{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "%matplotlib inline " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Example 2: Reading a GRIB data set\n", "\n", "GRIB (GRIdded Binary or General Regularly-distributed Information in Binary form) can be read with any of the following libraries or ways:\n", "\n", "- **pygrib**\n", "\n", "- **xarray (with the PyNIO engine option)**\n", "\n", "- **PyNIO**\n", "\n", "- **wgrib2 or CDO to convert to NetCDF**" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "In this example we'll use pygrib to read a WAVEWATCH III dataset, plot the parameter Significant Wave Height (SWH), and select a subregion.\n", "\n", "The pygrib library can be installed in several ways: pip, conda (or whatever local package manager you're using for your python installation), or distutils (python setup.py)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- As before, start by importing the required libraries" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt # graphics library\n", "import pygrib\n", "import numpy as np # numeric python library\n", "import cartopy.crs as ccrs # cartographic coord reference system\n", "import cartopy.feature as cfeature # features: land, borders, coastlines" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- Open the file and display the contents.\n", "\n", "- GRIB files are record-oriented, and pygrib stores the GRIB records in a list-like object.\n", "\n", "- You can access individual records by number or just iterate over the list." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1:Wind speed:m s**-1 (instant):regular_ll:surface:level 1:fcst time 0 hrs:from 201808250000\n", "2:Wind direction:Degree true (instant):regular_ll:surface:level 1:fcst time 0 hrs:from 201808250000\n", "3:U component of wind:m s**-1 (instant):regular_ll:surface:level 1:fcst time 0 hrs:from 201808250000\n", "4:V component of wind:m s**-1 (instant):regular_ll:surface:level 1:fcst time 0 hrs:from 201808250000\n", "5:Significant height of combined wind waves and swell:m (instant):regular_ll:surface:level 1:fcst time 0 hrs:from 201808250000\n", "6:Primary wave mean period:s (instant):regular_ll:surface:level 1:fcst time 0 hrs:from 201808250000\n", "7:Primary wave direction:Degree true (instant):regular_ll:surface:level 1:fcst time 0 hrs:from 201808250000\n", "8:Significant height of wind waves:m (instant):regular_ll:surface:level 1:fcst time 0 hrs:from 201808250000\n", "9:Significant height of swell waves:m (instant):regular_ll:unknown:level 1 241:fcst time 0 hrs:from 201808250000\n", "10:Significant height of swell waves:m (instant):regular_ll:unknown:level 2 241:fcst time 0 hrs:from 201808250000\n", "11:Mean period of wind waves:s (instant):regular_ll:surface:level 1:fcst time 0 hrs:from 201808250000\n", "12:Mean period of swell waves:s (instant):regular_ll:unknown:level 1 241:fcst time 0 hrs:from 201808250000\n", "13:Mean period of swell waves:s (instant):regular_ll:unknown:level 2 241:fcst time 0 hrs:from 201808250000\n", "14:Direction of wind waves:Degree true (instant):regular_ll:surface:level 1:fcst time 0 hrs:from 201808250000\n", "15:Direction of swell waves:Degree true (instant):regular_ll:unknown:level 1 241:fcst time 0 hrs:from 201808250000\n", "16:Direction of swell waves:Degree true (instant):regular_ll:unknown:level 2 241:fcst time 0 hrs:from 201808250000\n" ] } ], "source": [ "gribs = pygrib.open('multi_1.glo_30mext.t00z.f000.grib2')\n", "\n", "for grib in gribs:\n", " print(grib)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- You can select from the list of GRIB records with long name, short name, or any of the other keys in the file.