本教程会依次讲解Pandora平台下的:logkit、工作流、日志分析服务、时序数据库;共4项服务,其中还会用到一个Grafana应用,通常情况下,这些组件已经可以满足我们日常的大数据采集、计算、存储、分析需求。

    我们以一个虚构的传感器采集数据场景来开始本教程。

    这个场景大概讲述了两个类型的传感器sensor1和sensor2分别在两个地点采集蝴蝶和蜜蜂的数量;

    首先我们来看一下准备数据的格式和解释:

    1. collection_time 数据采集时间
    2. butterflies 蝴蝶数量
    3. honeybees 蜜蜂数量
    4. location 采集地点
    5. sensor 采集器类型

    这些样例数据假设以如下格式存放在我电脑的/usr/local/action.log地址中:

    !> 注意:数据是虚拟的,从2018-01-02的中午12点——下午5点,每10秒一条,共计1800条。

    1. 以下是虚构的1800条数据的详细内容:
    2. 2018-01-02T04:00:00Z,20,15,1,sensor1
    3. 2018-01-02T04:00:10Z,58,12,1,sensor1
    4. 2018-01-02T04:00:20Z,58,48,1,sensor1
    5. 2018-01-02T04:00:30Z,33,82,1,sensor2
    6. 2018-01-02T04:00:40Z,49,82,1,sensor2
    7. 2018-01-02T04:00:50Z,29,64,1,sensor2
    8. 2018-01-02T04:01:00Z,99,21,1,sensor1
    9. 2018-01-02T04:01:10Z,30,42,2,sensor1
    10. 2018-01-02T04:01:20Z,46,83,2,sensor2
    11. 2018-01-02T04:01:30Z,86,66,2,sensor2
    12. 2018-01-02T04:01:40Z,53,37,2,sensor2
    13. 2018-01-02T04:01:50Z,56,94,1,sensor1
    14. 2018-01-02T04:02:00Z,62,69,1,sensor1
    15. 2018-01-02T04:02:10Z,43,69,1,sensor1
    16. 2018-01-02T04:02:20Z,64,74,2,sensor2
    17. 2018-01-02T04:02:30Z,64,19,1,sensor1
    18. 2018-01-02T04:02:40Z,67,62,2,sensor1
    19. 2018-01-02T04:02:50Z,14,66,2,sensor2
    20. 2018-01-02T04:03:00Z,16,29,1,sensor1
    21. 2018-01-02T04:03:10Z,100,98,2,sensor1
    22. 2018-01-02T04:03:20Z,68,89,1,sensor1
    23. 2018-01-02T04:03:30Z,10,84,1,sensor1
    24. 2018-01-02T04:03:40Z,97,16,1,sensor2
    25. 2018-01-02T04:03:50Z,21,94,2,sensor2
    26. 2018-01-02T04:04:00Z,23,25,2,sensor2
    27. 2018-01-02T04:04:10Z,99,95,2,sensor1
    28. 2018-01-02T04:04:20Z,27,72,2,sensor2
    29. 2018-01-02T04:04:30Z,13,61,1,sensor1
    30. 2018-01-02T04:04:40Z,14,68,1,sensor1
    31. 2018-01-02T04:04:50Z,29,58,2,sensor2
    32. 2018-01-02T04:05:00Z,82,90,1,sensor2
    33. 2018-01-02T04:05:10Z,43,45,2,sensor2
    34. 2018-01-02T04:05:20Z,57,92,1,sensor1
    35. 2018-01-02T04:05:30Z,16,92,1,sensor1
    36. 2018-01-02T04:05:40Z,88,34,1,sensor1
    37. 2018-01-02T04:05:50Z,89,40,1,sensor1
    38. 2018-01-02T04:06:00Z,28,40,1,sensor2
    39. 2018-01-02T04:06:10Z,85,60,2,sensor1
    40. 2018-01-02T04:06:20Z,80,21,2,sensor1
    41. 2018-01-02T04:06:30Z,91,53,2,sensor1
    42. 2018-01-02T04:06:40Z,73,13,2,sensor1
    43. 2018-01-02T04:06:50Z,33,46,1,sensor2
