Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Proton/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/Proton/Upstream/GlobalPID_Proton_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/Proton/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/Proton/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/Proton/Upstream/NB.txt Training Host = lxplus436.cern.ch Particle type = proton 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_Proton_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 24 nodes, hidden layer has 27 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: 24 Your number of nodes in the hidden layer is: 27 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 RichAbovePiThres PreproFlag 18 Input 15 RichAboveKaThres PreproFlag 18 Input 16 RichAbovePrThres PreproFlag 18 Input 17 RichDLLe PreproFlag 34 Input 18 RichDLLmu PreproFlag 34 Input 19 RichDLLk PreproFlag 34 Input 20 RichDLLp PreproFlag 34 Input 21 RichDLLbt PreproFlag 34 Input 22 InAccBrem PreproFlag 19 Input 23 BremPIDe PreproFlag 34 Input 24 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 = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 17 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 18 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 19 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 20 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 21 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 22 : PreproFlag = 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 # 23 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 24 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. 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: 2.97200012 % ------------------------------ 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 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 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 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 ------------------------------ 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 warning: map is empty for variable 3 2317.6001 2372.59009 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 150.11270 warning: map is empty for variable 4 1 154.281693 158.562851 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 ------------------------------ 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 -2.95746064 -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 warning: map is empty for variable 7 -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 0.237917 warning: map is empty for variable 8 691 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 0.69334352 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 ------------------------------ 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. 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. 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 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 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. build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 -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 # 17 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -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 # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -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 # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -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 # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -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 # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 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 # 22 ------------------------------ Transdef: Tab for variable 23 -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 # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 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 1.0330836 warning: map is empty for variable 24 8 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 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 # 24 build map for variable # 24 warning: map is empty for variable 24 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 0 0.3 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1 100.0 2.2 10.9 13.6 3.1 3.0 6.2 4.0 3.3 1.7 2.2 5.0 5.2 7.0 9.4 7.8 7.5 7.4 13.6 15.9 15.9 0.9 9.8 9.9 2 2.2 100.0 3.4 0.9 2.0 3.7 7.1 19.2 0.2 -1.4 2.4 -1.1 1.4 0.0 0.3 0.0 -4.4 0.4 1.9 2.4 1.4 2.5 6.2 -3.2 3 10.9 3.4 100.0 71.0 3.6 15.9 7.6 1.9 8.4 18.7 10.5 9.9 38.1 40.4 60.7 55.0 42.0 38.4 32.9 36.9 42.2 21.5 70.7 -8.0 4 13.6 0.9 71.0 100.0 3.4 8.9 18.1 1.1 15.5 9.5 8.3 41.5 39.8 53.6 70.1 58.3 39.5 49.1 43.4 49.0 53.7 0.6 60.1 -7.4 5 3.1 2.0 3.6 3.4 100.0 11.7 25.9 42.7 3.7 24.3 1.3 9.0 7.1 8.4 4.8 -1.0 3.8 8.1 2.8 2.6 1.3 -3.8 3.5 -5.4 6 3.0 3.7 15.9 8.9 11.7 100.0 19.9 26.4 5.4 26.5 40.5 2.4 8.6 9.2 8.2 5.7 7.7 8.2 5.0 4.9 4.7 -2.0 13.3 -11.2 7 6.2 7.1 7.6 18.1 25.9 19.9 100.0 59.7 17.4 -12.9 12.1 13.3 6.6 12.1 7.3 -1.6 0.3 10.5 2.7 2.4 0.4 7.2 7.8 -7.8 8 4.0 19.2 1.9 1.1 42.7 26.4 59.7 100.0 5.8 -1.9 1.7 7.8 8.7 7.1 2.0 -4.7 0.5 6.0 -1.3 -1.8 -4.1 -2.8 3.3 -9.2 9 3.3 0.2 8.4 15.5 3.7 5.4 17.4 5.8 100.0 3.3 5.9 10.4 4.8 11.8 9.4 5.4 5.0 10.6 7.6 7.7 7.8 0.7 8.4 -11.9 10 1.7 -1.4 18.7 9.5 24.3 26.5 -12.9 -1.9 3.3 100.0 0.5 17.5 20.7 24.6 18.9 12.9 19.6 22.3 15.4 14.7 15.7 -16.3 17.0 -7.8 11 2.2 2.4 10.5 8.3 1.3 40.5 12.1 1.7 5.9 0.5 100.0 -5.6 -1.8 -1.2 1.4 2.3 -0.3 -0.8 0.5 0.6 0.5 9.2 8.6 -5.1 12 5.0 -1.1 9.9 41.5 9.0 2.4 13.3 7.8 10.4 17.5 -5.6 100.0 68.6 83.5 43.7 18.9 43.7 70.5 42.5 38.0 38.2 -27.9 7.8 -5.4 13 5.2 1.4 38.1 39.8 7.1 8.6 6.6 8.7 4.8 20.7 -1.8 68.6 100.0 82.2 41.9 20.8 70.8 68.1 38.4 33.2 33.1 -26.8 25.0 -6.1 14 7.0 0.0 40.4 53.6 8.4 9.2 12.1 7.1 11.8 24.6 -1.2 83.5 82.2 100.0 50.9 25.3 63.8 82.4 51.4 44.4 44.4 -25.1 32.0 -7.3 15 9.4 0.3 60.7 70.1 4.8 8.2 7.3 2.0 9.4 18.9 1.4 43.7 41.9 50.9 100.0 49.7 39.7 49.1 34.0 42.7 46.4 -12.3 49.8 -7.0 16 7.8 0.0 55.0 58.3 -1.0 5.7 -1.6 -4.7 5.4 12.9 2.3 18.9 20.8 25.3 49.7 100.0 25.6 21.0 35.8 38.5 50.6 -5.1 52.4 -3.6 17 7.5 -4.4 42.0 39.5 3.8 7.7 0.3 0.5 5.0 19.6 -0.3 43.7 70.8 63.8 39.7 25.6 100.0 54.6 40.8 36.9 38.3 -16.0 29.6 -10.2 18 7.4 0.4 38.4 49.1 8.1 8.2 10.5 6.0 10.6 22.3 -0.8 70.5 68.1 82.4 49.1 21.0 54.6 100.0 44.1 40.1 40.2 -21.4 31.2 -7.2 19 13.6 1.9 32.9 43.4 2.8 5.0 2.7 -1.3 7.6 15.4 0.5 42.5 38.4 51.4 34.0 35.8 40.8 44.1 100.0 87.2 85.9 -13.0 32.2 -4.8 20 15.9 2.4 36.9 49.0 2.6 4.9 2.4 -1.8 7.7 14.7 0.6 38.0 33.2 44.4 42.7 38.5 36.9 40.1 87.2 100.0 95.2 -12.1 38.4 -5.1 21 15.9 1.4 42.2 53.7 1.3 4.7 0.4 -4.1 7.8 15.7 0.5 38.2 33.1 44.4 46.4 50.6 38.3 40.2 85.9 95.2 100.0 -12.6 42.9 -5.1 22 0.9 2.5 21.5 0.6 -3.8 -2.0 7.2 -2.8 0.7 -16.3 9.2 -27.9 -26.8 -25.1 -12.3 -5.1 -16.0 -21.4 -13.0 -12.1 -12.6 100.0 9.6 0.7 23 9.8 6.2 70.7 60.1 3.5 13.3 7.8 3.3 8.4 17.0 8.6 7.8 25.0 32.0 49.8 52.4 29.6 31.2 32.2 38.4 42.9 9.6 100.0 -7.2 24 9.9 -3.2 -8.0 -7.4 -5.4 -11.2 -7.8 -9.2 -11.9 -7.8 -5.1 -5.4 -6.1 -7.3 -7.0 -3.6 -10.2 -7.2 -4.8 -5.1 -5.1 0.7 -7.2 100.0 TOTAL CORRELATION TO TARGET (diagonal) 40.593237 TOTAL CORRELATION OF ALL VARIABLES 22.3305516 ROUND 1: MAX CORR ( 22.3305185) AFTER KILLING INPUT VARIABLE 23 CONTR 0.0384853333 ROUND 2: MAX CORR ( 22.3303703) AFTER KILLING INPUT VARIABLE 12 CONTR 0.0813490043 ROUND 3: MAX CORR ( 22.3285988) AFTER KILLING INPUT VARIABLE 19 CONTR 0.281269927 ROUND 4: MAX CORR ( 22.3235363) AFTER KILLING INPUT VARIABLE 10 CONTR 0.47544704 ROUND 5: MAX CORR ( 22.3186373) AFTER KILLING INPUT VARIABLE 22 CONTR 0.467658093 ROUND 6: MAX CORR ( 22.3103682) AFTER KILLING INPUT VARIABLE 11 CONTR 0.607487298 ROUND 7: MAX CORR ( 22.294242) AFTER KILLING INPUT VARIABLE 13 CONTR 0.84811811 ROUND 8: MAX CORR ( 22.2737616) AFTER KILLING INPUT VARIABLE 15 CONTR 0.95539006 ROUND 9: MAX CORR ( 22.2490588) AFTER KILLING INPUT VARIABLE 18 CONTR 1.04873049 ROUND 10: MAX CORR ( 22.2141913) AFTER KILLING INPUT VARIABLE 5 CONTR 1.24511973 ROUND 11: MAX CORR ( 22.1707321) AFTER KILLING INPUT VARIABLE 6 CONTR 1.38886097 ROUND 12: MAX CORR ( 22.1249681) AFTER KILLING INPUT VARIABLE 2 CONTR 1.42377921 ROUND 13: MAX CORR ( 22.0384818) AFTER KILLING INPUT VARIABLE 21 CONTR 1.95436289 ROUND 14: MAX CORR ( 21.9481302) AFTER KILLING INPUT VARIABLE 16 CONTR 1.99355503 ROUND 15: MAX CORR ( 21.8889576) AFTER KILLING INPUT VARIABLE 3 CONTR 1.61057515 ROUND 16: MAX CORR ( 21.7966395) AFTER KILLING INPUT VARIABLE 9 CONTR 2.00822633 ROUND 17: MAX CORR ( 21.6431136) AFTER KILLING INPUT VARIABLE 8 CONTR 2.58246556 ROUND 18: MAX CORR ( 21.3981574) AFTER KILLING INPUT VARIABLE 17 CONTR 3.24703306 ROUND 19: MAX CORR ( 21.2097791) AFTER KILLING INPUT VARIABLE 14 CONTR 2.83309211 ROUND 20: MAX CORR ( 20.5039299) AFTER KILLING INPUT VARIABLE 7 CONTR 5.4261946 ROUND 21: MAX CORR ( 19.1790502) AFTER KILLING INPUT VARIABLE 4 CONTR 7.2508742 ROUND 22: MAX CORR ( 15.8781936) AFTER KILLING INPUT VARIABLE 24 CONTR 10.7572735 LAST REMAINING VARIABLE: 20 total correlation to target: 22.3305516 % total significance: 223.305516 sigma correlations of single variables to target: variable 2: 2.2080557 % , in sigma: 22.080557 variable 3: 10.9187931 % , in sigma: 109.187931 variable 4: 13.566315 % , in sigma: 135.66315 variable 5: 3.14192968 % , in sigma: 31.4192968 variable 6: 3.04318343 % , in sigma: 30.4318343 variable 7: 6.24908768 % , in sigma: 62.4908768 variable 8: 4.02883527 % , in sigma: 40.2883527 variable 9: 3.30360929 % , in sigma: 33.0360929 variable 10: 1.73999209 % , in sigma: 17.3999209 variable 11: 2.21067455 % , in sigma: 22.1067455 variable 12: 4.99591972 % , in sigma: 49.9591972 variable 13: 5.24555603 % , in sigma: 52.4555603 variable 14: 7.03244155 % , in sigma: 70.3244155 variable 15: 9.37477181 % , in sigma: 93.7477181 variable 16: 7.84609971 % , in sigma: 78.4609971 variable 17: 7.52275066 % , in sigma: 75.2275066 variable 18: 7.43682305 % , in sigma: 74.3682305 variable 19: 13.5604484 % , in sigma: 135.604484 variable 20: 15.8781936 % , in sigma: 158.781936 variable 21: 15.8846013 % , in sigma: 158.846013 variable 22: 0.917524267 % , in sigma: 9.17524267 variable 23: 9.7689382 % , in sigma: 97.689382 variable 24: 9.92739869 % , in sigma: 99.2739869 variables sorted by significance: 1 most relevant variable 20 corr 15.8781939 , in sigma: 158.781939 2 most relevant variable 24 corr 10.7572737 , in sigma: 107.572737 3 most relevant variable 4 corr 7.25087404 , in sigma: 72.5087404 4 most relevant variable 7 corr 5.42619467 , in sigma: 54.2619467 5 most relevant variable 14 corr 2.83309221 , in sigma: 28.3309221 6 most relevant variable 17 corr 3.24703312 , in sigma: 32.4703312 7 most relevant variable 8 corr 2.58246565 , in sigma: 25.8246565 8 most relevant variable 9 corr 2.00822639 , in sigma: 20.0822639 9 most relevant variable 3 corr 1.6105752 , in sigma: 16.105752 10 most relevant variable 16 corr 1.99355507 , in sigma: 19.9355507 11 most relevant variable 21 corr 1.95436287 , in sigma: 19.5436287 12 most relevant variable 2 corr 1.42377925 , in sigma: 14.2377925 13 most relevant variable 6 corr 1.38886094 , in sigma: 13.8886094 14 most relevant variable 5 corr 1.24511969 , in sigma: 12.4511969 15 most relevant variable 18 corr 1.04873049 , in sigma: 10.4873049 16 most relevant variable 15 corr 0.955390036 , in sigma: 9.55390036 17 most relevant variable 13 corr 0.848118126 , in sigma: 8.48118126 18 most relevant variable 11 corr 0.607487321 , in sigma: 6.07487321 19 most relevant variable 22 corr 0.467658103 , in sigma: 4.67658103 20 most relevant variable 10 corr 0.475447029 , in sigma: 4.75447029 21 most relevant variable 19 corr 0.281269938 , in sigma: 2.81269938 22 most relevant variable 12 corr 0.0813490078 , in sigma: 0.813490078 23 most relevant variable 23 corr 0.0384853333 , in sigma: 0.384853333 global correlations between input variables: variable 2: 24.2086007 % variable 3: 89.5871428 % variable 4: 85.5295887 % variable 5: 50.9026178 % variable 6: 56.383397 % variable 7: 67.3115396 % variable 8: 71.4777144 % variable 9: 25.7418584 % variable 10: 52.7483689 % variable 11: 45.6964091 % variable 12: 91.6671679 % variable 13: 87.625894 % variable 14: 94.6050343 % variable 15: 78.247241 % variable 16: 74.4019373 % variable 17: 75.7191485 % variable 18: 83.38623 % variable 19: 89.7017649 % variable 20: 96.3867643 % variable 21: 96.6480915 % variable 22: 57.3942712 % variable 23: 75.4477354 % variable 24: 20.4557933 % significance loss when removing single variables: variable 2: corr = 1.51414225 % , sigma = 15.1414225 variable 3: corr = 1.14230098 % , sigma = 11.4230098 variable 4: corr = 4.33379894 % , sigma = 43.3379894 variable 5: corr = 1.03100855 % , sigma = 10.3100855 variable 6: corr = 0.866412363 % , sigma = 8.66412363 variable 7: corr = 2.59028043 % , sigma = 25.9028043 variable 8: corr = 1.74945446 % , sigma = 17.4945446 variable 9: corr = 1.88142873 % , sigma = 18.8142873 variable 10: corr = 0.471610896 % , sigma = 4.71610896 variable 11: corr = 0.630365185 % , sigma = 6.30365185 variable 12: corr = 0.0716025212 % , sigma = 0.716025212 variable 13: corr = 0.753915767 % , sigma = 7.53915767 variable 14: corr = 2.18410064 % , sigma = 21.8410064 variable 15: corr = 0.872176525 % , sigma = 8.72176525 variable 16: corr = 2.20927078 % , sigma = 22.0927078 variable 17: corr = 2.92176713 % , sigma = 29.2176713 variable 18: corr = 1.145974 % , sigma = 11.45974 variable 19: corr = 0.279641074 % , sigma = 2.79641074 variable 20: corr = 1.9801144 % , sigma = 19.801144 variable 21: corr = 1.91805086 % , sigma = 19.1805086 variable 22: corr = 0.497646822 % , sigma = 4.97646822 variable 23: corr = 0.0384853333 % , sigma = 0.384853333 variable 24: corr = 12.0662031 % , sigma = 120.662031 Keep only 20 most significant input variables Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -2.68947601 create test 22 plots 9100/9200: 2 NVar: 21. 