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  1. from __future__ import print_function
  2. import numpy as np
  3. import scipy.stats as sp
  4.  
  5. X_data = [[119, 57, 51, 3, 1, 141],
  6. [105, 54, 62, 3, 1, 133],
  7. [91, 46, 42, 3, 1, 110],
  8. [97, 61, 49, 3, 1, 124],
  9. [108, 84, 51, 3, 1, 146],
  10. [87, 41, 63, 3, 1, 114],
  11. [91, 70, 46, 3, 1, 123],
  12. [108, 61, 66, 3, 1, 140],
  13. [85, 63, 54, 3, 1, 118],
  14. [102, 87, 54, 3, 1, 144],
  15. [78, 69, 59, 2, 1, 119],
  16. [97, 58, 83, 3, 1, 140],
  17. [89, 65, 36, 2, 1, 115],
  18. [102, 55, 51, 3, 1, 126],
  19. [81, 45, 56, 3, 1, 108],
  20. [107, 48, 40, 2, 1, 123],
  21. [96, 74, 53, 2, 1, 132],
  22. [92, 63, 44, 3, 1, 119],
  23. [92, 43, 51, 3, 1, 113],
  24. [93, 50, 46, 3, 1, 115],
  25. [105, 83, 58, 3, 1, 145],
  26. [103, 50, 46, 3, 1, 123],
  27. [98, 53, 54, 3, 1, 123],
  28. [100, 59, 49, 3, 1, 126],
  29. [111, 76, 58, 3, 1, 146],
  30. [99, 99, 41, 3, 1, 145],
  31. [118, 35, 60, 3, 1, 136],
  32. [94, 41, 60, 3, 1, 118],
  33. [113, 67, 74, 3, 1, 150],
  34. [98, 74, 59, 3, 1, 136],
  35. [113, 63, 85, 3, 1, 154],
  36. [112, 58, 40, 3, 1, 132],
  37. [98, 37, 93, 3, 1, 140],
  38. [112, 65, 50, 3, 1, 138],
  39. [103, 52, 80, 3, 1, 140],
  40. [106, 69, 41, 3, 1, 132],
  41. [107, 55, 67, 3, 1, 137],
  42. [100, 54, 48, 3, 1, 123],
  43. [128, 56, 55, 3, 1, 150],
  44. [107, 53, 56, 2, 1, 131],
  45. [97, 66, 51, 3, 1, 127],
  46. [90, 32, 64, 3, 1, 114],
  47. [91, 58, 47, 3, 1, 117],
  48. [94, 43, 54, 3, 1, 116],
  49. [86, 55, 49, 3, 1, 113],
  50. [87, 41, 62, 3, 1, 114],
  51. [94, 68, 43, 3, 1, 123],
  52. [101, 55, 59, 3, 1, 129],
  53. [89, 58, 55, 3, 1, 119],
  54. [93, 64, 62, 2, 1, 128],
  55. [105, 39, 61, 3, 1, 127],
  56. [101, 74, 40, 3, 1, 131],
  57. [86, 25, 52, 3, 1, 103],
  58. [102, 40, 51, 3, 1, 120],
  59. [101, 47, 55, 3, 1, 124],
  60. [98, 49, 39, 3, 1, 116],
  61. [88, 40, 62, 3, 1, 114],
  62. [79, 56, 46, 3, 1, 107],
  63. [91, 48, 40, 3, 1, 110],
  64. [91, 55, 63, 3, 1, 123],
  65. [97, 39, 30, 2, 1, 108],
  66. [89, 62, 55, 3, 1, 121],
  67. [108, 76, 46, 3, 1, 139],
  68. [128, 68, 71, 3, 1, 161],
  69. [85, 39, 43, 3, 1, 102],
  70. [94, 64, 52, 3, 1, 125],
  71. [101, 48, 46, 2, 1, 120],
  72. [88, 62, 38, 3, 1, 114],
  73. [89, 22, 43, 3, 1, 101],
  74. [81, 45, 40, 3, 1, 100],
  75. [103, 57, 56, 3, 1, 130],
  76. [93, 31, 44, 3, 1, 107],
  77. [110, 52, 44, 3, 1, 129],
  78. [75, 57, 52, 3, 1, 107],
  79. [106, 69, 45, 2, 1, 134],
  80. [91, 49, 58, 3, 1, 118],
  81. [99, 64, 52, 3, 1, 128],
  82. [114, 49, 41, 3, 1, 130],
  83. [99, 65, 50, 3, 1, 128],
  84. [101, 71, 65, 3, 1, 139],
  85. [72, 78, 54, 3, 1, 119],
  86. [108, 79, 71, 3, 1, 151],
  87. [92, 33, 64, 2, 1, 116],
  88. [110, 50, 43, 3, 1, 128],
  89. [97, 72, 67, 2, 1, 138],
  90. [100, 37, 52, 3, 1, 118],
  91. [100, 56, 65, 3, 1, 131],
  92. [113, 47, 35, 3, 1, 127],
  93. [98, 91, 66, 3, 1, 149],
  94. [122, 81, 58, 2, 1, 157],
  95. [104, 58, 34, 3, 1, 123],
  96. [113, 36, 53, 3, 1, 129],
  97. [107, 72, 54, 3, 1, 139],
  98. [106, 68, 52, 3, 1, 136],
  99. [91, 43, 45, 3, 1, 110],
  100. [109, 40, 53, 2, 1, 127],
  101. [115, 43, 61, 3, 1, 137],
  102. [85, 62, 36, 3, 1, 111],
  103. [107, 43, 58, 3, 1, 129],
  104. [104, 50, 54, 2, 1, 127],
  105. [95, 53, 49, 3, 1, 119],
  106. [102, 74, 56, 3, 1, 137],
  107. [87, 62, 44, 3, 1, 115],
  108. [102, 44, 66, 3, 1, 129],
  109. [106, 48, 65, 2, 1, 133],
  110. [114, 70, 45, 3, 1, 141],
  111. [103, 65, 64, 3, 1, 137],
  112. [92, 37, 51, 3, 1, 111],
  113. [130, 84, 46, 2, 1, 161],
  114. [130, 62, 50, 3, 1, 152],
  115. [104, 64, 42, 3, 1, 129],
