WIDTH 2.65314456 PREPRO: MEAN( 5)= -7.33806379E-09 WIDTH 2.45122128 PREPRO: MEAN( 6)= 2.19211355E-08 WIDTH 2.33666011 PREPRO: MEAN( 7)= 3.70622426E-09 WIDTH 1.66172776 PREPRO: MEAN( 8)= -1.38606131E-08 WIDTH 1.43042565 PREPRO: MEAN( 9)= -2.37273909E-08 WIDTH 1.13406368 PREPRO: MEAN( 10)= -1.2425255E-08 WIDTH 1.06113268 PREPRO: MEAN( 11)= -3.21565382E-09 WIDTH 1.00296375 PREPRO: MEAN( 12)= 2.14446075E-08 WIDTH 0.868790028 PREPRO: MEAN( 13)= -4.56490181E-08 WIDTH 0.768465381 PREPRO: MEAN( 14)= -2.99383085E-08 WIDTH 0.615939335 PREPRO: MEAN( 15)= -4.69380654E-08 WIDTH 0.485922763 PREPRO: MEAN( 16)= -9.02867876E-09 WIDTH 0.373410005 PREPRO: MEAN( 17)= 2.08210167E-08 WIDTH 0.321863121 PREPRO: MEAN( 18)= 1.47594782E-08 WIDTH 0.270756117 PREPRO: MEAN( 19)= 1.89692751E-08 WIDTH 0.223604971 PREPRO: MEAN( 20)= -1.01589044E-08 WIDTH 0.157935733 PREPRO: MEAN( 21)= -3.52640077E-09 WIDTH 0.131893168 PREPRO: MEAN( 22)= -9.8114924E-09 WIDTH 0.108134026 PREPRO: MEAN( 23)= 6.0874694E-08 WIDTH 0.0902025112 PREPRO: MEAN( 24)= 1.08839748E-08 WIDTH 0.034491257 PREPRO: MEAN( 25)= 3.08140181E-10 WIDTH 0.0192773619 ------------------------------------- Teacher: actual network topology: Nodes(1) = 25 Nodes(2) = 26 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 145.911652 sigma out 26 active outputs RANK 2 NODE 2 --> 58.0469055 sigma out 26 active outputs RANK 3 NODE 6 --> 56.7621956 sigma out 26 active outputs RANK 4 NODE 10 --> 56.1692314 sigma out 26 active outputs RANK 5 NODE 7 --> 51.6180916 sigma out 26 active outputs RANK 6 NODE 4 --> 51.1925278 sigma out 26 active outputs RANK 7 NODE 5 --> 49.0395088 sigma out 26 active outputs RANK 8 NODE 22 --> 46.3042946 sigma out 26 active outputs RANK 9 NODE 11 --> 43.9103928 sigma out 26 active outputs RANK 10 NODE 3 --> 43.5591011 sigma out 26 active outputs RANK 11 NODE 9 --> 43.1328659 sigma out 26 active outputs RANK 12 NODE 13 --> 42.2118721 sigma out 26 active outputs RANK 13 NODE 12 --> 41.0159302 sigma out 26 active outputs RANK 14 NODE 8 --> 40.6501045 sigma out 26 active outputs RANK 15 NODE 20 --> 40.1593399 sigma out 26 active outputs RANK 16 NODE 18 --> 39.6759605 sigma out 26 active outputs RANK 17 NODE 21 --> 37.8985252 sigma out 26 active outputs RANK 18 NODE 15 --> 37.2968636 sigma out 26 active outputs RANK 19 NODE 19 --> 35.503273 sigma out 26 active outputs RANK 20 NODE 24 --> 35.3270111 sigma out 26 active outputs RANK 21 NODE 25 --> 35.3192253 sigma out 26 active outputs RANK 22 NODE 14 --> 35.2143021 sigma out 26 active outputs RANK 23 NODE 23 --> 34.6614304 sigma out 26 active outputs RANK 24 NODE 17 --> 30.3089066 sigma out 26 active outputs RANK 25 NODE 16 --> 28.8388824 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 99.9342346 sigma in 25act. ( 199.591278 sig out 1act.) RANK 2 NODE 10 --> 81.2937546 sigma in 25act. ( 144.603851 sig out 1act.) RANK 3 NODE 15 --> 69.6136703 sigma in 25act. ( 115.075279 sig out 1act.) RANK 4 NODE 25 --> 65.8102646 sigma in 25act. ( 127.570496 sig out 1act.) RANK 5 NODE 17 --> 65.1003647 sigma in 25act. ( 127.82 sig out 1act.) RANK 6 NODE 12 --> 57.170433 sigma in 25act. ( 102.883682 sig out 1act.) RANK 7 NODE 13 --> 54.3128891 sigma in 25act. ( 121.829384 sig out 1act.) RANK 8 NODE 16 --> 50.7263184 sigma in 25act. ( 87.8145523 sig out 1act.) RANK 9 NODE 24 --> 46.5515976 sigma in 25act. ( 90.8020325 sig out 1act.) RANK 10 NODE 8 --> 45.6805038 sigma in 25act. ( 77.3845749 sig out 1act.) RANK 11 NODE 9 --> 44.7831306 sigma in 25act. ( 58.5983391 sig out 1act.) RANK 12 NODE 2 --> 44.7821922 sigma in 25act. ( 82.4665833 sig out 1act.) RANK 13 NODE 3 --> 43.4824753 sigma in 25act. ( 23.7033443 sig out 1act.) RANK 14 NODE 11 --> 41.5833702 sigma in 25act. ( 87.6362152 sig out 1act.) RANK 15 NODE 14 --> 39.8066788 sigma in 25act. ( 57.1844597 sig out 1act.) RANK 16 NODE 6 --> 39.0211563 sigma in 25act. ( 48.8188629 sig out 1act.) RANK 17 NODE 18 --> 38.7185135 sigma in 25act. ( 61.9578819 sig out 1act.) RANK 18 NODE 1 --> 37.890728 sigma in 25act. ( 57.2153282 sig out 1act.) RANK 19 NODE 7 --> 37.5008163 sigma in 25act. ( 53.2248535 sig out 1act.) RANK 20 NODE 26 --> 36.9264374 sigma in 25act. ( 26.1888428 sig out 1act.) RANK 21 NODE 21 --> 36.4037514 sigma in 25act. ( 21.9582691 sig out 1act.) RANK 22 NODE 23 --> 34.6667328 sigma in 25act. ( 31.6583538 sig out 1act.) RANK 23 NODE 4 --> 33.4934502 sigma in 25act. ( 43.0693741 sig out 1act.) RANK 24 NODE 20 --> 29.5709362 sigma in 25act. ( 3.32727265 sig out 1act.) RANK 25 NODE 22 --> 28.9178696 sigma in 25act. ( 10.9223785 sig out 1act.) RANK 26 NODE 19 --> 27.8742867 sigma in 25act. ( 9.41917324 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 199.591278 sigma out 1act.( 99.9342346 sig in 25act.) RANK 2 NODE 10 --> 144.603851 sigma out 1act.( 81.2937546 sig in 25act.) RANK 3 NODE 17 --> 127.82 sigma out 1act.( 65.1003647 sig in 25act.) RANK 4 NODE 25 --> 127.570496 sigma out 1act.( 65.8102646 sig in 25act.) RANK 5 NODE 13 --> 121.829384 sigma out 1act.( 54.3128891 sig in 25act.) RANK 6 NODE 15 --> 115.075279 sigma out 1act.( 69.6136703 sig in 25act.) RANK 7 NODE 12 --> 102.883682 sigma out 1act.( 57.170433 sig in 25act.) RANK 8 NODE 24 --> 90.8020325 sigma out 1act.( 46.5515976 sig in 25act.) RANK 9 NODE 16 --> 87.8145523 sigma out 1act.( 50.7263184 sig in 25act.) RANK 10 NODE 11 --> 87.6362152 sigma out 1act.( 41.5833702 sig in 25act.) RANK 11 NODE 2 --> 82.4665833 sigma out 1act.( 44.7821922 sig in 25act.) RANK 12 NODE 8 --> 77.3845749 sigma out 1act.( 45.6805038 sig in 25act.) RANK 13 NODE 18 --> 61.9578819 sigma out 1act.( 38.7185135 sig in 25act.) RANK 14 NODE 9 --> 58.5983391 sigma out 1act.( 44.7831306 sig in 25act.) RANK 15 NODE 1 --> 57.2153282 sigma out 1act.( 37.890728 sig in 25act.) RANK 16 NODE 14 --> 57.1844597 sigma out 1act.( 39.8066788 sig in 25act.) RANK 17 NODE 7 --> 53.2248535 sigma out 1act.( 37.5008163 sig in 25act.) RANK 18 NODE 6 --> 48.8188629 sigma out 1act.( 39.0211563 sig in 25act.) RANK 19 NODE 4 --> 43.0693741 sigma out 1act.( 33.4934502 sig in 25act.) RANK 20 NODE 23 --> 31.6583538 sigma out 1act.( 34.6667328 sig in 25act.) RANK 21 NODE 26 --> 26.1888428 sigma out 1act.( 36.9264374 sig in 25act.) RANK 22 NODE 3 --> 23.7033443 sigma out 1act.( 43.4824753 sig in 25act.) RANK 23 NODE 21 --> 21.9582691 sigma out 1act.( 36.4037514 sig in 25act.) RANK 24 NODE 22 --> 10.9223785 sigma out 1act.( 28.9178696 sig in 25act.) RANK 25 NODE 19 --> 9.41917324 sigma out 1act.( 27.8742867 sig in 25act.) RANK 26 NODE 20 --> 3.32727265 sigma out 1act.( 29.5709362 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 438.51236 sigma in 26 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 109.8815 sigma out 26 active outputs RANK 2 NODE 2 --> 36.5505257 sigma out 26 active outputs RANK 3 NODE 4 --> 31.1648998 sigma out 26 active outputs RANK 4 NODE 5 --> 29.6452656 sigma out 26 active outputs RANK 5 NODE 10 --> 28.9330368 sigma out 26 active outputs RANK 6 NODE 6 --> 26.9713993 sigma out 26 active outputs RANK 7 NODE 7 --> 26.6434822 sigma out 26 active outputs RANK 8 NODE 3 --> 23.6446514 sigma out 26 active outputs RANK 9 NODE 8 --> 22.7298584 sigma out 26 active outputs RANK 10 NODE 13 --> 19.1048775 sigma out 26 active outputs RANK 11 NODE 9 --> 18.9543457 sigma out 26 active outputs RANK 12 NODE 12 --> 16.6722355 sigma out 26 active outputs RANK 13 NODE 18 --> 15.7052479 sigma out 26 active outputs RANK 14 NODE 11 --> 13.533186 sigma out 26 active outputs RANK 15 NODE 14 --> 13.2440424 sigma out 26 active outputs RANK 16 NODE 15 --> 12.9681253 sigma out 26 active outputs RANK 17 NODE 22 --> 12.0715151 sigma out 26 active outputs RANK 18 NODE 19 --> 10.4704943 sigma out 26 active outputs RANK 19 NODE 20 --> 10.1343727 sigma out 26 active outputs RANK 20 NODE 17 --> 9.48932838 sigma out 26 active outputs RANK 21 NODE 21 --> 8.84810066 sigma out 26 active outputs RANK 22 NODE 16 --> 8.78784752 sigma out 26 active outputs RANK 23 NODE 23 --> 6.79835653 sigma out 26 active outputs RANK 24 NODE 24 --> 5.54641008 sigma out 26 active outputs RANK 25 NODE 25 --> 3.41232657 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 64.8292542 sigma in 25act. ( 71.9717789 sig out 1act.) RANK 2 NODE 10 --> 54.064003 sigma in 25act. ( 55.1249046 sig out 1act.) RANK 3 NODE 15 --> 43.6160011 sigma in 25act. ( 39.5937614 sig out 1act.) RANK 4 NODE 17 --> 42.6326714 sigma in 25act. ( 34.7847099 sig out 1act.) RANK 5 NODE 13 --> 40.6573296 sigma in 25act. ( 37.5590096 sig out 1act.) RANK 6 NODE 25 --> 39.7681808 sigma in 25act. ( 48.1855888 sig out 1act.) RANK 7 NODE 2 --> 30.5439873 sigma in 25act. ( 27.4739838 sig out 1act.) RANK 8 NODE 12 --> 29.6299572 sigma in 25act. ( 35.5473557 sig out 1act.) RANK 9 NODE 24 --> 28.2985897 sigma in 25act. ( 26.5695896 sig out 1act.) RANK 10 NODE 16 --> 25.8407326 sigma in 25act. ( 25.5932465 sig out 1act.) RANK 11 NODE 11 --> 24.4760857 sigma in 25act. ( 25.5480461 sig out 1act.) RANK 12 NODE 8 --> 23.6825771 sigma in 25act. ( 22.7358379 sig out 1act.) RANK 13 NODE 18 --> 20.1767864 sigma in 25act. ( 19.6261692 sig out 1act.) RANK 14 NODE 9 --> 19.5396099 sigma in 25act. ( 18.7598877 sig out 1act.) RANK 15 NODE 1 --> 17.2297802 sigma in 25act. ( 18.8129349 sig out 1act.) RANK 16 NODE 6 --> 16.6953239 sigma in 25act. ( 14.3600664 sig out 1act.) RANK 17 NODE 7 --> 16.0864697 sigma in 25act. ( 16.458931 sig out 1act.) RANK 18 NODE 14 --> 15.9351244 sigma in 25act. ( 18.694828 sig out 1act.) RANK 19 NODE 4 --> 14.1961403 sigma in 25act. ( 12.5802088 sig out 1act.) RANK 20 NODE 23 --> 11.1304646 sigma in 25act. ( 8.22795773 sig out 1act.) RANK 21 NODE 3 --> 9.9022913 sigma in 25act. ( 6.75210094 sig out 1act.) RANK 22 NODE 26 --> 9.4325676 sigma in 25act. ( 7.24111462 sig out 1act.) RANK 23 NODE 21 --> 8.32704353 sigma in 25act. ( 5.94586897 sig out 1act.) RANK 24 NODE 19 --> 6.17763996 sigma in 25act. ( 2.99481988 sig out 1act.) RANK 25 NODE 22 --> 6.12630129 sigma in 25act. ( 3.71229172 sig out 1act.) RANK 26 NODE 20 --> 4.8756423 sigma in 25act. ( 0.856560409 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 71.9717789 sigma out 1act.( 64.8292542 sig in 25act.) RANK 2 NODE 10 --> 55.1249046 sigma out 1act.( 54.064003 sig in 25act.) RANK 3 NODE 25 --> 48.1855888 sigma out 1act.( 39.7681808 sig in 25act.) RANK 4 NODE 15 --> 39.5937614 sigma out 1act.( 43.6160011 sig in 25act.) RANK 5 NODE 13 --> 37.5590096 sigma out 1act.( 40.6573296 sig in 25act.) RANK 6 NODE 12 --> 35.5473557 sigma out 1act.( 29.6299572 sig in 25act.) RANK 7 NODE 17 --> 34.7847099 sigma out 1act.( 42.6326714 sig in 25act.) RANK 8 NODE 2 --> 27.4739838 sigma out 1act.( 30.5439873 sig in 25act.) RANK 9 NODE 24 --> 26.5695896 sigma out 1act.( 28.2985897 sig in 25act.) RANK 10 NODE 16 --> 25.5932465 sigma out 1act.( 25.8407326 sig in 25act.) RANK 11 NODE 11 --> 25.5480461 sigma out 1act.( 24.4760857 sig in 25act.) RANK 12 NODE 8 --> 22.7358379 sigma out 1act.( 23.6825771 sig in 25act.) RANK 13 NODE 18 --> 19.6261692 sigma out 1act.( 20.1767864 sig in 25act.) RANK 14 NODE 1 --> 18.8129349 sigma out 1act.( 17.2297802 sig in 25act.) RANK 15 NODE 9 --> 18.7598877 sigma out 1act.( 19.5396099 sig in 25act.) RANK 16 NODE 14 --> 18.694828 sigma out 1act.( 15.9351244 sig in 25act.) RANK 17 NODE 7 --> 16.458931 sigma out 1act.( 16.0864697 sig in 25act.) RANK 18 NODE 6 --> 14.3600664 sigma out 1act.( 16.6953239 sig in 25act.) RANK 19 NODE 4 --> 12.5802088 sigma out 1act.( 14.1961403 sig in 25act.) RANK 20 NODE 23 --> 8.22795773 sigma out 1act.( 11.1304646 sig in 25act.) RANK 21 NODE 26 --> 7.24111462 sigma out 1act.( 9.4325676 sig in 25act.) RANK 22 NODE 3 --> 6.75210094 sigma out 1act.( 9.9022913 sig in 25act.) RANK 23 NODE 21 --> 5.94586897 sigma out 1act.( 8.32704353 sig in 25act.) RANK 24 NODE 22 --> 3.71229172 sigma out 1act.( 6.12630129 sig in 25act.) RANK 25 NODE 19 --> 2.99481988 sigma out 1act.( 6.17763996 sig in 25act.) RANK 26 NODE 20 --> 0.856560409 sigma out 1act.