log_sub-009_ica1_06-Jan-2022.txt 34 KB

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  1. Input data size [71,978000] = 71 channels, 978000 frames
  2. Finding 71 ICA components using extended ICA.
  3. Kurtosis will be calculated initially every 1 blocks using 6000 data points.
  4. Decomposing 194 frames per ICA weight ((5041)^2 = 978000 weights, Initial learning rate will be 0.001, block size 69.
  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: -5.61095 to 6.91884
  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. step 1 - lrate 0.001000, wchange 59.47317966, angledelta 0.0 deg
  16. Lowering learning rate to 0.0009 and starting again.
  17. Lowering learning rate to 0.00081 and starting again.
  18. step 1 - lrate 0.000810, wchange 59.67550429, angledelta 0.0 deg
  19. step 2 - lrate 0.000810, wchange 5.46712965, angledelta 0.0 deg
  20. step 3 - lrate 0.000810, wchange 5.61392654, angledelta 91.2 deg
  21. step 4 - lrate 0.000794, wchange 6.54106085, angledelta 112.8 deg
  22. step 5 - lrate 0.000778, wchange 7.44913765, angledelta 117.8 deg
  23. step 6 - lrate 0.000762, wchange 6.19495273, angledelta 119.7 deg
  24. step 7 - lrate 0.000747, wchange 5.00123889, angledelta 116.0 deg
  25. step 8 - lrate 0.000732, wchange 5.43996334, angledelta 115.5 deg
  26. step 9 - lrate 0.000718, wchange 5.74256608, angledelta 121.6 deg
  27. step 10 - lrate 0.000703, wchange 6.47843566, angledelta 119.9 deg
  28. step 11 - lrate 0.000689, wchange 4.63108784, angledelta 116.9 deg
  29. step 12 - lrate 0.000675, wchange 4.08428334, angledelta 116.1 deg
  30. step 13 - lrate 0.000662, wchange 4.60179527, angledelta 112.9 deg
  31. step 14 - lrate 0.000649, wchange 5.84734911, angledelta 116.5 deg
  32. step 15 - lrate 0.000636, wchange 3.95359183, angledelta 117.4 deg
  33. step 16 - lrate 0.000623, wchange 4.00469077, angledelta 114.9 deg
  34. step 17 - lrate 0.000610, wchange 4.21525383, angledelta 113.9 deg
  35. step 18 - lrate 0.000598, wchange 4.25446199, angledelta 125.4 deg
  36. step 19 - lrate 0.000586, wchange 4.02456936, angledelta 123.2 deg
  37. step 20 - lrate 0.000575, wchange 3.32792842, angledelta 112.6 deg
  38. step 21 - lrate 0.000563, wchange 3.07512978, angledelta 112.3 deg
  39. step 22 - lrate 0.000552, wchange 3.44883674, angledelta 119.2 deg
  40. step 23 - lrate 0.000541, wchange 2.98921719, angledelta 114.4 deg
  41. step 24 - lrate 0.000530, wchange 3.23632110, angledelta 114.5 deg
  42. step 25 - lrate 0.000519, wchange 3.26171448, angledelta 115.1 deg
  43. step 26 - lrate 0.000509, wchange 2.92075398, angledelta 120.5 deg
  44. step 27 - lrate 0.000499, wchange 3.05429627, angledelta 111.7 deg
  45. step 28 - lrate 0.000489, wchange 2.39887727, angledelta 113.7 deg
  46. step 29 - lrate 0.000479, wchange 2.37975814, angledelta 103.9 deg
  47. step 30 - lrate 0.000469, wchange 1.93642342, angledelta 122.0 deg
  48. step 31 - lrate 0.000460, wchange 1.70916694, angledelta 98.9 deg
  49. step 32 - lrate 0.000451, wchange 1.78080537, angledelta 126.8 deg
  50. step 33 - lrate 0.000442, wchange 1.02503363, angledelta 115.6 deg
  51. step 34 - lrate 0.000433, wchange 1.64762214, angledelta 124.2 deg
  52. step 35 - lrate 0.000424, wchange 1.54126355, angledelta 116.9 deg
  53. step 36 - lrate 0.000416, wchange 1.14867600, angledelta 115.4 deg
  54. step 37 - lrate 0.000408, wchange 1.46207044, angledelta 120.9 deg
  55. step 38 - lrate 0.000399, wchange 1.13748529, angledelta 114.7 deg
  56. step 39 - lrate 0.000391, wchange 1.53981629, angledelta 117.6 deg
  57. step 40 - lrate 0.000384, wchange 0.58988098, angledelta 111.2 deg
  58. step 41 - lrate 0.000376, wchange 1.01611315, angledelta 103.6 deg
  59. step 42 - lrate 0.000368, wchange 0.47796745, angledelta 105.5 deg
  60. step 43 - lrate 0.000361, wchange 0.95769827, angledelta 90.5 deg
  61. step 44 - lrate 0.000354, wchange 0.65806211, angledelta 117.1 deg
  62. step 45 - lrate 0.000347, wchange 0.76588321, angledelta 131.9 deg
  63. step 46 - lrate 0.000340, wchange 1.08645576, angledelta 105.8 deg
  64. step 47 - lrate 0.000333, wchange 0.47582989, angledelta 99.8 deg
  65. step 48 - lrate 0.000326, wchange 1.04502424, angledelta 98.1 deg
  66. step 49 - lrate 0.000320, wchange 0.95884196, angledelta 94.0 deg
  67. step 50 - lrate 0.000313, wchange 1.83496987, angledelta 112.4 deg
  68. step 51 - lrate 0.000307, wchange 0.27629333, angledelta 101.7 deg
  69. step 52 - lrate 0.000301, wchange 1.43715194, angledelta 101.0 deg
  70. step 53 - lrate 0.000295, wchange 0.50524117, angledelta 95.6 deg
  71. step 54 - lrate 0.000289, wchange 1.01411115, angledelta 99.7 deg
  72. step 55 - lrate 0.000283, wchange 1.14803861, angledelta 138.4 deg
