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juliankosciessa
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eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-020_ica1_16-Nov-2021.txt

log_sub-020_ica1_16-Nov-2021.txt 37 KB
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  1. 

  2. Input data size [72,1330500] = 72 channels, 1330500 frames
    3. 

  3. Finding 72 ICA components using extended ICA.
    4. 

  4. Kurtosis will be calculated initially every 1 blocks using 6000 data points.
    5. 

  5. Decomposing 256 frames per ICA weight ((5184)^2 = 1330500 weights, Initial learning rate will be 0.001, block size 71.
    6. 

  6. Learning rate will be multiplied by 0.98 whenever angledelta >= 60 deg.
    7. 

  7. More than 32 channels: default stopping weight change 1E-7
    8. 

  8. Training will end when wchange < 1e-07 or after 512 steps.
    9. 

  9. Online bias adjustment will be used.
    10. 

  10. Removing mean of each channel ...
    11. 

  11. Final training data range: -14.9293 to 16.4696
    12. 

  12. Computing the sphering matrix...
    13. 

  13. Starting weights are the identity matrix ...
    14. 

  14. Sphering the data ...
    15. 

  15. Beginning ICA training ... first training step may be slow ...
    16. 

  16. Lowering learning rate to 0.0009 and starting again.
    17. 

  17. Lowering learning rate to 0.00081 and starting again.
    18. 

  18. Lowering learning rate to 0.000729 and starting again.
    19. 

  19. Lowering learning rate to 0.0006561 and starting again.
    20. 

  20. Lowering learning rate to 0.00059049 and starting again.
    21. 

  21. Lowering learning rate to 0.000531441 and starting again.
    22. 

  22. Lowering learning rate to 0.000478297 and starting again.
    23. 

  23. Lowering learning rate to 0.000430467 and starting again.
    24. 

  24. Lowering learning rate to 0.00038742 and starting again.
    25. 

  25. Lowering learning rate to 0.000348678 and starting again.
    26. 

  26. Lowering learning rate to 0.000313811 and starting again.
    27. 

  27. Lowering learning rate to 0.00028243 and starting again.
    28. 

  28. Lowering learning rate to 0.000254187 and starting again.
    29. 

  29. Lowering learning rate to 0.000228768 and starting again.
    30. 

  30. Lowering learning rate to 0.000205891 and starting again.
    31. 

  31. Lowering learning rate to 0.000185302 and starting again.
    32. 

  32. Lowering learning rate to 0.000166772 and starting again.
    33. 

  33. Lowering learning rate to 0.000150095 and starting again.
    34. 

  34. Lowering learning rate to 0.000135085 and starting again.
    35. 

  35. Lowering learning rate to 0.000121577 and starting again.
    36. 

  36. Lowering learning rate to 0.000109419 and starting again.
    37. 

  37. Lowering learning rate to 9.84771e-05 and starting again.
    38. 

  38. Lowering learning rate to 8.86294e-05 and starting again.
    39. 

  39. Lowering learning rate to 7.97664e-05 and starting again.
    40. 

  40. Lowering learning rate to 7.17898e-05 and starting again.
    41. 

  41. Lowering learning rate to 6.46108e-05 and starting again.
    42. 

  42. Lowering learning rate to 5.81497e-05 and starting again.
    43. 

  43. Lowering learning rate to 5.23348e-05 and starting again.
    44. 

  44. Lowering learning rate to 4.71013e-05 and starting again.
    45. 

  45. Lowering learning rate to 4.23912e-05 and starting again.
    46. 

  46. Lowering learning rate to 3.8152e-05 and starting again.
    47. 

  47. Lowering learning rate to 3.43368e-05 and starting again.
    48. 

  48. step 1 - lrate 0.000034, wchange 981770116169160.87500000, angledelta  0.0 deg
    49. 

  49. step 2 - lrate 0.000027, wchange 2681390444193.21679688, angledelta  0.0 deg
    50. 

  50. step 3 - lrate 0.000022, wchange 3552201978939.87060547, angledelta 126.5 deg
    51. 

  51. step 4 - lrate 0.000017, wchange 1326910548517.95849609, angledelta 125.3 deg
    52. 

  52. step 5 - lrate 0.000014, wchange 787980991656.41943359, angledelta 99.6 deg
    53. 

  53. step 6 - lrate 0.000011, wchange 530488781695.18548584, angledelta 140.3 deg
    54. 

