log_sub-006_ica1_06-Jan-2022.txt 30 KB

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  1. Input data size [71,1022000] = 71 channels, 1022000 frames
  2. Finding 71 ICA components using extended ICA.
  3. Kurtosis will be calculated initially every 1 blocks using 6000 data points.
  4. Decomposing 202 frames per ICA weight ((5041)^2 = 1022000 weights, Initial learning rate will be 0.001, block size 70.
  5. Learning rate will be multiplied by 0.98 whenever angledelta >= 60 deg.
  6. More than 32 channels: default stopping weight change 1E-7
  7. Training will end when wchange < 1e-07 or after 512 steps.
  8. Online bias adjustment will be used.
  9. Removing mean of each channel ...
  10. Final training data range: -1.9025 to 2.21533
  11. Computing the sphering matrix...
  12. Starting weights are the identity matrix ...
  13. Sphering the data ...
  14. Beginning ICA training ... first training step may be slow ...
  15. Lowering learning rate to 0.0009 and starting again.
  16. step 1 - lrate 0.000900, wchange 51.97791937, angledelta 0.0 deg
  17. Lowering learning rate to 0.00081 and starting again.
  18. step 1 - lrate 0.000810, wchange 51.01471888, angledelta 0.0 deg
  19. step 2 - lrate 0.000810, wchange 5.31425512, angledelta 0.0 deg
  20. step 3 - lrate 0.000810, wchange 4.92137334, angledelta 96.1 deg
  21. step 4 - lrate 0.000794, wchange 3.70453205, angledelta 110.4 deg
  22. step 5 - lrate 0.000778, wchange 4.58341238, angledelta 112.5 deg
  23. step 6 - lrate 0.000762, wchange 4.34500149, angledelta 128.3 deg
  24. step 7 - lrate 0.000747, wchange 4.17430997, angledelta 116.5 deg
  25. step 8 - lrate 0.000732, wchange 3.87344829, angledelta 115.8 deg
  26. step 9 - lrate 0.000718, wchange 4.00815709, angledelta 121.1 deg
  27. step 10 - lrate 0.000703, wchange 4.47451807, angledelta 122.4 deg
  28. step 11 - lrate 0.000689, wchange 4.63000499, angledelta 116.2 deg
  29. step 12 - lrate 0.000675, wchange 2.45838100, angledelta 113.4 deg
  30. step 13 - lrate 0.000662, wchange 2.96486670, angledelta 109.0 deg
  31. step 14 - lrate 0.000649, wchange 3.13829465, angledelta 122.1 deg
  32. step 15 - lrate 0.000636, wchange 3.45481772, angledelta 131.2 deg
  33. step 16 - lrate 0.000623, wchange 3.29450379, angledelta 123.7 deg
  34. Lowering learning rate to 0.000549405 and starting again.
  35. step 1 - lrate 0.000549, wchange 41.18626742, angledelta 0.0 deg
  36. step 2 - lrate 0.000549, wchange 2.64313755, angledelta 0.0 deg
  37. step 3 - lrate 0.000549, wchange 2.54157892, angledelta 88.7 deg
  38. step 4 - lrate 0.000538, wchange 2.60912893, angledelta 125.6 deg
  39. step 5 - lrate 0.000528, wchange 3.51782916, angledelta 118.6 deg
  40. step 6 - lrate 0.000517, wchange 2.59464646, angledelta 127.2 deg
  41. step 7 - lrate 0.000507, wchange 2.98383741, angledelta 118.0 deg
  42. step 8 - lrate 0.000497, wchange 1.91256372, angledelta 111.6 deg
  43. step 9 - lrate 0.000487, wchange 2.49402834, angledelta 112.7 deg
  44. step 10 - lrate 0.000477, wchange 1.66786327, angledelta 110.6 deg
  45. step 11 - lrate 0.000467, wchange 1.96581738, angledelta 105.2 deg
  46. step 12 - lrate 0.000458, wchange 1.66529483, angledelta 104.7 deg
  47. step 13 - lrate 0.000449, wchange 1.80904473, angledelta 124.9 deg
  48. step 14 - lrate 0.000440, wchange 0.98686046, angledelta 115.2 deg
  49. step 15 - lrate 0.000431, wchange 2.37083488, angledelta 107.4 deg
  50. step 16 - lrate 0.000423, wchange 2.03005633, angledelta 139.2 deg
  51. step 17 - lrate 0.000414, wchange 2.29820755, angledelta 137.4 deg
  52. step 18 - lrate 0.000406, wchange 1.32019269, angledelta 113.4 deg
  53. step 19 - lrate 0.000398, wchange 0.57975710, angledelta 109.9 deg
  54. step 20 - lrate 0.000390, wchange 1.73835297, angledelta 118.1 deg
  55. step 21 - lrate 0.000382, wchange 1.32305512, angledelta 131.9 deg
  56. step 22 - lrate 0.000374, wchange 0.85878747, angledelta 102.9 deg
  57. step 23 - lrate 0.000367, wchange 1.24873220, angledelta 125.2 deg
  58. step 24 - lrate 0.000359, wchange 1.18556963, angledelta 118.3 deg
  59. step 25 - lrate 0.000352, wchange 0.84524633, angledelta 134.1 deg