\n", "\n", "- Note that the select method returns a list, even for a single message." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "swh = gribs(shortName = 'swh',forecastTime = 0)[0] # note single '=\", not \"==\"" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- There's a ***lot*** of information in each GRIB record" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " parametersVersion 1\n", " UseEcmfConventions 1\n", " GRIBEX_boustrophedonic 0\n", " hundred [100 100]\n", " globalDomain g\n", " GRIBEditionNumber 2\n", " tablesVersionLatest 20\n", " grib2divider 1000000\n", " angularPrecision 1000000\n", " missingValue 9999\n", " ieeeFloats 1\n", " isHindcast 0\n", " section0Length 16\n", " identifier GRIB\n", " discipline 10\n", " editionNumber 2\n", " totalLength 113928\n", " sectionNumber [1 3 3 4 5 6 7]\n", " section1Length 21\n", " numberOfSection [1 3 4 5 6 7]\n", " centre kwbc\n", " centreDescription US National Weather Service - NCEP\n", " subCentre 0\n", " tablesVersion 2\n", " masterDir grib2/tables/[tablesVersion]\n", " localTablesVersion 1\n", "significanceOfReferenceTime 1\n", " year 2018\n", " month 8\n", " day 25\n", " hour 0\n", " minute 0\n", " second 0\n", " dataDate 20180825\n", " julianDay 2458355.5\n", " dataTime 0\n", "productionStatusOfProcessedData 0\n", " typeOfProcessedData fc\n", "selectStepTemplateInterval 1\n", "selectStepTemplateInstant 1\n", " stepType instant\n", " setCalendarId 0\n", " deleteCalendarId 0\n", " is_uerra 0\n", " sectionNumber [1 3 3 4 5 6 7]\n", " grib2LocalSectionPresent 0\n", " sectionNumber [1 3 3 4 5 6 7]\n", "gridDescriptionSectionPresent 1\n", " section3Length 72\n", " numberOfSection [1 3 4 5 6 7]\n", " sourceOfGridDefinition 0\n", " numberOfDataPoints 241920\n", "numberOfOctectsForNumberOfPoints 0\n", "interpretationOfNumberOfPoints 0\n", " PLPresent 0\n", "gridDefinitionTemplateNumber 0\n", "gridDefinitionDescription Latitude/longitude. Also called equidistant cylindrical, or Plate Carree\n", " shapeOfTheEarth 6\n", "scaleFactorOfRadiusOfSphericalEarth 0\n", "scaledValueOfRadiusOfSphericalEarth 0\n", "scaleFactorOfEarthMajorAxis 0\n", "scaledValueOfEarthMajorAxis 0\n", "scaleFactorOfEarthMinorAxis 0\n", "scaledValueOfEarthMinorAxis 0\n", " radius 6371229\n", " Ni 720\n", " Nj 336\n", "basicAngleOfTheInitialProductionDomain 0\n", " mBasicAngle 0\n", " angleMultiplier 1\n", " mAngleMultiplier 1000000\n", " subdivisionsOfBasicAngle 0\n", " angleDivisor 1000000\n", " latitudeOfFirstGridPoint 90000000\n", "longitudeOfFirstGridPoint 0\n", "resolutionAndComponentFlags 48\n", "resolutionAndComponentFlags1 0\n", "resolutionAndComponentFlags2 0\n", " iDirectionIncrementGiven 1\n", " jDirectionIncrementGiven 1\n", " uvRelativeToGrid 0\n", "resolutionAndComponentFlags6 0\n", "resolutionAndComponentFlags7 0\n", "resolutionAndComponentFlags8 0\n", "ijDirectionIncrementGiven 1\n", " latitudeOfLastGridPoint -77500000\n", " longitudeOfLastGridPoint 359500000\n", " iDirectionIncrement 500000\n", " jDirectionIncrement 500000\n", " scanningMode 0\n", " iScansNegatively 0\n", " jScansPositively 0\n", " jPointsAreConsecutive 0\n", " alternativeRowScanning 0\n", " iScansPositively 1\n", " scanningMode5 0\n", " scanningMode6 0\n", " scanningMode7 0\n", " scanningMode8 0\n", " g2grid [ 90. 