    44. 2018-01-02T04:07:00Z,61,98,1,sensor2
    45. 2018-01-02T04:07:10Z,97,93,1,sensor2
    46. 2018-01-02T04:07:20Z,77,53,2,sensor2
    47. 2018-01-02T04:07:30Z,31,65,2,sensor2
    48. 2018-01-02T04:07:40Z,70,64,1,sensor1
    49. 2018-01-02T04:07:50Z,56,18,2,sensor1
    50. 2018-01-02T04:08:00Z,43,88,1,sensor1
    51. 2018-01-02T04:08:10Z,86,48,1,sensor2
    52. 2018-01-02T04:08:20Z,31,80,2,sensor1
    53. 2018-01-02T04:08:30Z,18,25,1,sensor1
    54. 2018-01-02T04:08:40Z,72,42,2,sensor1
    55. 2018-01-02T04:08:50Z,74,94,1,sensor2
    56. 2018-01-02T04:09:00Z,98,92,2,sensor2
    57. 2018-01-02T04:09:10Z,17,92,1,sensor2
    58. 2018-01-02T04:09:20Z,27,52,2,sensor2
    59. 2018-01-02T04:09:30Z,15,68,2,sensor2
    60. 2018-01-02T04:09:40Z,31,27,1,sensor2
    61. 2018-01-02T04:09:50Z,44,75,1,sensor2
    62. 2018-01-02T04:10:00Z,57,69,2,sensor2
    63. 2018-01-02T04:10:10Z,54,33,2,sensor1
    64. 2018-01-02T04:10:20Z,52,13,1,sensor1
    65. 2018-01-02T04:10:30Z,47,99,2,sensor2
    66. 2018-01-02T04:10:40Z,85,87,1,sensor2
    67. 2018-01-02T04:10:50Z,34,69,1,sensor2
    68. 2018-01-02T04:11:00Z,33,13,2,sensor2
    69. 2018-01-02T04:11:10Z,26,87,1,sensor1
    70. 2018-01-02T04:11:20Z,40,65,2,sensor2
    71. 2018-01-02T04:11:30Z,90,13,1,sensor2
    72. 2018-01-02T04:11:40Z,40,95,1,sensor1
    73. 2018-01-02T04:11:50Z,32,74,2,sensor1
    74. 2018-01-02T04:12:00Z,29,86,2,sensor1
    75. 2018-01-02T04:12:10Z,69,39,2,sensor2
    76. 2018-01-02T04:12:20Z,83,62,2,sensor1
    77. 2018-01-02T04:12:30Z,19,16,1,sensor1
    78. 2018-01-02T04:12:40Z,28,19,1,sensor2
    79. 2018-01-02T04:12:50Z,37,66,1,sensor2
    80. 2018-01-02T04:13:00Z,90,47,2,sensor1
    81. 2018-01-02T04:13:10Z,38,47,1,sensor1
    82. 2018-01-02T04:13:20Z,35,23,2,sensor2
    83. 2018-01-02T04:13:30Z,84,46,1,sensor1
    84. 2018-01-02T04:13:40Z,45,85,1,sensor2
    85. 2018-01-02T04:13:50Z,26,15,1,sensor1
    86. 2018-01-02T04:14:00Z,44,58,2,sensor2
    87. 2018-01-02T04:14:10Z,40,16,1,sensor2
    88. 2018-01-02T04:14:20Z,83,76,1,sensor2
    89. 2018-01-02T04:14:30Z,10,15,1,sensor1
    90. 2018-01-02T04:14:40Z,45,10,1,sensor2
    91. 2018-01-02T04:14:50Z,92,60,2,sensor1
    92. 2018-01-02T04:15:00Z,35,95,2,sensor2
    93. 2018-01-02T04:15:10Z,79,13,1,sensor2
    94. 2018-01-02T04:15:20Z,51,25,1,sensor1
    95. 2018-01-02T04:15:30Z,26,27,1,sensor1
    96. 2018-01-02T04:15:40Z,100,31,1,sensor2
    97. 2018-01-02T04:15:50Z,74,21,2,sensor2
    98. 2018-01-02T04:16:00Z,72,52,1,sensor2
    99. 2018-01-02T04:16:10Z,60,79,1,sensor2
    100. 2018-01-02T04:16:20Z,89,85,2,sensor1
    101. 2018-01-02T04:16:30Z,89,29,1,sensor2
    102. 2018-01-02T04:16:40Z,19,36,2,sensor1
    103. 2018-01-02T04:16:50Z,80,21,1,sensor2
    104. 2018-01-02T04:17:00Z,34,25,2,sensor1
    105. 2018-01-02T04:17:10Z,97,68,2,sensor1
    106. 2018-01-02T04:17:20Z,85,90,2,sensor2
    107. 2018-01-02T04:17:30Z,57,29,1,sensor2
    108. 2018-01-02T04:17:40Z,97,74,1,sensor1
    109. 2018-01-02T04:17:50Z,79,40,1,sensor2
    110. 2018-01-02T04:18:00Z,24,81,1,sensor2
    111. 2018-01-02T04:18:10Z,10,58,2,sensor2
    112. 2018-01-02T04:18:20Z,80,85,1,sensor2
    113. 2018-01-02T04:18:30Z,78,84,2,sensor2
    114. 2018-01-02T04:18:40Z,73,76,1,sensor1
    115. 2018-01-02T04:18:50Z,60,64,1,sensor2
    116. 2018-01-02T04:19:00Z,11,45,2,sensor2
    117. 2018-01-02T04:19:10Z,62,51,2,sensor1
    118. 2018-01-02T04:19:20Z,47,97,1,sensor2
    119. 2018-01-02T04:19:30Z,39,50,2,sensor1
    120. 2018-01-02T04:19:40Z,32,58,1,sensor2
    121. 2018-01-02T04:19:50Z,98,64,2,sensor1
    122. 2018-01-02T04:20:00Z,51,43,1,sensor1
    123. 2018-01-02T04:20:10Z,53,67,1,sensor2
    124. 2018-01-02T04:20:20Z,36,42,1,sensor2
    125. 2018-01-02T04:20:30Z,49,38,1,sensor2
    126. 2018-01-02T04:20:40Z,28,91,1,sensor2
    127. 2018-01-02T04:20:50Z,26,67,1,sensor1
    128. 2018-01-02T04:21:00Z,88,92,1,sensor1
    129. 2018-01-02T04:21:10Z,99,61,2,sensor2
    130. 2018-01-02T04:21:20Z,86,76,1,sensor1
    131. 2018-01-02T04:21:30Z,61,76,1,sensor1
    132. 2018-01-02T04:21:40Z,41,29,2,sensor1
    133. 2018-01-02T04:21:50Z,53,94,2,sensor1
    134. 2018-01-02T04:22:00Z,24,83,1,sensor1
    135. 2018-01-02T04:22:10Z,26,74,2,sensor1
    136. 2018-01-02T04:22:20Z,63,80,1,sensor2
    137. 2018-01-02T04:22:30Z,25,89,2,sensor1
    138. 2018-01-02T04:22:40Z,31,83,2,sensor1
    139. 2018-01-02T04:22:50Z,91,47,2,sensor2
    140. 2018-01-02T04:23:00Z,47,46,1,sensor2
    141. 2018-01-02T04:23:10Z,49,18,1,sensor2
    142. 2018-01-02T04:23:20Z,28,25,2,sensor1
    143. 2018-01-02T04:23:30Z,54,29,1,sensor1
    144. 2018-01-02T04:23:40Z,38,59,2,sensor2
    145. 2018-01-02T04:23:50Z,65,90,2,sensor2
    146. 2018-01-02T04:24:00Z,11,18,1,sensor2
    147. 2018-01-02T04:24:10Z,29,76,1,sensor2