( 4.8756423 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 146.895706 sigma in 26 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.599425554 *** contribution from regularisation: 0.000474599976 *** contribution from error: -0.599900126 *** contribution from DIAG: 2.12745454E-06 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.666875303 *** contribution from regularisation: 0.0009474947 *** contribution from error: -0.667822778 *** contribution from DIAG: 3.12956445E-06 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.6678316 *** contribution from regularisation: 0.000643624691 *** contribution from error: -0.668475211 *** contribution from DIAG: 8.67333802E-06 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.667708814 *** contribution from regularisation: 0.000824937422 *** contribution from error: -0.668533742 *** contribution from DIAG: 8.78454375E-06 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.667792618 *** contribution from regularisation: 0.000763793825 *** contribution from error: -0.668556392 *** contribution from DIAG: 8.92873413E-06 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.667793214 *** contribution from regularisation: 0.000778557733 *** contribution from error: -0.66857177 *** contribution from DIAG: 9.5632995E-06 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.667823732 *** contribution from regularisation: 0.000759912131 *** contribution from error: -0.668583632 *** contribution from DIAG: 1.0353413E-05 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.667835891 *** contribution from regularisation: 0.000759993214 *** contribution from error: -0.66859591 *** contribution from DIAG: 1.10078363E-05 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.667857051 *** contribution from regularisation: 0.000749272062 *** contribution from error: -0.668606341 *** contribution from DIAG: 1.05711042E-05 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 123.100838 sigma out 26 active outputs RANK 2 NODE 2 --> 36.0996666 sigma out 26 active outputs RANK 3 NODE 5 --> 34.2646599 sigma out 26 active outputs RANK 4 NODE 4 --> 31.3795643 sigma out 26 active outputs RANK 5 NODE 10 --> 30.9323044 sigma out 26 active outputs RANK 6 NODE 6 --> 27.8958149 sigma out 26 active outputs RANK 7 NODE 7 --> 25.9422264 sigma out 26 active outputs RANK 8 NODE 8 --> 24.385931 sigma out 26 active outputs RANK 9 NODE 3 --> 23.2054691 sigma out 26 active outputs RANK 10 NODE 13 --> 18.0415192 sigma out 26 active outputs RANK 11 NODE 9 --> 17.707077 sigma out 26 active outputs RANK 12 NODE 18 --> 15.4426498 sigma out 26 active outputs RANK 13 NODE 12 --> 15.3591928 sigma out 26 active outputs RANK 14 NODE 15 --> 12.7249384 sigma out 26 active outputs RANK 15 NODE 22 --> 12.5107193 sigma out 26 active outputs RANK 16 NODE 14 --> 11.8201075 sigma out 26 active outputs RANK 17 NODE 11 --> 11.2092276 sigma out 26 active outputs RANK 18 NODE 19 --> 10.6597042 sigma out 26 active outputs RANK 19 NODE 20 --> 9.10875893 sigma out 26 active outputs RANK 20 NODE 17 --> 8.80025291 sigma out 26 active outputs RANK 21 NODE 21 --> 8.67259216 sigma out 26 active outputs RANK 22 NODE 16 --> 8.41616821 sigma out 26 active outputs RANK 23 NODE 23 --> 6.00699282 sigma out 26 active outputs RANK 24 NODE 24 --> 4.2846427 sigma out 26 active outputs RANK 25 NODE 25 --> 3.81403565 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 69.2216873 sigma in 25act. ( 72.7987518 sig out 1act.) RANK 2 NODE 10 --> 57.0875168 sigma in 25act. ( 57.4250107 sig out 1act.) RANK 3 NODE 17 --> 47.8741989 sigma in 25act. ( 38.6336441 sig out 1act.) RANK 4 NODE 15 --> 47.3945923 sigma in 25act. ( 41.838047 sig out 1act.) RANK 5 NODE 13 --> 45.6090393 sigma in 25act. ( 39.1621513 sig out 1act.) RANK 6 NODE 25 --> 42.217495 sigma in 25act. ( 52.8906822 sig out 1act.) RANK 7 NODE 2 --> 34.1003838 sigma in 25act. ( 28.9175854 sig out 1act.) RANK 8 NODE 24 --> 32.2630501 sigma in 25act. ( 27.9756603 sig out 1act.) RANK 9 NODE 12 --> 29.6995182 sigma in 25act. ( 35.6112442 sig out 1act.) RANK 10 NODE 16 --> 27.5912704 sigma in 25act. ( 23.6182194 sig out 1act.) RANK 11 NODE 11 --> 27.3202591 sigma in 25act. ( 26.0827026 sig out 1act.) RANK 12 NODE 8 --> 23.9586163 sigma in 25act. ( 22.2245331 sig out 1act.) RANK 13 NODE 18 --> 21.9153309 sigma in 25act. ( 20.7240562 sig out 1act.) RANK 14 NODE 9 --> 18.9402428 sigma in 25act. ( 17.4050159 sig out 1act.) RANK 15 NODE 4 --> 17.5822639 sigma in 25act. ( 14.0791836 sig out 1act.) RANK 16 NODE 6 --> 16.8155403 sigma in 25act. ( 14.0142012 sig out 1act.) RANK 17 NODE 1 --> 16.7040138 sigma in 25act. ( 18.3003922 sig out 1act.) RANK 18 NODE 7 --> 16.0962048 sigma in 25act. ( 17.6203213 sig out 1act.) RANK 19 NODE 14 --> 14.9633608 sigma in 25act. ( 16.7258511 sig out 1act.) RANK 20 NODE 23 --> 12.2879658 sigma in 25act. ( 8.29148293 sig out 1act.) RANK 21 NODE 26 --> 10.5255384 sigma in 25act. ( 7.52415943 sig out 1act.) RANK 22 NODE 19 --> 9.46020603 sigma in 25act. ( 6.66957283 sig out 1act.) RANK 23 NODE 3 --> 8.60635948 sigma in 25act. ( 5.52553797 sig out 1act.) RANK 24 NODE 21 --> 7.78630829 sigma in 25act. ( 5.50094938 sig out 1act.) RANK 25 NODE 22 --> 5.90320444 sigma in 25act. ( 5.13817644 sig out 1act.) RANK 26 NODE 20 --> 3.26192689 sigma in 25act. ( 0.668425381 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 72.7987518 sigma out 1act.( 69.2216873 sig in 25act.) RANK 2 NODE 10 --> 57.4250107 sigma out 1act.( 57.0875168 sig in 25act.) RANK 3 NODE 25 --> 52.8906822 sigma out 1act.( 42.217495 sig in 25act.) RANK 4 NODE 15 --> 41.838047 sigma out 1act.( 47.3945923 sig in 25act.) RANK 5 NODE 13 --> 39.1621513 sigma out 1act.( 45.6090393 sig in 25act.) RANK 6 NODE 17 --> 38.6336441 sigma out 1act.( 47.8741989 sig in 25act.) RANK 7 NODE 12 --> 35.6112442 sigma out 1act.( 29.6995182 sig in 25act.) RANK 8 NODE 2 --> 28.9175854 sigma out 1act.( 34.1003838 sig in 25act.) RANK 9 NODE 24 --> 27.9756603 sigma out 1act.( 32.2630501 sig in 25act.) RANK 10 NODE 11 --> 26.0827026 sigma out 1act.( 27.3202591 sig in 25act.) RANK 11 NODE 16 --> 23.6182194 sigma out 1act.( 27.5912704 sig in 25act.) RANK 12 NODE 8 --> 22.2245331 sigma out 1act.( 23.9586163 sig in 25act.) RANK 13 NODE 18 --> 20.7240562 sigma out 1act.( 21.9153309 sig in 25act.) RANK 14 NODE 1 --> 18.3003922 sigma out 1act.( 16.7040138 sig in 25act.) RANK 15 NODE 7 --> 17.6203213 sigma out 1act.( 16.0962048 sig in 25act.) RANK 16 NODE 9 --> 17.4050159 sigma out 1act.( 18.9402428 sig in 25act.) RANK 17 NODE 14 --> 16.7258511 sigma out 1act.( 14.9633608 sig in 25act.) RANK 18 NODE 4 --> 14.0791836 sigma out 1act.( 17.5822639 sig in 25act.) RANK 19 NODE 6 --> 14.0142012 sigma out 1act.( 16.8155403 sig in 25act.) RANK 20 NODE 23 --> 8.29148293 sigma out 1act.( 12.2879658 sig in 25act.) RANK 21 NODE 26 --> 7.52415943 sigma out 1act.( 10.5255384 sig in 25act.) RANK 22 NODE 19 --> 6.66957283 sigma out 1act.( 9.46020603 sig in 25act.) RANK 23 NODE 3 --> 5.52553797 sigma out 1act.( 8.60635948 sig in 25act.) RANK 24 NODE 21 --> 5.50094938 sigma out 1act.( 7.78630829 sig in 25act.) RANK 25 NODE 22 --> 5.13817644 sigma out 1act.( 5.90320444 sig in 25act.) RANK 26 NODE 20 --> 0.668425381 sigma out 1act.( 3.26192689 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 151.987198 sigma in 26 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.667879224 *** contribution from regularisation: 0.000735024165 *** contribution from error: -0.668614268 *** contribution from DIAG: 1.03232233E-05 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.667893052 *** contribution from regularisation: 0.000731750915 *** contribution from error: -0.668624818 *** contribution from DIAG: 1.14416353E-05 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.667904913 *** contribution from regularisation: 0.000725747086 *** contribution from error: -0.66863066 *** contribution from DIAG: 1.08291088E-05 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.667928696 *** contribution from regularisation: 0.000707928732 *** contribution from error: -0.66863662 *** contribution from DIAG: 1.00795914E-05 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.667944312 *** contribution from regularisation: 0.000699688098 *** contribution from error: -0.668644011 *** contribution from DIAG: 1.24656517E-05 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.667954564 *** contribution from regularisation: 0.00069262099 *** contribution from error: -0.66864717 *** contribution from DIAG: 1.09840066E-05 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.66796267 *** contribution from regularisation: 0.000688538479 *** contribution from error: -0.668651223 *** contribution from DIAG: 1.29928167E-05 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.667980731 *** contribution from regularisation: 0.000675298565 *** contribution from error: -0.668656051 *** contribution from DIAG: 1.1985112E-05 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.667989135 *** contribution from regularisation: 0.000667492801 *** contribution from error: -0.668656647 *** contribution from DIAG: 2.09775062E-05 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.667991579 *** contribution from regularisation: 0.00067070534 *** contribution from error: -0.66866231 *** contribution from DIAG: 1.26461955E-05 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 123.742958 sigma out 26 active outputs RANK 2 NODE 5 --> 34.8564377 sigma out 26 active outputs RANK 3 NODE 2 --> 34.8108521 sigma out 26 active outputs RANK 4 NODE 4 --> 31.1364651 sigma out 26 active outputs RANK 5 NODE 10 --> 29.1464767 sigma out 26 active outputs RANK 6 NODE 6 --> 27.1744194 sigma out 26 active outputs RANK 7 NODE 7 --> 23.480442 sigma out 26 active outputs RANK 8 NODE 8 --> 21.9656944 sigma out 26 active outputs RANK 9 NODE 3 --> 19.4170647 sigma out 26 active outputs RANK 10 NODE 9 --> 15.8857021 sigma out 26 active outputs RANK 11 NODE 13 --> 15.2407856 sigma out 26 active outputs RANK 12 NODE 18 --> 13.222187 sigma out 26 active outputs RANK 13 NODE 12 --> 12.7319765 sigma out 26 active outputs RANK 14 NODE 22 --> 10.5163374 sigma out 26 active outputs RANK 15 NODE 15 --> 10.4506989 sigma out 26 active outputs RANK 16 NODE 11 --> 9.28995514 sigma out 26 active outputs RANK 17 NODE 19 --> 9.15269852 sigma out 26 active outputs RANK 18 NODE 14 --> 8.93305779 sigma out 26 active outputs RANK 19 NODE 20 --> 6.97853279 sigma out 26 active outputs RANK 20 NODE 21 --> 6.68339682 sigma out 26 active outputs RANK 21 NODE 16 --> 6.40002346 sigma out 26 active outputs RANK 22 NODE 17 --> 5.97213316 sigma out 26 active outputs RANK 23 NODE 23 --> 4.29632139 sigma out 26 active outputs RANK 24 NODE 24 --> 2.72669172 sigma out 26 active outputs RANK 25 NODE 25 --> 2.56584883 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 68.8335571 sigma in 25act. ( 71.723938 sig out 1act.) RANK 2 NODE 10 --> 55.856472 sigma in 25act. ( 56.6730652 sig out 1act.) RANK 3 NODE 17 --> 48.0203285 sigma in 25act. ( 38.3864899 sig out 1act.) RANK 4 NODE 15 --> 46.2776604 sigma in 25act. ( 41.8732681 sig out 1act.) RANK 5 NODE 13 --> 44.8122139 sigma in 25act. ( 38.4362297 sig out 1act.) RANK 6 NODE 25 --> 43.4725227 sigma in 25act. ( 55.2246819 sig out 1act.) RANK 7 NODE 24 --> 33.1929588 sigma in 25act. ( 28.6116028 sig out 1act.) RANK 8 NODE 2 --> 32.7152443 sigma in 25act. ( 28.1154289 sig out 1act.) RANK 9 NODE 12 --> 29.0264034 sigma in 25act. ( 34.1125107 sig out 1act.) RANK 10 NODE 11 --> 28.3215637 sigma in 25act. ( 25.816227 sig out 1act.) RANK 11 NODE 16 --> 24.7039642 sigma in 25act. ( 20.8915615 sig out 1act.) RANK 12 NODE 8 --> 21.9832802 sigma in 25act. ( 21.1524811 sig out 1act.) RANK 13 NODE 18 --> 20.0934582 sigma in 25act. ( 19.6948853 sig out 1act.) RANK 14 NODE 9 --> 16.6746349 sigma in 25act. ( 15.2400475 sig out 1act.) RANK 15 NODE 4 --> 16.3946648 sigma in 25act. ( 13.2325125 sig out 1act.) RANK 16 NODE 7 --> 15.2899799 sigma in 25act. ( 18.7217846 sig out 1act.) RANK 17 NODE 1 --> 14.8895788 sigma in 25act. ( 16.725811 sig out 1act.) RANK 18 NODE 6 --> 14.1561432 sigma in 25act. ( 12.4063959 sig out 1act.) RANK 19 NODE 14 --> 13.4088297 sigma in 25act. ( 14.822094 sig out 1act.) RANK 20 NODE 23 --> 9.4865427 sigma in 25act. ( 6.97231483 sig out 1act.) RANK 21 NODE 26 --> 8.08825493 sigma in 25act. ( 5.80873156 sig out 1act.) RANK 22 NODE 19 --> 7.95116997 sigma in 25act. ( 6.33620167 sig out 1act.) RANK 23 NODE 21 --> 5.75848675 sigma in 25act. ( 4.50231838 sig out 1act.) RANK 24 NODE 3 --> 5.5264101 sigma in 25act. ( 4.05997419 sig out 1act.) RANK 25 NODE 22 --> 4.12932444 sigma in 25act. ( 3.78641939 sig out 1act.) RANK 26 NODE 20 --> 1.27804637 sigma in 25act. ( 0.291969806 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 71.723938 sigma out 1act.