  54. step 7 - lrate 0.000008, wchange 445164474629.20495605, angledelta 117.9 deg
    55. 

  55. step 8 - lrate 0.000007, wchange 396534059645.39831543, angledelta 127.9 deg
    56. 

  56. step 9 - lrate 0.000005, wchange 231917643078.47225952, angledelta 130.9 deg
    57. 

  57. step 10 - lrate 0.000004, wchange 120960429921.58784485, angledelta 115.8 deg
    58. 

  58. step 11 - lrate 0.000003, wchange 86245897689.72950745, angledelta 108.4 deg
    59. 

  59. step 12 - lrate 0.000002, wchange 79515931596.66664124, angledelta 113.6 deg
    60. 

  60. step 13 - lrate 0.000002, wchange 78483864676.13139343, angledelta 88.3 deg
    61. 

  61. step 14 - lrate 0.000002, wchange 100837794273.70237732, angledelta 137.3 deg
    62. 

  62. step 15 - lrate 0.000001, wchange 53906626071.21277618, angledelta 134.3 deg
    63. 

  63. step 16 - lrate 0.000001, wchange 14100395989.35934258, angledelta 99.8 deg
    64. 

  64. step 17 - lrate 0.000001, wchange 14751673295.58924866, angledelta 116.6 deg
    65. 

  65. step 18 - lrate 0.000001, wchange 4122357727.95876169, angledelta 113.9 deg
    66. 

  66. step 19 - lrate 0.000000, wchange 2603696293.78285933, angledelta 104.7 deg
    67. 

  67. step 20 - lrate 0.000000, wchange 982816041.48585534, angledelta 105.7 deg
    68. 

  68. step 21 - lrate 0.000000, wchange 871394848.77779043, angledelta 90.9 deg
    69. 

  69. step 22 - lrate 0.000000, wchange 804807164.74400806, angledelta 113.4 deg
    70. 

  70. step 23 - lrate 0.000000, wchange 643608579.74856019, angledelta 93.9 deg
    71. 

  71. step 24 - lrate 0.000000, wchange 499595811.32097739, angledelta 99.6 deg
    72. 

  72. step 25 - lrate 0.000000, wchange 443579796.60465097, angledelta 117.2 deg
    73. 

  73. step 26 - lrate 0.000000, wchange 314564014.89948899, angledelta 98.6 deg
    74. 

  74. step 27 - lrate 0.000000, wchange 361669592.21160054, angledelta 100.7 deg
    75. 

  75. step 28 - lrate 0.000000, wchange 355513669.76563549, angledelta 116.6 deg
    76. 

  76. step 29 - lrate 0.000000, wchange 420527392.13778627, angledelta 95.3 deg
    77. 

  77. step 30 - lrate 0.000000, wchange 490444079.00444216, angledelta 96.4 deg
    78. 

  78. step 31 - lrate 0.000000, wchange 379582740.26609564, angledelta 108.3 deg
    79. 

  79. step 32 - lrate 0.000000, wchange 335370566.67081124, angledelta 108.7 deg
    80. 

  80. step 33 - lrate 0.000000, wchange 258435023.17398971, angledelta 96.8 deg
    81. 

  81. step 34 - lrate 0.000000, wchange 215443616.44198638, angledelta 107.4 deg
    82. 

  82. step 35 - lrate 0.000000, wchange 300360364.03801018, angledelta 114.9 deg
    83. 

  83. step 36 - lrate 0.000000, wchange 252746490.14181605, angledelta 109.9 deg
    84. 

  84. step 37 - lrate 0.000000, wchange 183972536.63178355, angledelta 108.6 deg
    85. 

  85. step 38 - lrate 0.000000, wchange 273303821.42309898, angledelta 114.9 deg
    86. 

  86. step 39 - lrate 0.000000, wchange 164005847.91234902, angledelta 116.5 deg
    87. 

  87. step 40 - lrate 0.000000, wchange 174204473.12945578, angledelta 85.7 deg
    88. 

  88. step 41 - lrate 0.000000, wchange 162166828.04684156, angledelta 108.4 deg
    89. 

  89. step 42 - lrate 0.000000, wchange 211392828.74343598, angledelta 118.3 deg
    90. 

  90. step 43 - lrate 0.000000, wchange 129271146.47592576, angledelta 97.4 deg
    91. 

  91. step 44 - lrate 0.000000, wchange 95549470.94958423, angledelta 106.7 deg
    92. 

