Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Electron/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/Electron/Upstream/GlobalPID_Electron_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/Electron/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/Electron/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/Electron/Upstream/NB.txt Training Host = lxplus436.cern.ch Particle type = electron 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_Electron_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 23 nodes, hidden layer has 26 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 23 Your number of nodes in the hidden layer is: 26 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You do not want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function You want to use the global preprocessing flag 621 You use momentum: 0. Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackCloneDist PreproFlag 34 Input 10 TrackFitVeloChi2 PreproFlag 14 Input 11 TrackFitVeloNDoF PreproFlag 19 Input 12 RichUsedAero PreproFlag 18 Input 13 RichUsedR1Gas PreproFlag 18 Input 14 RichAboveMuThres PreproFlag 18 Input 15 RichAboveKaThres PreproFlag 18 Input 16 RichDLLe PreproFlag 34 Input 17 RichDLLmu PreproFlag 34 Input 18 RichDLLk PreproFlag 34 Input 19 RichDLLp PreproFlag 34 Input 20 RichDLLbt PreproFlag 34 Input 21 InAccBrem PreproFlag 19 Input 22 BremPIDe PreproFlag 34 Input 23 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5157981 tracks for input to NN training Sel. Eff. = 19.3874% Selected 1000000 tracks for input to NN training ghost percentage = 29.8513% electron percentage = 5.7412% muon percentage = 0.3947% pion percentage = 53.654% kaon percentage = 7.2871% proton percentage = 2.972% Unknown Particle type 3112 percentage = 0.034% Unknown Particle type 3222 percentage = 0.0368% Unknown Particle type 3312 percentage = 0.0106% Unknown Particle type 3334 percentage = 0.0002% Unknown Particle type 1000010020 percentage = 0.0022% Unknown Particle type 1000010030 percentage = 0.0027% Unknown Particle type 1000020040 percentage = 0.0132% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T Project 2001-2003 Copyright Phi-T GmbH Version 20101206 Library compiled with: NB_MAXPATTERN= 1500000 NB_MAXNODE = 100 ----------------------------------- found 1000000 samples to learn from preprocessing flags/parameters: global preprocessing flag: 621 individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 3 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 4 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 5 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 6 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 7 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 8 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 9 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 10 : PreproFlag = 14 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 11 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 12 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 13 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 14 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 15 : PreproFlag = 18 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 16 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 17 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 18 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 19 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 20 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 21 : PreproFlag = 19 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 22 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. variable # 23 : PreproFlag = 34 parameter # 1 = 0. parameter # 2 = 0. parameter # 3 = 0. parameter # 4 = 0. parameter # 5 = 0. parameter # 6 = 0. parameter # 7 = 0. parameter # 8 = 0. parameter # 9 = 0. parameter # 10 = 0. Using weight factor: 1. now perform preprocessing *** called with option 21 *** This will do for you: *** input variable equalisation *** to flat distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node ************************************ Signal fraction: 5.74119997 % ------------------------------ 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 258. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 259. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 260. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 272. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 273. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 274. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 275. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 277. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 285. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 286. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 287. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 288. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 306. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 320. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 321. Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 325. Unregularised mean is returned ------------------------------ Transdef: Tab for variable 3 58.6800003 526.964966 582.929993 624.14502 659.039978 689.890015 717.734985 743.580017 767.85498 791.130005 813.005005 834.52002 855.859985 877.090027 897.47998 917.97998 938.150024 957.97998 977.710022 997.299988 1016.90002 1036.09998 1055.46997 1075.06494 1094.125 1113.66003 1133.13 1152.55005 1172.44495 1192.25 1212.39502 1232.21997 1252.12 1272.83997 1293.53003 1314.68994 1336.13501 1358.13 1379.84998 1402.13 1424.75 1447.83496 1471.32996 1494.93005 1519.16504 1544.03003 1569.44495 1595.39001 1621.94995 1649.13 1676.45996 1704.39502 1733.60999 1762.84998 1793.63 1825.67004 1858.46997 1892.60498 1927.60999 1963.31006 2001.34998 2040.73999 2081.45996 2124.59009 2169.40479 2216.13989 2265.23999 2317.6001 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 warning: map is empty for variable 3 3811.34009 4023.66992 4262.90527 4539.01465 4869.84961 5245.74512 5693.2251 6233.31006 6872.29492 7639.93018 8567.9043 9715.32031 11142.3799 12968.9551 15317.1445 18586.1191 23868.3008 35725.0898 4692808.5 do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 1.45295644 19.3934059 25.3477707 30.1382904 34.2951813 38.1772003 41.9015388 45.4908142 48.9934883 52.4974442 55.9440079 59.3997345 62.8485031 66.2592163 69.7468719 73.2395935 76.7373734 80.2802124 83.8269348 87.5004578 91.1254883 94.8316345 98.5134659 102.279778 106.026756 109.853912 113.706299 117.644081 121.591629 125.535828 129.517426 133.560669 137.703049 141.799759 145.982788 150.112701 154.281693 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 219.270 warning: map is empty for variable 4 737 224.448425 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 -5.14 warning: map is empty for variable 7 696932 -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 -0.916359782 -0.268890202 do regularised spline fit for input variable # 7 build map for variable # 7 warning: map is empty for variable 7 ------------------------------ Transdef: Tab for variable 8 0.0250362772 0.0670026019 0.0751922578 0.0807324946 0.0850630254 0.088824302 0.0921570808 0.0951310098 0.0978628993 0.10035339 0.102686852 0.104881182 0.106976822 0.109046713 0.110999376 0.112929873 0.114774853 0.116585106 0.118355013 0.120131269 0.121865556 0.123562887 0.125249386 0.126929998 0.128605157 0.130312085 0.132007688 0.133701116 0.135374054 0.137079254 0.138811365 0.140541777 0.142251164 0.144033283 0.145845443 0.147710875 0.149555504 0.151458085 0.153424591 0.155377969 0.157449126 0.15954341 0.161737382 0.164012104 0.166354775 0.168782145 0.171368644 0.174049258 0.17685698 0.17979525 0.182892621 0.18616493 0.189709157 0.193414837 0.197473109 0.201811731 0.206559032 0.211705536 0.217353255 0.223552644 0.230388105 0.237917691 0.246039703 0.254933 0.264446199 0.274248183 0.284248233 0.294195056 0.303867757 0.313237488 0.32230103 0.331067026 0.339505434 0.347644329 0.355792642 0.363 warning: map is empty for variable 8 818526 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. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 15 ------------------------------ Transdef: Tab for variable 16 -135.296295 -42.2428513 -37.5018005 -35.3868484 -33.9720001 -32.8713493 -31.9328499 -31.1280499 -30.4075508 -29.7625999 -29.1529503 -28.5891991 -28.0430489 -27.5338993 -27.0564003 -26.5963001 -26.15555 -25.7293015 -25.3148003 -24.9165001 -24.5364494 -24.1625996 -23.7915993 -23.4354992 -23.0808487 -22.7332993 -22.3883991 -22.0475006 -21.7185001 -21.3920498 -21.0699501 -20.7451 -20.4241009 -20.1079006 -19.7872009 -19.4699001 -19.1646996 -18.8544006 -18.54245 -18.2413502 -17.9416504 -17.6352997 -17.3323994 -17.0286503 -16.7227993 -16.4202003 -16.1140003 -15.8055 -15.5026493 -15.1897507 -14.8796997 -14.5717506 -14.2611504 -13.9438 -13.6243 -13.3057003 -12.97855 -12.6527996 -12.3247995 -11.9874001 -11.6464005 -11.3026505 -10.9514999 -10.5967999 -10.2317505 -9.86660004 -9.49914932 -9.11779976 -8.73219967 -8.34700012 -7.93720007 -7.53279972 -7.10895014 -6.67140007 -6.22735023 -5.78205013 -5.32079983 -4.86460018 -4.3908 -3.91709995 -3.44339991 -2.96355009 -2.49014997 -2.02189994 -1.56734991 -1.13399994 -0.711000025 -0.298799992 0.0309999995 0.53490001 1.19509995 2.06040001 3.13849998 4.54055023 6.28520012 8.59625053 11.6105499 15.8311996 22.5276489 34.4958496 127.994202 do regularised spline fit for input variable # 16 build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 -75.3078003 -19.7052994 -15.5397997 -13.5003996 -12.1303997 -11.0709 -10.1770496 -9.40514946 -8.72374916 -8.12860012 -7.59084988 -7.10114956 -6.65794992 -6.24454975 -5.87625027 -5.54745007 -5.24009991 -4.95494986 -4.69329977 -4.45459986 -4.23134995 -4.02839994 -3.83789992 -3.65665007 -3.48679996 -3.32945013 -3.18309999 -3.03935003 -2.90549994 -2.77719998 -2.65479994 -2.53660011 -2.42560005 -2.31949997 -2.21749997 -2.11610007 -2.01909995 -1.92569995 -1.83369994 -1.74629998 -1.65910006 -1.57420003 -1.49259996 -1.41120005 -1.3319 -1.25590003 -1.17920005 -1.10420001 -1.03009999 -0.957199991 -0.885200024 -0.813799977 -0.744599998 -0.675549984 -0.607599974 -0.538299978 -0.470099986 -0.403400004 -0.334850013 -0.268599987 -0.201299995 -0.135700002 -0.0705000013 -0.0111999996 0. 0. 0. 0. 0. 0. 0. 0. 0.0357000008 0.1052 0.178100005 0.254500002 0.334199995 0.416799992 0.501850009 0.59009999 0.680850029 0.777199984 0.875400007 0.977699995 1.08630002 1.20009995 1.32054996 1.44895005 1.5869 1.74070001 1.90610003 2.08800006 2.29970002 2.54115009 2.82424998 3.17680001 3.63805008 4.30550003 5.46540022 8.3196497 81.2253036 do regularised spline fit for input variable # 17 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -131.308594 -30.8668003 -19.2387505 -12.6422997 -8.75675011 -6.23410034 -4.49909973 -3.29725003 -2.39884996 -1.70910001 -1.15275002 -0.683650017 -0.283150017 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.255100012 0.548600018 0.843800008 1.11730003 1.38559997 1.6401 1.87960005 2.11164999 2.33450007 2.54550004 2.74545002 2.93919992 3.11980009 3.29110003 3.45700002 3.61479998 3.76889992 3.91454983 4.05350018 4.18709993 4.31720018 4.44070005 4.56339979 4.67649984 4.78840017 4.8980999 5.00579977 5.10865021 5.21190023 5.31349993 5.41179991 5.50810003 5.60510015 5.70130014 5.79580021 5.89074993 5.9822998 6.07350016 6.16599989 6.25950003 6.35200024 6.4453001 6.53929996 6.63310003 6.72590017 6.82189989 6.91944981 7.01739979 7.1170001 7.21869993 7.32320023 7.4309001 7.54190016 7.65234995 7.76590014 7.88520002 8.00870037 8.13939953 8.27815056 8.42339993 8.57929993 8.74779987 8.92959976 9.12899971 9.35084915 9.60350037 9.88630009 10.2309999 10.6552 11.2006493 11.9719 13.0541992 14.5678997 16.4528503 18.9633503 22.6791 98.6978989 do regularised spline fit for input variable # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -113.560402 -29.826149 -18.5509491 -12.3297997 -8.3132 -5.46434975 -3.22230005 -1.39450002 -0.122100003 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.405000001 1.16074991 1.82535005 2.32870007 2.7253499 3.04785013 3.32025003 3.55150008 3.75749993 3.94460011 4.1104002 4.26849985 4.4078002 4.54370022 4.66874981 4.78809977 4.90339994 5.01420021 5.11740017 5.22074986 5.32119989 5.41779995 5.51149988 5.60449982 5.6954999 5.78420019 5.87220001 5.95839977 6.04360008 6.12559986 6.20905018 6.29239988 6.375 6.45749998 6.5385499 6.62099981 6.70249987 6.78509998 6.8671999 6.95020008 7.0323 7.11549997 7.19969988 7.28485012 7.37104988 7.45809984 7.54759979 7.63609982 7.72790003 7.82130003 7.91695023 8.01490021 8.11745071 8.22179985 8.32820034 8.43889999 8.55690002 8.6782999 8.8064003 8.93774986 9.07900047 9.22729969 9.38525009 9.55830002 9.74139977 9.93879986 10.1626997 10.4121494 10.6970997 11.0172005 11.4027996 11.86625 12.4251003 13.1203003 13.9780998 14.9938507 16.1765499 17.5839996 19.2912006 21.4733505 24.7597504 83.526001 do regularised spline fit for input variable # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -111.776199 -26.7876015 -16.9142494 -11.4761505 -7.58484983 -4.53269958 -2.08389997 -0.368650019 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.291949987 1.14199996 1.85940003 2.37680006 2.78309989 3.10835004 3.37794995 3.6092999 3.81419992 3.99830008 4.16520023 4.31939983 4.46029997 4.59434986 4.7189002 4.83979988 4.95394993 5.06230021 5.16620016 5.27010012 5.37060022 5.46509981 5.55929995 5.65210009 5.74230003 5.83265018 5.92019987 6.00629997 6.09049988 6.17409992 6.2578001 6.34130001 6.42539978 6.50790024 6.59000015 6.6717 6.75489998 6.83820009 6.92210007 7.00589991 7.08830023 7.17320013 7.25829983 7.34549999 7.43310022 7.52299976 7.61259985 7.70510006 7.79839993 7.89470005 7.99249983 8.0934 8.19979954 8.30720043 8.41800022 8.53619957 8.65634918 8.78549957 8.91749954 9.0571003 9.20870018 9.36789989 9.53979969 9.7251997 9.92319965 10.1503 10.4019003 10.6945 11.0226002 11.4193497 11.9059 12.4912996 13.2163 14.1018505 15.1325493 16.2978992 17.6237488 19.1245499 20.8561497 22.8647995 25.4361 29.2203999 53.1357002 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 -1.56982756 -0.638976097 -0.625065744 -0.621385098 -0.618835509 -0.607506514 -0.607506514 -0.607506514 -0.59140563 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.553588688 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.532890081 -0.46140027 -0.3577528 -0.22497654 -0.197551489 -0.193240166 -0.193240166 -0.193240166 -0.170016766 -0.159759998 -0.10151577 -0.0930809975 -0.0866560936 -0.0866560936 -0.0713868141 -0.0607295036 -0.0593438148 -0.0268115997 -0.00288772583 0.0148792267 0.0225257874 0.0987143517 0.135342121 0.143006802 0.206151962 0.301524162 0.404599667 0.414528847 0.550283909 0.726033211 0.843950748 1.27634811 1.5115242 1.82782078 2.89827085 4.79148388 do regularised spline fit for input variable # 22 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 0.489566624 0.882825017 0.904494405 0.917603016 0.92696631 0.936329603 0.942571759 0.948813975 0.95505619 0.959737837 0.964419484 0.967540562 0.971910119 0.976123571 0.978464425 0.983146071 0.986267149 0.988764048 0.992509365 0.994382024 0.997191012 1.00070226 1.00321031 1.00561798 1.00811481 1.01123595 1.014045 1.01591766 1.01825845 1.02059925 1.02327442 1.02528095 1.02808988 1.02996254 1.03308368 1.03464425 1.03677225 1.03932583 1.04213488 1.04400754 1.04556799 1.04868913 