  73. step 56 - lrate 0.000278, wchange 0.38051031, angledelta 88.7 deg
  74. step 57 - lrate 0.000272, wchange 0.34316720, angledelta 123.5 deg
  75. step 58 - lrate 0.000267, wchange 0.37725545, angledelta 109.2 deg
  76. step 59 - lrate 0.000261, wchange 0.23493124, angledelta 95.2 deg
  77. step 60 - lrate 0.000256, wchange 0.86759757, angledelta 103.7 deg
  78. step 61 - lrate 0.000251, wchange 0.32786207, angledelta 107.6 deg
  79. step 62 - lrate 0.000246, wchange 1.39244212, angledelta 102.2 deg
  80. step 63 - lrate 0.000241, wchange 1.56682956, angledelta 133.3 deg
  81. step 64 - lrate 0.000236, wchange 0.86450282, angledelta 118.7 deg
  82. step 65 - lrate 0.000231, wchange 0.80453523, angledelta 144.4 deg
  83. step 66 - lrate 0.000227, wchange 0.78669933, angledelta 144.1 deg
  84. step 67 - lrate 0.000222, wchange 0.71814258, angledelta 151.4 deg
  85. step 68 - lrate 0.000218, wchange 0.70977797, angledelta 152.8 deg
  86. step 69 - lrate 0.000214, wchange 0.75308935, angledelta 153.7 deg
  87. step 70 - lrate 0.000209, wchange 0.77399153, angledelta 151.8 deg
  88. step 71 - lrate 0.000205, wchange 0.77805765, angledelta 141.6 deg
  89. step 72 - lrate 0.000201, wchange 0.73851803, angledelta 153.5 deg
  90. step 73 - lrate 0.000197, wchange 0.76387711, angledelta 152.9 deg
  91. step 74 - lrate 0.000193, wchange 0.86332523, angledelta 149.4 deg
  92. step 75 - lrate 0.000189, wchange 1.48230269, angledelta 132.6 deg
  93. step 76 - lrate 0.000185, wchange 0.69166447, angledelta 128.8 deg
  94. step 77 - lrate 0.000182, wchange 0.74914325, angledelta 154.4 deg
  95. step 78 - lrate 0.000178, wchange 0.81680398, angledelta 152.4 deg
  96. step 79 - lrate 0.000174, wchange 0.74100873, angledelta 154.3 deg
  97. step 80 - lrate 0.000171, wchange 0.69264127, angledelta 153.8 deg
  98. step 81 - lrate 0.000168, wchange 0.71755633, angledelta 145.9 deg
  99. step 82 - lrate 0.000164, wchange 0.72651995, angledelta 141.2 deg
  100. step 83 - lrate 0.000161, wchange 0.71831740, angledelta 146.0 deg
  101. step 84 - lrate 0.000158, wchange 0.71978147, angledelta 144.1 deg
  102. step 85 - lrate 0.000155, wchange 0.91864920, angledelta 144.0 deg
  103. step 86 - lrate 0.000151, wchange 0.77770226, angledelta 134.3 deg
  104. step 87 - lrate 0.000148, wchange 0.70561525, angledelta 141.0 deg
  105. step 88 - lrate 0.000145, wchange 0.73660628, angledelta 154.7 deg
  106. step 89 - lrate 0.000143, wchange 0.11963695, angledelta 103.7 deg
  107. step 90 - lrate 0.000140, wchange 0.70328327, angledelta 99.3 deg
  108. step 91 - lrate 0.000137, wchange 0.71624490, angledelta 158.2 deg
  109. step 92 - lrate 0.000134, wchange 0.69840661, angledelta 153.4 deg
  110. step 93 - lrate 0.000131, wchange 0.11661788, angledelta 104.1 deg
  111. step 94 - lrate 0.000129, wchange 0.08106122, angledelta 105.2 deg
  112. step 95 - lrate 0.000126, wchange 0.08033261, angledelta 114.2 deg
  113. step 96 - lrate 0.000124, wchange 0.17720959, angledelta 106.4 deg
  114. step 97 - lrate 0.000121, wchange 0.66311423, angledelta 112.3 deg
  115. step 98 - lrate 0.000119, wchange 0.07370238, angledelta 96.9 deg
  116. step 99 - lrate 0.000116, wchange 0.07132823, angledelta 115.6 deg
  117. step 100 - lrate 0.000114, wchange 0.07513716, angledelta 120.1 deg
  118. step 101 - lrate 0.000112, wchange 0.06908335, angledelta 116.8 deg
  119. step 102 - lrate 0.000110, wchange 0.07154069, angledelta 120.3 deg
  120. step 103 - lrate 0.000107, wchange 0.06204035, angledelta 118.5 deg
  121. step 104 - lrate 0.000105, wchange 0.06236613, angledelta 118.2 deg
  122. step 105 - lrate 0.000103, wchange 0.06091462, angledelta 114.4 deg
  123. step 106 - lrate 0.000101, wchange 0.06829806, angledelta 120.1 deg
  124. step 107 - lrate 0.000099, wchange 0.06935917, angledelta 117.0 deg
  125. step 108 - lrate 0.000097, wchange 0.20711314, angledelta 109.1 deg
  126. step 109 - lrate 0.000095, wchange 0.12740231, angledelta 80.0 deg
  127. step 110 - lrate 0.000093, wchange 0.06771717, angledelta 91.5 deg
  128. step 111 - lrate 0.000091, wchange 0.05706177, angledelta 109.7 deg
  129. step 112 - lrate 0.000090, wchange 0.05256954, angledelta 112.4 deg
  130. step 113 - lrate 0.000088, wchange 0.05520833, angledelta 112.0 deg
  131. step 114 - lrate 0.000086, wchange 0.05173515, angledelta 119.2 deg
  132. step 115 - lrate 0.000084, wchange 0.09802046, angledelta 108.0 deg
  133. step 116 - lrate 0.000083, wchange 0.10296656, angledelta 137.3 deg
  134. step 117 - lrate 0.000081, wchange 0.14110966, angledelta 99.8 deg
  135. step 118 - lrate 0.000079, wchange 0.52716021, angledelta 101.8 deg
  136. step 119 - lrate 0.000078, wchange 0.05812659, angledelta 93.9 deg
