mirror of
https://github.com/Unidata/python-awips.git
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331 lines
128 KiB
Text
331 lines
128 KiB
Text
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Radar access with python-awips"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 25,
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"metadata": {
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"collapsed": false
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"record.getDataTime() = 2016-03-15 16:48:22\n",
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"record.getLongitude() = -104.546\n",
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"record.getLatitude() = 39.786\n",
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"record.getElevation() = 5610.0\n",
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"record.getElevationNumber() = 1\n",
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"record.getTrueElevationAngle() = 0.5\n",
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"record.getVolumeCoveragePattern() = 32\n",
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"(360,)\n",
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"(1201,)\n",
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"[ 230. 231. 232. 233. 234. 235. 236. 237. 238. 239. 240. 241.\n",
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" 242. 243. 244. 245. 246. 247. 248. 249. 250. 251. 252. 253.\n",
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" 254. 255. 256. 257. 258. 259. 260. 261. 262. 263. 264. 265.\n",
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" 266. 267. 268. 269. 270. 271. 272. 273. 274. 275. 276. 277.\n",
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" 278. 279. 280. 281. 282. 283. 284. 285. 286. 287. 288. 289.\n",
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" 290. 291. 292. 293. 294. 295. 296. 297. 298. 299. 300. 301.\n",
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" 302. 303. 304. 305. 306. 307. 308. 309. 310. 311. 312. 313.\n",
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" 314. 315. 316. 317. 318. 319. 320. 321. 322. 323. 324. 325.\n",
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" 326. 327. 328. 329. 330. 331. 332. 333. 334. 335. 336. 337.\n",
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" 338. 339. 340. 341. 342. 343. 344. 345. 346. 347. 348. 349.\n",
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" 350. 351. 352. 353. 354. 355. 356. 357. 358. 359. 0. 1.\n",
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" 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13.\n",
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" 14. 15. 16. 17. 18. 19. 20. 21. 22. 23. 24. 25.\n",
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" 26. 27. 28. 29. 30. 31. 32. 33. 34. 35. 36. 37.\n",
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" 38. 39. 40. 41. 42. 43. 44. 45. 46. 47. 48. 49.\n",
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" 50. 51. 52. 53. 54. 55. 56. 57. 58. 59. 60. 61.\n",
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" 62. 63. 64. 65. 66. 67. 68. 69. 70. 71. 72. 73.\n",
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" 74. 75. 76. 77. 78. 79. 80. 81. 82. 83. 84. 85.\n",
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" 86. 87. 88. 89. 90. 91. 92. 93. 94. 95. 96. 97.\n",
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" 98. 99. 100. 101. 102. 103. 104. 105. 106. 107. 108. 109.\n",
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" 110. 111. 112. 113. 114. 115. 116. 117. 118. 119. 120. 121.\n",
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" 122. 123. 124. 125. 126. 127. 128. 129. 130. 131. 132. 133.\n",
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" 134. 135. 136. 137. 138. 139. 140. 141. 142. 143. 144. 145.\n",
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" 146. 147. 148. 149. 150. 151. 152. 153. 154. 155. 156. 157.\n",
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" 158. 159. 160. 161. 162. 163. 164. 165. 166. 167. 168. 169.\n",
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" 170. 171. 172. 173. 174. 175. 176. 177. 178. 179. 180. 181.\n",
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" 182. 183. 184. 185. 186. 187. 188. 189. 190. 191. 192. 193.\n",
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" 194. 195. 196. 197. 198. 199. 200. 201. 202. 203. 204. 205.\n",
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" 206. 207. 208. 209. 210. 211. 212. 213. 214. 215. 216. 217.\n",
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" 218. 219. 220. 221. 222. 223. 224. 225. 226. 227. 228. 229.]\n",
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"[ 0. 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11.\n",
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" 12. 13. 14. 15. 16. 17. 18. 19. 20. 21. 22. 23.\n",
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" 24. 25. 26. 27. 28. 29. 30. 31. 32. 33. 34. 35.\n",
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" 36. 37. 38. 39. 40. 41. 42. 43. 44. 45. 46. 47.\n",
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" 48. 49. 50. 51. 52. 53. 54. 55. 56. 57. 58. 59.\n",
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" 60. 61. 62. 63. 64. 65. 66. 67. 68. 69. 70. 71.\n",
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" 84. 85. 86. 87. 88. 89. 90. 91. 92. 93. 94. 95.\n",