  116. [126, 57, 64, 3, 1, 152],
  117. [109, 28, 50, 2, 1, 123],
  118. [110, 88, 50, 3, 1, 149],
  119. [137, 59, 73, 3, 1, 166],
  120. [112, 41, 51, 3, 1, 129],
  121. [117, 55, 72, 3, 1, 147],
  122. [100, 53, 71, 2, 1, 133],
  123. [111, 49, 49, 3, 1, 130],
  124. [106, 63, 61, 3, 1, 137],
  125. [96, 49, 54, 3, 1, 120],
  126. [139, 65, 70, 3, 1, 168],
  127. [109, 43, 46, 3, 1, 125],
  128. [113, 48, 45, 3, 1, 130],
  129. [102, 66, 61, 2, 1, 135],
  130. [107, 53, 61, 3, 1, 134],
  131. [132, 61, 52, 3, 1, 154],
  132. [97, 54, 52, 3, 1, 122],
  133. [96, 65, 71, 3, 1, 135],
  134. [103, 54, 50, 3, 1, 126],
  135. [108, 71, 56, 3, 1, 140],
  136. [100, 43, 55, 3, 1, 121],
  137. [125, 59, 48, 2, 1, 146],
  138. [105, 49, 66, 3, 1, 133],
  139. [121, 61, 33, 3, 1, 139],
  140. [107, 49, 58, 3, 1, 131],
  141. [93, 54, 49, 3, 1, 118],
  142. [109, 56, 46, 3, 1, 130],
  143. [103, 43, 63, 2, 1, 128],
  144. [107, 55, 40, 3, 1, 126],
  145. [108, 45, 62, 3, 1, 132],
  146. [117, 56, 58, 3, 1, 142],
  147. [119, 53, 68, 3, 1, 146],
  148. [101, 50, 42, 3, 1, 120],
  149. [104, 62, 49, 3, 1, 130],
  150. [86, 43, 57, 3, 1, 111],
  151. [125, 65, 49, 3, 1, 149],
  152. [123, 44, 51, 2, 1, 140],
  153. [125, 82, 47, 3, 1, 156],
  154. [124, 65, 61, 3, 1, 152],
  155. [113, 74, 53, 3, 1, 145],
  156. [121, 59, 58, 3, 1, 146],
  157. [125, 78, 59, 2, 1, 158],
  158. [114, 35, 57, 3, 1, 132],
  159. [128, 44, 53, 3, 1, 145],
  160. [103, 51, 52, 3, 1, 126],
  161. [107, 77, 61, 3, 1, 145],
  162. [111, 54, 49, 3, 1, 132],
  163. [114, 61, 48, 2, 1, 137],
  164. [82, 44, 46, 2, 1, 103],
  165. [114, 51, 43, 3, 1, 132],
  166. [97, 42, 47, 3, 1, 115],
  167. [39, 38, 44, 1, 1, 70],
  168. [50, 46, 33, 2, 1, 75],
  169. [42, 46, 40, 2, 1, 74],
  170. [36, 37, 33, 2, 1, 61],
  171. [39, 37, 34, 2, 1, 63],
  172. [46, 29, 32, 2, 1, 63],
  173. [51, 48, 48, 2, 1, 84],
  174. [51, 33, 38, 2, 1, 71],
  175. [57, 34, 38, 2, 1, 76],
  176. [51, 45, 26, 3, 1, 72],
  177. [53, 43, 37, 2, 1, 77],
  178. [61, 38, 38, 2, 1, 81],
  179. [57, 39, 38, 2, 1, 78],
  180. [55, 51, 25, 1, 1, 79],
  181. [45, 49, 40, 3, 1, 77],
  182. [63, 40, 37, 2, 1, 83],
  183. [61, 28, 27, 2, 1, 72],
  184. [46, 51, 46, 2, 1, 82],
  185. [61, 56, 37, 2, 1, 90],
  186. [60, 58, 39, 2, 1, 92],
  187. [53, 43, 38, 2, 1, 78],
  188. [48, 51, 35, 3, 1, 78],
  189. [52, 47, 43, 2, 1, 82],
  190. [53, 37, 35, 2, 1, 73],
  191. [43, 37, 32, 2, 1, 65],
  192. [40, 47, 20, 2, 1, 64],
  193. [40, 53, 31, 2, 1, 73],
  194. [60, 42, 33, 2, 1, 80],
  195. [46, 40, 35, 3, 1, 70],
  196. [52, 42, 42, 2, 1, 78],
  197. [54, 36, 32, 2, 1, 72],
  198. [58, 40, 37, 2, 1, 79],
  199. [39, 56, 37, 1, 1, 77],
  200. [54, 39, 34, 2, 1, 74],
  201. [61, 38, 28, 2, 1, 77],
  202. [63, 36, 39, 2, 1, 82],
  203. [50, 33, 27, 2, 1, 65],
  204. [49, 40, 31, 3, 1, 70],
  205. [51, 52, 45, 1, 1, 85],
  206. [54, 47, 40, 2, 1, 82],
  207. [49, 35, 33, 2, 1, 68],
  208. [51, 40, 30, 2, 1, 71],
  209. [50, 41, 29, 2, 1, 70],
  210. [40, 37, 32, 3, 1, 63],
  211. [51, 35, 31, 2, 1, 69],
  212. [53, 46, 38, 2, 1, 79],
  213. [58, 43, 24, 2, 1, 76],
  214. [54, 48, 35, 2, 1, 80],
  215. [47, 42, 30, 2, 1, 69],
  216. [65, 45, 31, 2, 1, 84],
  217. [67, 47, 34, 2, 1, 88],
  218. [57, 42, 34, 2, 1, 78],
  219. [56, 40, 33, 3, 1, 76],
  220. [57, 41, 37, 2, 1, 79],
  221. [50, 38, 33, 2, 1, 70],
  222. [48, 41, 36, 2, 1, 72],
  223. [46, 40, 33, 2, 1, 69],
  224. [48, 42, 21, 2, 1, 67],
  225. [48, 37, 32, 2, 1, 68],
  226. [55, 44, 41, 3, 1, 81],
  227. [54, 32, 40, 2, 1, 74],
  228. [69, 33, 30, 2, 1, 82],
  229. [62, 44, 36, 2, 1, 84],
  230. [54, 35, 27, 2, 1, 69],
  231. [53, 35, 36, 2, 1, 73],