  137. step 120 - lrate 0.000076, wchange 0.04674297, angledelta 113.0 deg
  138. step 121 - lrate 0.000075, wchange 0.04058417, angledelta 117.1 deg
  139. step 122 - lrate 0.000073, wchange 0.04290373, angledelta 120.6 deg
  140. step 123 - lrate 0.000072, wchange 0.05012129, angledelta 121.0 deg
  141. step 124 - lrate 0.000070, wchange 0.04378140, angledelta 123.8 deg
  142. step 125 - lrate 0.000069, wchange 0.03808394, angledelta 115.0 deg
  143. step 126 - lrate 0.000067, wchange 0.03665737, angledelta 118.6 deg
  144. step 127 - lrate 0.000066, wchange 0.03780190, angledelta 118.4 deg
  145. step 128 - lrate 0.000065, wchange 0.03836100, angledelta 116.1 deg
  146. step 129 - lrate 0.000064, wchange 0.03854539, angledelta 120.2 deg
  147. step 130 - lrate 0.000062, wchange 0.03430902, angledelta 121.4 deg
  148. step 131 - lrate 0.000061, wchange 0.03066710, angledelta 119.7 deg
  149. step 132 - lrate 0.000060, wchange 0.03386354, angledelta 118.0 deg
  150. step 133 - lrate 0.000059, wchange 0.03005920, angledelta 120.3 deg
  151. step 134 - lrate 0.000057, wchange 0.02702630, angledelta 118.1 deg
  152. step 135 - lrate 0.000056, wchange 0.02915999, angledelta 117.1 deg
  153. step 136 - lrate 0.000055, wchange 0.03094942, angledelta 120.9 deg
  154. step 137 - lrate 0.000054, wchange 0.03006860, angledelta 118.7 deg
  155. step 138 - lrate 0.000053, wchange 0.02806449, angledelta 121.2 deg
  156. step 139 - lrate 0.000052, wchange 0.02905160, angledelta 114.6 deg
  157. step 140 - lrate 0.000051, wchange 0.15138344, angledelta 104.0 deg
  158. step 141 - lrate 0.000050, wchange 0.04049538, angledelta 98.2 deg
  159. step 142 - lrate 0.000049, wchange 0.04898944, angledelta 87.9 deg
  160. step 143 - lrate 0.000048, wchange 0.22242120, angledelta 123.7 deg
  161. step 144 - lrate 0.000047, wchange 0.02656028, angledelta 92.3 deg
  162. step 145 - lrate 0.000046, wchange 0.02272377, angledelta 117.2 deg
  163. step 146 - lrate 0.000045, wchange 0.14061255, angledelta 100.4 deg
  164. step 147 - lrate 0.000044, wchange 0.14397173, angledelta 153.3 deg
  165. step 148 - lrate 0.000043, wchange 0.13758810, angledelta 156.4 deg
  166. step 149 - lrate 0.000042, wchange 0.02882383, angledelta 99.7 deg
  167. step 150 - lrate 0.000042, wchange 0.14539616, angledelta 111.3 deg
  168. step 151 - lrate 0.000041, wchange 0.02079275, angledelta 98.1 deg
  169. step 152 - lrate 0.000040, wchange 0.01973958, angledelta 118.2 deg
  170. step 153 - lrate 0.000039, wchange 0.01817326, angledelta 119.6 deg
  171. step 154 - lrate 0.000038, wchange 0.01914845, angledelta 117.2 deg
  172. step 155 - lrate 0.000038, wchange 0.01981660, angledelta 120.5 deg
  173. step 156 - lrate 0.000037, wchange 0.02373579, angledelta 122.3 deg
  174. step 157 - lrate 0.000036, wchange 0.02080393, angledelta 126.0 deg
  175. step 158 - lrate 0.000035, wchange 0.02124236, angledelta 108.2 deg
  176. step 159 - lrate 0.000035, wchange 0.01917890, angledelta 119.1 deg
  177. step 160 - lrate 0.000034, wchange 0.01762868, angledelta 116.5 deg
  178. step 161 - lrate 0.000033, wchange 0.01666458, angledelta 122.2 deg
  179. step 162 - lrate 0.000033, wchange 0.01751183, angledelta 122.0 deg
  180. step 163 - lrate 0.000032, wchange 0.01669382, angledelta 117.9 deg
  181. step 164 - lrate 0.000031, wchange 0.01792900, angledelta 123.6 deg
  182. step 165 - lrate 0.000031, wchange 0.01495606, angledelta 121.0 deg
  183. step 166 - lrate 0.000030, wchange 0.01480602, angledelta 118.3 deg
  184. step 167 - lrate 0.000029, wchange 0.01697831, angledelta 117.7 deg
  185. step 168 - lrate 0.000029, wchange 0.01479822, angledelta 119.5 deg
  186. step 169 - lrate 0.000028, wchange 0.01405074, angledelta 118.5 deg
  187. step 170 - lrate 0.000028, wchange 0.01413306, angledelta 117.6 deg
  188. step 171 - lrate 0.000027, wchange 0.01487542, angledelta 122.4 deg
  189. step 172 - lrate 0.000027, wchange 0.01634830, angledelta 125.8 deg
  190. step 173 - lrate 0.000026, wchange 0.01398724, angledelta 124.7 deg
  191. step 174 - lrate 0.000026, wchange 0.01241250, angledelta 122.2 deg
  192. step 175 - lrate 0.000025, wchange 0.01366435, angledelta 123.9 deg
  193. step 176 - lrate 0.000025, wchange 0.01195898, angledelta 118.1 deg
  194. step 177 - lrate 0.000024, wchange 0.01260099, angledelta 115.7 deg
  195. step 178 - lrate 0.000024, wchange 0.01329274, angledelta 125.9 deg
  196. step 179 - lrate 0.000023, wchange 0.01248412, angledelta 122.3 deg
  197. step 180 - lrate 0.000023, wchange 0.01170157, angledelta 114.7 deg
  198. step 181 - lrate 0.000022, wchange 0.01224401, angledelta 122.5 deg
  199. step 182 - lrate 0.000022, wchange 0.01150091, angledelta 125.4 deg
  200. step 183 - lrate 0.000021, wchange 0.00990417, angledelta 122.7 deg