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" 96. 97. 98. 99. 100. 101. 102. 103. 104. 105. 106. 107.\n",
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" 108. 109. 110. 111. 112. 113. 114. 115. 116. 117. 118. 119.\n",
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" 120. 121. 122. 123. 124. 125. 126. 127. 128. 129. 130. 131.\n",
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" 132. 133. 134. 135. 136. 137. 138. 139. 140. 141. 142. 143.\n",
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" 144. 145. 146. 147. 148. 149. 150. 151. 152. 153. 154. 155.\n",
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" 156. 157. 158. 159. 160. 161. 162. 163. 164. 165. 166. 167.\n",
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" 168. 169. 170. 171. 172. 173. 174. 175. 176. 177. 178. 179.\n",
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" 180. 181. 182. 183. 184. 185. 186. 187. 188. 189. 190. 191.\n",
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" 192. 193. 194. 195. 196. 197. 198. 199. 200. 201. 202. 203.\n",
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" 204. 205. 206. 207. 208. 209. 210. 211. 212. 213. 214. 215.\n",
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" 216. 217. 218. 219. 220. 221. 222. 223. 224. 225. 226. 227.\n",
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" 228. 229. 230. 231. 232. 233. 234. 235. 236. 237. 238. 239.\n",
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" 240. 241. 242. 243. 244. 245. 246. 247. 248. 249. 250. 251.\n",
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" 252. 253. 254. 255. 256. 257. 258. 259. 260. 261. 262. 263.\n",
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" 264. 265. 266. 267. 268. 269. 270. 271. 272. 273. 274. 275.\n",
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" 276. 277. 278. 279. 280. 281. 282. 283. 284. 285. 286. 287.\n",
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" 288. 289. 290. 291. 292. 293. 294. 295. 296. 297. 298. 299.\n",
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" 300. 301. 302. 303. 304. 305. 306. 307. 308. 309. 310. 311.\n",
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" 312. 313. 314. 315. 316. 317. 318. 319. 320. 321. 322. 323.\n",
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" 324. 325. 326. 327. 328. 329. 330. 331. 332. 333. 334. 335.\n",
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" 336. 337. 338. 339. 340. 341. 342. 343. 344. 345. 346. 347.\n",
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" 348. 349. 350. 351. 352. 353. 354. 355. 356. 357. 358. 359.\n",
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" 360. 361. 362. 363. 364. 365. 366. 367. 368. 369. 370. 371.\n",
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" 372. 373. 374. 375. 376. 377. 378. 379. 380. 381. 382. 383.\n",
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" 384. 385. 386. 387. 388. 389. 390. 391. 392. 393. 394. 395.\n",
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" 396. 397. 398. 399. 400. 401. 402. 403. 404. 405. 406. 407.\n",
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" 408. 409. 410. 411. 412. 413. 414. 415. 416. 417. 418. 419.\n",
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" 420. 421. 422. 423. 424. 425. 426. 427. 428. 429. 430. 431.\n",
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" 432. 433. 434. 435. 436. 437. 438. 439. 440. 441. 442. 443.\n",
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" 444. 445. 446. 447. 448. 449. 450. 451. 452. 453. 454. 455.\n",
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" 456. 457. 458. 459. 460.]\n",
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"200.0\n",
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"radar_common.get_data_type(azdat) = radial\n",
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"xLen = 460\n",
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"yLen = 360\n"
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]
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}
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],
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"source": [
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"from datetime import datetime\n",
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"from datetime import timedelta\n",
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"\n",
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"from awips.dataaccess import DataAccessLayer\n",
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"from awips import ThriftClient\n",
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"import radar_common\n",
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"\n",
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"from dynamicserialize.dstypes.com.raytheon.uf.common.time import TimeRange\n",
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"from dynamicserialize.dstypes.com.raytheon.uf.common.dataplugin.level import Level\n",
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"from dynamicserialize.dstypes.com.raytheon.uf.common.dataplugin.radar.request import GetRadarDataRecordRequest\n",
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"import numpy as np\n",
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"\n",
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" \n",
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"def encode_data(yLen, xLen, array):\n",
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" nxy = yLen*xLen\n",