  92. step 45 - lrate 0.000000, wchange 144864060.73173612, angledelta 98.2 deg
    93. 

  93. step 46 - lrate 0.000000, wchange 101034768.02403437, angledelta 99.5 deg
    94. 

  94. step 47 - lrate 0.000000, wchange 182182028.06660053, angledelta 91.9 deg
    95. 

  95. step 48 - lrate 0.000000, wchange 144538237.11440435, angledelta 124.7 deg
    96. 

  96. step 49 - lrate 0.000000, wchange 87846362.05873789, angledelta 83.3 deg
    97. 

  97. step 50 - lrate 0.000000, wchange 115149279.01686542, angledelta 97.2 deg
    98. 

  98. step 51 - lrate 0.000000, wchange 77425497.79066992, angledelta 114.9 deg
    99. 

  99. step 52 - lrate 0.000000, wchange 65781649.70657548, angledelta 114.8 deg
    100. 

  100. step 53 - lrate 0.000000, wchange 60575691.32900006, angledelta 91.1 deg
    101. 

  101. step 54 - lrate 0.000000, wchange 70801742.87668006, angledelta 96.1 deg
    102. 

  102. step 55 - lrate 0.000000, wchange 87733233.17984715, angledelta 120.5 deg
    103. 

  103. step 56 - lrate 0.000000, wchange 77534219.20020753, angledelta 106.6 deg
    104. 

  104. step 57 - lrate 0.000000, wchange 88032104.84046444, angledelta 116.3 deg
    105. 

  105. step 58 - lrate 0.000000, wchange 58439121.46343087, angledelta 121.0 deg
    106. 

  106. step 59 - lrate 0.000000, wchange 39889092.91020148, angledelta 112.4 deg
    107. 

  107. step 60 - lrate 0.000000, wchange 58917381.26167229, angledelta 99.9 deg
    108. 

  108. step 61 - lrate 0.000000, wchange 44164587.80263743, angledelta 103.1 deg
    109. 

  109. step 62 - lrate 0.000000, wchange 51413549.45198782, angledelta 107.2 deg
    110. 

  110. step 63 - lrate 0.000000, wchange 29252133.58381639, angledelta 112.3 deg
    111. 

  111. step 64 - lrate 0.000000, wchange 26450950.38788001, angledelta 99.7 deg
    112. 

  112. step 65 - lrate 0.000000, wchange 68936635.99073544, angledelta 109.8 deg
    113. 

  113. step 66 - lrate 0.000000, wchange 23001657.01352849, angledelta 82.0 deg
    114. 

  114. step 67 - lrate 0.000000, wchange 33696326.70147210, angledelta 103.4 deg
    115. 

  115. step 68 - lrate 0.000000, wchange 21004072.76492888, angledelta 113.7 deg
    116. 

  116. step 69 - lrate 0.000000, wchange 25376791.88494857, angledelta 87.8 deg
    117. 

  117. step 70 - lrate 0.000000, wchange 18705943.72005052, angledelta 121.4 deg
    118. 

  118. step 71 - lrate 0.000000, wchange 14864395.32797720, angledelta 79.9 deg
    119. 

  119. step 72 - lrate 0.000000, wchange 12123534.63668972, angledelta 102.2 deg
    120. 

  120. step 73 - lrate 0.000000, wchange 17340612.78809521, angledelta 94.0 deg
    121. 

  121. step 74 - lrate 0.000000, wchange 12753787.83367579, angledelta 105.8 deg
    122. 

  122. step 75 - lrate 0.000000, wchange 9133580.37536265, angledelta 96.2 deg
    123. 

  123. step 76 - lrate 0.000000, wchange 9220440.11774946, angledelta 81.5 deg
    124. 

  124. step 77 - lrate 0.000000, wchange 10658345.81074920, angledelta 99.8 deg
    125. 

  125. step 78 - lrate 0.000000, wchange 12344370.46658358, angledelta 100.3 deg
    126. 

  126. step 79 - lrate 0.000000, wchange 8451142.84851976, angledelta 93.3 deg
    127. 

  127. step 80 - lrate 0.000000, wchange 12843912.03709314, angledelta 94.2 deg
    128. 

  128. step 81 - lrate 0.000000, wchange 9232972.31261041, angledelta 71.3 deg
    129. 

  129. step 82 - lrate 0.000000, wchange 9940933.07352247, angledelta 114.7 deg
    130. 