( 68.8335571 sig in 25act.) RANK 2 NODE 10 --> 56.6730652 sigma out 1act.( 55.856472 sig in 25act.) RANK 3 NODE 25 --> 55.2246819 sigma out 1act.( 43.4725227 sig in 25act.) RANK 4 NODE 15 --> 41.8732681 sigma out 1act.( 46.2776604 sig in 25act.) RANK 5 NODE 13 --> 38.4362297 sigma out 1act.( 44.8122139 sig in 25act.) RANK 6 NODE 17 --> 38.3864899 sigma out 1act.( 48.0203285 sig in 25act.) RANK 7 NODE 12 --> 34.1125107 sigma out 1act.( 29.0264034 sig in 25act.) RANK 8 NODE 24 --> 28.6116028 sigma out 1act.( 33.1929588 sig in 25act.) RANK 9 NODE 2 --> 28.1154289 sigma out 1act.( 32.7152443 sig in 25act.) RANK 10 NODE 11 --> 25.816227 sigma out 1act.( 28.3215637 sig in 25act.) RANK 11 NODE 8 --> 21.1524811 sigma out 1act.( 21.9832802 sig in 25act.) RANK 12 NODE 16 --> 20.8915615 sigma out 1act.( 24.7039642 sig in 25act.) RANK 13 NODE 18 --> 19.6948853 sigma out 1act.( 20.0934582 sig in 25act.) RANK 14 NODE 7 --> 18.7217846 sigma out 1act.( 15.2899799 sig in 25act.) RANK 15 NODE 1 --> 16.725811 sigma out 1act.( 14.8895788 sig in 25act.) RANK 16 NODE 9 --> 15.2400475 sigma out 1act.( 16.6746349 sig in 25act.) RANK 17 NODE 14 --> 14.822094 sigma out 1act.( 13.4088297 sig in 25act.) RANK 18 NODE 4 --> 13.2325125 sigma out 1act.( 16.3946648 sig in 25act.) RANK 19 NODE 6 --> 12.4063959 sigma out 1act.( 14.1561432 sig in 25act.) RANK 20 NODE 23 --> 6.97231483 sigma out 1act.( 9.4865427 sig in 25act.) RANK 21 NODE 19 --> 6.33620167 sigma out 1act.( 7.95116997 sig in 25act.) RANK 22 NODE 26 --> 5.80873156 sigma out 1act.( 8.08825493 sig in 25act.) RANK 23 NODE 21 --> 4.50231838 sigma out 1act.( 5.75848675 sig in 25act.) RANK 24 NODE 3 --> 4.05997419 sigma out 1act.( 5.5264101 sig in 25act.) RANK 25 NODE 22 --> 3.78641939 sigma out 1act.( 4.12932444 sig in 25act.) RANK 26 NODE 20 --> 0.291969806 sigma out 1act.( 1.27804637 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 149.68663 sigma in 26 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.668014228 *** contribution from regularisation: 0.000648942892 *** contribution from error: -0.668663144 *** contribution from DIAG: 1.19497963E-05 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.668006539 *** contribution from regularisation: 0.000658319623 *** contribution from error: -0.668664873 *** contribution from DIAG: 1.35354694E-05 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.668026268 *** contribution from regularisation: 0.000639884849 *** contribution from error: -0.668666124 *** contribution from DIAG: 1.36667522E-05 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.668032706 *** contribution from regularisation: 0.000638891303 *** contribution from error: -0.668671608 *** contribution from DIAG: 1.32693485E-05 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.66803056 *** contribution from regularisation: 0.00064364 *** contribution from error: -0.668674171 *** contribution from DIAG: 1.39455906E-05 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.668043971 *** contribution from regularisation: 0.000632329902 *** contribution from error: -0.668676317 *** contribution from DIAG: 1.35237251E-05 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.668031394 *** contribution from regularisation: 0.000644998625 *** contribution from error: -0.668676376 *** contribution from DIAG: 1.39602189E-05 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.668054223 *** contribution from regularisation: 0.000623735425 *** contribution from error: -0.668677986 *** contribution from DIAG: 1.34088887E-05 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.668047309 *** contribution from regularisation: 0.000630548573 *** contribution from error: -0.668677866 *** contribution from DIAG: 1.34986494E-05 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.668054104 *** contribution from regularisation: 0.000624678098 *** contribution from error: -0.668678761 *** contribution from DIAG: 1.35351947E-05 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 122.114113 sigma out 26 active outputs RANK 2 NODE 5 --> 34.948822 sigma out 26 active outputs RANK 3 NODE 2 --> 32.7929878 sigma out 26 active outputs RANK 4 NODE 4 --> 29.9667244 sigma out 26 active outputs RANK 5 NODE 10 --> 27.9236603 sigma out 26 active outputs RANK 6 NODE 6 --> 26.6252651 sigma out 26 active outputs RANK 7 NODE 7 --> 22.0503025 sigma out 26 active outputs RANK 8 NODE 8 --> 20.3435612 sigma out 26 active outputs RANK 9 NODE 3 --> 17.2621841 sigma out 26 active outputs RANK 10 NODE 9 --> 14.6373167 sigma out 26 active outputs RANK 11 NODE 13 --> 13.5339794 sigma out 26 active outputs RANK 12 NODE 18 --> 11.7204418 sigma out 26 active outputs RANK 13 NODE 12 --> 11.325613 sigma out 26 active outputs RANK 14 NODE 22 --> 9.53525257 sigma out 26 active outputs RANK 15 NODE 15 --> 8.86909771 sigma out 26 active outputs RANK 16 NODE 19 --> 8.30528831 sigma out 26 active outputs RANK 17 NODE 14 --> 7.65090322 sigma out 26 active outputs RANK 18 NODE 11 --> 7.59338808 sigma out 26 active outputs RANK 19 NODE 21 --> 6.14370346 sigma out 26 active outputs RANK 20 NODE 20 --> 6.13268661 sigma out 26 active outputs RANK 21 NODE 16 --> 5.5060153 sigma out 26 active outputs RANK 22 NODE 17 --> 4.6788435 sigma out 26 active outputs RANK 23 NODE 23 --> 4.00297213 sigma out 26 active outputs RANK 24 NODE 25 --> 2.34557033 sigma out 26 active outputs RANK 25 NODE 24 --> 2.21750093 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 67.412735 sigma in 25act. ( 70.0178986 sig out 1act.) RANK 2 NODE 10 --> 54.175621 sigma in 25act. ( 55.5319748 sig out 1act.) RANK 3 NODE 17 --> 47.3822212 sigma in 25act. ( 37.4943886 sig out 1act.) RANK 4 NODE 15 --> 45.1121826 sigma in 25act. ( 40.9603691 sig out 1act.) RANK 5 NODE 13 --> 43.5053482 sigma in 25act. ( 37.582653 sig out 1act.) RANK 6 NODE 25 --> 43.424984 sigma in 25act. ( 55.1943398 sig out 1act.) RANK 7 NODE 24 --> 32.9866333 sigma in 25act. ( 28.648056 sig out 1act.) RANK 8 NODE 2 --> 31.6154213 sigma in 25act. ( 27.1520386 sig out 1act.) RANK 9 NODE 11 --> 28.1017323 sigma in 25act. ( 25.4995098 sig out 1act.) RANK 10 NODE 12 --> 27.6005287 sigma in 25act. ( 32.8347855 sig out 1act.) RANK 11 NODE 16 --> 22.7816887 sigma in 25act. ( 19.5252552 sig out 1act.) RANK 12 NODE 8 --> 21.0243988 sigma in 25act. ( 20.3933029 sig out 1act.) RANK 13 NODE 18 --> 19.1524467 sigma in 25act. ( 19.1160221 sig out 1act.) RANK 14 NODE 4 --> 15.5817537 sigma in 25act. ( 12.2983732 sig out 1act.) RANK 15 NODE 9 --> 15.1995115 sigma in 25act. ( 13.6379194 sig out 1act.) RANK 16 NODE 7 --> 15.0576248 sigma in 25act. ( 18.6646099 sig out 1act.) RANK 17 NODE 1 --> 13.8489532 sigma in 25act. ( 15.6534357 sig out 1act.) RANK 18 NODE 6 --> 13.1649399 sigma in 25act. ( 11.4757252 sig out 1act.) RANK 19 NODE 14 --> 12.6942701 sigma in 25act. ( 13.7150431 sig out 1act.) RANK 20 NODE 23 --> 8.38054276 sigma in 25act. ( 6.33838844 sig out 1act.) RANK 21 NODE 19 --> 7.2876873 sigma in 25act. ( 6.09503984 sig out 1act.) RANK 22 NODE 26 --> 7.02495384 sigma in 25act. ( 5.05061531 sig out 1act.) RANK 23 NODE 21 --> 5.16213655 sigma in 25act. ( 4.19110584 sig out 1act.) RANK 24 NODE 3 --> 4.64909363 sigma in 25act. ( 3.58294415 sig out 1act.) RANK 25 NODE 22 --> 3.41994858 sigma in 25act. ( 3.11300898 sig out 1act.) RANK 26 NODE 20 --> 0.788860381 sigma in 25act. ( 0.272086442 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 70.0178986 sigma out 1act.( 67.412735 sig in 25act.) RANK 2 NODE 10 --> 55.5319748 sigma out 1act.( 54.175621 sig in 25act.) RANK 3 NODE 25 --> 55.1943398 sigma out 1act.( 43.424984 sig in 25act.) RANK 4 NODE 15 --> 40.9603691 sigma out 1act.( 45.1121826 sig in 25act.) RANK 5 NODE 13 --> 37.582653 sigma out 1act.( 43.5053482 sig in 25act.) RANK 6 NODE 17 --> 37.4943886 sigma out 1act.( 47.3822212 sig in 25act.) RANK 7 NODE 12 --> 32.8347855 sigma out 1act.( 27.6005287 sig in 25act.) RANK 8 NODE 24 --> 28.648056 sigma out 1act.( 32.9866333 sig in 25act.) RANK 9 NODE 2 --> 27.1520386 sigma out 1act.( 31.6154213 sig in 25act.) RANK 10 NODE 11 --> 25.4995098 sigma out 1act.( 28.1017323 sig in 25act.) RANK 11 NODE 8 --> 20.3933029 sigma out 1act.( 21.0243988 sig in 25act.) RANK 12 NODE 16 --> 19.5252552 sigma out 1act.( 22.7816887 sig in 25act.) RANK 13 NODE 18 --> 19.1160221 sigma out 1act.( 19.1524467 sig in 25act.) RANK 14 NODE 7 --> 18.6646099 sigma out 1act.( 15.0576248 sig in 25act.) RANK 15 NODE 1 --> 15.6534357 sigma out 1act.( 13.8489532 sig in 25act.) RANK 16 NODE 14 --> 13.7150431 sigma out 1act.( 12.6942701 sig in 25act.) RANK 17 NODE 9 --> 13.6379194 sigma out 1act.( 15.1995115 sig in 25act.) RANK 18 NODE 4 --> 12.2983732 sigma out 1act.( 15.5817537 sig in 25act.) RANK 19 NODE 6 --> 11.4757252 sigma out 1act.( 13.1649399 sig in 25act.) RANK 20 NODE 23 --> 6.33838844 sigma out 1act.( 8.38054276 sig in 25act.) RANK 21 NODE 19 --> 6.09503984 sigma out 1act.( 7.2876873 sig in 25act.) RANK 22 NODE 26 --> 5.05061531 sigma out 1act.( 7.02495384 sig in 25act.) RANK 23 NODE 21 --> 4.19110584 sigma out 1act.( 5.16213655 sig in 25act.) RANK 24 NODE 3 --> 3.58294415 sigma out 1act.( 4.64909363 sig in 25act.) RANK 25 NODE 22 --> 3.11300898 sigma out 1act.( 3.41994858 sig in 25act.) RANK 26 NODE 20 --> 0.272086442 sigma out 1act.( 0.788860381 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 146.188339 sigma in 26 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.668052614 *** contribution from regularisation: 0.000626365421 *** contribution from error: -0.668678999 *** contribution from DIAG: 1.35042674E-05 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.668058455 *** contribution from regularisation: 0.000620791805 *** contribution from error: -0.668679237 *** contribution from DIAG: 1.31347333E-05 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.668054521 *** contribution from regularisation: 0.000625439279 *** contribution from error: -0.668679953 *** contribution from DIAG: 1.3903832E-05 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.66806525 *** contribution from regularisation: 0.000614875287 *** contribution from error: -0.668680131 *** contribution from DIAG: 1.3360318E-05 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.66805768 *** contribution from regularisation: 0.000622617663 *** contribution from error: -0.66868031 *** contribution from DIAG: 1.67708895E-05 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.668071508 *** contribution from regularisation: 0.000608966628 *** contribution from error: -0.668680489 *** contribution from DIAG: 1.31965999E-05 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.6680668 *** contribution from regularisation: 0.000613937445 *** contribution from error: -0.668680727 *** contribution from DIAG: 1.96191068E-05 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.668075025 *** contribution from regularisation: 0.000606141519 *** contribution from error: -0.668681145 *** contribution from DIAG: 1.32877722E-05 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.668063164 *** contribution from regularisation: 0.000617951329 *** contribution from error: -0.668681145 *** contribution from DIAG: 1.36488134E-05 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.668074191 *** contribution from regularisation: 0.000606975344 *** contribution from error: -0.668681145 *** contribution from DIAG: 1.35126984E-05 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 122.196877 sigma out 26 active outputs RANK 2 NODE 5 --> 35.3906898 sigma out 26 active outputs RANK 3 NODE 2 --> 32.8489799 sigma out 26 active outputs RANK 4 NODE 4 --> 29.8504963 sigma out 26 active outputs RANK 5 NODE 10 --> 27.540802 sigma out 26 active outputs RANK 6 NODE 6 --> 25.7599468 sigma out 26 active outputs RANK 7 NODE 7 --> 21.1340179 sigma out 26 active outputs RANK 8 NODE 8 --> 19.7272167 sigma out 26 active outputs RANK 9 NODE 3 --> 16.5640373 sigma out 26 active outputs RANK 10 NODE 9 --> 14.1993876 sigma out 26 active outputs RANK 11 NODE 13 --> 12.9047489 sigma out 26 active outputs RANK 12 NODE 18 --> 10.8351955 sigma out 26 active outputs RANK 13 NODE 12 --> 10.6192579 sigma out 26 active outputs RANK 14 NODE 22 --> 8.90962982 sigma out 26 active outputs RANK 15 NODE 15 --> 8.3145752 sigma out 26 active outputs RANK 16 NODE 19 --> 8.01237869 sigma out 26 active outputs RANK 17 NODE 14 --> 7.01046801 sigma out 26 active outputs