  60. step 26 - lrate 0.000345, wchange 1.04859195, angledelta 97.8 deg
  61. step 27 - lrate 0.000338, wchange 0.49345103, angledelta 118.0 deg
  62. step 28 - lrate 0.000332, wchange 1.47533387, angledelta 101.4 deg
  63. step 29 - lrate 0.000325, wchange 1.38367452, angledelta 148.2 deg
  64. step 30 - lrate 0.000318, wchange 1.09444455, angledelta 126.5 deg
  65. step 31 - lrate 0.000312, wchange 0.34395926, angledelta 106.5 deg
  66. step 32 - lrate 0.000306, wchange 0.99386865, angledelta 103.2 deg
  67. step 33 - lrate 0.000300, wchange 0.95652037, angledelta 138.3 deg
  68. step 34 - lrate 0.000294, wchange 1.02180856, angledelta 99.4 deg
  69. step 35 - lrate 0.000288, wchange 0.28315798, angledelta 114.5 deg
  70. step 36 - lrate 0.000282, wchange 1.52975734, angledelta 97.5 deg
  71. step 37 - lrate 0.000276, wchange 0.98124687, angledelta 134.5 deg
  72. step 38 - lrate 0.000271, wchange 0.32693935, angledelta 112.1 deg
  73. step 39 - lrate 0.000265, wchange 0.31667174, angledelta 115.6 deg
  74. step 40 - lrate 0.000260, wchange 0.73123466, angledelta 89.6 deg
  75. step 41 - lrate 0.000255, wchange 0.90227782, angledelta 102.1 deg
  76. step 42 - lrate 0.000250, wchange 0.86747053, angledelta 144.1 deg
  77. step 43 - lrate 0.000245, wchange 1.56448229, angledelta 136.0 deg
  78. step 44 - lrate 0.000240, wchange 1.09323529, angledelta 154.4 deg
  79. step 45 - lrate 0.000235, wchange 0.93843101, angledelta 153.5 deg
  80. step 46 - lrate 0.000230, wchange 0.60291740, angledelta 122.7 deg
  81. step 47 - lrate 0.000226, wchange 0.23655588, angledelta 93.5 deg
  82. step 48 - lrate 0.000221, wchange 1.22822291, angledelta 106.9 deg
  83. step 49 - lrate 0.000217, wchange 1.21479978, angledelta 157.2 deg
  84. step 50 - lrate 0.000213, wchange 0.91489743, angledelta 140.8 deg
  85. step 51 - lrate 0.000208, wchange 0.92752389, angledelta 155.4 deg
  86. step 52 - lrate 0.000204, wchange 0.96723757, angledelta 121.6 deg
  87. step 53 - lrate 0.000200, wchange 0.23869970, angledelta 120.2 deg
  88. step 54 - lrate 0.000196, wchange 0.75639504, angledelta 98.4 deg
  89. step 55 - lrate 0.000192, wchange 0.93731045, angledelta 134.4 deg
  90. step 56 - lrate 0.000188, wchange 0.17519836, angledelta 84.7 deg
  91. step 57 - lrate 0.000185, wchange 0.15073922, angledelta 129.1 deg
  92. step 58 - lrate 0.000181, wchange 0.14996290, angledelta 121.1 deg
  93. step 59 - lrate 0.000177, wchange 0.12398195, angledelta 117.1 deg
  94. step 60 - lrate 0.000174, wchange 0.13941034, angledelta 114.5 deg
  95. step 61 - lrate 0.000170, wchange 0.12474140, angledelta 120.1 deg
  96. step 62 - lrate 0.000167, wchange 0.11552248, angledelta 119.4 deg
  97. step 63 - lrate 0.000163, wchange 0.11809756, angledelta 121.1 deg
  98. step 64 - lrate 0.000160, wchange 0.11578081, angledelta 118.8 deg
  99. step 65 - lrate 0.000157, wchange 0.10987459, angledelta 115.2 deg
  100. step 66 - lrate 0.000154, wchange 0.09314857, angledelta 113.7 deg
  101. step 67 - lrate 0.000151, wchange 0.13359647, angledelta 117.9 deg
  102. step 68 - lrate 0.000148, wchange 0.09435158, angledelta 115.4 deg
  103. step 69 - lrate 0.000145, wchange 0.09060847, angledelta 120.7 deg
  104. step 70 - lrate 0.000142, wchange 0.08986949, angledelta 119.6 deg
  105. step 71 - lrate 0.000139, wchange 0.09729516, angledelta 118.5 deg
  106. step 72 - lrate 0.000136, wchange 0.10554523, angledelta 120.3 deg
  107. step 73 - lrate 0.000134, wchange 0.09826388, angledelta 115.0 deg
  108. step 74 - lrate 0.000131, wchange 0.09403848, angledelta 121.2 deg
  109. step 75 - lrate 0.000128, wchange 0.82229669, angledelta 102.7 deg
  110. step 76 - lrate 0.000126, wchange 0.07659676, angledelta 108.7 deg
  111. step 77 - lrate 0.000123, wchange 0.07925678, angledelta 117.9 deg
  112. step 78 - lrate 0.000121, wchange 0.11721301, angledelta 117.6 deg
  113. step 79 - lrate 0.000118, wchange 0.08536211, angledelta 125.0 deg
  114. step 80 - lrate 0.000116, wchange 0.07833227, angledelta 106.3 deg
  115. step 81 - lrate 0.000114, wchange 0.06635173, angledelta 115.8 deg
  116. step 82 - lrate 0.000111, wchange 0.06722870, angledelta 117.3 deg