  232. [73, 42, 42, 2, 1, 94],
  233. [52, 48, 31, 2, 1, 77],
  234. [62, 44, 37, 2, 1, 84],
  235. [47, 40, 29, 2, 1, 68],
  236. [51, 38, 32, 2, 1, 71],
  237. [50, 32, 28, 2, 1, 65],
  238. [41, 38, 27, 3, 1, 62],
  239. [50, 30, 33, 2, 1, 67],
  240. [43, 29, 37, 2, 1, 63],
  241. [44, 45, 30, 2, 1, 69],
  242. [49, 41, 39, 2, 1, 74],
  243. [51, 39, 38, 2, 1, 74],
  244. [46, 36, 30, 2, 1, 65],
  245. [45, 26, 37, 2, 1, 63],
  246. [50, 38, 32, 2, 1, 70],
  247. [54, 39, 34, 3, 1, 74],
  248. [64, 35, 32, 2, 1, 79],
  249. [60, 33, 27, 2, 1, 73],
  250. [60, 32, 39, 2, 1, 78],
  251. [48, 42, 29, 2, 1, 70],
  252. [61, 39, 32, 2, 1, 79],
  253. [52, 38, 36, 2, 1, 73],
  254. [60, 34, 32, 2, 1, 76],
  255. [52, 34, 36, 2, 1, 71],
  256. [61, 38, 35, 2, 1, 79],
  257. [49, 39, 33, 2, 1, 70],
  258. [48, 35, 27, 3, 1, 65],
  259. [57, 30, 39, 2, 1, 75],
  260. [54, 44, 44, 2, 1, 82],
  261. [53, 35, 33, 2, 1, 71],
  262. [53, 48, 37, 2, 1, 80],
  263. [45, 29, 31, 2, 1, 61],
  264. [50, 37, 29, 2, 1, 68],
  265. [45, 38, 35, 2, 1, 68],
  266. [37, 45, 32, 1, 1, 66],
  267. [68, 61, 42, 2, 1, 100],
  268. [57, 39, 32, 3, 1, 76],
  269. [59, 31, 30, 2, 1, 73],
  270. [61, 38, 34, 2, 1, 79],
  271. [51, 42, 45, 2, 1, 79],
  272. [56, 45, 28, 2, 1, 77],
  273. [54, 40, 38, 2, 1, 77],
  274. [58, 45, 34, 2, 1, 80],
  275. [58, 47, 33, 2, 1, 81],
  276. [67, 43, 29, 2, 1, 84],
  277. [59, 35, 29, 2, 1, 74],
  278. [48, 37, 28, 2, 1, 66],
  279. [46, 49, 31, 2, 1, 74],
  280. [48, 27, 37, 3, 1, 66],
  281. [51, 57, 38, 2, 1, 85],
  282. [52, 32, 37, 2, 1, 71],
  283. [49, 35, 33, 2, 1, 68],
  284. [46, 25, 38, 2, 1, 64],
  285. [40, 37, 31, 2, 1, 62],
  286. [41, 34, 27, 2, 1, 59],
  287. [43, 41, 26, 2, 1, 64],
  288. [41, 39, 26, 2, 1, 62],
  289. [35, 31, 28, 3, 1, 54],
  290. [35, 34, 22, 2, 1, 53],
  291. [39, 29, 17, 2, 1, 51],
  292. [34, 35, 20, 1, 1, 52],
  293. [38, 45, 24, 2, 1, 63],
  294. [30, 37, 21, 2, 1, 52],
  295. [36, 45, 14, 2, 1, 59],
  296. [43, 29, 30, 2, 1, 59],
  297. [49, 20, 30, 2, 1, 60],
  298. [59, 40, 36, 2, 1, 79],
  299. [56, 41, 45, 2, 1, 82],
  300. [52, 41, 44, 2, 1, 79],
  301. [47, 24, 35, 2, 1, 63],
  302. [43, 36, 46, 3, 1, 72],
  303. [54, 29, 39, 2, 1, 72],
  304. [51, 39, 50, 2, 1, 81],
  305. [63, 39, 39, 2, 1, 83],
  306. [46, 28, 36, 2, 1, 64],
  307. [46, 31, 37, 2, 1, 66],
  308. [58, 33, 38, 2, 1, 76],
  309. [50, 17, 32, 2, 1, 61],
  310. [58, 24, 38, 2, 1, 73],
  311. [55, 31, 45, 2, 1, 77],
  312. [53, 46, 39, 3, 1, 80],
  313. [67, 25, 47, 2, 1, 85],
  314. [64, 39, 39, 2, 1, 84],
  315. [51, 44, 31, 2, 1, 74],
  316. [54, 59, 29, 2, 1, 85],
  317. [53, 64, 30, 2, 1, 88],
  318. [51, 44, 37, 1, 1, 76],
  319. [46, 40, 29, 2, 1, 67],
  320. [48, 42, 19, 2, 1, 66],
  321. [42, 43, 39, 3, 1, 71],
  322. [45, 35, 31, 2, 1, 64],
  323. [43, 34, 24, 2, 1, 59],
  324. [43, 36, 30, 2, 1, 63],
  325. [54, 44, 27, 2, 1, 74],
  326. [42, 50, 25, 2, 1, 69],
  327. [47, 47, 29, 3, 1, 72],
  328. [51, 43, 31, 2, 1, 73],
  329. [54, 35, 28, 2, 1, 70],
  330. [48, 47, 32, 2, 1, 74],
  331. [53, 48, 27, 2, 1, 76],
  332. [49, 36, 26, 2, 1, 66],
  333. [34, 42, 32, 2, 1, 62],
  334. [41, 33, 33, 2, 1, 62],
  335. [64, 44, 33, 2, 1, 84],
  336. [54, 45, 42, 2, 1, 81],
  337. [47, 37, 24, 3, 1, 64],
  338. [52, 33, 30, 2, 1, 68],
  339. [49, 34, 38, 2, 1, 70],
  340. [41, 29, 32, 2, 1, 59],
  341. [41, 37, 24, 2, 1, 60],
  342. [53, 30, 30, 2, 1, 67],
  343. [52, 41, 30, 2, 1, 72],
  344. [48, 28, 37, 2, 1, 66],
  345. [50, 45, 27, 3, 1, 72],
  346. [41, 40, 27, 2, 1, 63],
  347. [59, 36, 29, 2, 1, 74],
  348. [47, 47, 34, 1, 1, 74],
  349. [65, 56, 38, 2, 1, 93],
  350. [65, 45, 44, 2, 1, 90],