  201. step 184 - lrate 0.000021, wchange 0.00963322, angledelta 117.0 deg
  202. step 185 - lrate 0.000020, wchange 0.00927222, angledelta 122.6 deg
  203. step 186 - lrate 0.000020, wchange 0.00935773, angledelta 119.3 deg
  204. step 187 - lrate 0.000020, wchange 0.00924532, angledelta 121.3 deg
  205. step 188 - lrate 0.000019, wchange 0.01077207, angledelta 122.1 deg
  206. step 189 - lrate 0.000019, wchange 0.00860787, angledelta 110.5 deg
  207. step 190 - lrate 0.000019, wchange 0.01275545, angledelta 120.1 deg
  208. step 191 - lrate 0.000018, wchange 0.00940919, angledelta 125.9 deg
  209. step 192 - lrate 0.000018, wchange 0.00815030, angledelta 120.3 deg
  210. step 193 - lrate 0.000017, wchange 0.00777679, angledelta 119.4 deg
  211. step 194 - lrate 0.000017, wchange 0.00787924, angledelta 117.7 deg
  212. step 195 - lrate 0.000017, wchange 0.00957003, angledelta 119.7 deg
  213. step 196 - lrate 0.000016, wchange 0.00792704, angledelta 122.8 deg
  214. step 197 - lrate 0.000016, wchange 0.00742001, angledelta 118.6 deg
  215. step 198 - lrate 0.000016, wchange 0.00751360, angledelta 118.9 deg
  216. step 199 - lrate 0.000015, wchange 0.00732576, angledelta 119.6 deg
  217. step 200 - lrate 0.000015, wchange 0.00685981, angledelta 121.5 deg
  218. step 201 - lrate 0.000015, wchange 0.00695531, angledelta 116.6 deg
  219. step 202 - lrate 0.000015, wchange 0.00711032, angledelta 121.9 deg
  220. step 203 - lrate 0.000014, wchange 0.00675470, angledelta 118.5 deg
  221. step 204 - lrate 0.000014, wchange 0.00603394, angledelta 121.2 deg
  222. step 205 - lrate 0.000014, wchange 0.00610144, angledelta 118.8 deg
  223. step 206 - lrate 0.000013, wchange 0.00613153, angledelta 120.7 deg
  224. step 207 - lrate 0.000013, wchange 0.00588100, angledelta 119.9 deg
  225. step 208 - lrate 0.000013, wchange 0.00626336, angledelta 118.9 deg
  226. step 209 - lrate 0.000013, wchange 0.00555074, angledelta 120.4 deg
  227. step 210 - lrate 0.000012, wchange 0.00574400, angledelta 121.7 deg
  228. step 211 - lrate 0.000012, wchange 0.00573185, angledelta 120.9 deg
  229. step 212 - lrate 0.000012, wchange 0.00522890, angledelta 120.0 deg
  230. step 213 - lrate 0.000012, wchange 0.00532741, angledelta 120.2 deg
  231. step 214 - lrate 0.000011, wchange 0.00496867, angledelta 118.8 deg
  232. step 215 - lrate 0.000011, wchange 0.00532464, angledelta 119.0 deg
  233. step 216 - lrate 0.000011, wchange 0.00599020, angledelta 123.6 deg
  234. step 217 - lrate 0.000011, wchange 0.00566850, angledelta 121.0 deg
  235. step 218 - lrate 0.000011, wchange 0.00475753, angledelta 119.6 deg
  236. step 219 - lrate 0.000010, wchange 0.00455723, angledelta 121.6 deg
  237. step 220 - lrate 0.000010, wchange 0.00428900, angledelta 121.0 deg
  238. step 221 - lrate 0.000010, wchange 0.00401522, angledelta 115.9 deg
  239. step 222 - lrate 0.000010, wchange 0.00488044, angledelta 119.0 deg
  240. step 223 - lrate 0.000010, wchange 0.00482734, angledelta 123.8 deg
  241. step 224 - lrate 0.000009, wchange 0.00400913, angledelta 114.8 deg
  242. step 225 - lrate 0.000009, wchange 0.00443363, angledelta 119.8 deg
  243. step 226 - lrate 0.000009, wchange 0.00425319, angledelta 122.5 deg
  244. step 227 - lrate 0.000009, wchange 0.00435656, angledelta 119.1 deg
  245. step 228 - lrate 0.000009, wchange 0.00469692, angledelta 126.5 deg
  246. step 229 - lrate 0.000008, wchange 0.00475773, angledelta 121.0 deg
  247. step 230 - lrate 0.000008, wchange 0.00419088, angledelta 127.3 deg
  248. step 231 - lrate 0.000008, wchange 0.00342494, angledelta 109.9 deg
  249. step 232 - lrate 0.000008, wchange 0.00334543, angledelta 121.3 deg
  250. step 233 - lrate 0.000008, wchange 0.00337825, angledelta 120.1 deg
  251. step 234 - lrate 0.000008, wchange 0.00356886, angledelta 122.7 deg
  252. step 235 - lrate 0.000007, wchange 0.00389756, angledelta 123.5 deg
  253. step 236 - lrate 0.000007, wchange 0.00356664, angledelta 127.2 deg
  254. step 237 - lrate 0.000007, wchange 0.00317883, angledelta 123.4 deg
  255. step 238 - lrate 0.000007, wchange 0.00289421, angledelta 115.8 deg
  256. step 239 - lrate 0.000007, wchange 0.00307262, angledelta 119.3 deg
  257. step 240 - lrate 0.000007, wchange 0.00306940, angledelta 117.0 deg
  258. step 241 - lrate 0.000007, wchange 0.00372405, angledelta 119.8 deg
  259. step 242 - lrate 0.000006, wchange 0.00278861, angledelta 120.1 deg
  260. step 243 - lrate 0.000006, wchange 0.00266319, angledelta 118.0 deg
  261. step 244 - lrate 0.000006, wchange 0.00253951, angledelta 120.1 deg
  262. step 245 - lrate 0.000006, wchange 0.00292866, angledelta 122.0 deg
  263. step 246 - lrate 0.000006, wchange 0.00245801, angledelta 119.3 deg