  117. step 83 - lrate 0.000109, wchange 0.07077098, angledelta 117.9 deg
  118. step 84 - lrate 0.000107, wchange 0.07531698, angledelta 124.1 deg
  119. step 85 - lrate 0.000105, wchange 0.07037676, angledelta 124.6 deg
  120. step 86 - lrate 0.000103, wchange 0.05641670, angledelta 116.4 deg
  121. step 87 - lrate 0.000101, wchange 0.05863998, angledelta 117.7 deg
  122. step 88 - lrate 0.000099, wchange 0.05763954, angledelta 120.9 deg
  123. step 89 - lrate 0.000097, wchange 0.05796238, angledelta 119.2 deg
  124. step 90 - lrate 0.000095, wchange 0.07377859, angledelta 117.4 deg
  125. step 91 - lrate 0.000093, wchange 0.06716249, angledelta 128.5 deg
  126. step 92 - lrate 0.000091, wchange 0.04688629, angledelta 115.0 deg
  127. step 93 - lrate 0.000089, wchange 0.07428832, angledelta 116.1 deg
  128. step 94 - lrate 0.000087, wchange 0.06816071, angledelta 128.9 deg
  129. step 95 - lrate 0.000086, wchange 0.04938226, angledelta 120.3 deg
  130. step 96 - lrate 0.000084, wchange 0.04649510, angledelta 115.5 deg
  131. step 97 - lrate 0.000082, wchange 0.04557465, angledelta 121.5 deg
  132. step 98 - lrate 0.000081, wchange 0.05157833, angledelta 116.8 deg
  133. step 99 - lrate 0.000079, wchange 0.04643589, angledelta 119.7 deg
  134. step 100 - lrate 0.000077, wchange 0.04186408, angledelta 117.7 deg
  135. step 101 - lrate 0.000076, wchange 0.04182315, angledelta 117.0 deg
  136. step 102 - lrate 0.000074, wchange 0.03960260, angledelta 119.4 deg
  137. step 103 - lrate 0.000073, wchange 0.04111373, angledelta 120.8 deg
  138. step 104 - lrate 0.000071, wchange 0.04486097, angledelta 120.3 deg
  139. step 105 - lrate 0.000070, wchange 0.03765063, angledelta 115.2 deg
  140. step 106 - lrate 0.000069, wchange 0.04657010, angledelta 117.1 deg
  141. step 107 - lrate 0.000067, wchange 0.04495130, angledelta 126.7 deg
  142. step 108 - lrate 0.000066, wchange 0.03531266, angledelta 116.4 deg
  143. step 109 - lrate 0.000065, wchange 0.04178627, angledelta 118.1 deg
  144. step 110 - lrate 0.000063, wchange 0.03832295, angledelta 126.0 deg
  145. step 111 - lrate 0.000062, wchange 0.03490700, angledelta 121.3 deg
  146. step 112 - lrate 0.000061, wchange 0.03875786, angledelta 120.6 deg
  147. step 113 - lrate 0.000060, wchange 0.03582314, angledelta 124.6 deg
  148. step 114 - lrate 0.000058, wchange 0.03037959, angledelta 119.8 deg
  149. step 115 - lrate 0.000057, wchange 0.02935392, angledelta 116.2 deg
  150. step 116 - lrate 0.000056, wchange 0.03219643, angledelta 120.0 deg
  151. step 117 - lrate 0.000055, wchange 0.02975223, angledelta 121.8 deg
  152. step 118 - lrate 0.000054, wchange 0.02695928, angledelta 117.8 deg
  153. step 119 - lrate 0.000053, wchange 0.02870516, angledelta 118.5 deg
  154. step 120 - lrate 0.000052, wchange 0.03045769, angledelta 119.3 deg
  155. step 121 - lrate 0.000051, wchange 0.02538610, angledelta 116.3 deg
  156. step 122 - lrate 0.000050, wchange 0.02987176, angledelta 114.2 deg
  157. step 123 - lrate 0.000049, wchange 0.02714108, angledelta 118.8 deg
  158. step 124 - lrate 0.000048, wchange 0.03288519, angledelta 115.8 deg
  159. step 125 - lrate 0.000047, wchange 0.03147768, angledelta 129.1 deg
  160. step 126 - lrate 0.000046, wchange 0.02294387, angledelta 111.4 deg
  161. step 127 - lrate 0.000045, wchange 0.02393999, angledelta 119.9 deg
  162. step 128 - lrate 0.000044, wchange 0.02907012, angledelta 113.2 deg
  163. step 129 - lrate 0.000043, wchange 0.02721589, angledelta 120.8 deg
  164. step 130 - lrate 0.000042, wchange 0.04095448, angledelta 124.6 deg
  165. step 131 - lrate 0.000041, wchange 0.02845354, angledelta 126.8 deg
  166. step 132 - lrate 0.000041, wchange 0.02053357, angledelta 114.8 deg
  167. step 133 - lrate 0.000040, wchange 0.02068371, angledelta 120.1 deg
  168. step 134 - lrate 0.000039, wchange 0.01827580, angledelta 117.7 deg
  169. step 135 - lrate 0.000038, wchange 0.01910930, angledelta 116.8 deg
  170. step 136 - lrate 0.000037, wchange 0.01860430, angledelta 118.9 deg
  171. step 137 - lrate 0.000037, wchange 0.01747014, angledelta 118.3 deg
  172. step 138 - lrate 0.000036, wchange 0.01759516, angledelta 115.9 deg