0. -77.5 359.5 0.5 0.5]\n", "latitudeOfFirstGridPointInDegrees 90.0\n", "longitudeOfFirstGridPointInDegrees 0.0\n", "latitudeOfLastGridPointInDegrees -77.5\n", "longitudeOfLastGridPointInDegrees 359.5\n", "iDirectionIncrementInDegrees 0.5\n", "jDirectionIncrementInDegrees 0.5\n", " latLonValues [ 90. 0. 9999. ... -77.5 359.5 9999. ]\n", " latitudes [ 90. 90. 90. ... -77.5 -77.5 -77.5]\n", " longitudes [ 0. 0.5 1. ... 358.5 359. 359.5]\n", " distinctLatitudes [ 90. 89.5 89. 88.5 88. 87.5 87. 86.5 86. 85.5 85. 84.5\n", " 84. 83.5 83. 82.5 82. 81.5 81. 80.5 80. 79.5 79. 78.5\n", " 78. 77.5 77. 76.5 76. 75.5 75. 74.5 74. 73.5 73. 72.5\n", " 72. 71.5 71. 70.5 70. 69.5 69. 68.5 68. 67.5 67. 66.5\n", " 66. 65.5 65. 64.5 64. 63.5 63. 62.5 62. 61.5 61. 60.5\n", " 60. 59.5 59. 58.5 58. 57.5 57. 56.5 56. 55.5 55. 54.5\n", " 54. 53.5 53. 52.5 52. 51.5 51. 50.5 50. 49.5 49. 48.5\n", " 48. 47.5 47. 46.5 46. 45.5 45. 44.5 44. 43.5 43. 42.5\n", " 42. 41.5 41. 40.5 40. 39.5 39. 38.5 38. 37.5 37. 36.5\n", " 36. 35.5 35. 34.5 34. 33.5 33. 32.5 32. 31.5 31. 30.5\n", " 30. 29.5 29. 28.5 28. 27.5 27. 26.5 26. 25.5 25. 24.5\n", " 24. 23.5 23. 22.5 22. 21.5 21. 20.5 20. 19.5 19. 18.5\n", " 18. 17.5 17. 16.5 16. 15.5 15. 14.5 14. 13.5 13. 12.5\n", " 12. 11.5 11. 10.5 10. 9.5 9. 8.5 8. 7.5 7. 6.5\n", " 6. 5.5 5. 4.5 4. 3.5 3. 2.5 2. 1.5 1. 0.5\n", " 0. -0.5 -1. -1.5 -2. -2.5 -3. -3.5 -4. -4.5 -5. -5.5\n", " -6. -6.5 -7. -7.5 -8. -8.5 -9. -9.5 -10. -10.5 -11. -11.5\n", " -12. -12.5 -13. -13.5 -14. -14.5 -15. -15.5 -16. -16.5 -17. -17.5\n", " -18. -18.5 -19. -19.5 -20. -20.5 -21. -21.5 -22. -22.5 -23. -23.5\n", " -24. -24.5 -25. -25.5 -26. -26.5 -27. -27.5 -28. -28.5 -29. -29.5\n", " -30. -30.5 -31. -31.5 -32. -32.5 -33. -33.5 -34. -34.5 -35. -35.5\n", " -36. -36.5 -37. -37.5 -38. -38.5 -39. -39.5 -40. -40.5 -41. -41.5\n", " -42. -42.5 -43. -43.5 -44. -44.5 -45. -45.5 -46. -46.5 -47. -47.5\n", " -48. -48.5 -49. -49.5 -50. -50.5 -51. -51.5 -52. -52.5 -53. -53.5\n", " -54. -54.5 -55. -55.5 -56. -56.5 -57. -57.5 -58. -58.5 -59. -59.5\n", " -60. -60.5 -61. -61.5 -62. -62.5 -63. -63.5 -64. -64.5 -65. -65.5\n", " -66. -66.5 -67. -67.5 -68. -68.5 -69. -69.5 -70. -70.5 -71. -71.5\n", " -72. -72.5 -73. -73.5 -74. -74.5 -75. -75.5 -76. -76.5 -77. -77.5]\n", " distinctLongitudes [ 0. 0.5 1. 1.5 2. 2.5 3. 3.5 4. 4.5 5. 5.5\n", " 6. 6.5 7. 7.5 8. 8.5 9. 9.5 10. 10.5 11. 11.5\n", " 12. 12.5 13. 13.5 14. 14.5 15. 15.5 16. 16.5 17. 17.5\n", " 18. 18.5 19. 19.5 20. 20.5 21. 21.5 22. 22.5 23. 23.5\n", " 24. 24.5 25. 25.5 26. 26.5 27. 27.5 28. 28.5 29. 29.5\n", " 30. 30.5 31. 31.5 32. 32.5 33. 33.5 34. 34.5 35. 35.5\n", " 36. 36.5 37. 37.5 38. 38.5 39. 39.5 40. 40.5 41. 41.5\n", " 42. 42.5 43. 43.5 44. 44.5 45. 45.5 46. 46.5 47. 47.5\n", " 48. 48.5 49. 49.5 50. 50.5 51. 51.5 52. 52.5 53. 53.5\n", " 54. 54.5 55. 55.5 56. 56.5 57. 57.5 58. 58.5 59. 59.5\n", " 60. 