  264. step 247 - lrate 0.000006, wchange 0.00252444, angledelta 119.1 deg
  265. step 248 - lrate 0.000006, wchange 0.00248178, angledelta 121.0 deg
  266. step 249 - lrate 0.000006, wchange 0.00249301, angledelta 123.7 deg
  267. step 250 - lrate 0.000006, wchange 0.00209932, angledelta 118.9 deg
  268. step 251 - lrate 0.000005, wchange 0.00214109, angledelta 119.4 deg
  269. step 252 - lrate 0.000005, wchange 0.00218164, angledelta 122.4 deg
  270. step 253 - lrate 0.000005, wchange 0.00209951, angledelta 121.2 deg
  271. step 254 - lrate 0.000005, wchange 0.00208186, angledelta 118.9 deg
  272. step 255 - lrate 0.000005, wchange 0.00187004, angledelta 117.7 deg
  273. step 256 - lrate 0.000005, wchange 0.00189520, angledelta 118.9 deg
  274. step 257 - lrate 0.000005, wchange 0.00182881, angledelta 117.0 deg
  275. step 258 - lrate 0.000005, wchange 0.00208336, angledelta 120.8 deg
  276. step 259 - lrate 0.000005, wchange 0.00181555, angledelta 123.8 deg
  277. step 260 - lrate 0.000005, wchange 0.00191191, angledelta 119.8 deg
  278. step 261 - lrate 0.000004, wchange 0.00170498, angledelta 123.4 deg
  279. step 262 - lrate 0.000004, wchange 0.00156810, angledelta 114.0 deg
  280. step 263 - lrate 0.000004, wchange 0.00155770, angledelta 119.1 deg
  281. step 264 - lrate 0.000004, wchange 0.00173021, angledelta 121.7 deg
  282. step 265 - lrate 0.000004, wchange 0.00192336, angledelta 122.1 deg
  283. step 266 - lrate 0.000004, wchange 0.00159467, angledelta 124.7 deg
  284. step 267 - lrate 0.000004, wchange 0.00141708, angledelta 118.4 deg
  285. step 268 - lrate 0.000004, wchange 0.00143860, angledelta 119.9 deg
  286. step 269 - lrate 0.000004, wchange 0.11824512, angledelta 90.0 deg
  287. step 270 - lrate 0.000004, wchange 0.00160915, angledelta 93.1 deg
  288. step 271 - lrate 0.000004, wchange 0.00126930, angledelta 117.6 deg
  289. step 272 - lrate 0.000004, wchange 0.00121388, angledelta 117.9 deg
  290. step 273 - lrate 0.000003, wchange 0.00117736, angledelta 118.3 deg
  291. step 274 - lrate 0.000003, wchange 0.00123702, angledelta 115.4 deg
  292. step 275 - lrate 0.000003, wchange 0.00127432, angledelta 119.1 deg
  293. step 276 - lrate 0.000003, wchange 0.00150855, angledelta 122.5 deg
  294. step 277 - lrate 0.000003, wchange 0.00100121, angledelta 112.6 deg
  295. step 278 - lrate 0.000003, wchange 0.11283107, angledelta 93.8 deg
  296. step 279 - lrate 0.000003, wchange 0.00130946, angledelta 76.9 deg
  297. step 280 - lrate 0.000003, wchange 0.00111119, angledelta 103.1 deg
  298. step 281 - lrate 0.000003, wchange 0.00124878, angledelta 111.8 deg
  299. step 282 - lrate 0.000003, wchange 0.00103772, angledelta 116.5 deg
  300. step 283 - lrate 0.000003, wchange 0.00090798, angledelta 115.8 deg
  301. step 284 - lrate 0.000003, wchange 0.00087648, angledelta 116.7 deg
  302. step 285 - lrate 0.000003, wchange 0.00088946, angledelta 118.4 deg
  303. step 286 - lrate 0.000003, wchange 0.00087568, angledelta 118.8 deg
  304. step 287 - lrate 0.000003, wchange 0.00080945, angledelta 120.4 deg
  305. step 288 - lrate 0.000003, wchange 0.00082134, angledelta 118.0 deg
  306. step 289 - lrate 0.000003, wchange 0.00084621, angledelta 119.3 deg
  307. step 290 - lrate 0.000002, wchange 0.00078384, angledelta 122.2 deg
  308. step 291 - lrate 0.000002, wchange 0.00069531, angledelta 118.6 deg
  309. step 292 - lrate 0.000002, wchange 0.00074312, angledelta 120.4 deg
  310. step 293 - lrate 0.000002, wchange 0.00063081, angledelta 122.0 deg
  311. step 294 - lrate 0.000002, wchange 0.00062941, angledelta 119.2 deg
  312. step 295 - lrate 0.000002, wchange 0.00066385, angledelta 121.9 deg
  313. step 296 - lrate 0.000002, wchange 0.00063471, angledelta 123.1 deg
  314. step 297 - lrate 0.000002, wchange 0.00058502, angledelta 119.2 deg
  315. step 298 - lrate 0.000002, wchange 0.00052432, angledelta 117.9 deg
  316. step 299 - lrate 0.000002, wchange 0.00063586, angledelta 117.2 deg
  317. step 300 - lrate 0.000002, wchange 0.00051580, angledelta 121.0 deg
  318. step 301 - lrate 0.000002, wchange 0.00048275, angledelta 117.7 deg
  319. step 302 - lrate 0.000002, wchange 0.00046926, angledelta 120.0 deg
  320. step 303 - lrate 0.000002, wchange 0.00048503, angledelta 117.8 deg
  321. step 304 - lrate 0.000002, wchange 0.00046629, angledelta 118.6 deg
  322. step 305 - lrate 0.000002, wchange 0.00044214, angledelta 121.5 deg
  323. step 306 - lrate 0.000002, wchange 0.00044559, angledelta 116.7 deg
  324. step 307 - lrate 0.000002, wchange 0.00041703, angledelta 122.7 deg
  325. step 308 - lrate 0.000002, wchange 0.00040969, angledelta 122.6 deg
  326. step 309 - lrate 0.000002, wchange 0.00036387, angledelta 118.9 deg