  130. step 83 - lrate 0.000000, wchange 7954949.95197255, angledelta 60.7 deg
    131. 

  131. step 84 - lrate 0.000000, wchange 5118036.89105736, angledelta 121.0 deg
    132. 

  132. step 85 - lrate 0.000000, wchange 4064142.36069986, angledelta 95.0 deg
    133. 

  133. step 86 - lrate 0.000000, wchange 3375163.24345956, angledelta 88.0 deg
    134. 

  134. step 87 - lrate 0.000000, wchange 5084044.00805257, angledelta 89.5 deg
    135. 

  135. step 88 - lrate 0.000000, wchange 4510935.84430715, angledelta 94.2 deg
    136. 

  136. step 89 - lrate 0.000000, wchange 4345351.09256880, angledelta 113.2 deg
    137. 

  137. step 90 - lrate 0.000000, wchange 3985987.92069005, angledelta 109.0 deg
    138. 

  138. step 91 - lrate 0.000000, wchange 2873765.23100937, angledelta 86.9 deg
    139. 

  139. step 92 - lrate 0.000000, wchange 3838637.14224876, angledelta 94.1 deg
    140. 

  140. step 93 - lrate 0.000000, wchange 3356244.71465659, angledelta 89.9 deg
    141. 

  141. step 94 - lrate 0.000000, wchange 3609194.58161767, angledelta 89.8 deg
    142. 

  142. step 95 - lrate 0.000000, wchange 2845710.64677661, angledelta 81.3 deg
    143. 

  143. step 96 - lrate 0.000000, wchange 1936728.47705265, angledelta 102.3 deg
    144. 

  144. step 97 - lrate 0.000000, wchange 1886959.92443462, angledelta 100.5 deg
    145. 

  145. step 98 - lrate 0.000000, wchange 2128961.33647510, angledelta 98.5 deg
    146. 

  146. step 99 - lrate 0.000000, wchange 2242188.41201813, angledelta 100.7 deg
    147. 

  147. step 100 - lrate 0.000000, wchange 2690653.33520491, angledelta 93.8 deg
    148. 

  148. step 101 - lrate 0.000000, wchange 2644759.14694159, angledelta 114.1 deg
    149. 

  149. step 102 - lrate 0.000000, wchange 1803423.97241103, angledelta 72.7 deg
    150. 

  150. step 103 - lrate 0.000000, wchange 2033478.32082777, angledelta 88.2 deg
    151. 

  151. step 104 - lrate 0.000000, wchange 1167820.57932269, angledelta 92.3 deg
    152. 

  152. step 105 - lrate 0.000000, wchange 942631.10142213, angledelta 84.9 deg
    153. 

  153. step 106 - lrate 0.000000, wchange 1345686.57852279, angledelta 93.4 deg
    154. 

  154. step 107 - lrate 0.000000, wchange 982225.20019525, angledelta 75.5 deg
    155. 

  155. step 108 - lrate 0.000000, wchange 1999382.58400062, angledelta 107.8 deg
    156. 

  156. step 109 - lrate 0.000000, wchange 776656.71300482, angledelta 92.5 deg
    157. 

  157. step 110 - lrate 0.000000, wchange 829285.49441483, angledelta 89.1 deg
    158. 

  158. step 111 - lrate 0.000000, wchange 810033.09835274, angledelta 88.0 deg
    159. 

  159. step 112 - lrate 0.000000, wchange 494165.05908627, angledelta 88.8 deg
    160. 

  160. step 113 - lrate 0.000000, wchange 640241.36155098, angledelta 100.5 deg
    161. 

  161. step 114 - lrate 0.000000, wchange 618318.59636993, angledelta 75.6 deg
    162. 

  162. step 115 - lrate 0.000000, wchange 572650.23832674, angledelta 91.4 deg
    163. 

  163. step 116 - lrate 0.000000, wchange 425679.40929867, angledelta 102.7 deg
    164. 

  164. step 117 - lrate 0.000000, wchange 393131.62469165, angledelta 89.4 deg
    165. 

  165. step 118 - lrate 0.000000, wchange 370888.92702750, angledelta 92.5 deg
    166. 

  166. step 119 - lrate 0.000000, wchange 361260.50929387, angledelta 85.2 deg
    167. 

  167. step 120 - lrate 0.000000, wchange 276265.10972520, angledelta 97.6 deg
    168. 