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" j = 0\n",
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" msg = \"\"\n",
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" while j<nxy :\n",
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" i = 0\n",
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" while i<xLen :\n",
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" if array[i+j]<0 :\n",
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" msg += str(256+array[i+j]) + \" \"\n",
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" else :\n",
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" msg += str(array[i+j]) + \" \"\n",
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" i += 1\n",
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" msg += \"\\n\"\n",
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" j += xLen\n",
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" return msg[0:-1]\n",
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"\n",
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"\n",
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"# EDEXIngest /data_store/radar/FTG/DHR/SDUS55_FTG_DHR_151639_426761196.rad \n",
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"dateTimeStr = \"2016-03-15 16:48\"\n",
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"slop = 300\n",
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"client = ThriftClient.ThriftClient(\"edex-cloud.unidata.ucar.edu\")\n",
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"dateTime = datetime.strptime(dateTimeStr, \"%Y-%m-%d %H:%M\")\n",
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"beginRange = dateTime - timedelta(0, slop)\n",
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"endRange = dateTime + timedelta(0, slop)\n",
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"timerange = TimeRange(beginRange, endRange)\n",
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"#print \"Requesting \", beginRange, \"to\", endRange\n",
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"\n",
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"# Perform a GetRadarHDF5Request\n",
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"request = GetRadarDataRecordRequest()\n",
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"# must be lower case here\n",
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"request.setRadarId(\"kftg\")\n",
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"request.setPrimaryElevationAngle(\"0.5\")\n",
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"request.setProductCode(94)\n",
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"request.setTimeRange(timerange)\n",
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"response = client.sendRequest(request)\n",
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"\n",
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"if response.getData():\n",
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" for record in response.getData():\n",
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" idra = record.getHdf5Data()\n",
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" rdat,azdat,depVals,threshVals = radar_common.get_hdf5_data(idra)\n",
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"\n",
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" dim = rdat.getDimension()\n",
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" yLen = rdat.getSizes()[0]\n",
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" xLen = rdat.getSizes()[1]\n",
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" # byte[] -- the raw data\n",
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" array = rdat.getByteData()\n",
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" arraySize = len(array)\n",
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" # get data for azimuth angles if we have them.\n",
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" if azdat :\n",
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" azVals = azdat.getFloatData()\n",
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" azValsLen = len(azVals)\n",
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" #msg = radar_common.get_header(record, format, xLen, yLen, azdat, \"description\")\n",
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" header = radar_common.get_header(record, format, xLen, yLen, azdat, \"description\")\n",
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" print \"record.getDataTime() =\",record.getDataTime()\n",
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" print \"record.getLongitude() =\",record.getLongitude()\n",
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" print \"record.getLatitude() =\",record.getLatitude()\n",
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" print \"record.getElevation() =\",record.getElevation()\n",
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" print \"record.getElevationNumber() =\",record.getElevationNumber()\n",
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" print \"record.getTrueElevationAngle() =\",record.getTrueElevationAngle()\n",
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" print \"record.getVolumeCoveragePattern() =\",record.getVolumeCoveragePattern()\n",
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" dattyp = radar_common.get_data_type(azdat)\n",