1.05056179 1.05337083 1.05493128 1.05805242 1.05975485 1.06179774 1.06390452 1.06741571 1.06741571 1.07142854 1.07303369 1.07677901 1.07865167 1.08146071 1.08302116 1.0861423 1.0884831 1.09082401 1.09295201 1.0955056 1.0990169 1.10112357 1.10486889 1.10674155 1.1095506 1.11235952 1.11657298 1.11891389 1.12359548 1.12359548 1.12921345 1.13295877 1.13607991 1.1404494 1.14466298 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 1.25 warning: map is empty for variable 23 468171 1.27340829 1.29213488 1.32022476 1.35767794 1.4080056 1.47940075 1.59269667 1.80898881 5.38202238 do regularised spline fit for input variable # 23 build map for variable # 23 warning: map is empty for variable 23 COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 0 0.5 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 5.7 9.8 20.8 4.2 4.9 4.3 6.3 12.1 3.9 5.9 10.8 6.9 12.4 11.0 44.4 14.2 15.0 15.2 15.3 1.1 10.3 27.8 2 5.7 100.0 -4.2 -0.5 4.4 -1.0 6.4 21.9 0.5 1.0 -3.2 1.5 -1.7 -0.1 -0.4 0.6 -2.1 -0.1 -0.2 0.2 3.1 -10.2 -4.1 3 9.8 -4.2 100.0 56.4 22.1 9.4 -1.5 -1.7 8.7 17.1 13.5 16.9 44.2 47.5 65.7 8.3 44.3 43.1 41.6 42.5 -19.0 58.0 5.3 4 20.8 -0.5 56.4 100.0 15.4 2.3 -15.2 -4.9 18.5 19.3 8.0 56.8 46.0 66.2 57.1 28.2 63.7 70.5 71.0 71.3 7.1 48.2 8.8 5 4.2 4.4 22.1 15.4 100.0 2.4 42.7 44.0 -4.2 47.6 -2.6 5.1 11.3 13.8 14.8 1.1 11.7 13.2 13.1 13.8 1.1 14.2 -4.9 6 4.9 -1.0 9.4 2.3 2.4 100.0 7.7 0.3 7.6 22.4 63.8 7.6 14.0 14.4 11.4 5.8 11.9 12.2 11.5 11.4 13.9 10.9 3.7 7 4.3 6.4 -1.5 -15.2 42.7 7.7 100.0 40.6 -10.3 18.6 -2.4 -8.3 -1.1 -4.3 -2.3 -2.2 -5.7 -6.2 -6.4 -5.9 7.7 -3.6 -2.7 8 6.3 21.9 -1.7 -4.9 44.0 0.3 40.6 100.0 -3.9 -1.5 -13.4 -7.8 -8.2 -6.6 -1.6 -2.4 -6.0 -3.3 -2.9 -2.0 -2.7 -5.6 -9.5 9 12.1 0.5 8.7 18.5 -4.2 7.6 -10.3 -3.9 100.0 2.6 11.5 9.1 4.7 9.9 8.9 8.4 11.0 12.9 13.2 13.2 -0.9 8.7 13.1 10 3.9 1.0 17.1 19.3 47.6 22.4 18.6 -1.5 2.6 100.0 38.4 18.3 20.2 24.1 17.0 8.3 21.2 22.0 21.8 21.8 15.7 16.7 10.2 11 5.9 -3.2 13.5 8.0 -2.6 63.8 -2.4 -13.4 11.5 38.4 100.0 9.6 14.0 16.3 13.4 7.0 14.4 15.5 15.0 14.9 12.5 13.3 14.1 12 10.8 1.5 16.9 56.8 5.1 7.6 -8.3 -7.8 9.1 18.3 9.6 100.0 68.6 80.6 43.7 28.5 69.0 69.9 70.3 69.9 27.9 21.5 6.6 13 6.9 -1.7 44.2 46.0 11.3 14.0 -1.1 -8.2 4.7 20.2 14.0 68.6 100.0 85.1 41.9 16.6 58.2 48.4 46.2 45.7 26.8 32.5 5.8 14 12.4 -0.1 47.5 66.2 13.8 14.4 -4.3 -6.6 9.9 24.1 16.3 80.6 85.1 100.0 49.2 25.1 82.5 80.6 79.2 78.8 25.2 39.0 7.1 15 11.0 -0.4 65.7 57.1 14.8 11.4 -2.3 -1.6 8.9 17.0 13.4 43.7 41.9 49.2 100.0 17.0 50.3 50.9 50.4 51.3 12.3 49.2 5.5 16 44.4 0.6 8.3 28.2 1.1 5.8 -2.2 -2.4 8.4 8.3 7.0 28.5 16.6 25.1 17.0 100.0 30.1 27.1 27.2 27.0 7.4 13.0 19.5 17 14.2 -2.1 44.3 63.7 11.7 11.9 -5.7 -6.0 11.0 21.2 14.4 69.0 58.2 82.5 50.3 30.1 100.0 77.4 75.8 75.3 20.0 40.9 7.6 18 15.0 -0.1 43.1 70.5 13.2 12.2 -6.2 -3.3 12.9 22.0 15.5 69.9 48.4 80.6 50.9 27.1 77.4 100.0 97.2 96.9 17.1 42.2 7.0 19 15.2 -0.2 41.6 71.0 13.1 11.5 -6.4 -2.9 13.2 21.8 15.0 70.3 46.2 79.2 50.4 27.2 75.8 97.2 100.0 99.3 17.0 42.0 7.2 20 15.3 0.2 42.5 71.3 13.8 11.4 -5.9 -2.0 13.2 21.8 14.9 69.9 45.7 78.8 51.3 27.0 75.3 96.9 99.3 100.0 16.9 42.6 7.2 21 1.1 3.1 -19.0 7.1 1.1 13.9 7.7 -2.7 -0.9 15.7 12.5 27.9 26.8 25.2 12.3 7.4 20.0 17.1 17.0 16.9 100.0 11.1 1.9 22 10.3 -10.2 58.0 48.2 14.2 10.9 -3.6 -5.6 8.7 16.7 13.3 21.5 32.5 39.0 49.2 13.0 40.9 42.2 42.0 42.6 11.1 100.0 6.8 23 27.8 -4.1 5.3 8.8 -4.9 3.7 -2.7 -9.5 13.1 10.2 14.1 6.6 5.8 7.1 5.5 19.5 7.6 7.0 7.2 7.2 1.9 6.8 100.0 TOTAL CORRELATION TO TARGET (diagonal) 70.9655744 TOTAL CORRELATION OF ALL VARIABLES 51.3666309 ROUND 1: MAX CORR ( 51.3666288) AFTER KILLING INPUT VARIABLE 18 CONTR 0.0147852789 ROUND 2: MAX CORR ( 51.366627) AFTER KILLING INPUT VARIABLE 20 CONTR 0.0137977024 ROUND 3: MAX CORR ( 51.3664302) AFTER KILLING INPUT VARIABLE 19 CONTR 0.142163174 ROUND 4: MAX CORR ( 51.3660038) AFTER KILLING INPUT VARIABLE 5 CONTR 0.20931424 ROUND 5: MAX CORR ( 51.3649814) AFTER KILLING INPUT VARIABLE 3 CONTR 0.324078993 ROUND 6: MAX CORR ( 51.3610891) AFTER KILLING INPUT VARIABLE 13 CONTR 0.632334408 ROUND 7: MAX CORR ( 51.3596716) AFTER KILLING INPUT VARIABLE 14 CONTR 0.381581086 ROUND 8: MAX CORR ( 51.3540454) AFTER KILLING INPUT VARIABLE 22 CONTR 0.760184949 ROUND 9: MAX CORR ( 51.3507954) AFTER KILLING INPUT VARIABLE 15 CONTR 0.577747179 ROUND 10: MAX CORR ( 51.3445985) AFTER KILLING INPUT VARIABLE 21 CONTR 0.797745928 ROUND 11: MAX CORR ( 51.3357755) AFTER KILLING INPUT VARIABLE 11 CONTR 0.951812461 ROUND 12: MAX CORR ( 51.3008749) AFTER KILLING INPUT VARIABLE 17 CONTR 1.89263944 ROUND 13: MAX CORR ( 51.246848) AFTER KILLING INPUT VARIABLE 6 CONTR 2.35379079 ROUND 14: MAX CORR ( 51.1296138) AFTER KILLING INPUT VARIABLE 10 CONTR 3.46439431 ROUND 15: MAX CORR ( 50.9606951) AFTER KILLING INPUT VARIABLE 7 CONTR 4.15270489 ROUND 16: MAX CORR ( 50.7623019) AFTER KILLING INPUT VARIABLE 2 CONTR 4.49234356 ROUND 17: MAX CORR ( 50.5263398) AFTER KILLING INPUT VARIABLE 9 CONTR 4.88879161 ROUND 18: MAX CORR ( 50.0552124) AFTER KILLING INPUT VARIABLE 12 CONTR 6.88380137 ROUND 19: MAX CORR ( 49.3627392) AFTER KILLING INPUT VARIABLE 4 CONTR 8.29724492 ROUND 20: MAX CORR ( 48.4970779) AFTER KILLING INPUT VARIABLE 8 CONTR 9.20399087 ROUND 21: MAX CORR ( 44.3644124) AFTER KILLING INPUT VARIABLE 23 CONTR 19.5899331 LAST REMAINING VARIABLE: 16 total correlation to target: 51.3666309 % total significance: 513.666309 sigma correlations of single variables to target: variable 2: 5.6903429 % , in sigma: 56.903429 variable 3: 9.75550471 % , in sigma: 97.5550471 variable 4: 20.762148 % , in sigma: 207.62148 variable 5: 4.20181491 % , in sigma: 42.0181491 variable 6: 4.92586072 % , in sigma: 49.2586072 variable 7: 4.30100626 % , in sigma: 43.0100626 variable 8: 6.29915004 % , in sigma: 62.9915004 variable 9: 12.0603705 % , in sigma: 120.603705 variable 10: 3.88703977 % , in sigma: 38.8703977 variable 11: 5.93206295 % , in sigma: 59.3206295 variable 12: 10.8118266 % , in sigma: 108.118266 variable 13: 6.94318385 % , in sigma: 69.4318385 variable 14: 12.3805493 % , in sigma: 123.805493 variable 15: 11.0199487 % , in sigma: 110.199487 variable 16: 44.3644124 % , in sigma: 443.644124 variable 17: 14.1658589 % , in sigma: 141.658589 variable 18: 15.0253912 % , in sigma: 150.253912 variable 19: 15.1949909 % , in sigma: 151.949909 variable 20: 15.2721701 % , in sigma: 152.721701 variable 21: 1.10749169 % , in sigma: 11.0749169 variable 22: 10.3179561 % , in sigma: 103.179561 variable 23: 27.8456177 % , in sigma: 278.456177 variables sorted by significance: 1 most relevant variable 16 corr 44.3644142 , in sigma: 443.644142 2 most relevant variable 23 corr 19.5899334 , in sigma: 195.899334 3 most relevant variable 8 corr 9.20399094 , in sigma: 92.0399094 4 most relevant variable 4 corr 8.29724503 , in sigma: 82.9724503 5 most relevant variable 12 corr 6.88380146 , in sigma: 68.8380146 6 most relevant variable 9 corr 4.88879156 , in sigma: 48.8879156 7 most relevant variable 2 corr 4.49234343 , in sigma: 44.9234343 8 most relevant variable 7 corr 4.15270472 , in sigma: 41.5270472 9 most relevant variable 10 corr 3.46439433 , in sigma: 34.6439433 10 most relevant variable 6 corr 2.35379076 , in sigma: 23.5379076 11 most relevant variable 17 corr 1.8926394 , in sigma: 18.926394 12 most relevant variable 11 corr 0.951812446 , in sigma: 9.51812446 13 most relevant variable 21 corr 0.797745943 , in sigma: 7.97745943 14 most relevant variable 15 corr 0.577747166 , in sigma: 5.77747166 15 most relevant variable 22 corr 0.760184944 , in sigma: 7.60184944 16 most relevant variable 14 corr 0.381581098 , in sigma: 3.81581098 17 most relevant variable 13 corr 0.632334411 , in sigma: 6.32334411 18 most relevant variable 3 corr 0.324079007 , in sigma: 3.24079007 19 most relevant variable 5 corr 0.209314242 , in sigma: 2.09314242 20 most relevant variable 19 corr 0.142163172 , in sigma: 1.42163172 21 most relevant variable 20 corr 0.0137977023 , in sigma: 0.137977023 22 most relevant variable 18 corr 0.0147852786 , in sigma: 0.147852786 global correlations between input variables: variable 2: 26.6496696 % variable 3: 87.7705669 % variable 4: 81.2470263 % variable 5: 71.9780738 % variable 6: 65.9480331 % variable 7: 54.8786138 % variable 8: 60.2387596 % variable 9: 25.8344156 % variable 10: 67.0090759 % variable 11: 71.9802828 % variable 12: 89.3489187 % variable 13: 94.2238855 % variable 14: 97.527073 % variable 15: 78.2448322 % variable 16: 39.3074336 % variable 17: 87.1492895 % variable 18: 97.5235912 % variable 19: 99.4089616 % variable 20: 99.3616922 % variable 21: 58.2304624 % variable 22: 66.2858099 % variable 23: 28.4800939 % significance loss when removing single variables: variable 2: corr = 4.68019846 % , sigma = 46.8019846 variable 3: corr = 0.329986573 % , sigma = 3.29986573 variable 4: corr = 8.45946919 % , sigma = 84.5946919 variable 5: corr = 0.207618564 % , sigma = 2.07618564 variable 6: corr = 1.41372012 % , sigma = 14.1372012 variable 7: corr = 4.75820602 % , sigma = 47.5820602 variable 8: corr = 4.75911288 % , sigma = 47.5911288 variable 9: corr = 4.77614013 % , sigma = 47.7614013 variable 10: corr = 3.37887454 % , sigma = 33.7887454 variable 11: corr = 0.986740842 % , sigma = 9.86740842 variable 12: corr = 3.19728026 % , sigma = 31.9728026 variable 13: corr = 0.4818578 % , sigma = 4.818578 variable 14: corr = 0.671636291 % , sigma = 6.71636291 variable 15: corr = 0.355594545 % , sigma = 3.55594545 variable 16: corr = 36.0381873 % , sigma = 360.381873 variable 17: corr = 1.86649374 % , sigma = 18.6649374 variable 18: corr = 0.0147852789 % , sigma = 0.147852789 variable 19: corr = 0.0464116713 % , sigma = 0.464116713 variable 20: corr = 0.0155259791 % , sigma = 0.155259791 variable 21: corr = 0.862052056 % , sigma = 8.62052056 variable 22: corr = 0.831163625 % , sigma = 8.31163625 variable 23: corr = 19.2548808 % , sigma = 192.548808 Keep only 18 most significant input variables Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -1.982849 create test 22 plots 9100/9200: 2 NVar: 19. 2936 --------- Entering internal boost mode: --------- Weightsum per Output Node: 1000000. Starting analysis with 30 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 2.9927237 PREPRO: (sigma of derived input)/eigenvalue # 2 : 1.74207187 PREPRO: (sigma of derived input)/eigenvalue # 3 : 1.62887573 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.55543828 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.48109698 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.35603845 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.19091678 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.07938516 PREPRO: (sigma of derived input)/eigenvalue # 9 : 1.00292587 PREPRO: (sigma of derived input)/eigenvalue # 10 : 0.966648877 PREPRO: (sigma of derived input)/eigenvalue # 11 : 0.934726477 PREPRO: (sigma of derived input)/eigenvalue # 12 : 0.830141842 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.767698884 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.708830655 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.640177488 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.566742182 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.520703435 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.415525019 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.40109551 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.361169517 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.336699486 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.303681016 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.185724184 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.138470545 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.00208612438 PREPRO: (sigma of derived input)/eigenvalue # 26 : 0.000344130152 PREPRO: (sigma of derived input)/eigenvalue # 27 : 0.000191035069 PREPRO: (sigma of derived input)/eigenvalue # 28 : 7.932519E-08 PREPRO: (sigma of derived input)/eigenvalue # 29 : 1.48047405E-07 PREPRO: (sigma of derived input)/eigenvalue # 30 : 0.000394892937 Using 24 variables out of 30 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 0 0.5 3.0 1.7 1.6 1.6 1.5 1.4 1.2 1.1 1.0 1.0 0.9 0.8 0.8 0.7 0.6 0.6 0.5 0.4 0.4 0.4 0.3 0.3 0.2 0.1 1 100.0 13.2 -11.9 -0.5 -14.2 4.4 29.2 18.3 0.8 -0.9 -1.2 3.5 -7.8 -0.4 10.1 6.8 4.6 2.8 -0.2 -4.1 -3.0 -0.7 1.2 1.7 8.6 2 13.2 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 3 -11.9 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 4 -0.5 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 5 -14.2 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 6 4.4 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7 29.2 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 8 18.3 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 9 0.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 10 -0.9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 11 -1.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 12 3.5 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 13 -7.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 14 -0.4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 15 10.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 16 6.8 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 17 4.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 18 2.8 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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 19 -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 0.0 100.0 0.0 0.0 0.0 0.0 0.0 0.0 20 -4.1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 0.0 21 -3.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 0.0 22 -0.