  168. step 121 - lrate 0.000000, wchange 244930.78574983, angledelta 95.0 deg
    169. 

  169. step 122 - lrate 0.000000, wchange 369849.68899187, angledelta 107.8 deg
    170. 

  170. step 123 - lrate 0.000000, wchange 266212.89230309, angledelta 89.6 deg
    171. 

  171. step 124 - lrate 0.000000, wchange 280426.20671735, angledelta 67.1 deg
    172. 

  172. step 125 - lrate 0.000000, wchange 268157.81471805, angledelta 88.2 deg
    173. 

  173. step 126 - lrate 0.000000, wchange 194519.34637452, angledelta 93.6 deg
    174. 

  174. step 127 - lrate 0.000000, wchange 211589.76149337, angledelta 97.5 deg
    175. 

  175. step 128 - lrate 0.000000, wchange 217413.57546882, angledelta 102.8 deg
    176. 

  176. step 129 - lrate 0.000000, wchange 155935.26415446, angledelta 98.8 deg
    177. 

  177. step 130 - lrate 0.000000, wchange 166332.90132027, angledelta 92.5 deg
    178. 

  178. step 131 - lrate 0.000000, wchange 110267.70030676, angledelta 92.3 deg
    179. 

  179. step 132 - lrate 0.000000, wchange 122525.07706671, angledelta 103.2 deg
    180. 

  180. step 133 - lrate 0.000000, wchange 122965.02400367, angledelta 85.5 deg
    181. 

  181. step 134 - lrate 0.000000, wchange 145804.07943811, angledelta 93.8 deg
    182. 

  182. step 135 - lrate 0.000000, wchange 129887.30605884, angledelta 85.3 deg
    183. 

  183. step 136 - lrate 0.000000, wchange 89626.88812955, angledelta 88.1 deg
    184. 

  184. step 137 - lrate 0.000000, wchange 90086.14444845, angledelta 82.4 deg
    185. 

  185. step 138 - lrate 0.000000, wchange 118656.60947334, angledelta 101.6 deg
    186. 

  186. step 139 - lrate 0.000000, wchange 99932.56598549, angledelta 79.5 deg
    187. 

  187. step 140 - lrate 0.000000, wchange 87114.64715742, angledelta 109.6 deg
    188. 

  188. step 141 - lrate 0.000000, wchange 90779.22660509, angledelta 110.3 deg
    189. 

  189. step 142 - lrate 0.000000, wchange 57042.23549147, angledelta 96.4 deg
    190. 

  190. step 143 - lrate 0.000000, wchange 66095.99669210, angledelta 90.7 deg
    191. 

  191. step 144 - lrate 0.000000, wchange 76453.90894400, angledelta 90.9 deg
    192. 

  192. step 145 - lrate 0.000000, wchange 55057.71985385, angledelta 80.6 deg
    193. 

  193. step 146 - lrate 0.000000, wchange 53303.22383263, angledelta 93.2 deg
    194. 

  194. step 147 - lrate 0.000000, wchange 43927.57674177, angledelta 82.8 deg
    195. 

  195. step 148 - lrate 0.000000, wchange 46886.15699734, angledelta 104.1 deg
    196. 

  196. step 149 - lrate 0.000000, wchange 34236.25246828, angledelta 80.5 deg
    197. 

  197. step 150 - lrate 0.000000, wchange 51185.97157138, angledelta 84.2 deg
    198. 

  198. step 151 - lrate 0.000000, wchange 31364.96133185, angledelta 77.7 deg
    199. 

  199. step 152 - lrate 0.000000, wchange 27243.28681431, angledelta 86.2 deg
    200. 

  200. step 153 - lrate 0.000000, wchange 22668.40257915, angledelta 84.3 deg
    201. 

  201. step 154 - lrate 0.000000, wchange 20490.50383767, angledelta 96.9 deg
    202. 

  202. step 155 - lrate 0.000000, wchange 20111.48551264, angledelta 83.1 deg
    203. 

  203. step 156 - lrate 0.000000, wchange 24134.25896678, angledelta 94.5 deg
    204. 

  204. step 157 - lrate 0.000000, wchange 21700.67334325, angledelta 71.9 deg
    205. 

  205. step 158 - lrate 0.000000, wchange 23878.15238258, angledelta 119.9 deg
    206. 

  206. step 159 - lrate 0.000000, wchange 15409.75045181, angledelta 75.1 deg
    207. 