  327. step 310 - lrate 0.000002, wchange 0.00034903, angledelta 116.6 deg
  328. step 311 - lrate 0.000002, wchange 0.00032299, angledelta 119.1 deg
  329. step 312 - lrate 0.000002, wchange 0.00031119, angledelta 117.6 deg
  330. step 313 - lrate 0.000002, wchange 0.00031474, angledelta 117.6 deg
  331. step 314 - lrate 0.000002, wchange 0.00031409, angledelta 120.4 deg
  332. step 315 - lrate 0.000001, wchange 0.00027453, angledelta 118.0 deg
  333. step 316 - lrate 0.000001, wchange 0.00028828, angledelta 116.2 deg
  334. step 317 - lrate 0.000001, wchange 0.00024593, angledelta 117.1 deg
  335. step 318 - lrate 0.000001, wchange 0.00024068, angledelta 116.2 deg
  336. step 319 - lrate 0.000001, wchange 0.00024510, angledelta 118.3 deg
  337. step 320 - lrate 0.000001, wchange 0.00023420, angledelta 118.4 deg
  338. step 321 - lrate 0.000001, wchange 0.00020576, angledelta 119.7 deg
  339. step 322 - lrate 0.000001, wchange 0.00024569, angledelta 116.7 deg
  340. step 323 - lrate 0.000001, wchange 0.00020333, angledelta 113.8 deg
  341. step 324 - lrate 0.000001, wchange 0.00019553, angledelta 118.3 deg
  342. step 325 - lrate 0.000001, wchange 0.00018273, angledelta 112.9 deg
  343. step 326 - lrate 0.000001, wchange 0.00016567, angledelta 116.7 deg
  344. step 327 - lrate 0.000001, wchange 0.00015067, angledelta 117.8 deg
  345. step 328 - lrate 0.000001, wchange 0.00016765, angledelta 115.7 deg
  346. step 329 - lrate 0.000001, wchange 0.00015328, angledelta 117.9 deg
  347. step 330 - lrate 0.000001, wchange 0.00014100, angledelta 115.3 deg
  348. step 331 - lrate 0.000001, wchange 0.00013276, angledelta 117.3 deg
  349. step 332 - lrate 0.000001, wchange 0.00012086, angledelta 115.4 deg
  350. step 333 - lrate 0.000001, wchange 0.00011663, angledelta 112.4 deg
  351. step 334 - lrate 0.000001, wchange 0.00011538, angledelta 116.9 deg
  352. step 335 - lrate 0.000001, wchange 0.00010707, angledelta 119.7 deg
  353. step 336 - lrate 0.000001, wchange 0.00010325, angledelta 112.9 deg
  354. step 337 - lrate 0.000001, wchange 0.00009857, angledelta 116.9 deg
  355. step 338 - lrate 0.000001, wchange 0.00009379, angledelta 114.5 deg
  356. step 339 - lrate 0.000001, wchange 0.00008543, angledelta 115.1 deg
  357. step 340 - lrate 0.000001, wchange 0.00008158, angledelta 118.0 deg
  358. step 341 - lrate 0.000001, wchange 0.00007239, angledelta 114.4 deg
  359. step 342 - lrate 0.000001, wchange 0.00007045, angledelta 113.7 deg
  360. step 343 - lrate 0.000001, wchange 0.08573151, angledelta 87.4 deg
  361. step 344 - lrate 0.000001, wchange 0.00172266, angledelta 11.3 deg
  362. step 345 - lrate 0.000001, wchange 0.00011862, angledelta 45.9 deg
  363. step 346 - lrate 0.000001, wchange 0.00006298, angledelta 76.9 deg
  364. step 347 - lrate 0.000001, wchange 0.00276314, angledelta 105.4 deg
  365. step 348 - lrate 0.000001, wchange 0.04720191, angledelta 9.1 deg
  366. step 349 - lrate 0.000001, wchange 0.00412896, angledelta 11.2 deg
  367. step 350 - lrate 0.000001, wchange 0.00013877, angledelta 40.2 deg
  368. step 351 - lrate 0.000001, wchange 0.00005614, angledelta 84.1 deg
  369. step 352 - lrate 0.000001, wchange 0.00004908, angledelta 112.7 deg
  370. step 353 - lrate 0.000001, wchange 0.00005109, angledelta 109.7 deg
  371. step 354 - lrate 0.000001, wchange 0.00004874, angledelta 115.6 deg
  372. step 355 - lrate 0.000001, wchange 0.00005263, angledelta 112.3 deg
  373. step 356 - lrate 0.000001, wchange 0.00004233, angledelta 111.5 deg
  374. step 357 - lrate 0.000001, wchange 0.00005183, angledelta 105.9 deg
  375. step 358 - lrate 0.000001, wchange 0.00004271, angledelta 118.6 deg
  376. step 359 - lrate 0.000001, wchange 0.00003994, angledelta 114.7 deg
  377. step 360 - lrate 0.000001, wchange 0.00003617, angledelta 112.8 deg
  378. step 361 - lrate 0.000001, wchange 0.00003549, angledelta 115.8 deg
  379. step 362 - lrate 0.000001, wchange 0.00002964, angledelta 112.9 deg
  380. step 363 - lrate 0.000001, wchange 0.00003274, angledelta 107.3 deg
  381. step 364 - lrate 0.000001, wchange 0.00003033, angledelta 116.2 deg
  382. step 365 - lrate 0.000001, wchange 0.00002660, angledelta 111.1 deg
  383. step 366 - lrate 0.000001, wchange 0.00002368, angledelta 112.5 deg
  384. step 367 - lrate 0.000001, wchange 0.00002544, angledelta 116.7 deg
  385. step 368 - lrate 0.000001, wchange 0.00002121, angledelta 109.5 deg
  386. step 369 - lrate 0.000001, wchange 0.00002056, angledelta 111.4 deg
  387. step 370 - lrate 0.000001, wchange 0.00001757, angledelta 111.9 deg
  388. step 371 - lrate 0.000001, wchange 0.00001645, angledelta 105.9 deg
  389. step 372 - lrate 0.000001, wchange 0.00001950, angledelta 113.9 deg