    148. 2018-01-02T04:24:20Z,76,34,1,sensor1
    149. 2018-01-02T04:24:30Z,15,58,2,sensor1
    150. 2018-01-02T04:24:40Z,72,22,2,sensor1
    151. 2018-01-02T04:24:50Z,80,37,1,sensor1
    152. 2018-01-02T04:25:00Z,39,52,2,sensor2
    153. 2018-01-02T04:25:10Z,89,43,2,sensor2
    154. 2018-01-02T04:25:20Z,84,16,1,sensor2
    155. 2018-01-02T04:25:30Z,43,52,2,sensor1
    156. 2018-01-02T04:25:40Z,46,33,1,sensor1
    157. 2018-01-02T04:25:50Z,33,64,1,sensor2
    158. 2018-01-02T04:26:00Z,68,71,2,sensor1
    159. 2018-01-02T04:26:10Z,29,27,1,sensor2
    160. 2018-01-02T04:26:20Z,20,38,2,sensor1
    161. 2018-01-02T04:26:30Z,43,46,1,sensor2
    162. 2018-01-02T04:26:40Z,58,58,2,sensor1
    163. 2018-01-02T04:26:50Z,84,59,1,sensor2
    164. 2018-01-02T04:27:00Z,97,71,2,sensor1
    165. 2018-01-02T04:27:10Z,99,13,1,sensor2
    166. 2018-01-02T04:27:20Z,14,69,2,sensor2
    167. 2018-01-02T04:27:30Z,60,65,1,sensor2
    168. 2018-01-02T04:27:40Z,40,50,1,sensor2
    169. 2018-01-02T04:27:50Z,90,75,2,sensor2
    170. 2018-01-02T04:28:00Z,79,20,1,sensor1
    171. 2018-01-02T04:28:10Z,35,12,2,sensor2
    172. 2018-01-02T04:28:20Z,53,13,2,sensor2
    173. 2018-01-02T04:28:30Z,98,66,2,sensor1
    174. 2018-01-02T04:28:40Z,62,64,1,sensor2
    175. 2018-01-02T04:28:50Z,30,63,2,sensor2
    176. 2018-01-02T04:29:00Z,76,47,1,sensor2
    177. 2018-01-02T04:29:10Z,72,78,1,sensor1
    178. 2018-01-02T04:29:20Z,56,59,2,sensor1
    179. 2018-01-02T04:29:30Z,20,75,1,sensor2
    180. 2018-01-02T04:29:40Z,18,68,2,sensor1
    181. 2018-01-02T04:29:50Z,75,88,2,sensor2
    182. 2018-01-02T04:30:00Z,42,14,1,sensor2
    183. 2018-01-02T04:30:10Z,16,36,1,sensor1
    184. 2018-01-02T04:30:20Z,27,62,1,sensor2
    185. 2018-01-02T04:30:30Z,78,20,1,sensor2
    186. 2018-01-02T04:30:40Z,72,84,2,sensor2
    187. 2018-01-02T04:30:50Z,92,79,2,sensor2
    188. 2018-01-02T04:31:00Z,11,53,1,sensor1
    189. 2018-01-02T04:31:10Z,29,10,1,sensor1
    190. 2018-01-02T04:31:20Z,12,54,2,sensor1
    191. 2018-01-02T04:31:30Z,73,80,1,sensor2
    192. 2018-01-02T04:31:40Z,17,16,1,sensor1
    193. 2018-01-02T04:31:50Z,81,66,1,sensor2
    194. 2018-01-02T04:32:00Z,12,77,2,sensor1
    195. 2018-01-02T04:32:10Z,59,59,1,sensor2
    196. 2018-01-02T04:32:20Z,33,33,1,sensor1
    197. 2018-01-02T04:32:30Z,84,100,2,sensor2
    198. 2018-01-02T04:32:40Z,40,69,2,sensor2