  173. step 139 - lrate 0.000035, wchange 0.01686893, angledelta 119.2 deg
  174. step 140 - lrate 0.000035, wchange 0.01708846, angledelta 119.5 deg
  175. step 141 - lrate 0.000034, wchange 0.01773355, angledelta 121.3 deg
  176. step 142 - lrate 0.000033, wchange 0.02170008, angledelta 109.7 deg
  177. step 143 - lrate 0.000032, wchange 0.02199526, angledelta 129.3 deg
  178. step 144 - lrate 0.000032, wchange 0.01635376, angledelta 116.5 deg
  179. step 145 - lrate 0.000031, wchange 0.01533774, angledelta 119.6 deg
  180. step 146 - lrate 0.000031, wchange 0.01517507, angledelta 118.3 deg
  181. step 147 - lrate 0.000030, wchange 0.01571534, angledelta 120.4 deg
  182. step 148 - lrate 0.000029, wchange 0.01563255, angledelta 115.5 deg
  183. step 149 - lrate 0.000029, wchange 0.01544863, angledelta 123.7 deg
  184. step 150 - lrate 0.000028, wchange 0.01515387, angledelta 112.9 deg
  185. step 151 - lrate 0.000028, wchange 0.01567289, angledelta 122.5 deg
  186. step 152 - lrate 0.000027, wchange 0.01319835, angledelta 117.0 deg
  187. step 153 - lrate 0.000027, wchange 0.01372579, angledelta 121.4 deg
  188. step 154 - lrate 0.000026, wchange 0.01288296, angledelta 121.4 deg
  189. step 155 - lrate 0.000025, wchange 0.01371519, angledelta 120.3 deg
  190. step 156 - lrate 0.000025, wchange 0.01349432, angledelta 121.2 deg
  191. step 157 - lrate 0.000024, wchange 0.01271709, angledelta 120.1 deg
  192. step 158 - lrate 0.000024, wchange 0.01131364, angledelta 119.5 deg
  193. step 159 - lrate 0.000024, wchange 0.01066345, angledelta 120.2 deg
  194. step 160 - lrate 0.000023, wchange 0.01144004, angledelta 115.6 deg
  195. step 161 - lrate 0.000023, wchange 0.01086536, angledelta 120.4 deg
  196. step 162 - lrate 0.000022, wchange 0.01134208, angledelta 121.0 deg
  197. step 163 - lrate 0.000022, wchange 0.01045372, angledelta 116.4 deg
  198. step 164 - lrate 0.000021, wchange 0.01063852, angledelta 121.9 deg
  199. step 165 - lrate 0.000021, wchange 0.01010191, angledelta 120.1 deg
  200. step 166 - lrate 0.000020, wchange 0.01095467, angledelta 122.5 deg
  201. step 167 - lrate 0.000020, wchange 0.01062591, angledelta 120.6 deg
  202. step 168 - lrate 0.000020, wchange 0.01006439, angledelta 122.1 deg
  203. step 169 - lrate 0.000019, wchange 0.01235690, angledelta 125.7 deg
  204. step 170 - lrate 0.000019, wchange 0.01058175, angledelta 125.9 deg
  205. step 171 - lrate 0.000018, wchange 0.00842232, angledelta 115.6 deg
  206. step 172 - lrate 0.000018, wchange 0.00885020, angledelta 117.9 deg
  207. step 173 - lrate 0.000018, wchange 0.00867113, angledelta 120.0 deg
  208. step 174 - lrate 0.000017, wchange 0.00822986, angledelta 116.8 deg
  209. step 175 - lrate 0.000017, wchange 0.00721317, angledelta 120.2 deg
  210. step 176 - lrate 0.000017, wchange 0.00764570, angledelta 116.1 deg
  211. step 177 - lrate 0.000016, wchange 0.00916535, angledelta 122.2 deg
  212. step 178 - lrate 0.000016, wchange 0.00924912, angledelta 122.5 deg
  213. step 179 - lrate 0.000016, wchange 0.00797029, angledelta 123.1 deg
  214. step 180 - lrate 0.000015, wchange 0.00710482, angledelta 122.1 deg
  215. step 181 - lrate 0.000015, wchange 0.00782808, angledelta 122.1 deg
  216. step 182 - lrate 0.000015, wchange 0.00761237, angledelta 122.1 deg
  217. step 183 - lrate 0.000014, wchange 0.00656016, angledelta 114.6 deg
  218. step 184 - lrate 0.000014, wchange 0.00809274, angledelta 119.8 deg
  219. step 185 - lrate 0.000014, wchange 0.00645130, angledelta 119.4 deg
  220. step 186 - lrate 0.000014, wchange 0.00644365, angledelta 119.1 deg
  221. step 187 - lrate 0.000013, wchange 0.00609904, angledelta 118.1 deg
  222. step 188 - lrate 0.000013, wchange 0.00632541, angledelta 120.1 deg
  223. step 189 - lrate 0.000013, wchange 0.00610527, angledelta 124.4 deg
  224. step 190 - lrate 0.000013, wchange 0.00676825, angledelta 124.5 deg
  225. step 191 - lrate 0.000012, wchange 0.00592800, angledelta 124.4 deg
  226. step 192 - lrate 0.000012, wchange 0.00535918, angledelta 114.8 deg
  227. step 193 - lrate 0.000012, wchange 0.00598114, angledelta 121.4 deg
  228. step 194 - lrate 0.000012, wchange 0.00532849, angledelta 122.1 deg