  351. [68, 54, 48, 2, 1, 99],
  352. [50, 49, 42, 2, 1, 81],
  353. [47, 18, 42, 3, 1, 65],
  354. [53, 44, 30, 2, 1, 75],
  355. [57, 50, 38, 2, 1, 84],
  356. [55, 40, 31, 2, 1, 74],
  357. [48, 45, 31, 2, 1, 72],
  358. [49, 34, 33, 2, 1, 68],
  359. [46, 46, 26, 3, 1, 70],
  360. [59, 44, 29, 2, 1, 79],
  361. [61, 40, 24, 2, 1, 76],
  362. [54, 49, 38, 2, 1, 82],
  363. [56, 45, 53, 2, 1, 89],
  364. [60, 55, 39, 2, 1, 90],
  365. [61, 55, 48, 2, 1, 95],
  366. [64, 53, 41, 2, 1, 92],
  367. [60, 47, 39, 3, 1, 85],
  368. [72, 56, 42, 2, 1, 100],
  369. [69, 48, 36, 2, 1, 91],
  370. [60, 61, 45, 2, 1, 96],
  371. [70, 53, 61, 2, 1, 106],
  372. [71, 58, 55, 2, 1, 106],
  373. [80, 60, 55, 2, 1, 114],
  374. [87, 43, 57, 2, 1, 112],
  375. [78, 43, 44, 2, 1, 99],
  376. [86, 57, 40, 2, 1, 110],
  377. [67, 76, 43, 2, 1, 110],
  378. [73, 45, 60, 2, 1, 104],
  379. [65, 52, 53, 3, 1, 98],
  380. [72, 47, 63, 2, 1, 106],
  381. [84, 76, 48, 2, 1, 123],
  382. [141, 43, 54, 2, 1, 156],
  383. [137, 90, 50, 3, 1, 171],
  384. [139, 38, 68, 3, 1, 159],
  385. [87, 45, 38, 2, 1, 105],
  386. [58, 57, 69, 2, 1, 106],
  387. [54, 29, 29, 2, 1, 67],
  388. [31, 27, 23, 2, 1, 47],
  389. [17, 23, 18, 2, 1, 33],
  390. [20, 26, 15, 0, 1, 36],
  391. [17, 28, 25, 1, 1, 41],
  392. [19, 36, 15, 2, 1, 43],
  393. [29, 41, 18, 2, 1, 53],
  394. [31, 23, 29, 1, 1, 48],
  395. [32, 30, 16, 2, 1, 46],
  396. [31, 35, 27, 2, 1, 53],
  397. [30, 35, 17, 2, 1, 49],
  398. [36, 34, 30, 2, 1, 57],
  399. [36, 18, 25, 2, 1, 47],
  400. [37, 13, 36, 2, 1, 53],
  401. [34, 29, 32, 2, 1, 54],
  402. [38, 28, 21, 2, 1, 51],
  403. [41, 26, 27, 1, 1, 55],
  404. [38, 33, 25, 2, 1, 56],
  405. [41, 41, 13, 2, 1, 59],
  406. [33, 25, 16, 2, 1, 44],
  407. [35, 35, 17, 2, 1, 52],
  408. [23, 23, 15, 2, 1, 35],
  409. [37, 34, 33, 2, 1, 60],
  410. [33, 29, 30, 2, 1, 53],
  411. [40, 46, 31, 2, 1, 68],
  412. [39, 38, 29, 2, 1, 61],
  413. [42, 62, 58, 2, 1, 94],
  414. [62, 42, 37, 2, 1, 83],
  415. [61, 55, 65, 1, 1, 104],
  416. [49, 31, 55, 0, 1, 79],
  417. [4, 25, 33, 0, 1, 41],
  418. [0, 0, 19, 0, 1, 19],
  419. [0, 0, 15, 0, 1, 15],
  420. [32, 0, 49, 1, 1, 58],
  421. [18, 45, 55, 1, 1, 73],
  422. [3, 9, 30, 0, 1, 31],
  423. [0, 0, 7, 0, 1, 7],
  424. [0, 0, 0, 0, 1, 0],
  425. [0, 0, 0, 0, 1, 0],
  426. [0, 0, 0, 0, 1, 0],
  427. [0, 1, 10, 0, 1, 10],
  428. [7, 10, 25, 1, 1, 27],
  429. [6, 32, 31, 0, 1, 44],
  430. [24, 41, 10, 1, 1, 48],
  431. [18, 35, 17, 1, 1, 42],
  432. [0, 8, 25, 0, 1, 26],
  433. [37, 60, 68, 1, 1, 97],
  434. [24, 41, 51, 1, 1, 69],
  435. [4, 25, 6, 0, 1, 26],
  436. [8, 32, 28, 1, 1, 43],
  437. [31, 9, 35, 0, 1, 47],
  438. [41, 29, 81, 1, 1, 95],
  439. [6, 45, 50, 0, 1, 67],
  440. [31, 25, 32, 1, 1, 51],
  441. [9, 9, 26, 1, 1, 28],
  442. [6, 5, 10, 0, 1, 12],
  443. [0, 0, 0, 0, 1, 0],
  444. [0, 21, 38, 0, 1, 43],
  445. [8, 15, 30, 0, 1, 34],
  446. [2, 6, 0, 0, 1, 6],
  447. [0, 5, 1, 0, 1, 5],
  448. [20, 31, 44, 0, 1, 57],
  449. [15, 14, 35, 1, 1, 40],
  450. [6, 16, 14, 0, 1, 22],
  451. [15, 43, 30, 1, 1, 54],
  452. [12, 23, 10, 1, 1, 27],
  453. [2, 13, 36, 0, 1, 38],
  454. [0, 0, 18, 0, 1, 18],
  455. [2, 8, 1, 0, 1, 8],
  456. [0, 40, 3, 0, 1, 40],
  457. [4, 33, 5, 1, 1, 33],
  458. [14, 11, 19, 0, 1, 26],
  459. [19, 9, 56, 1, 1, 59],
  460. [2, 0, 18, 0, 1, 18],
  461. [24, 16, 48, 0, 1, 56],
  462. [21, 11, 32, 1, 1, 39],
  463. [30, 11, 54, 1, 1, 62],
  464. [14, 6, 26, 0, 1, 30],
  465. [0, 19, 17, 0, 1, 25],
  466. [0, 0, 2, 0, 1, 2],
  467. [0, 0, 11, 0, 1, 11],
  468. [13, 0, 38, 0, 1, 40],
  469. [11, 15, 27, 1, 1, 32],
  470. [0, 0, 0, 0, 1, 0],
  471. [0, 0, 0, 0, 1, 0],
  472. [0, 0, 0, 0, 1, 0],
  473. [2, 16, 16, 0, 1, 22],
  474. [19, 14, 52, 1, 1, 57],
  475. [22, 14, 45, 1, 1, 52],
  476. [28, 39, 53, 0, 1, 71],
  477. [6, 12, 34, 1, 1, 36],
  478. [5, 8, 13, 0, 1, 16],
  479. [17, 4, 28, 0, 1, 33],
  480. [21, 11, 46, 1, 1, 51],
  481. [19, 11, 18, 1, 1, 28],
  482. [10, 8, 22, 1, 1, 25],
  483. [8, 4, 4, 0, 1, 9],
  484. [0, 0, 0, 0, 1, 0],
  485. [0, 0, 0, 0, 1, 0],
  486. [0, 0, 0, 0, 1, 0],
  487. [0, 0, 0, 0, 1, 0],
  488. [0, 0, 0, 0, 1, 0],
  489. [3, 2, 8, 0, 1, 8],
  490. [15, 25, 23, 1, 1, 37],
  491. [23, 43, 66, 1, 1, 82],
  492. [21, 13, 28, 0, 1, 37],
  493. [0, 0, 2, 0, 1, 2],
  494. [9, 7, 37, 0, 1, 38],
  495. [18, 16, 42, 1, 1, 48],
  496. [12, 28, 29, 0, 1, 42],
  497. [12, 30, 13, 1, 1, 34],
  498. [15, 14, 2, 1, 1, 20],
  499. [19, 9, 23, 1, 1, 31],
  500. [0, 4, 26, 0, 1, 26],
  501. [8, 0, 36, 0, 1, 36],
  502. [0, 0, 9, 0, 1, 9],
  503. [0, 1, 0, 0, 1, 1],
  504. [0, 1, 0, 0, 1, 1],
  505. [10, 24, 28, 1, 1, 38],
  506. [17, 14, 28, 0, 1, 35],
  507. [7, 3, 40, 1, 1, 40],
  508. [0, 10, 0, 0, 1, 10],
  509. [19, 17, 68, 0, 1, 72],
  510. [0, 48, 59, 0, 1, 76],
  511. [13, 12, 15, 1, 1, 23],
  512. [14, 25, 46, 0, 1, 54],
  513. [13, 12, 34, 1, 1, 38],
  514. [54, 47, 46, 1, 1, 85],
  515. [37, 23, 106, 1, 1, 114],
  516. [45, 36, 65, 1, 1, 86],
  517. [42, 27, 74, 1, 1, 89],
  518. [5, 41, 117, 0, 1, 124],
  519. [38, 24, 62, 1, 1, 76],
  520. [22, 20, 86, 1, 1, 90],
  521. [24, 27, 57, 1, 1, 67],
  522. [17, 29, 102, 0, 1, 107],
  523. [32, 23, 47, 2, 1, 61],
  524. [24, 25, 80, 1, 1, 87],
  525. [15, 49, 48, 1, 1, 70],
  526. [11, 25, 43, 0, 1, 50],
  527. [21, 18, 11, 1, 1, 29],
  528. [15, 18, 52, 1, 1, 57],
  529. [4, 34, 41, 0, 1, 53],
  530. [67, 21, 75, 1, 1, 102],
  531. [75, 0, 88, 0, 1, 115],
  532. [25, 1, 45, 1, 1, 51],
  533. [28, 57, 51, 0, 1, 81],
  534. [14, 13, 40, 1, 1, 44],
  535. [0, 9, 0, 0, 1, 9],
  536. [0, 10, 15, 0, 1, 18],
  537. [17, 28, 78, 0, 1, 84],
  538. [17, 28, 94, 1, 1, 99],
  539. [3, 11, 14, 0, 1, 18],
  540. [0, 3, 0, 0, 1, 3],
  541. [0, 0, 0, 0, 1, 0],
  542. [0, 0, 0, 0, 1, 0],
  543. [5, 6, 0, 0, 1, 7],
  544. [5, 0, 0, 0, 1, 5],
  545. [0, 0, 0, 0, 3, 0],
  546. [0, 0, 27, 0, 3, 27],
  547. [0, 0, 1, 0, 3, 1],
  548. [1, 1, 20, 1, 3, 20],
  549. [11, 28, 75, 1, 3, 80],
  550. [0, 13, 2, 0, 3, 13],
  551. [25, 6, 43, 0, 3, 50],
  552. [5, 15, 20, 0, 3, 25],
  553. [21, 25, 66, 1, 3, 73],
  554. [11, 5, 17, 0, 3, 20],
  555. [0, 9, 0, 0, 3, 9],
  556. [3, 32, 27, 1, 3, 41],
  557. [0, 6, 25, 0, 3, 25],
  558. [0, 0, 0, 0, 3, 0],
  559. [0, 4, 0, 0, 3, 4],
  560. [18, 15, 60, 0, 3, 64],
  561. [27, 24, 29, 1, 3, 46],
  562. [19, 3, 42, 1, 3, 46],
  563. [0, 0, 5, 0, 3, 5],
  564. [16, 7, 42, 0, 3, 45],
  565. [10, 0, 38, 1, 3, 39],
  566. [23, 16, 48, 0, 3, 55],
  567. [24, 4, 43, 1, 3, 49],
  568. [6, 22, 47, 0, 3, 52],
  569. [26, 1, 65, 1, 3, 70],
  570. [24, 29, 84, 1, 3, 92],
  571. [0, 8, 4, 0, 3, 8],
  572. [0, 0, 0, 0, 3, 0],
  573. [0, 0, 2, 0, 3, 2],
  574. [10, 3, 33, 0, 3, 34],
  575. [20, 29, 34, 1, 3, 48],
  576. [12, 24, 65, 1, 3, 70],
  577. [1, 2, 12, 0, 3, 12],
  578. [0, 0, 0, 0, 3, 0],
  579. [0, 0, 0, 0, 3, 0],
  580. [0, 0, 0, 0, 3, 0],
  581. [0, 0, 0, 0, 3, 0],
  582. [0, 0, 0, 0, 3, 0],
  583. [0, 2, 0, 0, 3, 2],
  584. [22, 32, 51, 0, 3, 64],
  585. [48, 44, 76, 1, 3, 100],
  586. [31, 48, 78, 1, 3, 96],
  587. [48, 62, 83, 0, 3, 114],
  588. [1, 101, 73, 0, 3, 124],
  589. [29, 32, 76, 1, 3, 87],
  590. [0, 0, 36, 0, 3, 36],
  591. [8, 0, 46, 0, 3, 46],
  592. [3, 0, 6, 0, 3, 6],
  593. [0, 0, 0, 0, 3, 0],
  594. [0, 0, 0, 0, 3, 0],
  595. [0, 0, 0, 0, 3, 0],
  596. [0, 0, 0, 0, 3, 0],
  597. [0, 0, 0, 0, 3, 0],
  598. [0, 0, 0, 0, 3, 0],
  599. [0, 0, 0, 0, 3, 0],
  600. [0, 0, 0, 0, 3, 0],
  601. [0, 0, 0, 0, 3, 0],
  602. [0, 0, 0, 0, 3, 0],
  603. [0, 0, 0, 0, 3, 0],
  604. [0, 0, 0, 0, 3, 0],
  605. [0, 0, 0, 0, 3, 0],
  606. [0, 0, 0, 0, 3, 0],
  607. [0, 0, 0, 0, 3, 0],
  608. [0, 0, 0, 0, 3, 0],
  609. [0, 0, 0, 0, 3, 0],
  610. [0, 0, 0, 0, 3, 0],
  611. [0, 0, 0, 0, 3, 0],
  612. [0, 0, 0, 0, 3, 0],
  613. [0, 0, 0, 0, 3, 0],
  614. [0, 0, 0, 0, 3, 0],
  615. [0, 0, 0, 0, 3, 0],
  616. [0, 0, 0, 0, 3, 0],
  617. [0, 0, 0, 0, 3, 0],
  618. [0, 0, 0, 0, 3, 0],
  619. [0, 0, 0, 0, 3, 0],
  620. [0, 0, 0, 0, 3, 0],
  621. [0, 0, 0, 0, 3, 0],
  622. [0, 0, 0, 0, 3, 0],
  623. [0, 0, 0, 0, 3, 0],
  624. [0, 0, 0, 0, 3, 0],
  625. [0, 0, 0, 0, 3, 0],
  626. [0, 0, 0, 0, 3, 0],
  627. [0, 0, 0, 0, 3, 0],
  628. [0, 0, 0, 0, 3, 0],
  629. [0, 0, 0, 0, 3, 0],
  630. [0, 0, 0, 0, 3, 0],
  631. [0, 0, 0, 0, 3, 0],
  632. [0, 0, 0, 0, 3, 0],
  633. [0, 0, 0, 0, 3, 0],
  634. [0, 0, 0, 0, 3, 0],
  635. [0, 0, 0, 0, 3, 0],
  636. [0, 0, 0, 0, 3, 0],
  637. [0, 0, 0, 0, 3, 0],
  638. [0, 0, 0, 0, 3, 0],
  639. [0, 0, 0, 0, 3, 0],
  640. [0, 0, 0, 0, 3, 0],
  641. [0, 6, 7, 0, 3, 9],
  642. [0, 0, 0, 0, 3, 0],
  643. [0, 9, 20, 0, 3, 21],
  644. [0, 0, 0, 0, 3, 0],
  645. [3, 0, 0, 0, 3, 3],
  646. [0, 8, 0, 0, 3, 8],
  647. [18, 56, 23, 1, 3, 63],
  648. [43, 28, 64, 1, 3, 82],
  649. [23, 7, 50, 0, 3, 55],
  650. [42, 6, 55, 0, 3, 69],
  651. [28, 11, 69, 1, 3, 75],
  652. [11, 0, 29, 0, 3, 31],
  653. [0, 1, 0, 0, 3, 1],
  654. [0, 6, 0, 0, 3, 6],
  655. [0, 0, 0, 0, 3, 0],
  656. [0, 0, 0, 0, 3, 0],
  657. [20, 51, 53, 0, 3, 76],
  658. [88, 123, 227, 2, 3, 272],
  659. [166, 33, 95, 0, 3, 194],
  660. [171, 154, 148, 0, 3, 273],
  661. [81, 56, 164, 1, 3, 191],
  662. [106, 236, 115, 0, 3, 283],
  663. [54, 99, 120, 0, 1, 164],
  664. [53, 51, 46, 0, 1, 86]]
  665.  
  666. def stats_calculate_all(x):
  667.  
  668. #Calculates stats from the provided list xnp, based on the stats config object.
  669. #:param stat_config: Configuration for which stats to be computed.
  670. #:param x: The time series list.
  671. #:param offset: Offset of the values so some stats can be calculated
  672. #:return:
  673.  
  674. stats_all_names = ['len', 'min', 'max', 'range', 'mean', 'std']
  675.  
  676. xnp = np.array(x)
  677. n = len(x)
  678. if n == 0:
  679. values = [0 for i in range(len(stats_all_names))]
  680. return values, stats_all_names
  681. values = [n]
  682. vmin = float(min(xnp))
  683. if vmin < 1:
  684. offset = 1 + abs(vmin)
  685. else:
  686. offset = 0
  687. vmax = float(max(xnp))
  688. vrange = vmax - vmin
  689. vmean = float(np.mean(xnp))
  690. vstd = float(np.std(xnp))
  691. values.append(vmin)
  692. values.append(vmax)
  693. values.append(vrange)
  694. values.append(vmean)
  695. values.append(vstd)
  696. return values, stats_all_names
  697.  
  698.  
  699. if __name__ == "__main__":
  700. x = np.array(X_data)
  701. shift = input()
  702. w_long = input()
  703.  
  704. for i in range(w_long,len(X_data),shift):
  705. row=[]
  706. for j in range(x.shape[1]):
  707. x_window_long=x[i-w_long:i,j]
  708. s1,stat_names=stats_calculate_all(x_window_long)
  709. long_MVA=s1[4]
  710. row.extend([round(np.min(x_window_long),2),round(np.max(x_window_long),2),round(long_MVA,2),round(np.std(x_window_long),2)])
  711. print(i,row)
  712.  
  713.  
  714. -----------------------------------------------------------------------------------
  715.  
  716. from __future__ import print_function
  717. import numpy as np
  718. import scipy.stats as sp
  719.  