3118 --------- Entering internal boost mode: --------- Weightsum per Output Node: 1000000. Starting analysis with 31 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 3.00767493 PREPRO: (sigma of derived input)/eigenvalue # 2 : 1.8308928 PREPRO: (sigma of derived input)/eigenvalue # 3 : 1.6316601 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.59561467 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.50763297 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.2998234 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.14710152 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.07282412 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.0146842 PREPRO: (sigma of derived input)/eigenvalue # 10 : 0.977309227 PREPRO: (sigma of derived input)/eigenvalue # 11 : 0.94890666 PREPRO: (sigma of derived input)/eigenvalue # 12 : 0.819320977 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.788847983 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.761184156 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.682768345 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.631819189 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.571947813 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.522373199 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.453915805 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.400888085 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.356719106 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.335983276 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.291887313 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.171288267 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.138656586 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.00208612229 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.000344130152 PREPRO: (sigma of derived input)/eigenvalue # 28 : 0.000191035113 PREPRO: (sigma of derived input)/eigenvalue # 29 : 7.95811985E-08 PREPRO: (sigma of derived input)/eigenvalue # 30 : 1.42156836E-07 PREPRO: (sigma of derived input)/eigenvalue # 31 : 0.000394892908 Using 25 variables out of 31 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 0 0.3 3.0 1.8 1.6 1.6 1.5 1.3 1.1 1.1 1.0 1.0 0.9 0.8 0.8 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 -9.3 14.7 -1.6 -4.1 1.9 -0.9 5.6 2.6 2.6 3.9 1.6 -0.1 -1.7 0.9 1.7 -4.7 -1.2 2.0 2.2 0.4 0.5 0.8 0.2 1.1 2.9 2 -9.3 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 3 14.7 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 4 -1.6 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 5 -4.1 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 6 1.9 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 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 0.0 8 5.6 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 9 2.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 10 2.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 11 3.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 12 1.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 13 -0.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 14 -1.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 15 0.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 16 1.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 17 -4.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 18 -1.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 19 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 20 2.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 21 0.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 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 0.0 23 0.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 24 0.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 25 1.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 26 2.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 20.9294916 PREPRO: MEAN( 1)= -0.94056 WIDTH 0.115347002 PREPRO: MEAN( 2)= -7.50893094E-08 WIDTH 9.0461085 PREPRO: MEAN( 3)= 6.65768124E-08 WIDTH 3.35216836 PREPRO: MEAN( 4)= 3.9203465E-09 WIDTH 2.66231449 PREPRO: MEAN( 5)= -4.28438634E-08 WIDTH 2.54598646 PREPRO: MEAN( 6)= -7.75769092E-08 WIDTH 2.27295668 PREPRO: MEAN( 7)= 2.73468122E-08 WIDTH 1.68954095 PREPRO: MEAN( 8)= 2.55120695E-08 WIDTH 1.31584213 PREPRO: MEAN( 9)= -2.77723381E-08 WIDTH 1.15095173 PREPRO: MEAN( 10)= -2.30487548E-08 WIDTH 1.02958411 PREPRO: MEAN( 11)= 2.2504027E-08 WIDTH 0.955133399 PREPRO: MEAN( 12)= -5.09494226E-08 WIDTH 0.900423519 PREPRO: MEAN( 13)= 3.042458E-08 WIDTH 0.671286957 PREPRO: MEAN( 14)= -2.23228727E-08 WIDTH 0.622281383 PREPRO: MEAN( 15)= 6.45837002E-09 WIDTH 0.579401275 PREPRO: MEAN( 16)= -8.16663029E-09 WIDTH 0.466172931 PREPRO: MEAN( 17)= -1.17876045E-08 WIDTH 0.399195653 PREPRO: MEAN( 18)= 1.62113039E-08 WIDTH 0.327124275 PREPRO: MEAN( 19)= -3.38290054E-08 WIDTH 0.272873787 PREPRO: MEAN( 20)= -8.81385617E-09 WIDTH 0.206039543 PREPRO: MEAN( 21)= -2.36521801E-08 WIDTH 0.160711224 PREPRO: MEAN( 22)= -9.95058566E-09 WIDTH 0.127248514 PREPRO: MEAN( 23)= -1.9842245E-08 WIDTH 0.112884655 PREPRO: MEAN( 24)= 1.71408243E-08 WIDTH 0.0851982091 PREPRO: MEAN( 25)= 9.20305389E-09 WIDTH 0.0293396119 PREPRO: MEAN( 26)= 1.043182E-08 WIDTH 0.0192255745 ------------------------------------- Teacher: actual network topology: Nodes(1) = 26 Nodes(2) = 27 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 --> 284.40802 sigma out 27 active outputs RANK 2 NODE 2 --> 103.042953 sigma out 27 active outputs RANK 3 NODE 3 --> 102.364456 sigma out 27 active outputs RANK 4 NODE 5 --> 80.8759232 sigma out 27 active outputs RANK 5 NODE 6 --> 77.0266113 sigma out 27 active outputs RANK 6 NODE 9 --> 68.6145554 sigma out 27 active outputs RANK 7 NODE 10 --> 57.964489 sigma out 27 active outputs RANK 8 NODE 7 --> 57.4417572 sigma out 27 active outputs RANK 9 NODE 4 --> 56.7736549 sigma out 27 active outputs RANK 10 NODE 11 --> 55.9301491 sigma out 27 active outputs RANK 11 NODE 15 --> 54.479538 sigma out 27 active outputs RANK 12 NODE 18 --> 53.9761734 sigma out 27 active outputs RANK 13 NODE 8 --> 51.6262245 sigma out 27 active outputs RANK 14 NODE 16 --> 46.7997894 sigma out 27 active outputs RANK 15 NODE 24 --> 45.563961 sigma out 27 active outputs RANK 16 NODE 17 --> 44.344471 sigma out 27 active outputs RANK 17 NODE 13 --> 44.2598724 sigma out 27 active outputs RANK 18 NODE 19 --> 42.6583176 sigma out 27 active outputs RANK 19 NODE 20 --> 42.3310242 sigma out 27 active outputs RANK 20 NODE 14 --> 38.7997246 sigma out 27 active outputs RANK 21 NODE 21 --> 36.6307373 sigma out 27 active outputs RANK 22 NODE 12 --> 36.585247 sigma out 27 active outputs RANK 23 NODE 22 --> 34.9503441 sigma out 27 active outputs RANK 24 NODE 26 --> 34.4594727 sigma out 27 active outputs RANK 25 NODE 25 --> 30.0505867 sigma out 27 active outputs RANK 26 NODE 23 --> 27.6501331 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 22 --> 190.989059 sigma in 26act. ( 262.753601 sig out 1act.) RANK 2 NODE 4 --> 187.561203 sigma in 26act. ( 200.889313 sig out 1act.) RANK 3 NODE 13 --> 145.878876 sigma in 26act. ( 176.682404 sig out 1act.) RANK 4 NODE 26 --> 96.8141937 sigma in 26act. ( 136.603577 sig out 1act.) RANK 5 NODE 15 --> 87.7678757 sigma in 26act. ( 105.413643 sig out 1act.) RANK 6 NODE 9 --> 70.809166 sigma in 26act. ( 116.293655 sig out 1act.) RANK 7 NODE 8 --> 68.7537766 sigma in 26act. ( 101.795448 sig out 1act.) RANK 8 NODE 7 --> 66.7887039 sigma in 26act. ( 100.930992 sig out 1act.) RANK 9 NODE 17 --> 66.1864624 sigma in 26act. ( 81.6931229 sig out 1act.) RANK 10 NODE 21 --> 64.8022766 sigma in 26act. ( 97.3323059 sig out 1act.) RANK 11 NODE 14 --> 48.8467979 sigma in 26act. ( 56.0669327 sig out 1act.) RANK 12 NODE 19 --> 48.6521721 sigma in 26act. ( 66.0687332 sig out 1act.) RANK 13 NODE 10 --> 46.0418472 sigma in 26act. ( 45.2399521 sig out 1act.) RANK 14 NODE 5 --> 45.2649689 sigma in 26act. ( 42.9069748 sig out 1act.) RANK 15 NODE 25 --> 44.6003151 sigma in 26act. ( 41.5473099 sig out 1act.) RANK 16 NODE 3 --> 44.3344078 sigma in 26act. ( 17.7897987 sig out 1act.) RANK 17 NODE 24 --> 43.716053 sigma in 26act. ( 31.6203156 sig out 1act.) RANK 18 NODE 11 --> 39.9822807 sigma in 26act. ( 51.845932 sig out 1act.) RANK 19 NODE 12 --> 39.156414 sigma in 26act. ( 24.5615158 sig out 1act.) RANK 20 NODE 6 --> 38.6975784 sigma in 26act. ( 19.0829678 sig out 1act.) RANK 21 NODE 16 --> 37.5009956 sigma in 26act. ( 23.1364346 sig out 1act.) RANK 22 NODE 1 --> 36.805397 sigma in 26act. ( 30.8238983 sig out 1act.) RANK 23 NODE 27 --> 36.2935066 sigma in 26act. ( 44.9116478 sig out 1act.) RANK 24 NODE 20 --> 36.1339569 sigma in 26act. ( 8.13197517 sig out 1act.) RANK 25 NODE 18 --> 34.8425102 sigma in 26act. ( 8.81971264 sig out 1act.) RANK 26 NODE 23 --> 33.3122292 sigma in 26act. ( 29.2432251 sig out 1act.) RANK 27 NODE 2 --> 29.5006523 sigma in 26act. ( 10.2207422 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 262.753601 sigma out 1act.( 190.989059 sig in 26act.) RANK 2 NODE 4 --> 200.889313 sigma out 1act.( 187.561203 sig in 26act.) RANK 3 NODE 13 --> 176.682404 sigma out 1act.( 145.878876 sig in 26act.) RANK 4 NODE 26 --> 136.603577 sigma out 1act.( 96.8141937 sig in 26act.) RANK 5 NODE 9 --> 116.293655 sigma out 1act.( 70.809166 sig in 26act.) RANK 6 NODE 15 --> 105.413643 sigma out 1act.( 87.7678757 sig in 26act.) RANK 7 NODE 8 --> 101.795448 sigma out 1act.( 68.7537766 sig in 26act.) RANK 8 NODE 7 --> 100.930992 sigma out 1act.( 66.7887039 sig in 26act.) RANK 9 NODE 21 --> 97.3323059 sigma out 1act.( 64.8022766 sig in 26act.) RANK 10 NODE 17 --> 81.6931229 sigma out 1act.( 66.1864624 sig in 26act.) RANK 11 NODE 19 --> 66.0687332 sigma out 1act.( 48.6521721 sig in 26act.) RANK 12 NODE 14 --> 56.0669327 sigma out 1act.( 48.8467979 sig in 26act.) RANK 13 NODE 11 --> 51.845932 sigma out 1act.( 39.9822807 sig in 26act.) RANK 14 NODE 10 --> 45.2399521 sigma out 1act.( 46.0418472 sig in 26act.) RANK 15 NODE 27 --> 44.9116478 sigma out 1act.( 36.2935066 sig in 26act.) RANK 16 NODE 5 --> 42.9069748 sigma out 1act.( 45.2649689 sig in 26act.) RANK 17 NODE 25 --> 41.5473099 sigma out 1act.( 44.6003151 sig in 26act.) RANK 18 NODE 24 --> 31.6203156 sigma out 1act.( 43.716053 sig in 26act.) RANK 19 NODE 1 --> 30.8238983 sigma out 1act.( 36.805397 sig in 26act.) RANK 20 NODE 23 --> 29.2432251 sigma out 1act.( 33.3122292 sig in 26act.) RANK 21 NODE 12 --> 24.5615158 sigma out 1act.( 39.156414 sig in 26act.) RANK 22 NODE 16 --> 23.1364346 sigma out 1act.( 37.5009956 sig in 26act.) RANK 23 NODE 6 --> 19.0829678 sigma out 1act.( 38.6975784 sig in 26act.) RANK 24 NODE 3 --> 17.7897987 sigma out 1act.( 44.3344078 sig in 26act.) RANK 25 NODE 2 --> 10.2207422 sigma out 1act.( 29.5006523 sig in 26act.) RANK 26 NODE 18 --> 8.81971264 sigma out 1act.( 34.8425102 sig in 26act.) RANK 27 NODE 20 --> 8.13197517 sigma out 1act.( 36.1339569 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 493.260925 sigma in 27 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 310.272339 sigma out 27 active outputs RANK 2 NODE 3 --> 109.510201 sigma out 27 active outputs RANK 3 NODE 2 --> 103.249855 sigma out 27 active outputs RANK 4 NODE 5 --> 77.2146835 sigma out 27 active outputs RANK 5 NODE 6 --> 74.7024384 sigma out 27 active outputs RANK 6 NODE 9 --> 56.0423126 sigma out 27 active outputs RANK 7 NODE 10 --> 53.0222588 sigma out 27 active outputs RANK 8 NODE 11 --> 52.7571335 sigma out 27 active outputs RANK 9 NODE 4 --> 50.738884 sigma out 27 active outputs RANK 10 NODE 7 --> 48.5878525 sigma out 27 active outputs RANK 11 NODE 15 --> 43.6106491 sigma out 27 active outputs RANK 12 NODE 8 --> 41.9209938 sigma out 27 active outputs RANK 13 NODE 13 --> 32.6505241 sigma out 27 active outputs RANK 14 NODE 17 --> 32.3442955 sigma out 27 active outputs RANK 15 NODE 16 --> 32.1286278 sigma out 27 active outputs RANK 16 NODE 18 --> 31.2235336 sigma out 27 active outputs RANK 17 NODE 19 --> 28.53475 sigma out 27 active outputs RANK 18 NODE 14 --> 28.1594658 sigma out 27 active outputs RANK 19 NODE 20 --> 24.327177 sigma out 27 active outputs RANK 20 NODE 12 --> 22.6154308 sigma out 27 active outputs RANK 21 NODE 21 --> 17.8177547 sigma out 27 active outputs RANK 22 NODE 24 --> 17.3105297 sigma out 27 active outputs RANK 23 NODE 22 --> 16.3707104 sigma out 27 active outputs RANK 24 NODE 23 --> 13.5467625 sigma out 27 active outputs RANK 25 NODE 25 --> 11.9788551 sigma out 27 active outputs RANK 26 NODE 26 --> 7.43144035 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 207.351089 sigma in 26act. ( 116.317581 sig out 1act.) RANK 2 NODE 22 --> 202.013962 sigma in 26act. ( 177.589493 sig out 1act.) RANK 3 NODE 13 --> 155.03714 sigma in 26act. ( 139.576431 sig out 1act.) RANK 4 NODE 26 --> 107.068802 sigma in 26act. ( 93.887146 sig out 1act.) RANK 5 NODE 15 --> 75.9229584 sigma in 26act. ( 67.9016953 sig out 1act.) RANK 6 NODE 7 --> 67.4116058 sigma in 26act. ( 71.6400681 sig out 1act.) RANK 7 NODE 9 --> 67.2597122 sigma in 26act. ( 73.2721786 sig out 1act.) RANK 8 NODE 17 --> 62.2073936 sigma in 26act. ( 47.3589516 sig out 1act.) RANK 9 NODE 8 --> 60.7446671 sigma in 26act. ( 74.1564026 sig out 1act.) RANK 10 NODE 21 --> 57.9515686 sigma in 26act. ( 68.0292587 sig out 1act.) RANK 11 NODE 14 --> 42.0223694 sigma in 26act. ( 34.9355087 sig out 1act.) RANK 12 NODE 19 --> 41.6313705 sigma in 26act. ( 40.8474617 sig out 1act.) RANK 13 NODE 11 --> 34.6733246 sigma in 26act. ( 32.9858017 sig out 1act.) RANK 14 NODE 5 --> 30.6632366 sigma in 26act. ( 28.8615608 sig out 1act.) RANK 15 NODE 10 --> 30.3424034 sigma in 26act. ( 29.4749699 sig out 1act.) RANK 16 NODE 27 --> 29.0527153 sigma in 26act. ( 28.6330814 sig out 1act.) RANK 17 NODE 25 --> 25.8366032 sigma in 26act. ( 27.5344143 sig out 1act.) RANK 18 NODE 1 --> 23.6639462 sigma in 26act. ( 18.4994965 sig out 1act.) RANK 19 NODE 23 --> 23.0658073 sigma in 26act. ( 16.0220776 sig out 1act.) RANK 20 NODE 24 --> 22.8097057 sigma in 26act. ( 20.702425 sig out 1act.) RANK 21 NODE 12 --> 18.5765762 sigma in 26act. ( 15.8870869 sig out 1act.) RANK 22 NODE 16 --> 15.605855 sigma in 26act. ( 15.9073229 sig out 1act.) RANK 23 NODE 6 --> 14.2224646 sigma in 26act. ( 13.1032772 sig out 1act.) RANK 24 NODE 3 --> 13.1337452 sigma in 26act. ( 12.1701307 sig out 1act.) RANK 25 NODE 2 --> 8.04324341 sigma in 26act. ( 7.0024848 sig out 1act.) RANK 26 NODE 18 --> 7.89774799 sigma in 26act. ( 6.36967325 sig out 1act.) RANK 27 NODE 20 --> 7.75463963 sigma in 26act. ( 5.57325649 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 177.589493 sigma out 1act.