  390. step 373 - lrate 0.000001, wchange 0.00001540, angledelta 113.9 deg
  391. step 374 - lrate 0.000000, wchange 0.00001303, angledelta 112.5 deg
  392. step 375 - lrate 0.000000, wchange 0.00001391, angledelta 108.9 deg
  393. step 376 - lrate 0.000000, wchange 0.00001161, angledelta 110.1 deg
  394. step 377 - lrate 0.000000, wchange 0.00001146, angledelta 109.2 deg
  395. step 378 - lrate 0.000000, wchange 0.00001122, angledelta 112.5 deg
  396. step 379 - lrate 0.000000, wchange 0.00000986, angledelta 101.1 deg
  397. step 380 - lrate 0.000000, wchange 0.00001072, angledelta 113.0 deg
  398. step 381 - lrate 0.000000, wchange 0.00000868, angledelta 113.2 deg
  399. step 382 - lrate 0.000000, wchange 0.00000790, angledelta 107.0 deg
  400. step 383 - lrate 0.000000, wchange 0.00000742, angledelta 106.6 deg
  401. step 384 - lrate 0.000000, wchange 0.00000703, angledelta 102.4 deg
  402. step 385 - lrate 0.000000, wchange 0.00000742, angledelta 108.3 deg
  403. step 386 - lrate 0.000000, wchange 0.00000626, angledelta 109.4 deg
  404. step 387 - lrate 0.000000, wchange 0.00000576, angledelta 105.4 deg
  405. step 388 - lrate 0.000000, wchange 0.00000525, angledelta 105.9 deg
  406. step 389 - lrate 0.000000, wchange 0.00000565, angledelta 107.0 deg
  407. step 390 - lrate 0.000000, wchange 0.00000476, angledelta 108.3 deg
  408. step 391 - lrate 0.000000, wchange 0.00000498, angledelta 106.3 deg
  409. step 392 - lrate 0.000000, wchange 0.00000424, angledelta 107.7 deg
  410. step 393 - lrate 0.000000, wchange 0.00000400, angledelta 108.2 deg
  411. step 394 - lrate 0.000000, wchange 0.00000353, angledelta 111.9 deg
  412. step 395 - lrate 0.000000, wchange 0.00000316, angledelta 104.5 deg
  413. step 396 - lrate 0.000000, wchange 0.00000307, angledelta 105.5 deg
  414. step 397 - lrate 0.000000, wchange 0.00000252, angledelta 106.7 deg
  415. step 398 - lrate 0.000000, wchange 0.00000256, angledelta 103.8 deg
  416. step 399 - lrate 0.000000, wchange 0.00000224, angledelta 103.8 deg
  417. step 400 - lrate 0.000000, wchange 0.00000264, angledelta 104.2 deg
  418. step 401 - lrate 0.000000, wchange 0.00000207, angledelta 99.8 deg
  419. step 402 - lrate 0.000000, wchange 0.00000189, angledelta 103.3 deg
  420. step 403 - lrate 0.000000, wchange 0.00000186, angledelta 101.1 deg
  421. step 404 - lrate 0.000000, wchange 0.00000194, angledelta 96.3 deg
  422. step 405 - lrate 0.000000, wchange 0.00000168, angledelta 107.7 deg
  423. step 406 - lrate 0.000000, wchange 0.00000141, angledelta 103.2 deg
  424. step 407 - lrate 0.000000, wchange 0.00000147, angledelta 104.3 deg
  425. step 408 - lrate 0.000000, wchange 0.00000138, angledelta 106.4 deg
  426. step 409 - lrate 0.000000, wchange 0.00000113, angledelta 103.5 deg
  427. step 410 - lrate 0.000000, wchange 0.00000106, angledelta 98.3 deg
  428. step 411 - lrate 0.000000, wchange 0.00000110, angledelta 102.1 deg
  429. step 412 - lrate 0.000000, wchange 0.00000100, angledelta 99.9 deg
  430. step 413 - lrate 0.000000, wchange 0.00000087, angledelta 101.4 deg
  431. step 414 - lrate 0.000000, wchange 0.00000090, angledelta 103.6 deg
  432. step 415 - lrate 0.000000, wchange 0.00000072, angledelta 103.4 deg
  433. step 416 - lrate 0.000000, wchange 0.00000072, angledelta 97.8 deg
  434. step 417 - lrate 0.000000, wchange 0.00000066, angledelta 100.5 deg
  435. step 418 - lrate 0.000000, wchange 0.00000060, angledelta 99.8 deg
  436. step 419 - lrate 0.000000, wchange 0.00000059, angledelta 104.0 deg
  437. step 420 - lrate 0.000000, wchange 0.00000050, angledelta 97.3 deg
  438. step 421 - lrate 0.000000, wchange 0.00000050, angledelta 101.9 deg
  439. step 422 - lrate 0.000000, wchange 0.00000042, angledelta 101.3 deg
  440. step 423 - lrate 0.000000, wchange 0.00000040, angledelta 97.7 deg
  441. step 424 - lrate 0.000000, wchange 0.00000040, angledelta 101.4 deg
  442. step 425 - lrate 0.000000, wchange 0.00000036, angledelta 105.9 deg
  443. step 426 - lrate 0.000000, wchange 0.00000038, angledelta 102.6 deg
  444. step 427 - lrate 0.000000, wchange 0.00000034, angledelta 98.6 deg
  445. step 428 - lrate 0.000000, wchange 0.00000029, angledelta 94.0 deg
  446. step 429 - lrate 0.000000, wchange 0.00000026, angledelta 98.0 deg
  447. step 430 - lrate 0.000000, wchange 0.00000024, angledelta 102.1 deg
  448. step 431 - lrate 0.000000, wchange 0.00000024, angledelta 102.6 deg
  449. step 432 - lrate 0.000000, wchange 0.00000019, angledelta 98.0 deg
  450. step 433 - lrate 0.000000, wchange 0.00000025, angledelta 99.8 deg
  451. step 434 - lrate 0.000000, wchange 0.00000020, angledelta 108.1 deg
  452. step 435 - lrate 0.000000, wchange 0.00412910, angledelta 89.2 deg
  453. step 436 - lrate 0.000000, wchange 0.01139846, angledelta 0.5 deg
