Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC11a/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels/ENTROPY/NOBFGS/622/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/622/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/622/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/622/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/622/Electron/Upstream/NB.txt Training Host = lxplus437.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 = 622 ********************************************* * 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 622 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: 622 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 22 *** This will do for you: *** input variable equalisation *** to Gaussian 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 3627.28 warning: map is empty for variable 3 003 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. warning: map is empty for variable 4 270737 224.448425 229.760284 235.16861 240.721542 246.347656 252.108826 258.002838 264.039368 270.239502 276.633423 283.083374 289.865417 296.841492 303.998108 311.487488 319.014496 326.853302 334.950439 343.4245 352.102783 361.125885 370.403503 380.069366 390.229675 400.551086 411.276886 422.919617 434.943298 447.665527 460.898163 474.911987 489.594849 505.222137 522.138367 540.735962 561.385498 583.817932 608.402222 635.688477 666.849121 703.005554 745.67804 796.140137 857.432007 936.390625 1043.1709 1201.73962 1480.29688 2219.48828 931746. do regularised spline fit for input variable # 4 build map for variable # 4 warning: map is empty for variable 4 ------------------------------ Transdef: Tab for variable 5 0.000662988052 0.152839929 0.203686476 0.240665868 0.271108627 0.297576845 0.321139932 0.342989981 0.363142431 0.38201052 0.400266111 0.417636245 0.434204996 0.45043847 0.465809822 0.481027007 0.495504409 0.509832144 0.523718119 0.537498593 0.551041842 0.564308703 0.577589393 0.590498149 0.603327155 0.616021276 0.628406644 0.64092797 0.653259099 0.665487409 0.677571416 0.68986392 0.701986551 0.714215994 0.726419568 0.738408625 0.750482798 0.7626369 0.775019288 0.787216425 0.799287558 0.811548829 0.823842883 0.83643949 0.849035144 0.861620069 0.874264598 0.887014687 0.899848938 0.912823796 0.925958991 0.939238667 0.952646613 0.966296792 0.980124354 0.994074643 1.0081265 1.02298927 1.03754759 1.05248284 1.06766546 1.08311367 1.09858537 1.11504781 1.13179445 1.14856505 1.16602111 1.18362594 1.20189011 1.2207979 1.24029779 1.26006699 1.2803154 1.30189562 1.32405949 1.34664226 1.37063026 1.39514434 1.42136955 1.44852018 1.47651124 1.50653172 1.53833199 1.57157934 1.60700893 1.64536262 1.68640733 1.73054361 1.77903533 1.83228445 1.89035368 1.95603466 2.02998638 2.11498404 2.21407986 2.33385372 2.48102522 2.67263293 2.95052814 3.42529511 9.98801994 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 2. 4. 4. 4. 5. 5. 5. 5. 5. 5. 6. 6. 6. 6. 6. 6. 6. 6. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 8. 8. 8. 8. 8. 8. 8. 8. 8. 8. 8. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 9. 10. 10. 10. 10. 10. 10. 10. 10. 11. 11. 11. 11. 11. 11. 11. 11. 11. 12. 12. 12. 12. 12. 12. 12. 13. 13. 13. 13. 13. 13. 13. 13. 14. 14. 14. 14. 15. 15. 15. 15. 15. 16. 16. 17. 17. 19. 30. build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -99.5388565 -25.5917397 -20.3738194 -16.9280586 -14.5050735 -12.898694 -11.7588348 -10.8874807 -10.168745 -9.58856869 -9.11158466 -8.69907379 -8.32406044 -8.01462936 -7.72290802 -7.4423461 -7.17818069 -6.93169308 -6.70651388 -6.49788952 -6.30237484 -6.12085104 -5.95661211 -5.80187607 -5.66029739 -5.52217579 -5.39269304 -5.26939774 -5 warning: map is empty for variable 7 .14696932 -5.02559662 -4.9030962 -4.78962421 -4.6887579 -4.59555626 -4.50984764 -4.43039417 -4.34941292 -4.27063513 -4.19269943 -4.11699295 -4.02809429 -3.93248248 -3.83104038 -3.73201656 -3.63536978 -3.54303432 -3.45526505 -3.3669889 -3.27805567 -3.19002104 -3.10676765 -3.02966213 -2.95746064 -2.88847399 -2.82544255 -2.76322269 -2.70335674 -2.645432 -2.58731651 -2.5303216 -2.47511363 -2.42334628 -2.37433195 -2.32739758 -2.28196526 -2.2393477 -2.19768381 -2.15798378 -2.11808109 -2.07847738 -2.03896856 -2.00104499 -1.96020019 -1.91894674 -1.87837577 -1.83652568 -1.79638314 -1.75624144 -1.71523309 -1.67589569 -1.63526523 -1.5956707 -1.55775928 -1.51949501 -1.4838748 -1.44980121 -1.41464043 -1.3814559 -1.34957325 -1.31693387 -1.28284359 -1.25121057 -1.2192204 -1.18295693 -1.1474328 -1.11260426 -1.07128084 -1.03257203 -0.983424306 -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. warning: map is empty for variable 8 363818526 0.371784568 0.379935205 0.388080984 0.396359682 0.404852688 0.413651526 0.42268765 0.432419121 0.442879677 0.453706712 0.465693653 0.478866756 0.492860496 0.508566082 0.525378883 0.542761564 0.561311841 0.582660496 0.605876446 0.631032109 0.659291208 0.69334352 0.735185027 0.797511578 0.999990344 do regularised spline fit for input variable # 8 build map for variable # 8 warning: map is empty for variable 8 ------------------------------ Transdef: Tab for variable 9 0.00384638784 2.44956112 4.93080807 7.63105202 10.2911015 13.4466286 16.9693794 20.7407417 24.9398918 29.3135166 33.7895317 38.7562981 44.1361084 50.0816002 56.251976 62.8267517 69.5960236 76.9210281 84.596405 92.7889404 101.088371 109.322426 118.493729 129.184113 138.631302 149.966873 161.794235 175.202408 187.168884 201.347687 216.187408 231.591446 247.734955 264.299438 282.654358 302.614471 321.987427 343.926147 366.567261 391.580353 419.051971 447.703491 480.097595 511.45224 544.345703 581.968628 623.151855 665.371338 709.811646 757.967407 809.292603 859.644653 910.575439 968.691162 1027.67554 1084.48877 1144.34521 1199.39575 1256.05103 1315.13379 1378.12109 1444.48938 1510.59619 1568.03784 1628.50488 1692.84131 1758.29468 1822.92334 1891.43335 1956.26196 2027.95288 2103.3335 2180.72241 2263.74561 2346.71094 2427.62622 2507.83057 2595.4165 2681.7373 2764.61914 2850.90454 2944.33691 3039.31494 3130.99805 3221.84766 3321.71143 3422.53589 3526.71924 3627.00146 3730.59424 3840.04346 3951.31763 4061.24219 4176.86719 4289.4541 4400.81201 4523.82129 4638.2998 4753.42871 4877.31055 4999.66064 do regularised spline fit for input variable # 9 build map for variable # 9 ------------------------------ Transdef: Tab for variable 10 1.12030714E-08 0.106300414 0.223134041 0.337052494 0.446935505 0.554820418 0.662782788 0.768689871 0.873481035 0.978381157 1.07985377 1.18300962 1.28558218 1.3847537 1.48545468 1.58549988 1.68626213 1.78304911 1.88500905 1.98365593 2.08160496 2.18070936 2.28020859 2.3800602 2.47924685 2.57963371 2.67967081 2.78071189 2.88182878 2.98353767 3.08650875 3.18875003 3.29102182 3.39433956 3.49716187 3.59988785 3.70444584 3.8091433 3.91797638 4.02386379 4.13223696 4.24260426 4.35207319 4.46126986 4.57322979 4.68651295 4.79983807 4.91511536 5.03210783 5.15214062 5.27245331 5.3930645 5.51489496 5.63960743 5.76605988 5.8914156 6.01769352 6.14875603 6.28086662 6.41495991 6.55136776 6.69146299 6.83304358 6.9786396 7.12596321 7.2769928 7.42949247 7.58498383 7.74451828 7.90676403 8.07327843 8.24458599 8.41973305 8.60203648 8.78406429 8.97579384 9.17363262 9.37618065 9.58698082 9.80885124 10.0349264 10.2756958 10.5272427 10.7829027 11.056778 11.3438015 11.6469002 11.9694252 12.3121605 12.6840754 13.0913105 13.5271893 14.0148735 14.5599976 15.1695862 15.8878212 16.7800484 17.9011497 19.4505882 22.0691261 73.908371 do regularised spline fit for input variable # 10 ------------------------------ Transdef: Tab for variable 11 -1. 1. 1. 1. 1. 1. 2. 2. 2. 2. 2. 2. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 3. 4. 4. 4. 4. 4. 4. 4. 4. 4. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5. 6. 6. 6. 6. 6. 6. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 8. 8. 8. 8. 8. 8. 9. 9. 9. 9. 9. 9. 9. 9. 9. 10. 10. 10. 10. 11. 11. 11. 11. 11. 11. 12. 12. 13. 13. 13. 15. 27. build map for variable # 11 ------------------------------ Transdef: Tab for variable 12 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. build map for variable # 13 ------------------------------ Transdef: Tab for variable 14 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 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 warning: map is empty for variable 23 .25468171 1.27340829 1.29213488 1.32022476 1.35767794 1.4080056 1.47940075 1.59269667 1.80898881 5.38202238 do regularised spline fit for input variable # 23 build map for variable # 23 warning: map is empty for variable 23 COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 0 0.5 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 7 --> 26.7045307 sigma out 26 active outputs RANK 2 NODE 10 --> 25.8934536 sigma out 26 active outputs RANK 3 NODE 4 --> 24.2355404 sigma out 26 active outputs RANK 4 NODE 6 --> 23.11973 sigma out 26 active outputs RANK 5 NODE 5 --> 22.2598572 sigma out 26 active outputs RANK 6 NODE 11 --> 22.0547581 sigma out 26 active outputs RANK 7 NODE 22 --> 21.8139305 sigma out 26 active outputs RANK 8 NODE 9 --> 20.7934895 sigma out 26 active outputs RANK 9 NODE 12 --> 20.4574699 sigma out 26 active outputs RANK 10 NODE 3 --> 19.9767494 sigma out 26 active outputs RANK 11 NODE 20 --> 19.3521309 sigma out 26 active outputs RANK 12 NODE 13 --> 19.117487 sigma out 26 active outputs RANK 13 NODE 8 --> 18.9471931 sigma out 26 active outputs RANK 14 NODE 18 --> 18.9235973 sigma out 26 active outputs RANK 15 NODE 21 --> 18.2703571 sigma out 26 active outputs RANK 16 NODE 15 --> 18.1093102 sigma out 26 active outputs RANK 17 NODE 25 --> 17.7547741 sigma out 26 active outputs RANK 18 NODE 24 --> 17.4132538 sigma out 26 active outputs RANK 19 NODE 23 --> 17.3498917 sigma out 26 active outputs RANK 20 NODE 19 --> 16.8629856 sigma out 26 active outputs RANK 21 NODE 14 --> 16.8025112 sigma out 26 active outputs RANK 22 NODE 17 --> 14.6001711 sigma out 26 active outputs RANK 23 NODE 16 --> 14.0976524 sigma out 26 active outputs RANK 24 NODE 2 --> 11.1435232 sigma out 26 active outputs RANK 25 NODE 1 --> 2.11875963 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 5 --> 26.0758305 sigma in 25act. ( 16.9450054 sig out 1act.) RANK 2 NODE 25 --> 25.2358761 sigma in 25act. ( 18.3266602 sig out 1act.) RANK 3 NODE 15 --> 24.9755859 sigma in 25act. ( 13.7562809 sig out 1act.) RANK 4 NODE 10 --> 24.2438221 sigma in 25act. ( 21.1317348 sig out 1act.) RANK 5 NODE 17 --> 23.4881172 sigma in 25act. ( 16.2054577 sig out 1act.) RANK 6 NODE 3 --> 21.1395378 sigma in 25act. ( 2.33072972 sig out 1act.) RANK 7 NODE 8 --> 21.0882816 sigma in 25act. ( 16.5580883 sig out 1act.) RANK 8 NODE 16 --> 20.8844814 sigma in 25act. ( 13.9732828 sig out 1act.) RANK 9 NODE 13 --> 19.140379 sigma in 25act. ( 17.2029858 sig out 1act.) RANK 10 NODE 6 --> 18.7507381 sigma in 25act. ( 10.311842 sig out 1act.) RANK 11 NODE 12 --> 18.3567352 sigma in 25act. ( 9.96700764 sig out 1act.) RANK 12 NODE 26 --> 18.3464508 sigma in 25act. ( 4.40745449 sig out 1act.) RANK 13 NODE 21 --> 17.8417206 sigma in 25act. ( 0.792886794 sig out 1act.) RANK 14 NODE 23 --> 17.7595654 sigma in 25act. ( 5.59373808 sig out 1act.) RANK 15 NODE 18 --> 17.0125656 sigma in 25act. ( 5.17028284 sig out 1act.) RANK 16 NODE 14 --> 16.9592648 sigma in 25act. ( 2.73810053 sig out 1act.) RANK 17 NODE 9 --> 16.9367695 sigma in 25act. ( 2.74023342 sig out 1act.) RANK 18 NODE 7 --> 16.7634468 sigma in 25act. ( 5.9590807 sig out 1act.) RANK 19 NODE 2 --> 15.8197937 sigma in 25act. ( 10.35987 sig out 1act.) RANK 20 NODE 1 --> 15.7054529 sigma in 25act. ( 1.97660923 sig out 1act.) RANK 21 NODE 4 --> 15.3412638 sigma in 25act. ( 5.28343296 sig out 1act.) RANK 22 NODE 20 --> 14.9141035 sigma in 25act. ( 3.60989523 sig out 1act.) RANK 23 NODE 24 --> 14.7862415 sigma in 25act. ( 6.34049702 sig out 1act.) RANK 24 NODE 11 --> 14.3925343 sigma in 25act. ( 8.42767906 sig out 1act.) RANK 25 NODE 22 --> 14.3335714 sigma in 25act. ( 0.113004796 sig out 1act.) RANK 26 NODE 19 --> 13.9601126 sigma in 25act. ( 1.96547008 sig out 1act.) sorted by output significance RANK 1 NODE 10 --> 21.1317348 sigma out 1act.( 24.2438221 sig in 25act.) RANK 2 NODE 25 --> 18.3266602 sigma out 1act.( 25.2358761 sig in 25act.) RANK 3 NODE 13 --> 17.2029858 sigma out 1act.( 19.140379 sig in 25act.) RANK 4 NODE 5 --> 16.9450054 sigma out 1act.( 26.0758305 sig in 25act.) RANK 5 NODE 8 --> 16.5580883 sigma out 1act.( 21.0882816 sig in 25act.) RANK 6 NODE 17 --> 16.2054577 sigma out 1act.( 23.4881172 sig in 25act.) RANK 7 NODE 16 --> 13.9732828 sigma out 1act.