60.5 61. 61.5 62. 62.5 63. 63.5 64. 64.5 65. 65.5\n", " 66. 66.5 67. 67.5 68. 68.5 69. 69.5 70. 70.5 71. 71.5\n", " 72. 72.5 73. 73.5 74. 74.5 75. 75.5 76. 76.5 77. 77.5\n", " 78. 78.5 79. 79.5 80. 80.5 81. 81.5 82. 82.5 83. 83.5\n", " 84. 84.5 85. 85.5 86. 86.5 87. 87.5 88. 88.5 89. 89.5\n", " 90. 90.5 91. 91.5 92. 92.5 93. 93.5 94. 94.5 95. 95.5\n", " 96. 96.5 97. 97.5 98. 98.5 99. 99.5 100. 100.5 101. 101.5\n", " 102. 102.5 103. 103.5 104. 104.5 105. 105.5 106. 106.5 107. 107.5\n", " 108. 108.5 109. 109.5 110. 110.5 111. 111.5 112. 112.5 113. 113.5\n", " 114. 114.5 115. 115.5 116. 116.5 117. 117.5 118. 118.5 119. 119.5\n", " 120. 120.5 121. 121.5 122. 122.5 123. 123.5 124. 124.5 125. 125.5\n", " 126. 126.5 127. 127.5 128. 128.5 129. 129.5 130. 130.5 131. 131.5\n", " 132. 132.5 133. 133.5 134. 134.5 135. 135.5 136. 136.5 137. 137.5\n", " 138. 138.5 139. 139.5 140. 140.5 141. 141.5 142. 142.5 143. 143.5\n", " 144. 144.5 145. 145.5 146. 146.5 147. 147.5 148. 148.5 149. 149.5\n", " 150. 150.5 151. 151.5 152. 152.5 153. 153.5 154. 154.5 155. 155.5\n", " 156. 156.5 157. 157.5 158. 158.5 159. 159.5 160. 160.5 161. 161.5\n", " 162. 162.5 163. 163.5 164. 164.5 165. 165.5 166. 166.5 167. 167.5\n", " 168. 168.5 169. 169.5 170. 170.5 171. 171.5 172. 172.5 173. 173.5\n", " 174. 174.5 175. 175.5 176. 176.5 177. 177.5 178. 178.5 179. 179.5\n", " 180. 180.5 181. 181.5 182. 182.5 183. 183.5 184. 184.5 185. 185.5\n", " 186. 186.5 187. 187.5 188. 188.5 189. 189.5 190. 190.5 191. 191.5\n", " 192. 192.5 193. 193.5 194. 194.5 195. 195.5 196. 196.5 197. 197.5\n", " 198. 198.5 199. 199.5 200. 200.5 201. 201.5 202. 202.5 203. 203.5\n", " 204. 204.5 205. 205.5 206. 206.5 207. 207.5 208. 208.5 209. 209.5\n", " 210. 210.5 211. 211.5 212. 212.5 213. 213.5 214. 214.5 215. 215.5\n", " 216. 216.5 217. 217.5 218. 218.5 219. 219.5 220. 220.5 221. 221.5\n", " 222. 222.5 223. 223.5 224. 224.5 225. 225.5 226. 226.5 227. 227.5\n", " 228. 228.5 229. 229.5 230. 230.5 231. 231.5 232. 232.5 233. 233.5\n", " 234. 234.5 235. 235.5 236. 236.5 237. 237.5 238. 238.5 239. 239.5\n", " 240. 240.5 241. 241.5 242. 242.5 243. 243.5 244. 244.5 245. 245.5\n", " 246. 246.5 247. 247.5 248. 248.5 249. 249.5 250. 250.5 251. 251.5\n", " 252. 252.5 253. 253.5 254. 254.5 255. 255.5 256. 256.5 257. 257.5\n", " 258. 258.5 259. 259.5 260. 260.5 261. 261.5 262. 262.5 263. 263.5\n", " 264. 264.5 265. 265.5 266. 266.5 267. 267.5 268. 268.5 269. 269.5\n", " 270. 270.5 271. 271.5 272. 272.5 273. 273.5 274. 274.5 275. 275.5\n", " 276. 276.5 277. 277.5 278. 278.5 279. 279.5 280. 280.5 281. 281.5\n", " 282. 282.5 283. 283.5 284. 284.5 285. 285.5 286. 286.5 287. 287.5\n", " 288. 288.5 289. 289.5 290. 290.5 291. 291.5 292. 292.5 293. 293.5\n", " 294. 294.5 295. 295.5 296. 296.5 297. 297.5 298. 298.5 299. 299.5\n", " 300. 300.5 301. 301.5 302. 302.5 303. 303.5 304. 304.5 305. 305.5\n", " 306. 306.5 307. 307.5 308. 308.5 309. 309.5 310. 310.5 311. 311.5\n", " 312. 312.5 313. 313.5 314. 314.5 315. 315.5 316. 316.5 317. 317.5\n", " 318. 318.5 319. 319.5 320. 320.5 321. 321.5 322. 322.5 323. 323.5\n", " 324. 324.5 325. 325.5 326. 326.5 327. 327.5 328. 328.5 329. 329.5\n", " 330. 330.5 331. 331.5 332. 332.5 333. 333.5 334. 334.5 335. 335.5\n", " 336. 336.5 337. 337.5 338. 338.5 339. 339.5 340. 