  207. step 160 - lrate 0.000000, wchange 18508.16406689, angledelta 71.9 deg
    208. 

  208. step 161 - lrate 0.000000, wchange 12342.25403042, angledelta 89.3 deg
    209. 

  209. step 162 - lrate 0.000000, wchange 12415.24508324, angledelta 92.4 deg
    210. 

  210. step 163 - lrate 0.000000, wchange 17339.89525395, angledelta 72.6 deg
    211. 

  211. step 164 - lrate 0.000000, wchange 13926.81536525, angledelta 109.5 deg
    212. 

  212. step 165 - lrate 0.000000, wchange 11984.30057663, angledelta 79.8 deg
    213. 

  213. step 166 - lrate 0.000000, wchange 7303.25721016, angledelta 100.9 deg
    214. 

  214. step 167 - lrate 0.000000, wchange 9780.97567395, angledelta 75.8 deg
    215. 

  215. step 168 - lrate 0.000000, wchange 10668.44664321, angledelta 73.2 deg
    216. 

  216. step 169 - lrate 0.000000, wchange 6245.96834444, angledelta 97.6 deg
    217. 

  217. step 170 - lrate 0.000000, wchange 7377.77211411, angledelta 84.2 deg
    218. 

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  453. step 406 - lrate 0.000000, wchange 0.23454505, angledelta 79.2 deg
    454. 

  454. step 407 - lrate 0.000000, wchange 0.11345712, angledelta 80.7 deg
    455. 

  455. step 408 - lrate 0.000000, wchange 0.15345066, angledelta 61.0 deg
    456. 

  456. step 409 - lrate 0.000000, wchange 0.18915966, angledelta 77.1 deg
    457. 

  457. step 410 - lrate 0.000000, wchange 0.23414330, angledelta 99.8 deg
    458. 

  458. step 411 - lrate 0.000000, wchange 0.07735955, angledelta 81.2 deg
    459. 

  459. step 412 - lrate 0.000000, wchange 0.40521776, angledelta 88.9 deg
    460. 

  460. step 413 - lrate 0.000000, wchange 0.07482030, angledelta 91.2 deg
    461. 

  461. step 414 - lrate 0.000000, wchange 0.34875383, angledelta 91.5 deg
    462. 

  462. step 415 - lrate 0.000000, wchange 0.05950130, angledelta 97.8 deg
    463. 

  463. step 416 - lrate 0.000000, wchange 0.07052645, angledelta 47.9 deg
    464. 

  464. step 417 - lrate 0.000000, wchange 0.49036612, angledelta 105.2 deg
    465. 

  465. step 418 - lrate 0.000000, wchange 0.10918770, angledelta 82.3 deg
    466. 

  466. step 419 - lrate 0.000000, wchange 0.17886053, angledelta 64.9 deg
    467. 

  467. step 420 - lrate 0.000000, wchange 0.06089039, angledelta 95.6 deg
    468. 

  468. step 421 - lrate 0.000000, wchange 0.15400573, angledelta 77.1 deg
    469. 

  469. step 422 - lrate 0.000000, wchange 0.06034824, angledelta 82.6 deg
    470. 

  470. step 423 - lrate 0.000000, wchange 0.05853341, angledelta 65.7 deg
    471. 

  471. step 424 - lrate 0.000000, wchange 0.04598144, angledelta 56.2 deg
    472. 

  472. step 425 - lrate 0.000000, wchange 0.07178442, angledelta 56.7 deg
    473. 

  473. step 426 - lrate 0.000000, wchange 0.05618540, angledelta 75.7 deg
    474. 

  474. step 427 - lrate 0.000000, wchange 0.14067461, angledelta 76.4 deg
    475. 

  475. step 428 - lrate 0.000000, wchange 0.13467948, angledelta 82.2 deg
    476. 

  476. step 429 - lrate 0.000000, wchange 0.04270009, angledelta 83.4 deg
    477. 

  477. step 430 - lrate 0.000000, wchange 0.10913988, angledelta 75.5 deg
    478. 

  478. step 431 - lrate 0.000000, wchange 0.05594440, angledelta 75.0 deg
    479. 

  479. step 432 - lrate 0.000000, wchange 0.05228463, angledelta 72.9 deg
    480. 

  480. step 433 - lrate 0.000000, wchange 0.07738989, angledelta 79.7 deg
    481. 