RANK 18 NODE 11 --> 7.00047207 sigma out 26 active outputs RANK 19 NODE 21 --> 5.88366461 sigma out 26 active outputs RANK 20 NODE 20 --> 5.70169783 sigma out 26 active outputs RANK 21 NODE 16 --> 5.13563108 sigma out 26 active outputs RANK 22 NODE 17 --> 4.14015961 sigma out 26 active outputs RANK 23 NODE 23 --> 3.67797494 sigma out 26 active outputs RANK 24 NODE 25 --> 2.33736658 sigma out 26 active outputs RANK 25 NODE 24 --> 1.91716444 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 67.5689545 sigma in 25act. ( 69.2331848 sig out 1act.) RANK 2 NODE 10 --> 53.6687927 sigma in 25act. ( 55.4051018 sig out 1act.) RANK 3 NODE 17 --> 46.9029236 sigma in 25act. ( 38.0076332 sig out 1act.) RANK 4 NODE 15 --> 44.8147774 sigma in 25act. ( 40.5255127 sig out 1act.) RANK 5 NODE 25 --> 43.652462 sigma in 25act. ( 55.4698029 sig out 1act.) RANK 6 NODE 13 --> 43.3075676 sigma in 25act. ( 37.3773422 sig out 1act.) RANK 7 NODE 24 --> 33.3430443 sigma in 25act. ( 28.5744915 sig out 1act.) RANK 8 NODE 2 --> 31.2586689 sigma in 25act. ( 26.9097137 sig out 1act.) RANK 9 NODE 11 --> 28.3711948 sigma in 25act. ( 25.2182693 sig out 1act.) RANK 10 NODE 12 --> 27.3367729 sigma in 25act. ( 32.2470779 sig out 1act.) RANK 11 NODE 16 --> 22.2520676 sigma in 25act. ( 18.7696724 sig out 1act.) RANK 12 NODE 8 --> 20.6760578 sigma in 25act. ( 20.0464573 sig out 1act.) RANK 13 NODE 18 --> 18.8841896 sigma in 25act. ( 18.7935104 sig out 1act.) RANK 14 NODE 4 --> 15.1836662 sigma in 25act. ( 11.9091444 sig out 1act.) RANK 15 NODE 7 --> 14.999383 sigma in 25act. ( 18.7248268 sig out 1act.) RANK 16 NODE 9 --> 14.6693354 sigma in 25act. ( 13.0645771 sig out 1act.) RANK 17 NODE 1 --> 13.3720074 sigma in 25act. ( 15.3004217 sig out 1act.) RANK 18 NODE 6 --> 12.7635975 sigma in 25act. ( 11.2589121 sig out 1act.) RANK 19 NODE 14 --> 12.4003 sigma in 25act. ( 13.2738161 sig out 1act.) RANK 20 NODE 23 --> 7.92895746 sigma in 25act. ( 6.11673641 sig out 1act.) RANK 21 NODE 19 --> 6.99275208 sigma in 25act. ( 5.90720558 sig out 1act.) RANK 22 NODE 26 --> 6.57959509 sigma in 25act. ( 4.74289179 sig out 1act.) RANK 23 NODE 21 --> 4.91197348 sigma in 25act. ( 4.06795502 sig out 1act.) RANK 24 NODE 3 --> 4.29870987 sigma in 25act. ( 3.43607044 sig out 1act.) RANK 25 NODE 22 --> 3.0801115 sigma in 25act. ( 2.77184987 sig out 1act.) RANK 26 NODE 20 --> 0.701653302 sigma in 25act. ( 0.384787202 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 69.2331848 sigma out 1act.( 67.5689545 sig in 25act.) RANK 2 NODE 25 --> 55.4698029 sigma out 1act.( 43.652462 sig in 25act.) RANK 3 NODE 10 --> 55.4051018 sigma out 1act.( 53.6687927 sig in 25act.) RANK 4 NODE 15 --> 40.5255127 sigma out 1act.( 44.8147774 sig in 25act.) RANK 5 NODE 17 --> 38.0076332 sigma out 1act.( 46.9029236 sig in 25act.) RANK 6 NODE 13 --> 37.3773422 sigma out 1act.( 43.3075676 sig in 25act.) RANK 7 NODE 12 --> 32.2470779 sigma out 1act.( 27.3367729 sig in 25act.) RANK 8 NODE 24 --> 28.5744915 sigma out 1act.( 33.3430443 sig in 25act.) RANK 9 NODE 2 --> 26.9097137 sigma out 1act.( 31.2586689 sig in 25act.) RANK 10 NODE 11 --> 25.2182693 sigma out 1act.( 28.3711948 sig in 25act.) RANK 11 NODE 8 --> 20.0464573 sigma out 1act.( 20.6760578 sig in 25act.) RANK 12 NODE 18 --> 18.7935104 sigma out 1act.( 18.8841896 sig in 25act.) RANK 13 NODE 16 --> 18.7696724 sigma out 1act.( 22.2520676 sig in 25act.) RANK 14 NODE 7 --> 18.7248268 sigma out 1act.( 14.999383 sig in 25act.) RANK 15 NODE 1 --> 15.3004217 sigma out 1act.( 13.3720074 sig in 25act.) RANK 16 NODE 14 --> 13.2738161 sigma out 1act.( 12.4003 sig in 25act.) RANK 17 NODE 9 --> 13.0645771 sigma out 1act.( 14.6693354 sig in 25act.) RANK 18 NODE 4 --> 11.9091444 sigma out 1act.( 15.1836662 sig in 25act.) RANK 19 NODE 6 --> 11.2589121 sigma out 1act.( 12.7635975 sig in 25act.) RANK 20 NODE 23 --> 6.11673641 sigma out 1act.( 7.92895746 sig in 25act.) RANK 21 NODE 19 --> 5.90720558 sigma out 1act.( 6.99275208 sig in 25act.) RANK 22 NODE 26 --> 4.74289179 sigma out 1act.( 6.57959509 sig in 25act.) RANK 23 NODE 21 --> 4.06795502 sigma out 1act.( 4.91197348 sig in 25act.) RANK 24 NODE 3 --> 3.43607044 sigma out 1act.( 4.29870987 sig in 25act.) RANK 25 NODE 22 --> 2.77184987 sigma out 1act.( 3.0801115 sig in 25act.) RANK 26 NODE 20 --> 0.384787202 sigma out 1act.( 0.701653302 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 145.185501 sigma in 26 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.66807425 *** contribution from regularisation: 0.000606950431 *** contribution from error: -0.668681204 *** contribution from DIAG: 1.32417508E-05 *********************************************** --------------------------------------------------- Iteration : 41 kill weight from layer 1 knot 12 to knot 25 *********************************************** *** Learn Path 41 *** loss function: -0.668076396 *** contribution from regularisation: 0.000604958041 *** contribution from error: -0.668681383 *** contribution from DIAG: 1.32036148E-05 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.66807431 *** contribution from regularisation: 0.000607872789 *** contribution from error: -0.668682158 *** contribution from DIAG: 1.33556932E-05 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.668089449 *** contribution from regularisation: 0.000592646305 *** contribution from error: -0.668682098 *** contribution from DIAG: 1.40907005E-05 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.668071628 *** contribution from regularisation: 0.000610166288 *** contribution from error: -0.6686818 *** contribution from DIAG: 1.35791361E-05 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.668087006 *** contribution from regularisation: 0.000594907498 *** contribution from error: -0.66868192 *** contribution from DIAG: 1.97523477E-05 *********************************************** --------------------------------------------------- Iteration : 46 kill weight from layer 1 knot 14 to knot 22 kill weight from layer 1 knot 24 to knot 26 *********************************************** *** Learn Path 46 *** loss function: -0.668076575 *** contribution from regularisation: 0.000605207053 *** contribution from error: -0.6686818 *** contribution from DIAG: 1.3481872E-05 *********************************************** --------------------------------------------------- Iteration : 47 kill weight from layer 1 knot 21 to knot 26 *********************************************** *** Learn Path 47 *** loss function: -0.668080747 *** contribution from regularisation: 0.000600858533 *** contribution from error: -0.668681622 *** contribution from DIAG: 1.35179025E-05 *********************************************** --------------------------------------------------- Iteration : 48 kill weight from layer 1 knot 9 to knot 3 kill weight from layer 1 knot 20 to knot 14 *********************************************** *** Learn Path 48 *** loss function: -0.668088377 *** contribution from regularisation: 0.000593162316 *** contribution from error: -0.668681562 *** contribution from DIAG: 1.948524E-05 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.6680879 *** contribution from regularisation: 0.000594290963 *** contribution from error: -0.668682218 *** contribution from DIAG: 2.25913682E-05 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 124.65731 sigma out 26 active outputs RANK 2 NODE 5 --> 35.5265427 sigma out 26 active outputs RANK 3 NODE 2 --> 33.2220612 sigma out 26 active outputs RANK 4 NODE 4 --> 30.2779789 sigma out 26 active outputs RANK 5 NODE 10 --> 27.7561111 sigma out 26 active outputs RANK 6 NODE 6 --> 26.0546703 sigma out 26 active outputs RANK 7 NODE 7 --> 21.3967991 sigma out 26 active outputs RANK 8 NODE 8 --> 19.897419 sigma out 26 active outputs RANK 9 NODE 3 --> 16.041584 sigma out 26 active outputs RANK 10 NODE 9 --> 13.7331562 sigma out 25 active outputs RANK 11 NODE 13 --> 12.7029247 sigma out 26 active outputs RANK 12 NODE 12 --> 10.2768612 sigma out 25 active outputs RANK 13 NODE 18 --> 10.2509613 sigma out 26 active outputs RANK 14 NODE 22 --> 8.67472172 sigma out 26 active outputs RANK 15 NODE 19 --> 7.94985628 sigma out 26 active outputs RANK 16 NODE 15 --> 7.78875923 sigma out 26 active outputs RANK 17 NODE 11 --> 6.60316324 sigma out 26 active outputs RANK 18 NODE 14 --> 6.52614164 sigma out 25 active outputs RANK 19 NODE 21 --> 5.68975544 sigma out 25 active outputs RANK 20 NODE 20 --> 5.46828794 sigma out 25 active outputs RANK 21 NODE 16 --> 4.90034819 sigma out 26 active outputs RANK 22 NODE 17 --> 3.77094269 sigma out 26 active outputs RANK 23 NODE 23 --> 3.69005132 sigma out 26 active outputs RANK 24 NODE 25 --> 2.18043566 sigma out 26 active outputs RANK 25 NODE 24 --> 1.8388778 sigma out 25 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 68.8390198 sigma in 25act. ( 70.0953293 sig out 1act.) RANK 2 NODE 10 --> 54.5527496 sigma in 25act. ( 55.9534836 sig out 1act.) RANK 3 NODE 17 --> 47.6517754 sigma in 25act. ( 38.1965714 sig out 1act.) RANK 4 NODE 15 --> 45.6366386 sigma in 25act. ( 40.7637291 sig out 1act.) RANK 5 NODE 13 --> 44.1567459 sigma in 25act. ( 37.4180069 sig out 1act.) RANK 6 NODE 25 --> 43.8933105 sigma in 24act. ( 57.1477623 sig out 1act.) RANK 7 NODE 24 --> 34.2469711 sigma in 25act. ( 28.3308697 sig out 1act.) RANK 8 NODE 2 --> 31.5979099 sigma in 25act. ( 27.1680317 sig out 1act.) RANK 9 NODE 11 --> 29.0873852 sigma in 25act. ( 25.0141983 sig out 1act.) RANK 10 NODE 12 --> 27.5578461 sigma in 25act. ( 32.3856926 sig out 1act.) RANK 11 NODE 16 --> 22.0850468 sigma in 25act. ( 18.4355965 sig out 1act.) RANK 12 NODE 8 --> 20.7069817 sigma in 25act. ( 20.3102646 sig out 1act.) RANK 13 NODE 18 --> 18.9352932 sigma in 25act. ( 18.9295158 sig out 1act.) RANK 14 NODE 4 --> 15.2378693 sigma in 25act. ( 11.7673941 sig out 1act.) RANK 15 NODE 7 --> 15.0098963 sigma in 25act. ( 19.2234821 sig out 1act.) RANK 16 NODE 9 --> 14.5219584 sigma in 25act. ( 12.6567163 sig out 1act.) RANK 17 NODE 1 --> 13.2302856 sigma in 25act. ( 15.3456554 sig out 1act.) RANK 18 NODE 6 --> 12.6913033 sigma in 25act. ( 11.2880421 sig out 1act.) RANK 19 NODE 14 --> 12.3667669 sigma in 24act. ( 13.3323221 sig out 1act.) RANK 20 NODE 23 --> 7.70650101 sigma in 25act. ( 6.04899168 sig out 1act.) RANK 21 NODE 19 --> 6.89369583 sigma in 25act. ( 5.77976465 sig out 1act.) RANK 22 NODE 26 --> 6.37719584 sigma in 23act. ( 4.60233927 sig out 1act.) RANK 23 NODE 21 --> 4.81478405 sigma in 25act. ( 4.01203489 sig out 1act.) RANK 24 NODE 3 --> 4.14111471 sigma in 24act. ( 3.39136362 sig out 1act.) RANK 25 NODE 22 --> 2.87042594 sigma in 24act. ( 2.5597055 sig out 1act.) RANK 26 NODE 20 --> 0.699858189 sigma in 25act. ( 0.502650678 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 70.0953293 sigma out 1act.( 68.8390198 sig in 25act.) RANK 2 NODE 25 --> 57.1477623 sigma out 1act.( 43.8933105 sig in 24act.) RANK 3 NODE 10 --> 55.9534836 sigma out 1act.( 54.5527496 sig in 25act.) RANK 4 NODE 15 --> 40.7637291 sigma out 1act.( 45.6366386 sig in 25act.) RANK 5 NODE 17 --> 38.1965714 sigma out 1act.( 47.6517754 sig in 25act.) RANK 6 NODE 13 --> 37.4180069 sigma out 1act.( 44.1567459 sig in 25act.) RANK 7 NODE 12 --> 32.3856926 sigma out 1act.( 27.5578461 sig in 25act.) RANK 8 NODE 24 --> 28.3308697 sigma out 1act.( 34.2469711 sig in 25act.) RANK 9 NODE 2 --> 27.1680317 sigma out 1act.( 31.5979099 sig in 25act.) RANK 10 NODE 11 --> 25.0141983 sigma out 1act.( 29.0873852 sig in 25act.) RANK 11 NODE 8 --> 20.3102646 sigma out 1act.( 20.7069817 sig in 25act.) RANK 12 NODE 7 --> 19.2234821 sigma out 1act.( 15.0098963 sig in 25act.) RANK 13 NODE 18 --> 18.9295158 sigma out 1act.( 18.9352932 sig in 25act.) RANK 14 NODE 16 --> 18.4355965 sigma out 1act.( 22.0850468 sig in 25act.) RANK 15 NODE 1 --> 15.3456554 sigma out 1act.( 13.2302856 sig in 25act.) RANK 16 NODE 14 --> 13.3323221 sigma out 1act.( 12.3667669 sig in 24act.) RANK 17 NODE 9 --> 12.6567163 sigma out 1act.( 14.5219584 sig in 25act.) RANK 18 NODE 4 --> 11.7673941 sigma out 1act.( 15.2378693 sig in 25act.) RANK 19 NODE 6 --> 11.2880421 sigma out 1act.( 12.6913033 sig in 25act.) RANK 20 NODE 23 --> 6.04899168 sigma out 1act.( 7.70650101 sig in 25act.) RANK 21 NODE 19 --> 5.77976465 sigma out 1act.( 6.89369583 sig in 25act.) RANK 22 NODE 26 --> 4.60233927 sigma out 1act.( 6.37719584 sig in 23act.) RANK 23 NODE 21 --> 4.01203489 sigma out 1act.