  229. step 195 - lrate 0.000011, wchange 0.00624531, angledelta 121.1 deg
  230. step 196 - lrate 0.000011, wchange 0.00496811, angledelta 119.7 deg
  231. step 197 - lrate 0.000011, wchange 0.00481682, angledelta 116.8 deg
  232. step 198 - lrate 0.000011, wchange 0.00468297, angledelta 122.7 deg
  233. step 199 - lrate 0.000010, wchange 0.00515760, angledelta 120.5 deg
  234. step 200 - lrate 0.000010, wchange 0.00502047, angledelta 123.6 deg
  235. step 201 - lrate 0.000010, wchange 0.00482538, angledelta 121.7 deg
  236. step 202 - lrate 0.000010, wchange 0.00455938, angledelta 107.9 deg
  237. step 203 - lrate 0.000010, wchange 0.00500059, angledelta 125.5 deg
  238. step 204 - lrate 0.000009, wchange 0.00438205, angledelta 117.4 deg
  239. step 205 - lrate 0.000009, wchange 0.00396669, angledelta 120.8 deg
  240. step 206 - lrate 0.000009, wchange 0.00355676, angledelta 117.5 deg
  241. step 207 - lrate 0.000009, wchange 0.00382104, angledelta 116.6 deg
  242. step 208 - lrate 0.000009, wchange 0.00360118, angledelta 119.9 deg
  243. step 209 - lrate 0.000009, wchange 0.00403640, angledelta 117.6 deg
  244. step 210 - lrate 0.000008, wchange 0.00338775, angledelta 123.8 deg
  245. step 211 - lrate 0.000008, wchange 0.00363792, angledelta 117.4 deg
  246. step 212 - lrate 0.000008, wchange 0.00328053, angledelta 117.6 deg
  247. step 213 - lrate 0.000008, wchange 0.00362615, angledelta 116.9 deg
  248. step 214 - lrate 0.000008, wchange 0.00328224, angledelta 119.7 deg
  249. step 215 - lrate 0.000008, wchange 0.00402701, angledelta 121.6 deg
  250. step 216 - lrate 0.000007, wchange 0.00329749, angledelta 123.1 deg
  251. step 217 - lrate 0.000007, wchange 0.00369597, angledelta 118.5 deg
  252. step 218 - lrate 0.000007, wchange 0.00326367, angledelta 125.0 deg
  253. step 219 - lrate 0.000007, wchange 0.00293967, angledelta 116.4 deg
  254. step 220 - lrate 0.000007, wchange 0.00269093, angledelta 119.8 deg
  255. step 221 - lrate 0.000007, wchange 0.00259096, angledelta 118.7 deg
  256. step 222 - lrate 0.000007, wchange 0.00277686, angledelta 118.5 deg
  257. step 223 - lrate 0.000006, wchange 0.00259688, angledelta 117.6 deg
  258. step 224 - lrate 0.000006, wchange 0.00256100, angledelta 121.5 deg
  259. step 225 - lrate 0.000006, wchange 0.00289994, angledelta 121.0 deg
  260. step 226 - lrate 0.000006, wchange 0.00306043, angledelta 124.5 deg
  261. step 227 - lrate 0.000006, wchange 0.00249935, angledelta 120.8 deg
  262. step 228 - lrate 0.000006, wchange 0.00242635, angledelta 117.9 deg
  263. step 229 - lrate 0.000006, wchange 0.00208001, angledelta 120.5 deg
  264. step 230 - lrate 0.000006, wchange 0.00255737, angledelta 118.4 deg
  265. step 231 - lrate 0.000005, wchange 0.00242122, angledelta 125.8 deg
  266. step 232 - lrate 0.000005, wchange 0.00213784, angledelta 112.2 deg
  267. step 233 - lrate 0.000005, wchange 0.00201991, angledelta 117.9 deg
  268. step 234 - lrate 0.000005, wchange 0.00208789, angledelta 119.2 deg
  269. step 235 - lrate 0.000005, wchange 0.00194771, angledelta 120.7 deg
  270. step 236 - lrate 0.000005, wchange 0.00197010, angledelta 120.2 deg
  271. step 237 - lrate 0.000005, wchange 0.00186433, angledelta 120.3 deg
  272. step 238 - lrate 0.000005, wchange 0.00188246, angledelta 121.1 deg
  273. step 239 - lrate 0.000005, wchange 0.00186128, angledelta 119.1 deg
  274. step 240 - lrate 0.000005, wchange 0.00186221, angledelta 117.2 deg
  275. step 241 - lrate 0.000004, wchange 0.00173140, angledelta 121.2 deg
  276. step 242 - lrate 0.000004, wchange 0.00170449, angledelta 122.0 deg
  277. step 243 - lrate 0.000004, wchange 0.00190909, angledelta 122.3 deg
  278. step 244 - lrate 0.000004, wchange 0.00175976, angledelta 122.3 deg
  279. step 245 - lrate 0.000004, wchange 0.00160021, angledelta 122.6 deg
  280. step 246 - lrate 0.000004, wchange 0.00164491, angledelta 122.7 deg
  281. step 247 - lrate 0.000004, wchange 0.00146454, angledelta 116.6 deg
  282. step 248 - lrate 0.000004, wchange 0.00176470, angledelta 118.5 deg
  283. step 249 - lrate 0.000004, wchange 0.00139923, angledelta 119.3 deg
  284. step 250 - lrate 0.000004, wchange 0.00144348, angledelta 121.3 deg