  481. step 434 - lrate 0.000000, wchange 0.03739325, angledelta 82.7 deg
    482. 

  482. step 435 - lrate 0.000000, wchange 0.18402270, angledelta 105.5 deg
    483. 

  483. step 436 - lrate 0.000000, wchange 0.02775140, angledelta 104.2 deg
    484. 

  484. step 437 - lrate 0.000000, wchange 0.07106509, angledelta 82.2 deg
    485. 

  485. step 438 - lrate 0.000000, wchange 0.50940239, angledelta 73.4 deg
    486. 

  486. step 439 - lrate 0.000000, wchange 0.03266352, angledelta 102.1 deg
    487. 

  487. step 440 - lrate 0.000000, wchange 0.02628985, angledelta 55.8 deg
    488. 

  488. step 441 - lrate 0.000000, wchange 0.07831924, angledelta 82.0 deg
    489. 

  489. step 442 - lrate 0.000000, wchange 0.02753800, angledelta 85.2 deg
    490. 

  490. step 443 - lrate 0.000000, wchange 0.07705891, angledelta 86.7 deg
    491. 

  491. step 444 - lrate 0.000000, wchange 0.02691104, angledelta 93.7 deg
    492. 

  492. step 445 - lrate 0.000000, wchange 0.03081179, angledelta 69.1 deg
    493. 

  493. step 446 - lrate 0.000000, wchange 0.03024184, angledelta 71.5 deg
    494. 

  494. step 447 - lrate 0.000000, wchange 0.02017425, angledelta 68.9 deg
    495. 

  495. step 448 - lrate 0.000000, wchange 0.02407770, angledelta 53.1 deg
    496. 

  496. step 449 - lrate 0.000000, wchange 0.03255127, angledelta 69.2 deg
    497. 

  497. step 450 - lrate 0.000000, wchange 0.02798660, angledelta 72.5 deg
    498. 

  498. step 451 - lrate 0.000000, wchange 0.01781201, angledelta 75.4 deg
    499. 

  499. step 452 - lrate 0.000000, wchange 0.02526654, angledelta 62.2 deg
    500. 

  500. step 453 - lrate 0.000000, wchange 0.02333642, angledelta 78.0 deg
    501. 

  501. step 454 - lrate 0.000000, wchange 0.03748172, angledelta 82.1 deg
    502. 

  502. step 455 - lrate 0.000000, wchange 0.02804960, angledelta 81.9 deg
    503. 

  503. step 456 - lrate 0.000000, wchange 0.03866899, angledelta 72.4 deg
    504. 

  504. step 457 - lrate 0.000000, wchange 0.04080950, angledelta 74.3 deg
    505. 

  505. step 458 - lrate 0.000000, wchange 0.01379523, angledelta 81.6 deg
    506. 

  506. step 459 - lrate 0.000000, wchange 0.05944346, angledelta 96.0 deg
    507. 

  507. step 460 - lrate 0.000000, wchange 0.05251019, angledelta 75.7 deg
    508. 

  508. step 461 - lrate 0.000000, wchange 0.02498666, angledelta 72.0 deg
    509. 

  509. step 462 - lrate 0.000000, wchange 0.01208959, angledelta 80.7 deg
    510. 

  510. step 463 - lrate 0.000000, wchange 0.00973289, angledelta 43.0 deg
    511. 

  511. step 464 - lrate 0.000000, wchange 0.02266407, angledelta 79.1 deg
    512. 

  512. step 465 - lrate 0.000000, wchange 0.01663971, angledelta 88.7 deg
    513. 

  513. step 466 - lrate 0.000000, wchange 0.01725995, angledelta 73.1 deg
    514. 

  514. step 467 - lrate 0.000000, wchange 0.11833973, angledelta 92.2 deg
    515. 

  515. step 468 - lrate 0.000000, wchange 0.01171835, angledelta 95.2 deg
    516. 

  516. step 469 - lrate 0.000000, wchange 0.00964650, angledelta 59.8 deg
    517. 

  517. step 470 - lrate 0.000000, wchange 0.01263447, angledelta 64.0 deg
    518. 

  518. step 471 - lrate 0.000000, wchange 0.01323384, angledelta 78.8 deg
    519. 

  519. step 472 - lrate 0.000000, wchange 0.00777073, angledelta 64.5 deg
    520. 

  520. step 473 - lrate 0.000000, wchange 0.02592049, angledelta 77.2 deg
    521. 