340.5 341. 341.5\n", " 342. 342.5 343. 343.5 344. 344.5 345. 345.5 346. 346.5 347. 347.5\n", " 348. 348.5 349. 349.5 350. 350.5 351. 351.5 352. 352.5 353. 353.5\n", " 354. 354.5 355. 355.5 356. 356.5 357. 357.5 358. 358.5 359. 359.5]\n", " gridType regular_ll\n", " sectionNumber [1 3 3 4 5 6 7]\n", " section4Length 34\n", " numberOfSection [1 3 4 5 6 7]\n", " NV 0\n", " neitherPresent 0\n", "productDefinitionTemplateNumber 0\n", " genVertHeightCoords 0\n", " parameterCategory 0\n", " parameterNumber 3\n", " parameterUnits m\n", " parameterName Significant height of combined wind waves and swell\n", " typeOfGeneratingProcess 2\n", " backgroundProcess 0\n", "generatingProcessIdentifier 11\n", " hoursAfterDataCutoff 0\n", " minutesAfterDataCutoff 0\n", "indicatorOfUnitOfTimeRange 1\n", " stepUnits 1\n", " forecastTime 0\n", " startStep 0\n", " endStep 0\n", " stepRange 0\n", " stepTypeInternal instant\n", " validityDate 20180825\n", " validityTime 0\n", " typeOfFirstFixedSurface sfc\n", " unitsOfFirstFixedSurface unknown\n", " nameOfFirstFixedSurface Ground or water surface\n", "scaleFactorOfFirstFixedSurface 0\n", "scaledValueOfFirstFixedSurface 1\n", " typeOfSecondFixedSurface 255\n", "unitsOfSecondFixedSurface unknown\n", " nameOfSecondFixedSurface Missing\n", "scaleFactorOfSecondFixedSurface 0\n", "scaledValueOfSecondFixedSurface 0\n", " pressureUnits hPa\n", " typeOfLevel surface\n", " level 1\n", " bottomLevel 1\n", " topLevel 1\n", " tempPressureUnits hPa\n", " paramIdECMF 140229\n", " paramId 140229\n", " shortNameECMF swh\n", " shortName swh\n", " unitsECMF m\n", " units m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " nameECMF Significant height of combined wind waves and swell\n", " name Significant height of combined wind waves and swell\n", " cfNameECMF unknown\n", " cfName unknown\n", " cfVarNameECMF swh\n", " cfVarName swh\n", " modelName unknown\n", " ifsParam 140229\n", " PVPresent 0\n", " deletePV 1\n", " lengthOfHeaders 127\n", " sectionNumber [1 3 3 4 5 6 7]\n", " section5Length 23\n", " numberOfSection [1 3 4 5 6 7]\n", " numberOfValues 141321\n", "dataRepresentationTemplateNumber 40\n", " packingType grid_jpeg\n", " referenceValue 0.0\n", " referenceValueError 1.1754943508222875e-38\n", " binaryScaleFactor 0\n", " decimalScaleFactor 2\n", " bitsPerValue 10\n", "typeOfOriginalFieldValues 0\n", " typeOfCompressionUsed 0\n", " targetCompressionRatio 255\n", " sectionNumber [1 3 3 4 5 6 7]\n", " section6Length 30246\n", " numberOfSection [1 3 4 5 6 7]\n", " bitMapIndicator 0\n", " bitmapPresent 1\n", " sectionNumber [1 3 3 4 5 6 7]\n", " section7Length 83512\n", " numberOfSection [1 3 4 5 6 7]\n", " codedValues [0.56 0.57 0.58 ... 0.76 0.78 0.36]\n", " values [[-- -- -- ... -- -- --]\n", " [-- -- -- ... -- -- --]\n", " [-- -- -- ... -- -- --]\n", " ...\n", " [-- -- -- ... -- -- --]\n", " [-- -- -- ... -- -- --]\n", " [-- -- -- ... -- -- --]]\n", " maximum 9.25\n", " minimum 0.0\n", " average 2.467681165573415\n", " numberOfMissing 100599\n", " standardDeviation 1.5124010948213404\n", " skewness 1.2054248217128987\n", " kurtosis 1.411358951153586\n", " isConstant 0.0\n", " changeDecimalPrecision 2\n", " decimalPrecision 2\n", " setBitsPerValue 10\n", " getNumberOfValues 241920\n", " scaleValuesBy 1.0\n", " offsetValuesBy 0.0\n", " productType unknown\n", " section8Length 4\n", " analDate 2018-08-25 00:00:00\n", " validDate 2018-08-25 00:00:00\n" ] } ], "source": [ "for key in swh.keys(): # doing some python string formatting here\n", " print('{:>25} {}'.format(key, eval('swh.'