  720. X_data = [[119, 57, 51, 3, 1, 141],
  721. [105, 54, 62, 3, 1, 133],
  722. [91, 46, 42, 3, 1, 110],
  723. [97, 61, 49, 3, 1, 124],
  724. [108, 84, 51, 3, 1, 146],
  725. [87, 41, 63, 3, 1, 114],
  726. [91, 70, 46, 3, 1, 123],
  727. [108, 61, 66, 3, 1, 140],
  728. [85, 63, 54, 3, 1, 118],
  729. [102, 87, 54, 3, 1, 144],
  730. [78, 69, 59, 2, 1, 119],
  731. [97, 58, 83, 3, 1, 140],
  732. [89, 65, 36, 2, 1, 115],
  733. [102, 55, 51, 3, 1, 126],
  734. [81, 45, 56, 3, 1, 108],
  735. [107, 48, 40, 2, 1, 123],
  736. [96, 74, 53, 2, 1, 132],
  737. [92, 63, 44, 3, 1, 119],
  738. [92, 43, 51, 3, 1, 113],
  739. [93, 50, 46, 3, 1, 115],
  740. [105, 83, 58, 3, 1, 145],
  741. [103, 50, 46, 3, 1, 123],
  742. [98, 53, 54, 3, 1, 123],
  743. [100, 59, 49, 3, 1, 126],
  744. [111, 76, 58, 3, 1, 146],
  745. [99, 99, 41, 3, 1, 145],
  746. [118, 35, 60, 3, 1, 136],
  747. [94, 41, 60, 3, 1, 118],
  748. [113, 67, 74, 3, 1, 150],
  749. [98, 74, 59, 3, 1, 136],
  750. [113, 63, 85, 3, 1, 154],
  751. [112, 58, 40, 3, 1, 132],
  752. [98, 37, 93, 3, 1, 140],
  753. [112, 65, 50, 3, 1, 138],
  754. [103, 52, 80, 3, 1, 140],
  755. [106, 69, 41, 3, 1, 132],
  756. [107, 55, 67, 3, 1, 137],
  757. [100, 54, 48, 3, 1, 123],
  758. [128, 56, 55, 3, 1, 150],
  759. [107, 53, 56, 2, 1, 131],
  760. [97, 66, 51, 3, 1, 127],
  761. [90, 32, 64, 3, 1, 114],
  762. [91, 58, 47, 3, 1, 117],
  763. [94, 43, 54, 3, 1, 116],
  764. [86, 55, 49, 3, 1, 113],
  765. [87, 41, 62, 3, 1, 114],
  766. [94, 68, 43, 3, 1, 123],
  767. [101, 55, 59, 3, 1, 129],
  768. [89, 58, 55, 3, 1, 119],
  769. [93, 64, 62, 2, 1, 128],
  770. [105, 39, 61, 3, 1, 127],
  771. [101, 74, 40, 3, 1, 131],
  772. [86, 25, 52, 3, 1, 103],
  773. [102, 40, 51, 3, 1, 120],
  774. [101, 47, 55, 3, 1, 124],
  775. [98, 49, 39, 3, 1, 116],
  776. [88, 40, 62, 3, 1, 114],
  777. [79, 56, 46, 3, 1, 107],
  778. [91, 48, 40, 3, 1, 110],
  779. [91, 55, 63, 3, 1, 123],
  780. [97, 39, 30, 2, 1, 108],
  781. [89, 62, 55, 3, 1, 121],
  782. [108, 76, 46, 3, 1, 139],
  783. [128, 68, 71, 3, 1, 161],
  784. [85, 39, 43, 3, 1, 102],
  785. [94, 64, 52, 3, 1, 125],
  786. [101, 48, 46, 2, 1, 120],
  787. [88, 62, 38, 3, 1, 114],
  788. [89, 22, 43, 3, 1, 101],
  789. [81, 45, 40, 3, 1, 100],
  790. [103, 57, 56, 3, 1, 130],
  791. [93, 31, 44, 3, 1, 107],
  792. [110, 52, 44, 3, 1, 129],
  793. [75, 57, 52, 3, 1, 107],
  794. [106, 69, 45, 2, 1, 134],
  795. [91, 49, 58, 3, 1, 118],
  796. [99, 64, 52, 3, 1, 128],
  797. [114, 49, 41, 3, 1, 130],
  798. [99, 65, 50, 3, 1, 128],
  799. [101, 71, 65, 3, 1, 139],
  800. [72, 78, 54, 3, 1, 119],
  801. [108, 79, 71, 3, 1, 151],
  802. [92, 33, 64, 2, 1, 116],
  803. [110, 50, 43, 3, 1, 128],
  804. [97, 72, 67, 2, 1, 138],
  805. [100, 37, 52, 3, 1, 118],
  806. [100, 56, 65, 3, 1, 131],
  807. [113, 47, 35, 3, 1, 127],
  808. [98, 91, 66, 3, 1, 149],
  809. [122, 81, 58, 2, 1, 157],
  810. [104, 58, 34, 3, 1, 123],
  811. [113, 36, 53, 3, 1, 129],
  812. [107, 72, 54, 3, 1, 139],
  813. [106, 68, 52, 3, 1, 136],
  814. [91, 43, 45, 3, 1, 110],
  815. [109, 40, 53, 2, 1, 127],
  816. [115, 43, 61, 3, 1, 137],
  817. [85, 62, 36, 3, 1, 111],
  818. [107, 43, 58, 3, 1, 129],
  819. [104, 50, 54, 2, 1, 127],
  820. [95, 53, 49, 3, 1, 119],
  821. [102, 74, 56, 3, 1, 137],
  822. [87, 62, 44, 3, 1, 115],
  823. [102, 44, 66, 3, 1, 129],
  824. [106, 48, 65, 2, 1, 133],
  825. [114, 70, 45, 3, 1, 141],
  826. [103, 65, 64, 3, 1, 137],
  827. [92, 37, 51, 3, 1, 111],
  828. [130, 84, 46, 2, 1, 161],
  829. [130, 62, 50, 3, 1, 152],
  830. [104, 64, 42, 3, 1, 129],
  831. [126, 57, 64, 3, 1, 152],
  832. [109, 28, 50, 2, 1, 123],
  833. [110, 88, 50, 3, 1, 149],
  834. [137, 59, 73, 3, 1, 166],
  835. [112, 41, 51, 3, 1, 129],
  836. [117, 55, 72, 3, 1, 147],
  837. [100, 53, 71, 2, 1, 133],
  838. [111, 49, 49, 3, 1, 130],
  839. [106, 63, 61, 3, 1, 137],
  840. [96, 49, 54, 3, 1, 120],
  841. [139, 65, 70, 3, 1, 168],
  842. [109, 43, 46, 3, 1, 125],
  843. [113, 48, 45, 3, 1, 130],
  844. [102, 66, 61, 2, 1, 135],
  845. [107, 53, 61, 3, 1, 134],
  846. [132, 61, 52, 3, 1, 154],
  847. [97, 54, 52, 3, 1, 122],
  848. [96, 65, 71, 3, 1, 135],
  849. [103, 54, 50, 3, 1, 126],
  850. [108, 71, 56, 3, 1, 140],
  851. [100, 43, 55, 3, 1, 121],
  852. [125, 59, 48, 2, 1, 146],
  853. [105, 49, 66, 3, 1, 133],
  854. [121, 61, 33, 3, 1, 139],