( 20.8844814 sig in 25act.) RANK 8 NODE 15 --> 13.7562809 sigma out 1act.( 24.9755859 sig in 25act.) RANK 9 NODE 2 --> 10.35987 sigma out 1act.( 15.8197937 sig in 25act.) RANK 10 NODE 6 --> 10.311842 sigma out 1act.( 18.7507381 sig in 25act.) RANK 11 NODE 12 --> 9.96700764 sigma out 1act.( 18.3567352 sig in 25act.) RANK 12 NODE 11 --> 8.42767906 sigma out 1act.( 14.3925343 sig in 25act.) RANK 13 NODE 24 --> 6.34049702 sigma out 1act.( 14.7862415 sig in 25act.) RANK 14 NODE 7 --> 5.9590807 sigma out 1act.( 16.7634468 sig in 25act.) RANK 15 NODE 23 --> 5.59373808 sigma out 1act.( 17.7595654 sig in 25act.) RANK 16 NODE 4 --> 5.28343296 sigma out 1act.( 15.3412638 sig in 25act.) RANK 17 NODE 18 --> 5.17028284 sigma out 1act.( 17.0125656 sig in 25act.) RANK 18 NODE 26 --> 4.40745449 sigma out 1act.( 18.3464508 sig in 25act.) RANK 19 NODE 20 --> 3.60989523 sigma out 1act.( 14.9141035 sig in 25act.) RANK 20 NODE 9 --> 2.74023342 sigma out 1act.( 16.9367695 sig in 25act.) RANK 21 NODE 14 --> 2.73810053 sigma out 1act.( 16.9592648 sig in 25act.) RANK 22 NODE 3 --> 2.33072972 sigma out 1act.( 21.1395378 sig in 25act.) RANK 23 NODE 1 --> 1.97660923 sigma out 1act.( 15.7054529 sig in 25act.) RANK 24 NODE 19 --> 1.96547008 sigma out 1act.( 13.9601126 sig in 25act.) RANK 25 NODE 21 --> 0.792886794 sigma out 1act.( 17.8417206 sig in 25act.) RANK 26 NODE 22 --> 0.113004796 sigma out 1act.( 14.3335714 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 53.7935944 sigma in 26 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 4 --> 19.915659 sigma out 26 active outputs RANK 2 NODE 7 --> 18.4766769 sigma out 26 active outputs RANK 3 NODE 10 --> 17.14884 sigma out 26 active outputs RANK 4 NODE 5 --> 16.1366253 sigma out 26 active outputs RANK 5 NODE 3 --> 14.0952625 sigma out 26 active outputs RANK 6 NODE 6 --> 13.3805685 sigma out 26 active outputs RANK 7 NODE 2 --> 12.1669979 sigma out 26 active outputs RANK 8 NODE 9 --> 11.6398649 sigma out 26 active outputs RANK 9 NODE 12 --> 11.3066702 sigma out 26 active outputs RANK 10 NODE 8 --> 11.0512457 sigma out 26 active outputs RANK 11 NODE 11 --> 10.9481525 sigma out 26 active outputs RANK 12 NODE 13 --> 9.58718681 sigma out 26 active outputs RANK 13 NODE 1 --> 8.69381428 sigma out 26 active outputs RANK 14 NODE 18 --> 8.62586784 sigma out 26 active outputs RANK 15 NODE 15 --> 6.81829453 sigma out 26 active outputs RANK 16 NODE 14 --> 6.77826357 sigma out 26 active outputs RANK 17 NODE 21 --> 5.14668274 sigma out 26 active outputs RANK 18 NODE 16 --> 5.06515503 sigma out 26 active outputs RANK 19 NODE 20 --> 4.81458569 sigma out 26 active outputs RANK 20 NODE 19 --> 4.4422493 sigma out 26 active outputs RANK 21 NODE 17 --> 4.4253459 sigma out 26 active outputs RANK 22 NODE 23 --> 3.91049838 sigma out 26 active outputs RANK 23 NODE 22 --> 3.11407518 sigma out 26 active outputs RANK 24 NODE 25 --> 1.85081196 sigma out 26 active outputs RANK 25 NODE 24 --> 1.265854 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 10 --> 18.0604134 sigma in 25act. ( 19.6824703 sig out 1act.) RANK 2 NODE 5 --> 17.9479771 sigma in 25act. ( 14.3481522 sig out 1act.) RANK 3 NODE 25 --> 17.7360153 sigma in 25act. ( 17.3994751 sig out 1act.) RANK 4 NODE 13 --> 17.1109295 sigma in 25act. ( 17.4550743 sig out 1act.) RANK 5 NODE 17 --> 14.9239559 sigma in 25act. ( 15.532939 sig out 1act.) RANK 6 NODE 15 --> 14.5729733 sigma in 25act. ( 12.0203781 sig out 1act.) RANK 7 NODE 8 --> 14.1996555 sigma in 25act. ( 16.083807 sig out 1act.) RANK 8 NODE 16 --> 12.3163614 sigma in 25act. ( 13.1030684 sig out 1act.) RANK 9 NODE 6 --> 9.76800346 sigma in 25act. ( 9.55376434 sig out 1act.) RANK 10 NODE 11 --> 9.76677704 sigma in 25act. ( 7.00514174 sig out 1act.) RANK 11 NODE 12 --> 9.42099857 sigma in 25act. ( 8.06080341 sig out 1act.) RANK 12 NODE 2 --> 9.359128 sigma in 25act. ( 8.84190369 sig out 1act.) RANK 13 NODE 23 --> 7.61938763 sigma in 25act. ( 5.18536568 sig out 1act.) RANK 14 NODE 7 --> 7.09361219 sigma in 25act. ( 5.76753569 sig out 1act.) RANK 15 NODE 18 --> 6.01451826 sigma in 25act. ( 4.13389444 sig out 1act.) RANK 16 NODE 24 --> 5.9840517 sigma in 25act. ( 4.54006195 sig out 1act.) RANK 17 NODE 26 --> 5.80079031 sigma in 25act. ( 4.11561918 sig out 1act.) RANK 18 NODE 3 --> 5.51353455 sigma in 25act. ( 2.29203892 sig out 1act.) RANK 19 NODE 4 --> 5.20711756 sigma in 25act. ( 3.9959619 sig out 1act.) RANK 20 NODE 9 --> 4.99812031 sigma in 25act. ( 2.87017989 sig out 1act.) RANK 21 NODE 20 --> 4.43895674 sigma in 25act. ( 2.74392843 sig out 1act.) RANK 22 NODE 14 --> 4.3065877 sigma in 25act. ( 2.47321224 sig out 1act.) RANK 23 NODE 21 --> 4.10682487 sigma in 25act. ( 0.264423668 sig out 1act.) RANK 24 NODE 1 --> 3.97224832 sigma in 25act. ( 0.809253097 sig out 1act.) RANK 25 NODE 19 --> 3.72203875 sigma in 25act. ( 1.82753766 sig out 1act.) RANK 26 NODE 22 --> 3.17495084 sigma in 25act. ( 0.0653593019 sig out 1act.) sorted by output significance RANK 1 NODE 10 --> 19.6824703 sigma out 1act.( 18.0604134 sig in 25act.) RANK 2 NODE 13 --> 17.4550743 sigma out 1act.( 17.1109295 sig in 25act.) RANK 3 NODE 25 --> 17.3994751 sigma out 1act.( 17.7360153 sig in 25act.) RANK 4 NODE 8 --> 16.083807 sigma out 1act.( 14.1996555 sig in 25act.) RANK 5 NODE 17 --> 15.532939 sigma out 1act.( 14.9239559 sig in 25act.) RANK 6 NODE 5 --> 14.3481522 sigma out 1act.( 17.9479771 sig in 25act.) RANK 7 NODE 16 --> 13.1030684 sigma out 1act.( 12.3163614 sig in 25act.) RANK 8 NODE 15 --> 12.0203781 sigma out 1act.( 14.5729733 sig in 25act.) RANK 9 NODE 6 --> 9.55376434 sigma out 1act.( 9.76800346 sig in 25act.) RANK 10 NODE 2 --> 8.84190369 sigma out 1act.( 9.359128 sig in 25act.) RANK 11 NODE 12 --> 8.06080341 sigma out 1act.( 9.42099857 sig in 25act.) RANK 12 NODE 11 --> 7.00514174 sigma out 1act.( 9.76677704 sig in 25act.) RANK 13 NODE 7 --> 5.76753569 sigma out 1act.( 7.09361219 sig in 25act.) RANK 14 NODE 23 --> 5.18536568 sigma out 1act.( 7.61938763 sig in 25act.) RANK 15 NODE 24 --> 4.54006195 sigma out 1act.( 5.9840517 sig in 25act.) RANK 16 NODE 18 --> 4.13389444 sigma out 1act.( 6.01451826 sig in 25act.) RANK 17 NODE 26 --> 4.11561918 sigma out 1act.( 5.80079031 sig in 25act.) RANK 18 NODE 4 --> 3.9959619 sigma out 1act.( 5.20711756 sig in 25act.) RANK 19 NODE 9 --> 2.87017989 sigma out 1act.( 4.99812031 sig in 25act.) RANK 20 NODE 20 --> 2.74392843 sigma out 1act.( 4.43895674 sig in 25act.) RANK 21 NODE 14 --> 2.47321224 sigma out 1act.( 4.3065877 sig in 25act.) RANK 22 NODE 3 --> 2.29203892 sigma out 1act.( 5.51353455 sig in 25act.) RANK 23 NODE 19 --> 1.82753766 sigma out 1act.( 3.72203875 sig in 25act.) RANK 24 NODE 1 --> 0.809253097 sigma out 1act.( 3.97224832 sig in 25act.) RANK 25 NODE 21 --> 0.264423668 sigma out 1act.( 4.10682487 sig in 25act.) RANK 26 NODE 22 --> 0.0653593019 sigma out 1act.( 3.17495084 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 49.6215591 sigma in 26 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.554907084 *** contribution from regularisation: 0.000293918507 *** contribution from error: -0.555200994 *** contribution from DIAG: 0.00021531526 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.558976352 *** contribution from regularisation: 0.00121519202 *** contribution from error: -0.560191572 *** contribution from DIAG: 0.000138487318 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.563358903 *** contribution from regularisation: 0.00051116111 *** contribution from error: -0.563870072 *** contribution from DIAG: 0.000166344034 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.564437687 *** contribution from regularisation: 0.000938590558 *** contribution from error: -0.565376282 *** contribution from DIAG: 0.000146942897 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.564798117 *** contribution from regularisation: 0.000755644054 *** contribution from error: -0.565553784 *** contribution from DIAG: 0.000144526421 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.564834833 *** contribution from regularisation: 0.000790078659 *** contribution from error: -0.565624893 *** contribution from DIAG: 0.000141940691 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.564886808 *** contribution from regularisation: 0.00078558136 *** contribution from error: -0.565672398 *** contribution from DIAG: 0.000146082399 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.564918458 *** contribution from regularisation: 0.000795488304 *** contribution from error: -0.565713942 *** contribution from DIAG: 0.000147007915 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.564960361 *** contribution from regularisation: 0.000793383922 *** contribution from error: -0.565753758 *** contribution from DIAG: 0.000145597587 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 34.9378319 sigma out 26 active outputs RANK 2 NODE 25 --> 31.0183811 sigma out 26 active outputs RANK 3 NODE 4 --> 30.6924248 sigma out 26 active outputs RANK 4 NODE 5 --> 26.2054253 sigma out 26 active outputs RANK 5 NODE 10 --> 25.5578499 sigma out 26 active outputs RANK 6 NODE 20 --> 23.5663395 sigma out 26 active outputs RANK 7 NODE 3 --> 23.3940907 sigma out 26 active outputs RANK 8 NODE 9 --> 23.003624 sigma out 26 active outputs RANK 9 NODE 21 --> 22.9244862 sigma out 26 active outputs RANK 10 NODE 23 --> 19.7447414 sigma out 26 active outputs RANK 11 NODE 12 --> 19.4610214 sigma out 26 active outputs RANK 12 NODE 6 --> 19.2662144 sigma out 26 active outputs RANK 13 NODE 2 --> 18.5086861 sigma out 26 active outputs RANK 14 NODE 8 --> 18.0961475 sigma out 26 active outputs RANK 15 NODE 1 --> 17.8045216 sigma out 26 active outputs RANK 16 NODE 18 --> 17.3187904 sigma out 26 active outputs RANK 17 NODE 11 --> 14.8785744 sigma out 26 active outputs RANK 18 NODE 13 --> 14.5480547 sigma out 26 active outputs RANK 19 NODE 19 --> 14.0723629 sigma out 26 active outputs RANK 20 NODE 15 --> 11.9398861 sigma out 26 active outputs RANK 21 NODE 14 --> 10.8542299 sigma out 26 active outputs RANK 22 NODE 22 --> 8.74073696 sigma out 26 active outputs RANK 23 NODE 16 --> 7.44297457 sigma out 26 active outputs RANK 24 NODE 17 --> 7.3987565 sigma out 26 active outputs RANK 25 NODE 24 --> 4.64768744 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 31.6539402 sigma in 25act. ( 29.1546326 sig out 1act.) RANK 2 NODE 5 --> 31.4260674 sigma in 25act. ( 24.1314011 sig out 1act.) RANK 3 NODE 10 --> 31.1261139 sigma in 25act. ( 28.9923115 sig out 1act.) RANK 4 NODE 11 --> 28.5414314 sigma in 25act. ( 21.0763245 sig out 1act.) RANK 5 NODE 15 --> 26.8697529 sigma in 25act. ( 21.2943058 sig out 1act.) RANK 6 NODE 25 --> 26.1577358 sigma in 25act. ( 22.949091 sig out 1act.) RANK 7 NODE 6 --> 24.7535801 sigma in 25act. ( 22.7292023 sig out 1act.) RANK 8 NODE 8 --> 24.2063179 sigma in 25act. ( 21.8169556 sig out 1act.) RANK 9 NODE 17 --> 23.7394562 sigma in 25act. ( 22.7074509 sig out 1act.) RANK 10 NODE 2 --> 22.2739754 sigma in 25act. ( 20.5738697 sig out 1act.) RANK 11 NODE 16 --> 21.9047585 sigma in 25act. ( 18.5631084 sig out 1act.) RANK 12 NODE 12 --> 19.4052067 sigma in 25act. ( 18.2157745 sig out 1act.) RANK 13 NODE 18 --> 19.0418835 sigma in 25act. ( 17.6610317 sig out 1act.) RANK 14 NODE 7 --> 18.9685802 sigma in 25act. ( 16.6025982 sig out 1act.) RANK 15 NODE 24 --> 16.9252281 sigma in 25act. ( 13.6527538 sig out 1act.) RANK 16 NODE 23 --> 16.1354141 sigma in 25act. ( 12.0262127 sig out 1act.) RANK 17 NODE 19 --> 10.8575363 sigma in 25act. ( 8.76643181 sig out 1act.) RANK 18 NODE 4 --> 9.69838524 sigma in 25act. ( 8.36414337 sig out 1act.) RANK 19 NODE 14 --> 9.43748856 sigma in 25act. ( 7.85735226 sig out 1act.) RANK 20 NODE 26 --> 9.04220104 sigma in 25act. ( 6.55712223 sig out 1act.) RANK 21 NODE 9 --> 7.79767513 sigma in 25act. ( 5.53806543 sig out 1act.) RANK 22 NODE 3 --> 7.53807831 sigma in 25act. ( 4.70642233 sig out 1act.) RANK 23 NODE 20 --> 7.35528708 sigma in 25act. ( 5.0682826 sig out 1act.) RANK 24 NODE 21 --> 3.43027043 sigma in 25act. ( 0.162999973 sig out 1act.) RANK 25 NODE 1 --> 3.30368996 sigma in 25act. ( 1.01164973 sig out 1act.) RANK 26 NODE 22 --> 2.83544016 sigma in 25act. ( 0.375764281 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 29.1546326 sigma out 1act.( 31.6539402 sig in 25act.) RANK 2 NODE 10 --> 28.9923115 sigma out 1act.( 31.1261139 sig in 25act.) RANK 3 NODE 5 --> 24.1314011 sigma out 1act.( 31.4260674 sig in 25act.) RANK 4 NODE 25 --> 22.949091 sigma out 1act.( 26.1577358 sig in 25act.) RANK 5 NODE 6 --> 22.7292023 sigma out 1act.