  285. step 251 - lrate 0.000004, wchange 0.00151280, angledelta 120.9 deg
  286. step 252 - lrate 0.000004, wchange 0.00146479, angledelta 122.2 deg
  287. step 253 - lrate 0.000004, wchange 0.00142767, angledelta 124.4 deg
  288. step 254 - lrate 0.000003, wchange 0.00124499, angledelta 121.5 deg
  289. step 255 - lrate 0.000003, wchange 0.00164687, angledelta 119.4 deg
  290. step 256 - lrate 0.000003, wchange 0.00117862, angledelta 122.6 deg
  291. step 257 - lrate 0.000003, wchange 0.00104416, angledelta 116.1 deg
  292. step 258 - lrate 0.000003, wchange 0.00110876, angledelta 116.9 deg
  293. step 259 - lrate 0.000003, wchange 0.00109938, angledelta 116.4 deg
  294. step 260 - lrate 0.000003, wchange 0.00099041, angledelta 122.0 deg
  295. step 261 - lrate 0.000003, wchange 0.00099154, angledelta 120.4 deg
  296. step 262 - lrate 0.000003, wchange 0.00096098, angledelta 120.4 deg
  297. step 263 - lrate 0.000003, wchange 0.00094084, angledelta 121.6 deg
  298. step 264 - lrate 0.000003, wchange 0.00106264, angledelta 120.6 deg
  299. step 265 - lrate 0.000003, wchange 0.00098995, angledelta 123.8 deg
  300. step 266 - lrate 0.000003, wchange 0.00094101, angledelta 122.1 deg
  301. step 267 - lrate 0.000003, wchange 0.00102892, angledelta 124.6 deg
  302. step 268 - lrate 0.000003, wchange 0.00075053, angledelta 120.4 deg
  303. step 269 - lrate 0.000003, wchange 0.00076684, angledelta 117.5 deg
  304. step 270 - lrate 0.000002, wchange 0.00075598, angledelta 122.8 deg
  305. step 271 - lrate 0.000002, wchange 0.00080506, angledelta 121.7 deg
  306. step 272 - lrate 0.000002, wchange 0.00079603, angledelta 119.2 deg
  307. step 273 - lrate 0.000002, wchange 0.00068253, angledelta 117.6 deg
  308. step 274 - lrate 0.000002, wchange 0.00060580, angledelta 116.5 deg
  309. step 275 - lrate 0.000002, wchange 0.00069950, angledelta 120.8 deg
  310. step 276 - lrate 0.000002, wchange 0.00061261, angledelta 122.6 deg
  311. step 277 - lrate 0.000002, wchange 0.00061071, angledelta 115.8 deg
  312. step 278 - lrate 0.000002, wchange 0.00053186, angledelta 120.2 deg
  313. step 279 - lrate 0.000002, wchange 0.00053341, angledelta 122.2 deg
  314. step 280 - lrate 0.000002, wchange 0.00070900, angledelta 119.9 deg
  315. step 281 - lrate 0.000002, wchange 0.00053013, angledelta 121.2 deg
  316. step 282 - lrate 0.000002, wchange 0.00049323, angledelta 116.3 deg
  317. step 283 - lrate 0.000002, wchange 0.00048441, angledelta 119.3 deg
  318. step 284 - lrate 0.000002, wchange 0.00041674, angledelta 116.8 deg
  319. step 285 - lrate 0.000002, wchange 0.00042470, angledelta 117.9 deg
  320. step 286 - lrate 0.000002, wchange 0.00042463, angledelta 118.3 deg
  321. step 287 - lrate 0.000002, wchange 0.00041405, angledelta 121.0 deg
  322. step 288 - lrate 0.000002, wchange 0.00046203, angledelta 119.2 deg
  323. step 289 - lrate 0.000002, wchange 0.00047193, angledelta 126.4 deg
  324. step 290 - lrate 0.000002, wchange 0.00039455, angledelta 116.7 deg
  325. step 291 - lrate 0.000002, wchange 0.00045228, angledelta 123.7 deg
  326. step 292 - lrate 0.000002, wchange 0.00040134, angledelta 125.3 deg
  327. step 293 - lrate 0.000002, wchange 0.00030873, angledelta 118.1 deg
  328. step 294 - lrate 0.000002, wchange 0.00040072, angledelta 118.6 deg
  329. step 295 - lrate 0.000002, wchange 0.00032121, angledelta 122.4 deg
  330. step 296 - lrate 0.000001, wchange 0.00026542, angledelta 115.8 deg
  331. step 297 - lrate 0.000001, wchange 0.00025460, angledelta 117.0 deg
  332. step 298 - lrate 0.000001, wchange 0.00025658, angledelta 118.8 deg
  333. step 299 - lrate 0.000001, wchange 0.00024399, angledelta 119.4 deg
  334. step 300 - lrate 0.000001, wchange 0.00024165, angledelta 114.7 deg
  335. step 301 - lrate 0.000001, wchange 0.00025353, angledelta 118.2 deg
  336. step 302 - lrate 0.000001, wchange 0.00021980, angledelta 120.6 deg
  337. step 303 - lrate 0.000001, wchange 0.00018408, angledelta 115.7 deg
  338. step 304 - lrate 0.000001, wchange 0.00018031, angledelta 115.4 deg
  339. step 305 - lrate 0.000001, wchange 0.00017351, angledelta 117.8 deg