( 202.013962 sig in 26act.) RANK 2 NODE 13 --> 139.576431 sigma out 1act.( 155.03714 sig in 26act.) RANK 3 NODE 4 --> 116.317581 sigma out 1act.( 207.351089 sig in 26act.) RANK 4 NODE 26 --> 93.887146 sigma out 1act.( 107.068802 sig in 26act.) RANK 5 NODE 8 --> 74.1564026 sigma out 1act.( 60.7446671 sig in 26act.) RANK 6 NODE 9 --> 73.2721786 sigma out 1act.( 67.2597122 sig in 26act.) RANK 7 NODE 7 --> 71.6400681 sigma out 1act.( 67.4116058 sig in 26act.) RANK 8 NODE 21 --> 68.0292587 sigma out 1act.( 57.9515686 sig in 26act.) RANK 9 NODE 15 --> 67.9016953 sigma out 1act.( 75.9229584 sig in 26act.) RANK 10 NODE 17 --> 47.3589516 sigma out 1act.( 62.2073936 sig in 26act.) RANK 11 NODE 19 --> 40.8474617 sigma out 1act.( 41.6313705 sig in 26act.) RANK 12 NODE 14 --> 34.9355087 sigma out 1act.( 42.0223694 sig in 26act.) RANK 13 NODE 11 --> 32.9858017 sigma out 1act.( 34.6733246 sig in 26act.) RANK 14 NODE 10 --> 29.4749699 sigma out 1act.( 30.3424034 sig in 26act.) RANK 15 NODE 5 --> 28.8615608 sigma out 1act.( 30.6632366 sig in 26act.) RANK 16 NODE 27 --> 28.6330814 sigma out 1act.( 29.0527153 sig in 26act.) RANK 17 NODE 25 --> 27.5344143 sigma out 1act.( 25.8366032 sig in 26act.) RANK 18 NODE 24 --> 20.702425 sigma out 1act.( 22.8097057 sig in 26act.) RANK 19 NODE 1 --> 18.4994965 sigma out 1act.( 23.6639462 sig in 26act.) RANK 20 NODE 23 --> 16.0220776 sigma out 1act.( 23.0658073 sig in 26act.) RANK 21 NODE 16 --> 15.9073229 sigma out 1act.( 15.605855 sig in 26act.) RANK 22 NODE 12 --> 15.8870869 sigma out 1act.( 18.5765762 sig in 26act.) RANK 23 NODE 6 --> 13.1032772 sigma out 1act.( 14.2224646 sig in 26act.) RANK 24 NODE 3 --> 12.1701307 sigma out 1act.( 13.1337452 sig in 26act.) RANK 25 NODE 2 --> 7.0024848 sigma out 1act.( 8.04324341 sig in 26act.) RANK 26 NODE 18 --> 6.36967325 sigma out 1act.( 7.89774799 sig in 26act.) RANK 27 NODE 20 --> 5.57325649 sigma out 1act.( 7.75463963 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 331.777405 sigma in 27 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.528120935 *** contribution from regularisation: 0.000593662728 *** contribution from error: -0.528714597 *** contribution from DIAG: 6.56299653E-06 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.577991545 *** contribution from regularisation: 0.00122039311 *** contribution from error: -0.57921195 *** contribution from DIAG: 1.99065616E-05 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.579674363 *** contribution from regularisation: 0.000984938117 *** contribution from error: -0.58065933 *** contribution from DIAG: 3.34651668E-05 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.580153346 *** contribution from regularisation: 0.0011231479 *** contribution from error: -0.581276476 *** contribution from DIAG: 3.90822715E-05 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.580550909 *** contribution from regularisation: 0.00109099387 *** contribution from error: -0.581641912 *** contribution from DIAG: 4.42385135E-05 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.580833137 *** contribution from regularisation: 0.00110146031 *** contribution from error: -0.581934571 *** contribution from DIAG: 4.80723684E-05 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.581076562 *** contribution from regularisation: 0.00110099267 *** contribution from error: -0.582177579 *** contribution from DIAG: 7.91741913E-05 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.581273675 *** contribution from regularisation: 0.00110382808 *** contribution from error: -0.582377493 *** contribution from DIAG: 6.4212858E-05 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.581442833 *** contribution from regularisation: 0.00110364659 *** contribution from error: -0.582546473 *** contribution from DIAG: 7.36105067E-05 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 331.531616 sigma out 27 active outputs RANK 2 NODE 3 --> 120.267052 sigma out 27 active outputs RANK 3 NODE 2 --> 108.687767 sigma out 27 active outputs RANK 4 NODE 5 --> 80.6867447 sigma out 27 active outputs RANK 5 NODE 6 --> 76.9397278 sigma out 27 active outputs RANK 6 NODE 11 --> 58.0428543 sigma out 27 active outputs RANK 7 NODE 10 --> 57.9148369 sigma out 27 active outputs RANK 8 NODE 9 --> 57.3365173 sigma out 27 active outputs RANK 9 NODE 4 --> 52.730217 sigma out 27 active outputs RANK 10 NODE 7 --> 49.9015007 sigma out 27 active outputs RANK 11 NODE 15 --> 45.8260002 sigma out 27 active outputs RANK 12 NODE 8 --> 42.5777435 sigma out 27 active outputs RANK 13 NODE 17 --> 35.3289757 sigma out 27 active outputs RANK 14 NODE 16 --> 33.8524399 sigma out 27 active outputs RANK 15 NODE 13 --> 33.1967926 sigma out 27 active outputs RANK 16 NODE 18 --> 32.1359329 sigma out 27 active outputs RANK 17 NODE 19 --> 29.7081337 sigma out 27 active outputs RANK 18 NODE 20 --> 29.0832748 sigma out 27 active outputs RANK 19 NODE 14 --> 28.9905815 sigma out 27 active outputs RANK 20 NODE 12 --> 25.3206272 sigma out 27 active outputs RANK 21 NODE 21 --> 18.8018646 sigma out 27 active outputs RANK 22 NODE 24 --> 18.7323895 sigma out 27 active outputs RANK 23 NODE 22 --> 18.0346432 sigma out 27 active outputs RANK 24 NODE 23 --> 16.3798122 sigma out 27 active outputs RANK 25 NODE 25 --> 13.4971457 sigma out 27 active outputs RANK 26 NODE 26 --> 12.5846357 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 223.208984 sigma in 26act. ( 120.494164 sig out 1act.) RANK 2 NODE 22 --> 211.149612 sigma in 26act. ( 180.675583 sig out 1act.) RANK 3 NODE 13 --> 163.96347 sigma in 26act. ( 142.568878 sig out 1act.) RANK 4 NODE 26 --> 117.177414 sigma in 26act. ( 98.7830124 sig out 1act.) RANK 5 NODE 15 --> 77.6989441 sigma in 26act. ( 66.8818359 sig out 1act.) RANK 6 NODE 7 --> 73.4860764 sigma in 26act. ( 77.4073029 sig out 1act.) RANK 7 NODE 9 --> 69.3968811 sigma in 26act. ( 73.4720917 sig out 1act.) RANK 8 NODE 17 --> 69.3609848 sigma in 26act. ( 51.5372276 sig out 1act.) RANK 9 NODE 8 --> 65.4650345 sigma in 26act. ( 77.7115021 sig out 1act.) RANK 10 NODE 21 --> 56.2315674 sigma in 26act. ( 70.4717407 sig out 1act.) RANK 11 NODE 14 --> 46.5191536 sigma in 26act. ( 37.2092552 sig out 1act.) RANK 12 NODE 19 --> 44.3436012 sigma in 26act. ( 42.7264862 sig out 1act.) RANK 13 NODE 11 --> 40.9396667 sigma in 26act. ( 35.3368645 sig out 1act.) RANK 14 NODE 5 --> 33.5218391 sigma in 26act. ( 31.3307991 sig out 1act.) RANK 15 NODE 10 --> 31.5825787 sigma in 26act. ( 29.682745 sig out 1act.) RANK 16 NODE 27 --> 30.8325958 sigma in 26act. ( 30.4847012 sig out 1act.) RANK 17 NODE 1 --> 30.7416363 sigma in 26act. ( 21.4938545 sig out 1act.) RANK 18 NODE 23 --> 30.1203461 sigma in 26act. ( 19.2756176 sig out 1act.) RANK 19 NODE 24 --> 25.4377384 sigma in 26act. ( 20.8742218 sig out 1act.) RANK 20 NODE 25 --> 25.1266499 sigma in 26act. ( 27.3856144 sig out 1act.) RANK 21 NODE 12 --> 21.4937077 sigma in 26act. ( 16.7331638 sig out 1act.) RANK 22 NODE 16 --> 19.1616535 sigma in 26act. ( 16.9227276 sig out 1act.) RANK 23 NODE 6 --> 17.5119286 sigma in 26act. ( 15.0019732 sig out 1act.) RANK 24 NODE 3 --> 14.9933109 sigma in 26act. ( 13.680747 sig out 1act.) RANK 25 NODE 20 --> 11.4439583 sigma in 26act. ( 7.68822956 sig out 1act.) RANK 26 NODE 2 --> 9.32161713 sigma in 26act. ( 6.85203981 sig out 1act.) RANK 27 NODE 18 --> 8.46643066 sigma in 26act. ( 5.46750498 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 180.675583 sigma out 1act.( 211.149612 sig in 26act.) RANK 2 NODE 13 --> 142.568878 sigma out 1act.( 163.96347 sig in 26act.) RANK 3 NODE 4 --> 120.494164 sigma out 1act.( 223.208984 sig in 26act.) RANK 4 NODE 26 --> 98.7830124 sigma out 1act.( 117.177414 sig in 26act.) RANK 5 NODE 8 --> 77.7115021 sigma out 1act.( 65.4650345 sig in 26act.) RANK 6 NODE 7 --> 77.4073029 sigma out 1act.( 73.4860764 sig in 26act.) RANK 7 NODE 9 --> 73.4720917 sigma out 1act.( 69.3968811 sig in 26act.) RANK 8 NODE 21 --> 70.4717407 sigma out 1act.( 56.2315674 sig in 26act.) RANK 9 NODE 15 --> 66.8818359 sigma out 1act.( 77.6989441 sig in 26act.) RANK 10 NODE 17 --> 51.5372276 sigma out 1act.( 69.3609848 sig in 26act.) RANK 11 NODE 19 --> 42.7264862 sigma out 1act.( 44.3436012 sig in 26act.) RANK 12 NODE 14 --> 37.2092552 sigma out 1act.( 46.5191536 sig in 26act.) RANK 13 NODE 11 --> 35.3368645 sigma out 1act.( 40.9396667 sig in 26act.) RANK 14 NODE 5 --> 31.3307991 sigma out 1act.( 33.5218391 sig in 26act.) RANK 15 NODE 27 --> 30.4847012 sigma out 1act.( 30.8325958 sig in 26act.) RANK 16 NODE 10 --> 29.682745 sigma out 1act.( 31.5825787 sig in 26act.) RANK 17 NODE 25 --> 27.3856144 sigma out 1act.( 25.1266499 sig in 26act.) RANK 18 NODE 1 --> 21.4938545 sigma out 1act.( 30.7416363 sig in 26act.) RANK 19 NODE 24 --> 20.8742218 sigma out 1act.( 25.4377384 sig in 26act.) RANK 20 NODE 23 --> 19.2756176 sigma out 1act.( 30.1203461 sig in 26act.) RANK 21 NODE 16 --> 16.9227276 sigma out 1act.( 19.1616535 sig in 26act.) RANK 22 NODE 12 --> 16.7331638 sigma out 1act.( 21.4937077 sig in 26act.) RANK 23 NODE 6 --> 15.0019732 sigma out 1act.( 17.5119286 sig in 26act.) RANK 24 NODE 3 --> 13.680747 sigma out 1act.( 14.9933109 sig in 26act.) RANK 25 NODE 20 --> 7.68822956 sigma out 1act.( 11.4439583 sig in 26act.) RANK 26 NODE 2 --> 6.85203981 sigma out 1act.( 9.32161713 sig in 26act.) RANK 27 NODE 18 --> 5.46750498 sigma out 1act.( 8.46643066 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 342.280151 sigma in 27 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.581584632 *** contribution from regularisation: 0.00110671285 *** contribution from error: -0.582691371 *** contribution from DIAG: 7.06259161E-05 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.581712782 *** contribution from regularisation: 0.00110725989 *** contribution from error: -0.582820058 *** contribution from DIAG: 7.1762166E-05 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.581824243 *** contribution from regularisation: 0.00110893068 *** contribution from error: -0.582933187 *** contribution from DIAG: 9.54295247E-05 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.581924498 *** contribution from regularisation: 0.00111119088 *** contribution from error: -0.583035707 *** contribution from DIAG: 9.74815484E-05 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.582021475 *** contribution from regularisation: 0.00110943103 *** contribution from error: -0.583130896 *** contribution from DIAG: 0.000147317565 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.582108319 *** contribution from regularisation: 0.0011118952 *** contribution from error: -0.583220243 *** contribution from DIAG: 0.000130528075 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.582192719 *** contribution from regularisation: 0.0011122931 *** contribution from error: -0.583305001 *** contribution from DIAG: 0.000150998356 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.582269788 *** contribution from regularisation: 0.00111655251 *** contribution from error: -0.583386362 *** contribution from DIAG: 0.000117724216 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.582349658 *** contribution from regularisation: 0.00111513119 *** contribution from error: -0.583464801 *** contribution from DIAG: 0.000138370422 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.582424939 *** contribution from regularisation: 0.00111561024 *** contribution from error: -0.583540559 *** contribution from DIAG: 0.000126852188 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 338.273651 sigma out 27 active outputs RANK 2 NODE 3 --> 123.139313 sigma out 27 active outputs RANK 3 NODE 2 --> 110.666023 sigma out 27 active outputs RANK 4 NODE 5 --> 81.9776077 sigma out 27 active outputs RANK 5 NODE 6 --> 77.8107834 sigma out 27 active outputs RANK 6 NODE 11 --> 61.3828011 sigma out 27 active outputs RANK 7 NODE 10 --> 60.5475006 sigma out 27 active outputs RANK 8 NODE 9 --> 57.8119926 sigma out 27 active outputs RANK 9 NODE 4 --> 52.1442719 sigma out 27 active outputs RANK 10 NODE 7 --> 49.7564392 sigma out 27 active outputs RANK 11 NODE 15 --> 45.321003 sigma out 27 active outputs RANK 12 NODE 8 --> 42.1541634 sigma out 27 active outputs RANK 13 NODE 17 --> 35.0063171 sigma out 27 active outputs RANK 14 NODE 16 --> 33.8970032 sigma out 27 active outputs RANK 15 NODE 13 --> 32.3724632 sigma out 27 active outputs RANK 16 NODE 18 --> 32.1777725 sigma out 27 active outputs RANK 17 NODE 20 --> 30.1087666 sigma out 27 active outputs RANK 18 NODE 19 --> 29.3216324 sigma out 27 active outputs RANK 19 NODE 14 --> 28.867485 sigma out 27 active outputs RANK 20 NODE 12 --> 26.3120918 sigma out 27 active outputs RANK 21 NODE 24 --> 19.0762959 sigma out 27 active outputs RANK 22 NODE 22 --> 18.0944138 sigma out 27 active outputs RANK 23 NODE 21 --> 18.0611076 sigma out 27 active outputs RANK 24 NODE 23 --> 17.3438797 sigma out 27 active outputs RANK 25 NODE 26 --> 13.5932341 sigma out 27 active outputs RANK 26 NODE 25 --> 13.5091124 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 227.439178 sigma in 26act. ( 122.495857 sig out 1act.) RANK 2 NODE 22 --> 213.058029 sigma in 26act. ( 183.20285 sig out 1act.) RANK 3 NODE 13 --> 166.951538 sigma in 26act. ( 145.111557 sig out 1act.) RANK 4 NODE 26 --> 120.985786 sigma in 26act. ( 102.005814 sig out 1act.) RANK 5 NODE 15 --> 77.3436584 sigma in 26act. ( 66.2043228 sig out 1act.) RANK 6 NODE 7 --> 75.3247528 sigma in 26act. ( 80.357254 sig out 1act.) RANK 7 NODE 17 --> 71.7653503 sigma in 26act. ( 54.2329941 sig out 1act.) RANK 8 NODE 9 --> 70.7034302 sigma in 26act. ( 74.1381683 sig out 1act.) RANK 9 NODE 8 --> 68.139122 sigma in 26act. ( 79.8154984 sig out 1act.) RANK 10 NODE 21 --> 54.9156151 sigma in 26act. ( 73.4804916 sig out 1act.) RANK 11 NODE 14 --> 47.6940155 sigma in 26act. ( 38.1556129 sig out 1act.) RANK 12 NODE 19 --> 45.0789948 sigma in 26act. ( 43.6366234 sig out 1act.) RANK 13 NODE 11 --> 43.2294388 sigma in 26act. ( 35.6858521 sig out 1act.) RANK 14 NODE 5 --> 35.1160355 sigma in 26act. ( 32.9820633 sig out 1act.) RANK 15 NODE 1 --> 33.2412224 sigma in 26act. ( 22.7810669 sig out 1act.) RANK 16 NODE 23 --> 32.9678879 sigma in 26act. ( 21.1857529 sig out 1act.) RANK 17 NODE 27 --> 31.5853081 sigma in 26act. ( 31.9171066 sig out 1act.) RANK 18 NODE 10 --> 31.3937092 sigma in 26act. ( 29.3787079 sig out 1act.) RANK 19 NODE 24 --> 26.2552605 sigma in 26act. ( 21.3701839 sig out 1act.) RANK 20 NODE 25 --> 23.710556 sigma in 26act. ( 26.9757633 sig out 1act.) RANK 21 NODE 12 --> 23.344429 sigma in 26act. ( 17.9953098 sig out 1act.) RANK 22 NODE 16 --> 20.2800636 sigma in 26act. ( 17.2276821 sig out 1act.) RANK 23 NODE 6 --> 18.1648083 sigma in 26act. ( 16.0852375 sig out 1act.) RANK 24 NODE 3 --> 17.4925537 sigma in 26act. ( 17.7833977 sig out 1act.) RANK 25 NODE 20 --> 12.7546082 sigma in 26act. ( 9.48968601 sig out 1act.) RANK 26 NODE 2 --> 10.1270618 sigma in 26act. ( 7.5155859 sig out 1act.) RANK 27 NODE 18 --> 7.87801647 sigma in 26act. ( 5.56105614 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 183.20285 sigma out 1act.