( 24.7535801 sig in 25act.) RANK 6 NODE 17 --> 22.7074509 sigma out 1act.( 23.7394562 sig in 25act.) RANK 7 NODE 8 --> 21.8169556 sigma out 1act.( 24.2063179 sig in 25act.) RANK 8 NODE 15 --> 21.2943058 sigma out 1act.( 26.8697529 sig in 25act.) RANK 9 NODE 11 --> 21.0763245 sigma out 1act.( 28.5414314 sig in 25act.) RANK 10 NODE 2 --> 20.5738697 sigma out 1act.( 22.2739754 sig in 25act.) RANK 11 NODE 16 --> 18.5631084 sigma out 1act.( 21.9047585 sig in 25act.) RANK 12 NODE 12 --> 18.2157745 sigma out 1act.( 19.4052067 sig in 25act.) RANK 13 NODE 18 --> 17.6610317 sigma out 1act.( 19.0418835 sig in 25act.) RANK 14 NODE 7 --> 16.6025982 sigma out 1act.( 18.9685802 sig in 25act.) RANK 15 NODE 24 --> 13.6527538 sigma out 1act.( 16.9252281 sig in 25act.) RANK 16 NODE 23 --> 12.0262127 sigma out 1act.( 16.1354141 sig in 25act.) RANK 17 NODE 19 --> 8.76643181 sigma out 1act.( 10.8575363 sig in 25act.) RANK 18 NODE 4 --> 8.36414337 sigma out 1act.( 9.69838524 sig in 25act.) RANK 19 NODE 14 --> 7.85735226 sigma out 1act.( 9.43748856 sig in 25act.) RANK 20 NODE 26 --> 6.55712223 sigma out 1act.( 9.04220104 sig in 25act.) RANK 21 NODE 9 --> 5.53806543 sigma out 1act.( 7.79767513 sig in 25act.) RANK 22 NODE 20 --> 5.0682826 sigma out 1act.( 7.35528708 sig in 25act.) RANK 23 NODE 3 --> 4.70642233 sigma out 1act.( 7.53807831 sig in 25act.) RANK 24 NODE 1 --> 1.01164973 sigma out 1act.( 3.30368996 sig in 25act.) RANK 25 NODE 22 --> 0.375764281 sigma out 1act.( 2.83544016 sig in 25act.) RANK 26 NODE 21 --> 0.162999973 sigma out 1act.( 3.43027043 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 86.9190979 sigma in 26 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.564989746 *** contribution from regularisation: 0.000801070535 *** contribution from error: -0.565790832 *** contribution from DIAG: 0.000144770485 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.565024853 *** contribution from regularisation: 0.000804114738 *** contribution from error: -0.565828979 *** contribution from DIAG: 0.000146551814 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.565056443 *** contribution from regularisation: 0.000808020821 *** contribution from error: -0.565864444 *** contribution from DIAG: 0.000150861553 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.565088093 *** contribution from regularisation: 0.00081343035 *** contribution from error: -0.565901518 *** contribution from DIAG: 0.000146530525 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.565118313 *** contribution from regularisation: 0.000816398184 *** contribution from error: -0.565934718 *** contribution from DIAG: 0.000148616411 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.565148652 *** contribution from regularisation: 0.000824050512 *** contribution from error: -0.565972686 *** contribution from DIAG: 0.000147035898 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.565187871 *** contribution from regularisation: 0.000820934889 *** contribution from error: -0.566008806 *** contribution from DIAG: 0.000148008359 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.565216899 *** contribution from regularisation: 0.000830591074 *** contribution from error: -0.56604749 *** contribution from DIAG: 0.000146762963 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.565250099 *** contribution from regularisation: 0.000837272906 *** contribution from error: -0.566087365 *** contribution from DIAG: 0.000149758533 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.565288067 *** contribution from regularisation: 0.000838893407 *** contribution from error: -0.566126943 *** contribution from DIAG: 0.000148501058 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 38.4824791 sigma out 26 active outputs RANK 2 NODE 4 --> 33.0073814 sigma out 26 active outputs RANK 3 NODE 25 --> 31.8182926 sigma out 26 active outputs RANK 4 NODE 5 --> 30.6479931 sigma out 26 active outputs RANK 5 NODE 10 --> 25.7983818 sigma out 26 active outputs RANK 6 NODE 3 --> 25.3565178 sigma out 26 active outputs RANK 7 NODE 9 --> 24.3449078 sigma out 26 active outputs RANK 8 NODE 20 --> 24.3439941 sigma out 26 active outputs RANK 9 NODE 21 --> 24.1235733 sigma out 26 active outputs RANK 10 NODE 1 --> 22.3743534 sigma out 26 active outputs RANK 11 NODE 12 --> 21.0776443 sigma out 26 active outputs RANK 12 NODE 2 --> 20.9028549 sigma out 26 active outputs RANK 13 NODE 23 --> 20.370163 sigma out 26 active outputs RANK 14 NODE 8 --> 19.9627323 sigma out 26 active outputs RANK 15 NODE 6 --> 19.3448677 sigma out 26 active outputs RANK 16 NODE 18 --> 18.8207684 sigma out 26 active outputs RANK 17 NODE 13 --> 15.2803125 sigma out 26 active outputs RANK 18 NODE 11 --> 13.8129005 sigma out 26 active outputs RANK 19 NODE 19 --> 13.68785 sigma out 26 active outputs RANK 20 NODE 15 --> 12.0964785 sigma out 26 active outputs RANK 21 NODE 14 --> 11.3491268 sigma out 26 active outputs RANK 22 NODE 22 --> 8.85472393 sigma out 26 active outputs RANK 23 NODE 17 --> 7.5031209 sigma out 26 active outputs RANK 24 NODE 16 --> 7.15240192 sigma out 26 active outputs RANK 25 NODE 24 --> 4.34190178 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 34.1192474 sigma in 25act. ( 32.4085197 sig out 1act.) RANK 2 NODE 5 --> 32.0713959 sigma in 25act. ( 27.4307785 sig out 1act.) RANK 3 NODE 10 --> 31.5583572 sigma in 25act. ( 29.8718967 sig out 1act.) RANK 4 NODE 11 --> 30.6085777 sigma in 25act. ( 24.2172546 sig out 1act.) RANK 5 NODE 2 --> 27.0519943 sigma in 25act. ( 27.5128918 sig out 1act.) RANK 6 NODE 15 --> 26.998497 sigma in 25act. ( 22.4567413 sig out 1act.) RANK 7 NODE 6 --> 26.6976833 sigma in 25act. ( 29.0782814 sig out 1act.) RANK 8 NODE 25 --> 26.2447968 sigma in 25act. ( 22.3499813 sig out 1act.) RANK 9 NODE 17 --> 25.407732 sigma in 25act. ( 25.9438667 sig out 1act.) RANK 10 NODE 16 --> 25.0228157 sigma in 25act. ( 22.7890625 sig out 1act.) RANK 11 NODE 8 --> 24.4345169 sigma in 25act. ( 21.3260326 sig out 1act.) RANK 12 NODE 18 --> 24.402441 sigma in 25act. ( 29.059864 sig out 1act.) RANK 13 NODE 12 --> 21.9514103 sigma in 25act. ( 22.9934254 sig out 1act.) RANK 14 NODE 7 --> 19.8191776 sigma in 25act. ( 18.5832043 sig out 1act.) RANK 15 NODE 24 --> 18.2100983 sigma in 25act. ( 15.8630095 sig out 1act.) RANK 16 NODE 23 --> 16.3986263 sigma in 25act. ( 12.8388624 sig out 1act.) RANK 17 NODE 19 --> 12.9883623 sigma in 25act. ( 11.6682215 sig out 1act.) RANK 18 NODE 14 --> 12.9683056 sigma in 25act. ( 13.7264061 sig out 1act.) RANK 19 NODE 4 --> 10.5674086 sigma in 25act. ( 10.0089092 sig out 1act.) RANK 20 NODE 9 --> 7.63069248 sigma in 25act. ( 6.34260654 sig out 1act.) RANK 21 NODE 26 --> 7.53688526 sigma in 25act. ( 5.28252745 sig out 1act.) RANK 22 NODE 20 --> 7.39961863 sigma in 25act. ( 6.63073874 sig out 1act.) RANK 23 NODE 3 --> 7.012187 sigma in 25act. ( 5.54105234 sig out 1act.) RANK 24 NODE 1 --> 3.19615912 sigma in 25act. ( 2.19114208 sig out 1act.) RANK 25 NODE 21 --> 2.32331491 sigma in 25act. ( 1.19032073 sig out 1act.) RANK 26 NODE 22 --> 1.65014172 sigma in 25act. ( 0.439664364 sig out 1act.) sorted by output significance RANK 1 NODE 13 --> 32.4085197 sigma out 1act.( 34.1192474 sig in 25act.) RANK 2 NODE 10 --> 29.8718967 sigma out 1act.( 31.5583572 sig in 25act.) RANK 3 NODE 6 --> 29.0782814 sigma out 1act.( 26.6976833 sig in 25act.) RANK 4 NODE 18 --> 29.059864 sigma out 1act.( 24.402441 sig in 25act.) RANK 5 NODE 2 --> 27.5128918 sigma out 1act.( 27.0519943 sig in 25act.) RANK 6 NODE 5 --> 27.4307785 sigma out 1act.( 32.0713959 sig in 25act.) RANK 7 NODE 17 --> 25.9438667 sigma out 1act.( 25.407732 sig in 25act.) RANK 8 NODE 11 --> 24.2172546 sigma out 1act.( 30.6085777 sig in 25act.) RANK 9 NODE 12 --> 22.9934254 sigma out 1act.( 21.9514103 sig in 25act.) RANK 10 NODE 16 --> 22.7890625 sigma out 1act.( 25.0228157 sig in 25act.) RANK 11 NODE 15 --> 22.4567413 sigma out 1act.( 26.998497 sig in 25act.) RANK 12 NODE 25 --> 22.3499813 sigma out 1act.( 26.2447968 sig in 25act.) RANK 13 NODE 8 --> 21.3260326 sigma out 1act.( 24.4345169 sig in 25act.) RANK 14 NODE 7 --> 18.5832043 sigma out 1act.( 19.8191776 sig in 25act.) RANK 15 NODE 24 --> 15.8630095 sigma out 1act.( 18.2100983 sig in 25act.) RANK 16 NODE 14 --> 13.7264061 sigma out 1act.( 12.9683056 sig in 25act.) RANK 17 NODE 23 --> 12.8388624 sigma out 1act.( 16.3986263 sig in 25act.) RANK 18 NODE 19 --> 11.6682215 sigma out 1act.( 12.9883623 sig in 25act.) RANK 19 NODE 4 --> 10.0089092 sigma out 1act.( 10.5674086 sig in 25act.) RANK 20 NODE 20 --> 6.63073874 sigma out 1act.( 7.39961863 sig in 25act.) RANK 21 NODE 9 --> 6.34260654 sigma out 1act.( 7.63069248 sig in 25act.) RANK 22 NODE 3 --> 5.54105234 sigma out 1act.( 7.012187 sig in 25act.) RANK 23 NODE 26 --> 5.28252745 sigma out 1act.( 7.53688526 sig in 25act.) RANK 24 NODE 1 --> 2.19114208 sigma out 1act.( 3.19615912 sig in 25act.) RANK 25 NODE 21 --> 1.19032073 sigma out 1act.( 2.32331491 sig in 25act.) RANK 26 NODE 22 --> 0.439664364 sigma out 1act.( 1.65014172 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 101.212929 sigma in 26 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.565320492 *** contribution from regularisation: 0.000846920302 *** contribution from error: -0.566167414 *** contribution from DIAG: 0.000148369218 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.565358102 *** contribution from regularisation: 0.00085074699 *** contribution from error: -0.566208839 *** contribution from DIAG: 0.000145374477 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.565394104 *** contribution from regularisation: 0.000854924845 *** contribution from error: -0.566249013 *** contribution from DIAG: 0.000147220693 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.565421939 *** contribution from regularisation: 0.000859965221 *** contribution from error: -0.566281915 *** contribution from DIAG: 0.000146718812 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.565444589 *** contribution from regularisation: 0.000865157286 *** contribution from error: -0.56630975 *** contribution from DIAG: 0.00014589254 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.565470099 *** contribution from regularisation: 0.000862361747 *** contribution from error: -0.566332459 *** contribution from DIAG: 0.000146193328 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.56548667 *** contribution from regularisation: 0.000866818067 *** contribution from error: -0.5663535 *** contribution from DIAG: 0.000145378755 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.565504491 *** contribution from regularisation: 0.000868485658 *** contribution from error: -0.566372991 *** contribution from DIAG: 0.000145315644 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.565522611 *** contribution from regularisation: 0.000868102012 *** contribution from error: -0.566390693 *** contribution from DIAG: 0.000144880338 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.565532625 *** contribution from regularisation: 0.00087450206 *** contribution from error: -0.566407144 *** contribution from DIAG: 0.00014440922 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 40.1529541 sigma out 26 active outputs RANK 2 NODE 4 --> 34.7689552 sigma out 26 active outputs RANK 3 NODE 5 --> 33.2544403 sigma out 26 active outputs RANK 4 NODE 25 --> 33.0061722 sigma out 26 active outputs RANK 5 NODE 3 --> 26.8951035 sigma out 26 active outputs RANK 6 NODE 10 --> 26.0545311 sigma out 26 active outputs RANK 7 NODE 9 --> 25.1745186 sigma out 26 active outputs RANK 8 NODE 20 --> 24.679472 sigma out 26 active outputs RANK 9 NODE 21 --> 24.6071587 sigma out 26 active outputs RANK 10 NODE 1 --> 23.6994934 sigma out 26 active outputs RANK 11 NODE 12 --> 21.8563786 sigma out 26 active outputs RANK 12 NODE 2 --> 21.8312511 sigma out 26 active outputs RANK 13 NODE 8 --> 21.0724106 sigma out 26 active outputs RANK 14 NODE 23 --> 20.6145916 sigma out 26 active outputs RANK 15 NODE 6 --> 19.7371101 sigma out 26 active outputs RANK 16 NODE 18 --> 19.6884174 sigma out 26 active outputs RANK 17 NODE 13 --> 16.0689297 sigma out 26 active outputs RANK 18 NODE 19 --> 13.8790436 sigma out 26 active outputs RANK 19 NODE 11 --> 13.5074615 sigma out 26 active outputs RANK 20 NODE 15 --> 12.6249838 sigma out 26 active outputs RANK 21 NODE 14 --> 11.7760801 sigma out 26 active outputs RANK 22 NODE 22 --> 8.73364449 sigma out 26 active outputs RANK 23 NODE 17 --> 7.55186987 sigma out 26 active outputs RANK 24 NODE 16 --> 7.34427452 sigma out 26 active outputs RANK 25 NODE 24 --> 4.49387169 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 35.3603249 sigma in 25act. ( 34.2105217 sig out 1act.) RANK 2 NODE 5 --> 32.3781128 sigma in 25act. ( 29.4142361 sig out 1act.) RANK 3 NODE 10 --> 31.8769512 sigma in 25act. ( 30.5492287 sig out 1act.) RANK 4 NODE 11 --> 31.8751793 sigma in 25act. ( 26.1163197 sig out 1act.) RANK 5 NODE 2 --> 29.5372849 sigma in 25act. ( 31.0097771 sig out 1act.) RANK 6 NODE 6 --> 28.1467304 sigma in 25act. ( 33.3887672 sig out 1act.) RANK 7 NODE 18 --> 27.7238083 sigma in 25act. ( 35.9357834 sig out 1act.) RANK 8 NODE 15 --> 26.9135513 sigma in 25act. ( 22.9571934 sig out 1act.) RANK 9 NODE 16 --> 26.5578651 sigma in 25act. ( 24.7961407 sig out 1act.) RANK 10 NODE 17 --> 26.4413567 sigma in 25act. ( 27.7427368 sig out 1act.) RANK 11 NODE 25 --> 26.3687515 sigma in 25act. ( 22.3495121 sig out 1act.) RANK 12 NODE 8 --> 24.5827999 sigma in 25act. ( 21.2688389 sig out 1act.) RANK 13 NODE 12 --> 23.240591 sigma in 25act. ( 25.7081833 sig out 1act.) RANK 14 NODE 7 --> 20.1600609 sigma in 25act. ( 19.4599075 sig out 1act.) RANK 15 NODE 24 --> 18.9176655 sigma in 25act. ( 17.1989021 sig out 1act.) RANK 16 NODE 23 --> 16.3660812 sigma in 25act. ( 13.0803528 sig out 1act.) RANK 17 NODE 14 --> 15.73032 sigma in 25act. ( 18.2769623 sig out 1act.) RANK 18 NODE 19 --> 13.8750029 sigma in 25act. ( 12.9493399 sig out 1act.) RANK 19 NODE 4 --> 10.99792 sigma in 25act. ( 10.9053154 sig out 1act.) RANK 20 NODE 9 --> 7.81438351 sigma in 25act. ( 7.01990175 sig out 1act.) RANK 21 NODE 20 --> 7.69224596 sigma in 25act. ( 7.65001631 sig out 1act.) RANK 22 NODE 3 --> 7.23014593 sigma in 25act. ( 6.36210585 sig out 1act.) RANK 23 NODE 26 --> 6.75091553 sigma in 25act. ( 4.47694063 sig out 1act.) RANK 24 NODE 1 --> 3.81302524 sigma in 25act. ( 3.43627596 sig out 1act.) RANK 25 NODE 21 --> 2.61191654 sigma in 25act. ( 2.24210429 sig out 1act.) RANK 26 NODE 22 --> 1.63331389 sigma in 25act. ( 0.987801671 sig out 1act.) sorted by output significance RANK 1 NODE 18 --> 35.9357834 sigma out 1act.( 27.7238083 sig in 25act.) RANK 2 NODE 13 --> 34.2105217 sigma out 1act.( 35.3603249 sig in 25act.) RANK 3 NODE 6 --> 33.3887672 sigma out 1act.( 28.1467304 sig in 25act.) RANK 4 NODE 2 --> 31.0097771 sigma out 1act.( 29.5372849 sig in 25act.) RANK 5 NODE 10 --> 30.5492287 sigma out 1act.( 31.8769512 sig in 25act.) RANK 6 NODE 5 --> 29.4142361 sigma out 1act.( 32.3781128 sig in 25act.) RANK 7 NODE 17 --> 27.7427368 sigma out 1act.( 26.4413567 sig in 25act.) RANK 8 NODE 11 --> 26.1163197 sigma out 1act.( 31.8751793 sig in 25act.) RANK 9 NODE 12 --> 25.7081833 sigma out 1act.( 23.240591 sig in 25act.) RANK 10 NODE 16 --> 24.7961407 sigma out 1act.( 26.5578651 sig in 25act.) RANK 11 NODE 15 --> 22.9571934 sigma out 1act.( 26.9135513 sig in 25act.) RANK 12 NODE 25 --> 22.3495121 sigma out 1act.( 26.3687515 sig in 25act.) RANK 13 NODE 8 --> 21.2688389 sigma out 1act.( 24.5827999 sig in 25act.) RANK 14 NODE 7 --> 19.4599075 sigma out 1act.( 20.1600609 sig in 25act.) RANK 15 NODE 14 --> 18.2769623 sigma out 1act.( 15.73032 sig in 25act.) RANK 16 NODE 24 --> 17.1989021 sigma out 1act.( 18.9176655 sig in 25act.) RANK 17 NODE 23 --> 13.0803528 sigma out 1act.( 16.3660812 sig in 25act.) RANK 18 NODE 19 --> 12.9493399 sigma out 1act.( 13.8750029 sig in 25act.) RANK 19 NODE 4 --> 10.9053154 sigma out 1act.( 10.99792 sig in 25act.) RANK 20 NODE 20 --> 7.65001631 sigma out 1act.( 7.69224596 sig in 25act.) RANK 21 NODE 9 --> 7.01990175 sigma out 1act.( 7.81438351 sig in 25act.) RANK 22 NODE 3 --> 6.36210585 sigma out 1act.( 7.23014593 sig in 25act.) RANK 23 NODE 26 --> 4.47694063 sigma out 1act.( 6.75091553 sig in 25act.) RANK 24 NODE 1 --> 3.43627596 sigma out 1act.( 3.81302524 sig in 25act.) RANK 25 NODE 21 --> 2.24210429 sigma out 1act.( 2.61191654 sig in 25act.) RANK 26 NODE 22 --> 0.987801671 sigma out 1act.( 1.63331389 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 110.432617 sigma in 26 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.565549433 *** contribution from regularisation: 0.00087333814 *** contribution from error: -0.56642276 *** contribution from DIAG: 0.000144039019 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.565561056 *** contribution from regularisation: 0.000876018894 *** contribution from error: -0.566437066 *** contribution from DIAG: 0.000143866637 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.565571785 *** contribution from regularisation: 0.000879090105 *** contribution from error: -0.566450894 *** contribution from DIAG: 0.000142952267 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.565589249 *** contribution from regularisation: 0.000874789548 *** contribution from error: -0.566464067 *** contribution from DIAG: 0.000143224883 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.565594554 *** contribution from regularisation: 0.000882184424 *** contribution from error: -0.566476762 *** contribution from DIAG: 0.000143037993 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.565610588 *** contribution from regularisation: 0.000878518331 *** contribution from error: -0.5664891 *** contribution from DIAG: 0.000142665987 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.565616727 *** contribution from regularisation: 0.000884501147 *** contribution from error: -0.5665012 *** contribution from DIAG: 0.00014297523 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.565630615 *** contribution from regularisation: 0.000882629596 *** contribution from error: -0.56651324 *** contribution from DIAG: 0.000142211735 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.56564194 *** contribution from regularisation: 0.000882925931 *** contribution from error: -0.566524863 *** contribution from DIAG: 0.000141285491 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.565649271 *** contribution from regularisation: 0.000887005299 *** contribution from error: -0.566536248 *** contribution from DIAG: 0.000141223762 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 40.8657608 sigma out 26 active outputs RANK 2 NODE 4 --> 35.356987 sigma out 26 active outputs RANK 3 NODE 5 --> 34.2846947 sigma out 26 active outputs RANK 4 NODE 25 --> 33.2624207 sigma out 26 active outputs RANK 5 NODE 3 --> 27.5292778 sigma out 26 active outputs RANK 6 NODE 10 --> 25.8761997 sigma out 26 active outputs RANK 7 NODE 9 --> 25.1783791 sigma out 26 active outputs RANK 8 NODE 21 --> 24.6503239 sigma out 26 active outputs RANK 9 NODE 20 --> 24.4817467 sigma out 26 active outputs RANK 10 NODE 1 --> 24.1943932 sigma out 26 active outputs RANK 11 NODE 2 --> 22.0396633 sigma out 26 active outputs RANK 12 NODE 12 --> 22.025528 sigma out 26 active outputs RANK 13 NODE 8 --> 21.4522915 sigma out 26 active outputs RANK 14 NODE 23 --> 20.6421375 sigma out 26 active outputs RANK 15 NODE 18 --> 20.1177216 sigma out 26 active outputs RANK 16 NODE 6 --> 19.8540421 sigma out 26 active outputs RANK 17 NODE 13 --> 16.4065228 sigma out 26 active outputs RANK 18 NODE 19 --> 13.8916101 sigma out 26 active outputs RANK 19 NODE 11 --> 13.3333082 sigma out 26 active outputs RANK 20 NODE 15 --> 12.7904053 sigma out 26 active outputs RANK 21 NODE 14 --> 11.8549166 sigma out 26 active outputs RANK 22 NODE 22 --> 8.70542717 sigma out 26 active outputs RANK 23 NODE 17 --> 7.65638399 sigma out 26 active outputs RANK 24 NODE 16 --> 7.41243315 sigma out 26 active outputs RANK 25 NODE 24 --> 4.33181143 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 35.6298904 sigma in 25act. ( 34.5265656 sig out 1act.) RANK 2 NODE 5 --> 32.3123207 sigma in 25act. ( 30.0871983 sig out 1act.) RANK 3 NODE 11 --> 32.2043266 sigma in 25act. ( 26.959938 sig out 1act.) RANK 4 NODE 10 --> 31.8246365 sigma in 25act. ( 30.6437073 sig out 1act.) RANK 5 NODE 2 --> 30.3925152 sigma in 25act. ( 32.2878685 sig out 1act.) RANK 6 NODE 18 --> 29.079937 sigma in 25act. ( 38.575367 sig out 1act.) RANK 7 NODE 6 --> 28.6736336 sigma in 25act. ( 35.2189598 sig out 1act.) RANK 8 NODE 16 --> 27.022068 sigma in 25act. ( 25.3605499 sig out 1act.) RANK 9 NODE 17 --> 26.7715797 sigma in 25act. ( 28.3212471 sig out 1act.) RANK 10 NODE 15 --> 26.7471333 sigma in 25act. ( 23.1069908 sig out 1act.) RANK 11 NODE 25 --> 26.2565308 sigma in 25act. ( 22.1773357 sig out 1act.) RANK 12 NODE 8 --> 24.4809742 sigma in 25act. ( 21.069746 sig out 1act.) RANK 13 NODE 12 --> 23.6682053 sigma in 25act. ( 26.5559845 sig out 1act.) RANK 14 NODE 7 --> 20.1827526 sigma in 25act. ( 19.6830559 sig out 1act.) RANK 15 NODE 24 --> 19.0887012 sigma in 25act. ( 17.5979671 sig out 1act.) RANK 16 NODE 14 --> 16.9346638 sigma in 25act. ( 20.1538677 sig out 1act.) RANK 17 NODE 23 --> 16.3403149 sigma in 25act. ( 13.1228809 sig out 1act.) RANK 18 NODE 19 --> 14.1708546 sigma in 25act. ( 13.2535276 sig out 1act.) RANK 19 NODE 4 --> 11.1286135 sigma in 25act. ( 11.1067429 sig out 1act.) RANK 20 NODE 9 --> 7.89222956 sigma in 25act. ( 7.22344828 sig out 1act.) RANK 21 NODE 20 --> 7.81293583 sigma in 25act. ( 8.0701313 sig out 1act.) RANK 22 NODE 3 --> 7.39097977 sigma in 25act. ( 6.77829981 sig out 1act.) RANK 23 NODE 26 --> 6.4297781 sigma in 25act. ( 4.13390732 sig out 1act.) RANK 24 NODE 1 --> 4.1032691 sigma in 25act. ( 3.98483562 sig out 1act.) RANK 25 NODE 21 --> 2.84754276 sigma in 25act. ( 2.78015113 sig out 1act.) RANK 26 NODE 22 --> 1.81468213 sigma in 25act. ( 1.44562531 sig out 1act.) sorted by output significance RANK 1 NODE 18 --> 38.575367 sigma out 1act.( 29.079937 sig in 25act.) RANK 2 NODE 6 --> 35.2189598 sigma out 1act.( 28.6736336 sig in 25act.) RANK 3 NODE 13 --> 34.5265656 sigma out 1act.( 35.6298904 sig in 25act.) RANK 4 NODE 2 --> 32.2878685 sigma out 1act.( 30.3925152 sig in 25act.) RANK 5 NODE 10 --> 30.6437073 sigma out 1act.( 31.8246365 sig in 25act.) RANK 6 NODE 5 --> 30.0871983 sigma out 1act.( 32.3123207 sig in 25act.) RANK 7 NODE 17 --> 28.3212471 sigma out 1act.( 26.7715797 sig in 25act.) RANK 8 NODE 11 --> 26.959938 sigma out 1act.( 32.2043266 sig in 25act.) RANK 9 NODE 12 --> 26.5559845 sigma out 1act.( 23.6682053 sig in 25act.) RANK 10 NODE 16 --> 25.3605499 sigma out 1act.( 27.022068 sig in 25act.) RANK 11 NODE 15 --> 23.1069908 sigma out 1act.( 26.7471333 sig in 25act.) RANK 12 NODE 25 --> 22.1773357 sigma out 1act.( 26.2565308 sig in 25act.) RANK 13 NODE 8 --> 21.069746 sigma out 1act.( 24.4809742 sig in 25act.) RANK 14 NODE 14 --> 20.1538677 sigma out 1act.( 16.9346638 sig in 25act.) RANK 15 NODE 7 --> 19.6830559 sigma out 1act.( 20.1827526 sig in 25act.) RANK 16 NODE 24 --> 17.5979671 sigma out 1act.( 19.0887012 sig in 25act.) RANK 17 NODE 19 --> 13.2535276 sigma out 1act.( 14.1708546 sig in 25act.) RANK 18 NODE 23 --> 13.1228809 sigma out 1act.( 16.3403149 sig in 25act.) RANK 19 NODE 4 --> 11.1067429 sigma out 1act.( 11.1286135 sig in 25act.) RANK 20 NODE 20 --> 8.0701313 sigma out 1act.( 7.81293583 sig in 25act.) RANK 21 NODE 9 --> 7.22344828 sigma out 1act.( 7.89222956 sig in 25act.) RANK 22 NODE 3 --> 6.77829981 sigma out 1act.( 7.39097977 sig in 25act.) RANK 23 NODE 26 --> 4.13390732 sigma out 1act.( 6.4297781 sig in 25act.) RANK 24 NODE 1 --> 3.98483562 sigma out 1act.( 4.1032691 sig in 25act.) RANK 25 NODE 21 --> 2.78015113 sigma out 1act.( 2.84754276 sig in 25act.) RANK 26 NODE 22 --> 1.44562531 sigma out 1act.( 1.81468213 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 113.731537 sigma in 26 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.565660834 *** contribution from regularisation: 0.000886764785 *** contribution from error: -0.566547573 *** contribution from DIAG: 0.000140552467 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.565674782 *** contribution from regularisation: 0.000883756147 *** contribution from error: -0.56655854 *** contribution from DIAG: 0.000140064105 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.565679848 *** contribution from regularisation: 0.00088953384 *** contribution from error: -0.566569388 *** contribution from DIAG: 0.000139796539 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.565690637 *** contribution from regularisation: 0.000889060844 *** contribution from error: -0.5665797 *** contribution from DIAG: 0.000139871016 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.565700293 *** contribution from regularisation: 0.000889582268 *** contribution from error: -0.566589892 *** contribution from DIAG: 0.000139231881 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.565708876 *** contribution from regularisation: 0.000891054224 *** contribution from error: -0.566599905 *** contribution from DIAG: 0.000139098222 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.565718651 *** contribution from regularisation: 0.000891099626 *** contribution from error: -0.56660974 *** contribution from DIAG: 0.000139229509 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.565728903 *** contribution from regularisation: 0.000890734198 *** contribution from error: -0.566619635 *** contribution from DIAG: 0.000139036609 *********************************************** --------------------------------------------------- Iteration : 48 *********************************************** *** Learn Path 48 *** loss function: -0.565735698 *** contribution from regularisation: 0.00089353614 *** contribution from error: -0.566629231 *** contribution from DIAG: 0.000138580814 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.565745115 *** contribution from regularisation: 0.000893198012 *** contribution from error: -0.566638291 *** contribution from DIAG: 0.000138558215 *********************************************** --------------------------------------------------- Iteration : 50 kill weight from layer 1 knot 23 to knot 21 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 41.2705688 sigma out 26 active outputs RANK 2 NODE 4 --> 35.7506485 sigma out 26 active outputs RANK 3 NODE 5 --> 35.0744362 sigma out 26 active outputs RANK 4 NODE 25 --> 33.51297 sigma out 26 active outputs RANK 5 NODE 3 --> 28.154335 sigma out 26 active outputs RANK 6 NODE 10 --> 25.808712 sigma out 26 active outputs RANK 7 NODE 9 --> 25.3535919 sigma out 26 active outputs RANK 8 NODE 21 --> 24.8509388 sigma out 26 active outputs RANK 9 NODE 20 --> 24.7919559 sigma out 26 active outputs RANK 10 NODE 1 --> 24.5832977 sigma out 26 active outputs RANK 11 NODE 2 --> 22.2695599 sigma out 26 active outputs RANK 12 NODE 12 --> 22.2656536 sigma out 26 active outputs RANK 13 NODE 8 --> 21.786253 sigma out 26 active outputs RANK 14 NODE 23 --> 20.7303371 sigma out 25 active outputs RANK 15 NODE 18 --> 20.4166679 sigma out 26 active outputs RANK 16 NODE 6 --> 19.9522705 sigma out 26 active outputs RANK 17 NODE 13 --> 16.7446823 sigma out 26 active outputs RANK 18 NODE 19 --> 13.9382153 sigma out 26 active outputs RANK 19 NODE 11 --> 13.2869644 sigma out 26 active outputs RANK 20 NODE 15 --> 12.9880342 sigma out 26 active outputs RANK 21 NODE 14 --> 12.0940771 sigma out 26 active outputs RANK 22 NODE 22 --> 8.75098896 sigma out 26 active outputs RANK 23 NODE 17 --> 7.69488049 sigma out 26 active outputs RANK 24 NODE 16 --> 7.5314846 sigma out 26 active outputs RANK 25 NODE 24 --> 4.44691944 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 35.8376846 sigma in 25act. ( 34.9835396 sig out 1act.) RANK 2 NODE 11 --> 32.5756721 sigma in 25act. ( 27.6533947 sig out 1act.) RANK 3 NODE 5 --> 32.4127083 sigma in 25act. ( 30.5090923 sig out 1act.) RANK 4 NODE 10 --> 31.8865623 sigma in 25act. ( 30.867197 sig out 1act.) RANK 5 NODE 2 --> 31.1076221 sigma in 25act. ( 33.3495483 sig out 1act.) RANK 6 NODE 18 --> 30.1735439 sigma in 25act. ( 40.6428833 sig out 1act.) RANK 7 NODE 6 --> 29.2198563 sigma in 25act. ( 36.6117172 sig out 1act.) RANK 8 NODE 16 --> 27.4103012 sigma in 25act. ( 26.0193653 sig out 1act.) RANK 9 NODE 17 --> 27.1029358 sigma in 25act. ( 28.9421959 sig out 1act.) RANK 10 NODE 15 --> 26.6580009 sigma in 25act. ( 23.1363945 sig out 1act.) RANK 11 NODE 25 --> 26.2335987 sigma in 25act. ( 22.2266674 sig out 1act.) RANK 12 NODE 8 --> 24.4686241 sigma in 25act. ( 21.0407677 sig out 1act.) RANK 13 NODE 12 --> 24.0466213 sigma in 25act. ( 27.4226189 sig out 1act.) RANK 14 NODE 7 --> 20.2494602 sigma in 25act. ( 19.8998642 sig out 1act.) RANK 15 NODE 24 --> 19.2925358 sigma in 25act. ( 18.0435982 sig out 1act.) RANK 16 NODE 14 --> 17.8783875 sigma in 25act. ( 21.6694641 sig out 1act.) RANK 17 NODE 23 --> 16.3566856 sigma in 25act. ( 13.1786394 sig out 1act.) RANK 18 NODE 19 --> 14.378993 sigma in 25act. ( 13.6721163 sig out 1act.) RANK 19 NODE 4 --> 11.2248869 sigma in 25act. ( 11.4179182 sig out 1act.) RANK 20 NODE 9 --> 7.95432806 sigma in 25act. ( 7.4613452 sig out 1act.) RANK 21 NODE 20 --> 7.93047762 sigma in 25act. ( 8.41823959 sig out 1act.) RANK 22 NODE 3 --> 7.5541811 sigma in 25act. ( 7.13967466 sig out 1act.) RANK 23 NODE 26 --> 6.19997454 sigma in 25act. ( 3.87269521 sig out 1act.) RANK 24 NODE 1 --> 4.32302237 sigma in 25act. ( 4.40937138 sig out 1act.) RANK 25 NODE 21 --> 3.03956747 sigma in 24act. ( 3.18185878 sig out 1act.) RANK 26 NODE 22 --> 2.00700784 sigma in 25act. ( 1.8482554 sig out 1act.) sorted by output significance RANK 1 NODE 18 --> 40.6428833 sigma out 1act.( 30.1735439 sig in 25act.) RANK 2 NODE 6 --> 36.6117172 sigma out 1act.( 29.2198563 sig in 25act.) RANK 3 NODE 13 --> 34.9835396 sigma out 1act.( 35.8376846 sig in 25act.) RANK 4 NODE 2 --> 33.3495483 sigma out 1act.( 31.1076221 sig in 25act.) RANK 5 NODE 10 --> 30.867197 sigma out 1act.( 31.8865623 sig in 25act.) RANK 6 NODE 5 --> 30.5090923 sigma out 1act.( 32.4127083 sig in 25act.) RANK 7 NODE 17 --> 28.9421959 sigma out 1act.( 27.1029358 sig in 25act.) RANK 8 NODE 11 --> 27.6533947 sigma out 1act.( 32.5756721 sig in 25act.) RANK 9 NODE 12 --> 27.4226189 sigma out 1act.( 24.0466213 sig in 25act.) RANK 10 NODE 16 --> 26.0193653 sigma out 1act.( 27.4103012 sig in 25act.) RANK 11 NODE 15 --> 23.1363945 sigma out 1act.( 26.6580009 sig in 25act.) RANK 12 NODE 25 --> 22.2266674 sigma out 1act.( 26.2335987 sig in 25act.) RANK 13 NODE 14 --> 21.6694641 sigma out 1act.( 17.8783875 sig in 25act.) RANK 14 NODE 8 --> 21.0407677 sigma out 1act.( 24.4686241 sig in 25act.) RANK 15 NODE 7 --> 19.8998642 sigma out 1act.( 20.2494602 sig in 25act.) RANK 16 NODE 24 --> 18.0435982 sigma out 1act.( 19.2925358 sig in 25act.) RANK 17 NODE 19 --> 13.6721163 sigma out 1act.( 14.378993 sig in 25act.) RANK 18 NODE 23 --> 13.1786394 sigma out 1act.( 16.3566856 sig in 25act.) RANK 19 NODE 4 --> 11.4179182 sigma out 1act.( 11.2248869 sig in 25act.) RANK 20 NODE 20 --> 8.41823959 sigma out 1act.( 7.93047762 sig in 25act.) RANK 21 NODE 9 --> 7.4613452 sigma out 1act.( 7.95432806 sig in 25act.) RANK 22 NODE 3 --> 7.13967466 sigma out 1act.( 7.5541811 sig in 25act.) RANK 23 NODE 1 --> 4.40937138 sigma out 1act.( 4.32302237 sig in 25act.) RANK 24 NODE 26 --> 3.87269521 sigma out 1act.( 6.19997454 sig in 25act.) RANK 25 NODE 21 --> 3.18185878 sigma out 1act.( 3.03956747 sig in 24act.) RANK 26 NODE 22 --> 1.8482554 sigma out 1act.( 2.00700784 sig in 25act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 116.717178 sigma in 26 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.565753281 *** contribution from regularisation: 0.000894077762 *** contribution from error: -0.566647351 *** contribution from DIAG: 0.000138445001 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.565762699 *** contribution from regularisation: 0.000893362041 *** contribution from error: -0.566656053 *** contribution from DIAG: 0.00013855123 *********************************************** --------------------------------------------------- Iteration : 52 *********************************************** *** Learn Path 52 *** loss function: -0.565768778 *** contribution from regularisation: 0.000896193087 *** contribution from error: -0.566664994 *** contribution from DIAG: 0.00013813845 *********************************************** --------------------------------------------------- Iteration : 53 kill weight from layer 1 knot 1 to knot 3 *********************************************** *** Learn Path 53 *** loss function: -0.565778732 *** contribution from regularisation: 0.000894687197 *** contribution from error: -0.566673398 *** contribution from DIAG: 0.000137933588 *********************************************** --------------------------------------------------- Iteration : 54 *********************************************** *** Learn Path 54 *** loss function: -0.565784335 *** contribution from regularisation: 0.000897632155 *** contribution from error: -0.566681981 *** contribution from DIAG: 0.000137943687 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.565795779 *** contribution from regularisation: 0.000894472818 *** contribution from error: -0.566690266 *** contribution from DIAG: 0.00013787199 *********************************************** --------------------------------------------------- Iteration : 56 kill weight from layer 1 knot 15 to knot 22 *********************************************** *** Learn Path 56 *** loss function: -0.565802276 *** contribution from regularisation: 0.000896338839 *** contribution from error: -0.566698611 *** contribution from DIAG: 0.00013740969 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.565811038 *** contribution from regularisation: 0.000895642617 *** contribution from error: -0.566706657 *** contribution from DIAG: 0.00013699611 *********************************************** --------------------------------------------------- Iteration : 58 *********************************************** *** Learn Path 58 *** loss function: -0.565814555 *** contribution from regularisation: 0.000899977225 *** contribution from error: -0.566714525 *** contribution from DIAG: 0.000136516232 *********************************************** --------------------------------------------------- Iteration : 59 kill weight from layer 1 knot 4 to knot 26 *********************************************** *** Learn Path 59 *** loss function: -0.565824747 *** contribution from regularisation: 0.000897591643 *** contribution from error: -0.566722333 *** contribution from DIAG: 0.000136159375 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 41.4999809 sigma out 26 active outputs RANK 2 NODE 4 --> 36.2744598 sigma out 25 active outputs RANK 3 NODE 5 --> 35.7847366 sigma out 26 active outputs RANK 4 NODE 25 --> 33.832119 sigma out 26 active outputs RANK 5 NODE 3 --> 28.7548428 sigma out 26 active outputs RANK 6 NODE 10 --> 26.2354069 sigma out 26 active outputs RANK 7 NODE 9 --> 25.6874771 sigma out 26 active outputs RANK 8 NODE 21 --> 25.200613 sigma out 26 active outputs RANK 9 NODE 1 --> 24.9668655 sigma out 25 active outputs RANK 10 NODE 20 --> 24.9493637 sigma out 26 active outputs RANK 11 NODE 2 --> 22.6037006 sigma out 26 active outputs RANK 12 NODE 12 --> 22.4575214 sigma out 26 active outputs RANK 13 NODE 8 --> 22.2293587 sigma out 26 active outputs RANK 14 NODE 23 --> 20.8082371 sigma out 25 active outputs RANK 15 NODE 18 --> 20.6974735 sigma out 26 active outputs RANK 16 NODE 6 --> 20.2599487 sigma out 26 active outputs RANK 17 NODE 13 --> 17.0897236 sigma out 26 active outputs RANK 18 NODE 19 --> 14.0183382 sigma out 26 active outputs RANK 19 NODE 11 --> 13.2742939 sigma out 26 active outputs RANK 20 NODE 15 --> 13.1237392 sigma out 25 active outputs RANK 21 NODE 14 --> 12.2211075 sigma out 26 active outputs RANK 22 NODE 22 --> 8.85299969 sigma out 26 active outputs RANK 23 NODE 17 --> 7.76084423 sigma out 26 active outputs RANK 24 NODE 16 --> 7.65785742 sigma out 26 active outputs RANK 25 NODE 24 --> 4.46279097 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 36.2517967 sigma in 25act. ( 35.4627151 sig out 1act.) RANK 2 NODE 11 --> 33.024826 sigma in 25act. ( 28.1140442 sig out 1act.) RANK 3 NODE 5 --> 32.6145248 sigma in 25act. ( 31.0122032 sig out 1act.) RANK 4 NODE 10 --> 32.0814514 sigma in 25act. ( 31.16395 sig out 1act.) RANK 5 NODE 2 --> 31.8790836 sigma in 25act. ( 34.0047379 sig out 1act.) RANK 6 NODE 18 --> 31.0417423 sigma in 25act. ( 42.3345528 sig out 1act.) RANK 7 NODE 6 --> 29.6724281 sigma in 25act. ( 37.9083099 sig out 1act.) RANK 8 NODE 16 --> 27.858654 sigma in 25act. ( 26.6295395 sig out 1act.) RANK 9 NODE 17 --> 27.4180679 sigma in 25act. ( 29.5041676 sig out 1act.) RANK 10 NODE 15 --> 26.6012726 sigma in 25act. ( 23.1924877 sig out 1act.) RANK 11 NODE 25 --> 26.330225 sigma in 25act. ( 22.3592587 sig out 1act.) RANK 12 NODE 8 --> 24.5539303 sigma in 25act. ( 21.2581272 sig out 1act.) RANK 13 NODE 12 --> 24.4453297 sigma in 25act. ( 28.0934486 sig out 1act.) RANK 14 NODE 7 --> 20.3708172 sigma in 25act. ( 20.1622238 sig out 1act.) RANK 15 NODE 24 --> 19.5198326 sigma in 25act. ( 18.3934383 sig out 1act.) RANK 16 NODE 14 --> 18.6463623 sigma in 25act. ( 22.947298 sig out 1act.) RANK 17 NODE 23 --> 16.3826694 sigma in 25act. ( 13.3100224 sig out 1act.) RANK 18 NODE 19 --> 14.6359653 sigma in 25act. ( 14.0472498 sig out 1act.) RANK 19 NODE 4 --> 11.3806067 sigma in 25act. ( 11.6716585 sig out 1act.) RANK 20 NODE 20 --> 8.05442238 sigma in 25act. ( 8.725317 sig out 1act.) RANK 21 NODE 9 --> 8.04681778 sigma in 25act. ( 7.68669224 sig out 1act.) RANK 22 NODE 3 --> 7.71657658 sigma in 24act. ( 7.48381424 sig out 1act.) RANK 23 NODE 26 --> 6.02871466 sigma in 24act. ( 3.70881963 sig out 1act.) RANK 24 NODE 1 --> 4.50111246 sigma in 25act. ( 4.73722172 sig out 1act.) RANK 25 NODE 21 --> 3.20233178 sigma in 24act. ( 3.50602078 sig out 1act.) RANK 26 NODE 22 --> 2.17931747 sigma in 24act. ( 2.17971039 sig out 1act.) sorted by output significance RANK 1 NODE 18 --> 42.3345528 sigma out 1act.