  340. step 306 - lrate 0.000001, wchange 0.00016251, angledelta 117.7 deg
  341. step 307 - lrate 0.000001, wchange 0.00016255, angledelta 115.6 deg
  342. step 308 - lrate 0.000001, wchange 0.00015855, angledelta 117.5 deg
  343. step 309 - lrate 0.000001, wchange 0.00015587, angledelta 114.7 deg
  344. step 310 - lrate 0.000001, wchange 0.00014861, angledelta 121.4 deg
  345. step 311 - lrate 0.000001, wchange 0.00012729, angledelta 117.9 deg
  346. step 312 - lrate 0.000001, wchange 0.00013360, angledelta 116.8 deg
  347. step 313 - lrate 0.000001, wchange 0.00012068, angledelta 117.6 deg
  348. step 314 - lrate 0.000001, wchange 0.00011291, angledelta 118.8 deg
  349. step 315 - lrate 0.000001, wchange 0.00010564, angledelta 116.7 deg
  350. step 316 - lrate 0.000001, wchange 0.00009633, angledelta 117.7 deg
  351. step 317 - lrate 0.000001, wchange 0.00010093, angledelta 113.6 deg
  352. step 318 - lrate 0.000001, wchange 0.00010402, angledelta 117.8 deg
  353. step 319 - lrate 0.000001, wchange 0.00008988, angledelta 118.4 deg
  354. step 320 - lrate 0.000001, wchange 0.00008178, angledelta 116.3 deg
  355. step 321 - lrate 0.000001, wchange 0.00007603, angledelta 115.6 deg
  356. step 322 - lrate 0.000001, wchange 0.00007516, angledelta 114.7 deg
  357. step 323 - lrate 0.000001, wchange 0.00006919, angledelta 116.4 deg
  358. step 324 - lrate 0.000001, wchange 0.00006032, angledelta 113.9 deg
  359. step 325 - lrate 0.000001, wchange 0.00006702, angledelta 113.2 deg
  360. step 326 - lrate 0.000001, wchange 0.00005837, angledelta 116.9 deg
  361. step 327 - lrate 0.000001, wchange 0.00005434, angledelta 111.6 deg
  362. step 328 - lrate 0.000001, wchange 0.00005078, angledelta 113.7 deg
  363. step 329 - lrate 0.000001, wchange 0.00005119, angledelta 112.3 deg
  364. step 330 - lrate 0.000001, wchange 0.00004495, angledelta 117.0 deg
  365. step 331 - lrate 0.000001, wchange 0.00004272, angledelta 110.7 deg
  366. step 332 - lrate 0.000001, wchange 0.00004067, angledelta 116.9 deg
  367. step 333 - lrate 0.000001, wchange 0.00003985, angledelta 111.6 deg
  368. step 334 - lrate 0.000001, wchange 0.00004223, angledelta 113.0 deg
  369. step 335 - lrate 0.000001, wchange 0.00004315, angledelta 119.1 deg
  370. step 336 - lrate 0.000001, wchange 0.00003131, angledelta 114.2 deg
  371. step 337 - lrate 0.000001, wchange 0.00003461, angledelta 109.9 deg
  372. step 338 - lrate 0.000001, wchange 0.00002885, angledelta 114.9 deg
  373. step 339 - lrate 0.000001, wchange 0.00002602, angledelta 109.8 deg
  374. step 340 - lrate 0.000001, wchange 0.00002348, angledelta 109.7 deg
  375. step 341 - lrate 0.000001, wchange 0.00002040, angledelta 105.9 deg
  376. step 342 - lrate 0.000001, wchange 0.00002827, angledelta 110.4 deg
  377. step 343 - lrate 0.000001, wchange 0.00002058, angledelta 113.0 deg
  378. step 344 - lrate 0.000001, wchange 0.00001849, angledelta 111.6 deg
  379. step 345 - lrate 0.000001, wchange 0.00001715, angledelta 107.8 deg
  380. step 346 - lrate 0.000001, wchange 0.00002040, angledelta 109.3 deg
  381. step 347 - lrate 0.000001, wchange 0.00001729, angledelta 112.6 deg
  382. step 348 - lrate 0.000001, wchange 0.00001528, angledelta 103.1 deg
  383. step 349 - lrate 0.000001, wchange 0.00001425, angledelta 107.0 deg
  384. step 350 - lrate 0.000000, wchange 0.00001192, angledelta 109.7 deg
  385. step 351 - lrate 0.000000, wchange 0.00001038, angledelta 107.0 deg
  386. step 352 - lrate 0.000000, wchange 0.00001250, angledelta 107.1 deg
  387. step 353 - lrate 0.000000, wchange 0.00001002, angledelta 102.9 deg
  388. step 354 - lrate 0.000000, wchange 0.00001003, angledelta 109.8 deg
  389. step 355 - lrate 0.000000, wchange 0.00000860, angledelta 108.9 deg
  390. step 356 - lrate 0.000000, wchange 0.00000743, angledelta 107.9 deg
  391. step 357 - lrate 0.000000, wchange 0.00000779, angledelta 102.4 deg
  392. step 358 - lrate 0.000000, wchange 0.00000874, angledelta 107.9 deg
  393. step 359 - lrate 0.000000, wchange 0.00000665, angledelta 109.3 deg
  394. step 360 - lrate 0.000000, wchange 0.00000690, angledelta 99.9 deg
  395. step 361 - lrate 0.000000, wchange 0.00000571, angledelta 101.4 deg