( 4.81478405 sig in 25act.) RANK 24 NODE 3 --> 3.39136362 sigma out 1act.( 4.14111471 sig in 24act.) RANK 25 NODE 22 --> 2.5597055 sigma out 1act.( 2.87042594 sig in 24act.) RANK 26 NODE 20 --> 0.502650678 sigma out 1act.( 0.699858189 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 146.598816 sigma in 26 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.668080688 *** contribution from regularisation: 0.000601490319 *** contribution from error: -0.668682158 *** contribution from DIAG: 1.35806677E-05 *********************************************** --------------------------------------------------- Iteration : 51 kill weight from layer 1 knot 21 to knot 1 kill weight from layer 1 knot 10 to knot 26 *********************************************** *** Learn Path 51 *** loss function: -0.668088675 *** contribution from regularisation: 0.000593063247 *** contribution from error: -0.668681741 *** contribution from DIAG: 1.36610524E-05 *********************************************** --------------------------------------------------- Iteration : 52 kill weight from layer 1 knot 3 to knot 19 *********************************************** *** Learn Path 52 *** loss function: -0.668089092 *** contribution from regularisation: 0.000592746423 *** contribution from error: -0.66868186 *** contribution from DIAG: 1.36032768E-05 *********************************************** --------------------------------------------------- Iteration : 53 kill weight from layer 1 knot 3 to knot 22 *********************************************** *** Learn Path 53 *** loss function: -0.6680879 *** contribution from regularisation: 0.000593857956 *** contribution from error: -0.668681741 *** contribution from DIAG: 1.36358367E-05 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.668095529 *** contribution from regularisation: 0.000586054579 *** contribution from error: -0.668681562 *** contribution from DIAG: 1.38646983E-05 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.668091536 *** contribution from regularisation: 0.000589882431 *** contribution from error: -0.668681443 *** contribution from DIAG: 1.69536979E-05 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.66810137 *** contribution from regularisation: 0.00058005139 *** contribution from error: -0.668681443 *** contribution from DIAG: 2.25797503E-05 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.668094814 *** contribution from regularisation: 0.000586807088 *** contribution from error: -0.668681622 *** contribution from DIAG: 1.33740514E-05 *********************************************** --------------------------------------------------- Iteration : 58 kill weight from layer 1 knot 24 to knot 11 *********************************************** *** Learn Path 58 *** loss function: -0.668096304 *** contribution from regularisation: 0.000585150847 *** contribution from error: -0.668681443 *** contribution from DIAG: 1.38751266E-05 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.668098032 *** contribution from regularisation: 0.000583599322 *** contribution from error: -0.668681622 *** contribution from DIAG: 1.40612547E-05 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 121.715103 sigma out 26 active outputs RANK 2 NODE 5 --> 34.8808975 sigma out 26 active outputs RANK 3 NODE 2 --> 31.7318039 sigma out 26 active outputs RANK 4 NODE 4 --> 29.3896065 sigma out 26 active outputs RANK 5 NODE 10 --> 26.678915 sigma out 25 active outputs RANK 6 NODE 6 --> 24.933321 sigma out 26 active outputs RANK 7 NODE 7 --> 19.9149628 sigma out 26 active outputs RANK 8 NODE 8 --> 19.1569748 sigma out 26 active outputs RANK 9 NODE 3 --> 15.147831 sigma out 24 active outputs RANK 10 NODE 9 --> 13.377944 sigma out 25 active outputs RANK 11 NODE 13 --> 12.1987619 sigma out 26 active outputs RANK 12 NODE 18 --> 9.71427536 sigma out 26 active outputs RANK 13 NODE 12 --> 9.65731621 sigma out 25 active outputs RANK 14 NODE 22 --> 8.29710007 sigma out 26 active outputs RANK 15 NODE 19 --> 7.61827183 sigma out 26 active outputs RANK 16 NODE 15 --> 7.27295303 sigma out 26 active outputs RANK 17 NODE 11 --> 6.25352335 sigma out 26 active outputs RANK 18 NODE 14 --> 6.13969564 sigma out 25 active outputs RANK 19 NODE 21 --> 5.44379616 sigma out 24 active outputs RANK 20 NODE 20 --> 5.13886786 sigma out 25 active outputs RANK 21 NODE 16 --> 4.70796871 sigma out 26 active outputs RANK 22 NODE 23 --> 3.5266726 sigma out 26 active outputs RANK 23 NODE 17 --> 3.43483138 sigma out 26 active outputs RANK 24 NODE 25 --> 2.12207103 sigma out 26 active outputs RANK 25 NODE 24 --> 1.67592514 sigma out 24 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 67.0208282 sigma in 25act. ( 68.5291748 sig out 1act.) RANK 2 NODE 10 --> 52.7504196 sigma in 25act. ( 55.3058281 sig out 1act.) RANK 3 NODE 17 --> 46.219101 sigma in 25act. ( 38.0385666 sig out 1act.) RANK 4 NODE 15 --> 44.3671799 sigma in 25act. ( 40.0702477 sig out 1act.) RANK 5 NODE 25 --> 43.7766724 sigma in 24act. ( 55.3213959 sig out 1act.) RANK 6 NODE 13 --> 42.760498 sigma in 25act. ( 37.129921 sig out 1act.) RANK 7 NODE 24 --> 33.2063599 sigma in 25act. ( 28.6826077 sig out 1act.) RANK 8 NODE 2 --> 30.7382469 sigma in 25act. ( 26.5129318 sig out 1act.) RANK 9 NODE 11 --> 28.1325035 sigma in 24act. ( 25.1993046 sig out 1act.) RANK 10 NODE 12 --> 26.4569511 sigma in 25act. ( 31.3422318 sig out 1act.) RANK 11 NODE 16 --> 21.1096878 sigma in 25act. ( 17.9892826 sig out 1act.) RANK 12 NODE 8 --> 20.021101 sigma in 25act. ( 19.8190651 sig out 1act.) RANK 13 NODE 18 --> 18.3677101 sigma in 25act. ( 18.3590698 sig out 1act.) RANK 14 NODE 7 --> 14.8853254 sigma in 25act. ( 18.4801407 sig out 1act.) RANK 15 NODE 4 --> 14.6903868 sigma in 25act. ( 11.3226337 sig out 1act.) RANK 16 NODE 9 --> 13.7585354 sigma in 25act. ( 12.3018265 sig out 1act.) RANK 17 NODE 1 --> 12.7878551 sigma in 24act. ( 14.6043816 sig out 1act.) RANK 18 NODE 6 --> 12.2574415 sigma in 25act. ( 10.8626566 sig out 1act.) RANK 19 NODE 14 --> 12.0395422 sigma in 24act. ( 12.6877785 sig out 1act.) RANK 20 NODE 23 --> 7.34886169 sigma in 25act. ( 5.8425622 sig out 1act.) RANK 21 NODE 19 --> 6.56657028 sigma in 24act. ( 5.65561867 sig out 1act.) RANK 22 NODE 26 --> 6.01720333 sigma in 22act. ( 4.4149127 sig out 1act.) RANK 23 NODE 21 --> 4.63005638 sigma in 25act. ( 3.88785863 sig out 1act.) RANK 24 NODE 3 --> 3.95732975 sigma in 24act. ( 3.21257067 sig out 1act.) RANK 25 NODE 22 --> 2.67212558 sigma in 23act. ( 2.36744857 sig out 1act.) RANK 26 NODE 20 --> 0.710535109 sigma in 25act. ( 0.588114083 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 68.5291748 sigma out 1act.( 67.0208282 sig in 25act.) RANK 2 NODE 25 --> 55.3213959 sigma out 1act.( 43.7766724 sig in 24act.) RANK 3 NODE 10 --> 55.3058281 sigma out 1act.( 52.7504196 sig in 25act.) RANK 4 NODE 15 --> 40.0702477 sigma out 1act.( 44.3671799 sig in 25act.) RANK 5 NODE 17 --> 38.0385666 sigma out 1act.( 46.219101 sig in 25act.) RANK 6 NODE 13 --> 37.129921 sigma out 1act.( 42.760498 sig in 25act.) RANK 7 NODE 12 --> 31.3422318 sigma out 1act.( 26.4569511 sig in 25act.) RANK 8 NODE 24 --> 28.6826077 sigma out 1act.( 33.2063599 sig in 25act.) RANK 9 NODE 2 --> 26.5129318 sigma out 1act.( 30.7382469 sig in 25act.) RANK 10 NODE 11 --> 25.1993046 sigma out 1act.( 28.1325035 sig in 24act.) RANK 11 NODE 8 --> 19.8190651 sigma out 1act.( 20.021101 sig in 25act.) RANK 12 NODE 7 --> 18.4801407 sigma out 1act.( 14.8853254 sig in 25act.) RANK 13 NODE 18 --> 18.3590698 sigma out 1act.( 18.3677101 sig in 25act.) RANK 14 NODE 16 --> 17.9892826 sigma out 1act.( 21.1096878 sig in 25act.) RANK 15 NODE 1 --> 14.6043816 sigma out 1act.( 12.7878551 sig in 24act.) RANK 16 NODE 14 --> 12.6877785 sigma out 1act.( 12.0395422 sig in 24act.) RANK 17 NODE 9 --> 12.3018265 sigma out 1act.( 13.7585354 sig in 25act.) RANK 18 NODE 4 --> 11.3226337 sigma out 1act.( 14.6903868 sig in 25act.) RANK 19 NODE 6 --> 10.8626566 sigma out 1act.( 12.2574415 sig in 25act.) RANK 20 NODE 23 --> 5.8425622 sigma out 1act.( 7.34886169 sig in 25act.) RANK 21 NODE 19 --> 5.65561867 sigma out 1act.( 6.56657028 sig in 24act.) RANK 22 NODE 26 --> 4.4149127 sigma out 1act.( 6.01720333 sig in 22act.) RANK 23 NODE 21 --> 3.88785863 sigma out 1act.( 4.63005638 sig in 25act.) RANK 24 NODE 3 --> 3.21257067 sigma out 1act.( 3.95732975 sig in 24act.) RANK 25 NODE 22 --> 2.36744857 sigma out 1act.( 2.67212558 sig in 23act.) RANK 26 NODE 20 --> 0.588114083 sigma out 1act.( 0.710535109 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 143.782394 sigma in 26 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.668098807 *** contribution from regularisation: 0.000582468056 *** contribution from error: -0.668681264 *** contribution from DIAG: 1.32562154E-05 *********************************************** --------------------------------------------------- Iteration : 61 kill weight from layer 1 knot 10 to knot 14 *********************************************** *** Learn Path 61 *** loss function: -0.668101549 *** contribution from regularisation: 0.000579961226 *** contribution from error: -0.668681502 *** contribution from DIAG: 1.93805208E-05 *********************************************** --------------------------------------------------- Iteration : 62 kill weight from layer 1 knot 4 to knot 1 *********************************************** *** Learn Path 62 *** loss function: -0.668100178 *** contribution from regularisation: 0.000581218803 *** contribution from error: -0.668681383 *** contribution from DIAG: 1.95250486E-05 *********************************************** --------------------------------------------------- Iteration : 63 kill weight from layer 1 knot 18 to knot 1 kill weight from layer 1 knot 22 to knot 24 *********************************************** *** Learn Path 63 *** loss function: -0.668102264 *** contribution from regularisation: 0.000579000916 *** contribution from error: -0.668681264 *** contribution from DIAG: 1.67829749E-05 *********************************************** --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.668107569 *** contribution from regularisation: 0.000573682075 *** contribution from error: -0.668681264 *** contribution from DIAG: 1.68700881E-05 *********************************************** --------------------------------------------------- Iteration : 65 kill weight from layer 1 knot 12 to knot 6 *********************************************** *** Learn Path 65 *** loss function: -0.668105781 *** contribution from regularisation: 0.000575727609 *** contribution from error: -0.668681502 *** contribution from DIAG: 1.40858529E-05 *********************************************** --------------------------------------------------- Iteration : 66 kill weight from layer 1 knot 23 to knot 26 *********************************************** *** Learn Path 66 *** loss function: -0.668109298 *** contribution from regularisation: 0.000571940269 *** contribution from error: -0.668681264 *** contribution from DIAG: 1.43495881E-05 *********************************************** --------------------------------------------------- Iteration : 67 kill weight from layer 1 knot 24 to knot 19 *********************************************** *** Learn Path 67 *** loss function: -0.668102682 *** contribution from regularisation: 0.000578155101 *** contribution from error: -0.668680847 *** contribution from DIAG: 1.40774519E-05 *********************************************** --------------------------------------------------- Iteration : 68 kill weight from layer 1 knot 17 to knot 5 kill weight from layer 1 knot 20 to knot 5 *********************************************** *** Learn Path 68 *** loss function: -0.668110371 *** contribution from regularisation: 0.000570731179 *** contribution from error: -0.668681085 *** contribution from DIAG: 1.42670515E-05 *********************************************** --------------------------------------------------- Iteration : 69 kill weight from layer 1 knot 16 to knot 1 kill weight from layer 1 knot 20 to knot 6 kill weight from layer 1 knot 16 to knot 16 *********************************************** *** Learn Path 69 *** loss function: -0.66810447 *** contribution from regularisation: 0.000576848048 *** contribution from error: -0.668681324 *** contribution from DIAG: 1.44933892E-05 *********************************************** --------------------------------------------------- Iteration : 70 kill weight from layer 1 knot 12 to knot 1 kill weight from layer 1 knot 12 to knot 4 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 122.873337 sigma out 26 active outputs RANK 2 NODE 5 --> 35.1605759 sigma out 26 active outputs RANK 3 NODE 2 --> 31.7610512 sigma out 26 active outputs RANK 4 NODE 4 --> 29.1278324 sigma out 25 active outputs RANK 5 NODE 10 --> 26.1443176 sigma out 24 active outputs RANK 6 NODE 6 --> 25.0906467 sigma out 26 active outputs RANK 7 NODE 7 --> 20.0757465 sigma out 26 active outputs RANK 8 NODE 8 --> 18.8371696 sigma out 26 active outputs RANK 9 NODE 3 --> 14.4065962 sigma out 24 active outputs RANK 10 NODE 9 --> 13.0077553 sigma out 25 active outputs RANK 11 NODE 13 --> 11.7661848 sigma out 26 active outputs RANK 12 NODE 18 --> 9.28283024 sigma out 25 active outputs RANK 13 NODE 12 --> 9.18152237 sigma out 22 active outputs RANK 14 NODE 22 --> 7.92117214 sigma out 25 active outputs RANK 15 NODE 19 --> 7.59454346 sigma out 26 active outputs RANK 16 NODE 15 --> 7.09899044 sigma out 26 active outputs RANK 17 NODE 14 --> 5.83913612 sigma out 25 active outputs RANK 18 NODE 11 --> 5.76190138 sigma out 26 active outputs RANK 19 NODE 21 --> 5.30087423 sigma out 24 active outputs RANK 20 NODE 20 --> 4.9107008 sigma out 23 active outputs RANK 21 NODE 16 --> 4.51101446 sigma out 24 active outputs RANK 22 NODE 23 --> 3.43689966 sigma out 25 active outputs RANK 23 NODE 17 --> 3.17236304 sigma out 25 active outputs RANK 24 NODE 25 --> 2.14375901 sigma out 26 active outputs RANK 25 NODE 24 --> 1.09620106 sigma out 23 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 66.71418 sigma in 23act. ( 69.7701111 sig out 1act.) RANK 2 NODE 10 --> 53.6285477 sigma in 25act. ( 54.5770378 sig out 1act.) RANK 3 NODE 17 --> 46.550808 sigma in 25act. ( 37.8511696 sig out 1act.) RANK 4 NODE 25 --> 44.4604492 sigma in 24act. ( 55.3837967 sig out 1act.) RANK 5 NODE 15 --> 44.3997536 sigma in 25act. ( 40.8429451 sig out 1act.) RANK 6 NODE 13 --> 43.2074089 sigma in 25act. ( 36.5549698 sig out 1act.) RANK 7 NODE 24 --> 33.3757095 sigma in 24act. ( 28.9514008 sig out 1act.) RANK 8 NODE 2 --> 30.7175026 sigma in 25act. ( 26.8311272 sig out 1act.) RANK 9 NODE 11 --> 28.3418007 sigma in 24act. ( 25.1832943 sig out 1act.) RANK 10 NODE 12 --> 26.5277557 sigma in 25act. ( 30.9512291 sig out 1act.) RANK 11 NODE 16 --> 20.8307171 sigma in 24act. ( 17.9043617 sig out 1act.) RANK 12 NODE 8 --> 20.1549435 sigma in 25act. ( 19.2432995 sig out 1act.) RANK 13 NODE 18 --> 18.3016567 sigma in 25act. ( 18.3760414 sig out 1act.) RANK 14 NODE 7 --> 14.9501972 sigma in 25act. ( 18.486187 sig out 1act.) RANK 15 NODE 4 --> 14.5515776 sigma in 24act. ( 11.0471287 sig out 1act.) RANK 16 NODE 9 --> 13.5430069 sigma in 25act. ( 11.9184742 sig out 1act.) RANK 17 NODE 1 --> 12.6743298 sigma in 20act. ( 14.4049149 sig out 1act.) RANK 18 NODE 6 --> 12.1307726 sigma in 23act. ( 10.960969 sig out 1act.) RANK 19 NODE 14 --> 11.887167 sigma in 23act. ( 12.8125057 sig out 1act.) RANK 20 NODE 23 --> 7.18460894 sigma in 25act. ( 5.77002668 sig out 1act.) RANK 21 NODE 19 --> 6.44818926 sigma in 23act. ( 5.59260321 sig out 1act.) RANK 22 NODE 26 --> 5.88620472 sigma in 21act. ( 4.30005741 sig out 1act.) RANK 23 NODE 21 --> 4.54013729 sigma in 25act. ( 3.88819695 sig out 1act.) RANK 24 NODE 3 --> 3.84260273 sigma in 24act. ( 3.19207907 sig out 1act.) RANK 25 NODE 22 --> 2.52979946 sigma in 23act. ( 2.21631002 sig out 1act.) RANK 26 NODE 20 --> 0.760463417 sigma in 25act. ( 0.705165327 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 69.7701111 sigma out 1act.( 66.71418 sig in 23act.) RANK 2 NODE 25 --> 55.3837967 sigma out 1act.( 44.4604492 sig in 24act.) RANK 3 NODE 10 --> 54.5770378 sigma out 1act.( 53.6285477 sig in 25act.) RANK 4 NODE 15 --> 40.8429451 sigma out 1act.( 44.3997536 sig in 25act.) RANK 5 NODE 17 --> 37.8511696 sigma out 1act.( 46.550808 sig in 25act.) RANK 6 NODE 13 --> 36.5549698 sigma out 1act.( 43.2074089 sig in 25act.) RANK 7 NODE 12 --> 30.9512291 sigma out 1act.( 26.5277557 sig in 25act.) RANK 8 NODE 24 --> 28.9514008 sigma out 1act.( 33.3757095 sig in 24act.) RANK 9 NODE 2 --> 26.8311272 sigma out 1act.( 30.7175026 sig in 25act.) RANK 10 NODE 11 --> 25.1832943 sigma out 1act.( 28.3418007 sig in 24act.) RANK 11 NODE 8 --> 19.2432995 sigma out 1act.( 20.1549435 sig in 25act.) RANK 12 NODE 7 --> 18.486187 sigma out 1act.( 14.9501972 sig in 25act.) RANK 13 NODE 18 --> 18.3760414 sigma out 1act.( 18.3016567 sig in 25act.) RANK 14 NODE 16 --> 17.9043617 sigma out 1act.( 20.8307171 sig in 24act.) RANK 15 NODE 1 --> 14.4049149 sigma out 1act.( 12.6743298 sig in 20act.) RANK 16 NODE 14 --> 12.8125057 sigma out 1act.( 11.887167 sig in 23act.) RANK 17 NODE 9 --> 11.9184742 sigma out 1act.( 13.5430069 sig in 25act.) RANK 18 NODE 4 --> 11.0471287 sigma out 1act.( 14.5515776 sig in 24act.) RANK 19 NODE 6 --> 10.960969 sigma out 1act.( 12.1307726 sig in 23act.) RANK 20 NODE 23 --> 5.77002668 sigma out 1act.( 7.18460894 sig in 25act.) RANK 21 NODE 19 --> 5.59260321 sigma out 1act.( 6.44818926 sig in 23act.) RANK 22 NODE 26 --> 4.30005741 sigma out 1act.( 5.88620472 sig in 21act.) RANK 23 NODE 21 --> 3.88819695 sigma out 1act.( 4.54013729 sig in 25act.) RANK 24 NODE 3 --> 3.19207907 sigma out 1act.( 3.84260273 sig in 24act.) RANK 25 NODE 22 --> 2.21631002 sigma out 1act.( 2.52979946 sig in 23act.) RANK 26 NODE 20 --> 0.705165327 sigma out 1act.( 0.760463417 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 144.018188 sigma in 26 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.668111861 *** contribution from regularisation: 0.000568804215 *** contribution from error: -0.668680668 *** contribution from DIAG: 1.35189666E-05 *********************************************** --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.668114364 *** contribution from regularisation: 0.000566756236 *** contribution from error: -0.668681145 *** contribution from DIAG: 1.44091864E-05 *********************************************** --------------------------------------------------- Iteration : 72 kill weight from layer 1 knot 17 to knot 20 kill weight from layer 1 knot 11 to knot 22 kill weight from layer 1 knot 13 to knot 22 *********************************************** *** Learn Path 72 *** loss function: -0.668116629 *** contribution from regularisation: 0.000564038928 *** contribution from error: -0.668680668 *** contribution from DIAG: 1.34954671E-05 *********************************************** --------------------------------------------------- Iteration : 73 kill weight from layer 1 knot 7 to knot 3 *********************************************** *** Learn Path 73 *** loss function: -0.668113708 *** contribution from regularisation: 0.000567003852 *** contribution from error: -0.668680727 *** contribution from DIAG: 1.39481081E-05 *********************************************** --------------------------------------------------- Iteration : 74 kill weight from layer 1 knot 14 to knot 13 *********************************************** *** Learn Path 74 *** loss function: -0.668115973 *** contribution from regularisation: 0.000564809772 *** contribution from error: -0.668680787 *** contribution from DIAG: 1.35445625E-05 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.668118775 *** contribution from regularisation: 0.000562105794 *** contribution from error: -0.668680906 *** contribution from DIAG: 1.66496957E-05 *********************************************** --------------------------------------------------- Iteration : 76 kill weight from layer 1 knot 23 to knot 20 *********************************************** *** Learn Path 76 *** loss function: -0.66812098 *** contribution from regularisation: 0.00055977836 *** contribution from error: -0.668680787 *** contribution from DIAG: 1.95465818E-05 *********************************************** --------------------------------------------------- Iteration : 77 kill weight from layer 1 knot 14 to knot 20 *********************************************** *** Learn Path 77 *** loss function: -0.668112934 *** contribution from regularisation: 0.000567620678 *** contribution from error: -0.668680549 *** contribution from DIAG: 1.33120229E-05 *********************************************** --------------------------------------------------- Iteration : 78 kill weight from layer 1 knot 11 to knot 20 kill weight from layer 1 knot 17 to knot 22 *********************************************** *** Learn Path 78 *** loss function: -0.668128073 *** contribution from regularisation: 0.000552556594 *** contribution from error: -0.668680608 *** contribution from DIAG: 1.31737934E-05 *********************************************** --------------------------------------------------- Iteration : 79 kill weight from layer 1 knot 14 to knot 11 kill weight from layer 1 knot 22 to knot 20 *********************************************** *** Learn Path 79 *** loss function: -0.668119907 *** contribution from regularisation: 0.000560441578 *** contribution from error: -0.66868037 *** contribution from DIAG: 1.64731864E-05 *********************************************** --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 125.327118 sigma out 26 active outputs RANK 2 NODE 5 --> 36.6761856 sigma out 26 active outputs RANK 3 NODE 2 --> 31.7926712 sigma out 26 active outputs RANK 4 NODE 4 --> 29.7524605 sigma out 25 active outputs RANK 5 NODE 10 --> 27.2530136 sigma out 24 active outputs RANK 6 NODE 6 --> 25.3428993 sigma out 26 active outputs RANK 7 NODE 7 --> 19.6064301 sigma out 25 active outputs RANK 8 NODE 8 --> 19.1326847 sigma out 26 active outputs RANK 9 NODE 3 --> 14.1407671 sigma out 24 active outputs RANK 10 NODE 9 --> 12.7721167 sigma out 25 active outputs RANK 11 NODE 13 --> 11.5640869 sigma out 25 active outputs RANK 12 NODE 18 --> 9.02703953 sigma out 25 active outputs RANK 13 NODE 12 --> 8.89381123 sigma out 22 active outputs RANK 14 NODE 22 --> 7.64421844 sigma out 24 active outputs RANK 15 NODE 19 --> 7.57445908 sigma out 26 active outputs RANK 16 NODE 15 --> 6.73916149 sigma out 26 active outputs RANK 17 NODE 14 --> 5.44871807 sigma out 22 active outputs RANK 18 NODE 21 --> 5.22046423 sigma out 24 active outputs RANK 19 NODE 11 --> 5.11550522 sigma out 24 active outputs RANK 20 NODE 20 --> 4.65278959 sigma out 23 active outputs RANK 21 NODE 16 --> 4.41494465 sigma out 24 active outputs RANK 22 NODE 23 --> 3.29458976 sigma out 24 active outputs RANK 23 NODE 17 --> 2.77817369 sigma out 23 active outputs RANK 24 NODE 25 --> 2.10035849 sigma out 26 active outputs RANK 25 NODE 24 --> 1.22656381 sigma out 23 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 68.3667831 sigma in 23act. ( 70.598526 sig out 1act.) RANK 2 NODE 10 --> 54.3889198 sigma in 25act. ( 55.7228584 sig out 1act.) RANK 3 NODE 17 --> 47.7961082 sigma in 25act. ( 38.3645973 sig out 1act.) RANK 4 NODE 15 --> 45.3648376 sigma in 25act. ( 41.1967049 sig out 1act.) RANK 5 NODE 25 --> 44.9713364 sigma in 24act. ( 57.5500183 sig out 1act.) RANK 6 NODE 13 --> 44.0038338 sigma in 24act. ( 37.2185555 sig out 1act.) RANK 7 NODE 24 --> 34.2158356 sigma in 24act. ( 29.5721703 sig out 1act.) RANK 8 NODE 2 --> 31.3225574 sigma in 25act. ( 26.8162594 sig out 1act.) RANK 9 NODE 11 --> 28.9198017 sigma in 23act. ( 25.693655 sig out 1act.) RANK 10 NODE 12 --> 26.4637718 sigma in 25act. ( 31.5234089 sig out 1act.) RANK 11 NODE 16 --> 21.0163116 sigma in 24act. ( 18.0656376 sig out 1act.) RANK 12 NODE 8 --> 20.1492653 sigma in 25act. ( 20.0105267 sig out 1act.) RANK 13 NODE 18 --> 18.461113 sigma in 25act. ( 18.4817066 sig out 1act.) RANK 14 NODE 7 --> 15.0741282 sigma in 25act. ( 19.0061817 sig out 1act.) RANK 15 NODE 4 --> 14.6524239 sigma in 24act. ( 11.2262478 sig out 1act.) RANK 16 NODE 9 --> 13.4621286 sigma in 25act. ( 11.9233284 sig out 1act.) RANK 17 NODE 1 --> 12.6382236 sigma in 20act. ( 14.4846077 sig out 1act.) RANK 18 NODE 6 --> 12.1799908 sigma in 23act. ( 10.8347645 sig out 1act.) RANK 19 NODE 14 --> 12.0065632 sigma in 23act. ( 12.7411776 sig out 1act.) RANK 20 NODE 23 --> 7.08022261 sigma in 25act. ( 5.74931812 sig out 1act.) RANK 21 NODE 19 --> 6.38656139 sigma in 23act. ( 5.50759935 sig out 1act.) RANK 22 NODE 26 --> 5.77196598 sigma in 21act. ( 4.24377632 sig out 1act.) RANK 23 NODE 21 --> 4.49815702 sigma in 25act. ( 3.80264282 sig out 1act.) RANK 24 NODE 3 --> 3.76771951 sigma in 23act. ( 3.11591363 sig out 1act.) RANK 25 NODE 22 --> 2.37460995 sigma in 20act. ( 2.06459022 sig out 1act.) RANK 26 NODE 20 --> 0.881283581 sigma in 20act. ( 0.897670329 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 70.598526 sigma out 1act.