  855. [107, 49, 58, 3, 1, 131],
  856. [93, 54, 49, 3, 1, 118],
  857. [109, 56, 46, 3, 1, 130],
  858. [103, 43, 63, 2, 1, 128],
  859. [107, 55, 40, 3, 1, 126],
  860. [108, 45, 62, 3, 1, 132],
  861. [117, 56, 58, 3, 1, 142],
  862. [119, 53, 68, 3, 1, 146],
  863. [101, 50, 42, 3, 1, 120],
  864. [104, 62, 49, 3, 1, 130],
  865. [86, 43, 57, 3, 1, 111],
  866. [125, 65, 49, 3, 1, 149],
  867. [123, 44, 51, 2, 1, 140],
  868. [125, 82, 47, 3, 1, 156],
  869. [124, 65, 61, 3, 1, 152],
  870. [113, 74, 53, 3, 1, 145],
  871. [121, 59, 58, 3, 1, 146],
  872. [125, 78, 59, 2, 1, 158],
  873. [114, 35, 57, 3, 1, 132],
  874. [128, 44, 53, 3, 1, 145],
  875. [103, 51, 52, 3, 1, 126],
  876. [107, 77, 61, 3, 1, 145],
  877. [111, 54, 49, 3, 1, 132],
  878. [114, 61, 48, 2, 1, 137],
  879. [82, 44, 46, 2, 1, 103],
  880. [114, 51, 43, 3, 1, 132],
  881. [97, 42, 47, 3, 1, 115],
  882. [39, 38, 44, 1, 1, 70],
  883. [50, 46, 33, 2, 1, 75],
  884. [42, 46, 40, 2, 1, 74],
  885. [36, 37, 33, 2, 1, 61],
  886. [39, 37, 34, 2, 1, 63],
  887. [46, 29, 32, 2, 1, 63],
  888. [51, 48, 48, 2, 1, 84],
  889. [51, 33, 38, 2, 1, 71],
  890. [57, 34, 38, 2, 1, 76],
  891. [51, 45, 26, 3, 1, 72],
  892. [53, 43, 37, 2, 1, 77],
  893. [61, 38, 38, 2, 1, 81],
  894. [57, 39, 38, 2, 1, 78],
  895. [55, 51, 25, 1, 1, 79],
  896. [45, 49, 40, 3, 1, 77],
  897. [63, 40, 37, 2, 1, 83],
  898. [61, 28, 27, 2, 1, 72],
  899. [46, 51, 46, 2, 1, 82],
  900. [61, 56, 37, 2, 1, 90],
  901. [60, 58, 39, 2, 1, 92],
  902. [53, 43, 38, 2, 1, 78],
  903. [48, 51, 35, 3, 1, 78],
  904. [52, 47, 43, 2, 1, 82],
  905. [53, 37, 35, 2, 1, 73],
  906. [43, 37, 32, 2, 1, 65],
  907. [40, 47, 20, 2, 1, 64],
  908. [40, 53, 31, 2, 1, 73],
  909. [60, 42, 33, 2, 1, 80],
  910. [46, 40, 35, 3, 1, 70],
  911. [52, 42, 42, 2, 1, 78],
  912. [54, 36, 32, 2, 1, 72],
  913. [58, 40, 37, 2, 1, 79],
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  1344. [0, 0, 0, 0, 3, 0],
  1345. [0, 0, 0, 0, 3, 0],
  1346. [0, 0, 0, 0, 3, 0],
  1347. [0, 0, 0, 0, 3, 0],
  1348. [0, 0, 0, 0, 3, 0],
  1349. [0, 0, 0, 0, 3, 0],
  1350. [0, 0, 0, 0, 3, 0],
  1351. [0, 0, 0, 0, 3, 0],
  1352. [0, 0, 0, 0, 3, 0],
  1353. [0, 0, 0, 0, 3, 0],
  1354. [0, 0, 0, 0, 3, 0],
  1355. [0, 0, 0, 0, 3, 0],
  1356. [0, 6, 7, 0, 3, 9],
  1357. [0, 0, 0, 0, 3, 0],
  1358. [0, 9, 20, 0, 3, 21],
  1359. [0, 0, 0, 0, 3, 0],
  1360. [3, 0, 0, 0, 3, 3],
  1361. [0, 8, 0, 0, 3, 8],
  1362. [18, 56, 23, 1, 3, 63],
  1363. [43, 28, 64, 1, 3, 82],
  1364. [23, 7, 50, 0, 3, 55],
  1365. [42, 6, 55, 0, 3, 69],
  1366. [28, 11, 69, 1, 3, 75],
  1367. [11, 0, 29, 0, 3, 31],
  1368. [0, 1, 0, 0, 3, 1],
  1369. [0, 6, 0, 0, 3, 6],
  1370. [0, 0, 0, 0, 3, 0],
  1371. [0, 0, 0, 0, 3, 0],
  1372. [20, 51, 53, 0, 3, 76],
  1373. [88, 123, 227, 2, 3, 272],
  1374. [166, 33, 95, 0, 3, 194],
  1375. [171, 154, 148, 0, 3, 273],
  1376. [81, 56, 164, 1, 3, 191],
  1377. [106, 236, 115, 0, 3, 283],
  1378. [54, 99, 120, 0, 1, 164],
  1379. [53, 51, 46, 0, 1, 86]]
  1380.  
  1381. def stats_calculate_all(X_data):
  1382. stats_all_names = ['len', 'min', 'max', 'mean', 'std',]
  1383.  
  1384. xnp = np.array(X_data)
  1385. n = len(X_data)
  1386. if n == 0:
  1387. values = [0 for i in range(len(stats_all_names))]
  1388. return values, stats_all_names
  1389. values = []
  1390. vmin = float(min(xnp))
  1391. if vmin < 1:
  1392. offset = 1 + abs(vmin)
  1393. else:
  1394. offset = 0
  1395. vmax = float(max(xnp))
  1396. vmean = float(np.mean(xnp))
  1397. vstd = float(np.std(xnp))
  1398. values.append(vmin)
  1399. values.append(vmax)
  1400. values.append(vmean)
  1401. values.append(vstd)
  1402. return values, stats_all_names
  1403.  
  1404.  
  1405. if __name__ == "__main__":
  1406. x = np.array(X_data)
  1407. shift = 1
  1408. w_long = input()
  1409. w_short = input()
  1410. for i in range(max(w_short, w_long), len(X_data), shift):
  1411. row=[]
  1412. for j in range(x.shape[1]):
  1413. x_winow_long = x[i - w_long:i, j]
  1414. x_winow_short = x[i - w_short:i, j]
  1415. s1, stat_names = stats_calculate_all(x_winow_long)
  1416. s2, _ = stats_calculate_all(x_winow_short)
  1417. long_MVA = s1[2]
  1418. short_MVA = s2[2]
  1419. row.extend([round(x[i, j],2), round(long_MVA,2), round(short_MVA,2),round(long_MVA-short_MVA,2)])
  1420. row=[round(r,2) for r in row]
  1421. print (i,row)
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