  396. step 362 - lrate 0.000000, wchange 0.00000563, angledelta 104.3 deg
  397. step 363 - lrate 0.000000, wchange 0.00000535, angledelta 109.7 deg
  398. step 364 - lrate 0.000000, wchange 0.00000522, angledelta 98.8 deg
  399. step 365 - lrate 0.000000, wchange 0.00000446, angledelta 104.6 deg
  400. step 366 - lrate 0.000000, wchange 0.00000460, angledelta 110.5 deg
  401. step 367 - lrate 0.000000, wchange 0.00000412, angledelta 97.6 deg
  402. step 368 - lrate 0.000000, wchange 0.00000442, angledelta 112.2 deg
  403. step 369 - lrate 0.000000, wchange 0.00000308, angledelta 103.4 deg
  404. step 370 - lrate 0.000000, wchange 0.00000302, angledelta 105.5 deg
  405. step 371 - lrate 0.000000, wchange 0.00000273, angledelta 102.9 deg
  406. step 372 - lrate 0.000000, wchange 0.00000277, angledelta 105.8 deg
  407. step 373 - lrate 0.000000, wchange 0.00000247, angledelta 104.0 deg
  408. step 374 - lrate 0.000000, wchange 0.00000235, angledelta 101.9 deg
  409. step 375 - lrate 0.000000, wchange 0.00000206, angledelta 101.8 deg
  410. step 376 - lrate 0.000000, wchange 0.00000210, angledelta 101.6 deg
  411. step 377 - lrate 0.000000, wchange 0.00000200, angledelta 97.7 deg
  412. step 378 - lrate 0.000000, wchange 0.00000173, angledelta 101.4 deg
  413. step 379 - lrate 0.000000, wchange 0.00000152, angledelta 103.7 deg
  414. step 380 - lrate 0.000000, wchange 0.00000153, angledelta 98.7 deg
  415. step 381 - lrate 0.000000, wchange 0.00000140, angledelta 103.5 deg
  416. step 382 - lrate 0.000000, wchange 0.00000130, angledelta 101.5 deg
  417. step 383 - lrate 0.000000, wchange 0.00000121, angledelta 105.9 deg
  418. step 384 - lrate 0.000000, wchange 0.00000105, angledelta 100.2 deg
  419. step 385 - lrate 0.000000, wchange 0.00000101, angledelta 98.2 deg
  420. step 386 - lrate 0.000000, wchange 0.00000096, angledelta 101.6 deg
  421. step 387 - lrate 0.000000, wchange 0.00000099, angledelta 101.2 deg
  422. step 388 - lrate 0.000000, wchange 0.00000079, angledelta 96.0 deg
  423. step 389 - lrate 0.000000, wchange 0.00000095, angledelta 100.4 deg
  424. step 390 - lrate 0.000000, wchange 0.00000081, angledelta 112.0 deg
  425. step 391 - lrate 0.000000, wchange 0.00000059, angledelta 96.5 deg
  426. step 392 - lrate 0.000000, wchange 0.00000059, angledelta 99.2 deg
  427. step 393 - lrate 0.000000, wchange 0.00000056, angledelta 97.9 deg
  428. step 394 - lrate 0.000000, wchange 0.00000048, angledelta 97.5 deg
  429. step 395 - lrate 0.000000, wchange 0.00000043, angledelta 97.0 deg
  430. step 396 - lrate 0.000000, wchange 0.00000042, angledelta 101.2 deg
  431. step 397 - lrate 0.000000, wchange 0.00000046, angledelta 98.1 deg
  432. step 398 - lrate 0.000000, wchange 0.00000040, angledelta 99.0 deg
  433. step 399 - lrate 0.000000, wchange 0.00000049, angledelta 99.8 deg
  434. step 400 - lrate 0.000000, wchange 0.00000036, angledelta 99.0 deg
  435. step 401 - lrate 0.000000, wchange 0.00000030, angledelta 100.0 deg
  436. step 402 - lrate 0.000000, wchange 0.00000031, angledelta 93.1 deg
  437. step 403 - lrate 0.000000, wchange 0.00000026, angledelta 101.4 deg
  438. step 404 - lrate 0.000000, wchange 0.00000023, angledelta 100.4 deg
  439. step 405 - lrate 0.000000, wchange 0.00000021, angledelta 97.4 deg
  440. step 406 - lrate 0.000000, wchange 0.00000019, angledelta 96.7 deg
  441. step 407 - lrate 0.000000, wchange 0.00000019, angledelta 97.4 deg
  442. step 408 - lrate 0.000000, wchange 0.00000016, angledelta 96.0 deg
  443. step 409 - lrate 0.000000, wchange 0.00000016, angledelta 97.9 deg
  444. step 410 - lrate 0.000000, wchange 0.00000015, angledelta 92.5 deg
  445. step 411 - lrate 0.000000, wchange 0.00000014, angledelta 97.5 deg
  446. step 412 - lrate 0.000000, wchange 0.00000014, angledelta 104.0 deg
  447. step 413 - lrate 0.000000, wchange 0.00000013, angledelta 91.5 deg
  448. step 414 - lrate 0.000000, wchange 0.00000010, angledelta 99.7 deg
  449. step 415 - lrate 0.000000, wchange 0.00000013, angledelta 96.3 deg
  450. step 416 - lrate 0.000000, wchange 0.00000009, angledelta 95.6 deg
  451. Sorting components in descending order of mean projected variance ...