    199. 2018-01-02T04:32:50Z,98,81,1,sensor1
    200. 2018-01-02T04:33:00Z,73,57,1,sensor1
    201. 2018-01-02T04:33:10Z,100,73,2,sensor1
    202. 2018-01-02T04:33:20Z,78,59,2,sensor2
    203. 2018-01-02T04:33:30Z,75,67,1,sensor2
    204. 2018-01-02T04:33:40Z,11,65,2,sensor2
    205. 2018-01-02T04:33:50Z,30,91,1,sensor1
    206. 2018-01-02T04:34:00Z,30,45,2,sensor1
    207. 2018-01-02T04:34:10Z,56,25,1,sensor1
    208. 2018-01-02T04:34:20Z,22,16,1,sensor2
    209. 2018-01-02T04:34:30Z,18,18,2,sensor1
    210. 2018-01-02T04:34:40Z,56,22,2,sensor1
    211. 2018-01-02T04:34:50Z,36,40,1,sensor1
    212. 2018-01-02T04:35:00Z,34,77,2,sensor1
    213. 2018-01-02T04:35:10Z,18,17,1,sensor2
    214. 2018-01-02T04:35:20Z,22,67,1,sensor2
    215. 2018-01-02T04:35:30Z,51,95,1,sensor2
    216. 2018-01-02T04:35:40Z,84,92,2,sensor1
    217. 2018-01-02T04:35:50Z,53,82,1,sensor1
    218. 2018-01-02T04:36:00Z,33,21,2,sensor1
    219. 2018-01-02T04:36:10Z,21,37,2,sensor1
    220. 2018-01-02T04:36:20Z,19,27,1,sensor1
    221. 2018-01-02T04:36:30Z,59,39,2,sensor1
    222. 2018-01-02T04:36:40Z,75,19,2,sensor2
    223. 2018-01-02T04:36:50Z,78,41,2,sensor2
    224. 2018-01-02T04:37:00Z,11,47,1,sensor1
    225. 2018-01-02T04:37:10Z,46,86,1,sensor1
    226. 2018-01-02T04:37:20Z,42,16,2,sensor1
    227. 2018-01-02T04:37:30Z,99,26,1,sensor2
    228. 2018-01-02T04:37:40Z,33,11,2,sensor1
    229. 2018-01-02T04:37:50Z,35,33,1,sensor1
    230. 2018-01-02T04:38:00Z,41,92,1,sensor2
    231. 2018-01-02T04:38:10Z,82,73,2,sensor2
    232. 2018-01-02T04:38:20Z,83,28,1,sensor1
    233. 2018-01-02T04:38:30Z,29,29,2,sensor1
    234. 2018-01-02T04:38:40Z,72,85,1,sensor2
    235. 2018-01-02T04:38:50Z,92,16,2,sensor1
    236. 2018-01-02T04:39:00Z,24,93,2,sensor2
    237. 2018-01-02T04:39:10Z,70,56,1,sensor2
    238. 2018-01-02T04:39:20Z,34,36,2,sensor1
    239. 2018-01-02T04:39:30Z,58,31,1,sensor2
    240. 2018-01-02T04:39:40Z,72,88,1,sensor2
    241. 2018-01-02T04:39:50Z,84,80,2,sensor2
    242. 2018-01-02T04:40:00Z,73,99,2,sensor1
    243. 2018-01-02T04:40:10Z,71,99,1,sensor2
    244. 2018-01-02T04:40:20Z,69,76,2,sensor1
    245. 2018-01-02T04:40:30Z,79,55,2,sensor1
    246. 2018-01-02T04:40:40Z,19,53,2,sensor1
    247. 2018-01-02T04:40:50Z,46,86,1,sensor2
    248. 2018-01-02T04:41:00Z,24,93,2,sensor1
    249. 2018-01-02T04:41:10Z,11,49,2,sensor2
    250. 2018-01-02T04:41:20Z,58,27,1,sensor2