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 0.0 23 1.2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 24 1.7 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 25 8.6 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 45.6467634 PREPRO: MEAN( 1)= -0.885176 WIDTH 0.216463665 PREPRO: MEAN( 2)= 7.39356987E-08 WIDTH 8.95639473 PREPRO: MEAN( 3)= 5.84981026E-08 WIDTH 3.03481692 PREPRO: MEAN( 4)= 4.41263914E-08 WIDTH 2.65323683 PREPRO: MEAN( 5)= 8.34443271E-08 WIDTH 2.4193882 PREPRO: MEAN( 6)= -2.62896083E-08 WIDTH 2.1936486 PREPRO: MEAN( 7)= -2.87381709E-08 WIDTH 1.83884045 PREPRO: MEAN( 8)= 2.17241719E-08 WIDTH 1.41828235 PREPRO: MEAN( 9)= 4.96211611E-08 WIDTH 1.1650725 PREPRO: MEAN( 10)= -1.78255457E-08 WIDTH 1.00586032 PREPRO: MEAN( 11)= 3.63000408E-08 WIDTH 0.934410301 PREPRO: MEAN( 12)= 3.68660358E-08 WIDTH 0.873713509 PREPRO: MEAN( 13)= 4.00648564E-08 WIDTH 0.689135398 PREPRO: MEAN( 14)= 1.00113973E-08 WIDTH 0.589361741 PREPRO: MEAN( 15)= -8.04648548E-09 WIDTH 0.502440674 PREPRO: MEAN( 16)= -2.083987E-08 WIDTH 0.409827293 PREPRO: MEAN( 17)= 9.12184769E-09 WIDTH 0.32119672 PREPRO: MEAN( 18)= -1.5958944E-08 WIDTH 0.271132167 PREPRO: MEAN( 19)= -7.33986497E-10 WIDTH 0.172661039 PREPRO: MEAN( 20)= 1.56878857E-08 WIDTH 0.160877508 PREPRO: MEAN( 21)= -2.00634263E-08 WIDTH 0.130443396 PREPRO: MEAN( 22)= -1.14019755E-08 WIDTH 0.113366548 PREPRO: MEAN( 23)= 3.36539503E-08 WIDTH 0.0922221102 PREPRO: MEAN( 24)= 2.2463439E-08 WIDTH 0.0344934037 PREPRO: MEAN( 25)= 9.98141035E-09 WIDTH 0.0191740299 ------------------------------------- Teacher: actual network topology: Nodes(1) = 25 Nodes(2) = 26 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 260.671844 sigma out 26 active outputs RANK 2 NODE 7 --> 145.721039 sigma out 26 active outputs RANK 3 NODE 2 --> 112.584007 sigma out 26 active outputs RANK 4 NODE 10 --> 98.7617264 sigma out 26 active outputs RANK 5 NODE 8 --> 97.0299911 sigma out 26 active outputs RANK 6 NODE 5 --> 91.0660248 sigma out 26 active outputs RANK 7 NODE 3 --> 80.1355515 sigma out 26 active outputs RANK 8 NODE 4 --> 78.7809372 sigma out 26 active outputs RANK 9 NODE 11 --> 71.9331894 sigma out 26 active outputs RANK 10 NODE 12 --> 70.6581879 sigma out 26 active outputs RANK 11 NODE 6 --> 70.0606537 sigma out 26 active outputs RANK 12 NODE 9 --> 69.0507431 sigma out 26 active outputs RANK 13 NODE 13 --> 63.4009285 sigma out 26 active outputs RANK 14 NODE 18 --> 55.3149376 sigma out 26 active outputs RANK 15 NODE 15 --> 51.7174759 sigma out 26 active outputs RANK 16 NODE 22 --> 49.0980606 sigma out 26 active outputs RANK 17 NODE 20 --> 46.9729118 sigma out 26 active outputs RANK 18 NODE 14 --> 45.2499619 sigma out 26 active outputs RANK 19 NODE 21 --> 43.9873657 sigma out 26 active outputs RANK 20 NODE 19 --> 42.8949432 sigma out 26 active outputs RANK 21 NODE 23 --> 41.2367897 sigma out 26 active outputs RANK 22 NODE 16 --> 38.5488358 sigma out 26 active outputs RANK 23 NODE 25 --> 36.7677307 sigma out 26 active outputs RANK 24 NODE 17 --> 36.6157837 sigma out 26 active outputs RANK 25 NODE 24 --> 35.7097168 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 227.411545 sigma in 25act. ( 254.308304 sig out 1act.) RANK 2 NODE 25 --> 133.77034 sigma in 25act. ( 152.598602 sig out 1act.) RANK 3 NODE 15 --> 133.318268 sigma in 25act. ( 142.543716 sig out 1act.) RANK 4 NODE 10 --> 115.618439 sigma in 25act. ( 160.203568 sig out 1act.) RANK 5 NODE 17 --> 106.744545 sigma in 25act. ( 167.278427 sig out 1act.) RANK 6 NODE 12 --> 106.12513 sigma in 25act. ( 161.511932 sig out 1act.) RANK 7 NODE 13 --> 91.7964172 sigma in 25act. ( 128.911316 sig out 1act.) RANK 8 NODE 24 --> 78.6200333 sigma in 25act. ( 108.002075 sig out 1act.) RANK 9 NODE 8 --> 76.609642 sigma in 25act. ( 97.8712769 sig out 1act.) RANK 10 NODE 6 --> 73.6654282 sigma in 25act. ( 102.066727 sig out 1act.) RANK 11 NODE 23 --> 73.0906601 sigma in 25act. ( 94.4053345 sig out 1act.) RANK 12 NODE 18 --> 68.725296 sigma in 25act. ( 88.6478195 sig out 1act.) RANK 13 NODE 26 --> 64.9371262 sigma in 25act. ( 83.1030884 sig out 1act.) RANK 14 NODE 11 --> 63.6379356 sigma in 25act. ( 86.3488693 sig out 1act.) RANK 15 NODE 3 --> 52.3657265 sigma in 25act. ( 51.1738472 sig out 1act.) RANK 16 NODE 14 --> 50.0050545 sigma in 25act. ( 67.5746765 sig out 1act.) RANK 17 NODE 7 --> 48.5524559 sigma in 25act. ( 60.9219971 sig out 1act.) RANK 18 NODE 21 --> 47.4879189 sigma in 25act. ( 46.542305 sig out 1act.) RANK 19 NODE 22 --> 45.9090996 sigma in 25act. ( 55.6371422 sig out 1act.) RANK 20 NODE 1 --> 42.6887283 sigma in 25act. ( 41.9162712 sig out 1act.) RANK 21 NODE 2 --> 41.4612694 sigma in 25act. ( 59.3778725 sig out 1act.) RANK 22 NODE 16 --> 40.3153725 sigma in 25act. ( 25.1298313 sig out 1act.) RANK 23 NODE 9 --> 35.3127899 sigma in 25act. ( 2.72708678 sig out 1act.) RANK 24 NODE 20 --> 34.7009544 sigma in 25act. ( 32.5154419 sig out 1act.) RANK 25 NODE 19 --> 31.6437302 sigma in 25act. ( 23.9070206 sig out 1act.) RANK 26 NODE 4 --> 30.2432938 sigma in 25act. ( 7.77881908 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 254.308304 sigma out 1act.( 227.411545 sig in 25act.) RANK 2 NODE 17 --> 167.278427 sigma out 1act.( 106.744545 sig in 25act.) RANK 3 NODE 12 --> 161.511932 sigma out 1act.( 106.12513 sig in 25act.) RANK 4 NODE 10 --> 160.203568 sigma out 1act.( 115.618439 sig in 25act.) RANK 5 NODE 25 --> 152.598602 sigma out 1act.( 133.77034 sig in 25act.) RANK 6 NODE 15 --> 142.543716 sigma out 1act.( 133.318268 sig in 25act.) RANK 7 NODE 13 --> 128.911316 sigma out 1act.( 91.7964172 sig in 25act.) RANK 8 NODE 24 --> 108.002075 sigma out 1act.( 78.6200333 sig in 25act.) RANK 9 NODE 6 --> 102.066727 sigma out 1act.( 73.6654282 sig in 25act.) RANK 10 NODE 8 --> 97.8712769 sigma out 1act.( 76.609642 sig in 25act.) RANK 11 NODE 23 --> 94.4053345 sigma out 1act.( 73.0906601 sig in 25act.) RANK 12 NODE 18 --> 88.6478195 sigma out 1act.( 68.725296 sig in 25act.) RANK 13 NODE 11 --> 86.3488693 sigma out 1act.( 63.6379356 sig in 25act.) RANK 14 NODE 26 --> 83.1030884 sigma out 1act.( 64.9371262 sig in 25act.) RANK 15 NODE 14 --> 67.5746765 sigma out 1act.( 50.0050545 sig in 25act.) RANK 16 NODE 7 --> 60.9219971 sigma out 1act.( 48.5524559 sig in 25act.) RANK 17 NODE 2 --> 59.3778725 sigma out 1act.( 41.4612694 sig in 25act.) RANK 18 NODE 22 --> 55.6371422 sigma out 1act.( 45.9090996 sig in 25act.) RANK 19 NODE 3 --> 51.1738472 sigma out 1act.( 52.3657265 sig in 25act.) RANK 20 NODE 21 --> 46.542305 sigma out 1act.( 47.4879189 sig in 25act.) RANK 21 NODE 1 --> 41.9162712 sigma out 1act.( 42.6887283 sig in 25act.) RANK 22 NODE 20 --> 32.5154419 sigma out 1act.( 34.7009544 sig in 25act.) RANK 23 NODE 16 --> 25.1298313 sigma out 1act.( 40.3153725 sig in 25act.) RANK 24 NODE 19 --> 23.9070206 sigma out 1act.( 31.6437302 sig in 25act.) RANK 25 NODE 4 --> 7.77881908 sigma out 1act.( 30.2432938 sig in 25act.) RANK 26 NODE 9 --> 2.72708678 sigma out 1act.( 35.3127899 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 539.622437 sigma in 26 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 303.081512 sigma out 26 active outputs RANK 2 NODE 7 --> 168.082092 sigma out 26 active outputs RANK 3 NODE 2 --> 127.9534 sigma out 26 active outputs RANK 4 NODE 10 --> 110.563469 sigma out 26 active outputs RANK 5 NODE 8 --> 107.198936 sigma out 26 active outputs RANK 6 NODE 5 --> 100.706215 sigma out 26 active outputs RANK 7 NODE 3 --> 87.6274567 sigma out 26 active outputs RANK 8 NODE 4 --> 85.9020691 sigma out 26 active outputs RANK 9 NODE 12 --> 75.2454605 sigma out 26 active outputs RANK 10 NODE 11 --> 72.9160461 sigma out 26 active outputs RANK 11 NODE 9 --> 70.5952454 sigma out 26 active outputs RANK 12 NODE 6 --> 69.4506226 sigma out 26 active outputs RANK 13 NODE 13 --> 62.8485374 sigma out 26 active outputs RANK 14 NODE 18 --> 52.5428772 sigma out 26 active outputs RANK 15 NODE 15 --> 45.180172 sigma out 26 active outputs RANK 16 NODE 14 --> 38.6002502 sigma out 26 active outputs RANK 17 NODE 16 --> 32.6624222 sigma out 26 active outputs RANK 18 NODE 20 --> 32.5230026 sigma out 26 active outputs RANK 19 NODE 19 --> 32.2762375 sigma out 26 active outputs RANK 20 NODE 21 --> 31.8188667 sigma out 26 active outputs RANK 21 NODE 23 --> 28.0670662 sigma out 26 active outputs RANK 22 NODE 17 --> 27.4421158 sigma out 26 active outputs RANK 23 NODE 22 --> 25.6126633 sigma out 26 active outputs RANK 24 NODE 25 --> 12.0595798 sigma out 26 active outputs RANK 25 NODE 24 --> 8.88979912 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 262.809082 sigma in 25act. ( 171.256317 sig out 1act.) RANK 2 NODE 25 --> 153.289642 sigma in 25act. ( 101.928406 sig out 1act.) RANK 3 NODE 15 --> 147.311295 sigma in 25act. ( 98.750206 sig out 1act.) RANK 4 NODE 10 --> 129.49794 sigma in 25act. ( 124.177452 sig out 1act.) RANK 5 NODE 17 --> 116.30233 sigma in 25act. ( 124.661774 sig out 1act.) RANK 6 NODE 12 --> 113.902817 sigma in 25act. ( 117.080826 sig out 1act.) RANK 7 NODE 13 --> 108.092979 sigma in 25act. ( 86.0226746 sig out 1act.) RANK 8 NODE 24 --> 86.1348572 sigma in 25act. ( 78.7336884 sig out 1act.) RANK 9 NODE 8 --> 81.2982788 sigma in 25act. ( 72.1610718 sig out 1act.) RANK 10 NODE 6 --> 80.696907 sigma in 25act. ( 72.7799377 sig out 1act.) RANK 11 NODE 23 --> 80.065506 sigma in 25act. ( 64.3189392 sig out 1act.) RANK 12 NODE 18 --> 73.4423904 sigma in 25act. ( 65.2831268 sig out 1act.) RANK 13 NODE 11 --> 69.6048584 sigma in 25act. ( 54.4482765 sig out 1act.) RANK 14 NODE 26 --> 63.7114334 sigma in 25act. ( 59.955162 sig out 1act.) RANK 15 NODE 22 --> 44.9357185 sigma in 25act. ( 41.0892715 sig out 1act.) RANK 16 NODE 7 --> 44.704586 sigma in 25act. ( 40.732029 sig out 1act.) RANK 17 NODE 14 --> 44.411232 sigma in 25act. ( 48.6884842 sig out 1act.) RANK 18 NODE 21 --> 39.5391464 sigma in 25act. ( 30.9986477 sig out 1act.) RANK 19 NODE 2 --> 36.8769341 sigma in 25act. ( 48.4704094 sig out 1act.) RANK 20 NODE 3 --> 35.6852531 sigma in 25act. ( 37.7427025 sig out 1act.) RANK 21 NODE 1 --> 32.3350677 sigma in 25act. ( 30.630619 sig out 1act.) RANK 22 NODE 20 --> 23.4610672 sigma in 25act. ( 23.5205746 sig out 1act.) RANK 23 NODE 19 --> 18.3920879 sigma in 25act. ( 18.4170284 sig out 1act.) RANK 24 NODE 16 --> 17.3565769 sigma in 25act. ( 19.0663433 sig out 1act.) RANK 25 NODE 9 --> 8.49334908 sigma in 25act. ( 1.87141275 sig out 1act.) RANK 26 NODE 4 --> 7.81128883 sigma in 25act. ( 5.5999608 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 171.256317 sigma out 1act.( 262.809082 sig in 25act.) RANK 2 NODE 17 --> 124.661774 sigma out 1act.( 116.30233 sig in 25act.) RANK 3 NODE 10 --> 124.177452 sigma out 1act.( 129.49794 sig in 25act.) RANK 4 NODE 12 --> 117.080826 sigma out 1act.( 113.902817 sig in 25act.) RANK 5 NODE 25 --> 101.928406 sigma out 1act.( 153.289642 sig in 25act.) RANK 6 NODE 15 --> 98.750206 sigma out 1act.( 147.311295 sig in 25act.) RANK 7 NODE 13 --> 86.0226746 sigma out 1act.( 108.092979 sig in 25act.) RANK 8 NODE 24 --> 78.7336884 sigma out 1act.( 86.1348572 sig in 25act.) RANK 9 NODE 6 --> 72.7799377 sigma out 1act.( 80.696907 sig in 25act.) RANK 10 NODE 8 --> 72.1610718 sigma out 1act.( 81.2982788 sig in 25act.) RANK 11 NODE 18 --> 65.2831268 sigma out 1act.( 73.4423904 sig in 25act.) RANK 12 NODE 23 --> 64.3189392 sigma out 1act.( 80.065506 sig in 25act.) RANK 13 NODE 26 --> 59.955162 sigma out 1act.( 63.7114334 sig in 25act.) RANK 14 NODE 11 --> 54.4482765 sigma out 1act.( 69.6048584 sig in 25act.) RANK 15 NODE 14 --> 48.6884842 sigma out 1act.( 44.411232 sig in 25act.) RANK 16 NODE 2 --> 48.4704094 sigma out 1act.( 36.8769341 sig in 25act.) RANK 17 NODE 22 --> 41.0892715 sigma out 1act.( 44.9357185 sig in 25act.) RANK 18 NODE 7 --> 40.732029 sigma out 1act.( 44.704586 sig in 25act.) RANK 19 NODE 3 --> 37.7427025 sigma out 1act.( 35.6852531 sig in 25act.) RANK 20 NODE 21 --> 30.9986477 sigma out 1act.( 39.5391464 sig in 25act.) RANK 21 NODE 1 --> 30.630619 sigma out 1act.( 32.3350677 sig in 25act.) RANK 22 NODE 20 --> 23.5205746 sigma out 1act.( 23.4610672 sig in 25act.) RANK 23 NODE 16 --> 19.0663433 sigma out 1act.( 17.3565769 sig in 25act.) RANK 24 NODE 19 --> 18.4170284 sigma out 1act.( 18.3920879 sig in 25act.) RANK 25 NODE 4 --> 5.5999608 sigma out 1act.( 7.81128883 sig in 25act.) RANK 26 NODE 9 --> 1.87141275 sigma out 1act.( 8.49334908 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 381.943939 sigma in 26 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.50104785 *** contribution from regularisation: 0.000716889394 *** contribution from error: -0.501764715 *** contribution from DIAG: 1.43971756E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.559227765 *** contribution from regularisation: 0.00119637325 *** contribution from error: -0.560424149 *** contribution from DIAG: 5.59378714E-05 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.561985373 *** contribution from regularisation: 0.00106222567 *** contribution from error: -0.563047588 *** contribution from DIAG: 9.14734119E-05 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.563007832 *** contribution from regularisation: 0.00114156166 *** contribution from error: -0.56414938 *** contribution from DIAG: 9.79073302E-05 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.563619256 *** contribution from regularisation: 0.00112784049 *** contribution from error: -0.564747095 *** contribution from DIAG: 0.000100169957 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.564031661 *** contribution from regularisation: 0.00113265403 *** contribution from error: -0.565164328 *** contribution from DIAG: 0.000102768041 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.564340115 *** contribution from regularisation: 0.00113143784 *** contribution from error: -0.56547153 *** contribution from DIAG: 0.000104279869 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.564574182 *** contribution from regularisation: 0.00113319722 *** contribution from error: -0.565707386 *** contribution from DIAG: 0.000106616899 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.564760149 *** contribution from regularisation: 0.00113345752 *** contribution from error: -0.56589359 *** contribution from DIAG: 0.000107551336 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 328.453278 sigma out 26 active outputs RANK 2 NODE 7 --> 178.580643 sigma out 26 active outputs RANK 3 NODE 2 --> 135.2146 sigma out 26 active outputs RANK 4 NODE 10 --> 115.181709 sigma out 26 active outputs RANK 5 NODE 8 --> 112.305397 sigma out 26 active outputs RANK 6 NODE 5 --> 104.624611 sigma out 26 active outputs RANK 7 NODE 3 --> 92.2726059 sigma out 26 active outputs RANK 8 NODE 4 --> 88.2483749 sigma out 26 active outputs RANK 9 NODE 12 --> 78.7716141 sigma out 26 active outputs RANK 10 NODE 11 --> 73.864418 sigma out 26 active outputs RANK 11 NODE 9 --> 72.9157867 sigma out 26 active outputs RANK 12 NODE 6 --> 69.5612717 sigma out 26 active outputs RANK 13 NODE 13 --> 64.6315079 sigma out 26 active outputs RANK 14 NODE 18 --> 56.0664139 sigma out 26 active outputs RANK 15 NODE 15 --> 47.9616127 sigma out 26 active outputs RANK 16 NODE 14 --> 39.9143028 sigma out 26 active outputs RANK 17 NODE 16 --> 35.3855667 sigma out 26 active outputs RANK 18 NODE 19 --> 32.7375145 sigma out 26 active outputs RANK 19 NODE 21 --> 32.6216812 sigma out 26 active outputs RANK 20 NODE 20 --> 32.521328 sigma out 26 active outputs RANK 21 NODE 25 --> 31.5069656 sigma out 26 active outputs RANK 22 NODE 23 --> 30.1940079 sigma out 26 active outputs RANK 23 NODE 17 --> 30.1538029 sigma out 26 active outputs RANK 24 NODE 22 --> 25.6521683 sigma out 26 active outputs RANK 25 NODE 24 --> 11.121151 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 273.185638 sigma in 25act. ( 174.233795 sig out 1act.) RANK 2 NODE 25 --> 164.746368 sigma in 25act. ( 105.90966 sig out 1act.) RANK 3 NODE 15 --> 156.621521 sigma in 25act. ( 102.024132 sig out 1act.) RANK 4 NODE 10 --> 138.469559 sigma in 25act. ( 128.759949 sig out 1act.) RANK 5 NODE 17 --> 121.022629 sigma in 25act. ( 125.839912 sig out 1act.) RANK 6 NODE 13 --> 119.828636 sigma in 25act. ( 90.5873337 sig out 1act.) RANK 7 NODE 12 --> 118.900162 sigma in 25act. ( 118.257561 sig out 1act.) RANK 8 NODE 24 --> 92.5759888 sigma in 25act. ( 81.839386 sig out 1act.) RANK 9 NODE 8 --> 89.2124252 sigma in 25act. ( 75.4645081 sig out 1act.) RANK 10 NODE 6 --> 88.9363785 sigma in 25act. ( 78.2820129 sig out 1act.) RANK 11 NODE 23 --> 84.0704193 sigma in 25act. ( 66.1611252 sig out 1act.) RANK 12 NODE 18 --> 80.7299347 sigma in 25act. ( 69.5284119 sig out 1act.) RANK 13 NODE 11 --> 76.5337372 sigma in 25act. ( 59.2002678 sig out 1act.) RANK 14 NODE 26 --> 68.5393677 sigma in 25act. ( 62.673851 sig out 1act.) RANK 15 NODE 22 --> 53.2106743 sigma in 25act. ( 45.9392052 sig out 1act.) RANK 16 NODE 14 --> 47.3959274 sigma in 25act. ( 49.0472717 sig out 1act.) RANK 17 NODE 7 --> 47.0352898 sigma in 25act. ( 41.463192 sig out 1act.) RANK 18 NODE 21 --> 45.459404 sigma in 25act. ( 34.4550781 sig out 1act.) RANK 19 NODE 2 --> 39.9635963 sigma in 25act. ( 50.3209839 sig out 1act.) RANK 20 NODE 3 --> 36.5864677 sigma in 25act. ( 39.2686386 sig out 1act.) RANK 21 NODE 1 --> 32.6122704 sigma in 25act. ( 32.0069923 sig out 1act.) RANK 22 NODE 20 --> 27.7432861 sigma in 25act. ( 26.0204067 sig out 1act.) RANK 23 NODE 19 --> 20.9350109 sigma in 25act. ( 19.7739601 sig out 1act.) RANK 24 NODE 16 --> 17.2135162 sigma in 25act. ( 17.6657925 sig out 1act.) RANK 25 NODE 4 --> 10.0656271 sigma in 25act. ( 6.7511611 sig out 1act.) RANK 26 NODE 9 --> 9.78794956 sigma in 25act. ( 3.44513178 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 174.233795 sigma out 1act.