  454. step 437 - lrate 0.000000, wchange 0.00317571, angledelta 0.6 deg
  455. step 438 - lrate 0.000000, wchange 0.00117522, angledelta 0.8 deg
  456. step 439 - lrate 0.000000, wchange 0.00050840, angledelta 1.1 deg
  457. step 440 - lrate 0.000000, wchange 0.00024218, angledelta 1.5 deg
  458. step 441 - lrate 0.000000, wchange 0.00012294, angledelta 2.1 deg
  459. step 442 - lrate 0.000000, wchange 0.00006555, angledelta 2.8 deg
  460. step 443 - lrate 0.000000, wchange 0.00003583, angledelta 3.8 deg
  461. step 444 - lrate 0.000000, wchange 0.00002009, angledelta 5.0 deg
  462. step 445 - lrate 0.000000, wchange 0.00001162, angledelta 6.9 deg
  463. step 446 - lrate 0.000000, wchange 0.00000674, angledelta 8.6 deg
  464. step 447 - lrate 0.000000, wchange 0.00000401, angledelta 11.5 deg
  465. step 448 - lrate 0.000000, wchange 0.00000245, angledelta 14.8 deg
  466. step 449 - lrate 0.000000, wchange 0.00044180, angledelta 178.6 deg
  467. step 450 - lrate 0.000000, wchange 0.00211793, angledelta 1.3 deg
  468. step 451 - lrate 0.000000, wchange 0.00210451, angledelta 1.2 deg
  469. step 452 - lrate 0.000000, wchange 0.00190907, angledelta 1.3 deg
  470. step 453 - lrate 0.000000, wchange 0.00156692, angledelta 1.3 deg
  471. step 454 - lrate 0.000000, wchange 0.00317774, angledelta 178.7 deg
  472. step 455 - lrate 0.000000, wchange 0.00190018, angledelta 0.6 deg
  473. step 456 - lrate 0.000000, wchange 0.00078353, angledelta 0.8 deg
  474. step 457 - lrate 0.000000, wchange 0.00036358, angledelta 1.1 deg
  475. step 458 - lrate 0.000000, wchange 0.00018237, angledelta 1.6 deg
  476. step 459 - lrate 0.000000, wchange 0.00009650, angledelta 2.2 deg
  477. step 460 - lrate 0.000000, wchange 0.00005305, angledelta 2.9 deg
  478. step 461 - lrate 0.000000, wchange 0.00003000, angledelta 3.8 deg
  479. step 462 - lrate 0.000000, wchange 0.00001726, angledelta 5.2 deg
  480. step 463 - lrate 0.000000, wchange 0.00001015, angledelta 7.2 deg
  481. step 464 - lrate 0.000000, wchange 0.00000606, angledelta 8.6 deg
  482. step 465 - lrate 0.000000, wchange 0.00000367, angledelta 11.3 deg
  483. step 466 - lrate 0.000000, wchange 0.00000227, angledelta 14.0 deg
  484. step 467 - lrate 0.000000, wchange 0.00000143, angledelta 17.9 deg
  485. step 468 - lrate 0.000000, wchange 0.00000091, angledelta 22.5 deg
  486. step 469 - lrate 0.000000, wchange 0.00000061, angledelta 28.4 deg
  487. step 470 - lrate 0.000000, wchange 0.00000043, angledelta 35.3 deg
  488. step 471 - lrate 0.000000, wchange 0.00000031, angledelta 41.0 deg
  489. step 472 - lrate 0.000000, wchange 0.00022999, angledelta 178.3 deg
  490. step 473 - lrate 0.000000, wchange 0.00193458, angledelta 1.5 deg
  491. step 474 - lrate 0.000000, wchange 0.00196191, angledelta 1.5 deg
  492. step 475 - lrate 0.000000, wchange 0.00183380, angledelta 1.5 deg
  493. step 476 - lrate 0.000000, wchange 0.00156616, angledelta 1.5 deg
  494. step 477 - lrate 0.000000, wchange 0.00121861, angledelta 1.6 deg
  495. step 478 - lrate 0.000000, wchange 0.00086411, angledelta 1.6 deg
  496. step 479 - lrate 0.000000, wchange 0.00056310, angledelta 1.7 deg
  497. step 480 - lrate 0.000000, wchange 0.00034267, angledelta 1.9 deg
  498. step 481 - lrate 0.000000, wchange 0.00019558, angledelta 2.1 deg
  499. step 482 - lrate 0.000000, wchange 0.00010687, angledelta 2.7 deg
  500. step 483 - lrate 0.000000, wchange 0.00005630, angledelta 3.3 deg
  501. step 484 - lrate 0.000000, wchange 0.00002938, angledelta 4.2 deg
  502. step 485 - lrate 0.000000, wchange 0.00001447, angledelta 5.9 deg
  503. step 486 - lrate 0.000000, wchange 0.00000757, angledelta 7.9 deg
  504. step 487 - lrate 0.000000, wchange 0.00000373, angledelta 11.1 deg
  505. step 488 - lrate 0.000000, wchange 0.00000188, angledelta 15.4 deg
  506. step 489 - lrate 0.000000, wchange 0.00000094, angledelta 22.8 deg
  507. step 490 - lrate 0.000000, wchange 0.00000058, angledelta 31.8 deg
  508. step 491 - lrate 0.000000, wchange 0.00000034, angledelta 39.9 deg
  509. step 492 - lrate 0.000000, wchange 0.00000024, angledelta 51.7 deg
  510. step 493 - lrate 0.000000, wchange 0.00000018, angledelta 55.9 deg
  511. step 494 - lrate 0.000000, wchange 0.00000015, angledelta 70.3 deg
  512. step 495 - lrate 0.000000, wchange 0.00000014, angledelta 88.7 deg
  513. step 496 - lrate 0.000000, wchange 0.00000013, angledelta 87.8 deg
  514. step 497 - lrate 0.000000, wchange 0.00000012, angledelta 93.8 deg
  515. step 498 - lrate 0.000000, wchange 0.00000010, angledelta 91.1 deg
  516. step 499 - lrate 0.000000, wchange 0.00000009, angledelta 89.3 deg
  517. Sorting components in descending order of mean projected variance ...