    251. 2018-01-02T04:41:30Z,80,18,1,sensor1
    252. 2018-01-02T04:41:40Z,88,89,1,sensor1
    253. 2018-01-02T04:41:50Z,37,37,1,sensor2
    254. 2018-01-02T04:42:00Z,24,45,2,sensor1
    255. 2018-01-02T04:42:10Z,58,47,1,sensor1
    256. 2018-01-02T04:42:20Z,92,97,1,sensor1
    257. 2018-01-02T04:42:30Z,43,46,1,sensor2
    258. 2018-01-02T04:42:40Z,17,99,2,sensor2
    259. 2018-01-02T04:42:50Z,10,100,2,sensor1
    260. 2018-01-02T04:43:00Z,99,37,2,sensor1
    261. 2018-01-02T04:43:10Z,53,60,2,sensor1
    262. 2018-01-02T04:43:20Z,46,30,2,sensor1
    263. 2018-01-02T04:43:30Z,32,20,1,sensor2
    264. 2018-01-02T04:43:40Z,27,97,2,sensor2
    265. 2018-01-02T04:43:50Z,15,60,2,sensor1
    266. 2018-01-02T04:44:00Z,53,88,2,sensor1
    267. 2018-01-02T04:44:10Z,96,72,2,sensor1
    268. 2018-01-02T04:44:20Z,96,44,1,sensor2
    269. 2018-01-02T04:44:30Z,12,35,2,sensor1
    270. 2018-01-02T04:44:40Z,84,57,1,sensor1
    271. 2018-01-02T04:44:50Z,56,69,1,sensor2
    272. 2018-01-02T04:45:00Z,41,26,2,sensor2
    273. 2018-01-02T04:45:10Z,90,83,2,sensor2
    274. 2018-01-02T04:45:20Z,65,53,2,sensor1
    275. 2018-01-02T04:45:30Z,74,85,1,sensor2
    276. 2018-01-02T04:45:40Z,90,92,2,sensor1
    277. 2018-01-02T04:45:50Z,32,82,1,sensor2
    278. 2018-01-02T04:46:00Z,82,66,2,sensor2
    279. 2018-01-02T04:46:10Z,13,27,1,sensor1
    280. 2018-01-02T04:46:20Z,95,87,2,sensor2
    281. 2018-01-02T04:46:30Z,18,31,1,sensor1
    282. 2018-01-02T04:46:40Z,21,19,1,sensor1
    283. 2018-01-02T04:46:50Z,98,25,1,sensor1
    284. 2018-01-02T04:47:00Z,56,90,1,sensor2
    285. 2018-01-02T04:47:10Z,83,80,2,sensor2
    286. 2018-01-02T04:47:20Z,71,75,2,sensor1
    287. 2018-01-02T04:47:30Z,17,38,1,sensor2
    288. 2018-01-02T04:47:40Z,86,44,2,sensor1
    289. 2018-01-02T04:47:50Z,49,44,2,sensor2
    290. 2018-01-02T04:48:00Z,73,45,1,sensor1
    291. 2018-01-02T04:48:10Z,31,48,2,sensor1
    292. 2018-01-02T04:48:20Z,70,24,2,sensor2
    293. 2018-01-02T04:48:30Z,62,59,1,sensor1
    294. 2018-01-02T04:48:40Z,33,36,1,sensor1
    295. 2018-01-02T04:48:50Z,49,89,2,sensor1
    296. 2018-01-02T04:49:00Z,67,83,1,sensor1
    297. 2018-01-02T04:49:10Z,39,75,1,sensor1
    298. 2018-01-02T04:49:20Z,48,44,2,sensor2
    299. 2018-01-02T04:49:30Z,59,92,2,sensor1
    300. 2018-01-02T04:49:40Z,88,14,2,sensor2
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