( 273.185638 sig in 25act.) RANK 2 NODE 10 --> 128.759949 sigma out 1act.( 138.469559 sig in 25act.) RANK 3 NODE 17 --> 125.839912 sigma out 1act.( 121.022629 sig in 25act.) RANK 4 NODE 12 --> 118.257561 sigma out 1act.( 118.900162 sig in 25act.) RANK 5 NODE 25 --> 105.90966 sigma out 1act.( 164.746368 sig in 25act.) RANK 6 NODE 15 --> 102.024132 sigma out 1act.( 156.621521 sig in 25act.) RANK 7 NODE 13 --> 90.5873337 sigma out 1act.( 119.828636 sig in 25act.) RANK 8 NODE 24 --> 81.839386 sigma out 1act.( 92.5759888 sig in 25act.) RANK 9 NODE 6 --> 78.2820129 sigma out 1act.( 88.9363785 sig in 25act.) RANK 10 NODE 8 --> 75.4645081 sigma out 1act.( 89.2124252 sig in 25act.) RANK 11 NODE 18 --> 69.5284119 sigma out 1act.( 80.7299347 sig in 25act.) RANK 12 NODE 23 --> 66.1611252 sigma out 1act.( 84.0704193 sig in 25act.) RANK 13 NODE 26 --> 62.673851 sigma out 1act.( 68.5393677 sig in 25act.) RANK 14 NODE 11 --> 59.2002678 sigma out 1act.( 76.5337372 sig in 25act.) RANK 15 NODE 2 --> 50.3209839 sigma out 1act.( 39.9635963 sig in 25act.) RANK 16 NODE 14 --> 49.0472717 sigma out 1act.( 47.3959274 sig in 25act.) RANK 17 NODE 22 --> 45.9392052 sigma out 1act.( 53.2106743 sig in 25act.) RANK 18 NODE 7 --> 41.463192 sigma out 1act.( 47.0352898 sig in 25act.) RANK 19 NODE 3 --> 39.2686386 sigma out 1act.( 36.5864677 sig in 25act.) RANK 20 NODE 21 --> 34.4550781 sigma out 1act.( 45.459404 sig in 25act.) RANK 21 NODE 1 --> 32.0069923 sigma out 1act.( 32.6122704 sig in 25act.) RANK 22 NODE 20 --> 26.0204067 sigma out 1act.( 27.7432861 sig in 25act.) RANK 23 NODE 19 --> 19.7739601 sigma out 1act.( 20.9350109 sig in 25act.) RANK 24 NODE 16 --> 17.6657925 sigma out 1act.( 17.2135162 sig in 25act.) RANK 25 NODE 4 --> 6.7511611 sigma out 1act.( 10.0656271 sig in 25act.) RANK 26 NODE 9 --> 3.44513178 sigma out 1act.( 9.78794956 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 394.604126 sigma in 26 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.564912736 *** contribution from regularisation: 0.00113653624 *** contribution from error: -0.566049278 *** contribution from DIAG: 0.00010820102 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.565045178 *** contribution from regularisation: 0.00113722868 *** contribution from error: -0.566182435 *** contribution from DIAG: 0.000108627981 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.565161109 *** contribution from regularisation: 0.00113672088 *** contribution from error: -0.566297829 *** contribution from DIAG: 0.000113279217 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.565266788 *** contribution from regularisation: 0.00114015362 *** contribution from error: -0.566406965 *** contribution from DIAG: 0.000112167967 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.565367341 *** contribution from regularisation: 0.00113968377 *** contribution from error: -0.566507041 *** contribution from DIAG: 0.000113875962 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.56546092 *** contribution from regularisation: 0.00114020635 *** contribution from error: -0.566601098 *** contribution from DIAG: 0.000114220267 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.565548658 *** contribution from regularisation: 0.00114180625 *** contribution from error: -0.566690445 *** contribution from DIAG: 0.000115337723 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.565635145 *** contribution from regularisation: 0.00114136434 *** contribution from error: -0.566776514 *** contribution from DIAG: 0.000115487943 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.56571579 *** contribution from regularisation: 0.00114450208 *** contribution from error: -0.566860318 *** contribution from DIAG: 0.000116235387 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.565798521 *** contribution from regularisation: 0.00114467461 *** contribution from error: -0.566943169 *** contribution from DIAG: 0.000116036572 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 332.686035 sigma out 26 active outputs RANK 2 NODE 7 --> 178.319473 sigma out 26 active outputs RANK 3 NODE 2 --> 138.509552 sigma out 26 active outputs RANK 4 NODE 10 --> 112.377281 sigma out 26 active outputs RANK 5 NODE 8 --> 110.248466 sigma out 26 active outputs RANK 6 NODE 5 --> 104.666931 sigma out 26 active outputs RANK 7 NODE 3 --> 93.2162552 sigma out 26 active outputs RANK 8 NODE 4 --> 87.9903717 sigma out 26 active outputs RANK 9 NODE 12 --> 78.6624146 sigma out 26 active outputs RANK 10 NODE 9 --> 72.789566 sigma out 26 active outputs RANK 11 NODE 11 --> 71.9533081 sigma out 26 active outputs RANK 12 NODE 6 --> 68.0308533 sigma out 26 active outputs RANK 13 NODE 13 --> 63.5636559 sigma out 26 active outputs RANK 14 NODE 18 --> 57.6182518 sigma out 26 active outputs RANK 15 NODE 15 --> 48.1469879 sigma out 26 active outputs RANK 16 NODE 14 --> 40.1170044 sigma out 26 active outputs RANK 17 NODE 16 --> 35.6022911 sigma out 26 active outputs RANK 18 NODE 25 --> 33.2439842 sigma out 26 active outputs RANK 19 NODE 19 --> 32.3294945 sigma out 26 active outputs RANK 20 NODE 21 --> 31.7664795 sigma out 26 active outputs RANK 21 NODE 17 --> 31.6847572 sigma out 26 active outputs RANK 22 NODE 20 --> 31.3571663 sigma out 26 active outputs RANK 23 NODE 23 --> 30.4941902 sigma out 26 active outputs RANK 24 NODE 22 --> 24.734436 sigma out 26 active outputs RANK 25 NODE 24 --> 10.2884302 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 269.946198 sigma in 25act. ( 174.841904 sig out 1act.) RANK 2 NODE 25 --> 166.220139 sigma in 25act. ( 106.008339 sig out 1act.) RANK 3 NODE 15 --> 156.952835 sigma in 25act. ( 101.900604 sig out 1act.) RANK 4 NODE 10 --> 139.758133 sigma in 25act. ( 130.164078 sig out 1act.) RANK 5 NODE 13 --> 122.45372 sigma in 25act. ( 92.5330811 sig out 1act.) RANK 6 NODE 17 --> 121.564316 sigma in 25act. ( 125.436363 sig out 1act.) RANK 7 NODE 12 --> 119.971977 sigma in 25act. ( 115.802109 sig out 1act.) RANK 8 NODE 24 --> 94.9478912 sigma in 25act. ( 82.8129807 sig out 1act.) RANK 9 NODE 8 --> 89.9994812 sigma in 25act. ( 74.1269989 sig out 1act.) RANK 10 NODE 6 --> 89.527771 sigma in 25act. ( 81.0216599 sig out 1act.) RANK 11 NODE 23 --> 83.4191589 sigma in 25act. ( 66.3969955 sig out 1act.) RANK 12 NODE 18 --> 81.7944031 sigma in 25act. ( 72.166954 sig out 1act.) RANK 13 NODE 11 --> 78.9671555 sigma in 25act. ( 62.5991135 sig out 1act.) RANK 14 NODE 26 --> 68.5943832 sigma in 25act. ( 64.2359848 sig out 1act.) RANK 15 NODE 22 --> 55.8614082 sigma in 25act. ( 47.1186142 sig out 1act.) RANK 16 NODE 14 --> 48.4625397 sigma in 25act. ( 49.3145332 sig out 1act.) RANK 17 NODE 7 --> 46.3262978 sigma in 25act. ( 40.877243 sig out 1act.) RANK 18 NODE 21 --> 46.2588615 sigma in 25act. ( 35.6746941 sig out 1act.) RANK 19 NODE 2 --> 41.8025665 sigma in 25act. ( 52.342247 sig out 1act.) RANK 20 NODE 3 --> 37.1602249 sigma in 25act. ( 42.3194656 sig out 1act.) RANK 21 NODE 1 --> 33.6958847 sigma in 25act. ( 35.675705 sig out 1act.) RANK 22 NODE 20 --> 29.4898109 sigma in 25act. ( 28.1617126 sig out 1act.) RANK 23 NODE 19 --> 22.1528358 sigma in 25act. ( 21.2556152 sig out 1act.) RANK 24 NODE 16 --> 17.9152737 sigma in 25act. ( 18.3922348 sig out 1act.) RANK 25 NODE 4 --> 11.5859451 sigma in 25act. ( 8.00975227 sig out 1act.) RANK 26 NODE 9 --> 9.29440022 sigma in 25act. ( 4.21648741 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 174.841904 sigma out 1act.( 269.946198 sig in 25act.) RANK 2 NODE 10 --> 130.164078 sigma out 1act.( 139.758133 sig in 25act.) RANK 3 NODE 17 --> 125.436363 sigma out 1act.( 121.564316 sig in 25act.) RANK 4 NODE 12 --> 115.802109 sigma out 1act.( 119.971977 sig in 25act.) RANK 5 NODE 25 --> 106.008339 sigma out 1act.( 166.220139 sig in 25act.) RANK 6 NODE 15 --> 101.900604 sigma out 1act.( 156.952835 sig in 25act.) RANK 7 NODE 13 --> 92.5330811 sigma out 1act.( 122.45372 sig in 25act.) RANK 8 NODE 24 --> 82.8129807 sigma out 1act.( 94.9478912 sig in 25act.) RANK 9 NODE 6 --> 81.0216599 sigma out 1act.( 89.527771 sig in 25act.) RANK 10 NODE 8 --> 74.1269989 sigma out 1act.( 89.9994812 sig in 25act.) RANK 11 NODE 18 --> 72.166954 sigma out 1act.( 81.7944031 sig in 25act.) RANK 12 NODE 23 --> 66.3969955 sigma out 1act.( 83.4191589 sig in 25act.) RANK 13 NODE 26 --> 64.2359848 sigma out 1act.( 68.5943832 sig in 25act.) RANK 14 NODE 11 --> 62.5991135 sigma out 1act.( 78.9671555 sig in 25act.) RANK 15 NODE 2 --> 52.342247 sigma out 1act.( 41.8025665 sig in 25act.) RANK 16 NODE 14 --> 49.3145332 sigma out 1act.( 48.4625397 sig in 25act.) RANK 17 NODE 22 --> 47.1186142 sigma out 1act.( 55.8614082 sig in 25act.) RANK 18 NODE 3 --> 42.3194656 sigma out 1act.( 37.1602249 sig in 25act.) RANK 19 NODE 7 --> 40.877243 sigma out 1act.( 46.3262978 sig in 25act.) RANK 20 NODE 1 --> 35.675705 sigma out 1act.( 33.6958847 sig in 25act.) RANK 21 NODE 21 --> 35.6746941 sigma out 1act.( 46.2588615 sig in 25act.) RANK 22 NODE 20 --> 28.1617126 sigma out 1act.( 29.4898109 sig in 25act.) RANK 23 NODE 19 --> 21.2556152 sigma out 1act.( 22.1528358 sig in 25act.) RANK 24 NODE 16 --> 18.3922348 sigma out 1act.( 17.9152737 sig in 25act.) RANK 25 NODE 4 --> 8.00975227 sigma out 1act.( 11.5859451 sig in 25act.) RANK 26 NODE 9 --> 4.21648741 sigma out 1act.( 9.29440022 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 398.100128 sigma in 26 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.565880537 *** contribution from regularisation: 0.00114485493 *** contribution from error: -0.567025363 *** contribution from DIAG: 0.000116296222 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.56596154 *** contribution from regularisation: 0.00114471116 *** contribution from error: -0.567106247 *** contribution from DIAG: 0.000114583949 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.566039026 *** contribution from regularisation: 0.00114650547 *** contribution from error: -0.567185521 *** contribution from DIAG: 0.000112986971 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.566099823 *** contribution from regularisation: 0.00114678545 *** contribution from error: -0.567246616 *** contribution from DIAG: 0.000112475391 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.566147327 *** contribution from regularisation: 0.00114791829 *** contribution from error: -0.567295253 *** contribution from DIAG: 0.000111235757 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.566190183 *** contribution from regularisation: 0.00114637974 *** contribution from error: -0.567336559 *** contribution from DIAG: 0.00011020762 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.5662269 *** contribution from regularisation: 0.00114663434 *** contribution from error: -0.567373514 *** contribution from DIAG: 0.000109946275 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.566259861 *** contribution from regularisation: 0.00114710163 *** contribution from error: -0.567406952 *** contribution from DIAG: 0.000110816618 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.566291928 *** contribution from regularisation: 0.00114587101 *** contribution from error: -0.567437828 *** contribution from DIAG: 0.000110183493 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.566318214 *** contribution from regularisation: 0.00114787684 *** contribution from error: -0.56746608 *** contribution from DIAG: 0.000110282956 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 334.002899 sigma out 26 active outputs RANK 2 NODE 7 --> 178.135742 sigma out 26 active outputs RANK 3 NODE 2 --> 140.177658 sigma out 26 active outputs RANK 4 NODE 10 --> 112.501045 sigma out 26 active outputs RANK 5 NODE 8 --> 109.714066 sigma out 26 active outputs RANK 6 NODE 5 --> 105.021965 sigma out 26 active outputs RANK 7 NODE 3 --> 94.0060196 sigma out 26 active outputs RANK 8 NODE 4 --> 88.6995544 sigma out 26 active outputs RANK 9 NODE 12 --> 79.1168289 sigma out 26 active outputs RANK 10 NODE 9 --> 72.8325882 sigma out 26 active outputs RANK 11 NODE 11 --> 71.8130417 sigma out 26 active outputs RANK 12 NODE 6 --> 67.3382416 sigma out 26 active outputs RANK 13 NODE 13 --> 63.4766655 sigma out 26 active outputs RANK 14 NODE 18 --> 58.3421516 sigma out 26 active outputs RANK 15 NODE 15 --> 48.4495392 sigma out 26 active outputs RANK 16 NODE 14 --> 40.2772217 sigma out 26 active outputs RANK 17 NODE 16 --> 36.4606743 sigma out 26 active outputs RANK 18 NODE 25 --> 33.7989006 sigma out 26 active outputs RANK 19 NODE 19 --> 32.4910126 sigma out 26 active outputs RANK 20 NODE 17 --> 32.2276497 sigma out 26 active outputs RANK 21 NODE 21 --> 31.6246986 sigma out 26 active outputs RANK 22 NODE 20 --> 30.8165226 sigma out 26 active outputs RANK 23 NODE 23 --> 30.6288338 sigma out 26 active outputs RANK 24 NODE 22 --> 24.4813938 sigma out 26 active outputs RANK 25 NODE 24 --> 10.4212914 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 268.945953 sigma in 25act. ( 176.291122 sig out 1act.) RANK 2 NODE 25 --> 167.310043 sigma in 25act. ( 105.995316 sig out 1act.) RANK 3 NODE 15 --> 156.953171 sigma in 25act. ( 101.32029 sig out 1act.) RANK 4 NODE 10 --> 140.273773 sigma in 25act. ( 131.871658 sig out 1act.) RANK 5 NODE 13 --> 123.841858 sigma in 25act. ( 94.2160339 sig out 1act.) RANK 6 NODE 17 --> 122.110878 sigma in 25act. ( 126.517456 sig out 1act.) RANK 7 NODE 12 --> 120.825195 sigma in 25act. ( 114.865135 sig out 1act.) RANK 8 NODE 24 --> 96.0301971 sigma in 25act. ( 83.9220047 sig out 1act.) RANK 9 NODE 8 --> 90.0573654 sigma in 25act. ( 73.7682724 sig out 1act.) RANK 10 NODE 6 --> 89.9632339 sigma in 25act. ( 82.4553909 sig out 1act.) RANK 11 NODE 23 --> 82.9647903 sigma in 25act. ( 67.247467 sig out 1act.) RANK 12 NODE 18 --> 82.0846176 sigma in 25act. ( 74.3902817 sig out 1act.) RANK 13 NODE 11 --> 80.3054199 sigma in 25act. ( 64.678093 sig out 1act.) RANK 14 NODE 26 --> 68.7105026 sigma in 25act. ( 65.2498474 sig out 1act.) RANK 15 NODE 22 --> 56.9783936 sigma in 25act. ( 47.9052963 sig out 1act.) RANK 16 NODE 14 --> 49.3429298 sigma in 25act. ( 49.8561897 sig out 1act.) RANK 17 NODE 21 --> 46.4334183 sigma in 25act. ( 36.5422707 sig out 1act.) RANK 18 NODE 7 --> 45.7997894 sigma in 25act. ( 40.8277855 sig out 1act.) RANK 19 NODE 2 --> 43.0280075 sigma in 25act. ( 54.1598625 sig out 1act.) RANK 20 NODE 3 --> 38.1714592 sigma in 25act. ( 45.1462059 sig out 1act.) RANK 21 NODE 1 --> 34.9462128 sigma in 25act. ( 38.505867 sig out 1act.) RANK 22 NODE 20 --> 30.3233738 sigma in 25act. ( 29.3881435 sig out 1act.) RANK 23 NODE 19 --> 23.0847759 sigma in 25act. ( 23.0913048 sig out 1act.) RANK 24 NODE 16 --> 18.5734138 sigma in 25act. ( 19.2371407 sig out 1act.) RANK 25 NODE 4 --> 12.1503935 sigma in 25act. ( 8.58502007 sig out 1act.) RANK 26 NODE 9 --> 8.93118858 sigma in 25act. ( 4.39591503 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 176.291122 sigma out 1act.( 268.945953 sig in 25act.) RANK 2 NODE 10 --> 131.871658 sigma out 1act.