( 68.3667831 sig in 23act.) RANK 2 NODE 25 --> 57.5500183 sigma out 1act.( 44.9713364 sig in 24act.) RANK 3 NODE 10 --> 55.7228584 sigma out 1act.( 54.3889198 sig in 25act.) RANK 4 NODE 15 --> 41.1967049 sigma out 1act.( 45.3648376 sig in 25act.) RANK 5 NODE 17 --> 38.3645973 sigma out 1act.( 47.7961082 sig in 25act.) RANK 6 NODE 13 --> 37.2185555 sigma out 1act.( 44.0038338 sig in 24act.) RANK 7 NODE 12 --> 31.5234089 sigma out 1act.( 26.4637718 sig in 25act.) RANK 8 NODE 24 --> 29.5721703 sigma out 1act.( 34.2158356 sig in 24act.) RANK 9 NODE 2 --> 26.8162594 sigma out 1act.( 31.3225574 sig in 25act.) RANK 10 NODE 11 --> 25.693655 sigma out 1act.( 28.9198017 sig in 23act.) RANK 11 NODE 8 --> 20.0105267 sigma out 1act.( 20.1492653 sig in 25act.) RANK 12 NODE 7 --> 19.0061817 sigma out 1act.( 15.0741282 sig in 25act.) RANK 13 NODE 18 --> 18.4817066 sigma out 1act.( 18.461113 sig in 25act.) RANK 14 NODE 16 --> 18.0656376 sigma out 1act.( 21.0163116 sig in 24act.) RANK 15 NODE 1 --> 14.4846077 sigma out 1act.( 12.6382236 sig in 20act.) RANK 16 NODE 14 --> 12.7411776 sigma out 1act.( 12.0065632 sig in 23act.) RANK 17 NODE 9 --> 11.9233284 sigma out 1act.( 13.4621286 sig in 25act.) RANK 18 NODE 4 --> 11.2262478 sigma out 1act.( 14.6524239 sig in 24act.) RANK 19 NODE 6 --> 10.8347645 sigma out 1act.( 12.1799908 sig in 23act.) RANK 20 NODE 23 --> 5.74931812 sigma out 1act.( 7.08022261 sig in 25act.) RANK 21 NODE 19 --> 5.50759935 sigma out 1act.( 6.38656139 sig in 23act.) RANK 22 NODE 26 --> 4.24377632 sigma out 1act.( 5.77196598 sig in 21act.) RANK 23 NODE 21 --> 3.80264282 sigma out 1act.( 4.49815702 sig in 25act.) RANK 24 NODE 3 --> 3.11591363 sigma out 1act.( 3.76771951 sig in 23act.) RANK 25 NODE 22 --> 2.06459022 sigma out 1act.( 2.37460995 sig in 20act.) RANK 26 NODE 20 --> 0.897670329 sigma out 1act.( 0.881283581 sig in 20act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 146.631851 sigma in 26 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.668127477 *** contribution from regularisation: 0.000553203572 *** contribution from error: -0.668680668 *** contribution from DIAG: 1.42745757E-05 *********************************************** --------------------------------------------------- Iteration : 81 kill weight from layer 1 knot 14 to knot 6 kill weight from layer 1 knot 20 to knot 19 *********************************************** *** Learn Path 81 *** loss function: -0.668116212 *** contribution from regularisation: 0.000564089278 *** contribution from error: -0.66868031 *** contribution from DIAG: 1.36643275E-05 *********************************************** --------------------------------------------------- Iteration : 82 kill weight from layer 1 knot 18 to knot 8 *********************************************** *** Learn Path 82 *** loss function: -0.668126464 *** contribution from regularisation: 0.000553737802 *** contribution from error: -0.668680191 *** contribution from DIAG: 1.66118589E-05 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 10 to knot 22 kill weight from layer 1 knot 18 to knot 26 *********************************************** *** Learn Path 83 *** loss function: -0.668123245 *** contribution from regularisation: 0.000556861225 *** contribution from error: -0.668680131 *** contribution from DIAG: 1.67654125E-05 *********************************************** --------------------------------------------------- Iteration : 84 kill weight from layer 1 knot 24 to knot 9 kill weight from layer 1 knot 23 to knot 22 *********************************************** *** Learn Path 84 *** loss function: -0.668126881 *** contribution from regularisation: 0.000553187623 *** contribution from error: -0.668680072 *** contribution from DIAG: 1.66854279E-05 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 18 to knot 19 kill weight from layer 1 knot 9 to knot 20 kill weight from layer 1 knot 5 to knot 22 kill weight from layer 1 knot 22 to knot 26 *********************************************** *** Learn Path 85 *** loss function: -0.668124676 *** contribution from regularisation: 0.000555459294 *** contribution from error: -0.668680131 *** contribution from DIAG: 1.68865718E-05 *********************************************** --------------------------------------------------- Iteration : 86 kill weight from layer 1 knot 8 to knot 1 kill weight from layer 1 knot 22 to knot 21 kill weight from layer 1 knot 15 to knot 22 *********************************************** *** Learn Path 86 *** loss function: -0.668126881 *** contribution from regularisation: 0.000553158985 *** contribution from error: -0.668680012 *** contribution from DIAG: 1.97055124E-05 *********************************************** --------------------------------------------------- Iteration : 87 kill weight from layer 1 knot 13 to knot 15 kill weight from layer 1 knot 18 to knot 18 kill weight from layer 1 knot 22 to knot 19 kill weight from layer 1 knot 18 to knot 20 kill weight from layer 1 knot 18 to knot 22 kill weight from layer 1 knot 15 to knot 23 *********************************************** *** Learn Path 87 *** loss function: -0.668131113 *** contribution from regularisation: 0.000548761513 *** contribution from error: -0.668679893 *** contribution from DIAG: 1.68665229E-05 *********************************************** --------------------------------------------------- Iteration : 88 *********************************************** *** Learn Path 88 *** loss function: -0.668130219 *** contribution from regularisation: 0.000549794699 *** contribution from error: -0.668680012 *** contribution from DIAG: 1.32449504E-05 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 22 to knot 22 kill weight from layer 1 knot 25 to knot 22 *********************************************** *** Learn Path 89 *** loss function: -0.668132842 *** contribution from regularisation: 0.000547199743 *** contribution from error: -0.668680012 *** contribution from DIAG: 1.37434145E-05 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 17 to knot 1 kill weight from layer 1 knot 22 to knot 3 kill weight from layer 1 knot 24 to knot 5 kill weight from layer 1 knot 16 to knot 7 kill weight from layer 1 knot 6 to knot 19 kill weight from layer 1 knot 17 to knot 19 kill weight from layer 1 knot 24 to knot 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 122.976112 sigma out 26 active outputs RANK 2 NODE 5 --> 35.9645081 sigma out 25 active outputs RANK 3 NODE 2 --> 30.8636703 sigma out 26 active outputs RANK 4 NODE 4 --> 29.1283321 sigma out 25 active outputs RANK 5 NODE 10 --> 26.1047211 sigma out 23 active outputs RANK 6 NODE 6 --> 24.7567959 sigma out 25 active outputs RANK 7 NODE 7 --> 18.7935886 sigma out 25 active outputs RANK 8 NODE 8 --> 18.5379105 sigma out 25 active outputs RANK 9 NODE 3 --> 13.723361 sigma out 24 active outputs RANK 10 NODE 9 --> 12.2395239 sigma out 24 active outputs RANK 11 NODE 13 --> 11.076479 sigma out 24 active outputs RANK 12 NODE 12 --> 8.54007244 sigma out 22 active outputs RANK 13 NODE 18 --> 8.43241024 sigma out 19 active outputs RANK 14 NODE 19 --> 7.39879322 sigma out 26 active outputs RANK 15 NODE 22 --> 7.2928443 sigma out 19 active outputs RANK 16 NODE 15 --> 6.42956114 sigma out 24 active outputs RANK 17 NODE 11 --> 5.34773493 sigma out 24 active outputs RANK 18 NODE 21 --> 5.21983767 sigma out 24 active outputs RANK 19 NODE 14 --> 5.18276119 sigma out 21 active outputs RANK 20 NODE 20 --> 4.59362602 sigma out 22 active outputs RANK 21 NODE 16 --> 4.29602528 sigma out 23 active outputs RANK 22 NODE 23 --> 3.30210876 sigma out 23 active outputs RANK 23 NODE 17 --> 2.6516006 sigma out 21 active outputs RANK 24 NODE 25 --> 2.11263227 sigma out 25 active outputs RANK 25 NODE 24 --> 1.11170518 sigma out 20 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 66.5460587 sigma in 22act. ( 69.5474548 sig out 1act.) RANK 2 NODE 10 --> 53.2736778 sigma in 25act. ( 54.5219727 sig out 1act.) RANK 3 NODE 17 --> 46.846611 sigma in 25act. ( 37.6273232 sig out 1act.) RANK 4 NODE 25 --> 44.4023285 sigma in 24act. ( 56.1005249 sig out 1act.) RANK 5 NODE 15 --> 44.3922043 sigma in 24act. ( 40.4896355 sig out 1act.) RANK 6 NODE 13 --> 43.0541191 sigma in 24act. ( 36.4804001 sig out 1act.) RANK 7 NODE 24 --> 33.726635 sigma in 24act. ( 28.8698177 sig out 1act.) RANK 8 NODE 2 --> 30.5996056 sigma in 25act. ( 26.420208 sig out 1act.) RANK 9 NODE 11 --> 28.4582691 sigma in 23act. ( 25.0459213 sig out 1act.) RANK 10 NODE 12 --> 25.7483234 sigma in 25act. ( 30.5677681 sig out 1act.) RANK 11 NODE 16 --> 20.3779564 sigma in 24act. ( 17.4601612 sig out 1act.) RANK 12 NODE 8 --> 19.7547283 sigma in 24act. ( 19.2623062 sig out 1act.) RANK 13 NODE 18 --> 17.9928207 sigma in 24act. ( 18.1138611 sig out 1act.) RANK 14 NODE 7 --> 14.8189964 sigma in 24act. ( 18.5301609 sig out 1act.) RANK 15 NODE 4 --> 14.2231531 sigma in 24act. ( 10.7493677 sig out 1act.) RANK 16 NODE 9 --> 13.0223551 sigma in 24act. ( 11.3569155 sig out 1act.) RANK 17 NODE 1 --> 12.3091297 sigma in 18act. ( 14.0256357 sig out 1act.) RANK 18 NODE 6 --> 11.8509426 sigma in 22act. ( 10.6127901 sig out 1act.) RANK 19 NODE 14 --> 11.7043514 sigma in 23act. ( 12.4660225 sig out 1act.) RANK 20 NODE 23 --> 6.8692131 sigma in 24act. ( 5.61798 sig out 1act.) RANK 21 NODE 19 --> 6.19150496 sigma in 18act. ( 5.38115597 sig out 1act.) RANK 22 NODE 26 --> 5.59199572 sigma in 19act. ( 4.11851168 sig out 1act.) RANK 23 NODE 21 --> 4.38595486 sigma in 24act. ( 3.74623585 sig out 1act.) RANK 24 NODE 3 --> 3.67089891 sigma in 22act. ( 3.05338478 sig out 1act.) RANK 25 NODE 22 --> 2.26878548 sigma in 13act. ( 1.95314801 sig out 1act.) RANK 26 NODE 20 --> 0.931724608 sigma in 17act. ( 0.974471986 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 69.5474548 sigma out 1act.( 66.5460587 sig in 22act.) RANK 2 NODE 25 --> 56.1005249 sigma out 1act.( 44.4023285 sig in 24act.) RANK 3 NODE 10 --> 54.5219727 sigma out 1act.( 53.2736778 sig in 25act.) RANK 4 NODE 15 --> 40.4896355 sigma out 1act.( 44.3922043 sig in 24act.) RANK 5 NODE 17 --> 37.6273232 sigma out 1act.( 46.846611 sig in 25act.) RANK 6 NODE 13 --> 36.4804001 sigma out 1act.( 43.0541191 sig in 24act.) RANK 7 NODE 12 --> 30.5677681 sigma out 1act.( 25.7483234 sig in 25act.) RANK 8 NODE 24 --> 28.8698177 sigma out 1act.( 33.726635 sig in 24act.) RANK 9 NODE 2 --> 26.420208 sigma out 1act.( 30.5996056 sig in 25act.) RANK 10 NODE 11 --> 25.0459213 sigma out 1act.( 28.4582691 sig in 23act.) RANK 11 NODE 8 --> 19.2623062 sigma out 1act.( 19.7547283 sig in 24act.) RANK 12 NODE 7 --> 18.5301609 sigma out 1act.( 14.8189964 sig in 24act.) RANK 13 NODE 18 --> 18.1138611 sigma out 1act.( 17.9928207 sig in 24act.) RANK 14 NODE 16 --> 17.4601612 sigma out 1act.( 20.3779564 sig in 24act.) RANK 15 NODE 1 --> 14.0256357 sigma out 1act.( 12.3091297 sig in 18act.) RANK 16 NODE 14 --> 12.4660225 sigma out 1act.( 11.7043514 sig in 23act.) RANK 17 NODE 9 --> 11.3569155 sigma out 1act.( 13.0223551 sig in 24act.) RANK 18 NODE 4 --> 10.7493677 sigma out 1act.( 14.2231531 sig in 24act.) RANK 19 NODE 6 --> 10.6127901 sigma out 1act.( 11.8509426 sig in 22act.) RANK 20 NODE 23 --> 5.61798 sigma out 1act.( 6.8692131 sig in 24act.) RANK 21 NODE 19 --> 5.38115597 sigma out 1act.( 6.19150496 sig in 18act.) RANK 22 NODE 26 --> 4.11851168 sigma out 1act.( 5.59199572 sig in 19act.) RANK 23 NODE 21 --> 3.74623585 sigma out 1act.( 4.38595486 sig in 24act.) RANK 24 NODE 3 --> 3.05338478 sigma out 1act.( 3.67089891 sig in 22act.) RANK 25 NODE 22 --> 1.95314801 sigma out 1act.( 2.26878548 sig in 13act.) RANK 26 NODE 20 --> 0.974471986 sigma out 1act.