( 213.058029 sig in 26act.) RANK 2 NODE 13 --> 145.111557 sigma out 1act.( 166.951538 sig in 26act.) RANK 3 NODE 4 --> 122.495857 sigma out 1act.( 227.439178 sig in 26act.) RANK 4 NODE 26 --> 102.005814 sigma out 1act.( 120.985786 sig in 26act.) RANK 5 NODE 7 --> 80.357254 sigma out 1act.( 75.3247528 sig in 26act.) RANK 6 NODE 8 --> 79.8154984 sigma out 1act.( 68.139122 sig in 26act.) RANK 7 NODE 9 --> 74.1381683 sigma out 1act.( 70.7034302 sig in 26act.) RANK 8 NODE 21 --> 73.4804916 sigma out 1act.( 54.9156151 sig in 26act.) RANK 9 NODE 15 --> 66.2043228 sigma out 1act.( 77.3436584 sig in 26act.) RANK 10 NODE 17 --> 54.2329941 sigma out 1act.( 71.7653503 sig in 26act.) RANK 11 NODE 19 --> 43.6366234 sigma out 1act.( 45.0789948 sig in 26act.) RANK 12 NODE 14 --> 38.1556129 sigma out 1act.( 47.6940155 sig in 26act.) RANK 13 NODE 11 --> 35.6858521 sigma out 1act.( 43.2294388 sig in 26act.) RANK 14 NODE 5 --> 32.9820633 sigma out 1act.( 35.1160355 sig in 26act.) RANK 15 NODE 27 --> 31.9171066 sigma out 1act.( 31.5853081 sig in 26act.) RANK 16 NODE 10 --> 29.3787079 sigma out 1act.( 31.3937092 sig in 26act.) RANK 17 NODE 25 --> 26.9757633 sigma out 1act.( 23.710556 sig in 26act.) RANK 18 NODE 1 --> 22.7810669 sigma out 1act.( 33.2412224 sig in 26act.) RANK 19 NODE 24 --> 21.3701839 sigma out 1act.( 26.2552605 sig in 26act.) RANK 20 NODE 23 --> 21.1857529 sigma out 1act.( 32.9678879 sig in 26act.) RANK 21 NODE 12 --> 17.9953098 sigma out 1act.( 23.344429 sig in 26act.) RANK 22 NODE 3 --> 17.7833977 sigma out 1act.( 17.4925537 sig in 26act.) RANK 23 NODE 16 --> 17.2276821 sigma out 1act.( 20.2800636 sig in 26act.) RANK 24 NODE 6 --> 16.0852375 sigma out 1act.( 18.1648083 sig in 26act.) RANK 25 NODE 20 --> 9.48968601 sigma out 1act.( 12.7546082 sig in 26act.) RANK 26 NODE 2 --> 7.5155859 sigma out 1act.( 10.1270618 sig in 26act.) RANK 27 NODE 18 --> 5.56105614 sigma out 1act.( 7.87801647 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 349.581665 sigma in 27 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.582497478 *** contribution from regularisation: 0.00111809443 *** contribution from error: -0.583615601 *** contribution from DIAG: 0.000186896228 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.582571387 *** contribution from regularisation: 0.00111802598 *** contribution from error: -0.583689392 *** contribution from DIAG: 0.000146375605 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.582642734 *** contribution from regularisation: 0.00111705984 *** contribution from error: -0.583759785 *** contribution from DIAG: 0.000134420465 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.582691967 *** contribution from regularisation: 0.00112030841 *** contribution from error: -0.583812296 *** contribution from DIAG: 0.000168067563 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.582735538 *** contribution from regularisation: 0.00111876195 *** contribution from error: -0.583854318 *** contribution from DIAG: 0.0001517044 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.582771003 *** contribution from regularisation: 0.00111950154 *** contribution from error: -0.583890498 *** contribution from DIAG: 0.000127191204 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.582801461 *** contribution from regularisation: 0.00112122518 *** contribution from error: -0.583922684 *** contribution from DIAG: 0.000126648141 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.582831264 *** contribution from regularisation: 0.00112040283 *** contribution from error: -0.583951652 *** contribution from DIAG: 0.000151203814 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.582856297 *** contribution from regularisation: 0.00112132169 *** contribution from error: -0.58397764 *** contribution from DIAG: 0.000150646447 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.582882166 *** contribution from regularisation: 0.00112006487 *** contribution from error: -0.584002256 *** contribution from DIAG: 0.000144908176 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 338.349243 sigma out 27 active outputs RANK 2 NODE 3 --> 123.860748 sigma out 27 active outputs RANK 3 NODE 2 --> 111.225235 sigma out 27 active outputs RANK 4 NODE 5 --> 82.7162933 sigma out 27 active outputs RANK 5 NODE 6 --> 77.2070694 sigma out 27 active outputs RANK 6 NODE 11 --> 62.5036545 sigma out 27 active outputs RANK 7 NODE 10 --> 61.1536903 sigma out 27 active outputs RANK 8 NODE 9 --> 58.4428825 sigma out 27 active outputs RANK 9 NODE 4 --> 51.719162 sigma out 27 active outputs RANK 10 NODE 7 --> 49.5874138 sigma out 27 active outputs RANK 11 NODE 15 --> 45.1070137 sigma out 27 active outputs RANK 12 NODE 8 --> 41.5179977 sigma out 27 active outputs RANK 13 NODE 17 --> 34.6497383 sigma out 27 active outputs RANK 14 NODE 16 --> 33.6272888 sigma out 27 active outputs RANK 15 NODE 18 --> 32.0668907 sigma out 27 active outputs RANK 16 NODE 13 --> 31.662859 sigma out 27 active outputs RANK 17 NODE 20 --> 30.0936623 sigma out 27 active outputs RANK 18 NODE 19 --> 29.0178814 sigma out 27 active outputs RANK 19 NODE 14 --> 28.46418 sigma out 27 active outputs RANK 20 NODE 12 --> 26.5126171 sigma out 27 active outputs RANK 21 NODE 24 --> 19.2591534 sigma out 27 active outputs RANK 22 NODE 22 --> 18.2158833 sigma out 27 active outputs RANK 23 NODE 21 --> 17.6687241 sigma out 27 active outputs RANK 24 NODE 23 --> 17.1750908 sigma out 27 active outputs RANK 25 NODE 26 --> 13.5413122 sigma out 27 active outputs RANK 26 NODE 25 --> 13.2850361 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 227.415939 sigma in 26act. ( 122.549591 sig out 1act.) RANK 2 NODE 22 --> 212.088837 sigma in 26act. ( 184.182205 sig out 1act.) RANK 3 NODE 13 --> 167.225433 sigma in 26act. ( 145.588699 sig out 1act.) RANK 4 NODE 26 --> 121.733253 sigma in 26act. ( 103.265358 sig out 1act.) RANK 5 NODE 15 --> 76.3567123 sigma in 26act. ( 66.057106 sig out 1act.) RANK 6 NODE 7 --> 75.625206 sigma in 26act. ( 81.595665 sig out 1act.) RANK 7 NODE 17 --> 72.6747055 sigma in 26act. ( 55.1467819 sig out 1act.) RANK 8 NODE 9 --> 71.1318741 sigma in 26act. ( 74.6180115 sig out 1act.) RANK 9 NODE 8 --> 69.3826675 sigma in 26act. ( 80.9177475 sig out 1act.) RANK 10 NODE 21 --> 54.856472 sigma in 26act. ( 75.1854095 sig out 1act.) RANK 11 NODE 14 --> 47.8438721 sigma in 26act. ( 38.4184532 sig out 1act.) RANK 12 NODE 19 --> 45.1095276 sigma in 26act. ( 44.0059586 sig out 1act.) RANK 13 NODE 11 --> 43.4894142 sigma in 26act. ( 35.8250504 sig out 1act.) RANK 14 NODE 5 --> 35.6688919 sigma in 26act. ( 34.0450058 sig out 1act.) RANK 15 NODE 1 --> 33.8011475 sigma in 26act. ( 23.1591549 sig out 1act.) RANK 16 NODE 23 --> 33.597538 sigma in 26act. ( 21.7081738 sig out 1act.) RANK 17 NODE 27 --> 31.7084217 sigma in 26act. ( 32.3085518 sig out 1act.) RANK 18 NODE 10 --> 31.1739864 sigma in 26act. ( 29.0802937 sig out 1act.) RANK 19 NODE 24 --> 26.327364 sigma in 26act. ( 21.5430012 sig out 1act.) RANK 20 NODE 12 --> 24.3275928 sigma in 26act. ( 18.8449192 sig out 1act.) RANK 21 NODE 25 --> 23.0569916 sigma in 26act. ( 27.0413494 sig out 1act.) RANK 22 NODE 16 --> 20.5689373 sigma in 26act. ( 17.2878246 sig out 1act.) RANK 23 NODE 3 --> 19.8120899 sigma in 26act. ( 20.6872845 sig out 1act.) RANK 24 NODE 6 --> 18.1315975 sigma in 26act. ( 16.6312294 sig out 1act.) RANK 25 NODE 20 --> 13.3379765 sigma in 26act. ( 10.4048643 sig out 1act.) RANK 26 NODE 2 --> 10.5173082 sigma in 26act. ( 7.92955399 sig out 1act.) RANK 27 NODE 18 --> 7.75079823 sigma in 26act. ( 5.8522315 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 184.182205 sigma out 1act.( 212.088837 sig in 26act.) RANK 2 NODE 13 --> 145.588699 sigma out 1act.( 167.225433 sig in 26act.) RANK 3 NODE 4 --> 122.549591 sigma out 1act.( 227.415939 sig in 26act.) RANK 4 NODE 26 --> 103.265358 sigma out 1act.( 121.733253 sig in 26act.) RANK 5 NODE 7 --> 81.595665 sigma out 1act.( 75.625206 sig in 26act.) RANK 6 NODE 8 --> 80.9177475 sigma out 1act.( 69.3826675 sig in 26act.) RANK 7 NODE 21 --> 75.1854095 sigma out 1act.( 54.856472 sig in 26act.) RANK 8 NODE 9 --> 74.6180115 sigma out 1act.( 71.1318741 sig in 26act.) RANK 9 NODE 15 --> 66.057106 sigma out 1act.( 76.3567123 sig in 26act.) RANK 10 NODE 17 --> 55.1467819 sigma out 1act.( 72.6747055 sig in 26act.) RANK 11 NODE 19 --> 44.0059586 sigma out 1act.( 45.1095276 sig in 26act.) RANK 12 NODE 14 --> 38.4184532 sigma out 1act.( 47.8438721 sig in 26act.) RANK 13 NODE 11 --> 35.8250504 sigma out 1act.( 43.4894142 sig in 26act.) RANK 14 NODE 5 --> 34.0450058 sigma out 1act.( 35.6688919 sig in 26act.) RANK 15 NODE 27 --> 32.3085518 sigma out 1act.( 31.7084217 sig in 26act.) RANK 16 NODE 10 --> 29.0802937 sigma out 1act.( 31.1739864 sig in 26act.) RANK 17 NODE 25 --> 27.0413494 sigma out 1act.( 23.0569916 sig in 26act.) RANK 18 NODE 1 --> 23.1591549 sigma out 1act.( 33.8011475 sig in 26act.) RANK 19 NODE 23 --> 21.7081738 sigma out 1act.( 33.597538 sig in 26act.) RANK 20 NODE 24 --> 21.5430012 sigma out 1act.( 26.327364 sig in 26act.) RANK 21 NODE 3 --> 20.6872845 sigma out 1act.( 19.8120899 sig in 26act.) RANK 22 NODE 12 --> 18.8449192 sigma out 1act.( 24.3275928 sig in 26act.) RANK 23 NODE 16 --> 17.2878246 sigma out 1act.( 20.5689373 sig in 26act.) RANK 24 NODE 6 --> 16.6312294 sigma out 1act.( 18.1315975 sig in 26act.) RANK 25 NODE 20 --> 10.4048643 sigma out 1act.( 13.3379765 sig in 26act.) RANK 26 NODE 2 --> 7.92955399 sigma out 1act.( 10.5173082 sig in 26act.) RANK 27 NODE 18 --> 5.8522315 sigma out 1act.( 7.75079823 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 352.340179 sigma in 27 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.582903862 *** contribution from regularisation: 0.00112122239 *** contribution from error: -0.584025085 *** contribution from DIAG: 0.000174963265 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.582925141 *** contribution from regularisation: 0.00112202589 *** contribution from error: -0.584047139 *** contribution from DIAG: 0.000166679878 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.582946599 *** contribution from regularisation: 0.00112163089 *** contribution from error: -0.584068239 *** contribution from DIAG: 0.000153874367 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.582968116 *** contribution from regularisation: 0.00112065766 *** contribution from error: -0.584088802 *** contribution from DIAG: 0.000142983146 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.58298552 *** contribution from regularisation: 0.00112299458 *** contribution from error: -0.584108531 *** contribution from DIAG: 0.00012790272 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.583003759 *** contribution from regularisation: 0.00112329982 *** contribution from error: -0.584127069 *** contribution from DIAG: 0.000141984463 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.583024263 *** contribution from regularisation: 0.00112095894 *** contribution from error: -0.584145248 *** contribution from DIAG: 0.000147364073 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.583040714 *** contribution from regularisation: 0.00112205953 *** contribution from error: -0.584162772 *** contribution from DIAG: 0.00014349613 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.583056211 *** contribution from regularisation: 0.00112330925 *** contribution from error: -0.584179521 *** contribution from DIAG: 0.000144514139 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.583075047 *** contribution from regularisation: 0.00112092961 *** contribution from error: -0.584195971 *** contribution from DIAG: 0.000144234378 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 338.679474 sigma out 27 active outputs RANK 2 NODE 3 --> 123.844254 sigma out 27 active outputs RANK 3 NODE 2 --> 111.013206 sigma out 27 active outputs RANK 4 NODE 5 --> 81.8207474 sigma out 27 active outputs RANK 5 NODE 6 --> 77.3930893 sigma out 27 active outputs RANK 6 NODE 11 --> 64.0455017 sigma out 27 active outputs RANK 7 NODE 10 --> 62.2807961 sigma out 27 active outputs RANK 8 NODE 9 --> 58.2727661 sigma out 27 active outputs RANK 9 NODE 4 --> 51.4705467 sigma out 27 active outputs RANK 10 NODE 7 --> 49.4213104 sigma out 27 active outputs RANK 11 NODE 15 --> 44.6178627 sigma out 27 active outputs RANK 12 NODE 8 --> 41.4905128 sigma out 27 active outputs RANK 13 NODE 17 --> 34.2588005 sigma out 27 active outputs RANK 14 NODE 16 --> 33.6615295 sigma out 27 active outputs RANK 15 NODE 18 --> 31.8971443 sigma out 27 active outputs RANK 16 NODE 13 --> 31.3396873 sigma out 27 active outputs RANK 17 NODE 20 --> 30.3387222 sigma out 27 active outputs RANK 18 NODE 19 --> 28.6822491 sigma out 27 active outputs RANK 19 NODE 14 --> 28.1831341 sigma out 27 active outputs RANK 20 NODE 12 --> 26.7034149 sigma out 27 active outputs RANK 21 NODE 24 --> 19.1877575 sigma out 27 active outputs RANK 22 NODE 22 --> 18.1454182 sigma out 27 active outputs RANK 23 NODE 21 --> 17.5958462 sigma out 27 active outputs RANK 24 NODE 23 --> 17.1952515 sigma out 27 active outputs RANK 25 NODE 26 --> 13.5479193 sigma out 27 active outputs RANK 26 NODE 25 --> 12.8354273 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 227.262619 sigma in 26act. ( 121.728783 sig out 1act.) RANK 2 NODE 22 --> 212.7892 sigma in 26act. ( 182.860886 sig out 1act.) RANK 3 NODE 13 --> 167.17749 sigma in 26act. ( 145.657104 sig out 1act.) RANK 4 NODE 26 --> 121.614159 sigma in 26act. ( 103.954987 sig out 1act.) RANK 5 NODE 15 --> 76.3850632 sigma in 26act. ( 65.1296997 sig out 1act.) RANK 6 NODE 7 --> 75.624733 sigma in 26act. ( 82.2339478 sig out 1act.) RANK 7 NODE 17 --> 72.4799347 sigma in 26act. ( 55.614975 sig out 1act.) RANK 8 NODE 9 --> 71.1598206 sigma in 26act. ( 75.1309509 sig out 1act.) RANK 9 NODE 8 --> 69.3201065 sigma in 26act. ( 81.5323486 sig out 1act.) RANK 10 NODE 21 --> 54.6505203 sigma in 26act. ( 75.8953247 sig out 1act.) RANK 11 NODE 14 --> 47.7677422 sigma in 26act. ( 38.2471123 sig out 1act.) RANK 12 NODE 19 --> 44.9565964 sigma in 26act. ( 44.167881 sig out 1act.) RANK 13 NODE 11 --> 43.578083 sigma in 26act. ( 35.5725861 sig out 1act.) RANK 14 NODE 5 --> 35.9475174 sigma in 26act. ( 34.4234886 sig out 1act.) RANK 15 NODE 1 --> 33.9430542 sigma in 26act. ( 23.1233826 sig out 1act.) RANK 16 NODE 23 --> 33.6255493 sigma in 26act. ( 21.8085594 sig out 1act.) RANK 17 NODE 27 --> 31.6918964 sigma in 26act. ( 32.579937 sig out 1act.) RANK 18 NODE 10 --> 31.0210361 sigma in 26act. ( 28.8313446 sig out 1act.) RANK 19 NODE 24 --> 26.2691002 sigma in 26act. ( 21.520586 sig out 1act.) RANK 20 NODE 12 --> 24.7839317 sigma in 26act. ( 19.1661453 sig out 1act.) RANK 21 NODE 25 --> 22.7541332 sigma in 26act. ( 27.1838188 sig out 1act.) RANK 22 NODE 3 --> 20.9185715 sigma in 26act. ( 22.2430801 sig out 1act.) RANK 23 NODE 16 --> 20.5889645 sigma in 26act. ( 17.2832088 sig out 1act.) RANK 24 NODE 6 --> 18.0140057 sigma in 26act. ( 16.9522152 sig out 1act.) RANK 25 NODE 20 --> 13.5274019 sigma in 26act. ( 10.9944658 sig out 1act.) RANK 26 NODE 2 --> 10.6978979 sigma in 26act. ( 7.97970057 sig out 1act.) RANK 27 NODE 18 --> 7.73741102 sigma in 26act. ( 6.03671503 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 182.860886 sigma out 1act.