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" radialArray = np.array(radar_common.encode_radial(azVals))\n",
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" print radialArray.shape\n",
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" print rng.shape\n",
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" print radialArray\n",
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" rng = np.linspace(0, xLen, xLen + 1)\n",
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" print rng\n",
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" print rng[200]\n",
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" #print radar_common.encode_dep_vals(depVals)\n",
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" #print radar_common.encode_thresh_vals(threshVals)\n",
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" print \"radar_common.get_data_type(azdat) =\", dattyp\n",
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" print \"xLen =\",xLen\n",
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" print \"yLen =\", yLen\n",
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" #print header\n",
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"\n",
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" #msg += radar_common.encode_thresh_vals(threshVals)\n",
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" #msg += radar_common.encode_dep_vals(depVals)\n",
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" #if azdat :\n",
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" # msg += radar_common.encode_radial(azVals)\n",
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" #msg += encode_data(yLen, xLen, radialArray)\n",
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" #print msg\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": []
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},
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{
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"cell_type": "code",
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"execution_count": 24,
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"metadata": {
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"collapsed": false
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"max range 460.0\n",
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"(361,)\n",
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"(461,)\n",
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"max range 300.0\n",
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"(361,)\n",
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"(1201,)\n"
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]
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},
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{
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"data": {
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"image/png": 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Ea4FLC9GXt3erSk7pygEUOXPUJngOV06rfXfkrNI4clKhkxzIaxmccN/E8Nis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\nyMWQFP88vJ9k+hjmdpw6C1xi940DshSoxTCGQzMVlStjpw0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pWw20Km5j2FpLAQDZBZhy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XS/E4TTTFhFzqWCFVyI394exjAyEXEklZBNoMthW5Lkdxe2fn0u27Pn1CLjY/N/6wqQu5FGZC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\nCPGda/avBUKIvyyE+CdCiC8LIX5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|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7f39713d4450>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"from numpy import ma\n",
|
|
"\n",
|
|
"from metpy.cbook import get_test_data\n",
|
|
"from metpy.io.nexrad import Level3File\n",
|
|
"from metpy.plots import ctables\n",
|
|
"\n",
|
|
"%matplotlib inline\n",
|
|
"\n",
|
|
"fig, axes = plt.subplots(1, 2, figsize=(15, 8))\n",
|
|
"for v, ctable, ax in zip(('N0Q', 'N0U'), ('NWSReflectivity', 'NWSVelocity'), axes):\n",
|
|
" # Open the file\n",
|
|
" name = get_test_data('nids/KOUN_SDUS54_%sTLX_201305202016' % v, as_file_obj=False)\n",
|
|
" f = Level3File(name)\n",
|
|
"\n",
|
|
" # Pull the data out of the file object\n",
|
|
" datadict = f.sym_block[0][0]\n",
|
|
"\n",
|
|
" # Turn into an array, then mask\n",
|
|
" data = ma.array(datadict['data'])\n",
|
|
" data[data==0] = ma.masked\n",
|
|
"\n",
|
|
" # Grab azimuths and calculate a range based on number of gates\n",
|
|
" #print datadict['start_az']\n",
|
|
" #print datadict['end_az']\n",
|
|
" az = np.array(datadict['start_az'] + [datadict['end_az'][-1]])\n",
|
|
" rng = np.linspace(0, f.max_range, data.shape[-1] + 1)\n",
|
|
" #print v, data.shape\n",
|
|
" print \"max range\", f.max_range\n",
|
|
" print az.shape\n",
|
|
" print rng.shape\n",
|
|
" # Convert az,range to x,y\n",
|
|
" xlocs = rng * np.sin(np.deg2rad(az[:, np.newaxis]))\n",
|
|
" ylocs = rng * np.cos(np.deg2rad(az[:, np.newaxis]))\n",
|
|
" \n",
|
|
" \n",
|
|
" \n",
|
|
" # Plot the data\n",
|
|
" norm, cmap = ctables.registry.get_with_steps(ctable, 16, 16)\n",
|
|
" ax.pcolormesh(xlocs, ylocs, data, norm=norm, cmap=cmap)\n",
|
|
" ax.set_aspect('equal', 'datalim')\n",
|
|
" ax.set_xlim(-40, 20)\n",
|
|
" ax.set_ylim(-30, 30)\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 2",
|
|
"language": "python",
|
|
"name": "python2"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 2
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython2",
|
|
"version": "2.7.9"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 0
|
|
}
|