( 31.0417423 sig in 25act.) RANK 2 NODE 6 --> 37.9083099 sigma out 1act.( 29.6724281 sig in 25act.) RANK 3 NODE 13 --> 35.4627151 sigma out 1act.( 36.2517967 sig in 25act.) RANK 4 NODE 2 --> 34.0047379 sigma out 1act.( 31.8790836 sig in 25act.) RANK 5 NODE 10 --> 31.16395 sigma out 1act.( 32.0814514 sig in 25act.) RANK 6 NODE 5 --> 31.0122032 sigma out 1act.( 32.6145248 sig in 25act.) RANK 7 NODE 17 --> 29.5041676 sigma out 1act.( 27.4180679 sig in 25act.) RANK 8 NODE 11 --> 28.1140442 sigma out 1act.( 33.024826 sig in 25act.) RANK 9 NODE 12 --> 28.0934486 sigma out 1act.( 24.4453297 sig in 25act.) RANK 10 NODE 16 --> 26.6295395 sigma out 1act.( 27.858654 sig in 25act.) RANK 11 NODE 15 --> 23.1924877 sigma out 1act.( 26.6012726 sig in 25act.) RANK 12 NODE 14 --> 22.947298 sigma out 1act.( 18.6463623 sig in 25act.) RANK 13 NODE 25 --> 22.3592587 sigma out 1act.( 26.330225 sig in 25act.) RANK 14 NODE 8 --> 21.2581272 sigma out 1act.( 24.5539303 sig in 25act.) RANK 15 NODE 7 --> 20.1622238 sigma out 1act.( 20.3708172 sig in 25act.) RANK 16 NODE 24 --> 18.3934383 sigma out 1act.( 19.5198326 sig in 25act.) RANK 17 NODE 19 --> 14.0472498 sigma out 1act.( 14.6359653 sig in 25act.) RANK 18 NODE 23 --> 13.3100224 sigma out 1act.( 16.3826694 sig in 25act.) RANK 19 NODE 4 --> 11.6716585 sigma out 1act.( 11.3806067 sig in 25act.) RANK 20 NODE 20 --> 8.725317 sigma out 1act.( 8.05442238 sig in 25act.) RANK 21 NODE 9 --> 7.68669224 sigma out 1act.( 8.04681778 sig in 25act.) RANK 22 NODE 3 --> 7.48381424 sigma out 1act.( 7.71657658 sig in 24act.) RANK 23 NODE 1 --> 4.73722172 sigma out 1act.( 4.50111246 sig in 25act.) RANK 24 NODE 26 --> 3.70881963 sigma out 1act.( 6.02871466 sig in 24act.) RANK 25 NODE 21 --> 3.50602078 sigma out 1act.( 3.20233178 sig in 24act.) RANK 26 NODE 22 --> 2.17971039 sigma out 1act.( 2.17931747 sig in 24act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 119.380569 sigma in 26 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.565831602 *** contribution from regularisation: 0.000898534083 *** contribution from error: -0.566730142 *** contribution from DIAG: 0.000136019531 *********************************************** --------------------------------------------------- Iteration : 61 kill weight from layer 1 knot 2 to knot 1 kill weight from layer 1 knot 15 to knot 11 *********************************************** *** Learn Path 61 *** loss function: -0.565838695 *** contribution from regularisation: 0.000898957369 *** contribution from error: -0.566737652 *** contribution from DIAG: 0.000135946277 *********************************************** --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.565850079 *** contribution from regularisation: 0.0008952879 *** contribution from error: -0.566745341 *** contribution from DIAG: 0.000135901137 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.565855205 *** contribution from regularisation: 0.000897798862 *** contribution from error: -0.56675303 *** contribution from DIAG: 0.000136086834 *********************************************** --------------------------------------------------- Iteration : 64 kill weight from layer 1 knot 25 to knot 20 *********************************************** *** Learn Path 64 *** loss function: -0.565863132 *** contribution from regularisation: 0.000897437101 *** contribution from error: -0.56676054 *** contribution from DIAG: 0.000135820854 *********************************************** --------------------------------------------------- Iteration : 65 kill weight from layer 1 knot 15 to knot 5 kill weight from layer 1 knot 15 to knot 8 *********************************************** *** Learn Path 65 *** loss function: -0.56587106 *** contribution from regularisation: 0.000897119229 *** contribution from error: -0.566768169 *** contribution from DIAG: 0.000135862152 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.565881252 *** contribution from regularisation: 0.000894543773 *** contribution from error: -0.566775799 *** contribution from DIAG: 0.000135795563 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.565885544 *** contribution from regularisation: 0.000897277321 *** contribution from error: -0.566782832 *** contribution from DIAG: 0.000135653434 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.565894723 *** contribution from regularisation: 0.000895105244 *** contribution from error: -0.566789806 *** contribution from DIAG: 0.000135364811 *********************************************** --------------------------------------------------- Iteration : 69 kill weight from layer 1 knot 19 to knot 14 *********************************************** *** Learn Path 69 *** loss function: -0.56589818 *** contribution from regularisation: 0.000898529368 *** contribution from error: -0.56679672 *** contribution from DIAG: 0.000135365874 *********************************************** --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 41.820797 sigma out 26 active outputs RANK 2 NODE 4 --> 36.5040932 sigma out 25 active outputs RANK 3 NODE 5 --> 36.1429253 sigma out 26 active outputs RANK 4 NODE 25 --> 33.8583374 sigma out 25 active outputs RANK 5 NODE 3 --> 29.0793343 sigma out 26 active outputs RANK 6 NODE 10 --> 25.9275894 sigma out 26 active outputs RANK 7 NODE 9 --> 25.6955738 sigma out 26 active outputs RANK 8 NODE 1 --> 25.174408 sigma out 25 active outputs RANK 9 NODE 21 --> 24.9364796 sigma out 26 active outputs RANK 10 NODE 20 --> 24.754015 sigma out 26 active outputs RANK 11 NODE 2 --> 22.5871315 sigma out 25 active outputs RANK 12 NODE 12 --> 22.4003239 sigma out 26 active outputs RANK 13 NODE 8 --> 22.3609543 sigma out 26 active outputs RANK 14 NODE 18 --> 20.8911114 sigma out 26 active outputs RANK 15 NODE 23 --> 20.6808224 sigma out 25 active outputs RANK 16 NODE 6 --> 20.1872463 sigma out 26 active outputs RANK 17 NODE 13 --> 17.2532291 sigma out 26 active outputs RANK 18 NODE 19 --> 13.9513912 sigma out 25 active outputs RANK 19 NODE 11 --> 13.1958199 sigma out 26 active outputs RANK 20 NODE 15 --> 12.9743462 sigma out 22 active outputs RANK 21 NODE 14 --> 12.2591448 sigma out 26 active outputs RANK 22 NODE 22 --> 8.70663357 sigma out 26 active outputs RANK 23 NODE 17 --> 7.77832603 sigma out 26 active outputs RANK 24 NODE 16 --> 7.71226645 sigma out 26 active outputs RANK 25 NODE 24 --> 4.28613758 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 36.2108269 sigma in 25act. ( 35.4399414 sig out 1act.) RANK 2 NODE 11 --> 33.0833855 sigma in 24act. ( 28.4913883 sig out 1act.) RANK 3 NODE 5 --> 32.4880829 sigma in 24act. ( 31.3682518 sig out 1act.) RANK 4 NODE 2 --> 32.1616249 sigma in 25act. ( 34.6483574 sig out 1act.) RANK 5 NODE 10 --> 31.9206543 sigma in 25act. ( 31.1621628 sig out 1act.) RANK 6 NODE 18 --> 31.6219845 sigma in 25act. ( 43.4717445 sig out 1act.) RANK 7 NODE 6 --> 29.8813343 sigma in 25act. ( 38.7445717 sig out 1act.) RANK 8 NODE 16 --> 27.9778938 sigma in 25act. ( 26.7537937 sig out 1act.) RANK 9 NODE 17 --> 27.473074 sigma in 25act. ( 29.5854836 sig out 1act.) RANK 10 NODE 15 --> 26.399704 sigma in 25act. ( 23.2556133 sig out 1act.) RANK 11 NODE 25 --> 26.1675644 sigma in 25act. ( 22.2533493 sig out 1act.) RANK 12 NODE 12 --> 24.5080376 sigma in 25act. ( 28.4874458 sig out 1act.) RANK 13 NODE 8 --> 24.3894291 sigma in 24act. ( 21.2038269 sig out 1act.) RANK 14 NODE 7 --> 20.274559 sigma in 25act. ( 20.2100563 sig out 1act.) RANK 15 NODE 24 --> 19.5410519 sigma in 25act. ( 18.4684696 sig out 1act.) RANK 16 NODE 14 --> 19.2425251 sigma in 24act. ( 23.8804207 sig out 1act.) RANK 17 NODE 23 --> 16.3117409 sigma in 25act. ( 13.3364029 sig out 1act.) RANK 18 NODE 19 --> 14.7320023 sigma in 25act. ( 14.1319723 sig out 1act.) RANK 19 NODE 4 --> 11.4057732 sigma in 25act. ( 11.7327757 sig out 1act.) RANK 20 NODE 20 --> 8.10613537 sigma in 24act. ( 8.88967037 sig out 1act.) RANK 21 NODE 9 --> 8.07572079 sigma in 25act. ( 7.78039551 sig out 1act.) RANK 22 NODE 3 --> 7.84909391 sigma in 24act. ( 7.75126696 sig out 1act.) RANK 23 NODE 26 --> 5.86917019 sigma in 24act. ( 3.55488539 sig out 1act.) RANK 24 NODE 1 --> 4.63392019 sigma in 24act. ( 4.97988701 sig out 1act.) RANK 25 NODE 21 --> 3.34164643 sigma in 24act. ( 3.78412247 sig out 1act.) RANK 26 NODE 22 --> 2.33741212 sigma in 24act. ( 2.47134185 sig out 1act.) sorted by output significance RANK 1 NODE 18 --> 43.4717445 sigma out 1act.( 31.6219845 sig in 25act.) RANK 2 NODE 6 --> 38.7445717 sigma out 1act.( 29.8813343 sig in 25act.) RANK 3 NODE 13 --> 35.4399414 sigma out 1act.( 36.2108269 sig in 25act.) RANK 4 NODE 2 --> 34.6483574 sigma out 1act.( 32.1616249 sig in 25act.) RANK 5 NODE 5 --> 31.3682518 sigma out 1act.( 32.4880829 sig in 24act.) RANK 6 NODE 10 --> 31.1621628 sigma out 1act.( 31.9206543 sig in 25act.) RANK 7 NODE 17 --> 29.5854836 sigma out 1act.( 27.473074 sig in 25act.) RANK 8 NODE 11 --> 28.4913883 sigma out 1act.( 33.0833855 sig in 24act.) RANK 9 NODE 12 --> 28.4874458 sigma out 1act.( 24.5080376 sig in 25act.) RANK 10 NODE 16 --> 26.7537937 sigma out 1act.( 27.9778938 sig in 25act.) RANK 11 NODE 14 --> 23.8804207 sigma out 1act.( 19.2425251 sig in 24act.) RANK 12 NODE 15 --> 23.2556133 sigma out 1act.( 26.399704 sig in 25act.) RANK 13 NODE 25 --> 22.2533493 sigma out 1act.( 26.1675644 sig in 25act.) RANK 14 NODE 8 --> 21.2038269 sigma out 1act.( 24.3894291 sig in 24act.) RANK 15 NODE 7 --> 20.2100563 sigma out 1act.( 20.274559 sig in 25act.) RANK 16 NODE 24 --> 18.4684696 sigma out 1act.( 19.5410519 sig in 25act.) RANK 17 NODE 19 --> 14.1319723 sigma out 1act.( 14.7320023 sig in 25act.) RANK 18 NODE 23 --> 13.3364029 sigma out 1act.( 16.3117409 sig in 25act.) RANK 19 NODE 4 --> 11.7327757 sigma out 1act.( 11.4057732 sig in 25act.) RANK 20 NODE 20 --> 8.88967037 sigma out 1act.( 8.10613537 sig in 24act.) RANK 21 NODE 9 --> 7.78039551 sigma out 1act.( 8.07572079 sig in 25act.) RANK 22 NODE 3 --> 7.75126696 sigma out 1act.( 7.84909391 sig in 24act.) RANK 23 NODE 1 --> 4.97988701 sigma out 1act.( 4.63392019 sig in 24act.) RANK 24 NODE 21 --> 3.78412247 sigma out 1act.( 3.34164643 sig in 24act.) RANK 25 NODE 26 --> 3.55488539 sigma out 1act.( 5.86917019 sig in 24act.) RANK 26 NODE 22 --> 2.47134185 sigma out 1act.( 2.33741212 sig in 24act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 120.809845 sigma in 26 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.565907776 *** contribution from regularisation: 0.000895939884 *** contribution from error: -0.566803694 *** contribution from DIAG: 0.000135405047 *********************************************** --------------------------------------------------- Iteration : 71 kill weight from layer 1 knot 13 to knot 22 *********************************************** *** Learn Path 71 *** loss function: -0.565914929 *** contribution from regularisation: 0.000895984238 *** contribution from error: -0.566810906 *** contribution from DIAG: 0.000135454116 *********************************************** --------------------------------------------------- Iteration : 72 *********************************************** *** Learn Path 72 *** loss function: -0.56592226 *** contribution from regularisation: 0.000895656005 *** contribution from error: -0.566817939 *** contribution from DIAG: 0.000135295646 *********************************************** --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.565926373 *** contribution from regularisation: 0.000898246071 *** contribution from error: -0.566824615 *** contribution from DIAG: 0.00013522587 *********************************************** --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.565933049 *** contribution from regularisation: 0.000898195372 *** contribution from error: -0.566831231 *** contribution from DIAG: 0.000135202892 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.565938413 *** contribution from regularisation: 0.000899435894 *** contribution from error: -0.566837847 *** contribution from DIAG: 0.000135279202 *********************************************** --------------------------------------------------- Iteration : 76 *********************************************** *** Learn Path 76 *** loss function: -0.565945506 *** contribution from regularisation: 0.000899148348 *** contribution from error: -0.566844642 *** contribution from DIAG: 0.000135336188 *********************************************** --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.565950811 *** contribution from regularisation: 0.000900582178 *** contribution from error: -0.566851377 *** contribution from DIAG: 0.00013535608 *********************************************** --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.565959275 *** contribution from regularisation: 0.000898733095 *** contribution from error: -0.566857994 *** contribution from DIAG: 0.000134720947 *********************************************** --------------------------------------------------- Iteration : 79 *********************************************** *** Learn Path 79 *** loss function: -0.56596458 *** contribution from regularisation: 0.000900081068 *** contribution from error: -0.566864669 *** contribution from DIAG: 0.000134924572 *********************************************** --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 42.1484375 sigma out 26 active outputs RANK 2 NODE 5 --> 36.7516632 sigma out 26 active outputs RANK 3 NODE 4 --> 36.7267914 sigma out 25 active outputs RANK 4 NODE 25 --> 33.9413719 sigma out 25 active outputs RANK 5 NODE 3 --> 29.4083004 sigma out 26 active outputs RANK 6 NODE 10 --> 25.8715744 sigma out 26 active outputs RANK 7 NODE 9 --> 25.7437992 sigma out 26 active outputs RANK 8 NODE 1 --> 25.3437538 sigma out 25 active outputs RANK 9 NODE 21 --> 25.0250492 sigma out 26 active outputs RANK 10 NODE 20 --> 24.9293518 sigma out 26 active outputs RANK 11 NODE 2 --> 22.6759033 sigma out 25 active outputs RANK 12 NODE 8 --> 22.3980408 sigma out 26 active outputs RANK 13 NODE 12 --> 22.3820744 sigma out 26 active outputs RANK 14 NODE 18 --> 21.1458435 sigma out 26 active outputs RANK 15 NODE 23 --> 20.794857 sigma out 25 active outputs RANK 16 NODE 6 --> 20.4523201 sigma out 26 active outputs RANK 17 NODE 13 --> 17.4726868 sigma out 25 active outputs RANK 18 NODE 19 --> 13.9760256 sigma out 25 active outputs RANK 19 NODE 11 --> 13.219409 sigma out 26 active outputs RANK 20 NODE 15 --> 13.1101103 sigma out 22 active outputs RANK 21 NODE 14 --> 12.3724051 sigma out 26 active outputs RANK 22 NODE 22 --> 8.70425606 sigma out 26 active outputs RANK 23 NODE 17 --> 7.85092497 sigma out 26 active outputs RANK 24 NODE 16 --> 7.80600739 sigma out 26 active outputs RANK 25 NODE 24 --> 4.35909653 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 36.2972069 sigma in 25act. ( 35.7372742 sig out 1act.) RANK 2 NODE 11 --> 33.327095 sigma in 24act. ( 28.8872299 sig out 1act.) RANK 3 NODE 2 --> 32.5340347 sigma in 25act. ( 35.3310928 sig out 1act.) RANK 4 NODE 5 --> 32.4999733 sigma in 24act. ( 31.5999146 sig out 1act.) RANK 5 NODE 18 --> 32.252079 sigma in 25act. ( 44.6511574 sig out 1act.) RANK 6 NODE 10 --> 31.9558964 sigma in 25act. ( 31.237711 sig out 1act.) RANK 7 NODE 6 --> 30.1704121 sigma in 25act. ( 39.5779228 sig out 1act.) RANK 8 NODE 16 --> 28.2157021 sigma in 25act. ( 27.1065941 sig out 1act.) RANK 9 NODE 17 --> 27.6546841 sigma in 25act. ( 29.8670197 sig out 1act.) RANK 10 NODE 15 --> 26.4087601 sigma in 25act. ( 23.1018543 sig out 1act.) RANK 11 NODE 25 --> 26.1686954 sigma in 25act. ( 22.1905499 sig out 1act.) RANK 12 NODE 12 --> 24.756115 sigma in 25act. ( 28.8195133 sig out 1act.) RANK 13 NODE 8 --> 24.4025192 sigma in 24act. ( 20.9909248 sig out 1act.) RANK 14 NODE 7 --> 20.3128681 sigma in 25act. ( 20.2035694 sig out 1act.) RANK 15 NODE 14 --> 19.8184624 sigma in 24act. ( 24.8243237 sig out 1act.) RANK 16 NODE 24 --> 19.642849 sigma in 25act. ( 18.6607933 sig out 1act.) RANK 17 NODE 23 --> 16.3309917 sigma in 25act. ( 13.2665977 sig out 1act.) RANK 18 NODE 19 --> 14.8595877 sigma in 25act. ( 14.294693 sig out 1act.) RANK 19 NODE 4 --> 11.4609432 sigma in 25act. ( 11.8575649 sig out 1act.) RANK 20 NODE 20 --> 8.18459892 sigma in 24act. ( 9.08918095 sig out 1act.) RANK 21 NODE 9 --> 8.12760639 sigma in 25act. ( 7.89791155 sig out 1act.) RANK 22 NODE 3 --> 8.01278019 sigma in 24act. ( 8.04509163 sig out 1act.) RANK 23 NODE 26 --> 5.75844097 sigma in 24act. ( 3.41121721 sig out 1act.) RANK 24 NODE 1 --> 4.75984716 sigma in 24act. ( 5.21963644 sig out 1act.) RANK 25 NODE 21 --> 3.46830845 sigma in 24act. ( 4.03624487 sig out 1act.) RANK 26 NODE 22 --> 2.48728418 sigma in 23act. ( 2.73869276 sig out 1act.) sorted by output significance RANK 1 NODE 18 --> 44.6511574 sigma out 1act.( 32.252079 sig in 25act.) RANK 2 NODE 6 --> 39.5779228 sigma out 1act.( 30.1704121 sig in 25act.) RANK 3 NODE 13 --> 35.7372742 sigma out 1act.( 36.2972069 sig in 25act.) RANK 4 NODE 2 --> 35.3310928 sigma out 1act.( 32.5340347 sig in 25act.) RANK 5 NODE 5 --> 31.5999146 sigma out 1act.( 32.4999733 sig in 24act.) RANK 6 NODE 10 --> 31.237711 sigma out 1act.( 31.9558964 sig in 25act.) RANK 7 NODE 17 --> 29.8670197 sigma out 1act.( 27.6546841 sig in 25act.) RANK 8 NODE 11 --> 28.8872299 sigma out 1act.( 33.327095 sig in 24act.) RANK 9 NODE 12 --> 28.8195133 sigma out 1act.( 24.756115 sig in 25act.) RANK 10 NODE 16 --> 27.1065941 sigma out 1act.( 28.2157021 sig in 25act.) RANK 11 NODE 14 --> 24.8243237 sigma out 1act.( 19.8184624 sig in 24act.) RANK 12 NODE 15 --> 23.1018543 sigma out 1act.( 26.4087601 sig in 25act.) RANK 13 NODE 25 --> 22.1905499 sigma out 1act.( 26.1686954 sig in 25act.) RANK 14 NODE 8 --> 20.9909248 sigma out 1act.( 24.4025192 sig in 24act.) RANK 15 NODE 7 --> 20.2035694 sigma out 1act.( 20.3128681 sig in 25act.) RANK 16 NODE 24 --> 18.6607933 sigma out 1act.( 19.642849 sig in 25act.) RANK 17 NODE 19 --> 14.294693 sigma out 1act.( 14.8595877 sig in 25act.) RANK 18 NODE 23 --> 13.2665977 sigma out 1act.( 16.3309917 sig in 25act.) RANK 19 NODE 4 --> 11.8575649 sigma out 1act.( 11.4609432 sig in 25act.) RANK 20 NODE 20 --> 9.08918095 sigma out 1act.( 8.18459892 sig in 24act.) RANK 21 NODE 3 --> 8.04509163 sigma out 1act.( 8.01278019 sig in 24act.) RANK 22 NODE 9 --> 7.89791155 sigma out 1act.( 8.12760639 sig in 25act.) RANK 23 NODE 1 --> 5.21963644 sigma out 1act.( 4.75984716 sig in 24act.) RANK 24 NODE 21 --> 4.03624487 sigma out 1act.( 3.46830845 sig in 24act.) RANK 25 NODE 26 --> 3.41121721 sigma out 1act.( 5.75844097 sig in 24act.) RANK 26 NODE 22 --> 2.73869276 sigma out 1act.( 2.48728418 sig in 23act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 122.411148 sigma in 26 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.565970302 *** contribution from regularisation: 0.000900916464 *** contribution from error: -0.566871226 *** contribution from DIAG: 0.000134685964 *********************************************** --------------------------------------------------- Iteration : 81 kill weight from layer 1 knot 16 to knot 1 *********************************************** *** Learn Path 81 *** loss function: -0.565977454 *** contribution from regularisation: 0.000900263083 *** contribution from error: -0.566877723 *** contribution from DIAG: 0.000134438626 *********************************************** --------------------------------------------------- Iteration : 82 *********************************************** *** Learn Path 82 *** loss function: -0.565983415 *** contribution from regularisation: 0.000900807034 *** contribution from error: -0.56688422 *** contribution from DIAG: 0.00013406841 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 2 to knot 22 *********************************************** *** Learn Path 83 *** loss function: -0.565988302 *** contribution from regularisation: 0.000902335916 *** contribution from error: -0.566890657 *** contribution from DIAG: 0.000134004338 *********************************************** --------------------------------------------------- Iteration : 84 *********************************************** *** Learn Path 84 *** loss function: -0.565996587 *** contribution from regularisation: 0.000900364888 *** contribution from error: -0.566896975 *** contribution from DIAG: 0.000134069414 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 24 to knot 2 kill weight from layer 1 knot 17 to knot 10 kill weight from layer 1 knot 15 to knot 25 *********************************************** *** Learn Path 85 *** loss function: -0.565999269 *** contribution from regularisation: 0.000904081797 *** contribution from error: -0.566903353 *** contribution from DIAG: 0.00013377094 *********************************************** --------------------------------------------------- Iteration : 86 *********************************************** *** Learn Path 86 *** loss function: -0.566011071 *** contribution from regularisation: 0.000898702419 *** contribution from error: -0.56690979 *** contribution from DIAG: 0.000134006332 *********************************************** --------------------------------------------------- Iteration : 87 *********************************************** *** Learn Path 87 *** loss function: -0.566015422 *** contribution from regularisation: 0.000900670886 *** contribution from error: -0.566916108 *** contribution from DIAG: 0.000133878915 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 13 to knot 9 *********************************************** *** Learn Path 88 *** loss function: -0.566020489 *** contribution from regularisation: 0.00090180285 *** contribution from error: -0.566922307 *** contribution from DIAG: 0.000133672249 *********************************************** --------------------------------------------------- Iteration : 89 *********************************************** *** Learn Path 89 *** loss function: -0.566029608 *** contribution from regularisation: 0.000898876053 *** contribution from error: -0.566928506 *** contribution from DIAG: 0.00013383638 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 17 to knot 1 kill weight from layer 1 knot 11 to knot 2 kill weight from layer 1 knot 11 to knot 19 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 42.7758331 sigma out 26 active outputs RANK 2 NODE 5 --> 37.6088181 sigma out 26 active outputs RANK 3 NODE 4 --> 37.3670235 sigma out 25 active outputs RANK 4 NODE 25 --> 34.3890991 sigma out 25 active outputs RANK 5 NODE 3 --> 29.6963253 sigma out 26 active outputs RANK 6 NODE 9 --> 26.0172215 sigma out 26 active outputs RANK 7 NODE 10 --> 25.873333 sigma out 26 active outputs RANK 8 NODE 1 --> 25.639204 sigma out 25 active outputs RANK 9 NODE 21 --> 25.1309814 sigma out 26 active outputs RANK 10 NODE 20 --> 24.9813614 sigma out 26 active outputs RANK 11 NODE 2 --> 22.8723965 sigma out 24 active outputs RANK 12 NODE 8 --> 22.7301998 sigma out 26 active outputs RANK 13 NODE 12 --> 22.6645851 sigma out 26 active outputs RANK 14 NODE 18 --> 21.488821 sigma out 26 active outputs RANK 15 NODE 23 --> 20.7154179 sigma out 25 active outputs RANK 16 NODE 6 --> 20.6202564 sigma out 26 active outputs RANK 17 NODE 13 --> 17.8019791 sigma out 24 active outputs RANK 18 NODE 19 --> 14.0408268 sigma out 25 active outputs RANK 19 NODE 11 --> 13.2092628 sigma out 24 active outputs RANK 20 NODE 15 --> 13.1606913 sigma out 21 active outputs RANK 21 NODE 14 --> 12.530921 sigma out 26 active outputs RANK 22 NODE 22 --> 8.72669411 sigma out 26 active outputs RANK 23 NODE 16 --> 7.88281918 sigma out 25 active outputs RANK 24 NODE 17 --> 7.76772261 sigma out 24 active outputs RANK 25 NODE 24 --> 4.38319778 sigma out 25 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 36.6712227 sigma in 25act. ( 36.1863594 sig out 1act.) RANK 2 NODE 11 --> 33.6438293 sigma in 24act. ( 29.5534439 sig out 1act.) RANK 3 NODE 18 --> 33.1171837 sigma in 25act. ( 45.8547173 sig out 1act.) RANK 4 NODE 2 --> 33.0652199 sigma in 23act. ( 36.1309624 sig out 1act.) RANK 5 NODE 5 --> 32.7626839 sigma in 24act. ( 32.0634193 sig out 1act.) RANK 6 NODE 10 --> 32.1483879 sigma in 24act. ( 31.5854912 sig out 1act.) RANK 7 NODE 6 --> 30.645937 sigma in 25act. ( 40.53022 sig out 1act.) RANK 8 NODE 16 --> 28.5444145 sigma in 25act. ( 27.584774 sig out 1act.) RANK 9 NODE 17 --> 27.9719028 sigma in 25act. ( 30.3252659 sig out 1act.) RANK 10 NODE 15 --> 26.5337257 sigma in 25act. ( 23.3217239 sig out 1act.) RANK 11 NODE 25 --> 26.2799263 sigma in 24act. ( 22.275013 sig out 1act.) RANK 12 NODE 12 --> 25.0536556 sigma in 25act. ( 29.4684372 sig out 1act.) RANK 13 NODE 8 --> 24.4829597 sigma in 24act. ( 21.1456165 sig out 1act.) RANK 14 NODE 14 --> 20.4954147 sigma in 24act. ( 25.8063812 sig out 1act.) RANK 15 NODE 7 --> 20.4276447 sigma in 25act. ( 20.4519405 sig out 1act.) RANK 16 NODE 24 --> 19.8596134 sigma in 25act. ( 19.0216312 sig out 1act.) RANK 17 NODE 23 --> 16.3827286 sigma in 25act. ( 13.4418268 sig out 1act.) RANK 18 NODE 19 --> 15.0189056 sigma in 24act. ( 14.6382799 sig out 1act.) RANK 19 NODE 4 --> 11.5656414 sigma in 25act. ( 12.0961313 sig out 1act.) RANK 20 NODE 20 --> 8.28438759 sigma in 24act. ( 9.29103088 sig out 1act.) RANK 21 NODE 9 --> 8.20454216 sigma in 24act. ( 8.10202789 sig out 1act.) RANK 22 NODE 3 --> 8.1939764 sigma in 24act. ( 8.35276127 sig out 1act.) RANK 23 NODE 26 --> 5.67118311 sigma in 24act. ( 3.33841324 sig out 1act.) RANK 24 NODE 1 --> 4.90731382 sigma in 22act. ( 5.47251654 sig out 1act.) RANK 25 NODE 21 --> 3.59634137 sigma in 24act. ( 4.27589035 sig out 1act.) RANK 26 NODE 22 --> 2.63416934 sigma in 22act. ( 2.98475671 sig out 1act.) sorted by output significance RANK 1 NODE 18 --> 45.8547173 sigma out 1act.