( 212.7892 sig in 26act.) RANK 2 NODE 13 --> 145.657104 sigma out 1act.( 167.17749 sig in 26act.) RANK 3 NODE 4 --> 121.728783 sigma out 1act.( 227.262619 sig in 26act.) RANK 4 NODE 26 --> 103.954987 sigma out 1act.( 121.614159 sig in 26act.) RANK 5 NODE 7 --> 82.2339478 sigma out 1act.( 75.624733 sig in 26act.) RANK 6 NODE 8 --> 81.5323486 sigma out 1act.( 69.3201065 sig in 26act.) RANK 7 NODE 21 --> 75.8953247 sigma out 1act.( 54.6505203 sig in 26act.) RANK 8 NODE 9 --> 75.1309509 sigma out 1act.( 71.1598206 sig in 26act.) RANK 9 NODE 15 --> 65.1296997 sigma out 1act.( 76.3850632 sig in 26act.) RANK 10 NODE 17 --> 55.614975 sigma out 1act.( 72.4799347 sig in 26act.) RANK 11 NODE 19 --> 44.167881 sigma out 1act.( 44.9565964 sig in 26act.) RANK 12 NODE 14 --> 38.2471123 sigma out 1act.( 47.7677422 sig in 26act.) RANK 13 NODE 11 --> 35.5725861 sigma out 1act.( 43.578083 sig in 26act.) RANK 14 NODE 5 --> 34.4234886 sigma out 1act.( 35.9475174 sig in 26act.) RANK 15 NODE 27 --> 32.579937 sigma out 1act.( 31.6918964 sig in 26act.) RANK 16 NODE 10 --> 28.8313446 sigma out 1act.( 31.0210361 sig in 26act.) RANK 17 NODE 25 --> 27.1838188 sigma out 1act.( 22.7541332 sig in 26act.) RANK 18 NODE 1 --> 23.1233826 sigma out 1act.( 33.9430542 sig in 26act.) RANK 19 NODE 3 --> 22.2430801 sigma out 1act.( 20.9185715 sig in 26act.) RANK 20 NODE 23 --> 21.8085594 sigma out 1act.( 33.6255493 sig in 26act.) RANK 21 NODE 24 --> 21.520586 sigma out 1act.( 26.2691002 sig in 26act.) RANK 22 NODE 12 --> 19.1661453 sigma out 1act.( 24.7839317 sig in 26act.) RANK 23 NODE 16 --> 17.2832088 sigma out 1act.( 20.5889645 sig in 26act.) RANK 24 NODE 6 --> 16.9522152 sigma out 1act.( 18.0140057 sig in 26act.) RANK 25 NODE 20 --> 10.9944658 sigma out 1act.( 13.5274019 sig in 26act.) RANK 26 NODE 2 --> 7.97970057 sigma out 1act.( 10.6978979 sig in 26act.) RANK 27 NODE 18 --> 6.03671503 sigma out 1act.( 7.73741102 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 352.230804 sigma in 27 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.583089948 *** contribution from regularisation: 0.00112217024 *** contribution from error: -0.584212124 *** contribution from DIAG: 0.000144650534 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.58310622 *** contribution from regularisation: 0.00112157944 *** contribution from error: -0.5842278 *** contribution from DIAG: 0.000146022154 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.583122134 *** contribution from regularisation: 0.001121126 *** contribution from error: -0.584243238 *** contribution from DIAG: 0.000147582643 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.58313489 *** contribution from regularisation: 0.00112294557 *** contribution from error: -0.584257841 *** contribution from DIAG: 0.000152593508 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.583148181 *** contribution from regularisation: 0.00112384045 *** contribution from error: -0.584272027 *** contribution from DIAG: 0.000140312157 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.58316344 *** contribution from regularisation: 0.00112241681 *** contribution from error: -0.584285855 *** contribution from DIAG: 0.000139985801 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.583178341 *** contribution from regularisation: 0.00112151005 *** contribution from error: -0.584299862 *** contribution from DIAG: 0.00014381147 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.583188534 *** contribution from regularisation: 0.0011248088 *** contribution from error: -0.584313333 *** contribution from DIAG: 0.000143928453 *********************************************** --------------------------------------------------- Iteration : 48 kill weight from layer 1 knot 7 to knot 11 *********************************************** *** Learn Path 48 *** loss function: -0.583203375 *** contribution from regularisation: 0.00112318306 *** contribution from error: -0.584326565 *** contribution from DIAG: 0.000147236235 *********************************************** --------------------------------------------------- Iteration : 49 kill weight from layer 1 knot 8 to knot 27 *********************************************** *** Learn Path 49 *** loss function: -0.583218575 *** contribution from regularisation: 0.0011209636 *** contribution from error: -0.584339559 *** contribution from DIAG: 0.000128188884 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 337.953491 sigma out 27 active outputs RANK 2 NODE 3 --> 123.984489 sigma out 27 active outputs RANK 3 NODE 2 --> 110.459969 sigma out 27 active outputs RANK 4 NODE 5 --> 81.7953415 sigma out 27 active outputs RANK 5 NODE 6 --> 77.0908051 sigma out 27 active outputs RANK 6 NODE 11 --> 64.2032242 sigma out 27 active outputs RANK 7 NODE 10 --> 62.3551712 sigma out 27 active outputs RANK 8 NODE 9 --> 58.8214684 sigma out 27 active outputs RANK 9 NODE 4 --> 51.3904266 sigma out 27 active outputs RANK 10 NODE 7 --> 49.2531166 sigma out 26 active outputs RANK 11 NODE 15 --> 44.902504 sigma out 27 active outputs RANK 12 NODE 8 --> 41.1525192 sigma out 26 active outputs RANK 13 NODE 17 --> 34.3467255 sigma out 27 active outputs RANK 14 NODE 16 --> 33.4515686 sigma out 27 active outputs RANK 15 NODE 18 --> 31.8386211 sigma out 27 active outputs RANK 16 NODE 13 --> 31.2949734 sigma out 27 active outputs RANK 17 NODE 20 --> 30.1602726 sigma out 27 active outputs RANK 18 NODE 19 --> 28.6501617 sigma out 27 active outputs RANK 19 NODE 14 --> 28.157835 sigma out 27 active outputs RANK 20 NODE 12 --> 26.889492 sigma out 27 active outputs RANK 21 NODE 24 --> 19.3078346 sigma out 27 active outputs RANK 22 NODE 22 --> 18.1689854 sigma out 27 active outputs RANK 23 NODE 21 --> 17.3467846 sigma out 27 active outputs RANK 24 NODE 23 --> 17.1606865 sigma out 27 active outputs RANK 25 NODE 26 --> 13.5437374 sigma out 27 active outputs RANK 26 NODE 25 --> 12.8095465 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 226.627625 sigma in 26act. ( 122.693436 sig out 1act.) RANK 2 NODE 22 --> 211.752151 sigma in 26act. ( 183.935867 sig out 1act.) RANK 3 NODE 13 --> 167.278229 sigma in 26act. ( 145.514404 sig out 1act.) RANK 4 NODE 26 --> 121.746819 sigma in 26act. ( 104.414635 sig out 1act.) RANK 5 NODE 15 --> 76.0376205 sigma in 26act. ( 65.2595749 sig out 1act.) RANK 6 NODE 7 --> 75.7576981 sigma in 26act. ( 82.816185 sig out 1act.) RANK 7 NODE 17 --> 72.5131531 sigma in 26act. ( 56.1060371 sig out 1act.) RANK 8 NODE 9 --> 71.1891785 sigma in 26act. ( 75.6246185 sig out 1act.) RANK 9 NODE 8 --> 69.6550751 sigma in 26act. ( 81.9342499 sig out 1act.) RANK 10 NODE 21 --> 54.5556183 sigma in 26act. ( 76.5276794 sig out 1act.) RANK 11 NODE 14 --> 47.8137169 sigma in 26act. ( 38.3516006 sig out 1act.) RANK 12 NODE 19 --> 44.9779282 sigma in 26act. ( 44.1621361 sig out 1act.) RANK 13 NODE 11 --> 43.5729752 sigma in 25act. ( 35.521183 sig out 1act.) RANK 14 NODE 5 --> 36.08601 sigma in 26act. ( 34.8497887 sig out 1act.) RANK 15 NODE 1 --> 33.9976387 sigma in 26act. ( 23.2810764 sig out 1act.) RANK 16 NODE 23 --> 33.643116 sigma in 26act. ( 22.0675564 sig out 1act.) RANK 17 NODE 27 --> 31.5932484 sigma in 25act. ( 32.8514824 sig out 1act.) RANK 18 NODE 10 --> 30.9062824 sigma in 26act. ( 28.8497238 sig out 1act.) RANK 19 NODE 24 --> 26.2562962 sigma in 26act. ( 21.5083256 sig out 1act.) RANK 20 NODE 12 --> 25.1112099 sigma in 26act. ( 19.4728603 sig out 1act.) RANK 21 NODE 25 --> 22.5554504 sigma in 26act. ( 27.28932 sig out 1act.) RANK 22 NODE 3 --> 21.8656883 sigma in 26act. ( 23.2335625 sig out 1act.) RANK 23 NODE 16 --> 20.6253948 sigma in 26act. ( 17.366127 sig out 1act.) RANK 24 NODE 6 --> 18.0034809 sigma in 26act. ( 17.109911 sig out 1act.) RANK 25 NODE 20 --> 13.7323437 sigma in 26act. ( 11.4219933 sig out 1act.) RANK 26 NODE 2 --> 10.7809467 sigma in 26act. ( 8.08366585 sig out 1act.) RANK 27 NODE 18 --> 7.72843838 sigma in 26act. ( 6.2226305 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 183.935867 sigma out 1act.( 211.752151 sig in 26act.) RANK 2 NODE 13 --> 145.514404 sigma out 1act.( 167.278229 sig in 26act.) RANK 3 NODE 4 --> 122.693436 sigma out 1act.( 226.627625 sig in 26act.) RANK 4 NODE 26 --> 104.414635 sigma out 1act.( 121.746819 sig in 26act.) RANK 5 NODE 7 --> 82.816185 sigma out 1act.( 75.7576981 sig in 26act.) RANK 6 NODE 8 --> 81.9342499 sigma out 1act.( 69.6550751 sig in 26act.) RANK 7 NODE 21 --> 76.5276794 sigma out 1act.( 54.5556183 sig in 26act.) RANK 8 NODE 9 --> 75.6246185 sigma out 1act.( 71.1891785 sig in 26act.) RANK 9 NODE 15 --> 65.2595749 sigma out 1act.( 76.0376205 sig in 26act.) RANK 10 NODE 17 --> 56.1060371 sigma out 1act.( 72.5131531 sig in 26act.) RANK 11 NODE 19 --> 44.1621361 sigma out 1act.( 44.9779282 sig in 26act.) RANK 12 NODE 14 --> 38.3516006 sigma out 1act.( 47.8137169 sig in 26act.) RANK 13 NODE 11 --> 35.521183 sigma out 1act.( 43.5729752 sig in 25act.) RANK 14 NODE 5 --> 34.8497887 sigma out 1act.( 36.08601 sig in 26act.) RANK 15 NODE 27 --> 32.8514824 sigma out 1act.( 31.5932484 sig in 25act.) RANK 16 NODE 10 --> 28.8497238 sigma out 1act.( 30.9062824 sig in 26act.) RANK 17 NODE 25 --> 27.28932 sigma out 1act.( 22.5554504 sig in 26act.) RANK 18 NODE 1 --> 23.2810764 sigma out 1act.( 33.9976387 sig in 26act.) RANK 19 NODE 3 --> 23.2335625 sigma out 1act.( 21.8656883 sig in 26act.) RANK 20 NODE 23 --> 22.0675564 sigma out 1act.( 33.643116 sig in 26act.) RANK 21 NODE 24 --> 21.5083256 sigma out 1act.( 26.2562962 sig in 26act.) RANK 22 NODE 12 --> 19.4728603 sigma out 1act.( 25.1112099 sig in 26act.) RANK 23 NODE 16 --> 17.366127 sigma out 1act.( 20.6253948 sig in 26act.) RANK 24 NODE 6 --> 17.109911 sigma out 1act.( 18.0034809 sig in 26act.) RANK 25 NODE 20 --> 11.4219933 sigma out 1act.( 13.7323437 sig in 26act.) RANK 26 NODE 2 --> 8.08366585 sigma out 1act.( 10.7809467 sig in 26act.) RANK 27 NODE 18 --> 6.2226305 sigma out 1act.( 7.72843838 sig in 26act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 353.991547 sigma in 27 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.583231568 *** contribution from regularisation: 0.00112029375 *** contribution from error: -0.584351838 *** contribution from DIAG: 0.000140648466 *********************************************** --------------------------------------------------- Iteration : 51 kill weight from layer 1 knot 8 to knot 4 *********************************************** *** Learn Path 51 *** loss function: -0.583244801 *** contribution from regularisation: 0.00111958664 *** contribution from error: -0.584364414 *** contribution from DIAG: 0.000143146317 *********************************************** --------------------------------------------------- Iteration : 52 kill weight from layer 1 knot 16 to knot 2 *********************************************** *** Learn Path 52 *** loss function: -0.583259046 *** contribution from regularisation: 0.00111762737 *** contribution from error: -0.584376693 *** contribution from DIAG: 0.000127633 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.583271265 *** contribution from regularisation: 0.00111745007 *** contribution from error: -0.584388733 *** contribution from DIAG: 0.000126743718 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.583283424 *** contribution from regularisation: 0.00111726124 *** contribution from error: -0.584400713 *** contribution from DIAG: 0.000135829163 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.583294272 *** contribution from regularisation: 0.00111801981 *** contribution from error: -0.584412277 *** contribution from DIAG: 0.000148131468 *********************************************** --------------------------------------------------- Iteration : 56 kill weight from layer 1 knot 13 to knot 20 *********************************************** *** Learn Path 56 *** loss function: -0.583309054 *** contribution from regularisation: 0.00111500418 *** contribution from error: -0.584424078 *** contribution from DIAG: 0.00019182566 *********************************************** --------------------------------------------------- Iteration : 57 kill weight from layer 1 knot 23 to knot 12 *********************************************** *** Learn Path 57 *** loss function: -0.583317161 *** contribution from regularisation: 0.0011183403 *** contribution from error: -0.584435523 *** contribution from DIAG: 0.00021843781 *********************************************** --------------------------------------------------- Iteration : 58 kill weight from layer 1 knot 15 to knot 18 *********************************************** *** Learn Path 58 *** loss function: -0.58333075 *** contribution from regularisation: 0.00111597974 *** contribution from error: -0.584446728 *** contribution from DIAG: 0.000168556522 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.583342314 *** contribution from regularisation: 0.00111550314 *** contribution from error: -0.584457815 *** contribution from DIAG: 0.000154936381 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 336.15564 sigma out 27 active outputs RANK 2 NODE 3 --> 123.453178 sigma out 27 active outputs RANK 3 NODE 2 --> 110.496391 sigma out 27 active outputs RANK 4 NODE 5 --> 81.5873489 sigma out 27 active outputs RANK 5 NODE 6 --> 76.3602829 sigma out 27 active outputs RANK 6 NODE 11 --> 64.5573273 sigma out 27 active outputs RANK 7 NODE 10 --> 62.7936249 sigma out 27 active outputs RANK 8 NODE 9 --> 57.8687553 sigma out 27 active outputs RANK 9 NODE 4 --> 51.0306244 sigma out 27 active outputs RANK 10 NODE 7 --> 49.1991768 sigma out 26 active outputs RANK 11 NODE 15 --> 44.2234879 sigma out 26 active outputs RANK 12 NODE 8 --> 41.102951 sigma out 25 active outputs RANK 13 NODE 17 --> 34.3223763 sigma out 27 active outputs RANK 14 NODE 16 --> 33.0454216 sigma out 26 active outputs RANK 15 NODE 18 --> 31.7980347 sigma out 27 active outputs RANK 16 NODE 13 --> 30.7284641 sigma out 26 active outputs RANK 17 NODE 20 --> 30.1000824 sigma out 27 active outputs RANK 18 NODE 19 --> 28.4595356 sigma out 27 active outputs RANK 19 NODE 14 --> 27.89118 sigma out 27 active outputs RANK 20 NODE 12 --> 26.8783894 sigma out 27 active outputs RANK 21 NODE 24 --> 19.3991642 sigma out 27 active outputs RANK 22 NODE 22 --> 18.0542564 sigma out 27 active outputs RANK 23 NODE 21 --> 17.1981945 sigma out 27 active outputs RANK 24 NODE 23 --> 17.0708923 sigma out 26 active outputs RANK 25 NODE 26 --> 13.4737215 sigma out 27 active outputs RANK 26 NODE 25 --> 12.9525881 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 225.525879 sigma in 25act. ( 121.279892 sig out 1act.) RANK 2 NODE 22 --> 210.831467 sigma in 26act. ( 182.614105 sig out 1act.) RANK 3 NODE 13 --> 165.847122 sigma in 26act. ( 145.634354 sig out 1act.) RANK 4 NODE 26 --> 121.30648 sigma in 26act. ( 103.947556 sig out 1act.) RANK 5 NODE 7 --> 75.374382 sigma in 26act. ( 82.5884323 sig out 1act.) RANK 6 NODE 15 --> 75.3449631 sigma in 26act. ( 64.8751831 sig out 1act.) RANK 7 NODE 17 --> 72.5580292 sigma in 26act. ( 56.1169891 sig out 1act.) RANK 8 NODE 9 --> 70.9769287 sigma in 26act. ( 75.4107437 sig out 1act.) RANK 9 NODE 8 --> 69.7446365 sigma in 26act. ( 81.988945 sig out 1act.) RANK 10 NODE 21 --> 54.7068939 sigma in 26act. ( 76.3176804 sig out 1act.) RANK 11 NODE 14 --> 47.5593452 sigma in 26act. ( 38.0207634 sig out 1act.) RANK 12 NODE 19 --> 44.8365402 sigma in 26act. ( 44.0030289 sig out 1act.) RANK 13 NODE 11 --> 43.3615532 sigma in 25act. ( 35.3219872 sig out 1act.) RANK 14 NODE 5 --> 36.0531425 sigma in 26act. ( 34.9973755 sig out 1act.) RANK 15 NODE 1 --> 33.8595085 sigma in 26act. ( 23.1310291 sig out 1act.) RANK 16 NODE 23 --> 33.5552177 sigma in 26act. ( 22.1119213 sig out 1act.) RANK 17 NODE 27 --> 31.6016865 sigma in 25act. ( 32.4816704 sig out 1act.) RANK 18 NODE 10 --> 30.6130943 sigma in 26act. ( 28.4601078 sig out 1act.) RANK 19 NODE 24 --> 26.0783787 sigma in 26act. ( 21.4729786 sig out 1act.) RANK 20 NODE 12 --> 25.2443733 sigma in 25act. ( 19.731369 sig out 1act.) RANK 21 NODE 3 --> 22.5030785 sigma in 26act. ( 24.1545429 sig out 1act.) RANK 22 NODE 25 --> 22.3534927 sigma in 26act. ( 27.3321133 sig out 1act.) RANK 23 NODE 16 --> 20.5687294 sigma in 26act. ( 17.1222191 sig out 1act.) RANK 24 NODE 6 --> 17.9586239 sigma in 26act. ( 17.1897335 sig out 1act.) RANK 25 NODE 20 --> 13.8129416 sigma in 25act. ( 11.8721895 sig out 1act.) RANK 26 NODE 2 --> 10.8344431 sigma in 25act. ( 8.20084286 sig out 1act.) RANK 27 NODE 18 --> 7.75865984 sigma in 25act. ( 6.35652256 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 182.614105 sigma out 1act.( 210.831467 sig in 26act.) RANK 2 NODE 13 --> 145.634354 sigma out 1act.( 165.847122 sig in 26act.) RANK 3 NODE 4 --> 121.279892 sigma out 1act.( 225.525879 sig in 25act.) RANK 4 NODE 26 --> 103.947556 sigma out 1act.( 121.30648 sig in 26act.) RANK 5 NODE 7 --> 82.5884323 sigma out 1act.( 75.374382 sig in 26act.) RANK 6 NODE 8 --> 81.988945 sigma out 1act.( 69.7446365 sig in 26act.) RANK 7 NODE 21 --> 76.3176804 sigma out 1act.( 54.7068939 sig in 26act.) RANK 8 NODE 9 --> 75.4107437 sigma out 1act.( 70.9769287 sig in 26act.) RANK 9 NODE 15 --> 64.8751831 sigma out 1act.( 75.3449631 sig in 26act.) RANK 10 NODE 17 --> 56.1169891 sigma out 1act.( 72.5580292 sig in 26act.) RANK 11 NODE 19 --> 44.0030289 sigma out 1act.( 44.8365402 sig in 26act.) RANK 12 NODE 14 --> 38.0207634 sigma out 1act.( 47.5593452 sig in 26act.) RANK 13 NODE 11 --> 35.3219872 sigma out 1act.( 43.3615532 sig in 25act.) RANK 14 NODE 5 --> 34.9973755 sigma out 1act.( 36.0531425 sig in 26act.) RANK 15 NODE 27 --> 32.4816704 sigma out 1act.( 31.6016865 sig in 25act.) RANK 16 NODE 10 --> 28.4601078 sigma out 1act.( 30.6130943 sig in 26act.) RANK 17 NODE 25 --> 27.3321133 sigma out 1act.( 22.3534927 sig in 26act.) RANK 18 NODE 3 --> 24.1545429 sigma out 1act.( 22.5030785 sig in 26act.) RANK 19 NODE 1 --> 23.1310291 sigma out 1act.( 33.8595085 sig in 26act.) RANK 20 NODE 23 --> 22.1119213 sigma out 1act.( 33.5552177 sig in 26act.) RANK 21 NODE 24 --> 21.4729786 sigma out 1act.( 26.0783787 sig in 26act.) RANK 22 NODE 12 --> 19.731369 sigma out 1act.( 25.2443733 sig in 25act.) RANK 23 NODE 6 --> 17.1897335 sigma out 1act.( 17.9586239 sig in 26act.) RANK 24 NODE 16 --> 17.1222191 sigma out 1act.( 20.5687294 sig in 26act.) RANK 25 NODE 20 --> 11.8721895 sigma out 1act.( 13.8129416 sig in 25act.) RANK 26 NODE 2 --> 8.20084286 sigma out 1act.( 10.8344431 sig in 25act.) RANK 27 NODE 18 --> 6.35652256 sigma out 1act.( 7.75865984 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 352.483734 sigma in 27 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.583349824 *** contribution from regularisation: 0.00111888943 *** contribution from error: -0.584468722 *** contribution from DIAG: 0.000135980939 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.583364606 *** contribution from regularisation: 0.00111482199 *** contribution from error: -0.584479451 *** contribution from DIAG: 0.000128609026 *********************************************** --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.583373666 *** contribution from regularisation: 0.00111636973 *** contribution from error: -0.584490061 *** contribution from DIAG: 0.000134936607 *********************************************** --------------------------------------------------- Iteration : 63 kill weight from layer 1 knot 21 to knot 3 *********************************************** *** Learn Path 63 *** loss function: -0.583382726 *** contribution from regularisation: 0.00111758744 *** contribution from error: -0.584500313 *** contribution from DIAG: 0.000127706226 *********************************************** --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.583394527 *** contribution from regularisation: 0.00111585471 *** contribution from error: -0.584510386 *** contribution from DIAG: 0.000127504201 *********************************************** --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.583404243 *** contribution from regularisation: 0.00111621909 *** contribution from error: -0.584520459 *** contribution from DIAG: 0.00012782788 *********************************************** --------------------------------------------------- Iteration : 66 kill weight from layer 1 knot 9 to knot 18 *********************************************** *** Learn Path 66 *** loss function: -0.58341378 *** contribution from regularisation: 0.00111684459 *** contribution from error: -0.584530652 *** contribution from DIAG: 0.000127784093 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.583425045 *** contribution from regularisation: 0.00111560861 *** contribution from error: -0.584540665 *** contribution from DIAG: 0.000127711639 *********************************************** --------------------------------------------------- Iteration : 68 kill weight from layer 1 knot 7 to knot 9 *********************************************** *** Learn Path 68 *** loss function: -0.583434522 *** contribution from regularisation: 0.00111617637 *** contribution from error: -0.584550679 *** contribution from DIAG: 0.000127905601 *********************************************** --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.583446383 *** contribution from regularisation: 0.0011142249 *** contribution from error: -0.584560633 *** contribution from DIAG: 0.00013987752 *********************************************** --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 337.612061 sigma out 27 active outputs RANK 2 NODE 3 --> 123.802155 sigma out 27 active outputs RANK 3 NODE 2 --> 110.977997 sigma out 27 active outputs RANK 4 NODE 5 --> 82.1765976 sigma out 27 active outputs RANK 5 NODE 6 --> 76.893898 sigma out 27 active outputs RANK 6 NODE 11 --> 65.4222183 sigma out 27 active outputs RANK 7 NODE 10 --> 63.6244659 sigma out 27 active outputs RANK 8 NODE 9 --> 58.9481087 sigma out 26 active outputs RANK 9 NODE 4 --> 51.0793266 sigma out 27 active outputs RANK 10 NODE 7 --> 49.2663574 sigma out 25 active outputs RANK 11 NODE 15 --> 44.3849487 sigma out 26 active outputs RANK 12 NODE 8 --> 41.3816223 sigma out 25 active outputs RANK 13 NODE 17 --> 34.0517044 sigma out 27 active outputs RANK 14 NODE 16 --> 33.2190056 sigma out 26 active outputs RANK 15 NODE 18 --> 31.7788181 sigma out 27 active outputs RANK 16 NODE 13 --> 30.8590202 sigma out 26 active outputs RANK 17 NODE 20 --> 30.271286 sigma out 27 active outputs RANK 18 NODE 19 --> 28.5538731 sigma out 27 active outputs RANK 19 NODE 14 --> 27.8550472 sigma out 27 active outputs RANK 20 NODE 12 --> 27.2355614 sigma out 27 active outputs RANK 21 NODE 24 --> 19.7926044 sigma out 27 active outputs RANK 22 NODE 22 --> 18.0807781 sigma out 27 active outputs RANK 23 NODE 23 --> 17.2518387 sigma out 26 active outputs RANK 24 NODE 21 --> 17.0089912 sigma out 26 active outputs RANK 25 NODE 26 --> 13.4560776 sigma out 27 active outputs RANK 26 NODE 25 --> 12.8842754 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 226.206345 sigma in 25act. ( 122.313889 sig out 1act.) RANK 2 NODE 22 --> 211.560272 sigma in 26act. ( 184.017853 sig out 1act.) RANK 3 NODE 13 --> 166.969025 sigma in 26act. ( 146.148956 sig out 1act.) RANK 4 NODE 26 --> 122.071701 sigma in 26act. ( 104.644272 sig out 1act.) RANK 5 NODE 7 --> 75.9332504 sigma in 26act. ( 83.2104034 sig out 1act.) RANK 6 NODE 15 --> 75.8975296 sigma in 26act. ( 64.9103775 sig out 1act.) RANK 7 NODE 17 --> 73.0937805 sigma in 26act. ( 56.6623459 sig out 1act.) RANK 8 NODE 9 --> 71.5929489 sigma in 25act. ( 76.0201416 sig out 1act.) RANK 9 NODE 8 --> 70.2648468 sigma in 26act. ( 82.648407 sig out 1act.) RANK 10 NODE 21 --> 54.7996178 sigma in 26act. ( 77.5299759 sig out 1act.) RANK 11 NODE 14 --> 47.8264542 sigma in 26act. ( 38.2378731 sig out 1act.) RANK 12 NODE 19 --> 45.0526924 sigma in 26act. ( 44.4184647 sig out 1act.) RANK 13 NODE 11 --> 43.543045 sigma in 25act. ( 35.5822105 sig out 1act.) RANK 14 NODE 5 --> 36.4271584 sigma in 26act. ( 35.3257523 sig out 1act.) RANK 15 NODE 1 --> 34.0318031 sigma in 26act. ( 23.3611164 sig out 1act.) RANK 16 NODE 23 --> 33.7480125 sigma in 26act. ( 22.3282719 sig out 1act.) RANK 17 NODE 27 --> 31.7314262 sigma in 25act. ( 32.8431091 sig out 1act.) RANK 18 NODE 10 --> 30.707365 sigma in 26act. ( 28.5640392 sig out 1act.) RANK 19 NODE 24 --> 26.1821766 sigma in 26act. ( 21.6751156 sig out 1act.) RANK 20 NODE 12 --> 25.6187401 sigma in 25act. ( 20.0800877 sig out 1act.) RANK 21 NODE 3 --> 23.2967205 sigma in 25act. ( 25.1018734 sig out 1act.) RANK 22 NODE 25 --> 22.3294258 sigma in 26act. ( 27.6778316 sig out 1act.) RANK 23 NODE 16 --> 20.6301842 sigma in 26act. ( 17.2873421 sig out 1act.) RANK 24 NODE 6 --> 18.0013885 sigma in 26act. ( 17.4459114 sig out 1act.) RANK 25 NODE 20 --> 14.0508938 sigma in 25act. ( 12.3060312 sig out 1act.) RANK 26 NODE 2 --> 10.943675 sigma in 25act. ( 8.30835152 sig out 1act.) RANK 27 NODE 18 --> 7.79319954 sigma in 24act. ( 6.54764366 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 184.017853 sigma out 1act.( 211.560272 sig in 26act.) RANK 2 NODE 13 --> 146.148956 sigma out 1act.( 166.969025 sig in 26act.) RANK 3 NODE 4 --> 122.313889 sigma out 1act.( 226.206345 sig in 25act.) RANK 4 NODE 26 --> 104.644272 sigma out 1act.( 122.071701 sig in 26act.) RANK 5 NODE 7 --> 83.2104034 sigma out 1act.( 75.9332504 sig in 26act.) RANK 6 NODE 8 --> 82.648407 sigma out 1act.( 70.2648468 sig in 26act.) RANK 7 NODE 21 --> 77.5299759 sigma out 1act.( 54.7996178 sig in 26act.) RANK 8 NODE 9 --> 76.0201416 sigma out 1act.( 71.5929489 sig in 25act.) RANK 9 NODE 15 --> 64.9103775 sigma out 1act.( 75.8975296 sig in 26act.) RANK 10 NODE 17 --> 56.6623459 sigma out 1act.( 73.0937805 sig in 26act.) RANK 11 NODE 19 --> 44.4184647 sigma out 1act.( 45.0526924 sig in 26act.) RANK 12 NODE 14 --> 38.2378731 sigma out 1act.( 47.8264542 sig in 26act.) RANK 13 NODE 11 --> 35.5822105 sigma out 1act.( 43.543045 sig in 25act.) RANK 14 NODE 5 --> 35.3257523 sigma out 1act.( 36.4271584 sig in 26act.) RANK 15 NODE 27 --> 32.8431091 sigma out 1act.( 31.7314262 sig in 25act.) RANK 16 NODE 10 --> 28.5640392 sigma out 1act.( 30.707365 sig in 26act.) RANK 17 NODE 25 --> 27.6778316 sigma out 1act.( 22.3294258 sig in 26act.) RANK 18 NODE 3 --> 25.1018734 sigma out 1act.( 23.2967205 sig in 25act.) RANK 19 NODE 1 --> 23.3611164 sigma out 1act.( 34.0318031 sig in 26act.) RANK 20 NODE 23 --> 22.3282719 sigma out 1act.( 33.7480125 sig in 26act.) RANK 21 NODE 24 --> 21.6751156 sigma out 1act.( 26.1821766 sig in 26act.) RANK 22 NODE 12 --> 20.0800877 sigma out 1act.( 25.6187401 sig in 25act.) RANK 23 NODE 6 --> 17.4459114 sigma out 1act.( 18.0013885 sig in 26act.) RANK 24 NODE 16 --> 17.2873421 sigma out 1act.( 20.6301842 sig in 26act.) RANK 25 NODE 20 --> 12.3060312 sigma out 1act.( 14.0508938 sig in 25act.) RANK 26 NODE 2 --> 8.30835152 sigma out 1act.( 10.943675 sig in 25act.) RANK 27 NODE 18 --> 6.54764366 sigma out 1act.( 7.79319954 sig in 24act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 355.141693 sigma in 27 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.583456755 *** contribution from regularisation: 0.00111346925 *** contribution from error: -0.584570229 *** contribution from DIAG: 0.000139413241 *********************************************** --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.583464324 *** contribution from regularisation: 0.00111535739 *** contribution from error: -0.584579706 *** contribution from DIAG: 0.00014777288 *********************************************** --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.583474278 *** contribution from regularisation: 0.00111484015 *** contribution from error: -0.584589124 *** contribution from DIAG: 0.000147745624 *********************************************** --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.583483279 *** contribution from regularisation: 0.00111540582 *** contribution from error: -0.58459866 *** contribution from DIAG: 0.000147781 *********************************************** --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.583491981 *** contribution from regularisation: 0.00111609546 *** contribution from error: -0.584608078 *** contribution from DIAG: 0.000147735933 *********************************************** --------------------------------------------------- Iteration : 75 kill weight from layer 1 knot 15 to knot 9 *********************************************** *** Learn Path 75 *** loss function: -0.583504319 *** contribution from regularisation: 0.00111343362 *** contribution from error: -0.584617734 *** contribution from DIAG: 0.00015412677 *********************************************** --------------------------------------------------- Iteration : 76 kill weight from layer 1 knot 6 to knot 23 *********************************************** *** Learn Path 76 *** loss function: -0.583512664 *** contribution from regularisation: 0.00111439312 *** contribution from error: -0.584627032 *** contribution from DIAG: 0.000153470159 *********************************************** --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.583525538 *** contribution from regularisation: 0.00111075433 *** contribution from error: -0.584636271 *** contribution from DIAG: 0.000153213259 *********************************************** --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.583533168 *** contribution from regularisation: 0.0011121392 *** contribution from error: -0.584645331 *** contribution from DIAG: 0.000153317073 *********************************************** --------------------------------------------------- Iteration : 79 kill weight from layer 1 knot 15 to knot 2 kill weight from layer 1 knot 26 to knot 13 kill weight from layer 1 knot 20 to knot 25 *********************************************** *** Learn Path 79 *** loss function: -0.583542407 *** contribution from regularisation: 0.00111178926 *** contribution from error: -0.584654212 *** contribution from DIAG: 0.000156932641 *********************************************** --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 338.737305 sigma out 27 active outputs RANK 2 NODE 3 --> 124.355568 sigma out 27 active outputs RANK 3 NODE 2 --> 111.401825 sigma out 27 active outputs RANK 4 NODE 5 --> 82.6878357 sigma out 27 active outputs RANK 5 NODE 6 --> 76.8595428 sigma out 26 active outputs RANK 6 NODE 11 --> 66.0695038 sigma out 27 active outputs RANK 7 NODE 10 --> 63.8307686 sigma out 27 active outputs RANK 8 NODE 9 --> 58.7987061 sigma out 26 active outputs RANK 9 NODE 4 --> 50.7248383 sigma out 27 active outputs RANK 10 NODE 7 --> 49.1553383 sigma out 25 active outputs RANK 11 NODE 15 --> 44.3539276 sigma out 24 active outputs RANK 12 NODE 8 --> 41.5020714 sigma out 25 active outputs RANK 13 NODE 17 --> 34.124279 sigma out 27 active outputs RANK 14 NODE 16 --> 33.0755119 sigma out 26 active outputs RANK 15 NODE 18 --> 31.9295578 sigma out 27 active outputs RANK 16 NODE 13 --> 30.7983112 sigma out 26 active outputs RANK 17 NODE 20 --> 30.334341 sigma out 26 active outputs RANK 18 NODE 19 --> 28.5400906 sigma out 27 active outputs RANK 19 NODE 14 --> 27.8563595 sigma out 27 active outputs RANK 20 NODE 12 --> 27.0691872 sigma out 27 active outputs RANK 21 NODE 24 --> 19.7366886 sigma out 27 active outputs RANK 22 NODE 22 --> 18.09618 sigma out 27 active outputs RANK 23 NODE 23 --> 17.1118374 sigma out 26 active outputs RANK 24 NODE 21 --> 17.0193157 sigma out 26 active outputs RANK 25 NODE 26 --> 13.3542347 sigma out 26 active outputs RANK 26 NODE 25 --> 12.8672037 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 226.919708 sigma in 25act. ( 122.216621 sig out 1act.) RANK 2 NODE 22 --> 212.39328 sigma in 26act. ( 184.192978 sig out 1act.) RANK 3 NODE 13 --> 167.134933 sigma in 25act. ( 147.119583 sig out 1act.) RANK 4 NODE 26 --> 122.327377 sigma in 26act. ( 105.491417 sig out 1act.) RANK 5 NODE 7 --> 76.1493073 sigma in 26act. ( 83.7794952 sig out 1act.) RANK 6 NODE 15 --> 75.7743301 sigma in 26act. ( 65.0588913 sig out 1act.) RANK 7 NODE 17 --> 73.2485504 sigma in 26act. ( 57.2545815 sig out 1act.) RANK 8 NODE 9 --> 71.8207321 sigma in 24act. ( 76.669136 sig out 1act.) RANK 9 NODE 8 --> 70.8437576 sigma in 26act. ( 83.0576859 sig out 1act.) RANK 10 NODE 21 --> 55.4197731 sigma in 26act. ( 77.8232269 sig out 1act.) RANK 11 NODE 14 --> 47.7824974 sigma in 26act. ( 38.2250175 sig out 1act.) RANK 12 NODE 19 --> 45.1733093 sigma in 26act. ( 44.4834557 sig out 1act.) RANK 13 NODE 11 --> 43.6646805 sigma in 25act. ( 35.4781189 sig out 1act.) RANK 14 NODE 5 --> 36.6047974 sigma in 26act. ( 35.6166992 sig out 1act.) RANK 15 NODE 1 --> 34.0856247 sigma in 26act. ( 23.3448734 sig out 1act.) RANK 16 NODE 23 --> 33.8269463 sigma in 25act. ( 22.3794384 sig out 1act.) RANK 17 NODE 27 --> 31.850584 sigma in 25act. ( 32.864399 sig out 1act.) RANK 18 NODE 10 --> 30.5780315 sigma in 26act. ( 28.415432 sig out 1act.) RANK 19 NODE 24 --> 26.1940842 sigma in 26act. ( 21.6929817 sig out 1act.) RANK 20 NODE 12 --> 25.972105 sigma in 25act. ( 20.2326488 sig out 1act.) RANK 21 NODE 3 --> 23.9296665 sigma in 25act. ( 25.9769192 sig out 1act.) RANK 22 NODE 25 --> 22.3824177 sigma in 25act. ( 27.8056602 sig out 1act.) RANK 23 NODE 16 --> 20.6398125 sigma in 26act. ( 17.2478313 sig out 1act.) RANK 24 NODE 6 --> 17.9773483 sigma in 26act. ( 17.6657829 sig out 1act.) RANK 25 NODE 20 --> 14.2404346 sigma in 25act. ( 12.7385988 sig out 1act.) RANK 26 NODE 2 --> 11.042429 sigma in 24act. ( 8.42161751 sig out 1act.) RANK 27 NODE 18 --> 7.84543371 sigma in 24act. ( 6.70179749 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 184.192978 sigma out 1act.( 212.39328 sig in 26act.) RANK 2 NODE 13 --> 147.119583 sigma out 1act.( 167.134933 sig in 25act.) RANK 3 NODE 4 --> 122.216621 sigma out 1act.( 226.919708 sig in 25act.) RANK 4 NODE 26 --> 105.491417 sigma out 1act.( 122.327377 sig in 26act.) RANK 5 NODE 7 --> 83.7794952 sigma out 1act.( 76.1493073 sig in 26act.) RANK 6 NODE 8 --> 83.0576859 sigma out 1act.( 70.8437576 sig in 26act.) RANK 7 NODE 21 --> 77.8232269 sigma out 1act.( 55.4197731 sig in 26act.) RANK 8 NODE 9 --> 76.669136 sigma out 1act.( 71.8207321 sig in 24act.) RANK 9 NODE 15 --> 65.0588913 sigma out 1act.( 75.7743301 sig in 26act.) RANK 10 NODE 17 --> 57.2545815 sigma out 1act.( 73.2485504 sig in 26act.) RANK 11 NODE 19 --> 44.4834557 sigma out 1act.( 45.1733093 sig in 26act.) RANK 12 NODE 14 --> 38.2250175 sigma out 1act.( 47.7824974 sig in 26act.) RANK 13 NODE 5 --> 35.6166992 sigma out 1act.( 36.6047974 sig in 26act.) RANK 14 NODE 11 --> 35.4781189 sigma out 1act.( 43.6646805 sig in 25act.) RANK 15 NODE 27 --> 32.864399 sigma out 1act.( 31.850584 sig in 25act.) RANK 16 NODE 10 --> 28.415432 sigma out 1act.( 30.5780315 sig in 26act.) RANK 17 NODE 25 --> 27.8056602 sigma out 1act.( 22.3824177 sig in 25act.) RANK 18 NODE 3 --> 25.9769192 sigma out 1act.( 23.9296665 sig in 25act.) RANK 19 NODE 1 --> 23.3448734 sigma out 1act.( 34.0856247 sig in 26act.) RANK 20 NODE 23 --> 22.3794384 sigma out 1act.( 33.8269463 sig in 25act.) RANK 21 NODE 24 --> 21.6929817 sigma out 1act.( 26.1940842 sig in 26act.) RANK 22 NODE 12 --> 20.2326488 sigma out 1act.( 25.972105 sig in 25act.) RANK 23 NODE 6 --> 17.6657829 sigma out 1act.( 17.9773483 sig in 26act.) RANK 24 NODE 16 --> 17.2478313 sigma out 1act.( 20.6398125 sig in 26act.) RANK 25 NODE 20 --> 12.7385988 sigma out 1act.( 14.2404346 sig in 25act.) RANK 26 NODE 2 --> 8.42161751 sigma out 1act.( 11.042429 sig in 24act.) RANK 27 NODE 18 --> 6.70179749 sigma out 1act.( 7.84543371 sig in 24act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 356.532715 sigma in 27 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.583554745 *** contribution from regularisation: 0.00110803952 *** contribution from error: -0.584662795 *** contribution from DIAG: 0.000195309985 *********************************************** --------------------------------------------------- Iteration : 81 kill weight from layer 1 knot 25 to knot 13 kill weight from layer 1 knot 23 to knot 26 *********************************************** *** Learn Path 81 *** loss function: -0.58356148 *** contribution from regularisation: 0.00110994687 *** contribution from error: -0.584671438 *** contribution from DIAG: 0.000176025394 *********************************************** --------------------------------------------------- Iteration : 82 *********************************************** *** Learn Path 82 *** loss function: -0.583573461 *** contribution from regularisation: 0.00110643927 *** contribution from error: -0.584679902 *** contribution from DIAG: 0.000176656627 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 25 to knot 12 *********************************************** *** Learn Path 83 *** loss function: -0.583580196 *** contribution from regularisation: 0.00110805465 *** contribution from error: -0.584688246 *** contribution from DIAG: 0.000177789989 *********************************************** --------------------------------------------------- Iteration : 84 kill weight from layer 1 knot 23 to knot 18 *********************************************** *** Learn Path 84 *** loss function: -0.583591104 *** contribution from regularisation: 0.00110554649 *** contribution from error: -0.584696651 *** contribution from DIAG: 0.000135113645 *********************************************** --------------------------------------------------- Iteration : 85 *********************************************** *** Learn Path 85 *** loss function: -0.583598375 *** contribution from regularisation: 0.00110668526 *** contribution from error: -0.584705055 *** contribution from DIAG: 0.000135044844 *********************************************** --------------------------------------------------- Iteration : 86 *********************************************** *** Learn Path 86 *** loss function: -0.583606243 *** contribution from regularisation: 0.0011069366 *** contribution from error: -0.584713161 *** contribution from DIAG: 0.00013505212 *********************************************** --------------------------------------------------- Iteration : 87 kill weight from layer 1 knot 13 to knot 17 *********************************************** *** Learn Path 87 *** loss function: -0.583615422 *** contribution from regularisation: 0.00110611436 *** contribution from error: -0.584721565 *** contribution from DIAG: 0.000135976341 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 25 to knot 20 *********************************************** *** Learn Path 88 *** loss function: -0.583623827 *** contribution from regularisation: 0.00110585277 *** contribution from error: -0.584729671 *** contribution from DIAG: 0.000135553084 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 13 to knot 6 *********************************************** *** Learn Path 89 *** loss function: -0.583631694 *** contribution from regularisation: 0.00110611052 *** contribution from error: -0.584737778 *** contribution from DIAG: 0.000140078759 *********************************************** --------------------------------------------------- Iteration : 90 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 336.355408 sigma out 27 active outputs RANK 2 NODE 3 --> 123.786087 sigma out 27 active outputs RANK 3 NODE 2 --> 110.425652 sigma out 27 active outputs RANK 4 NODE 5 --> 81.6739807 sigma out 27 active outputs RANK 5 NODE 6 --> 76.3101578 sigma out 26 active outputs RANK 6 NODE 11 --> 65.5006866 sigma out 27 active outputs RANK 7 NODE 10 --> 63.2956505 sigma out 27 active outputs RANK 8 NODE 9 --> 58.3974915 sigma out 26 active outputs RANK 9 NODE 4 --> 50.6197777 sigma out 27 active outputs RANK 10 NODE 7 --> 48.8044052 sigma out 25 active outputs RANK 11 NODE 15 --> 44.0077095 sigma out 24 active outputs RANK 12 NODE 8 --> 41.1257896 sigma out 25 active outputs RANK 13 NODE 17 --> 33.796196 sigma out 27 active outputs RANK 14 NODE 16 --> 32.9719658 sigma out 26 active outputs RANK 15 NODE 18 --> 31.7853203 sigma out 27 active outputs RANK 16 NODE 13 --> 30.285511 sigma out 24 active outputs RANK 17 NODE 20 --> 30.0700836 sigma out 26 active outputs RANK 18 NODE 19 --> 28.295578 sigma out 27 active outputs RANK 19 NODE 14 --> 27.9388027 sigma out 27 active outputs RANK 20 NODE 12 --> 27.0895844 sigma out 27 active outputs RANK 21 NODE 24 --> 19.6167564 sigma out 27 active outputs RANK 22 NODE 22 --> 18.2115669 sigma out 27 active outputs RANK 23 NODE 23 --> 16.9245644 sigma out 24 active outputs RANK 24 NODE 21 --> 16.7931728 sigma out 26 active outputs RANK 25 NODE 26 --> 13.2456169 sigma out 26 active outputs RANK 26 NODE 25 --> 12.3817778 sigma out 24 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 224.907562 sigma in 25act. ( 122.324989 sig out 1act.) RANK 2 NODE 22 --> 210.653656 sigma in 26act. ( 183.186249 sig out 1act.) RANK 3 NODE 13 --> 166.680557 sigma in 24act. ( 145.148468 sig out 1act.) RANK 4 NODE 26 --> 121.569962 sigma in 25act. ( 104.795403 sig out 1act.) RANK 5 NODE 7 --> 75.6029968 sigma in 26act. ( 83.4836807 sig out 1act.) RANK 6 NODE 15 --> 75.2358093 sigma in 26act. ( 64.5049667 sig out 1act.) RANK 7 NODE 17 --> 72.7487335 sigma in 25act. ( 57.0144653 sig out 1act.) RANK 8 NODE 9 --> 71.4987106 sigma in 24act. ( 76.2029877 sig out 1act.) RANK 9 NODE 8 --> 70.0677185 sigma in 26act. ( 83.0262604 sig out 1act.) RANK 10 NODE 21 --> 54.5790672 sigma in 26act. ( 78.1579208 sig out 1act.) RANK 11 NODE 14 --> 47.4515152 sigma in 26act. ( 38.0641365 sig out 1act.) RANK 12 NODE 19 --> 44.8575058 sigma in 26act. ( 44.2691002 sig out 1act.) RANK 13 NODE 11 --> 43.3159828 sigma in 25act. ( 35.3276062 sig out 1act.) RANK 14 NODE 5 --> 36.3385849 sigma in 26act. ( 35.8584366 sig out 1act.) RANK 15 NODE 1 --> 33.8938675 sigma in 26act. ( 23.1887627 sig out 1act.) RANK 16 NODE 23 --> 33.5933304 sigma in 25act. ( 22.3693466 sig out 1act.) RANK 17 NODE 27 --> 31.5315018 sigma in 25act. ( 33.0450554 sig out 1act.) RANK 18 NODE 10 --> 30.2871628 sigma in 26act. ( 28.3111591 sig out 1act.) RANK 19 NODE 12 --> 26.0718384 sigma in 24act. ( 20.3174782 sig out 1act.) RANK 20 NODE 24 --> 25.9997196 sigma in 26act. ( 21.6140881 sig out 1act.) RANK 21 NODE 3 --> 24.4493275 sigma in 25act. ( 26.3257084 sig out 1act.) RANK 22 NODE 25 --> 22.1450672 sigma in 25act. ( 27.9045029 sig out 1act.) RANK 23 NODE 16 --> 20.5207558 sigma in 26act. ( 17.1485291 sig out 1act.) RANK 24 NODE 6 --> 17.8995018 sigma in 25act. ( 17.7076893 sig out 1act.) RANK 25 NODE 20 --> 14.361393 sigma in 24act. ( 12.9926558 sig out 1act.) RANK 26 NODE 2 --> 11.0706434 sigma in 24act. ( 8.38261032 sig out 1act.) RANK 27 NODE 18 --> 7.86890841 sigma in 23act. ( 6.81533718 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 183.186249 sigma out 1act.( 210.653656 sig in 26act.) RANK 2 NODE 13 --> 145.148468 sigma out 1act.( 166.680557 sig in 24act.) RANK 3 NODE 4 --> 122.324989 sigma out 1act.( 224.907562 sig in 25act.) RANK 4 NODE 26 --> 104.795403 sigma out 1act.( 121.569962 sig in 25act.) RANK 5 NODE 7 --> 83.4836807 sigma out 1act.( 75.6029968 sig in 26act.) RANK 6 NODE 8 --> 83.0262604 sigma out 1act.( 70.0677185 sig in 26act.) RANK 7 NODE 21 --> 78.1579208 sigma out 1act.( 54.5790672 sig in 26act.) RANK 8 NODE 9 --> 76.2029877 sigma out 1act.( 71.4987106 sig in 24act.) RANK 9 NODE 15 --> 64.5049667 sigma out 1act.( 75.2358093 sig in 26act.) RANK 10 NODE 17 --> 57.0144653 sigma out 1act.( 72.7487335 sig in 25act.) RANK 11 NODE 19 --> 44.2691002 sigma out 1act.( 44.8575058 sig in 26act.) RANK 12 NODE 14 --> 38.0641365 sigma out 1act.( 47.4515152 sig in 26act.) RANK 13 NODE 5 --> 35.8584366 sigma out 1act.( 36.3385849 sig in 26act.) RANK 14 NODE 11 --> 35.3276062 sigma out 1act.( 43.3159828 sig in 25act.) RANK 15 NODE 27 --> 33.0450554 sigma out 1act.( 31.5315018 sig in 25act.) RANK 16 NODE 10 --> 28.3111591 sigma out 1act.( 30.2871628 sig in 26act.) RANK 17 NODE 25 --> 27.9045029 sigma out 1act.( 22.1450672 sig in 25act.) RANK 18 NODE 3 --> 26.3257084 sigma out 1act.( 24.4493275 sig in 25act.) RANK 19 NODE 1 --> 23.1887627 sigma out 1act.( 33.8938675 sig in 26act.) RANK 20 NODE 23 --> 22.3693466 sigma out 1act.( 33.5933304 sig in 25act.) RANK 21 NODE 24 --> 21.6140881 sigma out 1act.( 25.9997196 sig in 26act.) RANK 22 NODE 12 --> 20.3174782 sigma out 1act.( 26.0718384 sig in 24act.) RANK 23 NODE 6 --> 17.7076893 sigma out 1act.( 17.8995018 sig in 25act.) RANK 24 NODE 16 --> 17.1485291 sigma out 1act.( 20.5207558 sig in 26act.) RANK 25 NODE 20 --> 12.9926558 sigma out 1act.( 14.361393 sig in 24act.) RANK 26 NODE 2 --> 8.38261032 sigma out 1act.( 11.0706434 sig in 24act.) RANK 27 NODE 18 --> 6.81533718 sigma out 1act.( 7.86890841 sig in 23act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 354.795288 sigma in 27 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.583641827 *** contribution from regularisation: 0.00110402622 *** contribution from error: -0.584745824 *** contribution from DIAG: 0.000138683812 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 19 to knot 20 *********************************************** *** Learn Path 91 *** loss function: -0.583651781 *** contribution from regularisation: 0.00110226462 *** contribution from error: -0.58475405 *** contribution from DIAG: 0.000143040539 *********************************************** --------------------------------------------------- Iteration : 92 *********************************************** *** Learn Path 92 *** loss function: -0.583658218 *** contribution from regularisation: 0.00110381003 *** contribution from error: -0.584762037 *** contribution from DIAG: 0.000130061366 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 23 to knot 3 *********************************************** *** Learn Path 93 *** loss function: -0.583664477 *** contribution from regularisation: 0.00110545056 *** contribution from error: -0.584769905 *** contribution from DIAG: 0.00012479299 *********************************************** --------------------------------------------------- Iteration : 94 *********************************************** *** Learn Path 94 *** loss function: -0.583675444 *** contribution from regularisation: 0.00110230234 *** contribution from error: -0.584777772 *** contribution from DIAG: 0.000129936423 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 20 to knot 12 kill weight from layer 1 knot 2 to knot 20 *********************************************** *** Learn Path 95 *** loss function: -0.583682239 *** contribution from regularisation: 0.0011033261 *** contribution from error: -0.584785581 *** contribution from DIAG: 0.000123158665 *********************************************** --------------------------------------------------- Iteration : 96 *********************************************** *** Learn Path 96 *** loss function: -0.583690941 *** contribution from regularisation: 0.00110239862 *** contribution from error: -0.584793329 *** contribution from DIAG: 0.00013584565 *********************************************** --------------------------------------------------- Iteration : 97 *********************************************** *** Learn Path 97 *** loss function: -0.58370018 *** contribution from regularisation: 0.00110088277 *** contribution from error: -0.584801078 *** contribution from DIAG: 0.000142335237 *********************************************** --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.583707094 *** contribution from regularisation: 0.00110162655 *** contribution from error: -0.584808707 *** contribution from DIAG: 0.000141816301 *********************************************** --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.583714783 *** contribution from regularisation: 0.001101456 *** contribution from error: -0.584816217 *** contribution from DIAG: 0.000141245298 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 337.009827 sigma out 27 active outputs RANK 2 NODE 3 --> 123.256149 sigma out 27 active outputs RANK 3 NODE 2 --> 110.389229 sigma out 26 active outputs RANK 4 NODE 5 --> 81.7953262 sigma out 27 active outputs RANK 5 NODE 6 --> 76.9885635 sigma out 26 active outputs RANK 6 NODE 11 --> 65.9205856 sigma out 27 active outputs RANK 7 NODE 10 --> 63.7411118 sigma out 27 active outputs RANK 8 NODE 9 --> 58.7726936 sigma out 26 active outputs RANK 9 NODE 4 --> 50.3406525 sigma out 27 active outputs RANK 10 NODE 7 --> 48.6391716 sigma out 25 active outputs RANK 11 NODE 15 --> 44.2126083 sigma out 24 active outputs RANK 12 NODE 8 --> 41.3508797 sigma out 25 active outputs RANK 13 NODE 17 --> 33.6823616 sigma out 27 active outputs RANK 14 NODE 16 --> 32.9802017 sigma out 26 active outputs RANK 15 NODE 18 --> 31.8664513 sigma out 27 active outputs RANK 16 NODE 13 --> 30.4705315 sigma out 24 active outputs RANK 17 NODE 20 --> 30.2520103 sigma out 25 active outputs RANK 18 NODE 19 --> 28.3773766 sigma out 26 active outputs RANK 19 NODE 14 --> 27.6846523 sigma out 27 active outputs RANK 20 NODE 12 --> 27.0185566 sigma out 27 active outputs RANK 21 NODE 24 --> 19.6401711 sigma out 27 active outputs RANK 22 NODE 22 --> 18.1586189 sigma out 27 active outputs RANK 23 NODE 23 --> 17.1289234 sigma out 23 active outputs RANK 24 NODE 21 --> 16.7322063 sigma out 26 active outputs RANK 25 NODE 26 --> 13.1795454 sigma out 26 active outputs RANK 26 NODE 25 --> 12.3110876 sigma out 24 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 4 --> 225.155914 sigma in 25act. ( 122.052834 sig out 1act.) RANK 2 NODE 22 --> 211.175781 sigma in 26act. ( 183.189102 sig out 1act.) RANK 3 NODE 13 --> 166.614258 sigma in 24act. ( 146.059631 sig out 1act.) RANK 4 NODE 26 --> 121.707237 sigma in 25act. ( 105.439735 sig out 1act.) RANK 5 NODE 7 --> 76.0219574 sigma in 26act. ( 83.4171143 sig out 1act.) RANK 6 NODE 15 --> 75.051033 sigma in 26act. ( 64.7184525 sig out 1act.) RANK 7 NODE 17 --> 72.6601715 sigma in 25act. ( 57.4913826 sig out 1act.) RANK 8 NODE 9 --> 71.5441742 sigma in 24act. ( 76.9250412 sig out 1act.) RANK 9 NODE 8 --> 70.3302383 sigma in 26act. ( 83.1911545 sig out 1act.) RANK 10 NODE 21 --> 55.253788 sigma in 26act. ( 78.0412064 sig out 1act.) RANK 11 NODE 14 --> 47.440876 sigma in 26act. ( 38.1628036 sig out 1act.) RANK 12 NODE 19 --> 44.9052505 sigma in 26act. ( 44.389328 sig out 1act.) RANK 13 NODE 11 --> 43.4244308 sigma in 25act. ( 35.1819077 sig out 1act.) RANK 14 NODE 5 --> 36.7717934 sigma in 26act. ( 35.6924858 sig out 1act.) RANK 15 NODE 1 --> 33.856163 sigma in 26act. ( 23.2773819 sig out 1act.) RANK 16 NODE 23 --> 33.585247 sigma in 25act. ( 22.4153309 sig out 1act.) RANK 17 NODE 27 --> 31.624136 sigma in 25act. ( 32.9177551 sig out 1act.) RANK 18 NODE 10 --> 30.2522411 sigma in 26act. ( 28.2101364 sig out 1act.) RANK 19 NODE 12 --> 26.3369808 sigma in 23act. ( 20.4661446 sig out 1act.) RANK 20 NODE 24 --> 26.0464325 sigma in 26act. ( 21.4671459 sig out 1act.) RANK 21 NODE 3 --> 24.9847507 sigma in 24act. ( 27.1054916 sig out 1act.) RANK 22 NODE 25 --> 22.1899967 sigma in 25act. ( 27.9789562 sig out 1act.) RANK 23 NODE 16 --> 20.527956 sigma in 26act. ( 17.1555672 sig out 1act.) RANK 24 NODE 6 --> 17.8773594 sigma in 25act. ( 17.824131 sig out 1act.) RANK 25 NODE 20 --> 14.5446482 sigma in 22act. ( 13.4221888 sig out 1act.) RANK 26 NODE 2 --> 11.1466961 sigma in 24act. ( 8.47641659 sig out 1act.) RANK 27 NODE 18 --> 7.93189144 sigma in 23act. ( 6.92960262 sig out 1act.) sorted by output significance RANK 1 NODE 22 --> 183.189102 sigma out 1act.( 211.175781 sig in 26act.) RANK 2 NODE 13 --> 146.059631 sigma out 1act.( 166.614258 sig in 24act.) RANK 3 NODE 4 --> 122.052834 sigma out 1act.( 225.155914 sig in 25act.) RANK 4 NODE 26 --> 105.439735 sigma out 1act.( 121.707237 sig in 25act.) RANK 5 NODE 7 --> 83.4171143 sigma out 1act.( 76.0219574 sig in 26act.) RANK 6 NODE 8 --> 83.1911545 sigma out 1act.( 70.3302383 sig in 26act.) RANK 7 NODE 21 --> 78.0412064 sigma out 1act.( 55.253788 sig in 26act.) RANK 8 NODE 9 --> 76.9250412 sigma out 1act.( 71.5441742 sig in 24act.) RANK 9 NODE 15 --> 64.7184525 sigma out 1act.( 75.051033 sig in 26act.) RANK 10 NODE 17 --> 57.4913826 sigma out 1act.( 72.6601715 sig in 25act.) RANK 11 NODE 19 --> 44.389328 sigma out 1act.( 44.9052505 sig in 26act.) RANK 12 NODE 14 --> 38.1628036 sigma out 1act.( 47.440876 sig in 26act.) RANK 13 NODE 5 --> 35.6924858 sigma out 1act.( 36.7717934 sig in 26act.) RANK 14 NODE 11 --> 35.1819077 sigma out 1act.( 43.4244308 sig in 25act.) RANK 15 NODE 27 --> 32.9177551 sigma out 1act.( 31.624136 sig in 25act.) RANK 16 NODE 10 --> 28.2101364 sigma out 1act.( 30.2522411 sig in 26act.) RANK 17 NODE 25 --> 27.9789562 sigma out 1act.( 22.1899967 sig in 25act.) RANK 18 NODE 3 --> 27.1054916 sigma out 1act.( 24.9847507 sig in 24act.) RANK 19 NODE 1 --> 23.2773819 sigma out 1act.( 33.856163 sig in 26act.) RANK 20 NODE 23 --> 22.4153309 sigma out 1act.( 33.585247 sig in 25act.) RANK 21 NODE 24 --> 21.4671459 sigma out 1act.( 26.0464325 sig in 26act.) RANK 22 NODE 12 --> 20.4661446 sigma out 1act.( 26.3369808 sig in 23act.) RANK 23 NODE 6 --> 17.824131 sigma out 1act.( 17.8773594 sig in 25act.) RANK 24 NODE 16 --> 17.1555672 sigma out 1act.( 20.527956 sig in 26act.) RANK 25 NODE 20 --> 13.4221888 sigma out 1act.( 14.5446482 sig in 22act.) RANK 26 NODE 2 --> 8.47641659 sigma out 1act.( 11.1466961 sig in 24act.) RANK 27 NODE 18 --> 6.92960262 sigma out 1act.( 7.93189144 sig in 23act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 355.609863 sigma in 27 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.583721995 *** contribution from regularisation: 0.00110186101 *** contribution from error: -0.584823847 *** contribution from DIAG: 0.000140479911 *********************************************** -----------------> Test sample create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Proton_Upstream_NeuroBayes.conf NB_AHISTOUT: storage space 123920 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/Proton/Upstream/GlobalPID_Proton_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/Proton/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/Proton/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/Proton/Upstream/NB.txt Training Host = lxplus436.cern.ch Particle type = proton 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_Proton_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 24 nodes, hidden layer has 27 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 RichAbovePiThres Making plots for input RichAboveKaThres Making plots for input RichAbovePrThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input 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 23 input variables. ***************Training results***************** number of nodes in the 1st layer: 26 number of nodes in the 2nd layer: 27 number of nodes in the 3rd layer: 1 number of iterations: 100