  521. step 474 - lrate 0.000000, wchange 0.02018501, angledelta 84.4 deg
    522. 

  522. step 475 - lrate 0.000000, wchange 0.00886242, angledelta 81.8 deg
    523. 

  523. step 476 - lrate 0.000000, wchange 0.02075977, angledelta 80.6 deg
    524. 

  524. step 477 - lrate 0.000000, wchange 0.01600322, angledelta 83.1 deg
    525. 

  525. step 478 - lrate 0.000000, wchange 0.01055966, angledelta 78.5 deg
    526. 

  526. step 479 - lrate 0.000000, wchange 0.00683349, angledelta 77.5 deg
    527. 

  527. step 480 - lrate 0.000000, wchange 0.00715170, angledelta 69.6 deg
    528. 

  528. step 481 - lrate 0.000000, wchange 0.00964403, angledelta 79.7 deg
    529. 

  529. step 482 - lrate 0.000000, wchange 0.00796108, angledelta 72.7 deg
    530. 

  530. step 483 - lrate 0.000000, wchange 0.00838194, angledelta 63.5 deg
    531. 

  531. step 484 - lrate 0.000000, wchange 0.00561909, angledelta 69.4 deg
    532. 

  532. step 485 - lrate 0.000000, wchange 0.00483902, angledelta 58.8 deg
    533. 

  533. step 486 - lrate 0.000000, wchange 0.00724094, angledelta 57.6 deg
    534. 

  534. step 487 - lrate 0.000000, wchange 0.00710071, angledelta 58.6 deg
    535. 

  535. step 488 - lrate 0.000000, wchange 0.00542995, angledelta 65.4 deg
    536. 

  536. step 489 - lrate 0.000000, wchange 0.00453319, angledelta 53.7 deg
    537. 

  537. step 490 - lrate 0.000000, wchange 0.01200758, angledelta 72.5 deg
    538. 

  538. step 491 - lrate 0.000000, wchange 0.00514046, angledelta 90.5 deg
    539. 

  539. step 492 - lrate 0.000000, wchange 0.00677258, angledelta 74.6 deg
    540. 

  540. step 493 - lrate 0.000000, wchange 0.00970077, angledelta 83.7 deg
    541. 

  541. step 494 - lrate 0.000000, wchange 0.00664415, angledelta 81.5 deg
    542. 

  542. step 495 - lrate 0.000000, wchange 0.00401548, angledelta 71.6 deg
    543. 

  543. step 496 - lrate 0.000000, wchange 0.07113339, angledelta 94.7 deg
    544. 

  544. step 497 - lrate 0.000000, wchange 0.01381745, angledelta 65.5 deg
    545. 

  545. step 498 - lrate 0.000000, wchange 0.05897771, angledelta 83.0 deg
    546. 

  546. step 499 - lrate 0.000000, wchange 0.01465243, angledelta 87.8 deg
    547. 

  547. step 500 - lrate 0.000000, wchange 0.02330382, angledelta 76.1 deg
    548. 

  548. step 501 - lrate 0.000000, wchange 0.00754988, angledelta 75.4 deg
    549. 

  549. step 502 - lrate 0.000000, wchange 0.00289813, angledelta 76.6 deg
    550. 

  550. step 503 - lrate 0.000000, wchange 0.00443237, angledelta 67.8 deg
    551. 

  551. step 504 - lrate 0.000000, wchange 2.10291950, angledelta 92.0 deg
    552. 

  552. step 505 - lrate 0.000000, wchange 0.00514059, angledelta 88.1 deg
    553. 

  553. step 506 - lrate 0.000000, wchange 0.00246294, angledelta 77.8 deg
    554. 

  554. step 507 - lrate 0.000000, wchange 0.00430544, angledelta 76.4 deg
    555. 

  555. step 508 - lrate 0.000000, wchange 0.00223597, angledelta 77.3 deg
    556. 

  556. step 509 - lrate 0.000000, wchange 0.00235638, angledelta 35.4 deg
    557. 

  557. step 510 - lrate 0.000000, wchange 0.00375003, angledelta 70.5 deg
    558. 

  558. step 511 - lrate 0.000000, wchange 0.00401704, angledelta 83.7 deg
    559. 

  559. step 512 - lrate 0.000000, wchange 0.00202109, angledelta 81.7 deg
    560. 

  560. Sorting components in descending order of mean projected variance ...
    561.