( 33.1171837 sig in 25act.) RANK 2 NODE 6 --> 40.53022 sigma out 1act.( 30.645937 sig in 25act.) RANK 3 NODE 13 --> 36.1863594 sigma out 1act.( 36.6712227 sig in 25act.) RANK 4 NODE 2 --> 36.1309624 sigma out 1act.( 33.0652199 sig in 23act.) RANK 5 NODE 5 --> 32.0634193 sigma out 1act.( 32.7626839 sig in 24act.) RANK 6 NODE 10 --> 31.5854912 sigma out 1act.( 32.1483879 sig in 24act.) RANK 7 NODE 17 --> 30.3252659 sigma out 1act.( 27.9719028 sig in 25act.) RANK 8 NODE 11 --> 29.5534439 sigma out 1act.( 33.6438293 sig in 24act.) RANK 9 NODE 12 --> 29.4684372 sigma out 1act.( 25.0536556 sig in 25act.) RANK 10 NODE 16 --> 27.584774 sigma out 1act.( 28.5444145 sig in 25act.) RANK 11 NODE 14 --> 25.8063812 sigma out 1act.( 20.4954147 sig in 24act.) RANK 12 NODE 15 --> 23.3217239 sigma out 1act.( 26.5337257 sig in 25act.) RANK 13 NODE 25 --> 22.275013 sigma out 1act.( 26.2799263 sig in 24act.) RANK 14 NODE 8 --> 21.1456165 sigma out 1act.( 24.4829597 sig in 24act.) RANK 15 NODE 7 --> 20.4519405 sigma out 1act.( 20.4276447 sig in 25act.) RANK 16 NODE 24 --> 19.0216312 sigma out 1act.( 19.8596134 sig in 25act.) RANK 17 NODE 19 --> 14.6382799 sigma out 1act.( 15.0189056 sig in 24act.) RANK 18 NODE 23 --> 13.4418268 sigma out 1act.( 16.3827286 sig in 25act.) RANK 19 NODE 4 --> 12.0961313 sigma out 1act.( 11.5656414 sig in 25act.) RANK 20 NODE 20 --> 9.29103088 sigma out 1act.( 8.28438759 sig in 24act.) RANK 21 NODE 3 --> 8.35276127 sigma out 1act.( 8.1939764 sig in 24act.) RANK 22 NODE 9 --> 8.10202789 sigma out 1act.( 8.20454216 sig in 24act.) RANK 23 NODE 1 --> 5.47251654 sigma out 1act.( 4.90731382 sig in 22act.) RANK 24 NODE 21 --> 4.27589035 sigma out 1act.( 3.59634137 sig in 24act.) RANK 25 NODE 26 --> 3.33841324 sigma out 1act.( 5.67118311 sig in 24act.) RANK 26 NODE 22 --> 2.98475671 sigma out 1act.( 2.63416934 sig in 22act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 124.791359 sigma in 26 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.566034973 *** contribution from regularisation: 0.000899644918 *** contribution from error: -0.566934645 *** contribution from DIAG: 0.000133931579 *********************************************** --------------------------------------------------- Iteration : 91 kill weight from layer 1 knot 17 to knot 22 *********************************************** *** Learn Path 91 *** loss function: -0.566040576 *** contribution from regularisation: 0.000899922161 *** contribution from error: -0.566940486 *** contribution from DIAG: 0.000133532987 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 18 to knot 14 *********************************************** *** Learn Path 92 *** loss function: -0.566048443 *** contribution from regularisation: 0.000898006954 *** contribution from error: -0.566946447 *** contribution from DIAG: 0.000133369744 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 2 to knot 9 *********************************************** *** Learn Path 93 *** loss function: -0.566053569 *** contribution from regularisation: 0.000898957718 *** contribution from error: -0.566952527 *** contribution from DIAG: 0.000133235939 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 21 to knot 14 kill weight from layer 1 knot 6 to knot 19 kill weight from layer 1 knot 24 to knot 22 *********************************************** *** Learn Path 94 *** loss function: -0.566060841 *** contribution from regularisation: 0.000897791295 *** contribution from error: -0.566958606 *** contribution from DIAG: 0.000133163194 *********************************************** --------------------------------------------------- Iteration : 95 *********************************************** *** Learn Path 95 *** loss function: -0.566069722 *** contribution from regularisation: 0.000894889585 *** contribution from error: -0.566964626 *** contribution from DIAG: 0.000132920642 *********************************************** --------------------------------------------------- Iteration : 96 kill weight from layer 1 knot 24 to knot 21 kill weight from layer 1 knot 17 to knot 25 *********************************************** *** Learn Path 96 *** loss function: -0.566072643 *** contribution from regularisation: 0.000898160215 *** contribution from error: -0.566970825 *** contribution from DIAG: 0.000132620698 *********************************************** --------------------------------------------------- Iteration : 97 *********************************************** *** Learn Path 97 *** loss function: -0.566080451 *** contribution from regularisation: 0.000896201585 *** contribution from error: -0.566976666 *** contribution from DIAG: 0.000132573463 *********************************************** --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.566084504 *** contribution from regularisation: 0.000898193743 *** contribution from error: -0.566982687 *** contribution from DIAG: 0.00013234801 *********************************************** --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.566092372 *** contribution from regularisation: 0.000896245416 *** contribution from error: -0.566988647 *** contribution from DIAG: 0.000132264773 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 7 --> 42.7341995 sigma out 26 active outputs RANK 2 NODE 4 --> 37.7436752 sigma out 25 active outputs RANK 3 NODE 5 --> 37.7145844 sigma out 26 active outputs RANK 4 NODE 25 --> 34.4903488 sigma out 25 active outputs RANK 5 NODE 3 --> 30.164259 sigma out 26 active outputs RANK 6 NODE 9 --> 26.0756378 sigma out 26 active outputs RANK 7 NODE 10 --> 25.8134289 sigma out 26 active outputs RANK 8 NODE 1 --> 25.7849503 sigma out 25 active outputs RANK 9 NODE 21 --> 25.2857132 sigma out 25 active outputs RANK 10 NODE 20 --> 25.0110569 sigma out 26 active outputs RANK 11 NODE 2 --> 22.9062138 sigma out 23 active outputs RANK 12 NODE 8 --> 22.7546806 sigma out 26 active outputs RANK 13 NODE 12 --> 22.6370106 sigma out 26 active outputs RANK 14 NODE 18 --> 21.5534039 sigma out 25 active outputs RANK 15 NODE 23 --> 20.7975998 sigma out 25 active outputs RANK 16 NODE 6 --> 20.6048203 sigma out 25 active outputs RANK 17 NODE 13 --> 17.8625259 sigma out 24 active outputs RANK 18 NODE 19 --> 14.0688047 sigma out 25 active outputs RANK 19 NODE 15 --> 13.2478724 sigma out 21 active outputs RANK 20 NODE 11 --> 13.0489511 sigma out 24 active outputs RANK 21 NODE 14 --> 12.5260401 sigma out 26 active outputs RANK 22 NODE 22 --> 8.74563217 sigma out 26 active outputs RANK 23 NODE 16 --> 7.89476871 sigma out 25 active outputs RANK 24 NODE 17 --> 7.6932826 sigma out 22 active outputs RANK 25 NODE 24 --> 4.21452522 sigma out 23 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 13 --> 36.7673988 sigma in 25act. ( 36.3368301 sig out 1act.) RANK 2 NODE 11 --> 33.7324944 sigma in 24act. ( 29.6661186 sig out 1act.) RANK 3 NODE 18 --> 33.5085335 sigma in 25act. ( 46.5257607 sig out 1act.) RANK 4 NODE 2 --> 33.3471642 sigma in 23act. ( 36.4465904 sig out 1act.) RANK 5 NODE 5 --> 32.6704941 sigma in 24act. ( 32.1141739 sig out 1act.) RANK 6 NODE 10 --> 32.1021881 sigma in 24act. ( 31.4681435 sig out 1act.) RANK 7 NODE 6 --> 30.8690681 sigma in 25act. ( 41.0381126 sig out 1act.) RANK 8 NODE 16 --> 28.6958885 sigma in 25act. ( 27.598032 sig out 1act.) RANK 9 NODE 17 --> 28.0293179 sigma in 25act. ( 30.3499546 sig out 1act.) RANK 10 NODE 15 --> 26.3574238 sigma in 25act. ( 23.2303391 sig out 1act.) RANK 11 NODE 25 --> 26.1836185 sigma in 23act. ( 22.2416058 sig out 1act.) RANK 12 NODE 12 --> 25.1840477 sigma in 25act. ( 29.5669365 sig out 1act.) RANK 13 NODE 8 --> 24.444334 sigma in 24act. ( 21.0659466 sig out 1act.) RANK 14 NODE 14 --> 20.9496403 sigma in 22act. ( 26.4136238 sig out 1act.) RANK 15 NODE 7 --> 20.3975945 sigma in 25act. ( 20.3586998 sig out 1act.) RANK 16 NODE 24 --> 19.8836594 sigma in 25act. ( 19.0566063 sig out 1act.) RANK 17 NODE 23 --> 16.3283195 sigma in 25act. ( 13.4011431 sig out 1act.) RANK 18 NODE 19 --> 15.1159773 sigma in 23act. ( 14.6436634 sig out 1act.) RANK 19 NODE 4 --> 11.6157331 sigma in 25act. ( 12.1361303 sig out 1act.) RANK 20 NODE 20 --> 8.33185101 sigma in 24act. ( 9.40903473 sig out 1act.) RANK 21 NODE 3 --> 8.31056881 sigma in 24act. ( 8.57269382 sig out 1act.) RANK 22 NODE 9 --> 8.24699688 sigma in 23act. ( 8.14293861 sig out 1act.) RANK 23 NODE 26 --> 5.55142355 sigma in 24act. ( 3.21479011 sig out 1act.) RANK 24 NODE 1 --> 5.02021551 sigma in 22act. ( 5.6587429 sig out 1act.) RANK 25 NODE 21 --> 3.69976807 sigma in 23act. ( 4.46824265 sig out 1act.) RANK 26 NODE 22 --> 2.75975299 sigma in 20act. ( 3.20849228 sig out 1act.) sorted by output significance RANK 1 NODE 18 --> 46.5257607 sigma out 1act.( 33.5085335 sig in 25act.) RANK 2 NODE 6 --> 41.0381126 sigma out 1act.( 30.8690681 sig in 25act.) RANK 3 NODE 2 --> 36.4465904 sigma out 1act.( 33.3471642 sig in 23act.) RANK 4 NODE 13 --> 36.3368301 sigma out 1act.( 36.7673988 sig in 25act.) RANK 5 NODE 5 --> 32.1141739 sigma out 1act.( 32.6704941 sig in 24act.) RANK 6 NODE 10 --> 31.4681435 sigma out 1act.( 32.1021881 sig in 24act.) RANK 7 NODE 17 --> 30.3499546 sigma out 1act.( 28.0293179 sig in 25act.) RANK 8 NODE 11 --> 29.6661186 sigma out 1act.( 33.7324944 sig in 24act.) RANK 9 NODE 12 --> 29.5669365 sigma out 1act.( 25.1840477 sig in 25act.) RANK 10 NODE 16 --> 27.598032 sigma out 1act.( 28.6958885 sig in 25act.) RANK 11 NODE 14 --> 26.4136238 sigma out 1act.( 20.9496403 sig in 22act.) RANK 12 NODE 15 --> 23.2303391 sigma out 1act.( 26.3574238 sig in 25act.) RANK 13 NODE 25 --> 22.2416058 sigma out 1act.( 26.1836185 sig in 23act.) RANK 14 NODE 8 --> 21.0659466 sigma out 1act.( 24.444334 sig in 24act.) RANK 15 NODE 7 --> 20.3586998 sigma out 1act.( 20.3975945 sig in 25act.) RANK 16 NODE 24 --> 19.0566063 sigma out 1act.( 19.8836594 sig in 25act.) RANK 17 NODE 19 --> 14.6436634 sigma out 1act.( 15.1159773 sig in 23act.) RANK 18 NODE 23 --> 13.4011431 sigma out 1act.( 16.3283195 sig in 25act.) RANK 19 NODE 4 --> 12.1361303 sigma out 1act.( 11.6157331 sig in 25act.) RANK 20 NODE 20 --> 9.40903473 sigma out 1act.( 8.33185101 sig in 24act.) RANK 21 NODE 3 --> 8.57269382 sigma out 1act.( 8.31056881 sig in 24act.) RANK 22 NODE 9 --> 8.14293861 sigma out 1act.( 8.24699688 sig in 23act.) RANK 23 NODE 1 --> 5.6587429 sigma out 1act.( 5.02021551 sig in 22act.) RANK 24 NODE 21 --> 4.46824265 sigma out 1act.( 3.69976807 sig in 23act.) RANK 25 NODE 26 --> 3.21479011 sigma out 1act.( 5.55142355 sig in 24act.) RANK 26 NODE 22 --> 3.20849228 sigma out 1act.( 2.75975299 sig in 20act.) SIGNIFICANCE OF INPUTS TO LAYER 3 RANK 1 NODE 1 --> 125.506134 sigma in 26 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.56609869 *** contribution from regularisation: 0.000895819103 *** contribution from error: -0.566994488 *** contribution from DIAG: 0.000132122703 *********************************************** -----------------> Test sample Sum of Weights for output node 2 1000000. FLAT2DEF: TAB(KK=1, II= 2) = -11.6593199 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 130200 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/622/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/622/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/622/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/622/Electron/Upstream/NB.txt Training Host = lxplus437.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 = 622 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