( 0.931724608 sig in 17act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 143.520889 sigma in 26 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.668130994 *** contribution from regularisation: 0.000548783632 *** contribution from error: -0.668679774 *** contribution from DIAG: 1.37342822E-05 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 24 to knot 16 kill weight from layer 1 knot 23 to knot 18 kill weight from layer 1 knot 15 to knot 19 kill weight from layer 1 knot 24 to knot 22 *********************************************** *** Learn Path 91 *** loss function: -0.668138206 *** contribution from regularisation: 0.000541328685 *** contribution from error: -0.668679535 *** contribution from DIAG: 1.41242126E-05 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 23 to knot 1 kill weight from layer 1 knot 24 to knot 3 kill weight from layer 1 knot 24 to knot 21 *********************************************** *** Learn Path 92 *** loss function: -0.668130755 *** contribution from regularisation: 0.000548886717 *** contribution from error: -0.668679655 *** contribution from DIAG: 1.38548276E-05 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 15 to knot 1 kill weight from layer 1 knot 15 to knot 9 kill weight from layer 1 knot 11 to knot 21 kill weight from layer 1 knot 24 to knot 23 kill weight from layer 1 knot 24 to knot 24 kill weight from layer 1 knot 9 to knot 26 *********************************************** *** Learn Path 93 *** loss function: -0.668143332 *** contribution from regularisation: 0.000536292559 *** contribution from error: -0.668679595 *** contribution from DIAG: 1.39348695E-05 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 3 to knot 7 kill weight from layer 1 knot 9 to knot 8 kill weight from layer 1 knot 15 to knot 21 *********************************************** *** Learn Path 94 *** loss function: -0.668127656 *** contribution from regularisation: 0.000551793259 *** contribution from error: -0.668679476 *** contribution from DIAG: 1.33305239E-05 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 18 to knot 3 kill weight from layer 1 knot 24 to knot 4 kill weight from layer 1 knot 16 to knot 5 kill weight from layer 1 knot 18 to knot 6 kill weight from layer 1 knot 25 to knot 7 kill weight from layer 1 knot 8 to knot 8 kill weight from layer 1 knot 11 to knot 8 kill weight from layer 1 knot 17 to knot 15 kill weight from layer 1 knot 10 to knot 18 kill weight from layer 1 knot 12 to knot 20 kill weight from layer 1 knot 18 to knot 21 kill weight from layer 1 knot 23 to knot 21 kill weight from layer 1 knot 6 to knot 22 kill weight from layer 1 knot 22 to knot 23 *********************************************** *** Learn Path 95 *** loss function: -0.668148279 *** contribution from regularisation: 0.000531213882 *** contribution from error: -0.668679476 *** contribution from DIAG: 1.34577722E-05 *********************************************** --------------------------------------------------- Iteration : 96 kill weight from layer 1 knot 17 to knot 26 *********************************************** *** Learn Path 96 *** loss function: -0.668143392 *** contribution from regularisation: 0.000536125444 *** contribution from error: -0.668679535 *** contribution from DIAG: 1.6628519E-05 *********************************************** --------------------------------------------------- Iteration : 97 kill weight from layer 1 knot 24 to knot 17 *********************************************** *** Learn Path 97 *** loss function: -0.668141603 *** contribution from regularisation: 0.000537997927 *** contribution from error: -0.668679595 *** contribution from DIAG: 1.67500966E-05 *********************************************** --------------------------------------------------- Iteration : 98 kill weight from layer 1 knot 12 to knot 16 *********************************************** *** Learn Path 98 *** loss function: -0.668146193 *** contribution from regularisation: 0.000533220125 *** contribution from error: -0.668679416 *** contribution from DIAG: 1.39358153E-05 *********************************************** --------------------------------------------------- Iteration : 99 kill weight from layer 1 knot 15 to knot 14 kill weight from layer 1 knot 15 to knot 15 *********************************************** *** Learn Path 99 *** loss function: -0.668142021 *** contribution from regularisation: 0.000537466782 *** contribution from error: -0.668679476 *** contribution from DIAG: 1.40808297E-05 *********************************************** --------------------------------------------------- Iteration : 100 kill weight from layer 1 knot 3 to knot 17 kill weight from layer 1 knot 25 to knot 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 122.469315 sigma out 26 active outputs RANK 2 NODE 5 --> 35.6292114 sigma out 25 active outputs RANK 3 NODE 2 --> 31.376606 sigma out 26 active outputs RANK 4 NODE 4 --> 29.0655537 sigma out 25 active outputs RANK 5 NODE 10 --> 25.657732 sigma out 22 active outputs RANK 6 NODE 6 --> 24.0667992 sigma out 24 active outputs RANK 7 NODE 7 --> 18.5639343 sigma out 25 active outputs RANK 8 NODE 8 --> 17.8943329 sigma out 24 active outputs RANK 9 NODE 3 --> 13.0033016 sigma out 22 active outputs RANK 10 NODE 9 --> 11.8721638 sigma out 22 active outputs RANK 11 NODE 13 --> 10.6407051 sigma out 24 active outputs RANK 12 NODE 12 --> 8.31650162 sigma out 20 active outputs RANK 13 NODE 18 --> 8.0386591 sigma out 16 active outputs RANK 14 NODE 19 --> 7.36173487 sigma out 26 active outputs RANK 15 NODE 22 --> 7.05517673 sigma out 18 active outputs RANK 16 NODE 15 --> 5.93307352 sigma out 18 active outputs RANK 17 NODE 21 --> 5.04145384 sigma out 24 active outputs RANK 18 NODE 14 --> 4.90812016 sigma out 21 active outputs RANK 19 NODE 11 --> 4.58470917 sigma out 22 active outputs RANK 20 NODE 20 --> 4.45770311 sigma out 22 active outputs RANK 21 NODE 16 --> 3.96185303 sigma out 22 active outputs RANK 22 NODE 23 --> 3.17558789 sigma out 20 active outputs RANK 23 NODE 17 --> 2.40604067 sigma out 19 active outputs RANK 24 NODE 25 --> 1.98391807 sigma out 23 active outputs RANK 25 NODE 24 --> 0.99175936 sigma out 12 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 66.3348923 sigma in 21act. ( 69.0598068 sig out 1act.) RANK 2 NODE 10 --> 52.6369324 sigma in 25act. ( 54.6163139 sig out 1act.) RANK 3 NODE 17 --> 46.175827 sigma in 23act. ( 38.2029953 sig out 1act.) RANK 4 NODE 25 --> 44.6443329 sigma in 24act. ( 55.6725197 sig out 1act.) RANK 5 NODE 15 --> 44.0431099 sigma in 22act. ( 40.448204 sig out 1act.) RANK 6 NODE 13 --> 42.8766899 sigma in 24act. ( 36.1754837 sig out 1act.) RANK 7 NODE 24 --> 33.5831261 sigma in 23act. ( 29.1784267 sig out 1act.) RANK 8 NODE 2 --> 30.1917629 sigma in 25act. ( 26.7358303 sig out 1act.) RANK 9 NODE 11 --> 28.3039017 sigma in 23act. ( 25.1686211 sig out 1act.) RANK 10 NODE 12 --> 25.9030285 sigma in 25act. ( 29.8659763 sig out 1act.) RANK 11 NODE 16 --> 19.9341507 sigma in 22act. ( 17.4727745 sig out 1act.) RANK 12 NODE 8 --> 19.5237236 sigma in 21act. ( 19.1646214 sig out 1act.) RANK 13 NODE 18 --> 17.8208065 sigma in 22act. ( 17.7542629 sig out 1act.) RANK 14 NODE 7 --> 14.7947702 sigma in 22act. ( 18.3125019 sig out 1act.) RANK 15 NODE 4 --> 13.9235792 sigma in 23act. ( 10.5429306 sig out 1act.) RANK 16 NODE 9 --> 12.8219967 sigma in 23act. ( 11.1786051 sig out 1act.) RANK 17 NODE 1 --> 12.1001816 sigma in 16act. ( 13.8659639 sig out 1act.) RANK 18 NODE 6 --> 11.6583242 sigma in 21act. ( 10.6407681 sig out 1act.) RANK 19 NODE 14 --> 11.5490952 sigma in 22act. ( 12.2739973 sig out 1act.) RANK 20 NODE 23 --> 6.70686436 sigma in 22act. ( 5.56260872 sig out 1act.) RANK 21 NODE 19 --> 6.04773664 sigma in 17act. ( 5.31352425 sig out 1act.) RANK 22 NODE 26 --> 5.44811964 sigma in 17act. ( 4.0957756 sig out 1act.) RANK 23 NODE 21 --> 4.29049587 sigma in 19act. ( 3.70610356 sig out 1act.) RANK 24 NODE 3 --> 3.56744671 sigma in 20act. ( 3.04850483 sig out 1act.) RANK 25 NODE 22 --> 2.1542089 sigma in 11act. ( 1.86240458 sig out 1act.) RANK 26 NODE 20 --> 0.988821745 sigma in 15act. ( 1.07186222 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 69.0598068 sigma out 1act.( 66.3348923 sig in 21act.) RANK 2 NODE 25 --> 55.6725197 sigma out 1act.( 44.6443329 sig in 24act.) RANK 3 NODE 10 --> 54.6163139 sigma out 1act.( 52.6369324 sig in 25act.) RANK 4 NODE 15 --> 40.448204 sigma out 1act.( 44.0431099 sig in 22act.) RANK 5 NODE 17 --> 38.2029953 sigma out 1act.( 46.175827 sig in 23act.) RANK 6 NODE 13 --> 36.1754837 sigma out 1act.( 42.8766899 sig in 24act.) RANK 7 NODE 12 --> 29.8659763 sigma out 1act.( 25.9030285 sig in 25act.) RANK 8 NODE 24 --> 29.1784267 sigma out 1act.( 33.5831261 sig in 23act.) RANK 9 NODE 2 --> 26.7358303 sigma out 1act.( 30.1917629 sig in 25act.) RANK 10 NODE 11 --> 25.1686211 sigma out 1act.( 28.3039017 sig in 23act.) RANK 11 NODE 8 --> 19.1646214 sigma out 1act.( 19.5237236 sig in 21act.) RANK 12 NODE 7 --> 18.3125019 sigma out 1act.( 14.7947702 sig in 22act.) RANK 13 NODE 18 --> 17.7542629 sigma out 1act.( 17.8208065 sig in 22act.) RANK 14 NODE 16 --> 17.4727745 sigma out 1act.( 19.9341507 sig in 22act.) RANK 15 NODE 1 --> 13.8659639 sigma out 1act.( 12.1001816 sig in 16act.) RANK 16 NODE 14 --> 12.2739973 sigma out 1act.( 11.5490952 sig in 22act.) RANK 17 NODE 9 --> 11.1786051 sigma out 1act.( 12.8219967 sig in 23act.) RANK 18 NODE 6 --> 10.6407681 sigma out 1act.( 11.6583242 sig in 21act.) RANK 19 NODE 4 --> 10.5429306 sigma out 1act.( 13.9235792 sig in 23act.) RANK 20 NODE 23 --> 5.56260872 sigma out 1act.( 6.70686436 sig in 22act.) RANK 21 NODE 19 --> 5.31352425 sigma out 1act.( 6.04773664 sig in 17act.) RANK 22 NODE 26 --> 4.0957756 sigma out 1act.( 5.44811964 sig in 17act.) RANK 23 NODE 21 --> 3.70610356 sigma out 1act.( 4.29049587 sig in 19act.) RANK 24 NODE 3 --> 3.04850483 sigma out 1act.( 3.56744671 sig in 20act.) RANK 25 NODE 22 --> 1.86240458 sigma out 1act.( 2.1542089 sig in 11act.) RANK 26 NODE 20 --> 1.07186222 sigma out 1act.( 0.988821745 sig in 15act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 143.060959 sigma in 26 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.668153286 *** contribution from regularisation: 0.000525798125 *** contribution from error: -0.668679059 *** contribution from DIAG: 1.37559191E-05 *********************************************** -----------------> Test sample create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Muon_Upstream_NeuroBayes.conf NB_AHISTOUT: storage space 117730 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/Upstream/GlobalPID_Muon_Upstream_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/Upstream/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/Upstream/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/Upstream/NB.txt Training Host = lxplus436.cern.ch Particle type = muon Background types = all Training Mix = NaturalMix Track type = Upstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Muon_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas 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 23 nodes, hidden layer has 26 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5157981 tracks for input to NN training Sel. Eff. = 19.3874% Selected 1000000 tracks for input to NN training ghost percentage = 29.8513% electron percentage = 5.7412% muon percentage = 0.3947% pion percentage = 53.654% kaon percentage = 7.2871% proton percentage = 2.972% Unknown Particle type 3112 percentage = 0.034% Unknown Particle type 3222 percentage = 0.0368% Unknown Particle type 3312 percentage = 0.0106% Unknown Particle type 3334 percentage = 0.0002% Unknown Particle type 1000010020 percentage = 0.0022% Unknown Particle type 1000010030 percentage = 0.0027% Unknown Particle type 1000020040 percentage = 0.0132% 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 TrackFitVeloChi2 Making plots for input TrackFitVeloNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas 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 InAccBrem Making plots for input BremPIDe Making plots for input VeloCharge Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Found 9023704 evaluation data points Read entry 902370 (10%) Read entry 1804740 (20%) Read entry 2707110 (30%) Read entry 3609480 (40%) Read entry 4511850 (50%) Read entry 5414220 (60%) Read entry 6316590 (70%) Read entry 7218960 (80%) Read entry 8121330 (90%) Read entry 9023700 (100%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 22 input variables. ***************Training results***************** number of nodes in the 1st layer: 25 number of nodes in the 2nd layer: 26 number of nodes in the 3rd layer: 1 number of iterations: 100