( 140.273773 sig in 25act.) RANK 3 NODE 17 --> 126.517456 sigma out 1act.( 122.110878 sig in 25act.) RANK 4 NODE 12 --> 114.865135 sigma out 1act.( 120.825195 sig in 25act.) RANK 5 NODE 25 --> 105.995316 sigma out 1act.( 167.310043 sig in 25act.) RANK 6 NODE 15 --> 101.32029 sigma out 1act.( 156.953171 sig in 25act.) RANK 7 NODE 13 --> 94.2160339 sigma out 1act.( 123.841858 sig in 25act.) RANK 8 NODE 24 --> 83.9220047 sigma out 1act.( 96.0301971 sig in 25act.) RANK 9 NODE 6 --> 82.4553909 sigma out 1act.( 89.9632339 sig in 25act.) RANK 10 NODE 18 --> 74.3902817 sigma out 1act.( 82.0846176 sig in 25act.) RANK 11 NODE 8 --> 73.7682724 sigma out 1act.( 90.0573654 sig in 25act.) RANK 12 NODE 23 --> 67.247467 sigma out 1act.( 82.9647903 sig in 25act.) RANK 13 NODE 26 --> 65.2498474 sigma out 1act.( 68.7105026 sig in 25act.) RANK 14 NODE 11 --> 64.678093 sigma out 1act.( 80.3054199 sig in 25act.) RANK 15 NODE 2 --> 54.1598625 sigma out 1act.( 43.0280075 sig in 25act.) RANK 16 NODE 14 --> 49.8561897 sigma out 1act.( 49.3429298 sig in 25act.) RANK 17 NODE 22 --> 47.9052963 sigma out 1act.( 56.9783936 sig in 25act.) RANK 18 NODE 3 --> 45.1462059 sigma out 1act.( 38.1714592 sig in 25act.) RANK 19 NODE 7 --> 40.8277855 sigma out 1act.( 45.7997894 sig in 25act.) RANK 20 NODE 1 --> 38.505867 sigma out 1act.( 34.9462128 sig in 25act.) RANK 21 NODE 21 --> 36.5422707 sigma out 1act.( 46.4334183 sig in 25act.) RANK 22 NODE 20 --> 29.3881435 sigma out 1act.( 30.3233738 sig in 25act.) RANK 23 NODE 19 --> 23.0913048 sigma out 1act.( 23.0847759 sig in 25act.) RANK 24 NODE 16 --> 19.2371407 sigma out 1act.( 18.5734138 sig in 25act.) RANK 25 NODE 4 --> 8.58502007 sigma out 1act.( 12.1503935 sig in 25act.) RANK 26 NODE 9 --> 4.39591503 sigma out 1act.( 8.93118858 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 402.398132 sigma in 26 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.566344798 *** contribution from regularisation: 0.00114822853 *** contribution from error: -0.567493021 *** contribution from DIAG: 0.000109136454 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.566369295 *** contribution from regularisation: 0.00114797836 *** contribution from error: -0.567517281 *** contribution from DIAG: 0.000108203829 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.566391408 *** contribution from regularisation: 0.00114942936 *** contribution from error: -0.567540824 *** contribution from DIAG: 0.000107669301 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.566416919 *** contribution from regularisation: 0.00114626111 *** contribution from error: -0.567563176 *** contribution from DIAG: 0.000107231011 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.566435456 *** contribution from regularisation: 0.00114910991 *** contribution from error: -0.567584574 *** contribution from DIAG: 0.000107115033 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.56645751 *** contribution from regularisation: 0.00114778464 *** contribution from error: -0.567605317 *** contribution from DIAG: 0.000106839041 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.566475511 *** contribution from regularisation: 0.00114958605 *** contribution from error: -0.567625105 *** contribution from DIAG: 0.00010630858 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.566496253 *** contribution from regularisation: 0.00114793715 *** contribution from error: -0.567644179 *** contribution from DIAG: 0.000106516127 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.566515565 *** contribution from regularisation: 0.00114737952 *** contribution from error: -0.567662954 *** contribution from DIAG: 0.000106983207 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.566530883 *** contribution from regularisation: 0.0011499672 *** contribution from error: -0.567680836 *** contribution from DIAG: 0.000106632317 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 332.904175 sigma out 26 active outputs RANK 2 NODE 7 --> 178.112518 sigma out 26 active outputs RANK 3 NODE 2 --> 139.698959 sigma out 26 active outputs RANK 4 NODE 10 --> 111.785004 sigma out 26 active outputs RANK 5 NODE 8 --> 109.001137 sigma out 26 active outputs RANK 6 NODE 5 --> 104.933319 sigma out 26 active outputs RANK 7 NODE 3 --> 94.1148682 sigma out 26 active outputs RANK 8 NODE 4 --> 88.3802109 sigma out 26 active outputs RANK 9 NODE 12 --> 78.5764313 sigma out 26 active outputs RANK 10 NODE 9 --> 72.031456 sigma out 26 active outputs RANK 11 NODE 11 --> 70.7853851 sigma out 26 active outputs RANK 12 NODE 6 --> 66.8217926 sigma out 26 active outputs RANK 13 NODE 13 --> 62.9887619 sigma out 26 active outputs RANK 14 NODE 18 --> 58.8070793 sigma out 26 active outputs RANK 15 NODE 15 --> 48.1754456 sigma out 26 active outputs RANK 16 NODE 14 --> 39.8768539 sigma out 26 active outputs RANK 17 NODE 16 --> 36.1303291 sigma out 26 active outputs RANK 18 NODE 25 --> 33.7518005 sigma out 26 active outputs RANK 19 NODE 17 --> 32.7286758 sigma out 26 active outputs RANK 20 NODE 19 --> 32.0613213 sigma out 26 active outputs RANK 21 NODE 21 --> 31.1520004 sigma out 26 active outputs RANK 22 NODE 23 --> 30.6093273 sigma out 26 active outputs RANK 23 NODE 20 --> 30.1773911 sigma out 26 active outputs RANK 24 NODE 22 --> 23.8458099 sigma out 26 active outputs RANK 25 NODE 24 --> 9.94034386 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 267.784149 sigma in 25act. ( 174.938782 sig out 1act.) RANK 2 NODE 25 --> 166.494995 sigma in 25act. ( 105.373985 sig out 1act.) RANK 3 NODE 15 --> 156.096802 sigma in 25act. ( 100.954216 sig out 1act.) RANK 4 NODE 10 --> 139.922318 sigma in 25act. ( 131.328125 sig out 1act.) RANK 5 NODE 13 --> 123.884422 sigma in 25act. ( 93.7530594 sig out 1act.) RANK 6 NODE 17 --> 121.702995 sigma in 25act. ( 126.073097 sig out 1act.) RANK 7 NODE 12 --> 120.06369 sigma in 25act. ( 113.929634 sig out 1act.) RANK 8 NODE 24 --> 95.8918991 sigma in 25act. ( 83.7165527 sig out 1act.) RANK 9 NODE 8 --> 89.7879181 sigma in 25act. ( 72.6306229 sig out 1act.) RANK 10 NODE 6 --> 89.4741669 sigma in 25act. ( 82.8449326 sig out 1act.) RANK 11 NODE 23 --> 82.5274353 sigma in 25act. ( 67.3096161 sig out 1act.) RANK 12 NODE 18 --> 81.7058716 sigma in 25act. ( 74.9720993 sig out 1act.) RANK 13 NODE 11 --> 80.3487549 sigma in 25act. ( 65.3882065 sig out 1act.) RANK 14 NODE 26 --> 68.1534805 sigma in 25act. ( 65.9099045 sig out 1act.) RANK 15 NODE 22 --> 56.9922943 sigma in 25act. ( 47.8499336 sig out 1act.) RANK 16 NODE 14 --> 49.3980522 sigma in 25act. ( 50.0006332 sig out 1act.) RANK 17 NODE 21 --> 46.16399 sigma in 25act. ( 36.5229797 sig out 1act.) RANK 18 NODE 7 --> 45.3148422 sigma in 25act. ( 40.4898033 sig out 1act.) RANK 19 NODE 2 --> 43.3346825 sigma in 25act. ( 54.7878723 sig out 1act.) RANK 20 NODE 3 --> 38.3042183 sigma in 25act. ( 46.3715363 sig out 1act.) RANK 21 NODE 1 --> 35.3791962 sigma in 25act. ( 39.6142006 sig out 1act.) RANK 22 NODE 20 --> 30.4566746 sigma in 25act. ( 29.74687 sig out 1act.) RANK 23 NODE 19 --> 23.4612007 sigma in 25act. ( 23.837532 sig out 1act.) RANK 24 NODE 16 --> 18.7896423 sigma in 25act. ( 19.5562363 sig out 1act.) RANK 25 NODE 4 --> 12.3075552 sigma in 25act. ( 8.73930931 sig out 1act.) RANK 26 NODE 9 --> 8.7396574 sigma in 25act. ( 4.40008593 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 174.938782 sigma out 1act.( 267.784149 sig in 25act.) RANK 2 NODE 10 --> 131.328125 sigma out 1act.( 139.922318 sig in 25act.) RANK 3 NODE 17 --> 126.073097 sigma out 1act.( 121.702995 sig in 25act.) RANK 4 NODE 12 --> 113.929634 sigma out 1act.( 120.06369 sig in 25act.) RANK 5 NODE 25 --> 105.373985 sigma out 1act.( 166.494995 sig in 25act.) RANK 6 NODE 15 --> 100.954216 sigma out 1act.( 156.096802 sig in 25act.) RANK 7 NODE 13 --> 93.7530594 sigma out 1act.( 123.884422 sig in 25act.) RANK 8 NODE 24 --> 83.7165527 sigma out 1act.( 95.8918991 sig in 25act.) RANK 9 NODE 6 --> 82.8449326 sigma out 1act.( 89.4741669 sig in 25act.) RANK 10 NODE 18 --> 74.9720993 sigma out 1act.( 81.7058716 sig in 25act.) RANK 11 NODE 8 --> 72.6306229 sigma out 1act.( 89.7879181 sig in 25act.) RANK 12 NODE 23 --> 67.3096161 sigma out 1act.( 82.5274353 sig in 25act.) RANK 13 NODE 26 --> 65.9099045 sigma out 1act.( 68.1534805 sig in 25act.) RANK 14 NODE 11 --> 65.3882065 sigma out 1act.( 80.3487549 sig in 25act.) RANK 15 NODE 2 --> 54.7878723 sigma out 1act.( 43.3346825 sig in 25act.) RANK 16 NODE 14 --> 50.0006332 sigma out 1act.( 49.3980522 sig in 25act.) RANK 17 NODE 22 --> 47.8499336 sigma out 1act.( 56.9922943 sig in 25act.) RANK 18 NODE 3 --> 46.3715363 sigma out 1act.( 38.3042183 sig in 25act.) RANK 19 NODE 7 --> 40.4898033 sigma out 1act.( 45.3148422 sig in 25act.) RANK 20 NODE 1 --> 39.6142006 sigma out 1act.( 35.3791962 sig in 25act.) RANK 21 NODE 21 --> 36.5229797 sigma out 1act.( 46.16399 sig in 25act.) RANK 22 NODE 20 --> 29.74687 sigma out 1act.( 30.4566746 sig in 25act.) RANK 23 NODE 19 --> 23.837532 sigma out 1act.( 23.4612007 sig in 25act.) RANK 24 NODE 16 --> 19.5562363 sigma out 1act.( 18.7896423 sig in 25act.) RANK 25 NODE 4 --> 8.73930931 sigma out 1act.( 12.3075552 sig in 25act.) RANK 26 NODE 9 --> 4.40008593 sigma out 1act.( 8.7396574 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 401.427216 sigma in 26 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.566548765 *** contribution from regularisation: 0.00114916451 *** contribution from error: -0.567697942 *** contribution from DIAG: 0.00010600916 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.566568434 *** contribution from regularisation: 0.00114658021 *** contribution from error: -0.567714989 *** contribution from DIAG: 0.00010569099 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.566582441 *** contribution from regularisation: 0.00114909408 *** contribution from error: -0.567731559 *** contribution from DIAG: 0.000104927291 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.566598415 *** contribution from regularisation: 0.00114906102 *** contribution from error: -0.567747474 *** contribution from DIAG: 0.00010448289 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.566614151 *** contribution from regularisation: 0.0011489176 *** contribution from error: -0.56776309 *** contribution from DIAG: 0.000103913844 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.566629291 *** contribution from regularisation: 0.00114928675 *** contribution from error: -0.567778587 *** contribution from DIAG: 0.00010395408 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.566645086 *** contribution from regularisation: 0.0011485779 *** contribution from error: -0.567793667 *** contribution from DIAG: 0.000103722588 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.566660464 *** contribution from regularisation: 0.00114826614 *** contribution from error: -0.567808747 *** contribution from DIAG: 0.0001032605 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.566673875 *** contribution from regularisation: 0.00114958559 *** contribution from error: -0.56782347 *** contribution from DIAG: 0.000103380546 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.566688418 *** contribution from regularisation: 0.00114888744 *** contribution from error: -0.567837298 *** contribution from DIAG: 0.00010292224 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 332.404022 sigma out 26 active outputs RANK 2 NODE 7 --> 177.060532 sigma out 26 active outputs RANK 3 NODE 2 --> 139.684692 sigma out 26 active outputs RANK 4 NODE 10 --> 110.399475 sigma out 26 active outputs RANK 5 NODE 8 --> 108.264572 sigma out 26 active outputs RANK 6 NODE 5 --> 104.715111 sigma out 26 active outputs RANK 7 NODE 3 --> 94.4933395 sigma out 26 active outputs RANK 8 NODE 4 --> 88.2404251 sigma out 26 active outputs RANK 9 NODE 12 --> 78.7789001 sigma out 26 active outputs RANK 10 NODE 9 --> 71.7436447 sigma out 26 active outputs RANK 11 NODE 11 --> 70.4503326 sigma out 26 active outputs RANK 12 NODE 6 --> 66.318718 sigma out 26 active outputs RANK 13 NODE 13 --> 62.9656982 sigma out 26 active outputs RANK 14 NODE 18 --> 58.9410629 sigma out 26 active outputs RANK 15 NODE 15 --> 48.3757172 sigma out 26 active outputs RANK 16 NODE 14 --> 40.4735489 sigma out 26 active outputs RANK 17 NODE 16 --> 36.5017929 sigma out 26 active outputs RANK 18 NODE 25 --> 33.6660919 sigma out 26 active outputs RANK 19 NODE 17 --> 32.8387413 sigma out 26 active outputs RANK 20 NODE 19 --> 32.074295 sigma out 26 active outputs RANK 21 NODE 21 --> 31.1270447 sigma out 26 active outputs RANK 22 NODE 23 --> 30.6800385 sigma out 26 active outputs RANK 23 NODE 20 --> 30.2487659 sigma out 26 active outputs RANK 24 NODE 22 --> 24.0617409 sigma out 26 active outputs RANK 25 NODE 24 --> 10.1285858 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 265.950195 sigma in 25act. ( 175.807434 sig out 1act.) RANK 2 NODE 25 --> 166.530914 sigma in 25act. ( 105.027939 sig out 1act.) RANK 3 NODE 15 --> 155.343903 sigma in 25act. ( 101.134682 sig out 1act.) RANK 4 NODE 10 --> 139.647018 sigma in 25act. ( 132.229691 sig out 1act.) RANK 5 NODE 13 --> 123.893295 sigma in 25act. ( 94.2009506 sig out 1act.) RANK 6 NODE 17 --> 121.660133 sigma in 25act. ( 126.539902 sig out 1act.) RANK 7 NODE 12 --> 119.910721 sigma in 25act. ( 113.541656 sig out 1act.) RANK 8 NODE 24 --> 96.0619888 sigma in 25act. ( 84.0475159 sig out 1act.) RANK 9 NODE 8 --> 89.6919708 sigma in 25act. ( 72.2765579 sig out 1act.) RANK 10 NODE 6 --> 89.5196381 sigma in 25act. ( 83.0752182 sig out 1act.) RANK 11 NODE 23 --> 82.2574768 sigma in 25act. ( 67.5871201 sig out 1act.) RANK 12 NODE 18 --> 81.6979828 sigma in 25act. ( 75.5180817 sig out 1act.) RANK 13 NODE 11 --> 80.6275711 sigma in 25act. ( 65.9949265 sig out 1act.) RANK 14 NODE 26 --> 68.1456146 sigma in 25act. ( 66.1199951 sig out 1act.) RANK 15 NODE 22 --> 57.0971603 sigma in 25act. ( 48.389946 sig out 1act.) RANK 16 NODE 14 --> 49.5172577 sigma in 25act. ( 50.1981506 sig out 1act.) RANK 17 NODE 21 --> 46.0669289 sigma in 25act. ( 36.7441101 sig out 1act.) RANK 18 NODE 7 --> 45.0208778 sigma in 25act. ( 40.3798523 sig out 1act.) RANK 19 NODE 2 --> 43.7868385 sigma in 25act. ( 55.2741585 sig out 1act.) RANK 20 NODE 3 --> 38.7324257 sigma in 25act. ( 47.371685 sig out 1act.) RANK 21 NODE 1 --> 35.8506546 sigma in 25act. ( 40.4981995 sig out 1act.) RANK 22 NODE 20 --> 30.718256 sigma in 25act. ( 29.8843346 sig out 1act.) RANK 23 NODE 19 --> 23.7485008 sigma in 25act. ( 24.6996593 sig out 1act.) RANK 24 NODE 16 --> 18.9792576 sigma in 25act. ( 19.9050636 sig out 1act.) RANK 25 NODE 4 --> 12.4125242 sigma in 25act. ( 8.89522457 sig out 1act.) RANK 26 NODE 9 --> 8.60355091 sigma in 25act. ( 4.41828394 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 175.807434 sigma out 1act.( 265.950195 sig in 25act.) RANK 2 NODE 10 --> 132.229691 sigma out 1act.( 139.647018 sig in 25act.) RANK 3 NODE 17 --> 126.539902 sigma out 1act.( 121.660133 sig in 25act.) RANK 4 NODE 12 --> 113.541656 sigma out 1act.( 119.910721 sig in 25act.) RANK 5 NODE 25 --> 105.027939 sigma out 1act.( 166.530914 sig in 25act.) RANK 6 NODE 15 --> 101.134682 sigma out 1act.( 155.343903 sig in 25act.) RANK 7 NODE 13 --> 94.2009506 sigma out 1act.( 123.893295 sig in 25act.) RANK 8 NODE 24 --> 84.0475159 sigma out 1act.( 96.0619888 sig in 25act.) RANK 9 NODE 6 --> 83.0752182 sigma out 1act.( 89.5196381 sig in 25act.) RANK 10 NODE 18 --> 75.5180817 sigma out 1act.( 81.6979828 sig in 25act.) RANK 11 NODE 8 --> 72.2765579 sigma out 1act.( 89.6919708 sig in 25act.) RANK 12 NODE 23 --> 67.5871201 sigma out 1act.( 82.2574768 sig in 25act.) RANK 13 NODE 26 --> 66.1199951 sigma out 1act.( 68.1456146 sig in 25act.) RANK 14 NODE 11 --> 65.9949265 sigma out 1act.( 80.6275711 sig in 25act.) RANK 15 NODE 2 --> 55.2741585 sigma out 1act.( 43.7868385 sig in 25act.) RANK 16 NODE 14 --> 50.1981506 sigma out 1act.( 49.5172577 sig in 25act.) RANK 17 NODE 22 --> 48.389946 sigma out 1act.( 57.0971603 sig in 25act.) RANK 18 NODE 3 --> 47.371685 sigma out 1act.( 38.7324257 sig in 25act.) RANK 19 NODE 1 --> 40.4981995 sigma out 1act.( 35.8506546 sig in 25act.) RANK 20 NODE 7 --> 40.3798523 sigma out 1act.( 45.0208778 sig in 25act.) RANK 21 NODE 21 --> 36.7441101 sigma out 1act.( 46.0669289 sig in 25act.) RANK 22 NODE 20 --> 29.8843346 sigma out 1act.( 30.718256 sig in 25act.) RANK 23 NODE 19 --> 24.6996593 sigma out 1act.( 23.7485008 sig in 25act.) RANK 24 NODE 16 --> 19.9050636 sigma out 1act.( 18.9792576 sig in 25act.) RANK 25 NODE 4 --> 8.89522457 sigma out 1act.( 12.4125242 sig in 25act.) RANK 26 NODE 9 --> 4.41828394 sigma out 1act.( 8.60355091 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 402.985077 sigma in 26 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.566702068 *** contribution from regularisation: 0.00114882586 *** contribution from error: -0.567850888 *** contribution from DIAG: 0.000103079386 *********************************************** --------------------------------------------------- Iteration : 51 kill weight from layer 1 knot 21 to knot 3 *********************************************** *** Learn Path 51 *** loss function: -0.56671524 *** contribution from regularisation: 0.00114889722 *** contribution from error: -0.56786412 *** contribution from DIAG: 0.000102717248 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.566728473 *** contribution from regularisation: 0.00114883203 *** contribution from error: -0.567877293 *** contribution from DIAG: 0.000102779915 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.566741824 *** contribution from regularisation: 0.00114826835 *** contribution from error: -0.567890108 *** contribution from DIAG: 0.000102717604 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.566752553 *** contribution from regularisation: 0.00115007604 *** contribution from error: -0.567902625 *** contribution from DIAG: 0.000102308208 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.566767097 *** contribution from regularisation: 0.001148007 *** contribution from error: -0.567915082 *** contribution from DIAG: 0.000102390455 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.566779196 *** contribution from regularisation: 0.00114824972 *** contribution from error: -0.56792742 *** contribution from DIAG: 0.000101844053 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.566791713 *** contribution from regularisation: 0.00114791049 *** contribution from error: -0.567939639 *** contribution from DIAG: 0.00010171983 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.566801369 *** contribution from regularisation: 0.00114978722 *** contribution from error: -0.567951143 *** contribution from DIAG: 0.000101795289 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.566813886 *** contribution from regularisation: 0.00114877278 *** contribution from error: -0.567962646 *** contribution from DIAG: 0.000101613427 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 333.716797 sigma out 26 active outputs RANK 2 NODE 7 --> 176.459732 sigma out 26 active outputs RANK 3 NODE 2 --> 140.928589 sigma out 26 active outputs RANK 4 NODE 10 --> 112.670044 sigma out 26 active outputs RANK 5 NODE 8 --> 108.979309 sigma out 26 active outputs RANK 6 NODE 5 --> 104.961594 sigma out 26 active outputs RANK 7 NODE 3 --> 95.0652084 sigma out 26 active outputs RANK 8 NODE 4 --> 88.5185242 sigma out 26 active outputs RANK 9 NODE 12 --> 78.9870758 sigma out 26 active outputs RANK 10 NODE 9 --> 72.2674561 sigma out 26 active outputs RANK 11 NODE 11 --> 70.2988281 sigma out 26 active outputs RANK 12 NODE 6 --> 66.7132568 sigma out 26 active outputs RANK 13 NODE 13 --> 63.1436844 sigma out 26 active outputs RANK 14 NODE 18 --> 59.2824287 sigma out 26 active outputs RANK 15 NODE 15 --> 48.6012497 sigma out 26 active outputs RANK 16 NODE 14 --> 40.2929649 sigma out 26 active outputs RANK 17 NODE 16 --> 36.6117935 sigma out 26 active outputs RANK 18 NODE 25 --> 33.8481331 sigma out 26 active outputs RANK 19 NODE 17 --> 33.0163155 sigma out 26 active outputs RANK 20 NODE 19 --> 32.1440353 sigma out 26 active outputs RANK 21 NODE 21 --> 31.1927624 sigma out 25 active outputs RANK 22 NODE 23 --> 30.8065605 sigma out 26 active outputs RANK 23 NODE 20 --> 30.1423092 sigma out 26 active outputs RANK 24 NODE 22 --> 23.9464397 sigma out 26 active outputs RANK 25 NODE 24 --> 10.0763683 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 267.151306 sigma in 25act. ( 176.664413 sig out 1act.) RANK 2 NODE 25 --> 166.967712 sigma in 25act. ( 106.060936 sig out 1act.) RANK 3 NODE 15 --> 155.490738 sigma in 25act. ( 101.327545 sig out 1act.) RANK 4 NODE 10 --> 140.284286 sigma in 25act. ( 132.94577 sig out 1act.) RANK 5 NODE 13 --> 124.691124 sigma in 25act. ( 95.0618744 sig out 1act.) RANK 6 NODE 17 --> 121.938187 sigma in 25act. ( 127.475243 sig out 1act.) RANK 7 NODE 12 --> 120.478722 sigma in 25act. ( 114.092773 sig out 1act.) RANK 8 NODE 24 --> 96.9256897 sigma in 25act. ( 84.5243835 sig out 1act.) RANK 9 NODE 8 --> 89.7694626 sigma in 25act. ( 72.8020477 sig out 1act.) RANK 10 NODE 6 --> 89.7200012 sigma in 25act. ( 84.0414047 sig out 1act.) RANK 11 NODE 23 --> 82.4598389 sigma in 25act. ( 68.1139908 sig out 1act.) RANK 12 NODE 18 --> 81.966217 sigma in 25act. ( 76.27565 sig out 1act.) RANK 13 NODE 11 --> 81.46978 sigma in 25act. ( 66.4931641 sig out 1act.) RANK 14 NODE 26 --> 68.0777435 sigma in 25act. ( 66.8662949 sig out 1act.) RANK 15 NODE 22 --> 57.5349846 sigma in 25act. ( 48.931736 sig out 1act.) RANK 16 NODE 14 --> 49.8786049 sigma in 25act. ( 50.7857552 sig out 1act.) RANK 17 NODE 21 --> 46.2788353 sigma in 25act. ( 36.9689026 sig out 1act.) RANK 18 NODE 7 --> 45.0950661 sigma in 25act. ( 40.4605598 sig out 1act.) RANK 19 NODE 2 --> 44.4342499 sigma in 25act. ( 55.77771 sig out 1act.) RANK 20 NODE 3 --> 39.1740265 sigma in 24act. ( 48.2741776 sig out 1act.) RANK 21 NODE 1 --> 36.5113678 sigma in 25act. ( 41.1937027 sig out 1act.) RANK 22 NODE 20 --> 30.9073486 sigma in 25act. ( 30.4275608 sig out 1act.) RANK 23 NODE 19 --> 24.1680202 sigma in 25act. ( 25.4664669 sig out 1act.) RANK 24 NODE 16 --> 19.1695328 sigma in 25act. ( 20.3444557 sig out 1act.) RANK 25 NODE 4 --> 12.5696983 sigma in 25act. ( 9.10252476 sig out 1act.) RANK 26 NODE 9 --> 8.52896118 sigma in 25act. ( 4.45157766 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 176.664413 sigma out 1act.( 267.151306 sig in 25act.) RANK 2 NODE 10 --> 132.94577 sigma out 1act.( 140.284286 sig in 25act.) RANK 3 NODE 17 --> 127.475243 sigma out 1act.( 121.938187 sig in 25act.) RANK 4 NODE 12 --> 114.092773 sigma out 1act.( 120.478722 sig in 25act.) RANK 5 NODE 25 --> 106.060936 sigma out 1act.( 166.967712 sig in 25act.) RANK 6 NODE 15 --> 101.327545 sigma out 1act.( 155.490738 sig in 25act.) RANK 7 NODE 13 --> 95.0618744 sigma out 1act.( 124.691124 sig in 25act.) RANK 8 NODE 24 --> 84.5243835 sigma out 1act.( 96.9256897 sig in 25act.) RANK 9 NODE 6 --> 84.0414047 sigma out 1act.( 89.7200012 sig in 25act.) RANK 10 NODE 18 --> 76.27565 sigma out 1act.( 81.966217 sig in 25act.) RANK 11 NODE 8 --> 72.8020477 sigma out 1act.( 89.7694626 sig in 25act.) RANK 12 NODE 23 --> 68.1139908 sigma out 1act.( 82.4598389 sig in 25act.) RANK 13 NODE 26 --> 66.8662949 sigma out 1act.( 68.0777435 sig in 25act.) RANK 14 NODE 11 --> 66.4931641 sigma out 1act.( 81.46978 sig in 25act.) RANK 15 NODE 2 --> 55.77771 sigma out 1act.( 44.4342499 sig in 25act.) RANK 16 NODE 14 --> 50.7857552 sigma out 1act.( 49.8786049 sig in 25act.) RANK 17 NODE 22 --> 48.931736 sigma out 1act.( 57.5349846 sig in 25act.) RANK 18 NODE 3 --> 48.2741776 sigma out 1act.( 39.1740265 sig in 24act.) RANK 19 NODE 1 --> 41.1937027 sigma out 1act.( 36.5113678 sig in 25act.) RANK 20 NODE 7 --> 40.4605598 sigma out 1act.( 45.0950661 sig in 25act.) RANK 21 NODE 21 --> 36.9689026 sigma out 1act.( 46.2788353 sig in 25act.) RANK 22 NODE 20 --> 30.4275608 sigma out 1act.( 30.9073486 sig in 25act.) RANK 23 NODE 19 --> 25.4664669 sigma out 1act.( 24.1680202 sig in 25act.) RANK 24 NODE 16 --> 20.3444557 sigma out 1act.( 19.1695328 sig in 25act.) RANK 25 NODE 4 --> 9.10252476 sigma out 1act.( 12.5696983 sig in 25act.) RANK 26 NODE 9 --> 4.45157766 sigma out 1act.( 8.52896118 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 405.917542 sigma in 26 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.566824615 *** contribution from regularisation: 0.00114932412 *** contribution from error: -0.567973912 *** contribution from DIAG: 0.000101663667 *********************************************** --------------------------------------------------- Iteration : 61 *********************************************** *** Learn Path 61 *** loss function: -0.566836238 *** contribution from regularisation: 0.00114882528 *** contribution from error: -0.567985058 *** contribution from DIAG: 0.000101418686 *********************************************** --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.56684804 *** contribution from regularisation: 0.0011482999 *** contribution from error: -0.567996323 *** contribution from DIAG: 0.000101502643 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.56685847 *** contribution from regularisation: 0.0011490098 *** contribution from error: -0.568007469 *** contribution from DIAG: 0.000101497826 *********************************************** --------------------------------------------------- Iteration : 64 *********************************************** *** Learn Path 64 *** loss function: -0.566869795 *** contribution from regularisation: 0.00114859059 *** contribution from error: -0.568018377 *** contribution from DIAG: 0.000101493868 *********************************************** --------------------------------------------------- Iteration : 65 kill weight from layer 1 knot 18 to knot 20 *********************************************** *** Learn Path 65 *** loss function: -0.566880226 *** contribution from regularisation: 0.00114900281 *** contribution from error: -0.568029225 *** contribution from DIAG: 0.000100935184 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.566892922 *** contribution from regularisation: 0.00114719709 *** contribution from error: -0.568040133 *** contribution from DIAG: 0.000100635785 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.566902101 *** contribution from regularisation: 0.00114832283 *** contribution from error: -0.568050444 *** contribution from DIAG: 0.000100734629 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.566913724 *** contribution from regularisation: 0.00114666717 *** contribution from error: -0.568060398 *** contribution from DIAG: 0.000100694473 *********************************************** --------------------------------------------------- Iteration : 69 kill weight from layer 1 knot 18 to knot 18 *********************************************** *** Learn Path 69 *** loss function: -0.566922009 *** contribution from regularisation: 0.00114827626 *** contribution from error: -0.568070292 *** contribution from DIAG: 0.000100268837 *********************************************** --------------------------------------------------- Iteration : 70 kill weight from layer 1 knot 24 to knot 9 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 332.680023 sigma out 26 active outputs RANK 2 NODE 7 --> 176.404526 sigma out 26 active outputs RANK 3 NODE 2 --> 140.392349 sigma out 26 active outputs RANK 4 NODE 10 --> 111.164185 sigma out 26 active outputs RANK 5 NODE 8 --> 108.724564 sigma out 26 active outputs RANK 6 NODE 5 --> 104.309235 sigma out 26 active outputs RANK 7 NODE 3 --> 94.9901352 sigma out 26 active outputs RANK 8 NODE 4 --> 88.3662186 sigma out 26 active outputs RANK 9 NODE 12 --> 78.1740875 sigma out 26 active outputs RANK 10 NODE 9 --> 71.7299805 sigma out 26 active outputs RANK 11 NODE 11 --> 69.6271286 sigma out 26 active outputs RANK 12 NODE 6 --> 66.012886 sigma out 26 active outputs RANK 13 NODE 13 --> 62.6094666 sigma out 26 active outputs RANK 14 NODE 18 --> 59.3115616 sigma out 24 active outputs RANK 15 NODE 15 --> 48.4250374 sigma out 26 active outputs RANK 16 NODE 14 --> 40.2415276 sigma out 26 active outputs RANK 17 NODE 16 --> 36.6091156 sigma out 26 active outputs RANK 18 NODE 25 --> 33.8138618 sigma out 26 active outputs RANK 19 NODE 17 --> 32.9625511 sigma out 26 active outputs RANK 20 NODE 19 --> 31.8393459 sigma out 26 active outputs RANK 21 NODE 21 --> 30.7756634 sigma out 25 active outputs RANK 22 NODE 23 --> 30.5803051 sigma out 26 active outputs RANK 23 NODE 20 --> 29.7048054 sigma out 26 active outputs RANK 24 NODE 22 --> 23.857151 sigma out 26 active outputs RANK 25 NODE 24 --> 10.0578957 sigma out 25 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 266.10202 sigma in 25act. ( 175.426849 sig out 1act.) RANK 2 NODE 25 --> 166.186508 sigma in 25act. ( 105.48336 sig out 1act.) RANK 3 NODE 15 --> 154.820831 sigma in 25act. ( 100.888824 sig out 1act.) RANK 4 NODE 10 --> 139.795944 sigma in 25act. ( 132.377441 sig out 1act.) RANK 5 NODE 13 --> 124.434593 sigma in 25act. ( 94.5608215 sig out 1act.) RANK 6 NODE 17 --> 121.545868 sigma in 25act. ( 126.689987 sig out 1act.) RANK 7 NODE 12 --> 120.019241 sigma in 25act. ( 113.350456 sig out 1act.) RANK 8 NODE 24 --> 96.4702148 sigma in 25act. ( 84.2805786 sig out 1act.) RANK 9 NODE 8 --> 89.293808 sigma in 25act. ( 72.4513016 sig out 1act.) RANK 10 NODE 6 --> 89.1883469 sigma in 25act. ( 84.3127899 sig out 1act.) RANK 11 NODE 23 --> 81.9988098 sigma in 25act. ( 68.0373917 sig out 1act.) RANK 12 NODE 18 --> 81.3901596 sigma in 24act. ( 76.7277145 sig out 1act.) RANK 13 NODE 11 --> 81.2526474 sigma in 25act. ( 66.8078384 sig out 1act.) RANK 14 NODE 26 --> 67.6545563 sigma in 25act. ( 67.0194397 sig out 1act.) RANK 15 NODE 22 --> 57.4052582 sigma in 25act. ( 48.6762352 sig out 1act.) RANK 16 NODE 14 --> 49.8251419 sigma in 25act. ( 50.7058372 sig out 1act.) RANK 17 NODE 21 --> 46.0376282 sigma in 25act. ( 36.7979851 sig out 1act.) RANK 18 NODE 7 --> 44.7692566 sigma in 25act. ( 40.1710358 sig out 1act.) RANK 19 NODE 2 --> 44.5016556 sigma in 25act. ( 56.0970154 sig out 1act.) RANK 20 NODE 3 --> 39.2815514 sigma in 24act. ( 48.7660522 sig out 1act.) RANK 21 NODE 1 --> 36.6331558 sigma in 25act. ( 41.8467636 sig out 1act.) RANK 22 NODE 20 --> 30.9128323 sigma in 24act. ( 30.4050751 sig out 1act.) RANK 23 NODE 19 --> 24.336607 sigma in 25act. ( 25.8920403 sig out 1act.) RANK 24 NODE 16 --> 19.2276688 sigma in 25act. ( 20.471611 sig out 1act.) RANK 25 NODE 4 --> 12.5902567 sigma in 25act. ( 9.14431667 sig out 1act.) RANK 26 NODE 9 --> 8.41137695 sigma in 24act. ( 4.43901253 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 175.426849 sigma out 1act.( 266.10202 sig in 25act.) RANK 2 NODE 10 --> 132.377441 sigma out 1act.( 139.795944 sig in 25act.) RANK 3 NODE 17 --> 126.689987 sigma out 1act.( 121.545868 sig in 25act.) RANK 4 NODE 12 --> 113.350456 sigma out 1act.( 120.019241 sig in 25act.) RANK 5 NODE 25 --> 105.48336 sigma out 1act.( 166.186508 sig in 25act.) RANK 6 NODE 15 --> 100.888824 sigma out 1act.( 154.820831 sig in 25act.) RANK 7 NODE 13 --> 94.5608215 sigma out 1act.( 124.434593 sig in 25act.) RANK 8 NODE 6 --> 84.3127899 sigma out 1act.( 89.1883469 sig in 25act.) RANK 9 NODE 24 --> 84.2805786 sigma out 1act.( 96.4702148 sig in 25act.) RANK 10 NODE 18 --> 76.7277145 sigma out 1act.( 81.3901596 sig in 24act.) RANK 11 NODE 8 --> 72.4513016 sigma out 1act.( 89.293808 sig in 25act.) RANK 12 NODE 23 --> 68.0373917 sigma out 1act.( 81.9988098 sig in 25act.) RANK 13 NODE 26 --> 67.0194397 sigma out 1act.( 67.6545563 sig in 25act.) RANK 14 NODE 11 --> 66.8078384 sigma out 1act.( 81.2526474 sig in 25act.) RANK 15 NODE 2 --> 56.0970154 sigma out 1act.( 44.5016556 sig in 25act.) RANK 16 NODE 14 --> 50.7058372 sigma out 1act.( 49.8251419 sig in 25act.) RANK 17 NODE 3 --> 48.7660522 sigma out 1act.( 39.2815514 sig in 24act.) RANK 18 NODE 22 --> 48.6762352 sigma out 1act.( 57.4052582 sig in 25act.) RANK 19 NODE 1 --> 41.8467636 sigma out 1act.( 36.6331558 sig in 25act.) RANK 20 NODE 7 --> 40.1710358 sigma out 1act.( 44.7692566 sig in 25act.) RANK 21 NODE 21 --> 36.7979851 sigma out 1act.( 46.0376282 sig in 25act.) RANK 22 NODE 20 --> 30.4050751 sigma out 1act.( 30.9128323 sig in 24act.) RANK 23 NODE 19 --> 25.8920403 sigma out 1act.( 24.336607 sig in 25act.) RANK 24 NODE 16 --> 20.471611 sigma out 1act.( 19.2276688 sig in 25act.) RANK 25 NODE 4 --> 9.14431667 sigma out 1act.( 12.5902567 sig in 25act.) RANK 26 NODE 9 --> 4.43901253 sigma out 1act.( 8.41137695 sig in 24act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 404.57135 sigma in 26 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.566934645 *** contribution from regularisation: 0.00114563911 *** contribution from error: -0.568080306 *** contribution from DIAG: 0.000100437319 *********************************************** --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.566944957 *** contribution from regularisation: 0.00114515703 *** contribution from error: -0.568090141 *** contribution from DIAG: 0.00010011562 *********************************************** --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.566954255 *** contribution from regularisation: 0.00114587671 *** contribution from error: -0.568100154 *** contribution from DIAG: 9.99587137E-05 *********************************************** --------------------------------------------------- Iteration : 73 kill weight from layer 1 knot 11 to knot 16 *********************************************** *** Learn Path 73 *** loss function: -0.566963375 *** contribution from regularisation: 0.00114618242 *** contribution from error: -0.568109572 *** contribution from DIAG: 0.000100015131 *********************************************** --------------------------------------------------- Iteration : 74 kill weight from layer 1 knot 19 to knot 7 *********************************************** *** Learn Path 74 *** loss function: -0.566974282 *** contribution from regularisation: 0.00114454271 *** contribution from error: -0.568118811 *** contribution from DIAG: 9.98508185E-05 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.566983759 *** contribution from regularisation: 0.00114424049 *** contribution from error: -0.56812799 *** contribution from DIAG: 9.97550815E-05 *********************************************** --------------------------------------------------- Iteration : 76 kill weight from layer 1 knot 8 to knot 1 *********************************************** *** Learn Path 76 *** loss function: -0.566993654 *** contribution from regularisation: 0.00114366715 *** contribution from error: -0.568137348 *** contribution from DIAG: 9.9594974E-05 *********************************************** --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.567003965 *** contribution from regularisation: 0.00114256563 *** contribution from error: -0.568146527 *** contribution from DIAG: 9.94521542E-05 *********************************************** --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.567014694 *** contribution from regularisation: 0.00114090601 *** contribution from error: -0.568155587 *** contribution from DIAG: 9.94146976E-05 *********************************************** --------------------------------------------------- Iteration : 79 kill weight from layer 1 knot 5 to knot 9 kill weight from layer 1 knot 8 to knot 16 *********************************************** *** Learn Path 79 *** loss function: -0.567022741 *** contribution from regularisation: 0.00114167912 *** contribution from error: -0.568164408 *** contribution from DIAG: 9.92433488E-05 *********************************************** --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 331.9505 sigma out 26 active outputs RANK 2 NODE 7 --> 176.102142 sigma out 26 active outputs RANK 3 NODE 2 --> 140.067841 sigma out 26 active outputs RANK 4 NODE 10 --> 110.569305 sigma out 26 active outputs RANK 5 NODE 8 --> 107.557083 sigma out 24 active outputs RANK 6 NODE 5 --> 104.43708 sigma out 25 active outputs RANK 7 NODE 3 --> 94.9721298 sigma out 26 active outputs RANK 8 NODE 4 --> 88.075676 sigma out 26 active outputs RANK 9 NODE 12 --> 77.8527069 sigma out 26 active outputs RANK 10 NODE 9 --> 71.5952225 sigma out 26 active outputs RANK 11 NODE 11 --> 69.5493698 sigma out 25 active outputs RANK 12 NODE 6 --> 66.4075241 sigma out 26 active outputs RANK 13 NODE 13 --> 62.7421379 sigma out 26 active outputs RANK 14 NODE 18 --> 59.6035042 sigma out 24 active outputs RANK 15 NODE 15 --> 48.6501846 sigma out 26 active outputs RANK 16 NODE 14 --> 40.3925095 sigma out 26 active outputs RANK 17 NODE 16 --> 36.8604736 sigma out 26 active outputs RANK 18 NODE 25 --> 33.770649 sigma out 26 active outputs RANK 19 NODE 17 --> 33.1924782 sigma out 26 active outputs RANK 20 NODE 19 --> 31.7149239 sigma out 25 active outputs RANK 21 NODE 21 --> 30.7522316 sigma out 25 active outputs RANK 22 NODE 23 --> 30.7390594 sigma out 26 active outputs RANK 23 NODE 20 --> 29.7701015 sigma out 26 active outputs RANK 24 NODE 22 --> 23.7175179 sigma out 26 active outputs RANK 25 NODE 24 --> 10.1434326 sigma out 25 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 265.06778 sigma in 25act. ( 174.739746 sig out 1act.) RANK 2 NODE 25 --> 165.72049 sigma in 25act. ( 105.145607 sig out 1act.) RANK 3 NODE 15 --> 154.380569 sigma in 25act. ( 100.169151 sig out 1act.) RANK 4 NODE 10 --> 139.623856 sigma in 25act. ( 132.289368 sig out 1act.) RANK 5 NODE 13 --> 124.184059 sigma in 25act. ( 94.5756836 sig out 1act.) RANK 6 NODE 17 --> 121.600952 sigma in 25act. ( 126.469681 sig out 1act.) RANK 7 NODE 12 --> 119.914757 sigma in 25act. ( 112.355095 sig out 1act.) RANK 8 NODE 24 --> 96.305191 sigma in 25act. ( 84.196228 sig out 1act.) RANK 9 NODE 6 --> 89.267662 sigma in 25act. ( 83.9423447 sig out 1act.) RANK 10 NODE 8 --> 89.1263428 sigma in 25act. ( 71.7530518 sig out 1act.) RANK 11 NODE 23 --> 81.8162384 sigma in 25act. ( 68.143364 sig out 1act.) RANK 12 NODE 18 --> 81.3641281 sigma in 24act. ( 76.8284378 sig out 1act.) RANK 13 NODE 11 --> 81.2568359 sigma in 25act. ( 67.086441 sig out 1act.) RANK 14 NODE 26 --> 67.5320053 sigma in 25act. ( 67.2353287 sig out 1act.) RANK 15 NODE 22 --> 57.5342979 sigma in 25act. ( 48.5208511 sig out 1act.) RANK 16 NODE 14 --> 49.9653778 sigma in 25act. ( 50.826889 sig out 1act.) RANK 17 NODE 21 --> 45.867012 sigma in 25act. ( 36.9774246 sig out 1act.) RANK 18 NODE 2 --> 44.6405869 sigma in 25act. ( 56.4169655 sig out 1act.) RANK 19 NODE 7 --> 44.5768623 sigma in 24act. ( 40.0857315 sig out 1act.) RANK 20 NODE 3 --> 39.3443527 sigma in 24act. ( 49.4087868 sig out 1act.) RANK 21 NODE 1 --> 36.9170876 sigma in 24act. ( 42.2994041 sig out 1act.) RANK 22 NODE 20 --> 30.9515095 sigma in 24act. ( 30.6118298 sig out 1act.) RANK 23 NODE 19 --> 24.5662422 sigma in 25act. ( 26.3789825 sig out 1act.) RANK 24 NODE 16 --> 19.3564587 sigma in 23act. ( 20.6209297 sig out 1act.) RANK 25 NODE 4 --> 12.6331644 sigma in 25act. ( 9.21387672 sig out 1act.) RANK 26 NODE 9 --> 8.3230772 sigma in 23act. ( 4.43794012 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 174.739746 sigma out 1act.( 265.06778 sig in 25act.) RANK 2 NODE 10 --> 132.289368 sigma out 1act.( 139.623856 sig in 25act.) RANK 3 NODE 17 --> 126.469681 sigma out 1act.( 121.600952 sig in 25act.) RANK 4 NODE 12 --> 112.355095 sigma out 1act.( 119.914757 sig in 25act.) RANK 5 NODE 25 --> 105.145607 sigma out 1act.( 165.72049 sig in 25act.) RANK 6 NODE 15 --> 100.169151 sigma out 1act.( 154.380569 sig in 25act.) RANK 7 NODE 13 --> 94.5756836 sigma out 1act.( 124.184059 sig in 25act.) RANK 8 NODE 24 --> 84.196228 sigma out 1act.( 96.305191 sig in 25act.) RANK 9 NODE 6 --> 83.9423447 sigma out 1act.( 89.267662 sig in 25act.) RANK 10 NODE 18 --> 76.8284378 sigma out 1act.( 81.3641281 sig in 24act.) RANK 11 NODE 8 --> 71.7530518 sigma out 1act.( 89.1263428 sig in 25act.) RANK 12 NODE 23 --> 68.143364 sigma out 1act.( 81.8162384 sig in 25act.) RANK 13 NODE 26 --> 67.2353287 sigma out 1act.( 67.5320053 sig in 25act.) RANK 14 NODE 11 --> 67.086441 sigma out 1act.( 81.2568359 sig in 25act.) RANK 15 NODE 2 --> 56.4169655 sigma out 1act.( 44.6405869 sig in 25act.) RANK 16 NODE 14 --> 50.826889 sigma out 1act.( 49.9653778 sig in 25act.) RANK 17 NODE 3 --> 49.4087868 sigma out 1act.( 39.3443527 sig in 24act.) RANK 18 NODE 22 --> 48.5208511 sigma out 1act.( 57.5342979 sig in 25act.) RANK 19 NODE 1 --> 42.2994041 sigma out 1act.( 36.9170876 sig in 24act.) RANK 20 NODE 7 --> 40.0857315 sigma out 1act.( 44.5768623 sig in 24act.) RANK 21 NODE 21 --> 36.9774246 sigma out 1act.( 45.867012 sig in 25act.) RANK 22 NODE 20 --> 30.6118298 sigma out 1act.( 30.9515095 sig in 24act.) RANK 23 NODE 19 --> 26.3789825 sigma out 1act.( 24.5662422 sig in 25act.) RANK 24 NODE 16 --> 20.6209297 sigma out 1act.( 19.3564587 sig in 23act.) RANK 25 NODE 4 --> 9.21387672 sigma out 1act.( 12.6331644 sig in 25act.) RANK 26 NODE 9 --> 4.43794012 sigma out 1act.( 8.3230772 sig in 23act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 403.764496 sigma in 26 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.567033827 *** contribution from regularisation: 0.00113964325 *** contribution from error: -0.568173468 *** contribution from DIAG: 9.88041575E-05 *********************************************** --------------------------------------------------- Iteration : 81 *********************************************** *** Learn Path 81 *** loss function: -0.567042828 *** contribution from regularisation: 0.001139645 *** contribution from error: -0.568182468 *** contribution from DIAG: 9.8894925E-05 *********************************************** --------------------------------------------------- Iteration : 82 *********************************************** *** Learn Path 82 *** loss function: -0.567051351 *** contribution from regularisation: 0.00113982498 *** contribution from error: -0.568191171 *** contribution from DIAG: 9.87935928E-05 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 24 to knot 11 kill weight from layer 1 knot 14 to knot 14 *********************************************** *** Learn Path 83 *** loss function: -0.567059875 *** contribution from regularisation: 0.00114005222 *** contribution from error: -0.568199933 *** contribution from DIAG: 9.88460015E-05 *********************************************** --------------------------------------------------- Iteration : 84 *********************************************** *** Learn Path 84 *** loss function: -0.567071855 *** contribution from regularisation: 0.00113672263 *** contribution from error: -0.568208575 *** contribution from DIAG: 9.868302E-05 *********************************************** --------------------------------------------------- Iteration : 85 *********************************************** *** Learn Path 85 *** loss function: -0.56707865 *** contribution from regularisation: 0.00113862089 *** contribution from error: -0.568217278 *** contribution from DIAG: 9.82703714E-05 *********************************************** --------------------------------------------------- Iteration : 86 *********************************************** *** Learn Path 86 *** loss function: -0.567087829 *** contribution from regularisation: 0.00113793521 *** contribution from error: -0.568225741 *** contribution from DIAG: 9.83296195E-05 *********************************************** --------------------------------------------------- Iteration : 87 kill weight from layer 1 knot 24 to knot 7 *********************************************** *** Learn Path 87 *** loss function: -0.567096651 *** contribution from regularisation: 0.00113762927 *** contribution from error: -0.568234265 *** contribution from DIAG: 9.81758785E-05 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 24 to knot 8 kill weight from layer 1 knot 13 to knot 9 *********************************************** *** Learn Path 88 *** loss function: -0.56710422 *** contribution from regularisation: 0.00113839237 *** contribution from error: -0.56824261 *** contribution from DIAG: 9.78192475E-05 *********************************************** --------------------------------------------------- Iteration : 89 *********************************************** *** Learn Path 89 *** loss function: -0.567115605 *** contribution from regularisation: 0.00113545521 *** contribution from error: -0.568251073 *** contribution from DIAG: 9.78050448E-05 *********************************************** --------------------------------------------------- Iteration : 90 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 333.229492 sigma out 26 active outputs RANK 2 NODE 7 --> 176.99231 sigma out 26 active outputs RANK 3 NODE 2 --> 140.886536 sigma out 26 active outputs RANK 4 NODE 10 --> 110.83123 sigma out 26 active outputs RANK 5 NODE 8 --> 107.925194 sigma out 24 active outputs RANK 6 NODE 5 --> 105.477684 sigma out 25 active outputs RANK 7 NODE 3 --> 94.8667755 sigma out 26 active outputs RANK 8 NODE 4 --> 88.8450012 sigma out 26 active outputs RANK 9 NODE 12 --> 78.5484161 sigma out 26 active outputs RANK 10 NODE 9 --> 71.9696655 sigma out 26 active outputs RANK 11 NODE 11 --> 69.6262207 sigma out 25 active outputs RANK 12 NODE 6 --> 66.5742645 sigma out 26 active outputs RANK 13 NODE 13 --> 63.1977005 sigma out 25 active outputs RANK 14 NODE 18 --> 60.2856369 sigma out 24 active outputs RANK 15 NODE 15 --> 48.782093 sigma out 26 active outputs RANK 16 NODE 14 --> 40.7487717 sigma out 25 active outputs RANK 17 NODE 16 --> 37.1002769 sigma out 26 active outputs RANK 18 NODE 25 --> 33.9888649 sigma out 26 active outputs RANK 19 NODE 17 --> 33.5757408 sigma out 26 active outputs RANK 20 NODE 19 --> 31.8232765 sigma out 25 active outputs RANK 21 NODE 21 --> 30.7430801 sigma out 25 active outputs RANK 22 NODE 23 --> 30.5912685 sigma out 26 active outputs RANK 23 NODE 20 --> 29.68256 sigma out 26 active outputs RANK 24 NODE 22 --> 23.7529545 sigma out 26 active outputs RANK 25 NODE 24 --> 10.117878 sigma out 22 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 265.534088 sigma in 25act. ( 176.501511 sig out 1act.) RANK 2 NODE 25 --> 166.76123 sigma in 25act. ( 105.331146 sig out 1act.) RANK 3 NODE 15 --> 154.99176 sigma in 25act. ( 100.719086 sig out 1act.) RANK 4 NODE 10 --> 140.392715 sigma in 25act. ( 133.189163 sig out 1act.) RANK 5 NODE 13 --> 124.897629 sigma in 25act. ( 95.5114288 sig out 1act.) RANK 6 NODE 17 --> 122.535622 sigma in 25act. ( 127.100006 sig out 1act.) RANK 7 NODE 12 --> 120.33329 sigma in 25act. ( 113.095802 sig out 1act.) RANK 8 NODE 24 --> 97.0057755 sigma in 25act. ( 84.7030792 sig out 1act.) RANK 9 NODE 6 --> 89.5748901 sigma in 25act. ( 84.6746597 sig out 1act.) RANK 10 NODE 8 --> 89.5726318 sigma in 24act. ( 71.9473724 sig out 1act.) RANK 11 NODE 23 --> 82.1437759 sigma in 25act. ( 68.4665833 sig out 1act.) RANK 12 NODE 18 --> 81.8654404 sigma in 24act. ( 77.5208511 sig out 1act.) RANK 13 NODE 11 --> 81.7468262 sigma in 24act. ( 68.1916504 sig out 1act.) RANK 14 NODE 26 --> 67.9406509 sigma in 25act. ( 67.7255325 sig out 1act.) RANK 15 NODE 22 --> 57.8588333 sigma in 25act. ( 48.9628525 sig out 1act.) RANK 16 NODE 14 --> 50.3133163 sigma in 24act. ( 51.4184456 sig out 1act.) RANK 17 NODE 21 --> 46.0674858 sigma in 25act. ( 37.3174019 sig out 1act.) RANK 18 NODE 2 --> 45.0420036 sigma in 25act. ( 57.201252 sig out 1act.) RANK 19 NODE 7 --> 44.7085266 sigma in 23act. ( 40.293705 sig out 1act.) RANK 20 NODE 3 --> 39.8387909 sigma in 24act. ( 50.1331978 sig out 1act.) RANK 21 NODE 1 --> 37.3441505 sigma in 24act. ( 43.055439 sig out 1act.) RANK 22 NODE 20 --> 31.1621723 sigma in 24act. ( 30.9671516 sig out 1act.) RANK 23 NODE 19 --> 24.923027 sigma in 25act. ( 27.1211357 sig out 1act.) RANK 24 NODE 16 --> 19.5629711 sigma in 23act. ( 20.8906174 sig out 1act.) RANK 25 NODE 4 --> 12.7302303 sigma in 25act. ( 9.34852219 sig out 1act.) RANK 26 NODE 9 --> 8.250844 sigma in 22act. ( 4.47970009 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 176.501511 sigma out 1act.( 265.534088 sig in 25act.) RANK 2 NODE 10 --> 133.189163 sigma out 1act.( 140.392715 sig in 25act.) RANK 3 NODE 17 --> 127.100006 sigma out 1act.( 122.535622 sig in 25act.) RANK 4 NODE 12 --> 113.095802 sigma out 1act.( 120.33329 sig in 25act.) RANK 5 NODE 25 --> 105.331146 sigma out 1act.( 166.76123 sig in 25act.) RANK 6 NODE 15 --> 100.719086 sigma out 1act.( 154.99176 sig in 25act.) RANK 7 NODE 13 --> 95.5114288 sigma out 1act.( 124.897629 sig in 25act.) RANK 8 NODE 24 --> 84.7030792 sigma out 1act.( 97.0057755 sig in 25act.) RANK 9 NODE 6 --> 84.6746597 sigma out 1act.( 89.5748901 sig in 25act.) RANK 10 NODE 18 --> 77.5208511 sigma out 1act.( 81.8654404 sig in 24act.) RANK 11 NODE 8 --> 71.9473724 sigma out 1act.( 89.5726318 sig in 24act.) RANK 12 NODE 23 --> 68.4665833 sigma out 1act.( 82.1437759 sig in 25act.) RANK 13 NODE 11 --> 68.1916504 sigma out 1act.( 81.7468262 sig in 24act.) RANK 14 NODE 26 --> 67.7255325 sigma out 1act.( 67.9406509 sig in 25act.) RANK 15 NODE 2 --> 57.201252 sigma out 1act.( 45.0420036 sig in 25act.) RANK 16 NODE 14 --> 51.4184456 sigma out 1act.( 50.3133163 sig in 24act.) RANK 17 NODE 3 --> 50.1331978 sigma out 1act.( 39.8387909 sig in 24act.) RANK 18 NODE 22 --> 48.9628525 sigma out 1act.( 57.8588333 sig in 25act.) RANK 19 NODE 1 --> 43.055439 sigma out 1act.( 37.3441505 sig in 24act.) RANK 20 NODE 7 --> 40.293705 sigma out 1act.( 44.7085266 sig in 23act.) RANK 21 NODE 21 --> 37.3174019 sigma out 1act.( 46.0674858 sig in 25act.) RANK 22 NODE 20 --> 30.9671516 sigma out 1act.( 31.1621723 sig in 24act.) RANK 23 NODE 19 --> 27.1211357 sigma out 1act.( 24.923027 sig in 25act.) RANK 24 NODE 16 --> 20.8906174 sigma out 1act.( 19.5629711 sig in 23act.) RANK 25 NODE 4 --> 9.34852219 sigma out 1act.( 12.7302303 sig in 25act.) RANK 26 NODE 9 --> 4.47970009 sigma out 1act.( 8.250844 sig in 22act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 406.925507 sigma in 26 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.567123771 *** contribution from regularisation: 0.00113559619 *** contribution from error: -0.568259358 *** contribution from DIAG: 9.75105359E-05 *********************************************** --------------------------------------------------- Iteration : 91 *********************************************** *** Learn Path 91 *** loss function: -0.567129552 *** contribution from regularisation: 0.00113773183 *** contribution from error: -0.568267286 *** contribution from DIAG: 9.73115602E-05 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 19 to knot 3 *********************************************** *** Learn Path 92 *** loss function: -0.567139149 *** contribution from regularisation: 0.00113604206 *** contribution from error: -0.568275213 *** contribution from DIAG: 9.71121481E-05 *********************************************** --------------------------------------------------- Iteration : 93 *********************************************** *** Learn Path 93 *** loss function: -0.567147613 *** contribution from regularisation: 0.0011354927 *** contribution from error: -0.568283081 *** contribution from DIAG: 9.66914522E-05 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 15 to knot 9 kill weight from layer 1 knot 22 to knot 16 *********************************************** *** Learn Path 94 *** loss function: -0.56715554 *** contribution from regularisation: 0.00113554695 *** contribution from error: -0.568291068 *** contribution from DIAG: 9.65759755E-05 *********************************************** --------------------------------------------------- Iteration : 95 *********************************************** *** Learn Path 95 *** loss function: -0.56716466 *** contribution from regularisation: 0.00113444182 *** contribution from error: -0.568299115 *** contribution from DIAG: 9.64997307E-05 *********************************************** --------------------------------------------------- Iteration : 96 kill weight from layer 1 knot 15 to knot 4 kill weight from layer 1 knot 21 to knot 9 *********************************************** *** Learn Path 96 *** loss function: -0.567171037 *** contribution from regularisation: 0.00113591761 *** contribution from error: -0.568306983 *** contribution from DIAG: 9.59926037E-05 *********************************************** --------------------------------------------------- Iteration : 97 *********************************************** *** Learn Path 97 *** loss function: -0.567180455 *** contribution from regularisation: 0.00113435881 *** contribution from error: -0.568314791 *** contribution from DIAG: 9.61568876E-05 *********************************************** --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.567187369 *** contribution from regularisation: 0.00113502005 *** contribution from error: -0.568322361 *** contribution from DIAG: 9.57938828E-05 *********************************************** --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.56719619 *** contribution from regularisation: 0.00113384787 *** contribution from error: -0.56833005 *** contribution from DIAG: 9.56612566E-05 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 332.65033 sigma out 26 active outputs RANK 2 NODE 7 --> 175.636993 sigma out 26 active outputs RANK 3 NODE 2 --> 140.730698 sigma out 26 active outputs RANK 4 NODE 10 --> 110.237114 sigma out 26 active outputs RANK 5 NODE 8 --> 106.932457 sigma out 24 active outputs RANK 6 NODE 5 --> 104.460625 sigma out 25 active outputs RANK 7 NODE 3 --> 95.253067 sigma out 26 active outputs RANK 8 NODE 4 --> 89.1226959 sigma out 26 active outputs RANK 9 NODE 12 --> 78.2082367 sigma out 26 active outputs RANK 10 NODE 9 --> 71.7333527 sigma out 26 active outputs RANK 11 NODE 11 --> 69.3263855 sigma out 25 active outputs RANK 12 NODE 6 --> 66.2117767 sigma out 26 active outputs RANK 13 NODE 13 --> 62.6029053 sigma out 25 active outputs RANK 14 NODE 18 --> 60.2045975 sigma out 24 active outputs RANK 15 NODE 15 --> 48.7361717 sigma out 24 active outputs RANK 16 NODE 14 --> 40.3144836 sigma out 25 active outputs RANK 17 NODE 16 --> 36.8579292 sigma out 26 active outputs RANK 18 NODE 25 --> 33.915451 sigma out 26 active outputs RANK 19 NODE 17 --> 33.4849854 sigma out 26 active outputs RANK 20 NODE 19 --> 31.7359066 sigma out 24 active outputs RANK 21 NODE 21 --> 30.807272 sigma out 24 active outputs RANK 22 NODE 23 --> 30.7188339 sigma out 26 active outputs RANK 23 NODE 20 --> 29.5719528 sigma out 26 active outputs RANK 24 NODE 22 --> 23.9701462 sigma out 25 active outputs RANK 25 NODE 24 --> 9.66439724 sigma out 22 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 264.554626 sigma in 25act. ( 175.809555 sig out 1act.) RANK 2 NODE 25 --> 166.122559 sigma in 25act. ( 105.146988 sig out 1act.) RANK 3 NODE 15 --> 153.992767 sigma in 25act. ( 100.668526 sig out 1act.) RANK 4 NODE 10 --> 140.070343 sigma in 25act. ( 132.798416 sig out 1act.) RANK 5 NODE 13 --> 124.879753 sigma in 25act. ( 95.429306 sig out 1act.) RANK 6 NODE 17 --> 122.006531 sigma in 25act. ( 127.034798 sig out 1act.) RANK 7 NODE 12 --> 119.994957 sigma in 25act. ( 112.616676 sig out 1act.) RANK 8 NODE 24 --> 97.0527649 sigma in 25act. ( 84.4543152 sig out 1act.) RANK 9 NODE 8 --> 89.2078018 sigma in 24act. ( 71.5828018 sig out 1act.) RANK 10 NODE 6 --> 89.1810608 sigma in 25act. ( 84.796669 sig out 1act.) RANK 11 NODE 11 --> 81.721344 sigma in 24act. ( 68.0832062 sig out 1act.) RANK 12 NODE 18 --> 81.6235352 sigma in 24act. ( 77.3993225 sig out 1act.) RANK 13 NODE 23 --> 81.5343933 sigma in 25act. ( 68.8611603 sig out 1act.) RANK 14 NODE 26 --> 67.4913788 sigma in 25act. ( 67.9170227 sig out 1act.) RANK 15 NODE 22 --> 57.6578369 sigma in 25act. ( 49.1583252 sig out 1act.) RANK 16 NODE 14 --> 50.4000244 sigma in 24act. ( 51.0746765 sig out 1act.) RANK 17 NODE 21 --> 45.9248238 sigma in 25act. ( 37.1457825 sig out 1act.) RANK 18 NODE 2 --> 45.1513138 sigma in 25act. ( 57.2380981 sig out 1act.) RANK 19 NODE 7 --> 44.5581627 sigma in 23act. ( 40.0561562 sig out 1act.) RANK 20 NODE 3 --> 39.998291 sigma in 23act. ( 50.53965 sig out 1act.) RANK 21 NODE 1 --> 37.5469971 sigma in 24act. ( 43.2568626 sig out 1act.) RANK 22 NODE 20 --> 31.1429958 sigma in 24act. ( 31.0818501 sig out 1act.) RANK 23 NODE 19 --> 25.0944767 sigma in 25act. ( 27.4300404 sig out 1act.) RANK 24 NODE 16 --> 19.6004047 sigma in 22act. ( 21.0944538 sig out 1act.) RANK 25 NODE 4 --> 12.744936 sigma in 24act. ( 9.4423008 sig out 1act.) RANK 26 NODE 9 --> 8.17930126 sigma in 20act. ( 4.4386816 sig out 1act.) sorted by output significance RANK 1 NODE 5 --> 175.809555 sigma out 1act.( 264.554626 sig in 25act.) RANK 2 NODE 10 --> 132.798416 sigma out 1act.( 140.070343 sig in 25act.) RANK 3 NODE 17 --> 127.034798 sigma out 1act.( 122.006531 sig in 25act.) RANK 4 NODE 12 --> 112.616676 sigma out 1act.( 119.994957 sig in 25act.) RANK 5 NODE 25 --> 105.146988 sigma out 1act.( 166.122559 sig in 25act.) RANK 6 NODE 15 --> 100.668526 sigma out 1act.( 153.992767 sig in 25act.) RANK 7 NODE 13 --> 95.429306 sigma out 1act.( 124.879753 sig in 25act.) RANK 8 NODE 6 --> 84.796669 sigma out 1act.( 89.1810608 sig in 25act.) RANK 9 NODE 24 --> 84.4543152 sigma out 1act.( 97.0527649 sig in 25act.) RANK 10 NODE 18 --> 77.3993225 sigma out 1act.( 81.6235352 sig in 24act.) RANK 11 NODE 8 --> 71.5828018 sigma out 1act.( 89.2078018 sig in 24act.) RANK 12 NODE 23 --> 68.8611603 sigma out 1act.( 81.5343933 sig in 25act.) RANK 13 NODE 11 --> 68.0832062 sigma out 1act.( 81.721344 sig in 24act.) RANK 14 NODE 26 --> 67.9170227 sigma out 1act.( 67.4913788 sig in 25act.) RANK 15 NODE 2 --> 57.2380981 sigma out 1act.( 45.1513138 sig in 25act.) RANK 16 NODE 14 --> 51.0746765 sigma out 1act.( 50.4000244 sig in 24act.) RANK 17 NODE 3 --> 50.53965 sigma out 1act.( 39.998291 sig in 23act.) RANK 18 NODE 22 --> 49.1583252 sigma out 1act.( 57.6578369 sig in 25act.) RANK 19 NODE 1 --> 43.2568626 sigma out 1act.( 37.5469971 sig in 24act.) RANK 20 NODE 7 --> 40.0561562 sigma out 1act.( 44.5581627 sig in 23act.) RANK 21 NODE 21 --> 37.1457825 sigma out 1act.( 45.9248238 sig in 25act.) RANK 22 NODE 20 --> 31.0818501 sigma out 1act.( 31.1429958 sig in 24act.) RANK 23 NODE 19 --> 27.4300404 sigma out 1act.( 25.0944767 sig in 25act.) RANK 24 NODE 16 --> 21.0944538 sigma out 1act.( 19.6004047 sig in 22act.) RANK 25 NODE 4 --> 9.4423008 sigma out 1act.( 12.744936 sig in 24act.) RANK 26 NODE 9 --> 4.4386816 sigma out 1act.( 8.17930126 sig in 20act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 406.291321 sigma in 26 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.567204654 *** contribution from regularisation: 0.00113284285 *** contribution from error: -0.5683375 *** contribution from DIAG: 9.53089548E-05 *********************************************** -----------------> Test sample create test 22 plots 9100/9200: 2 END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE SAVING EXPERTISE TO GlobalPID_Electron_Upstream_NeuroBayes.conf NB_AHISTOUT: storage space 117730 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/621/Electron/Upstream/GlobalPID_Electron_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/Electron/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/Electron/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/Electron/Upstream/NB.txt Training Host = lxplus436.cern.ch Particle type = electron 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_Electron_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAbovePiThres Skipping input #RichAbovePrThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 23 nodes, hidden layer has 26 nodes NB_DEF_TASK = CLA NB_DEF_LEARNDIAG = 1 NB_DEF_MOM = 0 NB_DEF_SHAPE = DIAG NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.1.root Found 9821527 training data points Read entry 982152 (9.99999%) Read entry 1964304 (20%) Read entry 2946456 (30%) Read entry 3928608 (40%) Read entry 4910760 (50%) Considered 5157981 tracks for input to NN training Sel. Eff. = 19.3874% Selected 1000000 tracks for input to NN training ghost percentage = 29.8513% electron percentage = 5.7412% muon percentage = 0.3947% pion percentage = 53.654% kaon percentage = 7.2871% proton percentage = 2.972% Unknown Particle type 3112 percentage = 0.034% Unknown Particle type 3222 percentage = 0.0368% Unknown Particle type 3312 percentage = 0.0106% Unknown Particle type 3334 percentage = 0.0002% Unknown Particle type 1000010020 percentage = 0.0022% Unknown Particle type 1000010030 percentage = 0.0027% Unknown Particle type 1000020040 percentage = 0.0132% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackCloneDist Making plots for input TrackFitVeloChi2 Making plots for input TrackFitVeloNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichAboveMuThres Making plots for input RichAboveKaThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input InAccBrem Making plots for input BremPIDe Making plots for input VeloCharge Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC11a-Binc-nu2/ProtoPIDANN.tuples.2.root Found 9023704 evaluation data points Read entry 902370 (10%) Read entry 1804740 (20%) Read entry 2707110 (30%) Read entry 3609480 (40%) Read entry 4511850 (50%) Read entry 5414220 (60%) Read entry 6316590 (70%) Read entry 7218960 (80%) Read entry 8121330 (90%) Read entry 9023700 (100%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 22 input variables. ***************Training results***************** number of nodes in the 1st layer: 25 number of nodes in the 2nd layer: 26 number of nodes in the 3rd layer: 1 number of iterations: 100