+key)))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Easiest way to get the data from the GRIB record is to use the `object.data()` method.\n", "\n", "- This returns the parameter array and the lat/lon coordinate arrays for the model grid." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "data, lats, lons = swh.data()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Set up the plot figure as before and plot the SWH parameter" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(dpi = 90)\n", "ax = plt.axes(projection = ccrs.Mercator()) # set up the axis projection\n", "plt.pcolormesh(lons, lats, data, cmap = 'gist_ncar',transform = ccrs.PlateCarree())\n", "cbar = plt.colorbar()\n", "cbar.set_label(swh.shortName+' ('+swh.units+')')\n", "ax.add_feature(cfeature.LAND) # fill in the land areas\n", "ax.coastlines() # use the default low-resolution coastline\n", "gl = ax.gridlines(draw_labels = True) # default is to label all axes.\n", "gl.xlabels_top = False # turn off two of them.\n", "gl.ylabels_right = False\n", "plt.title(swh.name+'\\n'+'Valid Date: '+swh.validDate.strftime('%Y%m%d'));" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Now let's look closer at the data itself.
\n", "- First off, what is this thing? You can identify the class of any python object with the `type()` function." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "numpy.ma.core.MaskedArray" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(data)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- This is a numpy masked array. A masked array is the combination of a standard numpy.ndarray and a Boolean mask of the same shape. The numpy package ensures that the masked data points are excluded from computations.\n", "\n", "- As before, let's zoom in on Hawaii. We'll use the `object.data()` method for that, too. Remember that the \"%\" is the python symbol for modulo division." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "data, lats, lons = swh.data(lon1 = -166%360, lon2 = -150%360,\n", " lat1 = 14, lat2 = 27)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- And now we can proceed to plot the swh parameter." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(dpi = 90)\n", "ax = plt.axes(projection = ccrs.Mercator())\n", "plt.contourf(lons, lats, data, transform = ccrs.PlateCarree(), cmap='jet',\n", " levels = np.arange(np.floor(data.min()),np.ceil(data.max()),0.2))\n", "plt.colorbar(label = swh.units)\n", "ax.add_feature(cfeature.LAND,zorder = 1) # zorder will put the land on top \n", "ax.add_feature(cfeature.GSHHSFeature())\n", "gl = ax.gridlines(draw_labels = True) \n", "gl.xlabels_top = False\n", "gl.ylabels_right = False\n", "gl.xlabel_style = {'size': 'x-small'}\n", "gl.ylabel_style = {'size': 'x-small'}\n", "plt.title(swh.name+'\\n'+'Valid Date: '+swh.validDate.strftime('%Y%m%d'));" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "## Next Example -- Reading a BUFR file" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }